Datasets:

CyberNative

/

github_cybersecurity_READMEs

like 10

<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) [](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) - 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='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> <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='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='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='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> </tr> <tr> <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='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='max-ott'> <a href='https://github.com/max-ott'> <img src='https://github.com/max-ott.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/ott_max'>Max Ott</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> <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> </tr> <tr> <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='daniel-jankowski'> <a href='https://github.com/mollyIV'> <img src='https://github.com/mollyIV.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/mollyIV'>Daniel Jankowski</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='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='danielle-tomlinson'> <a href='https://github.com/endocrimes'> <img src='https://github.com/endocrimes.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/endocrimes'>Danielle Tomlinson</a></h4> </td> </tr> <tr> <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> <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='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='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> <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='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> </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 />

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Keep your team and servers in sync with Doppler.} </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> _{Start selling to enterprise customers with just a few lines of code.} <br> ^{Add Single Sign-On (and more) in minutes instead of months.} </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> ^{It’s 100% JavaScript, fully customizable, and developer-first.} </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> ^{<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>} </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> ^{Import any dataset in seconds, share with anyone with a click, try without signing up} </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> _{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.} </div> </a> <br> <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> <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> <br> <a href="https://neverinstall.com/spaces/devtools?utm_source=github&utm_medium=sponsor&utm_campaign=sindre#gh-light-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/neverinstall-logo-light.svg" width="200" alt="neverinstall"> </div> <br> <b>All your favourite IDE's now available on the cloud</b> <div> _{Neverinstall gives you an uninterrupted development experience and improved accessibility, <br> allowing you to code faster, better and on-the-go on your favourite IDEs like <br> Android Studio, VS Code, Jupyter and PyCharm using your browser.} </div> </a> <a href="https://neverinstall.com/spaces/devtools?utm_source=github&utm_medium=sponsor&utm_campaign=sindre#gh-dark-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/neverinstall-logo-dark.svg" width="200" alt="neverinstall"> </div> <br> <b>All your favourite IDE's now available on the cloud</b> <div> _{Neverinstall gives you an uninterrupted development experience and improved accessibility, <br> allowing you to code faster, better and on-the-go on your favourite IDEs like <br> Android Studio, VS Code, Jupyter and PyCharm using your browser.} </div> </a> <br> <br> <br> <a href="https://www.useanvil.com/?utm_source=sindresorhus#gh-light-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/anvil-logo-light.svg" width="200" alt="Anvil"> </div> <br> <b>Paperwork that makes the data work.</b> <div> _{Easy APIs for paperwork. PDF generation, e-signature and embeddable no-code webforms. <br> The easiest way to build paperwork automation into your product.} </div> </a> <a href="https://www.useanvil.com/?utm_source=sindresorhus#gh-dark-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/anvil-logo-dark.svg" width="200" alt="Anvil"> </div> <br> <b>Paperwork that makes the data work.</b> <div> _{Easy APIs for paperwork. PDF generation, e-signature and embeddable no-code webforms. <br> The easiest way to build paperwork automation into your product.} </div> </a> <br> <br> </p> <hr> <br> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <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"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://sindresorhus.com/apps">apps</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </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 - 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. - [Capacitor](https://github.com/riderx/awesome-capacitor#readme) - Cross-platform open source runtime for building Web Native apps. - [ArcGIS Developer](https://github.com/Esri/awesome-arcgis-developer#readme) - Mapping and location analysis platform for developers. ## 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. - [Zig](https://github.com/catdevnull/awesome-zig#readme) - General-purpose programming language and toolchain for maintaining robust, optimal, and reusable 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) - JavaScript library for building user interfaces. - [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) - 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. <br> --- <br> <a href="https://neverinstall.com/spaces/devtools?utm_source=github&utm_medium=sponsor&utm_campaign=sindre#gh-light-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/neverinstall-logo-light.svg" width="120" alt="neverinstall"> </div> <br> ^{All your favourite IDE's now available on the cloud} <br> </a> <a href="https://neverinstall.com/spaces/devtools?utm_source=github&utm_medium=sponsor&utm_campaign=sindre#gh-dark-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/neverinstall-logo-dark.svg" width="120" alt="neverinstall"> </div> <br> ^{All your favourite IDE's now available on the cloud} <br> </a> <br> --- <br> ## 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. - [Slim](https://github.com/nekofar/awesome-slim#readme) - PHP framework. - [Fiber](https://github.com/gofiber/awesome-fiber#readme) - Web framework built on top of Fasthttp, the fastest HTTP engine for Go. ## 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. - [Conversational AI](https://github.com/jyguyomarch/awesome-conversational-ai#readme) - Build awesome chatbots and digital assistants. ## 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. - [Audit Algorithms](https://github.com/erwanlemerrer/awesome-audit-algorithms#readme) - Algorithmic audits of algorithms. - [AGI & CoCoSci](https://github.com/YuzheSHI/awesome-agi-cocosci#readme) - The reciprocation of Artificial General Intelligence (AGI) and Computational Cognitive Sciences (CoCoSci). ## 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. - [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. - [TDengine](https://github.com/taosdata/awesome-tdengine#readme) - An open-source time-series database with high-performance, scalability, and SQL support. ## 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. - [Cyber Security University](https://github.com/brootware/awesome-cyber-security-university#readme) - Free educational resources that focus on learning by doing. - [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) - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#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. - [Malware Persistence](https://github.com/Karneades/awesome-malware-persistence#readme) - Techniques that adversaries use to keep access to systems across restarts. - [EVM Security](https://github.com/kareniel/awesome-evm-security#readme) - Understanding the Ethereum Virtual Machine security ecosystem. ## 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. - [Directus](https://github.com/directus-community/awesome-directus#readme) - A real-time API and app dashboard for managing SQL database content. - [Plone](https://github.com/collective/awesome-plone#readme) - Open source Python 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. - [Open Hardware](https://github.com/delftopenhardware/awesome-open-hardware#readme) - Open-source hardware projects. ## 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. - [SNMP](https://github.com/eozer/awesome-snmp#readme) - A protocol for collecting, modifying, and organizing information about managed devices on IP networks. ## 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) - [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. - [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/ansible-community/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. - [OpenStreetMap](https://github.com/osmlab/awesome-openstreetmap#readme) - An open data mapping project utilized by many apps and devices. - [Computational Biology](https://github.com/inoue0426/awesome-computational-biology#readme) - Computational approaches applied to problems in biology. ## 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.

<!-- saved from url=(0054) https://kacos2000.github.io/Win10-Research/EventLogs/ --> <!-- https://guides.github.com/features/mastering-markdown/ --> #### Lists #### - [keywords1](https://github.com/kacos2000/Win10/blob/master/EventLogs/keywords.md) - Powershell script to list all eventlog keywords and the resulting list *(from Win10 Pro version 1803)* - [keywords2](https://github.com/kacos2000/Win10/blob/master/EventLogs/keywords2.md) - Powershell script to list all event specific generated keywords and sample list *(from the Win10 Pro version 1803 "Microsoft-Windows-PushNotifications-Platform" event provider)* - [OpCodes](https://github.com/kacos2000/Win10/blob/master/EventLogs/OpCodes.md) - Powershell script to list all OpCodes, their Name & DisplayName for AllEvent providers, and 2 csv lists ### Win 10 *(version 1709+)* Microsoft-Windows-Partition/Diagnostic.evtx EventID: 1006 parser ### - [Win 10 Microsoft-Windows-Partition/Diagnostic EventID: 1006 parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/PartitionDiagnostic.ps1) - PowerShell script to read a live or offline **Microsoft-Windows-Partition/Diagnostic.evtx** log and list all the [EventID: 1006](https://df-stream.com/2018/05/partition-diagnostic-event-log-and-usb-device-tracking-p1/) entries in a window. Selected rows are saved in a comma separated file (csv). This log has 71 fields with diagnostic information for all Storage Devices (including USB and virtual drives like vhd/vhdxs or images mounted with [Arsenal Image Mounter](https://arsenalrecon.com/)). Among them, the MBR or VBR: *Part of the results window:*  *VBR0 entry (size & bytes) of a USB stick:*  *VBR above saved & opened with [Active Disk Editor](http://www.disk-editor.org/)*  *Mbr log entry (copy/pasted to [HxD](https://mh-nexus.de/en/hxd/))*  *GPT Partition table entry of same drive in [Active Disk Editor](http://www.disk-editor.org/)*  ### Win 10 Microsoft-Windows-Kernel-PnP/Configuration.evtx parser ### - [Win 10 Microsoft-Windows-Kernel-PnP parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/PnP.ps1) - PowerShell script to read a live or offline **Microsoft-Windows-Kernel-PnP/Configuration.evtx** log and list all the entries. Should also work from Win7 onwards.  ### Win 10 Microsoft-Windows-PowerShell/Operational.evtx EventIDs: 24577,40961, 40962 parser ### - [Win 10 Microsoft-Windows-PowerShell parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/Powershell.ps1) - PowerShell script to read a live or offline **Microsoft-Windows-PowerShell/Operational.evtx** log and list all the entries. Should also work from Win7 onwards. Curiously, Powershell script execution is not recorded - just console startups. Only Powershell ISE script execution. - Event ID: 40961 - PowerShell console is starting up - Event ID: 40962 - PowerShell console is ready for user input - Event ID: 40962 - Windows PowerShell ISE has started to run script XXX ### Win 10 Microsoft-Windows-VolumeSnapshot-Driver/Operational.evtx parser ### - [Win 10 Microsoft-Windows-VolumeSnapshot-Driver parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/VolumeSnapshot.ps1) - PowerShell script to read a live or offline **Microsoft-Windows-VolumeSnapshot-Driver/Operational.evtx** log and list all the entries. Should also work from Win7 onwards. (*[Exploring Volume Shadow (VSS) snapshots (pdf)](https://github.com/kacos2000/Win10/blob/master/EventLogs/VolumeShadow.pdf)*)  ### Win 10 Microsoft-Windows-VHDMP-Operational.evtx parser ### - [Win 10 Microsoft-Windows-VHDMP-Operational parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/VHD_log.ps1) - PowerShell script to read a live or offline **Microsoft-Windows-VHDMP-Operational.evtx** log and list all the entries. (Supports Event IDs: 1,2,50,51) ### Win 10 Security.evtx EventID: 4688 parser ### - [Win 10 Security EventID: 4688 parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/ProcessCreatedEvents.ps1) - PowerShell script to read a live or offline **security.evtx** log and list all the [EventID: 4688](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4688) entries *(A new process has been created)* . ### Win 10 Security.evtx EventID: 4624/4634/4647 parser ### - [Win 10 Security EventID: 4634/4747 parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/LogOnOFFevents.ps1) - PowerShell script to read a live or offline **security.evtx** log and list all the [EventID: 4624](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4624) *(An account was successfully logged on)*, [EventID: 4634](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4634) *(An account was logged off)* and [EventID: 4647](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4647) *(User initiated logoff)* entries in a window. ### Win 10 Security.evtx EventID: 4634/4647 parser ### - [Win 10 Security EventID: 4634/4747 parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/LogoffEvents.ps1) - PowerShell script to read a live or offline **security.evtx** log and list all the [EventID: 4634](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4634) *(An account was logged off)* and [EventID: 4647](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4647) *(User initiated logoff)* entries in a window. The main difference between “[4647: User initiated logoff](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4647).” and 4634 event is that 4647 event is generated when logoff procedure was initiated by specific account using logoff function, and 4634 event shows that session was terminated and no longer exists. ### Win 10 Security.evtx EventID: 4624 parser ### - [Win 10 Security EventID: 4624 parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/LoginEvents.ps1) - PowerShell script to read a live or offline **security.evtx** log and list all the [EventID: 4624](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4624) entries *(An account was successfully logged on)* in a window. ### Win 10 Security.evtx EventID: 4648 parser ### - [Win 10 Security EventID: 4648 parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/LogonAttempted.ps1) - PowerShell script to read a live or offline **security.evtx** log and list all the [EventID: 4648](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4648) entries *(A logon was attempted using explicit credentials)* in a window. ### Win 10 Security.evtx EventID: 4616 & System.evtx EventID: 1 parser ### - [Win 10 Security EventID: 4616 & System EventID: 1 parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/TimeEventsAll.ps1) - PowerShell script to read both **security.evtx** and **system.evtx** logs from a live or offline Win 10 PC, and list all the [EventID:1](http://www.eventid.net/display-eventid-1-source-Microsoft-Windows-Kernel-General-eventno-10866-phase-1.htm) and [EventID: 4616](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4616) entries *(The system time was changed)* in a window. Selected rows are saved in a comma separated file (csv). The [script](https://github.com/kacos2000/Win10/blob/master/EventLogs/TimeEventsAll.ps1) *(needs to be executed from an Administrator console)*. - Event Providers *(type the following in a powershell prompt to see the event template)*: - "Microsoft-Windows-Kernel-General" (ID: 1)<br> `(Get-WinEvent -ListProvider "Microsoft-Windows-Kernel-General").Events|Where-Object {$_.Id -eq 1}`<br> * Event **Reason** Nr#:<br> 1 = An application or system component changed the time<br> 2 = System time synchronized with the hardware clock<br> 3 = System time adjusted to the new time zone - "Microsoft-Windows-Security-Auditing" (ID: 4616)<br> `(Get-WinEvent -ListProvider "Microsoft-Windows-Security-Auditing").Events|Where-Object {$_.Id -eq 4616}` ### Win 10 Microsoft-Windows-Winlogon/Operational.evtx parser ### - [Win 10 Microsoft-Windows-Winlogon parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/WinLogon.ps1) - PowerShell script to read a live or offline **Microsoft-Windows-Winlogon/Operational.evtx** log and list all the relevant entries in a window. ### Win 10 Security.evtx EventID: 4616 parser ### - [Win 10 Security EventID: 4616 parser](https://github.com/kacos2000/Win10/blob/master/EventLogs/TimeEvents.ps1) - PowerShell script to read a live or offline **security.evtx** log and list all the [EventID: 4616](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4616) entries *(The system time was changed)* in a window. Selected rows are saved in a comma separated file (csv). The [script](https://github.com/kacos2000/Win10/blob/master/EventLogs/TimeEvents.ps1) *(needs to be executed from an Administrator console)* will parse the following information for any 4616 event ID: - Field | Description ------------ | ------------- Time Created | DateTime the event was recorded EventID | Record ID of the Event PID | Process ID ThreadID | Thread ID User Name | UserName associated with the event SID | Security descriptor Domain Name | Domain Name New Time | New Time Previous Time | Previous Time Change | Difference between New and Previous times Process Name | The process that initiated the Time change  - [Are Windows timezone written in registry reliable?](https://stackoverflow.com/questions/47104967/are-windows-timezone-written-in-registry-reliable) - `tzutil /l` : List timezones - [Finding Advanced Attacks and Malware With Only 6 Windows EventID’s (pdf)](https://conf.splunk.com/session/2015/conf2015_MGough_MalwareArchaelogy_SecurityCompliance_FindingAdvnacedAttacksAnd.pdf) ### Windows Security Audit Events with message schema [spreadsheet](https://download.microsoft.com/download/8/E/1/8E11AD26-98A1-4EE3-9F7F-1DB4EB18BADF/WindowsSecurityAuditEvents.xlsx) from Microsoft. ### eof __________________ **Note:** Old Windows event IDs can be converted to new event IDs [by adding 4096](https://www.andreafortuna.org/2019/06/12/windows-security-event-logs-my-own-cheatsheet/) to the Event ID<br> eg: 528 *(Successful Logon)* + 4096 = 4624<br> __________________ - To Do: - [X] [List all event log *'keywords'*](keywords.md) - [X] [List all eventlog-generated *'keywords'*](keywords2.md) - [X] List all [OpCodes](OpCodes.md) - [X] Parse EventID 4616 - [X] Parse EventID 4624/4634/4647 together - [X] Parse EventIDs 4624/4528/4540 (Audit Logon = Success & Failure) - [X] Parse EventIDs 4634/4647 (An account was logged off/User initiated logoff) - [X] Parse Microsoft-Windows-Winlogon/Operational.evtx - [X] Check / Parse EventID 4625 - [X] Check / Parse EventID 4648 - [ ] Check / Parse EventIDs 4663/4567 (Audit File System = Success, (Audit Registry = Success )) - [ ] Check / Parse EventID 4675 - [X] Check / Parse EventID 4688 (Audit Process Creation = Success) - [ ] Check / Parse EventID [4720](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4720)): A user account was created - [ ] Check / Parse EventID [4726](https://docs.microsoft.com/en-us/windows/security/threat-protection/auditing/event-4726)): A user account was deleted - [ ] Check / Parse EventIDs 5140/5560 (Audit File Share = Success ) - [ ] Check / Parse EventID 5156 (Audit Filtering Platform Connection = Success) - [ ] Check / Parse EventIDs 7045/7040 - [ ] ~~Correlate entries in EventIDs 4616, 4624, 4688 etc~~ - [X] [Parse EventLog Microsoft-Windows-PushNotification-Platform/Operational.evtx](https://github.com/kacos2000/Win10/blob/master/Notifications/wpn.ps1) - [X] Parse Microsoft-Windows-Kernel-PnP/Configuration.evtx - [X] Parse Microsoft-Windows-VolumeSnapshot-Driver/Operational.evtx - [X] Parse Microsoft-Windows-VHDMP-Operational.evtx - [X] Parse Microsoft-Windows-PowerShell/Operational.evtx - [X] Check /Parse EventID 1006 of Microsoft-Windows-Partition/Diagnostic.evtx [(USB Device Tracking ..)](https://df-stream.com/2018/07/partition-diagnostic-event-log-and-usb-device-tracking-p2/)

# 🦜️🔗 LangChain ⚡ Building applications with LLMs through composability ⚡ [](https://github.com/hwchase17/langchain/releases) [](https://github.com/hwchase17/langchain/actions/workflows/langchain_ci.yml) [](https://github.com/hwchase17/langchain/actions/workflows/langchain_experimental_ci.yml) [](https://pepy.tech/project/langchain) [](https://opensource.org/licenses/MIT) [](https://twitter.com/langchainai) [](https://discord.gg/6adMQxSpJS) [](https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/hwchase17/langchain) [](https://codespaces.new/hwchase17/langchain) [](https://star-history.com/#hwchase17/langchain) [](https://libraries.io/github/langchain-ai/langchain) [](https://github.com/hwchase17/langchain/issues) Looking for the JS/TS version? Check out [LangChain.js](https://github.com/hwchase17/langchainjs). **Production Support:** As you move your LangChains into production, we'd love to offer more hands-on support. Fill out [this form](https://airtable.com/appwQzlErAS2qiP0L/shrGtGaVBVAz7NcV2) to share more about what you're building, and our team will get in touch. ## 🚨Breaking Changes for select chains (SQLDatabase) on 7/28/23 In an effort to make `langchain` leaner and safer, we are moving select chains to `langchain_experimental`. This migration has already started, but we are remaining backwards compatible until 7/28. On that date, we will remove functionality from `langchain`. Read more about the motivation and the progress [here](https://github.com/hwchase17/langchain/discussions/8043). Read how to migrate your code [here](MIGRATE.md). ## Quick Install `pip install langchain` or `pip install langsmith && conda install langchain -c conda-forge` ## 🤔 What is this? Large language models (LLMs) are emerging as a transformative technology, enabling developers to build applications that they previously could not. However, using these LLMs in isolation is often insufficient for creating a truly powerful app - the real power comes when you can combine them with other sources of computation or knowledge. This library aims to assist in the development of those types of applications. Common examples of these applications include: **❓ Question Answering over specific documents** - [Documentation](https://python.langchain.com/docs/use_cases/question_answering/) - End-to-end Example: [Question Answering over Notion Database](https://github.com/hwchase17/notion-qa) **💬 Chatbots** - [Documentation](https://python.langchain.com/docs/use_cases/chatbots/) - End-to-end Example: [Chat-LangChain](https://github.com/hwchase17/chat-langchain) **🤖 Agents** - [Documentation](https://python.langchain.com/docs/modules/agents/) - End-to-end Example: [GPT+WolframAlpha](https://huggingface.co/spaces/JavaFXpert/Chat-GPT-LangChain) ## 📖 Documentation Please see [here](https://python.langchain.com) for full documentation on: - Getting started (installation, setting up the environment, simple examples) - How-To examples (demos, integrations, helper functions) - Reference (full API docs) - Resources (high-level explanation of core concepts) ## 🚀 What can this help with? There are six main areas that LangChain is designed to help with. These are, in increasing order of complexity: **📃 LLMs and Prompts:** This includes prompt management, prompt optimization, a generic interface for all LLMs, and common utilities for working with LLMs. **🔗 Chains:** Chains go beyond a single LLM call and involve sequences of calls (whether to an LLM or a different utility). LangChain provides a standard interface for chains, lots of integrations with other tools, and end-to-end chains for common applications. **📚 Data Augmented Generation:** Data Augmented Generation involves specific types of chains that first interact with an external data source to fetch data for use in the generation step. Examples include summarization of long pieces of text and question/answering over specific data sources. **🤖 Agents:** Agents involve an LLM making decisions about which Actions to take, taking that Action, seeing an Observation, and repeating that until done. LangChain provides a standard interface for agents, a selection of agents to choose from, and examples of end-to-end agents. **🧠 Memory:** Memory refers to persisting state between calls of a chain/agent. LangChain provides a standard interface for memory, a collection of memory implementations, and examples of chains/agents that use memory. **🧐 Evaluation:** [BETA] Generative models are notoriously hard to evaluate with traditional metrics. One new way of evaluating them is using language models themselves to do the evaluation. LangChain provides some prompts/chains for assisting in this. For more information on these concepts, please see our [full documentation](https://python.langchain.com). ## 💁 Contributing As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation. For detailed information on how to contribute, see [here](.github/CONTRIBUTING.md).

# Reconstructing a Cloud Attack Using Log Data With the rapid adoption of cloud storage technologies, an aspiring security practitioner should be well-versed in how to analyze cloud system logs in additional to traditional systems such as servers and endpoints. Many such cloud systems utilize application programming interfaces (API) to facilitate modern levels of automation, which are often susceptible to attack. ## Learning Objectives ### Students will be able to #### Describe and Define - JSON - API - AWS S3 Bucket - Amazon S3 REST API - AWS CLI - Reverse Proxy #### Execute - Utilize cloud logs imported into a SIEM to reconstruct the details of a cyber attack in a cloud environment - Interpret API calls using official documentation ## Today's Outline - Course Overview - Review Previous Lab - Review Previous Ops Challenge - Demo Today's Ops Challenge - Lecture Today's Lab Topic - Demo Today's Lab Topic - Lab ## Resources - [Attack Data Set in JSON Format](https://raw.githubusercontent.com/OTRF/mordor/master/datasets/small/aws/collection/ec2_proxy_s3_exfiltration.zip) - [Amazon S3 API Reference](https://docs.aws.amazon.com/AmazonS3/latest/API/API_Operations.html) - [Splunk Cheat Sheet](https://wiki.splunk.com/images/2/2b/Cheatsheet.pdf)

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <hr> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <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> _{Stop struggling with scattered API keys, hacking together home-brewed tools,} <br> ^{and avoiding access controls. 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Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </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. - [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. - [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.

# The STRAT All things strat related for stock trading, a methodology created by Rob Smith. Knowledge should be collaborative and shared, not behind a paid wall. Definitely a work in progress. Not financial advice. Want to contribute? Let me know ask for collaborator request. Twitter @rickyzane85 # Table of Contents ------ - [Overview](#overview) + [Candlestick Overview](#candlestick-overview) + [STRAT PART 1 - Candles and Pricing Action](#strat-part-1---candles-and-pricing-action) + [STRAT PART 2 - Other Factors](#strat-part-2---other-factors) + [START PART 3 - Actionable Signals](#start-part-3---actionable-signals) + [STRAT PART 4 - Misc](#strat-part-4---misc) - [Detail](#detail) * [Cheat Sheets](#cheat-sheets) * [Acronyms and Terms](#acronyms-and-terms) * [Social Media](#social-media) * [Links](#links) * [Tools](#tools) # Overview ------ TheSTRAT is a trading method developed by Rob Smith (@RobInTheBlack). ### Candlestick Overview Before beginning you have to have a basic understanding of candlesticks. Candle sticks have 5 basic parts. * WICKS * 1 - Top wick / high / very top of the candle * The highest price the stock trading during the given time frame of the candlestick * 2 - Bottom wick / low / very bottom of the candle * The lowest price the stock trading during the given time frame of the candlestick * FILL * 3 - Open * The price of the stock at the open of the given time frame (top or bottom of the fill depending on the color, more below) * 4 - Close * The price of the stock at the close of the given time frame (top or bottom of the fill depending on the color, more below) * 5 - Color * Green / Hollow / Empty * 3/4 The open was lower than the close, it opened at the bottom and closed at the top (price went up) * Red / Black / Full * 3/4 The open was higher than the close, it opened at the bottom and closed at the top (price went down) * Example *  ### STRAT PART 1 - Candles and Pricing Action * 1 Candle * Names: * 1 Candle / Inside Bar / Inside Action / Consolidation / Sideways * Technical: * Occur when the current candle falls completely within the prior candle * Meaning: * Balance, equilibrium, buyers and sellers agree on price, no one is in control, trying to determine where price is going next * Detail: * Never trade a one bar, wait for the consolidation to stop then it's time to get into a trade * Example *  * 2 Candle * Names: * 2 Candle / Directional Bar / 2 Down / 2 Up * Technical: * Occur when the current candle takes out one side of the prior candle * A 2 down means it took out the previous candle's low, but failed to take out the high * A 2 up means it took out the previous candle's high, but failed to take out the low * Meaning: * Sellers are selling it down or buyers are buying it up but not both, a 2 can turn into a 3, but never a 1 * Action: * The market trades in the direction of the most 2's, but only trade 2's with continuation * Example: *   * 3 Candle * Names: * 3 Candle / Outside Bar / Discovery Candle / Mother Bar * Technical: * Occur when the current candle takes out both sides of the prior candle * Meaning: * Price discovery starting over, buyers willing to buy it up, sellers willing to buy it down, choppiness * Action: * Never trade a mother bar, price discovery is happening, wait for further confirmation one way or anther * Example: *  ### STRAT PART 2 - Other Factors * Time Frame Continuity * Price direction is best determined when looking at multiple time frames rather than lagging indicators or moving averages * When all time frames point in the same direction in either direction, or Full Time Frame Continuity, is the ideal trading situation * Example: *   * Broadening Formations * Simplest explanation is = it's a compound 3 bar * Lower lows and higher highs * Can draw this anywhere on any time line * Just pick a high, draw the line to a higher high * Pick a low, draw a line to a lower low * Bars should be more FLAT than not, otherwise mostly inside action (which is fine, but if you are looking for trends start flatter) * Increasing price volatility and diagrammed as two diverging trend lines, one rising and one falling * It usually occurs after a significant rise, or fall, in pricing action * It is identified on a chart by a series of higher pivot highs and lower pivot lows. * Directional bars and outside bars that fit into a triangle and ultimately lead to reversals or expansions and present trading opportunities * Picture: *  ### START PART 3 - Actionable Signals * Hammer * Candle that looks like a "hammer" * Little to no top wick, open and close are very close to the top of the wick, 75% of the candle is mostly wick at the bottom * Action: * Entry as soon as the next candle breaks above the top, or top, wick of the previous hammer candle * Picture: *  * Shooter / Shooting Star * Candle that looks like a "shooter" / upside down hammer * Little to no bottom wick, open and close are very close to the bottom of the wick, 75% of the candle is mostly wick at the top * Action: * Entry as soon as the next candle breaks below the bottom, or bottom wick, of the previous shooter candle * Picture: *  * Inside Bar * Inside bar (explained above) * Action: * After price is done consolidating it will break up or down, take the break at the top or the bottom of the previous inside candle depending on which way it goes ### STRAT PART 4 - Misc * PMG - Pivot Machine Gun * A very fast moving upwards or downwards candles taking out previous highs or previous lows * As the prior candles are "taken out" it causes those investors to go the other way, reinforcing the direction of the bar even more taking out even more highs or lows * Picture: *  * TTO - Triangle They Out * Inside action on a larger timeframe * As consolidation is happening, things will get "tighter" toward a point and eventually break out up or down and go fast * Picture: *  # Detail ------ ## Cheat Sheets #### STRAT Cheat Sheet1  #### STRAT Cheat Sheet2  #### Candlestick Cheat Sheet  #### Kicking Patterns  ## Acronyms and Terms |TERM |MEANING |DESCRIPTION | |---------|----------------------------------------------|------------------------------------------------------------------------------------------------------------------------| |15'r/15er|15 min Candle |Candle on 15 min interval | |5'r/5er |5 min Candle |Candle on 5 min interval | |60'r/60er|60 Min Candle |Candle on 60 min interval | |AH |After Hours |Stock trading after the market closes 4PM EST | |APTR |Average Percentage True Range |indicator to measure the volatility by percentage of a stock with price being neutral | |AS |Actionable Signal |A "signal" to take an action | |ATR |Average True Range |Volatility indicator - a wedge or triangle shape of the recent candles | |BF |Broadening Formation |A compound 3 bar - higher highs - lower lows - subjectively drawn | |BMO |Before Market Opens |Usually a term used for when earnings come out in the AM before the market opens | |DTL |Down trend line (magic lines) |Trending down on the magic broadening formation trendline | |EMA |Exponential moving Average |type of moving average that places a greater weight and significance on the most recent data points | |EOD |End of Day |End of the stock trading day 4PM EST | |EPS |Earnings Per Share |A company's earnings per share outstanding | |ER |Exhaustion Risk |Reached magnitude or price target or right at broadening formation line | |ETH |Extended trading hours |Trading that occures after the market close 4PM | |FTC/FTFC |Full Time Frame Continuity |All time frames "match" - they are all up or down | |GAP |A gap in stock price (missing candles |A stock opens and GAPS up or down and there is no fill in between. Missing by or sales may lead to opportunities for that gap to "fill" quickly when things reverse. | |HAMMER |Candle that looks like a hammer or T |Actionable signal to a move upward | |HCS |Hammer Counter Shooter |Hammer that counters/turns into a shooter | |HOD |High of Day |The high stock price of the day | |ID |Inside Day |Whole day is inside candle from prior day | |IW |Inside Week |Whole week is inside candle from prior week | |LOD |Low of Day |The low stock price of the day | |MAG |Magnitude |How far a price run is or the price target | |MM |Market Maker |Company or an individual that quotes both a buy and a sell price hoping to make a profit on the bid–ask spread | |MOMO |Momentum |Usually momentum in a direction | |MTFA |Multiple Time Frame Analysis |Look at more than one interval | |MTG |Mind The Gap |Rob Smith saying look for the GAP on these it might fill | |NATH |New All Time High |Stock made a new all time high | |NHOD |New High of Day |A new high stock price of the day | |NLOD |Low of Day |A new low stock price of the day | |ORB |Opening Range Break |when a price breaks above or below the previous candle high or low from the open used on 15, 30, or 60 mins from open | |ORH |Opening Range High |the high price of a stock from the opening range 15/40/60 mins from open breaking to the upside | |ORL |Opening Range Low |the low price of a stock from the opening range 15/30/60 mins from open breaking to the downside | |PDT |Pattern Day Trader |Traders who trade 4+ day trades over the span of 5 business days on a margin account get their account flagged with this| |PM |PreMarket |Stock trading before the market opens 9:30AM EST | |PMG |Pivot Machine Gun |Trend pivots the other way taking out several highs or lows of other candles | |SHOOTER |Candle that looks like a gun or upside down T |Actionable signal to a move downward | |SMA |Simple Moving Average |moving average calculated by adding recent prices and then dividing that figure by the number of time periods | |The Flip |New candle |Flip of the time interval to produce a new candle | |TTO |Triangle They Out |corrective pullback/activity - a wedge or triangle shape of the recent candles | |VWAP |Volume Weighted Average Price |statistic used by traders to determine what the average price is based on both price and volume | |WW |Worth Watching |Keep an eye on a this stock | |IN FORCE |A method/strategy is in force |Above the reversal / continuation entry to the upside and below the reversal / continuation entry to the downside | |LOTTO |Lottery Ticket |Gamble play, risky but very rewarding, usually a fast expiry | ## Social Media ----- ### Youtube * https://www.youtube.com/user/smithsintheblack * https://www.youtube.com/user/ssabatino84 * https://www.youtube.com/channel/UCYllJ4eRU4wDVSbZ9pHIJKA ### Twitter * @RobInTheBlack is the creator * @LevJampolsky * @AlexsOptions * @TradeSniperSara * @CyberDog2 * @jam_trades * @_JamesBradley__ * @japor3 * @WayoftheMaster7 * @ADBYNOT * @chucknfones * @OptionizerSS * @r3dpepsi * @Banker_L83 * @R2DayTrades * @FranknBear * @StratDevilDog * @yogajen70 * @toddjostendorf * @ElaineBenes99 ## Links ### News * CNBC - premarket * https://www.cnbc.com/2021/06/18/stocks-making-the-biggest-moves-in-the-premarket-adobe-smith-wesson-orphazyme-more.html?&qsearchterm=premarket * Fed Reserve Calendar & Events * https://www.federalreserve.gov/newsevents/calendar.htm * Economic Calendar * https://research.investors.com/economic-calendar/ * Upcoming Earnings * https://www.earningswhispers.com/calendar * Blog * https://acquirersmultiple.com/blog/ * Newsletter * https://litquidity.co/pages/newsletter ### Analysis * Marketwatch: upgrades & downgrades * https://www.marketwatch.com/tools/upgrades-downgrades * Analyst Consensus * https://www.tipranks.com/ * Short Interest * https://www.marketwatch.com/tools/screener/short-interest * Finviz Sector Tool * https://finviz.com/groups.ashx ## Tools ### Scripts * TD Ameritrade Think of Swim Scripts * https://usethinkscript.com/threads/rob-smiths-the-strat-indicator-for-thinkorswim.3312/ * Trading View Scripts * Just search for The Strat * My personal script for free - actionable signals, colors, strategies, work in progress * https://www.tradingview.com/script/PWJRC2Nt-Strat-Assistant/ * Others * https://www.tradingview.com/script/0WOo54ab-Candle-Type-The-Strat/ * https://www.tradingview.com/script/idDydr1G-TheStratHelper/ * https://www.tradingview.com/script/9QtwuoHf-Timeframe-Continuity/ ### Misc * Good explanation of TheStrat * https://www.newtraderu.com/2019/02/13/what-do-we-know-to-be-true-about-price-action/ * StratFlix - great list of strat videos * https://drive.google.com/file/d/1-P-ADhAwqg30pzVSdqzJfprUks02eTu6/view * Tons of free books * https://drive.google.com/drive/folders/1eIpH0RyJCGCQvhHZ8miP-DaGwU9bWqLb * https://www.marketgauge.com/TradingThe10OclockBulls.pdf * Options Calculator * https://www.optionsprofitcalculator.com/ * Charting * https://www.tradingview.com/ * Automating Trades * https://ninjatrader.com/ * Market / Timeframe Alerts * http://mindtheflip.com/# ### Exchanges * TD Ameritrade * https://www.tdameritrade.com/home.html * E-Trade * https://us.etrade.com/home/welcome-back * Webull * https://www.webull.com/center * Interactive Brokers * https://www.interactivebrokers.com/en/home.php * Robinhood * https://robinhood.com/us/en/

<!-- @format --> [](https://github.com/RitikPatni/Front-End-Web-Development-Resources/issues) [](https://github.com/RitikPatni/Front-End-Web-Development-Resources/issues) [](https://github.com/RitikPatni/Front-End-Web-Development-Resources/network) [](https://github.com/RitikPatni/Front-End-Web-Development-Resources/stargazers) [](https://twitter.com/intent/tweet?text=Check%20this%20Amazing%20Resource:&url=https%3A%2F%2Fgithub.com%2FRitikPatni%2FFront-End-Web-Development-Resources) # Front-end development # Hi There <p> This is an open-source repository for all who want to learn front-end Development.</p> <br> <h2 align="center" ><strong>Front-end development</strong></h2><br> > **Front-end web development** is the practice of converting data to a graphical interface, through the use of HTML, CSS, and JavaScript, so that users can view and interact with that data. > <br> **Make sure to show your support by star mark & sharing the repository** # A List of Useful Resources for Front End Developers --- ## Table of Contents - [Front-end development](#front-end-development) - [Hi There](#hi-there) - [A List of Useful Resources for Front End Developers](#a-list-of-useful-resources-for-front-end-developers) - [Table of Contents](#table-of-contents) - [RoadMap](#roadmap) - [Useful](#useful) - [Learning](#learning) - [A11y](#a11y) - [YouTube Channels](#youtube-channels) - [Blogs](#blogs) - [Hiring](#hiring) - [Podcasts](#podcasts) - [Code Editors](#code-editors) - [Visual Studio Code Extensions](#visual-studio-code-extensions) - [Tools](#tools) - [CSS Frameworks](#css-frameworks) - [Icons](#icons) - [Colors](#colors) - [Typography](#typography) - [Design Inspiration](#design-inspiration) - [Animation Frameworks](#animation-frameworks) - [Stock Resources](#stock-resources) - [Geolocation](#geolocation) - [APIs](#apis) - [Mockups](#mockups) - [Books](#books) - [Challenges / Games](#challenges--games) - [Free Tools For Students](#free-tools-for-students) - [YouTube Videos](#youtube-videos) - [Testing](#testing) ## RoadMap - [Roadmap](https://roadmap.sh/frontend) - For a well described step-by-step roadmap for front-end developers.  ## Useful - [BGJar](https://bgjar.com/) - Free SVG background generator for your websites, blogs, and app.  - [Inspect](https://inspect.dev/) - inspect and debug your mobile web apps and websites on iOS devices directly from Mac or Windows. ## Learning - [A Complete Guide to Flexbox | CSS-Tricks](https://css-tricks.com/snippets/css/a-guide-to-flexbox/) - A comprehensive guide to the Flexbox Layout.  - [A Complete Guide to Grid | CSS-Tricks](https://css-tricks.com/snippets/css/complete-guide-grid/) - A comprehensive guide to the Grid Layout.  - [Command Line Power User](https://commandlinepoweruser.com/) - A video series for web developers on learning a modern command-line workflow with ZSH, Z, and related tools.  - [CSS Grid](https://cssgrid.io/) - Complete video course all about CSS Grid  - [Best Of JS](https://bestof.js.org/) A site to check the best GitHub Repos for your favourite js framework  - [CodeCademy](https://www.codecademy.com/) - A series of interactive courses teaching the world how to code. Offering free and paid subscriptions across a variety of languages.   - [Codementor](https://www.codementor.io/experts) - A tool to get help from experienced developers in various coding languages on your learning journey.  - [Scaler Topics](https://www.scaler.com/topics/) - A platform to learn programming languages like HTML, Java, Javascript, Python etc.  - [Conquering Responsive Layouts](https://courses.kevinpowell.co/conquering-responsive-layouts) - Made by Kevin Powell(https://twitter.com/KevinJPowell). This course takes you through everything you need to know to create responsive layouts in his brilliant 21-day course.  - [Coursera](https://www.coursera.org/) - A selection of courses from highly reputable schools like Stanford and Yale.   - [CSS Almanac | CSS-Tricks](https://css-tricks.com/almanac/) - A quick reference guide to many features of CSS.  - [CSS Grid Playground](https://mozilladevelopers.github.io/playground/css-grid/) - A visual guide curated by the Mozilla team to help you learn CSS's grid layout features with lots of code example and demos.  - [Design Resources](http://designresources.party/) - Design Resources from Skullface.  - [dev.to](https://dev.to/) - Where programmers share ideas and help each other grow.  - [DevProjects](https://www.codementor.io/projects) - A free community consists of curated projects from senior developers to help you bridge the gap between theory and practice.  ! - [Dicoding Academy](https://dicoding.com/) - Where everyone can learn programming from fundamentals (**Available only in Bahasa Indonesia**).   - [edx](https://www.edx.org/) - A series of University-level courses from Harvard, MIT, Wharton, and more.  - [EggHead](https://egghead.io/) - Web development video tutorials in "bite-size" segments. Has both free and "Pro" (paid) memberships.   - [Enboard | Front End Resources](https://enboard.co/frontend/) - Organized resources about front end development.  - [Flexbox](https://flexboxzombies.com/p/flexbox-zombies) - Level up your Flexbox knowledge – an online, Zombie-centric story course.  - [freeCodeCamp](https://www.freecodecamp.org) - A free resource incorporating programming projects and interview preparation for developer jobs.  - [Frontend Masters](https://frontendmasters.com/) - Web development video tutorials from industry leaders (updated frequently). Has both free (limited-time) and paid memberships.   - [Full Stack Open](https://fullstackopen.com/en/) - Course on Full Stack Web Development by University of Helsinski. Learn React, Redux, Node.js, MongoDB, GraphQL and TypeScript in one go! This course will introduce you to modern JavaScript-based web development. The main focus is on building single page applications with ReactJS that use REST APIs built with Node.js.  - [GeeksforGeeks](https://geeksforgeeks.org/) - A computer science portal for geeks.  - [Khan Academy](https://www.khanacademy.org/computing) - A universal online learning platform that also provides the important courses for developers.   - [LearnAnything](https://learn-anything.xyz/) - Search interactive mind maps to learn anything.  - [Learn JavaScript](https://learnjavascript.online/) - Learn JavaScript in an interactive environment. Read short lessons, take notes, and complete challenges directly in your browser.   - [Mastering Markdown](https://masteringmarkdown.com/) - A Mini Series that will change how you write documentation.  - [Mozilla Developer Network](https://developer.mozilla.org/en-US/) - The latest information about Open Web technologies.  - [Complete web development tutorials](https://lyty.dev/) -Lyty.dev complete web development tutorials with well explained examples for free.  - [Pluralsight](https://www.pluralsight.com/) - Unlimited online developer training from industry experts.   - [Saylor](https://www.saylor.org/) - An open, online learning solution offering college credit opportunities for students.  - [Scrimba](https://www.scrimba.com/) - Code-screencast-based learning in a variety of languages.   - [Scotch](https://scotch.io/) - Many Web development courses. Has both free and "Premium" (paid) memberships.   - [Search Courses](https://hackr.io/) - A selection of trending courses and tutorials.   - [SoloLearn](https://www.sololearn.com/)- A free portal for learning web development.  - [Team Treehouse](https://teamtreehouse.com/) - Self-paced learning across a variety of languages and subjects.   - [The Modern JavaScript Tutorial](https://javascript.info/) - Everything about the Javascript Language.  - [The Odin Project](https://www.theodinproject.com/) - An Open-Source Curriculum for Learning Web Development  - [Tutorials point](https://www.tutorialspoint.com/html/) - Tutorials for many different languages with interactive code examples.  - [Udacity](https://in.udacity.com/) - Learn anything online – deep learning, machine learning, front end languages.   - [Udemy](https://www.udemy.com/) - An online learning and teaching marketplace.   - [Watch and Code](https://watchandcode.com) - The computer science school for students that demand intellectual rigor and depth.  - [W3School](https://www.w3schools.com/) - Web development reference library. Covers HTML, CSS, Javascript (jQuery, AJAX, and more), as well as some server-side languages. Includes descriptions and interactive examples.  - [Web APIs | MDN](https://developer.mozilla.org/en/docs/Web/API) - Everything a beginner needs to know about Web APIs.  - [Web Design in 4 minutes](http://jgthms.com/web-design-in-4-minutes/) by Jeremy Thomas creator of [Bulma CSS](http://bulma.io/) and [marksheet.io](http://marksheet.io).  - [WesBos](http://wesbos.com/) - Free and premium courses in web development   - [Web Dev Tricks](https://webdevtrick.com) - All your CSS, js, jQuery trending codes with source codes in one place. Your handy partner for all types of modern web development and designs.  - [web.dev](https://web.dev/) - Guides and resources for modern fast websites by google developers.  - [Become a Front-End Web Developer](https://www.lynda.com/learning-paths/Web/become-a-front-end-web-developer) - Develop competency with HTML, CSS, JavaScript, and jQuery.   - [Web Skills](https://andreasbm.github.io/web-skills/) - A visual overview of useful skills to learn as a web developer.  - [The App Brewery](https://www.appbrewery.co/) - All in one platform to cover your web development skills  - [Full Stack open 2021](https://fullstackopen.com/en/) - This course serves as an introduction to modern web application development with JavaScript.  - [Devtools Tech](https://devtools.tech?ref=frontend-web-development-resources-github-repo) - A free interview preparation platform for Frontend Engineers with a focus on high quality real world programming questions.  **[⬆ back to top](#table-of-contents)** --- ## A11y - [A11y Style Guide](https://a11y-style-guide.com/style-guide/section-resources.html) - A living style guide or pattern library, generated from KSS documented styles...with an accessibility twist.  - [Axe](https://www.deque.com/axe/) - Accessibility testing toolkit.   - [Colour Contrast Analyser](https://developer.paciellogroup.com/resources/contrastanalyser/) - CCA helps you determine the legibility of text and the contrast of visual elements, such as graphical controls and visual indicators.  - [Deque University](https://dequeuniversity.com/) - Online courses on web and mobile accessibility skills.   - [W3C Intro to Web Accessibility](https://www.w3.org/WAI/fundamentals/accessibility-intro/) - Strategies, standards, resources to make the Web accessible to people with disabilities.  **[⬆ back to top](#table-of-contents)** --- ## YouTube Channels - [Adrian Twarog](https://www.youtube.com/c/AdrianTwarog)- Tutorials on HTML,CSS,Bootstrap,JavaScript,React,React Native,UI/UX and cool Designing stuff  - [1stWebDesigner](https://www.youtube.com/user/1stwebdesigner/) - Tutorials on WordPress, PSD to HTML  - [Brad Hussey](https://www.youtube.com/user/hussey17) - Tutorials on Bootstrap, SASS, jQuery, PHP, Freelancing  - [CSS Tricks](https://www.youtube.com/channel/UCADyUOnhyEoQqrw_RrsGleA) - YouTube channel of well-known web design and development blog CSS Tricks by Chris Coyier.  - [CSS Tutorials](https://www.youtube.com/watch?v=rxjFI4RlR9A&list=PLw9zMOoodWb4OtAt8aDKqklEJDqZHYXBm) - Tutorials in Hindi by Husain sir covering all the basics of CSS.  - [Coder’s Guide](https://www.youtube.com/user/CodersGuide/) - Tutorials on HTML, CSS, JavaScript, Bootstrap  - [Codevolution](https://www.youtube.com/c/Codevolution/featured) - Tutorials on React, Vue, Angular, MongoDB, JavaScript, MEAN stack, HTML, CSS.  - [Clever Programmer](https://www.youtube.com/c/CleverProgrammer/videos) - Tutorials on React, MongoDB, JavaScript, MERN stack, HTML, CSS, React Native.  - [Derek Banas](https://www.youtube.com/user/derekbanas) - Tutorials on C#, Visual Basic, Django, Python, NodeJS, AngularJS, MongoDB, jQuery, JavaScript, CSS, Ruby on Rails, Java, SQLite, Android, HTML, PHP, Objective C  - [DevTips](https://www.youtube.com/user/DevTipsForDesigners) - Tutorials on HTML5, CSS, SASS, Bootstrap, Foundation, jQuery, Ruby on Rails, GitHub.  - [DesignCourse](https://www.youtube.com/user/DesignCourse) - Tutorials on UI/UX Design or HTML5, CSS, SASS, Animation Library.  - [Dennis Ivy](https://www.youtube.com/channel/UCTZRcDjjkVajGL6wd76UnGg) - Tutorials on Django & Flask Full-Stack Web Development Projects  - [Elzero Web School](https://www.youtube.com/user/OsamaElzero/) - **Arabic only**  - [freeCodeCamp](https://www.youtube.com/channel/UC8butISFwT-Wl7EV0hUK0BQ/) - Tutorials on JQuery, JavaScript, React, Math, Science, Software Engineering, Open source software  - [Fun Fun Function](https://www.youtube.com/channel/UCO1cgjhGzsSYb1rsB4bFe4Q) - Tutorials on JavaScript, React, Functional Programming, GraphQL, Life as a Developer  - [Google Chrome Developers](https://www.youtube.com/user/ChromeDevelopers) - Latest and greatest talks on modern web development with pro-tips, insights, and techniques to help you level up your web development skill.  - [Kevin Powell](https://www.youtube.com/user/KepowOb) - Tutorials on HTML, CSS, Helping to Understand Css Better in Simple Way  - [LearnCode.academy](https://www.youtube.com/user/learncodeacademy/) - Tutorials on HTML, CSS, jQuery, JavaScript, React JS / Redux, Node JS  - [LevelUpTuts](https://www.youtube.com/user/LevelUpTuts/) - Tutorials on HTML, CSS, SASS, WordPress, Magento,Drupal, React, Meteor  - [Mackenzie Child - Design to Code Challenge](https://www.youtube.com/watch?v=gnizXEUupsA&list=PL23ZvcdS3XPJZDL1M-kxoPF06cl9hfVB_) - Tutorials on UI, how to design & code multiple styles of sites.  - [The Coding Train](https://www.youtube.com/user/shiffman/videos) - Tutorials on JavaScript, Node, Machine Learning, Neural Networks, Algorithms  - [The Net Ninja](https://www.youtube.com/channel/UCW5YeuERMmlnqo4oq8vwUpg/) - Tutorials on HTML, CSS, jQuery, JavaScript, Git and GitHub, Bootstrap, MangoDB, PSD to WordPress, PSD to HTML, and many more.  - [TheDigiCraft](https://www.youtube.com/user/TheDigiCraft) - Tutorials on HTML, CSS, jQuery, PHP, Ajax, Bootstrap, MySQL.  - [thenewboston](https://www.youtube.com/user/thenewboston) - Tutorials on ECMAScript 6, React JS / Redux, Django, Angular 2, Gulp, Git, Python, SEO, SASS, SCSS, Grunt, Illustrator, MongoDB, PHP, Java, Ruby, Objective C  - [Traversy Media](https://www.youtube.com/user/TechGuyWeb/) - Tutorials on HTML, CSS, jQuery, PHP, Ajax, Bootstrap, MySQL, ECMAScript 6, React JS / Redux, Django, Angular, Ionic, Gulp, Git, Python, Node JS, PHP, Laravel, Cake PHP, Symfony, CodeIgniter, Programming Tips  - [CodeWithHarry](https://www.youtube.com/watch?v=6mbwJ2xhgzM&list=PLu0W_9lII9agiCUZYRsvtGTXdxkzPyItg) - Tutorials on HTML, CSS, Javascript, Node JS, MongoDB and hosting.  - [Programming With Mosh](https://www.youtube.com/watch?v=Ke90Tje7VS0) - Tutorial on React, Nodejs, Python, Javascript, Angular,Typescipt and C#.  - [Dev Ed](https://www.youtube.com/c/DevEd/featured) - Learn web development, web design, 3d modelling, tools like figma and more  - [Web Dev Simplified](https://www.youtube.com/channel/UCFbNIlppjAuEX4znoulh0Cw) - Learn Website Developments with Html , Javascript , Css and other Frameworks with same projects and more  - [Mozilla Developer](https://www.youtube.com/channel/UCh5UlGiu9d6LegIeUCW4N1w) - Videos for helping you with your work as a web designer, web developer, or person involved making websites or web apps  - [Academind](https://www.youtube.com/channel/UCSJbGtTlrDami-tDGPUV9-w) - There's always something to learn. Whether you want to have look at Angular Tutorials or Guides, Vue.js, other Frontend Development Content or Data Science Topics or anything else - you're probably right - [Sonny Sangha](https://www.youtube.com/channel/UCqeTj_QAnNlmt7FwzNwHZnA) Project Tutorials on React, Redux, Next JS & React Native - [WB Web Development](https://www.youtube.com/c/WBWeb/) - Tutorials on HTML, CSS, Bootstrap, SASS, JavaScript, Git and GitHub, MongoDB, NodeJS, ReactJS  - [Online Tutorials](https://www.youtube.com/c/OnlineTutorials4Designers)- Top class contents on front end web development. Has exclusive tutorials on HTML,CSS and javascript with amazing effects. A must visit for all front end developers - [Akshay Saini](https://www.youtube.com/c/akshaymarch7)- Videos on Frontend Interview Tips, Interview Experiences, and specially core concepts of Javascript. - [Devtools Tech](https://www.youtube.com/c/devtoolstech)- Videos on Advanced Frontend Concepts, Interview Questions & Experiences, and focus on intermediate to advanced JavaScript concepts.  **[⬆ back to top](#table-of-contents)** --- ## Blogs - [10 Need to Know JavaScript Concepts Courses](https://scotch.io/courses/10-need-to-know-javascript-concepts) - From basic to advance Javascript concept explained in simple way that every Javascript developer need to know.  - [100 Ways to be more creative](https://medium.com/the-1000-day-mfa/100-ways-to-be-more-creative-44e4a491b456) - 100 Ways to be More Creative from Shaunta Grimes.  - [2017 Design RoundUp](https://tympanus.net/codrops2017/) - Collection of all Codrops web development resources for 2017.  - [50 Things You [Probably] Forgot To Design – UX Power Tools – Medium](https://medium.com/ux-power-tools/50-things-you-probably-forgot-to-design-7a288b0ef914) - 50 Things You Probably Forgot to Design from Jon Moore  - [ACM Month Of Code 2k17: Building Moodify](https://medium.com/@ajay.ns08/acm-month-of-code-2k17-building-moodify-d5d9e0c52ca7) - ACM Month Of Code 2k17: Building Moodify from Ajay NS.  - [An Illustrated Guide for Setting Up Your Website Using GitHub &amp; Cloudflare](https://medium.freecodecamp.com/an-illustrated-guide-for-setting-up-your-website-using-github-cloudflare-5a7a11ca9465) - An illustrated guide to setting up your website using GitHub and Cloudflare from Karan Thakkar.  - [Brad Frost Blog](https://bradfrost.com/) - Author of Atomic Design, building design systems in CSS & HTML.  - [Best Free Fonts](https://www.websiteplanet.com/blog/best-free-fonts/) - 70+ Best Free Fonts for Designers – Free for Commercial Use in 2019  - [CSS Animations vs the Web Animations API: A Case Study](https://bitsofco.de/css-animations-vs-the-web-animations-api/)  - [CSS Tricks](https://css-tricks.com/) - Daily articles about CSS, HTML, JavaScript, and all things related to web design and development.  - [Design and Creativity quotes](http://blog.invisionapp.com/design-and-creativity-quotes/) - 72 Quotes about Design and Creativity from Margaret Kelsey.  - [Design Resources](http://designresources.party/) - List of resources for working in and learning about design.  - [Design For Change](https://medium.muz.li/design-for-change-439fc7ec6bb9?source=grid_home---8-5969bf7021a3-----3-1-----------------10) - Article on regenerative and sustainable designing by Viba Mohan.  - [Domain registrars DNS and hosting](https://medium.freecodecamp.com/domain-registrars-dns-and-hosting-353e4163a19) - Domain Registrars, DNS, and Hosting from Kirby Kohlmorge  - [Beginners guide to Gatsby](https://medium.freecodecamp.org/setting-up-and-getting-used-to-gatsby-1fc27985ae8a) - Gatsby.js: How to set up and use the React Static Site Generator from Aman Mittal  - [Examples of everything in ECMAScript in 2016,2017, 2018](https://medium.freecodecamp.org/here-are-examples-of-everything-new-in-ecmascript-2016-2017-and-2018-d52fa3b5a70e)  - [Flavio Copes Tutorials](https://flaviocopes.com/) - Daily tutorials about Javascript and Web development by Flavio Copes  - [From URL to Interactive](https://alistapart.com/article/from-url-to-interactive/) - Explanation of how our world wide web works.  - [Frontend Weekly](https://frontendweekly.co/) - The best articles, links and news related to Frontend Development delivered once a week to your inbox.  - [How I Animated the bitsofcode Logo with CSS](https://bitsofco.de/how-i-animated-the-bitsofcode-logo/) - Process article on a custom CSS animation.   - [How the minmax() Function Works](https://bitsofco.de/how-the-minmax-function-works/) - Explanation of the CSS minmax() function, which can be used for CSS grid layouts.   - [How to Build an Impressive Portfolio When You're New to Tech](https://skillcrush.com/2015/03/12/impressive-tech-portfolio/) - How to Build an Impressive Portfolio When You’re New to Tech from Randle Browning  - [How to build a random quote generator with JavaScript and HTML, for absolute beginners](https://medium.freecodecamp.com/creating-a-bare-bones-quote-generator-with-javascript-and-html-for-absolute-beginners-5264e1725f08#.jbxuk5hiw) - How to Build a Random Quote Generator with JavaScript and HTML, for Absolute Beginners from Sophanarith Sok.  - [How to build your first Vue Component](https://medium.freecodecamp.org/build-your-first-vue-js-component-2dc204bca514) - Beginner project tutorial to build a Vue Component by Sarah Dayan.  - [Let’s code a Neural Network from scratch — Part 1 – TypeMe – Medium](https://medium.com/typeme/lets-code-a-neural-network-from-scratch-part-1-24f0a30d7d62) - Let’s Code a Neural Network from Scratch from Charles Fried  - [Music Player Inspirations](https://medium.muz.li/music-player-inspiration-2017-999403b2a85e) - Music Player Inspiration 2017 from Muzli.  - [The Front End CheckList](https://codeburst.io/the-front-end-checklist-8b2292fdda44) - An Exhaustive List of all the Elements you need to have/test Before Launching your Website To Production.  - [What it’s like to build and market a chatbot when you’re only 14 years old](https://medium.freecodecamp.com/the-ups-and-downs-of-building-and-marketing-a-chat-bot-when-youre-14-8a072830b43c#.eosguojxg) - What it’s Like to Build and Market a Chatbot When You’re Only 14 Years Old from Alec Jones  - [What's the Deal with Collapsible Margins?](https://bitsofco.de/collapsible-margins/) - Explanation of CSS' Collapsing Margins feature.   - [A well curated list for UX](https://blog.prototypr.io/my-ux-resource-list-96ab9e36ac24) - Curated resource list for UX by fernandocomet.  - [Airbnb Open source](https://airbnb.io/) - Engineering and Data Science articles and open source projects.  - [The Cost of JS](https://medium.com/@addyosmani/the-cost-of-javascript-in-2018-7d8950fbb5d4) - How to deliver JavaScript efficiently for valuable user experience by Addy Osmani.  - [CSS Scroll-Snap](https://css-tricks.com/practical-css-scroll-snapping/) - Tutorial on CSS scroll snapping, which allows you to lock the viewport after a user has finished scrolling.  - [Preload, Prefetch and priorities in chrome](https://medium.com/reloading/preload-prefetch-and-priorities-in-chrome-776165961bbf) - Article on how web loading primitives work on Chrome's neworking stack by Addy Osmani.  - [Learning Git for yourself](https://gitbook.tw/) - Traditional Chinese   - [IDEs for web Developers](https://websitesetup.org/best-ide-software/) - Factors to consider when choosing an IDE for web development and examples of good options.  - [The Top 8 Weather APIs for 2020](https://www.climacell.co/blog/top-8-weather-apis-for-2020/) - Top 8 Weather APIs for 2020 - The Best Free Weather APIs for Developers - [Digital Ocean community Tutorials](https://www.digitalocean.com/community/tutorials) - A free tutorial collection from experts. All contributted from digital ocean community. - [React for Beginners – A React.js Handbook for Front End Developers](https://www.freecodecamp.org/news/react-beginner-handbook/) - A React.js Handbook for Front End Developers - [Ultimate React Resources](https://dev.to/hulyakarakaya/ultimate-react-resources-obl) - The blog includes blog posts, free e-books, Github Repos with curated lists, practical implementation of React.js in the real world with working code. - [Complete Introduction to CSS Grid](https://dev.to/cenacr007_harsh/complete-introduction-to-css-grid-2ffh) - A blog to learn the fundamentals of CSS grid by building different complex layouts. - [Rado's Blog)](https://blog.rstankov.com/) - A blog consisiting of articles on React Dependencies and Implementation, GraphQl and Lot more! - [Monica Powell Blog](https://aboutmonica.com/writing/) - An awesome blog on JavaScript, React, Gatsby and Git. - [Devtools Tech](https://www.devtools.tech/resources/all?ref=frontend-web-development-resources-github-repo) - Carefully curated high quality resources for Frontend Engineers.  ### Hiring - [Two Great Places to Discover Tech Talent and How to Attract Them](where-to-find-tech-talent.md) - Hiring tech talent in 2020 **[⬆ back to top](#table-of-contents)** --- ## Podcasts - [Coding Blocks](https://www.codingblocks.net/) - Software development podcasts by a team of professional programmers.  - [Frontend Happy Hour](https://frontendhappyhour.com/) - Front end, software, and career development podcasts by industry panelists.  - [JavaScript Jabber](https://devchat.tv/js-jabber) - Podcasts for JavaScript developers. Website also offers many other programming-related podcasts.  - [Syntax](https://syntax.fm/) - Front end development podcasts by Wes Bos and Scott Tolinski from Level Up Tuts.  **[⬆ back to top](#table-of-contents)** --- ## Code Editors - [Atom](https://atom.io/) - Atom is a text editor that's modern, approachable, yet hackable to the core—a tool you can customize to do anything but also use productively without ever touching a config file. **Open Source** | **All Platforms**  - [Brackets](http://brackets.io/) - With focused visual tools and preprocessor support, Brackets is a modern text editor that makes it easy to design in the browser. It's crafted from the ground up for web designers and front-end developers. **Open Source** | **All Platforms**  - [Geany](https://geany.org/) - Geany is a small and lightweight integrated development environment.  - [IntellijIDEA](https://www.jetbrains.com/idea/) - A universal IDE from JetBrains. It has code-completion, integrationa, and Version Control System (VCS).   - [Notepad++](https://notepad-plus-plus.org/) - Notepad++ is a free (as in "free speech" and also as in "free beer") source code editor and Notepad replacement that supports several languages. **Windows Only**  -[Pycharm](https://www.jetbrains.com/pycharm/)-Used specially for python language,It provides code analysis,a graphical debugger,an integrated unit tester,integration with version control systems and supports web development with Django as well as data science with Anaconda. **All Platforms** | **Open Source**  - [Sublime Text](https://www.sublimetext.com/) - A sophisticated text editor for code, markup and prose. **All Platforms**   - [Vim](https://www.vim.org/) - Vim is a highly configurable text editor for efficiently creating and changing any kind of text. It is included as "vi" with most UNIX systems and with Apple OS X.  - [Visual Studio Code](https://code.visualstudio.com/) - Code editing Redefined. It has syntax highlighting and autocompletion with IntelliSense, Git commands built-in, Extensible and customizable. **Open Source** | **All Platforms**  - [WebStorm](https://www.jetbrains.com/webstorm/) - The smartest JavaScript IDE, WebStorm is an integrated development environment for JavaScript and related technologies. **All Platforms**   - [UltraEdit](https://www.ultraedit.com/) - UltraEdit is a powerful HTML and Code editor available for Mac, Windows, and Linux. It comes with a built-in file comparison utility, autocompletion, advanced layout, multi-tab, multi-pane editors, and syntax highlighting for the most popular programming languages.   - [Nano](https://www.nano-editor.org) - GNU nano is a text editor for Unix-like OS's.  - [StackBlitz](https://stackblitz.com/) - An online open-source powerful code editor for JavaScript Frameworks and Libraries, with some awesome features such as GitHub Imports, Live Server and direct commit from the Editor to Github!  **[⬆ back to top](#table-of-contents)** ### Visual Studio Code Extensions - [Auto Rename Tag](https://marketplace.visualstudio.com/items?itemName=formulahendry.auto-rename-tag) - When you rename one HTML/XML tag, automatically rename the paired HTML/XML tag.  - [Better Comments](https://marketplace.visualstudio.com/items?itemName=aaron-bond.better-comments) - This extension color codes various types of comments to give them different significance and stand out from the rest of your code.  - [Bracket Pair Colorizor](https://marketplace.visualstudio.com/items?itemName=CoenraadS.bracket-pair-colorizer) - Colors matching brackets to make your code much more readable - very helpful.  - [Code Spell Checker](https://marketplace.visualstudio.com/items?itemName=streetsidesoftware.code-spell-checker) - A basic spell checker that works well with camelCase code.  - [ES Lint](https://marketplace.visualstudio.com/items?itemName=dbaeumer.vscode-eslint) - Javascript linter for highlighting code errors and best practices.  - [Formatting Toggle](https://marketplace.visualstudio.com/items?itemName=tombonnike.vscode-status-bar-format-toggle) - A VS Code extension that allows you to toggle the formatter (Prettier, Beautify, …) ON and OFF with a simple click.  - [Git History](https://marketplace.visualstudio.com/items?itemName=donjayamanne.githistory) - View git log, file history, compare branches or commits  - [GitLens](https://marketplace.visualstudio.com/items?itemName=eamodio.gitlens) - Supercharge the Git capabilities built into Visual Studio Code — Visualize code authorship at a glance via Git blame annotations and code lens, seamlessly navigate and explore Git repositories, gain valuable insights via powerful comparison commands, and so much more.  - [JS Snippets](https://marketplace.visualstudio.com/items?itemName=xabikos.JavaScriptSnippets) - This extension contains code snippets for JavaScript in ES6 syntax for VS Code editor (supports both JavaScript and TypeScript).  - [Live server](https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer) - A Quick Development Live Server with live browser reload.  - [Material Icon Theme](https://marketplace.visualstudio.com/items?itemName=PKief.material-icon-theme) - Google Material themed icon pack.  - [Path Intellisense](https://marketplace.visualstudio.com/items?itemName=christian-kohler.path-intellisense) - As you start typing a path in quotations, you will get intellisense for directories and file names.  - [Peacock](https://marketplace.visualstudio.com/items?itemName=johnpapa.vscode-peacock) - Subtly change the workspace color of your workspace. Ideal when you have multiple VS Code instances and you want to quickly identify which is which.  - [Polacode](https://marketplace.visualstudio.com/items?itemName=pnp.polacode) - You know those fancy code screenshots you see in articles and tweets? Well, most likely they came from Polacode. It's super simple to use. Copy a piece of code to your clipboard, open up the extension, paste the code, and click to save your image!  - [Prettier](https://marketplace.visualstudio.com/items?itemName=esbenp.prettier-vscode) - Format your code automatically on save.  - [Quokka.js](https://marketplace.visualstudio.com/items?itemName=WallabyJs.quokka-vscode) - Quokka.js is a developer productivity tool for rapid JavaScript / TypeScript prototyping. Runtime values are updated and displayed in your IDE next to your code, as you type.   - [Settings Sync](https://marketplace.visualstudio.com/items?itemName=Shan.code-settings-sync) - Settings Sync extension save your setting off in Github. Then, you can load them to any new version of VS Code with one command.  **[⬆ back to top](#table-of-contents)** --- ## Tools - [API Directory | ProgrammableWeb](https://www.programmableweb.com/apis/directory)  - [Animista](http://animista.net/) - CSS animation presets/generator  - [Better Code Hub](https://bettercodehub.com/repositories) - Checks GitHub codebase against software engineering guidelines and gives feedback.  - [Browserling](https://www.browserling.com/) - Live interactive cross-browser testing on virtual machines.   - [LambdaTest](https://www.lambdatest.com/) - Test websites & web apps on 2000+ browsers & OS.   - [BrowserStack](https://www.browserstack.com/) - Test websites and mobile apps on different browsers and mobile devices.   - [Can I use...](http://www.caniuse.com/) - Support tables for HTML5, CSS3, etc. on desktop and mobile browsers  - [Checkbot](https://www.checkbot.io/) - Browser extension that tests websites for SEO, speed and security issues   - [Codepen](https://codepen.io/) - Social development environment where you can write code in the browser and see results as you build.   - [Codeply](https://www.codeply.com/) - A HTML, CSS, JavaScript editor playground for designers & developers to compare, prototype and test frontend frameworks.  - [Codesandbox](https://codesandbox.io/) - Instant IDE and prototyping tool for web development.   - [Create a new fiddle - JSFiddle](https://jsfiddle.net/) - Test JS, CSS, HTML, or CoffeeScript in an online code editor.  - [Critical Path CSS Generator - by Jonas Ohlsson](https://jonassebastianohlsson.com/criticalpathcssgenerator/) - Reduces the amount of CSS the browser has to go through to render a webpage.  - [CrossBrowserTesting App](https://app.crossbrowsertesting.com/livetests/run) - Web service for running functional web tests on mobile and desktop web browsers.  - [CSS cheat sheet](https://adam-marsden.co.uk/css-cheat-sheet) - A very easy to use one page reference for css selectors and properties. It also includes categories for flexbox and grid.  - [CSS Minifier](https://cssminifier.com/) - Minify your CSS files!  - [CSS Reference](https://cssreference.io/) - A free visual guide to CSS.  - [CSS Triggers](https://csstriggers.com/) - Tells you what gets triggered when mutating a given CSS property.  - [CSS Filters](https://www.cssfilters.co/) - Interactive CSS filter generator  - [ColorLisa](http://colorlisa.com/) - Color palette generator based on great artists  - [DirtyMarkup](https://dirtymarkup.com/) - Tidy up your HTML, CSS, and JavaScript code.  - [ExtendsClass](https://extendsclass.com/) - Provides tools to add features directly usable in the browser.  - [Favicon Generator](http://www.favicon-generator.org/) - Upload an image and generate a favicon for your website.  - [Favicon Generator for iOS/Google Progressive Web App Manifest](https://realfavicongenerator.net/) - Online tool to test favicons on different platforms.  - [Free Developer Stuff](https://freestuff.dev/) - List of free stuff for developer by developer to use. Some services are free forever or have a free tier at least for 1 year.   - [Free for Developers](https://free-for.dev/) - This website has an extensive amount of free and paid resource lists curated not only for frontend developers but also for any kind of developer.   - [Generate favicon based on text](https://favicon.io/) - Generate a favicon from text, an image, or emojis.  - [Get Waves](https://getwaves.io/) - Generate many types of SVG waves for use in web design.  - [Glitch](https://glitch.com/) - Glitch is like working together in Google Docs–multiple people can work on the same project at the same time.  - [Graphic Generator](https://www.norio.be/graphic-generator/) - Generates graphics for some common front end applications. - [Google Analytics](https://analytics.google.com/) - Web service that tracks and reports website traffic.  - [Google APIs Explorer](https://developers.google.com/apis-explorer/#p/) - Tool to interactively explore various Google APIs.  - [Javascript Console in Sublime Text](https://pawelgrzybek.com/javascript-console-in-sublime-text/) - Tutorial to test JavaScript and execute it via build systems in Sublime Text 3.  - [jQuery mega cheat sheet](https://cdn.makeawebsitehub.com/wp-content/uploads/2015/09/jquery-mega-cheat-sheet-Printable.pdf) - Cheat sheet of jQuery selectros, manipulation, events, and more in PDF format.  - [JS Bin](http://jsbin.com/?html,output) - Live pastebin for HTML, CSS, and JS, as well as a range of processors.    - [Lighthouse](https://developers.google.com/web/tools/lighthouse) - Open source, automated tool for improving the quality of webpages.  - [Modern JavaScript cheat sheet](https://mbeaudru.github.io/modern-js-cheatsheet/) - This is an excellent collection of JavaScript Tips and concept by Manuel Beaudru works as a nice overview of many of the things you'll need to be familiar with if you're just getting started with JavaScript and other related frameworks.  - [Node Package Manager(npm)](https://www.npmjs.com) - Package manager for Javascript.  - [Yarn](https://yarnpkg.com) - Package manager for Javascript, Like npm.  - [Responsinator](http://www.responsinator.com/) - Replicate how responsive sites will look on popular devices.  - [React cheat sheet](https://reactcheatsheet.com/) - A documentation based website also a progressive web app which means that works well even in offline. You can search by keyword or select one of the predefined filters.  - [Responsive Grid System](http://www.responsivegridsystem.com/) - Generate flexible grids to create a responsive website.  - [Regular Expression (Regex) Editor](https://rubular.com/) - Helps create and verify your regular expressions. - [Sans Francisco - a tool for designers](http://www.sansfrancis.co/) - Collection of tools for designers  - [Screensizemap](https://www.screensizemap.com/) - A comparison of screen sizes in device-independent pixel.  - [Sizzy:Browser Testing Tool](https://sizzy.co/) - Tool for developing and testing responsive design on multiple devices at once.  - [Stack Overflow](https://stackoverflow.com/) - Online community for developers to ask questions and get answers.  - [The W3C Markup Validation Service](http://validator.w3.org/#validate_by_input) - Checks the markup validity of Web documents in HTML, XHTML, SMIL, MATHML, etc.  - [The W3C CSS Validation Service](http://jigsaw.w3.org/css-validator/#validate_by_input) - Checks the validity of CSS and XHTML documents with style sheets.  - [Time Helper](https://currentmillis.com/) - Helps convert millis to DateTimes and vice-versa. - [TinyPNG](https://tinypng.com/) - PNG and JPEG compression/optimizer  - [Web Developer Checklist](http://webdevchecklist.com/) - Categorized checklist for things to cover during web development.  - [Progressive Tooling to optimize your performance on Web](https://progressivetooling.com/) - List of tools that can be used to improve page performance.  - [StackBlitz](https://stackblitz.com/angular/pxxjqeeegeba) - Online IDE for Angular and React projects that can be share via link.  - [Postman(Tool for testing APIs)](https://docs.api.getpostman.com/?version=latest) - API client to create, share, test, and document APIs.  - [Free Bootstrap 5 Cheat Sheet](https://bootstrap-cheatsheet.themeselection.com/) - It is an interactive list of Bootstrap 5 classes, variables, and mixins.  - [JSONT](https://www.jsont.run/) - An online simple and powerful JSON formatting tool.  **[⬆ back to top](#table-of-contents)** --- ## CSS Frameworks - [Bootstrap](http://getbootstrap.com/) - Design and customize responsible mobile-first sites.  - [Bulma CSS](http://bulma.io/) - Modular open source framework based on Flexbox.  - [Caramel](http://caramel.kurisubrooks.com/) - A simple, modern, responsive website framework.  - [Cardinal](http://cardinalcss.com/) - Modular mobile-first framework for performance and scalability.  - [Element CSS](http://element.eleme.io/#/en-US) - Vue 2.0 based component library.  - [Foundation CSS](http://foundation.zurb.com/) - Family of responsive front-end frameworks.  - [Halfmoon](https://www.gethalfmoon.com/) - Fully customizable and responsive front-end framework for building dashboards and tools.  - [Jeet](http://jeet.gs/) - Fractional grid system for Sass and Stylus.  - [Less](http://lessframework.com/) - CSS grid system for designing adaptive websites.  - [Material Design Lite](https://getmdl.io/) - Implementation of Material Design components in vanilla CSS, JS, and HTML.  - [Materialize CSS](http://materializecss.com/) - CSS framework aimed to allow a unified user experience across all products on any platform.  - [Milligram](https://milligram.io/) - A minimalist CSS framework.  - [Neat](https://neat.bourbon.io/) - A lightweight and flexible Sass grid.  - [Petal CSS](https://shakrmedia.github.io/petal/) - Light CSS UI framework based on LESS.  - [Pure CSS](https://purecss.io/) - A set of small, responsive CSS modules.  - [Semantic UI](https://semantic-ui.com/) - UI framework designed for theming and responsive design.  - [Skeleton CSS](http://getskeleton.com/) - Simple, responsive boilerplate to kickstart any responsive project.  - [Spectre CSS](https://picturepan2.github.io/spectre/) - Lightweight, Responsive and Modern CSS framework for faster and extensible development.  - [Tacit](https://github.com/yegor256/tacit) - Primitive but attractive framework for beginners in graphic design.  - [TailwindCSS](https://tailwindcss.com/) - Highly customizable, low level CSS framework.  - [UI Kit](https://getuikit.com/) - Lightweight and modular front-end framework for web interfaces.  - [Unsemantic](https://unsemantic.com/) - Fluid grid system based on percentages, rather than a set number of columns.  - [Vital CSS](https://vitalcss.com/components/) - Minimally invasive CSS framework for web applications built with Sass and Slim.  **[⬆ back to top](#table-of-contents)** --- ## Icons - [Brandicons](http://fontello.github.io/brandico.font/demo.html) - Icon font generator and viewer.  - [Flat Icon](https://www.flaticon.com/) - Database of free icons in PNG, SVG, EPS, PSD, and Base64 formats.  - [Font Awesome](http://fontawesome.io/) - Open source icon set and toolkit with consistent styles.   - [Glyphicon](http://www.webhostinghub.com/glyphs/) - Icons for use with Bootstrap, other CSS frameworks, and any web projects.  - [Google Material Design Icons](http://google.github.io/material-design-icons/) - An overview of material icons and how to integrate them into projects.  - [Icomoon](https://icomoon.io/) - Icon font generator and icon collection.   - [Icongram](https://icongr.am/) - Collection of icon packs from different sources.  - [IconSVG](https://iconsvg.xyz/) - Quick customizable icons for your projects   - [Icons8](https://icons8.com/) - Consistently styled and customizable icon packs.  - [Ionicons](http://ionicons.com/) - Open source icons in SVG and webfont.  - [Mapicons](http://map-icons.com/) - Icon font for use with Google Maps API and Google Places API using SVG markers and icon labels.  - [Material Design Iconic Font](http://zavoloklom.github.io/material-design-iconic-font/) - Full suite of material design icons for easy SVGs on website or desktop.  - [MfgLabs-Iconset](http://mfglabs.github.io/mfglabs-iconset/) - MFG Lab's icon set for use in webfonts and CSS.  - [Micon](http://xtoolkit.github.io/Micon/) - Windows font and CSS toolkit.  - [The Noun Project](https://thenounproject.com/) - Comprehensive icon collection.  - [Octicons](https://octicons.github.com/) - Collection of GitHub's icons for projects.  - [Open Iconic, a free and open icon set](https://useiconic.com/open/) - Open source icon set in SVG, webfont, and raster formats.   - [OpenWebIcons](http://pfefferle.github.io/openwebicons/) - Webfont for scalable vector icons and logos.  - [ReactIcons](https://github.com/react-icons/react-icons) -SVG react icons of popular icon packs.  - [RemixIcon](https://github.com/Remix-Design/remixicon) - Open source neutral style icon system.  - [Shape.so](https://shape.so/) - Customizable collection of icons and animations.   - [Stackicons](http://stackicons.com/) - Customizable icons for social brands.  - [Typicons](https://www.s-ings.com/typicons/) - Free-to-use vector icons embedded in a webfont.  - [Weather Icons](https://erikflowers.github.io/weather-icons/) - Weather themed icon font and CSS.  - [Zocial | CSS3 Button Set](http://zocial.smcllns.com/) - Create social buttons using CSS and rendering social icons as a font.  **[⬆ back to top](#table-of-contents)** --- ## Colors - [Adobe Color](https://color.adobe.com/create/color-wheel) - Color Wheel, Extract Theme, Extract Gradient, Accessibility Tools and more  - [BADA55 Color Codes](http://bada55.io/) - Convert leet words into CSS hex colors.  - [Branition Colors](http://branition.com/colors/) - Hand-curated collection of color palettes best fitted for branding.  - [Color Hunt](http://colorhunt.co/) - Open collections of beautiful color palettes  - [Color Theory by Natalya Shelburne](https://tallys.github.io/color-theory/) - Practical Color Theory for People who Code: Tutorial on the use of color with examples  - [Color wheel | Color schemes - Adobe Color CC](https://color.adobe.com/create/color-wheel/?base=2&rule=Analogous&selected=4&name=My%20Color%20Theme&mode=rgb&rgbvalues=0.050000000000000044,1,0.6943295865110486,0.13153196324950517,0.04550000000000004,0.91,1,0,0,0.91,0.6632375135840386,0.04550000000000004,0.2526315789473136,0.48,0.216140350877193&swatchOrder=0,1,2,3,4) - Interactive color wheel with different color rules (adjustments possible)  - [Colordesigner Tools](https://colordesigner.io/) - The main purpose of this tool is to help with building a color palette and generate tints and shades based on it. Just pick a color, and the app does the rest. You can use the preselected colors or the color picker for more control. Check also the other tools [here](https://colordesigner.io/tools)  - [Colormind - Bootstrap](http://colormind.io/bootstrap/) - Colormind is a color scheme generator that uses deep learning to automatically apply the color pallete to a live website mockup.  - [Coolors](https://coolors.co)- Super fast color scheme creator with a lot of functionalities  - [CSS Gradient](https://cssgradient.io/gradient-backgrounds/) - Curated list of sites to explore gradients and color palettes.  - [Data Color Picker](https://learnui.design/tools/data-color-picker.html) - Generate color palettes with visually equidistant colors. Useful for data visualizations.  - [Designing in Color](https://medium.freecodecamp.com/designing-in-color-abd358660a7b) - A complete guide to design in color (article on Medium)  - [Flat UI Colors](https://flatuicolors.com/) - Color picker for flat designs  - [Image Color Picker](https://image-color.com) - Image color picker and palette generator  - [LOL Colors](https://www.webdesignrankings.com/resources/lolcolors/) - Curated color palette inspirations  - [Material Palette](https://www.materialpalette.com/) - Color palette generator for Material Design  - [Palettable](http://www.palettable.io/ED3E75-383838-D4D4D4) - Interactive color picker: creates a color scheme based on your preferences and palettes on the Internet  - [Paletton - The Color Scheme Designer](http://paletton.com/#uid=1000u0kllllaFw0g0qFqFg0w0aF) - Advanced tool for creating color schemes  - [Picular - Google, but for colors](https://picular.co/) - Primary color generator using Google's image search.  - [Pigment - Palette Generator](https://pigment.shapefactory.co/) - Generate color palettes based on lighting and pigment.  - [UI Gradients](https://uigradients.com/#Influenza) - Scroll through or pick from beautiful gradients, download JPG and copy CSS Code  - [W3school Color Picker](https://www.w3schools.com/colors/colors_picker.asp) - Find the perfect color from the color wheel, easy control  - [UI Color Picker](https://uicolorpicker.com/) - Best colors in few selected shades to choose from very helpful for quickly choosing and adding color to design. ![Free] **[⬆ back to top](#table-of-contents)** --- ## Typography - [A Crash Course in Typography: The Basics of Type](https://www.noupe.com/essentials/icons-fonts/a-crash-course-in-typography-the-basics-of-type.html) - First article of a series on Typography   - [Circular Font Combinations | Free Alternatives | Typewolf](https://www.typewolf.com/site-of-the-day/fonts/circular) - A great resource for everything related to Typography  - [Font Pair - Helps designers pair Google Fonts together. Beautiful Google Font combinations and pairs.](http://fontpair.co/) - Clean web-tool on How to pair Google Fonts  - [Fontspiration](http://sfcd.com/work/fontspiration/) - An iOS app for creating custom typographic designs  - [Fontsquirrel](https://www.fontsquirrel.com/) - A resource for FREE, hand-picked, high-quality, commercial-use fonts  - [Google Fonts](https://fonts.google.com/) - A catalog of free & open source fonts, great details and font pair suggestions  - [Just My Type](https://justmytype.co/) - A collection of font pairings  - [Table of Contents | The Elements of Typographic Style Applied to the Web](http://webtypography.net/toc/) - A practical guide to web typography  - [Typekit](https://typekit.com/) - "Quality fonts from the world’s best foundries"   - [Typography Terms](https://designschool.canva.com/blog/typography-terms/) - An infographic on Typography Terms + explanations  **[⬆ back to top](#table-of-contents)** --- ## Design Inspiration - [Admire The Web](https://www.admiretheweb.com/) - Admire the Web is where we showcase the very best in website design inspiration - carefully curated and organised to keep you inspired.  - [Awwwards](https://www.awwwards.com/) - The Website Awards that recognize and promote the talent and effort of the best developers, designers and web agencies in the world.  - [Dribble](https://dribbble.com/) - Dribbble is where designers gain inspiration, feedback, community, and jobs and is your best resource to discover and connect with designers worldwide.  - [Site Inspire](https://www.siteinspire.com/) - siteInspire is a showcase of the finest web and interactive design.  - [Web design Inspiration](http://www.webdesign-inspiration.com/) - Find inspiration for your next web design project. We help web designers, digital agencies and entrepreneurs to be inspired. Everyday, our team of experts hand picks the best new web designs from all over the world.  - [Behance](https://www.behance.net/) - Behance is a social media platform to showcase and discover creative work like Graphic Design, Illustration, Game Design and many more things  - [Pinterest](https://www.pinterest.com/) - Pinterest has a host of design inspirations in a variety of forms and styles.  - [Pixpa](https://www.pixpa.com/) - Pixpa features some nice modern designs and inspirations for web designers and photographers.  - [Lapa Ninja](https://www.lapa.ninja/) - Lapa Ninja is a gallery featuring the best 4127 landing page examples, free books for designers and free UI kits from around the web.  - [Landings](https://landings.dev/) - Find the best landing pages for your design inspiration based on your preference.  **[⬆ back to top](#table-of-contents)** --- ## Animation Frameworks - [Animate CSS](https://daneden.github.io/animate.css/) - Choose, try out and get the CSS-Code for different animation types (over 70)  - [Anime JS](https://animejs.com/) - It’s easy to use, has a small and simple API, and offers everything you could want from a modern animation engine.  - [Bounce JS](http://bouncejs.com/) - Tool and JS Library, creating CSS3 powered animations(adjustments possible) & export CSS code  - [Magic Animations](https://www.minimamente.com/example/magic_animations/) - Showcase of different animations with link to GitHub repo  - [MO JS](https://mojs.github.io/) - The library provides built-in components to start animating from scratch like HTML, shape, swirl, burst, and stagger but also brings you tools to help craft your animation in a most natural way.  - [Particles JS](https://vincentgarreau.com/particles.js/) - A lightweight JavaScript library for creating particles.  - [Typed JS](http://www.mattboldt.com/typed.js/) - A JavaScript typing animation library with a great documentation on GitHub  - [Wow JS](https://wowjs.uk/) - JavaScript library: Reveal CSS animation as you scroll down a page   **[⬆ back to top](#table-of-contents)** --- ## Stock Resources - [Burst](https://burst.shopify.com) - Free, high-resolution images. All our pictures are free to download for personal and commercial use.  - [Canva](https://www.canva.com) - 8,000+ free templates and thousands of free photos  - [Free stock images and Videos](http://allthefreestock.com/) - A great collection of stock photos, videos and other resources. Most of them under the CC0-License, all of them free.  - [Gratisography](https://www.gratisography.com) - Photographer Ryan McGuire provides this collection of high-resolution pictures for free. You can use them on your personal or commercial project free of copyright restrictions.  - [Humaaans](https://www.humaaans.com/) - Library of editable people illustrations. Free for both commercial and personal use.  - [I’d Pin That!](http://idpinthat.com) - Created to help bloggers and non-designers create high quality images like those often seen on Pinterest. I’d Pin That is more than just a source for free images — **it is an image editor!** Use the tools provided here to add your own text and edit the images right on the site.  - [Illlustrations](https://illlustrations.co/) - 120+ Awesome free illustrations made by the artist vijay verma on a 100 days challenge.  - [MakerBook - The best free resources for creatives](http://makerbook.net/) - A directory of sites to get free resources (Photography, Mockups, Graphics, Textures, Fonts, Colours, Video, Audio & Tools).  - [Morguefile](https://morguefile.com/) - Founded in 1996 by college student Michael Connors.Photographers contribute images to Morguefile for visitors to use in their creative projects. Yes, they’re all completely free. The website does ask that you credit the photographer when possible.  - [Open Doodles](https://www.opendoodles.com/) - A Free Set of Open-Source Illustrations.  - [The Open Photo Project](https://openphoto.net/) - The Open Photo Project is a photo sharing platform created in 1998 by Michael Jastremski. Contributors have offered their images free of charge under terms of Creative Commons licensing.  - [Pexels](https://www.pexels.com/) - Exclusively stock photos of high quality, great feature: Filter photos by color.  - [Picalls](https://picalls.com/) - Free photos and wallpapers licensed under the Creative Commons CC0 license.  - [Pixabay](https://pixabay.com/) - In addition to photos, Pixabay offers **video, vectors and illustrations.**  - [Pikwizard](https://pikwizard.com) - Free stock photo library for commercial and editorial use. Huge library of stunning, high quality, royalty free images. No attribution required   - [Public Domain Archive](http://publicdomainarchive.com/) - “a public domain image repository” created by Matt a graphic designer, web designer and photographer.Vintage and modern images.  - [StockSnap.io](https://stocksnap.io/) - High quality stock photos free to download and use. Licensed under the Creative Commons CC0 license.  - [The Stocks](http://thestocks.im) - Another awesome directory sharing sites for resources, loading directly on the webpage  - [UnDraw](https://undraw.co) - "MIT licensed illustrations for every project you can imagine and create  - [UnSplash](https://unsplash.com) - "Beautiful, Free Photos" & themed collections of photos  - [3D Bay](https://clouddevs.com/3dbay/) - "Free, 3D Illustrations" A collection of High-quality 3D Illustration resources  - [Design Stripe](https://designstripe.com/catalog) - "Create beautiful illustrations, no design skills needed   **[⬆ back to top](#table-of-contents)** --- ## Geolocation - [Geocomplete-location autocomplete](https://ubilabs.github.io/geocomplete/) - An advanced jQuery plugin that wraps the Google Maps APIs Geocoding and Places Autocomplete services into a dropdown for an input-form.  - [Google maps API | Google](https://developers.google.com/maps/) - Google Map APIs including documentation & learning resources - extensive  - [Google maps API | Traversy](https://youtu.be/Zxf1mnP5zcw/) - Great YouTube tutorial on using the Google Maps APIs  - [OpenCage Geocoder](https://opencagedata.com/) - Free to use forward (lat/long to text) and reverse (text to lat/long) geocoding API  - [GeoJS](https://www.geojs.io/) - Free to use API for geolocation lookup by IP address  **[⬆ back to top](#table-of-contents)** --- ## APIs - [Alexa API | Codecademy](https://www.codecademy.com/learn/learn-alexa) - Learn to develop a custom Amazon Alexa skill that respond to the user's voice with custom messages.   - [Abstract APIs](https://www.abstractapi.com) - Free utility API's for compressing images, creating user avatars, validating emails, and more  - [jsonplaceholder](https://jsonplaceholder.typicode.com) - Fake Online REST API for Testing and Prototyping  - [A list of public APIs](https://github.com/toddmotto/public-apis)  - [Lorem Picsum](https://picsum.photos/) - Easy to use and customize placeholder photos  - [OpenWeatherMap](https://openweathermap.org/api) - Weather API with free and paid licenses   - [Random famous quotes | Rapid APIs](https://rapidapi.com/andruxnet/api/Random%20Famous%20Quotes) - Gets a random quote in JSON format.  - [TMDB API](https://www.themoviedb.org/documentation/api) - API Service for those who are interested in displaying data/images about different movies, TV Shows or actors in their application.  - [Unsplash Source](https://source.unsplash.com/) - API to retrieve random images from Unsplash.com  - [Web APIs | MDN](https://developer.mozilla.org/en/docs/Web/API)  - [News API](https://newsapi.org/) - Locate articles and breaking news headlines from news sources and blogs across the web with our JSON API.   - [Spotify API](https://developer.spotify.com/) - Spotify's Web API allows you to find music and podcasts, manage your Spotify collection, control audio playing, and do a variety of other things.   **[⬆ back to top](#table-of-contents)** --- ## Mockups - [Am I Responsive](http://ami.responsivedesign.is/) - This is a tool to check the responsiveness of a website and take a screenshot on multiple devices in a single frame. Go to the site and enter the URL to capture the screenshot. You should have separate screen capture tool to take the proper screenshot.  - [Figma](https://www.figma.com/) - Free app with a simple to use surface for designing, prototyping and sharing your website and app ideas  - [Adobe XD](https://www.adobe.com/products/xd.html?sdid=12B9F15S&mv=Search&ef_id=CjwKCAjwn9v7BRBqEiwAbq1Ey9SoyrTK1Zsdd88wGlJfTVkU0JuW40rItPaiAypnKZ7J-lLv_IUE0xoC0GEQAvD_BwE:G:s&s_kwcid=AL!3085!3!394015010053!e!!g!!adobe%20xd!1641846448!65452677551) - One of the best tool for UI/UX Design, Wireframe, animate, prototype, collaborate, and more   - [Magic Mockups](http://magicmockups.com/) - Place your product in realistic environment! Free real-life product/app mockup generator. **Laptop, Phone, Tablet, Imac.**  - [Rotato 3D Mockup Generator](https://rotato.app) - Make video 3D mockups and images. No experience required. Unlimited renders. MacOS. - [The MockUp Club](https://themockup.club/) - Website that offers free downloads of design mockups (mostly Photoshop format).  - [MockupsJar](https://mockupsjar.com/) - Build mockups with screenshots of your application or web Design for free to share with customers and clients  - [MockUPhone](https://mockuphone.com) - Free and simple screenshots device mockups generator. Wrap your design in mobile devices or Laptop/Desktop in a few clicks!  - [Multi Device Website Mockup Generator](http://techsini.com/multi-mockup/) - Multi device website mockup generator is free online tool to test your responsive website on apple devices including Apple iMac, MacBook, iPad and iPhone. This tool is very helpful for theme developers to mockup the web template on various apple devices with a single click. You should have a proper screen grabber tool to take the screenshot from the browser.  - [Wireframe.cc](https://wireframe.cc/) - Great tool for sketching out ideas and layouts, super minimalistic  **[⬆ back to top](#table-of-contents)** --- ## Books - [Ebook Foundation-free programing books: GitHub Repository](https://github.com/EbookFoundation/free-programming-books) - A directory of free learning resources, categorized by language  - [HTML Basics](https://www.austincc.edu/hr/profdev/eworkshops/docs/HTML_Basics.pdf) - A workshop covering the basics of HTML (free pdf/18 pages)  - [HTML5 for Masterminds, 2nd Edition](https://www.amazon.com/gp/product/1500429120/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1500429120&linkCode=as2&tag=pinnok-20&linkId=IBCPBVE3TBPCOUWF) - A complete course from Beginner to Mastermind  - [HTML5 Pocket Reference (Pocket Reference (O'Reilly)](http://www.amazon.com/gp/product/1449363350/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1449363350&linkCode=as2&tag=pinnok-20&linkId=M6JD2MFAN24X3E7W) - A comprehensive compact reference for HTML 5  - [HTML Tutorialspoint](http://www.tutorialspoint.com/html/html_tutorial.pdf) - A thorough tutorial on HTML (free pdf/486 pages)  - [Learn How To Code In HTML5 and CSS3](http://howtocodeinhtml.com/) - A free e-book about making websites in HTML5 and CSS for absolute beginners  - [Responsive Web Design with HTML5 and CSS3](http://www.amazon.com/gp/product/1784398934/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1784398934&linkCode=as2&tag=pinnok-20&linkId=6CN4JQGXTZU6DHRY) - A comprehensive book about making RWD  - [You don't know JS](https://github.com/getify/You-Dont-Know-JS) - Book series diving deep into the core mechanisms of the JavaScript language.  - [Guide to Git and Github](https://launchschool.com/books/git) - A beginner friendly guide to using git and working with Github.  - [Introduction to HTTP](https://launchschool.com/books/http) - Introduction to HTTP, the stateless protocol underlying all of the web.  - [Introduction to the Command Line](https://launchschool.com/books/command_line) - A short and beginner friendly introduction to the command line, covering common commands that will make you immediately productive.  - [HTML & CSS Books](https://www.interviewbit.com/blog/html-css-books/) ![Free] - [Web Design Playground, Second Edition](https://www.manning.com/books/web-design-playground-second-edition) - Modern HTML, CSS, and web design standards.[Paid](https://img.shields.io/badge/-Paid-blue) - [Build a Frontend Web Framework (From Scratch)](https://www.manning.com/books/build-a-frontend-web-framework-from-scratch) - Learn how a frontend web framework works by coding your own.[Paid](https://img.shields.io/badge/-Paid-blue) **[⬆ back to top](#table-of-contents)** --- ## Challenges / Games - [Ace Front End](https://www.acefrontend.com/) - Ace Front End has complete and practical coding challenges, with a detailed walk through of a perfect interview solution.  - [Codepen Challenges](https://codepen.io/challenges/) - Each month has a theme and every week there is a new challenge prompt that you can use to build a project online using HTML, CSS and JavaScript. The best projects are featured on Codepen's homepage.  - [Codewars](https://www.codewars.com/) - Improve your skills by training with others on real code challenges.  - [CSS Battle](https://cssbattle.dev/) - CSSBattle is an online CSS [Code Golfing](https://en.wikipedia.org/wiki/Code_golf) game. Here, players from all around the world try to visually replicate **Targets** in smallest possible CSS code and battle it out to get to the top of the leaderboard.  - [CSS Diner](http://flukeout.github.io/) - It's a fun game to learn and practice CSS selectors.  - [CSS Zen Garden](http://www.csszengarden.com/) - A demonstration of what can be accomplished through CSS-based design, and a chance to do your own.  - [Dev Challenges](https://devchallenges.io/) - Made by [Thu Nghiem](https://twitter.com/thunghiemdinh). devChallenges.io is a community driven platform for anyone who wants to solve practical tasks. It has some tricky and curated challenges.  - [Flexbox Defense](http://www.flexboxdefense.com) - It is a game that covers the flex properties align-items, justify-content, flex-direction, align-self and has 12 different levels.  - [Flexbox Froggy](https://flexboxfroggy.com) - This game is also about Flexbox and it covers even more flex properties: align-items, justify-content, align-content, flex-direction, align-self, flex-wrap, flex-flow and has 24 different levels.  - [Front End Mentor](https://www.frontendmentor.io/) - Solve real-world HTML, CSS and JavaScript challenges whilst working to professional designs. Join 192,401 developers building projects, reviewing code, and helping each other get better.   - [Grid Garden](http://cssgridgarden.com/) - Interactive CSS code game. Practice your CSS skills by watering your garden! It has 28 different levels to learn CSS Grid Layout.  - [Hackerrank](https://www.hackerrank.com/) - Practice coding, prepare for interviews, and solve interview style coding challenges.  - [JavaScript30](https://javascript30.com/) - A free challenge course, building 30 little projects with HTML, CSS and plain JavaScript.  - [Leetcode](https://leetcode.com/) - Coding problems to solve in a range of categories and difficulties   - [Project Euler](https://projecteuler.net/) - Challenging computer science and mathematical problems.  - [100DaysOfCode](https://www.100daysofcode.com/) - Regardless of your coding skills or your language of choice, this challenge invites you to code for at least 1 hour a day.  - [Devtools Tech](https://www.devtools.tech/questions/all?ref=frontend-web-development-resources-github-repo) - Devtools Tech is a free platform for Frontend Engineers to practice high quality real world programming interview questions, follow curated learning paths, read blogs, and track progress across various frontend domains.  **[⬆ back to top](#table-of-contents)** --- ## Free Tools For Students - [**JetBrains Student License**](https://www.jetbrains.com/student/): Free individual licenses of the award-winning professional developer tools from JetBrains for students and faculty members.  - [**Student Developer Pack**](https://education.github.com/pack): The best developer tools, free for students via @githubeducation  **[⬆ back to top](#table-of-contents)** --- ## YouTube Videos - [**Flexbox in 20 minutes**](https://youtu.be/JJSoEo8JSnc) - Quick crash-course on the CSS Flexbox model.  - [**SVGs can do that**](https://www.youtube.com/watch?&v=4laPOtTRteI) 😎 - Sarah Drasner's talk on nontypical pratical uses of SVGs.  - [**CSS Grid Tutorial**](https://www.youtube.com/watch?v=EFafSYg-PkI&ab_channel=DevEd) - Use CSS grid to structure and position websites with ease.  - [**Git and GitHub for Beginners - Crash Course**](https://www.youtube.com/watch?v=RGOj5yH7evk&ab_channel=freeCodeCamp.org) - Ad-free tutorial by freeCodeCamp. - [**12HR Coding Bootcamp 2021!**](https://www.youtube.com/watch?v=Xm4BObh4MhI) - Complete frontend bootcamp!  **[⬆ back to top](#table-of-contents)** ## Testing - [Jest](https://jestjs.io/) - JavaScript testing framework  - [Mocha](https://mochajs.org/) - JavaScript testing framework  - [Karma](https://karma-runner.github.io/latest/index.html) - JavaScript test runner - [Istanbul](https://istanbul.js.org/) - JavaScript test coverage tool  - [TestCafe](https://devexpress.github.io/testcafe/) - Node.js end-to-end testing  - [Cypress](https://www.cypress.io/) - JavaScript end-to-end testing framework   - [Puppeteer](https://pptr.dev) - Google's Chrome automation tool for E2E testing. - [Playwright](https://playwright.dev) - Microsoft's browser automation tool for E2E testing. - [Sinon.JS](https://sinonjs.org/) - Standalone test spies, stubs and mocks for JavaScript  - [Chai](https://www.chaijs.com/) - Assertation library for JavaScript testing  - [PactumJS](https://pactumjs.github.io/) - REST API Testing Tool used to automate e2e, integration, contract & component (or service level) tests  - [Vitest](https://vitest.dev/) - Vitest is a blazing fast unit test framework powered by Vite  **[⬆ back to top](#table-of-contents)**

 #### Please read [`contributing guidelines`](./contributing.md) before submitting new resources. ## Table of Contents - [UI Graphics](#ui-graphics) - [Fonts](#fonts) - [Colors](#colors) - [Icons](#icons) - [Logos](#logos) - [Favicons](#favicons) - [Icon Fonts](#icon-fonts) - [Stock Photos](#stock-photos) - [Stock Videos](#stock-videos) - [Stock Music & Sound Effects](#stock-music--sound-effects) - [Vectors & Clip Art](#vectors--clip-art) - [Product & Image Mockups](#product--image-mockups) - [HTML & CSS Templates](#html--css-templates) - [CSS Frameworks](#css-frameworks) - [CSS Methodologies](#css-methodologies) - [CSS Animations](#css-animations) - [Javascript Animation Libraries](#javascript-animation-libraries) - [Javascript Chart Libraries](#javascript-chart-libraries) - [UI Components & Kits](#ui-components--kits) - [React UI Libraries](#react-ui-libraries) - [Vue UI Libraries](#vue-ui-libraries) - [Angular UI Libraries](#angular-ui-libraries) - [Svelte UI Libraries](#svelte-ui-libraries) - [React Native UI Libraries](#react-native-ui-libraries) - [Design Systems & Style Guides](#design-systems--style-guides) - [Online Design Tools](#online-design-tools) - [Downloadable Design Software](#downloadable-design-software) - [Design Inspiration](#design-inspiration) - [Image Compression](#image-compression) - [Chrome Extensions](#chrome-extensions) - [Firefox Extensions](#firefox-extensions) - [AI Graphic Design Tools](#ai-graphic-design-tools) - [Others](#others) ## UI Graphics >Websites and resources with modern UI components in different formats such as PSD, Sketch, Figma, etc. They are great for ideas for web components/UI | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | -------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------ | | [SVG sine waves](https://www.sinwaver.com/) | Export perfect sine waves as SVG for your front-end projects | | [UI Design Daily](https://uidesigndaily.com/) | Awesome UI Components of all types | | [100 Daily UI](https://100dailyui.webflow.io/) | Free Figma library of products, elements, and screens | | [Sketch App Sources](https://www.sketchappsources.com/) | Sketch UIs, wireframes, icons and much more | | [Humaaans](https://www.humaaans.com/) | Cool illustrations of people with the ability to mix and match | | [Paaatterns](https://products.ls.graphics/paaatterns/) | Free collection of beautiful patterns for all vector formats | | [thepatternlibrary](http://thepatternlibrary.com/) | Free beautiful background patterns | | [404 illustration](https://error404.fun/) | Free illustrations for 404 pages | | [Drawkit.io](https://www.drawkit.io/) | Illustrations for designers and startups | | [Absurd.design](https://absurd.design/) | Free surrealist illustrations for designers and developers | | [Undraw.co](https://undraw.co/) | Open-source illustrations for any idea you can imagine and create | | [Manypixels.co](https://www.manypixels.co/gallery/) | Monochromatic, Isometric high-quality illustrations | | [Open Peeps](https://www.openpeeps.com/) | Hand drawn illustration library | | [UI Space](https://uispace.net/) | Thousands of great UI freebies | | [Animations.co](http://animaticons.co/) | Beautiful, customizable animated GIF icons | | [Uplabs](https://www.uplabs.com/) | High-quality design resources (Free & Premium) | | [InvisionApp](https://www.invisionapp.com/inside-design/design-resources/) | Library of free, high-quality UI kits, icon packs, and mockups | | [Open Doodles](https://www.opendoodles.com/) | A Free Set of Sketchy Illustrations | | [Avataaars](https://avataaars.com/) | Free sketch library of avatars illustrations by Pablo Stanley | | [Blush](https://blush.design/) | Free customizable illustrations with Figma Plugin | | [Hero Patterns](http://www.heropatterns.com/) | A collection of repeatable SVG background patterns | | [BEAUBUS Patterns](https://patterns.beaubus.com/) | A set of 150+ free SVG patterns (backgrounds) | | [IsoFlat](https://isoflat.com/) | A Free collection of Isometric SVG graphic resources | | [IRA Design](https://iradesign.io/) | An open-source gradient illustrations collection by creative tim. | | [Transparent Textures](https://www.transparenttextures.com/) | A collection of transparent textures background patterns. | | [icons8.com/illustrations](https://icons8.com/illustrations) | Vector illustrations to class up your project | | [Patternico](https://patternico.com) | Seamless Pattern Maker | | [Freellustrations](https://www.freellustrations.com/) | Free Background Images for awesome landing Pages | | [Pixeltrue Illustrations](https://www.pixeltrue.com/illustrations) | Free Animated Illustrations | | [Abstract User Avatar API](https://www.abstractapi.com/user-avatar-api) | API to create simple yet flexible user avatars from user names or emails | | [sketchvalley](https://sketchvalley.com/) | Download free PNG, SVG or AI file . | | [PatternPad](https://patternpad.com/) | Free and unlimited unique pattern designs. | | [Dimensions](https://www.dimensions.com/) | Dimensions.com is an ongoing reference database of dimensioned drawings documenting the standard measurements and sizes of the everyday objects and spaces| | [Freebiesbug](https://freebiesbug.com/) | Hand-picked resources for web designers and developers, constantly updated.| | [Flexiple](https://2.flexiple.com/scale/all-illustrations) | One new high-quality, open-source illustration each day. | | [Cool Text](https://cooltext.com/)| Cool Text is a FREE graphics generator for web pages and anywhere else you need an impressive logo without a lot of design work | | [illustration kit](https://illustrationkit.com/)| Premium open source illustrations added daily | | [Doodad Pattern Generator](https://doodad.dev/pattern-generator/) | Create unique, seamless, royalty-free patterns.| | [Pattern Monster](https://pattern.monster/) | A simple online pattern generator to create repeatable SVG patterns| | [Exemplar](https://themeselection.com/products/exemplar-free-avatar-library-for-figma-and-sketch/) | Free Avatar Library for Figma and Sketch| | [UIBundle](https://uibundle.com) | Thousands of Free Design Resources like UI Kits, Mockups, Illustrations, Icons, Fonts, 3D assets, Templates and more. | | [openby.design](http://openby.design/) | Custom crafted free UI design resources, for personal and commercial projects. No attribution is required. | | [Design Stripe](https://designstripe.com/catalog) | Create beautiful illustrations, no design skills needed. | | [HOLA SVG!](https://holasvg.com/) | An SVG playground to share SVG stuff. | | [symu.co](https://symu.co/freebies/templates-4/)| Free templates, UI kits, icon, PSD | | [Mesh Gradient](https://meshgradient.in/)| Generate & download beautiful mesh gradients. | | [CSS Shadow Gradients](https://alvarotrigo.com/shadow-gradients/) | Generate CSS Gradients For Shadows. | | [Boring Avatars](https://boringavatars.com/) | SVG random, cutely avatars collections | | [Html to Design](https://www.figma.com/community/plugin/1159123024924461424/html.to.design) | Convert any website into fully editable Figma designs | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Fonts >Websites that offer free fonts as well as font-based tools | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Google Fonts](https://fonts.google.com/)| Library of around 1000 free licensed font families | | [DaFont](https://www.dafont.com/)| Archive of freely downloadable fonts | | [Use & Modify](https://usemodify.com/)| Personal selection of beautiful, classy, punk, professional, incomplete, weird typefaces | | [1001 Free Fonts](https://www.1001freefonts.com/)| I think the name speaks for itself :smirk: | | [Font Squirrel](https://www.fontsquirrel.com/)| Font Squirrel scours the internet for high quality, legitimately free fonts | | [Font Fabric](https://www.fontfabric.com/free-fonts/)| A digital type foundry crafting retail fonts and custom typography for various brands | | [Tiff](https://tiff.herokuapp.com/)| A type diff tool that visually contrasts the differences between two fonts | | [TypeKit Practice](https://practice.typekit.com/)| Learn about typography practices | | [Fontjoy](https://fontjoy.com/)| Generate font pairing in one click | | [Golden Ratio](https://grtcalculator.com/)| Golden Ratio Typography Calculator | | [FontGet](https://www.fontget.com/) | Has a variety of fonts available to download and sorted neatly with tags | | [FontPair](https://fontpair.co/) | Helps you pair Google Fonts together | [Font Space](https://www.fontspace.com/)| A designer-centered free font website that has quick customizable previews | | [Abstract Fonts](http://www.abstractfonts.com/)| Fonts free for personal and commercial use | | [Free Typography](https://freetypography.com/)| A list of high quality fonts | | [Leon Sans](https://github.com/cmiscm/leonsans/)| A geometric sans-serif typeface made with code | | [Lexend](https://www.lexend.com/)| A variable font empirically shown to significantly improve reading-proficiency | | [Fonts for Apple Platforms](https://developer.apple.com/fonts/)| Get the details, frameworks, and tools you need to use system fonts for Apple platforms in your apps | | [SFWin](https://github.com/blaisck/sfwin/)| San Francisco Fonts for Windows 10 and non-Apple Platform | | [Font Flipper](https://fontflipper.com/)| Preview 800+ Google Fonts on top of your own designs, without having to download the fonts | | [Fonts Arena](https://fontsarena.com/) | Free curated fonts | | [Befonts](https://befonts.com/) | High quality fonts for free | | [Arabic fonts](https://arabicfonts.net/) | Arabic fonts for free | | [FontDrop](https://fontdrop.info) | Simple and easy way to view the contents of font files | | [Open Foundry](https://open-foundry.com) | FREE platform for curated open-source typefaces | | [Glyphter](https://glyphter.com) | Upload your own SVGS and turn them into font files. Useful if you want a smaller library loaded | | [Google Webfonts Helper](https://google-webfonts-helper.herokuapp.com/fonts) | A Hassle-Free Way to Self-Host Google Fonts | | [Rough Font Awesome](https://djamshed.github.io/rough-awesome-font/dist/)| When RoughJS meets Font Awesome | | [FFonts](https://ffonts.net)| Stylish fonts for free | | [Malayalam Fonts](https://smc.org.in/fonts/)| Malayalam fonts for free which are maintained by Swathanthra Malayalam Computing(SMC) | | [Dev Fonts](https://devfonts.gafi.dev/)| Find and use the coding fonts for free | | [Font M](https://fontm.com/)| Free font you can download for material coding and design | | [W Fonts](https://www.wfonts.com/)| Download Free fonts | | [Modern fluid typography editor](https://modern-fluid-typography.vercel.app/)| Fluid typography is a modern way of approaching responsive typography. | | [UrbanFonts](https://www.urbanfonts.com/) | A collection of over 8000 free fonts and dingbats | | [Typespiration](https://typespiration.com/)| Inspirational font combinations and color palettes | | [Fontsource](https://fontsource.org/) | Self-host Open Source fonts in neatly bundled NPM packages. | | [FontBolt](https://www.fontbolt.com/) | Discover and generate your favorite fonts from pop culture. | | [Fontshare](https://www.fontshare.com/) | Fontshare is a free fonts service from the Indian Type Foundry (ITF), making quality fonts accessible to all. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Colors >Websites and resources that help with choices related to colors | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Color Brewer 2](https://colorbrewer2.org/)| The original color palette generator, also supporting color blindness. Probably the scientifically best option. Also probably not the prettiest. | | [Huetone](https://github.com/ardov/huetone)| A tool to create accessible color systems. | | [Colormind.io](http://colormind.io)| Color palette generator | | [ColorCurves.app](https://colorcurves.app)| Color palette generator that uses curves to generate color palettes | | [ColorGradient](https://colorgradient.dev/)| A free tool to create simple and complex CSS Gradients visually | | [Coolors](https://coolors.co)| Create the perfect palette or get inspired by thousands of beautiful color schemes | | [UI Colors](https://uicolors.app/create) | Tailwind CSS color palette generator | | [HTML Color Codes](https://htmlcolorcodes.com/)| Get HTML color codes, Hex color codes, RGB and HSL values with our color picker, color chart and HTML color names | | [Colors & Fonts](https://www.colorsandfonts.com/)| A curated library of colors, fonts and resources | | [Palette List](https://www.palettelist.com/)| Pick 2 colors you like and the tool generates thousands of palettes for you. | | [Google Material Color Tool](https://material.io/resources/color/)| Official Google Material Color Palette Tool| | [Material Palette](https://www.materialpalette.com/)| Free to pick palettes, icons and colors for Material Design| | [ColorSpace](https://mycolor.space/)| Generate nice color palettes from one color | | [FlatUIColors](https://flatuicolors.com)| Beautiful set of color palettes in various flavors | | [Adobe Color](https://color.adobe.com/create)| Create color palettes, extract gradients from images, etc. | | [Colorsinspo](https://colorsinspo.com/) | All-in-one resource for finding everything about colors | | [ColorsWall](https://colorswall.com/) | Place to store your color palettes and generate palette in one click | | [Happyhues](https://www.happyhues.co/) | Happy Hues is a color palette inspiration site that acts as a real-world example as to how the colors could be used in your design projects by Mackenzie Child | | [Adobe Trends](https://color.adobe.com/trends)| Discover current color trends in different industries from the creative communities on Behance and Adobe Stock| | [Color Hunt](https://colorhunt.co/)| A free and open platform for color inspiration with thousands of trendy hand-picked color palettes | | [Gradient Hunt](https://gradienthunt.com/)| A free and open platform for gradient inspiration with thousands of trendy hand-picked color gradients | | [Web Gradients](https://webgradients.com/)| A free website to find good CSS gradients | | [ColorBox](https://www.colorbox.io)| A free website to produce color set | | [CSS gradient](https://cssgradient.io/)| A free website to make custom gradient and some examples of gradient | | [gradienta](https://gradienta.io/)| A pure css and jpg gradients | | [UI Gradients](https://uigradients.com/)| UI gradients color generator | | [Palette Generator](https://palettegenerator.colorion.co/)| Generate new color palette with every spacebar press | | [Material Palettes](https://material.colorion.co/)| 1000+ Material Design palettes | | [Grabient](https://www.grabient.com/) | Gradient Selector | | [ShadeSwash](https://shadeswash.netlify.app/) | Quickly generate shades of any color | | [BrandColors](http://brandcolors.net/) | The biggest collection of official brand color codes | | [BRAND PALETTES](https://brandpalettes.com/) | Logo Color Codes and Palettes | | [Material Design Palette Generator](http://mcg.mbitson.com) | Generate theme and color palette Material Design-like | | [Colorate](https://colorate.azurewebsites.net/) | Color scheme tool for designers and developers. This will help you draw inspiration and serve as a resource for your color work. | | [0to255](https://www.0to255.com/) | A color tool that makes it easy to lighten and darken colors. It’s perfect for hover states, borders, gradients, and more. | | [Color Blender](https://meyerweb.com/eric/tools/color-blend) | A tool that shows the midpoint colors between two colors | [Gradient Buttons](https://gradientbuttons.colorion.co/) | Ready to use copy/paste gradient buttons | | [Khroma](http://khroma.co/) | Khroma uses AI to learn which colors you like and creates limitless palettes for you to discover, search, and save. | | [whocanuse](https://whocanuse.com) | A tool that brings attention and understanding to how color contrast can affect different people with visual impairments. | [Colorable](https://colorable.jxnblk.com/) | Color combination contrast tester | | [Color Hex Picker](https://colorhexpicker.com) | Tool to get hex code along with name of the color. | | [Saruwakakun](https://saruwakakun.com/en/color-ideas) | The stunning color scheme for website & App Designs with previews | | [Paletton](https://paletton.com/)| Paletton.com is a designer color tool designed for creating color combinations that work together well.| | [Colorzilla](https://www.colorzilla.com/) | A powerful online Photoshop-like CSS gradient editor | | [CSS Gradient Editor](https://www.cssgradienteditor.com) | You may only need this tool for creating CSS gradient backgrounds and patterns. | | [Image Color Picker](https://image-color.com/) | Image color picker and palette generator | | [CombineCOLORS](https://combinecolors.com/) | Color mixing tool | | [Color Lovers](https://www.colourlovers.com/palettes) | It will show the color schemes which are popular in the outside world. | | [HTML CSS Color](https://www.htmlcsscolor.com/) | Free online Color (USA) or Colour (British) tools: information, gradient generator, color wheels etc. | | [HEX Color Codes](https://hexcolorcodes.org/) | It gets HTML color codes, Hex color codes, RGB and HSL values with our color picker, color chart and HTML color names. | | [CoolHue 2.0](https://webkul.github.io/coolhue/) | A free tool that shows different gradient examples in CSS and PNG format | | [Colors.lol](https://colors.lol/) | Interesting color palettes generated by a Twitter bot, there are hex codes and descriptive names for each color. | | [colors.dopely](https://colors.dopely.top/) | Super-fast and simple color palette generator, palettes can be saved and shared in seconds. | | [UIColor Picker](https://uicolorpicker.com/) | A collection of UI Colors with hex codes available to be copied in just one click. | | [Color Hex](https://www.color-hex.com) | Color-hex gives information about colors including color models (RGB,HSL,HSV and CMYK) and generates a simple css code for the selected color. | | [FarbVelo](https://farbvelo.elastiq.ch/) | A random color palette generator | | [Veranda Color](https://verandacolor.com) | Browse color palettes made by other designers, generate and submit your own | | [Duo](https://duo.alexpate.uk/) | Duo is a collection of colour combinations that I’ve curated from personal projects or that I’ve come across on the web. | | [Lospec Palette List](https://lospec.com/palette-list) | The Lospec Palette List is a database of palettes for pixel art. | | [Palettte App](https://palettte.app) | Build smooth color schemes that flow from one color to another. | | [Eggradients](https://www.eggradients.com/) | Gradient Background Colors with eggs.| | [Gradientos](https://www.gradientos.app/) | Find and test gradients easily. | | [Encycolorpedia](https://encycolorpedia.com/) | Website for referencing web colors. Color knowledge, Web colors, Hex color codes. | | [Croma](https://croma.app/) | A website for pick colors quickly from image or manually. It's color picker is easier to use. | | [Color Designer](https://colordesigner.io/gradient-generator) | A gradient generetor from one color. | | [Duotone](https://duotone.shapefactory.co/) | Find beautiful free duotone images to use in any project, or make custom duotone images by uploading your own image and applying a duotone effect in seconds. | | [coolbackgrounds generator](https://coolbackgrounds.io/) | Explore a beautifully curated selection of cool backgrounds that you can add to blogs, websites. | | [Color Shades Generator](https://mdigi.tools/color-shades/) | We can quickly generate color shades of our favorite colors or any colors, to create templates or css components with multiple color shades and more useful tools available on same site | | [Huemint](https://huemint.com/) | Huemint uses machine learning to create unique color schemes for your brand, website or graphic | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Icons >Resources for Icons including png, svg and more | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Circum Icons](https://circumicons.com/)| Consistant open source icons as SVG for React, Vue and Svelte | | [UXWing](https://uxwing.com/)| Well Optimized, Free icons for commercial use | | [Shapedfonts Iconclub](https://shapedfonts.com/iconclub/)| 8000+ free icons | | [Feather Icons](https://feathericons.com/)| Beautiful, customizable open source icons | | [Tabler Icons](https://tabler-icons.io/)| 3500+ highly customizable open source SVG icons with React, Preact, Vue, Svelte and SolidJS support | | [Xicons](https://www.xicons.org/#/)| SVG Vue/React components integrated from fluentui-system-icons, ionicons, etc. (Vue3, Vue2, React, SVG). | | [Iconoir](https://iconoir.com/)| Free library of 900+ open source icons | | [Simple Icons](https://simpleicons.org/)| 1307 Free SVG icons for popular brands | | [Linear Icons](https://linearicons.com/free)| 1000+ Ultra crisp vector icons | | [Icons8](https://icons8.com/)| Free icons, photos, vectors and tools | | [Flat Icon](https://www.flaticon.com/)| The largest database of free icons in PNG, SVG, EPS, PSD and BASE 64 formats | | [The Noun Project](https://thenounproject.com/)| Over 2 Million curated icons, created by a global community | | [Iconscout](https://iconscout.com/)| Free Download Icons illustrations stock photos at one place | | [IconSear.ch](https://iconsear.ch/search.html) | Search engine with over 50,000 SVG icons indexed | | [Nucleo App](https://nucleoapp.com/)| Nucleo is a beautiful library of 27500 icons, and a powerful application to collect, customize and export all your icons. (Free & Paid) | | [Icon-icons.com](https://icon-icons.com/)| Free Icons PNG, ICO, ICNS and Vector file SVG | | [Bootstrap Icons](https://icons.getbootstrap.com/)| Free Icons built for Bootstrap but they'll work in any project | | [Remix Icon](https://remixicon.com/)| Simply Delightful Icon System | | [Iconmonstr](https://iconmonstr.com/) | Discover 4496+ free icons in 313 collections | | [Vivid.js](https://webkul.github.io/vivid/)| Ready to use Free and Open Source SVG Icons Pack JavaScript Library. | | [Iconfinder](https://www.iconfinder.com/)| Free and premium vector icons in SVG, PNG, CSH and AI format | | [Lordicon](https://lordicon.com/icons#free) | 50 free animated interactive icons | | [UseAnimations](https://useanimations.com/) | Free Animated Icons in SVG and Json Format(for lottie) | | [css.gg](https://css.gg/) | 700+ Open-source CSS, SVG and Figma UI Icons Available in SVG Sprite, styled-components, NPM & API | | [IconBros](https://www.iconbros.com) | 7843+ free icons grouped in 182 collections | | [Material Design Icons](https://materialdesignicons.com/) | An icon collection allowing designers and developers targeting various platforms to download icons in the format, color and size they need for any project. | | [Heroicons](https://heroicons.dev/) | Free, open source icons from the creators of Tailwind CSS. | | [Zondicons](https://www.zondicons.com/icons.html) | A set of free premium SVG icons for you to use on your digital products. | | [Endless Icons](http://endlessicons.com/) | A website offering a number of free icons. Icons are tagged and also compressed into kits. | | [Icomoon](https://icomoon.io/app/) |Browse 5500+ Free Icons. Add any set you wish to easily browse and search its icons. | | [Eva Icons](https://akveo.github.io/eva-icons/#/) |Eva Icons is a pack of more than 480 beautifully crafted Open Source icons for common actions and items. | | [Cryptoicons](http://cryptoicons.co/) | A set of 430 crypto and fiat currency icons. Completely free. | | [Ikonate](https://ikonate.com/) | Fully customizable & accessible vector icons | | [appicon](https://appicon.co/)| Quickly generate app icons in different sizes for your IOS, macOS and Android projects| | [LineIcons](https://lineicons.com) | 2000+ Essential Line Icons for Designers and Developers | | [Evericons](https://www.figma.com/resources/assets/evericons-for-figma/) | Evericons is a big pack of over 460 free icons designed by Aleksey Popov. | | [SVG Repo](https://www.svgrepo.com/) | Download free SVG Vectors for commercial use. | | [Convertio](https://convertio.co/png-svg/) | Convert PNG files to SVG online & free. (One of the services provided by it.) | | [CSS ICON](https://cssicon.space/) | Icon set made with pure css code, no dependencies, "grab and go" icons | | [Unified icons](https://iconify.design/) |Thousands of icons, one unified framework. One library, over 40,000 vector icons. | | [System UIcons](https://systemuicons.com/) |220+ icons in a growing collection. | | [IconPark](https://github.com/bytedance/IconPark) | Transform an SVG icon into multiple themes, and generate React icons，Vue icons，svg icons | | [Radix Icons](https://icons.modulz.app/) |A crisp set of 15×15 icons designed by the Modulz team. All icons available as individual react component,SVG and more. | | [EOS Icons](https://icons.eosdesignsystem.com/) | A pixel-perfect, open source iconic font available as ligature and SVG. | | [Ionicons](https://ionicons.com) | Beautifully crafted open source icons for use in web, iOS, Android, and desktop apps. | | [Phosphor Icons](https://phosphoricons.com) | Phosphor is a flexible icon family for interfaces, diagrams, presentations | | [Teeny Icons](https://teenyicons.com/) | TeenyIcons is a set icons in SVG format easy to use in html | | [Lucide](https://lucide.netlify.app/) | Lucide is an open-source icon library, a fork of Feather Icons. | | [Icones](https://icones.js.org/) | Icon Explorer with Instant searching, powered by Iconify. | | [Shitty Icons](https://shittyicons.com/) | Collection of Free icons. | | [Iconspedia](https://www.iconspedia.com/) | Iconspedia is a website that contains a large collection of high quality free icons. | | [iconhub](https://iconhub.io/) | Just practical stunning icons for everyone | | [3DICONS](https://3dicons.co) | Beautifully crafted open source 3D icons | | [IconsDb](https://www.iconsdb.com/) | Free Custom Icons | | [Emoji Guide](https://emojiguide.org/) | The collection of 3300 emojis with their HTML codes for easy use. | | [Unicorn Icons](https://unicornicons.com) | 100+ customizable playful animated icons. Available in JSON and SVG format. | | [Sargam Icons](https://sargamicons.com/) | A collection of 275+ open-source icons available for Figma, SVGs, and React. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Logos >Resources for Logos | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [LogoSear.ch](https://logosear.ch/search.html) | Search engine with over 200,000 SVG logos indexed | | [SVGPorn](https://svgporn.com) | 1000+ high-quality SVG logos | | [Payment System Logos](https://github.com/mpay24/payment-logos/) | Logos for payment systems available in png and svg | | [Browser Logos](https://github.com/alrra/browser-logos/) | High resolution web browser logos | | [VectorLogoZone](https://www.vectorlogo.zone/) | Consistently formatted SVG logos | | [World Vector Logo](https://worldvectorlogo.com/)| Download vector logos of brands you love | | [Logo Maker](https://logomakr.com/)| Create custom logos | | [Free Logo Maker](https://www.namecheap.com/logo-maker/)| Fast, All-in-One Logo Generator | | [LOGOwine](https://www.logo.wine/)| Brand Logos Free Download in SVG Vector & PNG File Format | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Favicons >Resources for Favicons | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Favicon.io](https://favicon.io/)| Generate a favicon from text, from an image, or from an emoji. Download in .ico and .png formats | | [Favicomatic](https://favicomatic.com/)| Generate favicons of all the sizes and formats as well as the HTML code needed to support every possible browser or device | | [Favicon Generator](http://tools.dynamicdrive.com/favicon/)| Generate favicon ico files for your website | | [RealFaviconGenerator](https://realfavicongenerator.net/)| Generate icons for all platforms (Windows, iOS, Android) | | [FontIcon](https://gauger.io/fonticon/)| Generate favicons and images from Font Awesome icons | | [Favicon.cc](https://www.favicon.cc) | Draw a favicon online and browse through a library of favicons made by other users | | [Maskable.app Editor](https://maskable.app/editor/) | Generate maskable PWA icons based on your existing icon | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Icon Fonts >Resources for Icon Fonts | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Font Awesome](https://fontawesome.com/)| The web's most popular icon set and toolkit | | [Line Awesome](https://icons8.com/line-awesome)| Swap in replacement of Font Awesome with modern line icons | | [Material Icons](https://material.io/resources/icons/)| Material design icon library | | [IonIcons](http://ionicons.com/)| Beautifully crafted open source icons from Ionic team | | [Zurb Foundation Icons](https://zurb.com/playground/foundation-icon-fonts-3)| Customizable Foundation icons | | [Fontisto Icons](https://fontisto.com/)| Fontisto the iconic font and css toolkit · 616+ free icons | | [Boxicons](https://boxicons.com/)| Boxicons is a free collection of carefully crafted open source icons | | [Icofont](https://icofont.com/)| 2100+ free icons to spice up your creative designs | | [Material Palette](https://www.materialpalette.com/icons)| Free to pick palettes, icons and colors for Material Design | | [Material Design Iconic Font](http://zavoloklom.github.io/material-design-iconic-font/index.html) | Material design icon font | | [Vscode Codicons](https://microsoft.github.io/vscode-codicons/dist/codicon.html) | The icon font from Visual Studio Code | | [Devicon](https://devicon.dev) | Devicon is a set of icons representing programming languages, designing & development tools | | [PaymentFont](https://github.com/AlexanderPoellmann/PaymentFont) | A sleek web font for payment operators and methods. Featuring 116 icons | | [Weather Icons](https://erikflowers.github.io/weather-icons/) | Weather Icons is the only icon font with 222 weather themed icons | | [Stroke 7](https://themes-pixeden.com/font-demos/7-stroke/index.html) | 202 thin stroke icons inspired by iOS 7 | | [Jam Icons](https://jam-icons.com/) | 890+ handcrafted icons to make your web app awesome | | [Fontello](http://fontello.com/)| 200+ web icons where you can customize the names or codes of icons. | | [Linea](https://linea.io/)| Linea: Featuring 750+ Free Icons | | [Unicons](https://iconscout.com/unicons)| A set of 1100+ Free line style icons available as web font, SVG icons, and as components for JS frameworks like React, Vue and React Native. | | [Mobirise Icons](https://mobiriseicons.com/)| A free, open source set of 150 elegant, pixel-perfect linear icons, available as web icon font and SVG icons. | | [Hero Icons](https://heroicons.dev/)| Free Open Source Svg Icon Library | | [React Icons](https://react-icons.github.io/react-icons/)| An Open Source and free Svg Icon Library, it is a collection of your favorite icon libraries like Font Awesome and Material Icons to provide you with a wide range of SVG icons to choose from. | | [Unicopy](https://unicopy.cc/)| Copy unicode characters and symbols! | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Stock Photos >Websites that offer free stock photos of all kinds for your websites and apps | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Pexels](https://www.pexels.com/)| Free stock photos shared by talented creators | | [Unsplash](https://unsplash.com/)| The internet’s source of freely usable images | [Pixabay](https://pixabay.com/)| Over 1.7 million+ high-quality stock images and videos | | [Magdeleine](https://magdeleine.co/)| Gallery & free high-resolution photo everyday | | [Picspree](https://picspree.com)| Royalty free images, stock photos, illustrations, and vectors | | [Burst](https://burst.shopify.com/)| Free stock photos collections | | [Gratisography](https://gratisography.com/)| Free collection of free high-resolution pictures | | [Life of Pix](https://www.lifeofpix.com/)| Free high-resolution photography | | [Stock Snap](https://stocksnap.io/)| Hundreds of high quality photos added weekly | | [Morguefile](https://morguefile.com/)| Over 350,000 free stock photos for commercial use | | [Kaboom Pics](https://kaboompics.com/)| Stock photography and color palettes. Good for product images | | [New Old Stock](https://nos.twnsnd.co/)| Stock vintage photos | | [Pic Jumbo](https://picjumbo.com/)| Good collections of different types of photos | | [Public Domain Pictures](https://www.publicdomainpictures.net/en/)| Public domain images of all types | | [Find A Photo](https://www.chamberofcommerce.org/findaphoto/)| Searches multiple stock photo websites | | [Stockvault](http://www.stockvault.net/)| Categorized stock photos | | [Placeholder](https://placeholder.com/)| A free image placeholder service for the web. You can specify image size and format | | [Realistic Shots](https://realisticshots.com/)| Free high-resolution stock photos | | [Negative Space](https://negativespace.co/)| High-Resolution Free Stock Photos | | [SkitterPhoto](https://skitterphoto.com/)| Free high-resolution photography | | [PicoGraphy](https://picography.co/)| Gorgeous, High-Resolution, Free Photos | | [Wunder Stock](https://wunderstock.com/)| Stunningly amazing free photos | | [PxHere](https://pxhere.com/)| Free Images & Free stock photos - PxHere | | [Piqsels](https://piqsels.com/)| Royalty Free Stock Photos | | [FoodiesFeed](https://www.foodiesfeed.com/)| Food photo stock | | [Nappy](https://www.nappy.co/)| A website offering Beautiful, high-res photos of black and brown people.| | [Generated Photos](https://generated.photos/)| Unique AI Generated model photos| | [Reshot](https://www.reshot.com/)| Uniquely free photos. Handpicked, non-stocky images. | [Free Images](https://www.freeimages.com/)| Find and download free stock photos - all free for personal and commercial use| | [Lorem Picsum](https://picsum.photos/)| An easy to use API to get beautiful placeholder images. Size and other parameters can be specified. | | [scienceimage](https://www.scienceimage.csiro.au) | An image library specializing in science and nature images | | [Integration & Application Network Image Library](https://ian.umces.edu/imagelibrary) | Free images to provide scientists, resource managers, government agencies, community groups and graphics professionals with a resource for enhancing science communication. | | [Saxifraga](http://www.freenatureimages.eu) | Free nature images | | [Creative Commons](https://search.creativecommons.org) | Search for free images to reuse. | [AllTheFreeStock](https://allthefreestock.com/) | a curated list of free stock images, audio and videos. | [Lorem.space - Placeholder image generator](https://lorem.space) | API for placeholder images but useful! | | [Openverse](https://wordpress.org/openverse/) | Openverse is a search engine for openly-licensed media | | [ISO Republic](https://isorepublic.com/) | Get Thousands of Free High-Resolution Stock CC0 Photos | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Stock Videos >Websites that offer free stock videos of all kinds for your websites and apps | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Pexels](https://www.pexels.com/videos)| Largest library of free to use videos, donated by the community | | [Pixabay](https://www.pixabay.com/videos)| Large library of free to use videos, donated by the community similar to Pexels | | [Coverr.co](https://coverr.co/)| Beautiful free stock video footage | | [Videezy](https://www.videezy.com/)| Free HD stock footage & 4K videos | | [Mix Kit](https://mixkit.co/)| Stock video clips & music | | [Life Of Vids](https://www.lifeofvids.com/)| Free video clips and loops | | [Videvo](https://www.videvo.net/stock-video-footage/)| Free and premium stock videos | | [Loopvidz](http://stock.loopvidz.com/)| Free To Use Cinema graphs Created With VIMAGE App | | [SplitShire](https://www.splitshire.com/)| Beautiful & exclusive free stock videos & photos | | [Free-Stock-Video](https://free-stock.video)| Free Footage Stock Videos | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Stock Music & Sound Effects >Websites that offer free stock music and/or sound effects | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [YouTube Studio Audio Library](https://www.youtube.com/audiolibrary)| Royalty-free audio library for downloadable music and sound effects. Cleared for YouTube monetization. | | [Free Stock Music](https://www.free-stock-music.com/)| Royalty free stock music for YouTube videos, podcasts, etc | | [Bensound](https://www.bensound.com/)| Download Royalty Free Music for free and use it in your project | | [Mixkit](https://mixkit.co/free-stock-music/)| Free music for your projects | | [Freesound](https://freesound.org/)| Free stock music and sounds | | [Free Music Archive](https://freemusicarchive.org/)| Collaborative database of creative-commons licensed sound for musicians and sound lovers | | [Musopen](https://musopen.org/music/)| An online copyright free classical music library | | [Pixabay](https://pixabay.com/music/)| Free music downloads for your project like Youtube videos, Music, Vlog, Film, Podcast etc. | | [Unminus](https://www.unminus.com/)| Free Premium Music for Your Projects 🎁 Royalty Free. Cleared for YouTube. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Vectors & Clip Art >Free vectors, clipart, illustrations, patterns and more | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Vecteezy](https://www.vecteezy.com/)| Find and download free vector art | | [Freepik](https://www.freepik.com)| Free vectors, stock photos, PSD and icons | | [Free Vectors](https://www.freevectors.net/)| Community of vector lovers who share free vector graphics | | [PNGTree](https://pngtree.com/free-vectors)| png, backgrounds, templates, text effects | | [Vector4Free](https://www.vector4free.com/)| Free vector graphics | | [Freeble](http://freebbble.com/)| Vectors, patterns, mockups and more | | [Lukaszadam](https://lukaszadam.com/)| Free Vector artworks | | [Illlustrations](https://illlustrations.co/)| Beautiful 100 Illustrations - png, svg | | [Clipart](https://www.clipart.email/)| Choose great clipart, png, coloring pages, drawings and more for your projects from the free collection! | | [Growwwkit illustrations](https://growwwkit.com/illustrations/phonies)| A set of 8 simple, black & white, stylish illustrations | | [trianglify.io](https://trianglify.io/) | Generate low-poly backgrounds, textures, and vectors | | [blob](https://blobs.app/) | Generate Blob shapes for Web and Flutter apps | | [HiClipart](https://www.hiclipart.com/)| A community for designers to share & download transparent background PNG cliparts | | [Stories by Freepik](https://stories.freepik.com/) | A collection of free and customizable illustrations for projects | | [Black Illustrations](https://www.blackillustrations.com/) | Beautiful illustrations of black people (free and premium) | | [Delesign](https://delesign.com/free-designs/graphics) | A collection of free illustrations and more | | [Custom Shape Dividers](https://www.shapedivider.app/) | Free tool to make it easier for designers and developers to export a beautiful SVG shape divider | | [Servier Medical Art](https://smart.servier.com) | 3000 free medical images to illustrate your publications and PowerPoint presentations | | [Clker](http://www.clker.com) | Free clip art you can use for anything you like | | [SVG wave](https://svgwave.in/) | A free, & customizable gradient 🌈 SVG wave generator for UI designs . | | [BGjar](https://bgjar.com) |Free svg background generator for your websites, blogs and app. | | [Heritage Library](https://www.heritagetype.com/collections/free-vintage-illustrations) | Vintage Illustrations (vector and png) | | [ROBOHASH](https://robohash.org/) | Generate unique images from any text | | [Tabbied](https://tabbied.com/) | Create and customize minimally generated patterns/artwork to use for background images, print and other projects. | | [Haikei](https://app.haikei.app/) | An awesome multishape web app. | | [Vector](https://vector.ma/) | Awesome website for all kinds of Moroccan vectors. | | [Heazy](https://app.heazy.studio/) | Unique vector assets within seconds. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Product & Image Mockups >Create mockups of devices and other products | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [MockCity](https://mockcity.com/)| Bulk generate mockups from PSD templates by automatically placing images in SmartObjects. The visual editor allows you to change SmartObject parameters and see an updated mockup preview in realtime. | | [Smart Mockups](https://smartmockups.com/)| Create stunning product mockups (free & premium) | | [Media Modifier](https://mediamodifier.com/)| beautiful design mockups service for your products (free & premium) | | [Shot Snap](https://shotsnapp.com/)| Create beautiful device mockup images for your app or website design | | [Screely](https://www.screely.com/)| Instantly turn your screenshot into a mockup | | [Screenshot.rocks](https://screenshot.rocks/)| Create beautiful browser & mobile mockups in seconds | | [Screen Peak](https://screenpeek.io/)| Create a mockup from a URL | | [Mockup World](https://www.mockupworld.co/)| The biggest source of free photo-realistic Mockups online | | [Collab Shot](https://www.collabshot.com/)| Real-time screen grabs and image sharing | | [Facebook Devices](https://facebook.design/devices)| Images and Sketch files of popular devices | | [Threed.io](https://threed.io)| Generate 3D mockups right in your browser. | | [Mockuphone](https://mockuphone.com/)| 100% free mockups for all devices including IOS, Android, Windows Phone, Laptop & Desktop and TV | | [Device Shots](https://deviceshots.com/)| Create high-resolution device mockups for social media, for free | | [Clean Mock](https://cleanmock.com/)| Create stunning mockups using latest device frames like iPhone X & custom backgrounds that make your mobile or website design standout, right from your browser quickly & for free. | | [Mock.Video](https://www.mock.video/)| Instantly create mockups by adding a device frame to your videos. | | [MockupBro](https://mockupbro.com/)| Create product mockups with online mockup generator! Just choose a mockup, upload your design and download your image without a watermark. | | [Animockup](https://animockup.com/)| Create animated mockups in the browser 🔥. | | [Pika](https://pika.style)| Instantly create browser mockups and beautiful images for marketing, blog post and more | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## HTML & CSS Templates >Websites that offer free beautiful website templates and themes of all types | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [HTML5Up](https://html5up.net/)| Very modern, unique responsive HTML5/CSS3 themes | | [Templatemo](https://templatemo.com/)| Minimal, resume, gallery themes and more | | [FreeHTML5](https://freehtml5.co/)| Free & premium HTML5 and Bootstrap themes | | [StyleShout](https://www.styleshout.com/free-templates/)| Brilliantly crafted free website templates | | [Start Bootstrap](https://startbootstrap.com/)| Bootstrap starter themes | | [Zerotheme](https://www.zerotheme.com/)| HTML5, Bootstrap, Prestashop templates | | [HTML5xCSS3](https://www.html5xcss3.com/)| Collection of wonderful templates in different categories | | [ThemeWagon](https://themewagon.com/theme-price/free/)| Collection of HTML5 Bootstrap templates from different categories | | [Colorlib](https://colorlib.com/wp/templates/)| Almost any category of theme you can think of | | [Free CSS](https://www.free-css.com/free-css-templates)| Huge collection of free templates | | [Hubspot](https://www.hubspot.com/resources)| Templates, infographics, banners and much more| | [Mobirise](https://mobirise.com/html-templates/)| Great looking HTML5/CSS3 templates| | [Bootswatch](https://bootswatch.com/)| Free themes for Bootstrap| | [Onepagelove](https://onepagelove.com/)| One-page websites, templates and resources| | [Themes For App](https://themesfor.app/)| Free Bootstrap themes and landing pages| | [BootstrapTaste](https://bootstraptaste.com/)| Premium & Free Bootstrap Templates| | [BootstrapMade](https://bootstrapmade.com/)| Elegant, clean and beautiful free templates using Bootstrap. | | [W3Layouts](https://w3layouts.com/)| W3Layouts: 3784+ Free Website Templates for 2020 | | [Tooplate](https://www.tooplate.com/)| Tooplate: Free HTML Templates for everyone! | | [Cruip](https://cruip.com/free-templates/)| Fully coded HTML templates to help you easily build your startup landing page without hassles. | | [UIdeck](https://uideck.com/) | Free Landing Page Templates and Bootstrap Themes | | [Splawr](https://splawr.com/) | Free web templates to kickstart your idea! | | [W3css_templates](https://www.w3schools.com/w3css/w3css_templates.asp) | Some responsive W3.CSS website templates for you to use. | | [All-Free-Download](https://all-free-download.com/free-website-templates/free-html-css-templates.html) | Download free-website-templates | | [mashup-template](http://www.mashup-template.com/templates.html)| HTML5/CSS3 Free Templates | | [Sneat Bootstrap 5 HTML Admin Template](https://github.com/themeselection/sneat-html-admin-template-free)| Open-source & Easy to us Bootstrap 5 HTML Admin Template with Elegant Design & Unique Layout.| | [HTMLrev](https://htmlrev.com) | Free beautiful HTML5 templates and landing pages | | [Horizon UI](https://horizon-ui.com/) | Trendiest open source Admin Template for React | | [KeenThemes](https://keenthemes.com/) | Free and Pro Html/Css3, Bootstrap5, Vue, React, Laravel templates | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## CSS Frameworks >CSS/UI frameworks to help build great looking websites and applications | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Tailwind CSS](https://tailwindcss.com/)| Low level, utility-first framework | | [Bootstrap](https://getbootstrap.com/)| Popular UI framework with tons of components that use both CSS and JS | | [Materialize](https://materializecss.com/)| A modern responsive front-end framework based on Material Design | | [Material Design Lite](https://getmdl.io/)| Light framework based on Material Design. No JS dependency | | [Bulma](https://bulma.io/)| Modern CSS framework with no JS | | [Skeleton](http://getskeleton.com/)| Extremely light framework for basic UI elements | | [Uniform CSS](https://uniformcss.com/)| Fully configurable utility generator and CSS framework built entirely in Sass | | [Semantic UI](https://semantic-ui.com/)| Empowers designers and developers by creating a shared vocabulary for UI | | [Fomantic UI](https://fomantic-ui.com/)| A community fork of Semantic-UI | | [Foundation](https://get.foundation/)| Mobile first framework with clean markup | | [Pure CSS](https://purecss.io/)| A set of small, responsive CSS modules | | [UIKit](https://getuikit.com/)| Lightweight and modular front-end framework | | [Susy](https://www.oddbird.net/susy/)| Lightweight, grid-layout engine for Sass | | [Milligram.io](https://milligram.io/)| Minimalist CSS framework | | [Vanilla Framework](https://vanillaframework.io/)| Simple, extensible CSS framework written in Sass | | [Spectre CSS](https://picturepan2.github.io/spectre/)| Lightweight, modern CSS framework | | [Picnic CSS](https://picnicss.com/)| Lightweight and beautiful library | | [Wing](https://kbrsh.github.io/wing/)| A beautiful CSS framework designed for minimalists | | [Chota](https://jenil.github.io/chota/)| A micro (~3kb) CSS framework | | [Blueprint CSS](https://blueprintcss.dev/)| A lightweight layout library for building great responsive mobile first UIs that work everywhere | | [W3.CSS](https://www.w3schools.com/w3css/) | A modern CSS framework with support for desktop, tablet, and mobile design by default. Designed to be independent of jQuery or any other JavaScript library | | [98.css](https://jdan.github.io/98.css/)| A design system for building faithful recreations of old UIs | | [NES CSS](https://nostalgic-css.github.io/NES.css/)| NES-style CSS Framework | | [Shoelace.css](https://www.shoelace.style/)| Lightweight, forward-thinking CSS library built with future CSS syntax | | [MVP.css](https://andybrewer.github.io/mvp/) | A minimalist stylesheet for HTML elements. No class names, no frameworks, just semantic HTML and you're done | | [Blaze.css](http://blazecss.com/) | Open source modular CSS toolkit providing great structure for building websites quickly | | [Turret CSS](https://turretcss.com/) | Turret CSS is a styles framework for development of responsive websites. | | [Cutestrap](https://www.cutestrap.com/) | A strong, independent CSS Framework. | | [XP.css](https://botoxparty.github.io/XP.css/) | XP.css is an extension of 98.css. A CSS library for building interfaces that look like old UIs. | | [Framework7](https://framework7.io/) | Framework7 - is a free and open source framework to develop mobile, desktop or web apps with native look and feel. | | [Hint.css](https://kushagra.dev/lab/hint/) | A pure CSS tooltip library for your lovely websites. | | [imagehover.io](http://imagehover.io/) | Pure CSS Image Hover Effect Library | | [mini.css](https://minicss.org/) | A minimal, responsive, style-agnostic CSS framework | | [Tachyons](https://tachyons.io/) | Create fast loading, highly readable, and 100% responsive interfaces with as little css as possible. | | [Material Bootstrap](https://fezvrasta.github.io/bootstrap-material-design/) | Material Design with Bootstrap | | [Ivory](https://github.com/IVORY-UI/ivory) | A modern CSS framework for developing powerful web interfaces faster and easier | | [Halfmoon UI](https://www.gethalfmoon.com/)| A responsive and lightweight framework, designed for quickly building beautiful dashboards and product pages. | | [Metro 4](https://metroui.org.ua/index.html)| Create your site quickly and effectively with Metro 4. impressive components library built on html, css, javascript. | | [css-doodle](https://css-doodle.com/) | A web component for drawing patterns with CSS | | [latex.css](https://latex.now.sh/) | Make your website look like a LaTeX document | | [Paper CSS](https://github.com/cognitom/paper-css) | Front-end printing solution | | [Windi CSS](https://windicss.org/) | Next generation compiler for Tailwind CSS | | [Cirrus CSS](https://cirrus-ui.netlify.app/) | A component and utility centric SCSS framework designed for rapid prototyping. | | [Gutenberg](https://github.com/BafS/Gutenberg) | Modern framework to print the web correctly. | | [lit](https://github.com/ajusa/lit) | World's smallest responsive fire css framework (395 bytes). | | [Arwes](https://github.com/arwes/arwes) | Arwes is a web framework to build user interfaces based on futuristic science fiction designs, animations, and sound effects. | | [Bojler](https://bojler.slicejack.com/) | Bojler is an email framework for developing responsive and lightweight email templates that will render correctly across each of the most popular email clients. | | [Tacit](https://github.com/yegor256/tacit) | Primitive CSS Framework for dummies, without classes. | | [Terminal CSS](https://terminalcss.xyz/) | A modern and minimal CSS framework for terminal lovers. | | [Sakura](https://oxal.org/projects/sakura/) | A minimal classless css framework / theme. | | [PSone](https://github.com/micah5/PSone.css) | PS1 style CSS Framework, inspired by NES.css. | | [Marx](https://github.com/mblode/marx) | Marx is the classless CSS reset to be used in any projects (namely small ones). | | [Tufte](https://github.com/edwardtufte/tufte-css) | Style your webpage like Edward Tufte’s handouts. | | [Axentix](https://useaxentix.com/) | Axentix is an open source Framework based on CSS Grid using HTML, CSS and JS. | | [Raster Simple Grid System](https://rsms.me/raster/) | Minimal and straight-forward CSS grid system utilizing descriptive HTML rather than semantic CSS. | | [flowrift](https://flowrift.com/c/banner) | Flowrift is a library made of beautifully designed Tailwind CSS UI blocks. | | [twind](https://twind.dev/) | The smallest, fastest, most feature complete tailwind-in-js solution in existence | | [Pico.css](https://picocss.com/) | Elegant styles for all natives HTML elements without .classes and dark mode automatically enabled. | | [clay.css](https://github.com/codeAdrian/clay.css) | Extensible and configurable micro CSS util class and SASS mixin for adding claymorphism styles to your components. | | [BeerCSS](https://www.beercss.com) | Build Material Design interfaces in record time, without stress for devs 🍻. The first CSS framework that implements Material Design 3. | | [daisyUI](https://daisyui.com/) | Tons of components use with Tailwind CSS but write fewer class names. | | [UnoCSS](https://unocss.dev/) | UnoCSS is the instant atomic CSS engine, that is designed to be flexible and extensible. The core is un-opinionated, and all the CSS utilities are provided via presets. | | [Neptune CSS](neptunecss.org) | Neptune CSS is a lightweight CSS framework. Use it to develop your websites faster. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## CSS Methodologies >CSS methodologies to help write modular, reusable and scalable code | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [OOCSS](http://oocss.org/) | OOCSS concepts help us write components that are flexible, modular and interchangeable. | | [Atomic CSS](https://acss.io/) | Atomic CSS is the approach to CSS architecture that favors small, single-purpose classes with names based on visual function. | | [BEM](http://getbem.com/) | Block Element Modifier is a methodology that helps you to create reusable components and code sharing in front-end development. | | [SMACSS](http://smacss.com/) | SMACSS is a way to examine your design process and as a way to fit those rigid frameworks into a flexible thought process. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## CSS Animations >CSS animations to build awesome animations for websites and applications | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Animate.css](https://animate.style/)| Just-add-water CSS animations | | [Bounce.js](http://bouncejs.com/)| Bounce.js is a tool and JS library that lets you create beautiful CSS3 powered animations | | [Anime.js](https://animejs.com/)| Anime.js (/ˈæn.ə.meɪ/) is a lightweight JavaScript animation library with a simple, yet powerful API. It works with CSS properties, SVG, DOM attributes and JavaScript Objects | | [Magic Animations](https://www.minimamente.com/project/magic/)| Animations has been one of the most impressive animation libraries available | | [Zdog](https://zzz.dog/)| Round, flat, designer-friendly pseudo-3D engine for canvas & SVG | | [CSShake](http://elrumordelaluz.github.io/csshake/)| CSShake delivers exactly what it says on the box — a CSS library designed specifically for shaking elements within your web page | | [Hover.css](http://ianlunn.github.io/Hover/)| Hover.css is a CSS animation library designed for use with buttons and other UI elements in your website | | [AniJS](http://anijs.github.io/)| AniJS is an animation library that allows you to add animations to elements in a simple ‘sentence-like’ structure | | [Animista](http://animista.net/)| CSS Animations On Demand | | [Tachyons-animate](https://github.com/anater/tachyons-animate)| Tachyons itself is an atomic CSS library with a ton of utility classes for essentially designing anything by adding classes to what you need | | [Sequence.js](https://www.sequencejs.com/)| Sequence.js is a JavaScript library that provides a responsive CSS framework for creating unique sliders, presentations, banners, and other step-based applications | | [Infinite](https://tilomitra.github.io/infinite/)| These animations, like rotations and pulses, that are specifically designed to run and repeat forever | | [OBNOXIOUS.CSS](http://tholman.com/obnoxious/)| Animations for the strong of heart, and weak of mind | | [MOTION UI](https://zurb.com/playground/motion-ui)| A Sass library for creating flexible CSS transitions and animations | | [Keyframes.app](https://keyframes.app/)| A graphical user interface for generating custom CSS keyframe animations | | [thoughtbot](https://thoughtbot.com/blog/transitions-and-transforms)| CSS Transitions and Transformations for Beginners | | [SVG Artista](https://svgartista.net/)| A useful tool to animate stroke and fill properties in SVG images with plain CSS code | | [AnimXYZ](https://animxyz.com/)| AnimXYZ helps you create, customize, and compose animations for your website. Built for Vue, React, SCSS, and CSS | | [Whirl](https://github.com/jh3y/whirl)| CSS loading animations with minimal effort! | | [Hamburgers](https://jonsuh.com/hamburgers/)| Hamburgers is a collection of tasty CSS-animated hamburger icons. Also included is the source as a Sass library. It’s modular and customizable, so cook up your own hamburger. | | [CSS Loaders & Spinners](https://cssloaders.github.io/)| This is a library having a collection of different types of CSS loaders, spinners | | [Motion One](https://motion.dev/)| A new animation library, built on the Web Animations API for the smallest filesize and the fastest performance. | | [pocoloco](https://pocoloco.io/)| Generate dynamic backgrounds for your website | | [AniX](https://adajuly.github.io/AniX/)| Super easy and lightweight css animation library. | | [AOS](https://michalsnik.github.io/aos/) | Animate On Scroll Library. | | [Animatopy](https://sarthology.github.io/Animatopy/) | Just-add-water CSS animations snippets | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Javascript Animation Libraries >javascript animations libraries to build awesome animations for websites and applications | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Greensock](https://greensock.com/)| A JavaScript library for building high-performance animations that work in every major browser | | [Velocity.js](http://velocityjs.org/)| Velocity is a lightweight animation engine with the same API as jQuery's $.animate() | | [lax.js](https://github.com/alexfoxy/laxxx)| Simple & light weight vanilla javascript plugin to create smooth & beautiful animations when you scroll! | | [Rellax.js](https://github.com/dixonandmoe/rellax)| A buttery smooth, super lightweight, vanilla javascript parallax library | | [three.js](https://github.com/mrdoob/three.js/)| An easy to use, lightweight, 3D library with a default WebGL renderer. | | [Atropos](https://atroposjs.com/)| Atropos is a lightweight, free and open-source JavaScript library to create stunning touch-friendly 3D parallax hover effects. | | [wow.js](https://wowjs.uk/)| Reveal Animations When You Scroll. | | [chocolat.js](http://chocolat.insipi.de/)| Free lightbox plugin. | | [Animate On Scroll](https://michalsnik.github.io/aos/)| Animate on scroll library to reveal animations when You scroll. | | [Tilt.js](http://gijsroge.github.io/tilt.js/)| A tiny requestAnimationFrame powered 60+fps lightweight parallax hover tilt effect for jQuery. | | [Roughnotation](https://roughnotation.com/)| Rough Notation is a small JavaScript library to create and animate annotations on a web page | | [tsParticles](https://particles.js.org/)| A lightweight library for creating particles, an improved version of the abandoned and obsolete particles.js | | [Particles.js](https://vincentgarreau.com/particles.js/)| A lightweight JavaScript library for creating particles | | [mo.js](https://mojs.github.io/)| The motion graphics toolbelt for the web | | [Lightbox2](https://lokeshdhakar.com/projects/lightbox2/)| A small JS library to overlay images on top of the current page. | | [Slick](https://kenwheeler.github.io/slick/)| Fully responsive carousel | | [barba.js](https://barba.js.org/)| Create fluid and smooth transitions between your website’s pages. | | [Locomotive Scroll](https://locomotivemtl.github.io/locomotive-scroll/)| A simple scroll library that provides detection of elements in viewport & smooth scrolling with parallax. | | [Owl carousel](https://owlcarousel2.github.io/OwlCarousel2/)| Free responsive jQuery carousel | | [Swiperjs](https://swiperjs.com/)| Free, Open Source, Modern Slider without jQuery. Available for Vanilla JS and all modern frameworks like React, Vue, Angular etc. | | [Splide](https://splidejs.com)| Free, pure JS library for carousels and sliders | | [Simple Parallax](https://simpleparallax.com/)| The easiest way to get a parallax effect with javascript | | [KUTE.js](https://thednp.github.io/kute.js/)| KUTE.js is a JavaScript animation engine for modern browsers. | | [Granim.js](https://sarcadass.github.io/granim.js/index.html)| Create fluid and interactive gradient animations with this small javascript library. | | [Popmotion](https://popmotion.io/)| Simple animation libraries for delightful user interfaces. | | [Vivus](https://maxwellito.github.io/vivus/)| Vivus is a lightweight JavaScript class (with no dependencies) that allows you to animate SVGs, giving them the appearence of being drawn. | | [Typed.js](https://mattboldt.com/demos/typed-js/)| A JavaScript Typing Animation Library. | | [Progress Bar.js](https://kimmobrunfeldt.github.io/progressbar.js/)| Responsive and slick progress bars with animated SVG paths. | | [Midnight.js](https://aerolab.github.io/midnight.js/)| Midnight.js lets you switch fixed headers on the fly | | [Tingle.js](https://tingle.robinparisi.com/)| Tingle is a simple modal plugin written in pure JavaScript | | [Theatre.js](https://www.theatrejs.com/)| Theatre.js is a JavaScript animation library with a GUI. It animates the DOM, WebGL, and any other JavaScript variable. | | [splidejs](https://splidejs.com/)| Splide is a lightweight, flexible and accessible slider/carousel written in TypeScript. No dependencies, no Lighthouse errors. | | [nice-waves](https://gvguy.github.io/nice-waves/)| Beautiful animated waves | | [Vanta.js](https://www.vantajs.com/)| Animated website backgrounds in a few lines of code. | | [Splitting.js](https://splitting.js.org/)| Splitting creates elements and adds CSS variables to unlock amazing possibilities for animating text, grids, and more! | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Javascript Chart Libraries >Libraries that help developers visualize data into charts | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [ChartJS](https://www.chartjs.org/)| Simple yet flexible JavaScript charting for designers & developers | | [FrappeJS](https://frappe.io/charts)| Includes Green squares grid like in GitHub, and other charts to use. | | [G2Plot](https://g2plot.antv.vision/en)| G2Plot is an interactive and responsive charting library based on the grammar of graphics. | | [Google Charts](https://developers.google.com/chart/)| Get the experience from Google to create similar charts that Google uses. | | [Data Driven Documents (D3)](https://d3js.org/)| Bind complicated and massive data to interactive graphs. | | [ApexCharts.Js](https://apexcharts.com/)|Modern & Interactive Open-source Charts | | [Chartist](http://gionkunz.github.io/chartist-js/index.html)|Simple responsive charts | | [Vizzu](https://lib.vizzuhq.com/0.3.0/)| Vizzu - a free, open-source Javascript library for building animated charts, data stories, and interactive explorers. | | [AntV](https://charts.ant.design/en)|Ant Design Charts, free JS Charts library for dynamic data with excellent documentation | | [Nivo](https://nivo.rocks/)|Nivo provides supercharged React components to easily build dataviz apps, it's built on top of d3. Also comes with server side rendering ability and fully declarative charts.| | [Echarts](https://echarts.apache.org/en/index.html)|An Open Source JavaScript Visualization Library with declarative syntax for Rapid Construction of Web-based Visualization | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## UI Components & Kits >Not quite "frameworks", but tools for creating user interfaces with components or UI kits | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Bit](https://bit.dev/components)| Provides a huge library of reuseable UI Components for React, Angular, Vue, React Native. Also can be used for sharing UI Components among other team members | | [UILang](http://uilang.com/)| A minimal, UI-focused programming language for web designers | | [Medialoot CSS Components](https://medialoot.com/free-themes/css-components/)| Calendars, price grids and other UI components | | [Froala Design Blocks](https://froala.com/design-blocks)| Over 170 responsive design blocks ready to be used in your web or mobile apps | | [Flowbite](https://flowbite.com)| Open-source library of Tailwind CSS components | | [daisyUI](https://daisyui.com/)| Tailwind CSS Components | | [Mui Treasury](https://mui-treasury.com)| An open-source project that provides a collection of ready-to-use components based on Material-UI. | | [Material Design For Bootstrap](https://mdbootstrap.com/)| Open source toolkit for building material design with Bootstrap | | [Photonkit](http://photonkit.com/)| Desktop UI library for Electron | | [Flat UI](https://designmodo.github.io/Flat-UI/)| Minimal free user interface kit| | [Shards](https://designrevision.com/downloads/shards/)| A free and modern UI toolkit for web makers based on Bootstrap | | [Themesberg](https://themesberg.com/templates/free)| Free and open-source website themes, templates, and UI kits based on Bootstrap and React | | [Creative Tim](https://www.creative-tim.com/)| All types of UI libraries and kits including JS frameworks like React | | [Brumm Shadow Maker](https://brumm.af/shadows)| An online tool to make css shadows| | [AdminLTE](https://adminlte.io/)| Best open source admin dashboard & control panel theme| | [SpinKit](https://tobiasahlin.com/spinkit/)| Simple CSS Spinners| | [Epic Spinners](https://epic-spinners.epicmax.co/)| CSS spinners collection with Vue.js integration. | | [Loading.io](https://loading.io/)| Online service provider for creating simple animations, spinners, progress bar and more | | [Moving Letters](https://tobiasahlin.com/moving-letters/)| Animated Text with JavaScript and anime.js| | [CSS Layout](https://csslayout.io/)| A collection of popular web layouts and patterns in pure CSS | | [CSS Grid Generator](https://cssgrid-generator.netlify.app/)| An open-source project that allow users to quickly create dynamic layout based on CSS Grid. | | [Codyhouse](https://codyhouse.co/)| Kick-start your web projects with CodyHouse's front-end framework and library of accessible HTML, CSS, JavaScript components | | [Tailwind Starter Kit](https://github.com/creativetimofficial/tailwind-starter-kit)| Tailwind Starter Kit a beautiful extension for TailwindCSS, Free and Open Source | | [Tailwindtoolbox](https://www.tailwindtoolbox.com/)| Open source starter templates and components, a plugins directory and useful tools/utilities to kick start your Tailwind CSS project. | | [tailwindcomponents](https://tailwindcomponents.com/)| A free repository for community components using TailwindCSS | | [sweetalert](https://sweetalert.js.org/)| SweetAlert makes popup messages easy and pretty. | | [sweetalert2](https://sweetalert2.github.io/)| A beautiful, responsive, customizable, accessible replacement for javascript's popup boxes | | [tailblocks](https://mertjf.github.io/tailblocks/)| Open source ready-to-use Tailwind CSS components. | | [Soft Components](https://soft-components-docs.web.app/)| A set of framework-agnostic web components based on neumorphic design. | | [Fast](https://www.fast.design/)| An interface system that can be used with modern Web Frameworks such as React, Vue and Angular. | | [LottieFiles ](https://lottiefiles.com/)| Interactive animations in many formats like json,gif and mp4, libraries and plugins for Web & Mobile . | | [Kutty](https://kutty.netlify.app/)| A set of accessible and reusable prebuilt Tailwind components that are commonly used in web applications. | | [Tailwind Templates](https://tailwindtemplates.io/)| A free collection of Tailwindcss Templates - tailwind components for rapid UI development. | | [Stitches](https://stitches.hyperyolo.com/)| An HTML template generator using functional css. | | [Meraki UI Components](https://merakiui.com/)| Beautiful Tailwindcss components that support RTL languages & fully responsive based on Flexbox & CSS Grid. | | [Daemonites Material Design For Bootstrap](https://http://daemonite.github.io/material/)| Daemonite's Material UI is a cross-platform and fully responsive front-end interface based on Google Material Design developed using Bootstrap 4 | | [Stitches](https://stitches.dev/)| CSS-in-JS with near-zero runtime, SSR, multi-variant support, and a best-in-class developer experience. | | [Headless UI](https://headlessui.dev/)| Completely unstyled, fully accessible UI components, designed to integrate beautifully with Tailwind CSS. | | [Styled components](https://styled-components.com/)| Build beautifully UI Components, for your applications & websites. | | [Figma Bootstrap 5 UI Kit](https://drive.google.com/file/d/1SZOTxXYfCMujqP2P684Vd5QIrlk5bwe6/view?usp=sharing)| UI Kit comprising 300+ organized Bootstrap 5 components built with atomic design system & auto layout. | | [Notiflix](https://notiflix.github.io)| JavaScript library for client-side non-blocking notifications, popup boxes, loading indicators, and more that makes your web projects much better | | [CoreUI](https://coreui.io)| Bootstrap Admin Dashboard Template & UI Components Library | | [AgnosticUI](https://www.agnosticui.com/)| Accessible React component primitives that also work with Vue 3, Svelte, and Angular | | [SVGR](https://react-svgr.com/)| SVGR is an universal tool to transform a raw SVG into a ready-to-use React components. Available online, in CLI, Node.js, as a webpack/rollup/parcel plugin... | | [uiverse](https://uiverse.io)| Hundreds Open-Source UI elements, made with HTML & CSS. Anyone can contribute. Includes buttons, checkboxes, spinners, cards, inputs and more. | | [HyperUI](https://www.hyperui.dev/)| Free open source Tailwind CSS components for marketing and ecommerce websites, as well as application UI. | | [Flowbite Admin Dashboard](https://github.com/themesberg/flowbite-admin-dashboard)| Free and open-source admin dashboard template built with Tailwind CSS and Flowbite featuring 15 examples pages, charts, widgets, and dark mode. | | [Wicked Blocks](https://wickedblocks.dev/)| A free collection of Tailwind blocks & components | | [Mamba UI](https://mambaui.com/)| Mamba UI is a free, open-source collection of UI components and templates based on Tailwind CSS. | |[Kitwind](https://kitwind.io/products/kometa/components) | Fully responsive UI kits, built with Tailwind CSS. | |[DevUI](https://www.devui.io/) | Free and Open-Source UI Components for Maximum Productivity. | |[Tail-Kit](https://www.tailwind-kit.com/) | Tail-kit gives you access to over 250 free components and free templates, based on Tailwind CSS 3.0. | |[Float UI](https://floatui.com/) | Free and open-source UI components and website templates using Tailwind CSS | |[Konsta UI](https://konstaui.com/) | Pixel perfect mobile UI components built with Tailwind CSS | |[React Native Gifted Chat](https://github.com/FaridSafi/react-native-gifted-chat#readme) | A chat UI component that offers a ready-to-use chat interface with features like message bubbles, input toolbar, and more. | |[Wind UI](https://wind-ui.com/) | Expertly made, responsive, accessible components in React and HTML ready to be used on your website or app. | |[Sonner](https://sonner.emilkowal.ski/) | An opinionated toast component for React. | |[Pines](https://devdojo.com/pines) | Pines is a library of animations, sliders, tooltips, accordions, modals, and more! It's a set of UI elements that can be copy and pasted into any Alpine and Tailwind projects. | |[Kuma UI](https://www.kuma-ui.com/) | With Kuma UI's headless, zero-runtime UI components, build top-performing websites effortlessly, while enjoying the best developer experience. Say hello to the future of CSS-in-JS. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## React UI Libraries >UI and component libraries for the React JavaScript framework | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Material UI](https://material-ui.com/)| React components for faster and easier web development, based on Material Design | | [Chakra UI](https://chakra-ui.com/)| Build accessible React apps & websites with speed. [Openchakra](https://openchakra.app/) | | [React Bootstrap](https://react-bootstrap.github.io/)| Bootstrap rebuilt for React. Include Bootstrap components right in your JavaScript | | [Semi Design](https://semi.design/en-US)| A modern, comprehensive, flexible design system that gives you all modular blocks you need to build sensible web apps & SaaS products. | | [Mantine](https://mantine.dev/)| React components and hooks library with native dark theme support focused on usability, accessibility and developer experience. | | [NextUI](https://nextui.org/)| Beautiful, fast and modern React UI library that allows you to create beatiful websites regardless of your design experience. | | [Arco Design](https://arco.design/en-US)| A comprehensive React UI components library based on the Arco Design system. | | [ui-playbook](https://uiplaybook.dev/)| The documented collection of UI components | | [ReactStrap](https://reactstrap.github.io/)| Another Bootstrap UI library for React | | [React Admin](https://marmelab.com/react-admin/)| A frontend Framework for building admin applications. Supports API's out of the box| | [BlueprintJS](https://blueprintjs.com/)| React-based UI toolkit for the web | | [React Semantic UI](https://react.semantic-ui.com/)| UI components based off of the Semantic UI framework | | [Shards React](https://designrevision.com/downloads/shards-react/)| React UI kit featuring a modern design system with dozens of custom components | | [React Virtualized](https://bvaughn.github.io/react-virtualized)| UI set for data. Includes tables, lists, sorting, etc. | | [React Toolbox](http://react-toolbox.io/#/)| Material design UI library for React | | [Elastic UI](https://elastic.github.io/eui/#/)| Distributes UI React components and static assets for use in building web layouts | | [React Desktop](http://reactdesktop.js.org/)| Desktop styled components in React. Includes MacOS and Windows based components | | [Theme UI](https://theme-ui.com/home)| Build consistent, themeable React apps based on constraint-based design principles | | [Onsen React](https://onsen.io/react/)| Distributes Components for hybrid mobile apps with React and Onsen UI | | [Evergreen](https://evergreen.segment.com/)| Design system for React | | [Rebass](https://rebassjs.org/)| React primitive UI components built with styled system | | [Grommet](https://v2.grommet.io/)| mobile first UI component library | | [Landing Page Template](https://github.com/cruip/open-react-template/)| Open source landing page template for react | | [Elemental UI](http://elemental-ui.com/)| A UI Toolkit for React.js Websites and Apps | | [Ant Design](https://ant.design/)| Open source design React UI library. | | [Bumbag](https://bumbag.style/)| Bumbag is a friendly React UI Kit suitable for MVPs or large-scale applications. | | [PRIMEREACT](https://www.primefaces.org/primereact/)| The ultimate collection of design-agnostic, flexible and accessible React UI Components | | [Primer Components](https://primer.style/components/)| Primer Components are React components which implement GitHub's Primer Design System | | [Orbit](https://orbit.kiwi/)| Design system and React UI components for travel projects. | | [Base Web](https://baseweb.design/)| Base Web provides a robust suite of components out of the box | | [Backpack UI](http://lonelyplanet.github.io/backpack-ui/?path=/story/styles--design-tokens)| Backpack is the Lonely Planet toolset that we use to build front end apps. | | [Reaviz](https://reaviz.io)| Data visualization library for React based on D3 | | [React Suite](https://rsuitejs.com/en/)| A suite of React components, sensible UI design, and a friendly development experience. | | [React Spring](https://www.react-spring.io/)| Spring-physics based animation library for React applications. | | [Recharts](http://recharts.org/en-US/)| A composable charting library built on React components. | | [Vercel UI](https://github.com/geist-org/react) | Modern and minimalist React UI library | | [Framer Motion](https://www.framer.com/motion/) | A React library to power production-ready animations. | | [React Spectrum](https://react-spectrum.adobe.com/react-spectrum/index.html) | A React implementation of Spectrum, Adobe’s design system. | | [React tsParticles](https://github.com/matteobruni/tsparticles/tree/main/components/react)| A lightweight React component for creating particles | | [particles-bg](https://github.com/lindelof/particles-bg)| A React particles animation background component | | [Treact](https://treact.owaiskhan.me)| Gallery of free and modern React templates and UI components developed using TailwindCSS as the front-end framework | | [OAH-Admin](https://gatsby-admin.paljs.com/extra-components/progress/)| a free React admin dashboard template based on Gatsby with oah-ui components and elements package. | | [Carolina Admin Dashboard](https://demo.uifort.com/carolina-react-admin-dashboard-material-ui-free-demo/LandingPage)| Free React admin template is powered by Material-UI components framework and features a clean and fresh design following Google's Material Design specifications. | | [Tabler](https://github.com/tabler/tabler-react)| Tabler is a free React admin dashboard template ideal for any kind of back-end web application. | | [Sha-el-design](https://github.com/sha-el/sha-el-design)| React components for easier customization and smooth development flow. | | [React-WeUI](https://weui.github.io/react-weui/docs/#/react-weui/docs/page/0/articles/0)| React-WeUI made from our love of React and WeChat's WeUI Design. | | [Supabase UI](https://ui.supabase.io/)| An open-source UI component library inspired by Tailwind and AntDesign. | | [Ring UI](https://github.com/JetBrains/ring-ui)| A collection of JetBrains Web UI components. | | [React95](https://react95.io/)| Refreshed Windows 95 style UI components for your React app. | | [Reakit](https://reakit.io/)| Reakit is a lower level component library for building accessible high level UI libraries, design systems and applications with React. | | [Zent](https://github.com/youzan/zent)| A collection of essential UI components written with React. | | [Gestalt](https://github.com/pinterest/gestalt)| A set of React UI components that supports Pinterest’s design language. | | [xstyled](https://xstyled.dev/)| A CSS-in-JS framework built for React with props based utilities like display, fontSize or rotate. | | [@use-gesture](https://github.com/pmndrs/use-gesture)| Bread n butter utility for component-tied mouse/touch gestures in React. | | [React Rainbow](https://react-rainbow.io/)| React Rainbow is a collection of components that will reliably help you build your application in a snap. | | [React Use Smooth Scroll](https://github.com/saidMounaim/React-Use-Smooth-Scroll)| React Provider Component to add a smooth scroll effect | | [Choc UI](https://choc-ui.com/)| Choc UI is a set of accessible and reusable components that are commonly used in web applications. | | [Elementz](https://elementz.style/)| A React Component library for buliding modern applications easily & quickly. | | [Radix UI](https://www.radix-ui.com/)| Unstyled, accessible components for building high‑quality design systems and web apps in React | | [Materio MUI React NextJS Admin Template](https://github.com/themeselection/materio-mui-react-nextjs-admin-template-free)| Most Powerful & Comprehensive Open-source MUI React NextJS Admin Dashboard Template built for developers. | | [Chakra Templates](https://chakra-templates.dev/)| A growing collection of hand-crafted & responsive Chakra UI templates ready to drop into your React project. | | [React Resizable Panels](https://github.com/bvaughn/react-resizable-panels)| React components for resizable panel groups/layouts. | | [Carbon React](https://carbondesignsystem.com/developing/frameworks/react/)| Extensive library of React components for Websites and UI's. Based on the Carbon Design System from IBM | | [React Aria](https://react-spectrum.adobe.com/react-aria/) | A library of React Hooks that provides accessible UI primitives for your design system. | | [shadcn/ui](https://ui.shadcn.com/) | Beautifully designed components built with Radix UI and Tailwind CSS. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Vue UI Libraries >UI and component libraries for the Vue JavaScript framework | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Vuetify](https://vuetifyjs.com/en/)| Material design component framework | | [Bootstrap Vue](https://bootstrap-vue.org/)| Use Bootstrap components with Vue | | [Buefy](https://buefy.org/)| Lightweight UI components based on Bulma | | [Semantic UI Vue](https://semantic-ui-vue.github.io)| Semantic UI Vue is the Vue integration for Semantic UI | | [Arco Design Vue](https://arco.design/vue/en-US/docs/start)| A comprehensive Vue UI components library based on the Arco Design system. | | [VEUI](https://veui.dev/en-US)| VEUI is an enterprise UI component library, based on Vue.js. | | [Grace](https://github.com/Trendyol/grace)| Design System For Vue Applications. | | [Quasar](https://quasar.dev/)| High-performance Material Design component suite with builders for SPA, SSR, PWA, Mobile (Cordova & Capacitor), Desktop (Electron) and Browser extensions | | [Element](https://element.eleme.io/#/en-US)| Desktop UI library for Vue | | [Fish UI](https://myliang.github.io/fish-ui/#/components/index)| Vue UI toolkit for the web | | [Keen UI](https://josephuspaye.github.io/Keen-UI)| VueUI library with a simple API, inspired by Google's Material Design | | [Materio Vuetify Vuejs Admin Template](https://github.com/themeselection/materio-vuetify-vuejs-admin-template-free)| Open-source & Easy to use Vuetify Vuejs Admin Template with Elegant Design & Unique Layout | | [Onsen Vue](https://onsen.io/vue/)| Distributes Components for hybrid mobile apps with Vue and Onsen UI | | [Vuejsexamples](https://vuejsexamples.com)| A nice collection of useful vuejs UI components | | [Inkline](https://inkline.io)|Inkline is a modern UI/UX Framework for Vue.js designed for creating flawless responsive web applications | | [Vuesax](https://vuesax.com/)|Unique and reusable UI components | | [Antdv](https://antdv.com/)|UI library for Vue based on Ant Design | | [Shards Vue](https://designrevision.com/downloads/shards-vue/)|A high-quality & free Vue UI kit featuring a modern design system with dozens of custom components | | [Prime Vue](https://www.primefaces.org/primevue/)|Powerful yet simple to use, versatile, performant Vue UI Component Library to help you build stunning user interfaces.| | [Chakra UI Vue](https://vue.chakra-ui.com/)|Chakra UI is a simple modular and accessible component library that gives you the building blocks to build Vue applications with speed.| | [View UI](https://www.iviewui.com/)|Dozens of useful and beautiful Vue components made for people with all skill levels with extensive documentation.| | [Particles.vue](https://github.com/matteobruni/tsparticles/tree/main/components/vue)| A lightweight Vue 2.x component for creating particles | | [Particles.vue3](https://github.com/matteobruni/tsparticles/tree/main/components/vue3)| A lightweight Vue 3.x component for creating particles | | [TC Components](https://components.timos.design) | A library of high-quality ready to use components that will help you speed up your development workflow. | | [Vant](https://youzan.github.io/vant) | Lightweight Mobile UI Components built on Vue. | | [Equal UI](https://quatrochan.github.io/Equal/) | Open-source Vue 3 components system for your next project based on TypeScript | | [Mint UI](https://mint-ui.github.io/#!/en) | Mobile UI elements for Vue.js | | [Cube UI](https://didi.github.io/cube-ui/#/en-US) | A fantastic mobile ui lib implement by Vue.js | | [Muse UI](https://muse-ui.org/#/en-US) | Based on the Vue 2.0 elegant Material Design UI component library | | [AT-UI](https://at-ui.github.io/at-ui/#/en) | AT-UI is a modular front-end UI framework for developing fast and powerful web interfaces based on Vue.js. | | [Vuikit](https://vuikit.js.org/) | A consistent and responsive Vue UI library, based on the front-end framework UIkit. | | [Wave UI](https://antoniandre.github.io/wave-ui/) | A Vue.js UI framework with only the bright side. | | [VueTailwind](https://www.vue-tailwind.com/) | Set of Lightview and fully customizable Vue Components optimized for TailwindCSS. | | [Oruga](https://oruga.io/) | Oruga is a lightweight library of UI components for Vue.js without CSS framework dependency. | | [BalmUI](https://material.balmjs.com/#/) | BalmUI is a modular and customizable Material Design UI library for Vue.js. | | [Weex UI](https://github.com/apache/incubator-weex-ui) | A rich interaction, lightweight, high performance UI library based on Weex. | | [Varlet](https://github.com/haoziqaq/varlet) | Varlet is a Material design mobile component library developed based on Vue3, developed and maintained by partners in the community. | | [Naive UI](https://www.naiveui.com/en-US/os-theme) | A Vue 3 Component Library. Fairly Complete. Customizable Themes. Uses TypeScript. Not too Slow. | | [Vuestic](https://vuestic.dev/) | Free and Open Source UI Library for Vue 3 🤘. | | [Vue Final Modal](https://vue-final-modal.org/) | Vue Final Modal is a tiny, renderless, mobile-friendly, feature-rich modal component for Vue.js. | | [Vuetensils](https://vuetensils.stegosource.com/) | Vuetensils is a lightweight component library for Vue 2.x that brings some of most common UI features, but only the bare minimum styles to avoid adding any extra bloat. You can work on the branding, and don't have to worry about the accessibility. | | [NuxtLabs UI](https://ui.nuxtlabs.com/getting-started) | Fully styled and customizable components for Nuxt. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Angular UI Libraries >UI and component libraries for the Angular JavaScript framework | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Material Angular](https://material.angular.io/)| UI library for Angular based on Material design | | [NG Bootstrap](https://ng-bootstrap.github.io/#/home)| UI library for Angular based on the Bootstrap framework | | [PrimeNG](https://www.primefaces.org/primeng/#/)| Powerful UI component library for Angular | | [Onsen Angular](https://onsen.io/angular2/)| Hybrid mobile and PWA UI library for Angular and Onsen UI | | [NG Lightning](https://ng-lightning.github.io/ng-lightning/#/)| Native Angular components & directives for Lightning Design System | | [NG Semantic](https://ng-semantic.herokuapp.com/)| UI library for Angular based on Semantic UI | | [Nebular](https://akveo.github.io/nebular/)| Customizable UI Kit, Auth & Security for Angular | | [Alyle UI](https://alyle.io/)| Minimal components set for Angular | | [NGX Bootstrap](https://valor-software.com/ngx-bootstrap/#/)| Another UI library for Angular based on the Bootstrap framework | | [NG Zorro](https://ng.ant.design/)| UI library for Angular based on Ant Design | | [Pagination for datatables](https://www.npmjs.com/package/ngx-pagination) | npm library for pagination | | [Multi select dropdown](https://www.npmjs.com/package/ng-multiselect-dropdown) | For multi select drop-dowm in forms | | [NG Particles](https://particles.matteobruni.it/)| A lightweight Angular component for creating particles | | [Covalent UI](https://teradata.github.io/covalent/v3/#/)| Angular UI Platform focused on solving common enterprise needs | | [Clarity](https://clarity.design/)| CSS based Angular UI framework developed by VMware group | | [Taiga UI](https://taiga-ui.dev/)| Taiga UI is fully-treeshakable Angular UI Kit consisting of multiple base libraries and several add-ons. | | [ngx-admin](https://akveo.github.io/ngx-admin/)| Admin template based on Angular 10+ and Nebular | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Svelte UI Libraries >UI and component libraries for the Svelte JavaScript compiler | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Svelte Material UI](https://sveltematerialui.com/)| UI library for Svelte based on Material Design | | [SvelteStrap](https://bestguy.github.io/sveltestrap/)| UI library for Svelte based on the Bootstrap framework | | [Svelte Flat UI](https://svelteui.js.org/)|UI library for Svelte based on Flat Design | | [Svelte Particles](https://github.com/matteobruni/tsparticles/tree/main/components/svelte)| A lightweight Svelte component for creating particles | | [Attractions](https://illright.github.io/attractions/)| A pretty cool UI kit for Svelte | | [Svelteit](https://docs.svelteit.dev)| A minimalistic UI/UX component library for Svelte and Sapper projects | | [Carbon Components Svelte](https://carbon-components-svelte.onrender.com/)| A component library that implements the Carbon Design System, an open source design system by IBM.| | [Radix Svelte](https://www.radix-svelte.com/)| This is a port of Radix UI for Svelte.| | [shadcn-svelte](https://www.shadcn-svelte.com/)| shadcn-svelte is an unofficial community-led Svelte port of shadcn/ui.| | [Skeleton](https://www.skeleton.dev/)| Skeleton is an open source UI toolkit built with Svelte + Tailwind that allows you to create reactive web interfaces using Svelte + Tailwind CSS.| <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## React Native UI Libraries >UI and component libraries for the React Native Framework | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Magnus UI](https://magnus-ui.com/)| Magnus UI is the ultimate UI framework that helps you in building consistent user interfaces effortlessly in react native | | [React Native UI Lib](https://wix.github.io/react-native-ui-lib/)| React Native UI (RNUI) is a UI Toolset & Components Library for React Native from Wix | | [React Native Paper](https://reactnativepaper.com/)| React Native Paper is a high-quality, standard-compliant Material Design library that has you covered in all major use-cases | | [UI Kitten](https://akveo.github.io/react-native-ui-kitten/)| UI Kitten is React Native framework for creating stunning cross-platform mobile applications. Design system based, brings your product from MVP to enterprise. | | [React Native Elements](https://reactnativeelements.com/)| Cross Platform React Native UI Toolkit that provides an all-in-one UI kit for creating apps in react native. | | [NativeBase](https://nativebase.io/)| Essential cross-platform UI components for React Native & Vue Native. | | [Shoutem UI](https://shoutem.github.io/docs/ui-toolkit/introduction)| Shoutem UI toolkit enables you to build professionally looking React Native apps with ease. | | [tailwind-rn](https://github.com/vadimdemedes/tailwind-rn)| Use Tailwind CSS in React Native projects. | | [Ant Design Mobile RN](https://rn.mobile.ant.design/)| An Ant design based configurable Mobile UI component library based on React Native. | | [SnackUI](https://github.com/snackui/snackui)| SnackUI is a UI Kit for React Native + react-native-web that's much faster rocket with an optimizing compiler. | | [Moti](https://moti.fyi/)| Moti is the universal animation package for React Native | | [Tamagui](https://tamagui.dev/)| Universal React design systems that optimize for native & web. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Design Systems & Style Guides >Design systems, style guides, toolkits, docs. Some of these are design guides for top companies/websites | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Material Design](https://material.io/)| Google's Material Design | | [Ant Design](https://ant.design/)| Design system for enterprise-level products | | [Apple Design Resources](https://developer.apple.com/design/resources/)| Guides and templates for using Apple design and UI | | [Primer](https://primer.style/)| Design, build, and create with GitHub’s design system | | [Arco.design](https://arco.design/en-US)| An enterprise-level design system jointly launched by the Bytedance GIP UED team and the architecture front-end team. | | [Alta UI](https://www.oracle.com/webfolder/ux/middleware/alta/index.html)| Oracle's design system and toolkit | | [Pulse](https://pulse.heartbeat.ua/)| Design system, guides and React component library | | [Bolt](https://boltdesignsystem.com/)| Robust Twig and web component powered UI components | | [Clarity Design System](https://clarity.design/)| UX guidelines, HTML/CSS framework, and Angular components | | [AtlasKit](https://atlaskit.atlassian.com/)| Atlassian's official UI library, built according to the Atlassian Design Guidelines | | [Audi Design Resources](https://www.audi.com/ci/en/guides/user-interface/introduction.html)| Audi UI design system and toolkit | | [Carbon Design Systems](https://www.carbondesignsystem.com/)| Carbon is IBM’s open-source design system for products and experiences | | [Yelp Style Guide](https://www.yelp.com/styleguide)| Yelp style guide, components and toolkit | | [Comet](https://comet.discoveryeducation.com/)| Scalable design system of visual language, components, and design assets | | [ETrade Design System](https://etrade.design/)| Guides and toolkits that blend finance with simplicity and ease of use | | [Fundamental Library](https://sap.github.io/fundamental-styles/)| Open source and community driven project for consistent user interfaces| | [Infor Design](https://design.infor.com/)| Guidelines and resources to create meaningful experiences for Infor’s products | | [Lexicon](https://liferay.design/lexicon/)| An experience language for crafting beautiful UI | | [Mailchimp UI/UX](https://ux.mailchimp.com/patterns/color)| Style guide and components from Mailchimp | | [Marvel Style Guide](https://marvelapp.com/styleguide/overview/introduction)| Set of design principles and components | | [Microsoft Fluent UI](https://developer.microsoft.com/en-us/fluentui#/)| Collection of UX frameworks from Microsoft | | [Pluralsight Design System](https://design-system.pluralsight.com/)| Design guide with components for designing with Pluralsight | | [Polaris](https://polaris.shopify.com/)| Design system that creates great experiences for all of Shopify’s merchants | | [Mozilla Protocol](https://protocol.mozilla.org/)| Protocol is a design system for Mozilla and Firefox websites | | [SendGrid Style Guide](http://styleguide.sendgrid.com/)| UI library for developing consistent UI/UX at SendGrid | | [VTEX Styleguide](https://styleguide.vtex.com/)| Reusable patterns, components and assets related to product design in VTEX | | [Rizzo](https://rizzo.lonelyplanet.com/styleguide/design-elements)| Style guide with UI components, JS components, widgets, etc | | [Atomize](https://atomizecode.com/)| UI framework that helps developers collaborate with designers and build consistent user interfaces effortlessly | | [StyleGuides.io](http://styleguides.io/)| A directory of 500+ styleguides | | [Done Design System](https://uilibrary.github.io/done-design-system/)| Open source design system, guides & components | | [Skoda Brand System](https://skoda-brand.com/explore-our-brand) | Design guideline for developing applications under the Skoda brand | | [Spectrum](https://spectrum.adobe.com/) | Adobe’s design system that provides components and tools to help product teams work more efficiently, and to make Adobe’s applications more cohesive. | | [Asphalt](https://asphalt.gojek.io/) | Gojek’s design language system. A collection of guidelines and components to create amazing user experiences. | | [Laws of UX](https://lawsofux.com/) | A collection of the key maxims that designers must consider when building user interfaces. | | [Checklist Design](https://www.checklist.design/) | Checklist Design is a curated list of checklists ranging from website pages, to UI components, all the way to branding assets. | | [Humane By Design](https://humanebydesign.com/) | A resource that provides guidance for designing ethically humane digital products through patterns focused on user well-being. | | [Pr1mer Guidelines](https://guidelines.pr1mer.tech) | An open source set of very general guidelines, inspired by Human Interface. Created and maintained by Pr1mer Tech | | [Patterfly](https://www.patternfly.org/) | PatternFly is an open source design system from Red Hat, Inc. | | [Patterns](https://www.patterns.dev) | A resource to improve on design patterns and component patterns for building powerful web apps with vanilla JavaScript and React.| <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Online Design Tools >All kinds of online tools for design, from photo editors to wireframing, and more | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Figma](https://www.figma.com/graphic-design-tool/)| Online graphic design tool (Free & paid options) | | [Penpot](https://penpot.app/)| [Open Source and selfhostable](https://github.com/penpot/penpot#what-is-penpot) online graphic design tool | | [Vectr](https://vectr.com/)| Free vector graphics software| | [Taler](https://www.taler.app/)| Create social media banner designs in minutes from hundreds of customizable templates | | [Canva](https://www.canva.com/)| Create beautiful designs (Free & Paid) | | [Get Waves](https://getwaves.io/)| A free SVG wave generator to make unique SVG waves for web design | | [Clippy](https://bennettfeely.com/clippy/)| Easy CSS clip-path maker | | [Fancy Border Radius](https://9elements.github.io/fancy-border-radius/full-control.html)| Eight values specifying border-radius in CSS ( border-radius generator ) | | [Wireframe.cc](https://wireframe.cc/)| Wireframing tool (free & paid) | | [Fotor](https://www.fotor.com/)| Photo editor and design maker | | [Pixlr](https://www.pixlr.com/)| Online photo editor | | [Animoto Video Maker](https://animoto.com/apps/online-video-maker)| Make videos online | | [RemoveBG](https://www.remove.bg/)| Remove image backgrounds | | [Photo Creator](https://photos.icons8.com/creator)| Create your own photos instead of searching for stock | | [Visme](https://www.visme.co/)| Create presentations, infographics and more | | [Infogram](https://infogram.com/)| Create infograms | | [ChartGo](https://www.chartgo.com/)| Create charts and graphs online | | [Cartoon Photo](https://cartoon.pho.to/)| Turn photos into cartoons | | [Whimsical](https://whimsical.com/)| Wireframes, diagrams and more (4 free) | | [Whiteboard](https://witeboard.com/)| Online drawing tool | | [Octopus](https://octopus.do/)| Sitemap builder | | [Onlineboard](https://onlineboard.eu)| Real-time shareable whiteboard for brainstorming | | [CTA Button Maker](https://www.clickminded.com/button-generator/)| Create call to action buttons | | [Blobmaker](https://www.blobmaker.app/)| Blobmaker is a free generative design tool, to help you quickly create random, unique, and organic-looking SVG shapes. | | [Personas](https://personas.draftbit.com/)| A playful avatar generator for the modern age | | [Photopea](https://www.photopea.com)| An Online Photoshop editor | | [Excalidraw](https://excalidraw.com/)| Virtual whiteboard for sketching hand-drawn like diagrams | | [Diagrams](https://www.diagrams.net/)| Diagram software and Flowchart maker | | [Mermaid](https://github.com/mermaid-js/mermaid)| renders Markdown-inspired text definitions to create and modify diagrams (like flowchart, sequence diagram, gantt, or user journey) dynamically. (FOSS) | | [MapInSeconds](http://mapinseconds.com/)| Simple way to visualize your data with a map | | [Grid Malven](http://grid.malven.co/)| A css grid cheatsheet to reference when creating a css grid | | [Flex Malven](http://flexbox.malven.co/)| A flexbox grid cheatsheet to reference when working with flexbox | | [Smart Upscaler](https://icons8.com/upscaler) | Upscale images by 2-4x resolution (4 free) | | [GetAvataaars](https://getavataaars.com/) | Fun and Colorful free avatars web generator tool by Fang-Pen Lin using Pablo Stanley sketch library | | [Big Heads](https://github.com/RobertBroersma/bigheads) | Easily generate avatars for your projects with Big Heads by Robert Broersma. | [Webflow](https://webflow.com/) | Break the code barrier, Build better business websites, faster. Without coding. | | [Trace](https://stickermule.com/trace) | Instantly remove the background from your photos | | [Neumorphism.io](https://neumorphism.io/#55b9f3) | Generate Soft-UI CSS shadow code | | [DB Designer](https://app.dbdesigner.net/) | Design your database for free online | | [Ui Bakery](https://uibakery.io/) | Create full-fledged web apps visually | | [Faux](http://knutsynstad.com/fauxcode/) | Turn real code into faux code | | [Rive](https://rive.app/) | Real-time interactive design tool that allows you to design, animate, and immediately integrate your assets into any platform. | [Unscreen](https://www.unscreen.com/) | Remove Video Background 100% Automatically and Free | | [Kodeshot](https://www.kodeshot.net/) | Convert your source code into nice pictures for your articles, tweets, messages, posts... | | [Wix](https://www.wix.com/) | Create a Website You’re Proud Of | | [GTmetrix](https://gtmetrix.com/) | Website Speed and Performance Optimization | | [Yellow Lab Tools](https://yellowlab.tools/) | Online test to help speeding up heavy web pages | | [Framer](https://www.framer.com/) | Is prototyping tool for teams | | [Draw.io](https://www.draw.io/) | Free online diagram editor tool | | [UXWing SVG Editor](https://uxwing.com/svg-icon-editor)| Creating and Edit SVG Online | | [CSS Arrow](http://www.cssarrowplease.com/)| Create and export CSS code for a custom box with an arrow extending out from the side. Great for tooltips, flyouts and the like. | | [Lucidchart](https://www.lucidchart.com/pages/)| Diagramming and visualization tools that allows creating databases, flowcharts, boards, floor-maps, and much more. 3 multi-page documents on the free tier | | [Carbon](https://carbon.now.sh)| Create and share beautiful images of your source code by typing or drop a file. | | [PixCleaner](https://www.pixcleaner.com/)| Accurate and hassle free background removal tool | | [Glass UI](https://ui.glass/generator)| A modern CSS UI library based on the glassmorphism design principles that will help you quickly design and build beautiful websites and applications. | | [Glassmorphism](https://glassmorphism.com/)| An incredible online tool for generating quick glassmorphic UI in CSS code snippets. | | [TableConvert](https://tableconvert.com/)| Table Convert Online is a web-based tool to converts Excel, URL, HTML, Markdown table and CSV to Markdown table, CSV/TSV, JSON, XML, YAML, insert SQL, HTML, Excel and LaTeX table. | | [Doodle Ipsum](https://doodleipsum.com/)| The lorem ipsum of illustrations. Just customize your doodles, grab the code, and use them on your web prototypes, landing pages, or no-code tools. | | [Figen](https://figen.cc/)| Post Cover & Background Generator Tool | | [Windframe](https://www.devwares.com/windframe/)| A tool to rapidly prototype and build stunning websites using Tailwind CSS (Free & Premium) | | [Slickr](https://slickr.vercel.app/)| A tool for designing cover image for your blog. | | [Shadow Palette Generator](https://www.joshwcomeau.com/shadow-palette/)| Create a set of lush, realistic CSS shadows. | | [Ray.so](https://ray.so/)| Online tool to create beautiful images of your code. | | [Codepng](https://www.codepng.app/)| Convert your source code into awesome shareable images. | | [CSS Grid Generator](https://grid.layoutit.com/)| A tool for creating CSS Grid Layouts | | [Penpot](https://penpot.app/) | Penpot is the first Open Source design and prototyping platform meant for cross-domain teams. Non dependent on operating systems, Penpot is web based and works with open web standards (SVG). For all and empowered by the community | | [JSONT](https://www.jsont.run/)| A simple and powerful online JSON formatting tool | | [Jitter](https://jitter.video/)| Online tool to create motion graphics/design| | [Visily](https://www.visily.ai)| Tool that empowers *non-designers* to design web and mobile app mockups | | [okso.app](https://okso.app) | The drawing app with a nested "drawing-inside-the-drawing" structure | | [Calc Generator](https://fpece.com/calc-generator) | Tool for easily creating precise Calc() CSS functions | | [Scrollbar.app](https://scrollbar.app) | Simple online editor for creating custom CSS scrollbars | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Downloadable Design Software >Free software for UI, photo, 3d modeling, etc. Alternatives to paid software like Photoshop | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [Gimp](https://www.gimp.org/)| Free & open source image editor similar to Photoshop | | [Gravit Designer](https://www.designer.io/en/)| Free full-featured vector graphic design app that works on ALL platforms | | [Blender](https://www.blender.org/download/)| Open source, free animation, 3D modeling, etc. | | [Raw Therapee](https://rawtherapee.com/)| Cross-platform raw image processing program | | [Be Funky](https://www.befunky.com/features/graphic-designer/)| Online design program | | [Krita](https://krita.org/en/download/krita-desktop/)| Sketching and painting program designed for digital artists | | [Pencil Project](https://pencil.evolus.vn/)| GUI prototyping software | | [Inkscape](https://inkscape.org/)| Powerful free design tool | | [Adobe XD](https://www.adobe.com/products/xd.html)| Free design tool from Adobe | | [Shapes.so](https://shape.so/pricing)| Icons that can be used as code in your projects | | [Lunacy](https://icons8.com/lunacy) | Sketch for Windows | | [InVision Studio](https://www.invisionapp.com/studio)| Free screen designing tool from InVision | | [Darktable](https://www.darktable.org/)| Free & Open source photography workflow application and raw developer | | [Inpixio photo Editor](https://www.inpixio.com/free-photo-editor)| Free Photo Editor: For windows only | | [Colorpicker](https://colorpicker.fr)| Open Source colors software: Retrieve, manipulate and store your colors easily! | | [Google Web Designer](https://webdesigner.withgoogle.com/)| Create engaging, interactive HTML5-based designs and motion graphics that can run on any device. | | [Origami Studio](https://origami.design)| Interactive interface design tool created by Facebook: For mac only | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Design Inspiration >Here are some websites to get inspiration for design and UI | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [CSS Zen Garden](http://csszengarden.com/) | Demonstrating the power of CSS, over 200 CSS-only interpretations of the same HTML file. | | [Behance](https://www.behance.net/)| Design projects featured by different creators | | [Dribbble](https://dribbble.com/)| Design projects featured by different creators | | [Landingfolio](https://landingfolio.com/)| Landingfolio features the best landing page inspiration, templates, resources and examples on the web. | | [Codewell](https://www.codewell.cc/)| Practice your HTML, CSS, and Javascript skills on real world design templates | | [Foxyapps](https://foxyapps.co/)| Design inspiration from the best mobile app designs | | [Httpster](https://httpster.net/2020/apr/)| Showcases websites made by people from all over the world | | [Inspofinds](https://inspofinds.com/)| Latest design work from designers and the design community | | [Design Notes](https://www.designnotes.co/)| Free online resource library for product designers | | [Land Book](https://land-book.com/)| Displays a large collection of websites to help find inspiration | | [Frontend Mentor](https://www.frontendmentor.io/)| Real-world UI Challenges using HTML, CSS and Javascript | | [Awwwards](https://www.awwwards.com/)| A website that rate and collects the best websites in the world in UI | | [Codrops](https://tympanus.net/codrops/)| A website that collects the best UI ideas and patterns and make tutorials of it| | [SaaS Landing Page](https://saaslandingpage.com/)| Discover the best landing page examples created by top-class SaaS companies | | [Saaspages.xyz](https://saaspages.xyz)| A collection of the best landing pages with a focus on copywriting and design. | | [Screenlane](https://screenlane.com)| Screenlane is a website and newsletter that features the latest web and mobile design inspiration. | | [lapa ninja](https://www.lapa.ninja/)| Best landing page inspiration | | [Freefrontend](https://freefrontend.com/)| Free frontend design from css html and javascript. latest work some design part | | [Webframe](https://webframe.xyz)| Discover and be inspired by beautiful webapp designs | | [Collect UI](http://collectui.com/)| Daily inspiration collected from daily ui archive and beyond. Handpicked, and updating daily. | | [Graphic Burger](https://graphicburger.com/) | A site offering a free and pain icons, mock-ups, Ui-Kits, text effect and backgrounds. This site's resource are a mix of free and paid resources. Icons is on a mix of PNG, SVG, EPS and Sketch Format. Some resources are confusing as there are sponsored content in the middle of the free sets. | | [Really Good Emails](https://reallygoodemails.com/) | A site offering users a ton of company e-mails from customer service to marketing. | | [Free Design Resource](https://freedesignresources.net/) | A site offering fonts, mockups, templates graphics and ui kits. | | [Site Inspire](https://www.siteinspire.com/) |siteInspire is a showcase of the finest web and interactive design. | | [Web Design Inspiration](https://www.webdesign-inspiration.com/) | A site for web design inspiration, updated daily. | | [NavNav](https://navnav.co/) | Responsive navigation examples | | [Calltoidea](https://www.calltoidea.com/) | Collection of different web Components for inspiration. | | [MediaQueri.es](https://mediaqueri.es/) | A collection of inspirational websites using media queries and responsive web design | | [Mulzli Search](https://search.muz.li) | Search engine for design inspiration | | [DeviantArt](https://www.deviantart.com/) | Access to 370 million pieces of art for inspiration. | | [Design your way](https://www.designyourway.net/blog/web-and-mobile-design/) | Collection of different Web and Mobile Designs | | [Humans.fyi](https://humans.fyi/) | A collection of brilliant personal websites filterable by colors and web technologies used in each website. | | [SiteSee](https://sitesee.co/) | A curated gallery of beautiful and modern websites. | | [UI Garage](https://uigarage.net/) | Daily handpicked UI inspiration & patterns. | | [ecomm.design](https://ecomm.design/) | eCommerce Website Design Gallery & Tech Inspiration. | | [Design Nominees](https://www.designnominees.com/) | A showcase of awarding and showcasing the best websites, apps and Games. | | [Design Vault](https://designvault.io/) | A library of screenshots and patterns from real world digital products| | [CSS buttons](https://getcssscan.com/css-buttons-examples)| 84 Beautiful CSS buttons examples. | | [CSS box-shadow](https://getcssscan.com/css-box-shadow-examples)| 91 Beautiful CSS box-shadow examples. | | [Super Designer](https://superdesigner.co)| Design tools that give you super powers. | | [Landings](https://landings.dev)| Find the best landing pages for your design inspiration based on your preference. | | [Page Collective](https://pagecollective.com/)| Page Collective is part of a network of design inspiration websites. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Image Compression >Websites that allow you to compress large images | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [TinyPNG](https://tinypng.com/)| Smart PNG and JPEG compression | [Optimizilla](https://imagecompressor.com/)| Online JPEG and PNG optimizer / compressor with settings and archive download | [Compressor.io](https://compressor.io/)| JPEG, PNG, GIF, SVG Compression | | [Squoosh.app](https://squoosh.app/)| Image compression from Google Chrome Labs | | [BulkResizePhotos](https://bulkresizephotos.com/)| Bulk image resizing, compression & converting that perform all the tasks within the browser (It works offline) | | [iLoveIMG](https://www.iloveimg.com/)| The fastest free web app for easy image modification | | [SvgOMG](https://jakearchibald.github.io/svgomg/)| Online SVG optimizer with a lot of settings and possibility to cut and paste svg code directly in it.| | [CompressJPEG](https://compressjpeg.com/)| Compress JPEG images with size even greater than 5MB | | [CompressNow](https://compressnow.com/)| JPEG, GIF, PNG Compression | | [Promo Image Resizer](https://promo.com/tools/image-resizer/)| Free Image and Photo Resizer | | [Image Optimizer](http://www.imageoptimizer.net/)| Image Optimizer Free With Quality Options | | [SVGminify](https://www.svgminify.com/)| This tool removes superfluous information, thereby reducing the size of your SVG files | | [JPEG Optimizer](http://jpeg-optimizer.com/)| Free online tool for resizing and compressing digital photos and images for displaying on the web | | [Resizing.app](https://resizing.app/)| Resize Your Images Online | | [EZGif](https://ezgif.com/)| Animated GIF maker and Image editor including Image optimization and supports WebP conversion | | [OnlinePngtools](https://onlinepngtools.com/resize-png)| Resize png for without losing transparent background. | | [Verexif](https://www.verexif.com/en/) | Remove meta tags in image in order to reduce image size and increase privacy security | | [Vecta Nano](https://vecta.io/nano) | Uses lossless compression to compress inefficient SVG codes by removing unnecessary data. (Free & Paid) | | [Watermarkly](https://watermarkly.com/compress-jpeg/) | Private, client-side compression of JPEG images. The app does not send images to a server for processing. | | [Jpeg.io](https://www.jpeg.io) | Convert any major image format into a highly optimized JPEG | | [CompressImage.io](https://compressimage.io) | Compress JPG and PNG images. No Limits. Bulk Conversion. Convert to WebP. Works Offline | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Chrome Extensions >Useful Chrome extensions for Designers and Web-Developers. | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ----------------------- | ------------------ | | [WhatFont](https://chrome.google.com/webstore/detail/whatfont/jabopobgcpjmedljpbcaablpmlmfcogm) | The easiest way to identify fonts on web pages.| | [WhatRuns](https://chrome.google.com/webstore/detail/whatruns/cmkdbmfndkfgebldhnkbfhlneefdaaip?hl=en) | Discover what runs a website. Frameworks, Analytics Tools, Wordpress Plugins, Fonts - you name it.| | [Web Developer](https://chrome.google.com/webstore/detail/web-developer/bfbameneiokkgbdmiekhjnmfkcnldhhm) | Adds a toolbar button with various web developer tools.| | [Awesome Screenshot & Screen Recorder](https://chrome.google.com/webstore/detail/awesome-screenshot-screen/nlipoenfbbikpbjkfpfillcgkoblgpmj?hl=en) | Full page screen capture and screen recorder - 2 in 1. Share screencast video instantly| | [daily.dev - News for Busy Developers](https://chrome.google.com/webstore/detail/dailydev-news-for-busy-de/jlmpjdjjbgclbocgajdjefcidcncaied) | Get programming news with zero effort. Simply open a new tab, and you’re all set. A must-have tool for busy developers!| | [JSONView](https://chrome.google.com/webstore/detail/jsonview/chklaanhfefbnpoihckbnefhakgolnmc?hl=en) | Validate and view JSON documents. | | [JSON Lite](https://github.com/lauriro/json-lite) | Browser extension for viewing JSON files. | | [Window Resizer](https://chrome.google.com/webstore/detail/window-resizer/kkelicaakdanhinjdeammmilcgefonfh?hl=en) | Resize the browser window to emulate various screen resolutions. | | [Responsive Viewer](https://chrome.google.com/webstore/detail/responsive-viewer/inmopeiepgfljkpkidclfgbgbmfcennb?hl=en) | Show multiple screens once, Responsive design tester | | [BrowserStack](https://chrome.google.com/webstore/detail/browserstack/nkihdmlheodkdfojglpcjjmioefjahjb?hl=en) | Instantly test your webpage on any desktop or mobile browser. | | [VisBug](https://chrome.google.com/webstore/detail/visbug/cdockenadnadldjbbgcallicgledbeoc?hl=en) | Open source web design debug tool built with JavaScript | | [Kontrast - WCAG Contrast Checker](https://chrome.google.com/webstore/detail/kontrast-wcag-contrast-ch/haphaaenepedkjngghandlmhfillnhjk?hl=en) | Quickly check and adjust contrast in real-time in your browser to meet WCAG 2.1 requirements | | [PerfectPixel](https://chrome.google.com/webstore/detail/perfectpixel-by-welldonec/dkaagdgjmgdmbnecmcefdhjekcoceebi) | Adds a semi-transparent image overlay over the top of the developed HTML to easily perform pixel perfect comparison between them, useful for replicating UI designs. | | [Pesticide](https://chrome.google.com/webstore/detail/pesticide-for-chrome-with/neonnmencpneifkhlmhmfhfiklgjmloi) | Inserts the Pesticide CSS into the current page, outlining each HTML element to better see placement on the page, helpful for building layouts. | | [Site Palette](https://chrome.google.com/webstore/detail/site-palette/pekhihjiehdafocefoimckjpbkegknoh) | A must-have tool for designers and frontend developers to grab colors for any website. | | [ColorZilla](https://chrome.google.com/webstore/detail/colorzilla/bhlhnicpbhignbdhedgjhgdocnmhomnp) | Advanced Eyedropper, Color Picker, Gradient Generator and other colorful goodies | | [Lorem Ipsum Generator (Default Text)](https://chrome.google.com/webstore/detail/lorem-ipsum-generator-def/mcdcbjjoakogbcopinefncmkcamnfkdb?hl=en%20) | Provides an elegant and quick way to create default text or generate Lorem Ipsum. Optimized for quick usage, but it can be customized. | | [JavaScript and CSS Code Beautifier](https://chrome.google.com/webstore/detail/javascript-and-css-code-b/iiglodndmmefofehaibmaignglbpdald?hl=en) | Beautify CSS, JavaScript and JSON code when you open a .css/.js/.json file | | [Imageye - Image downloader](https://chrome.google.com/webstore/detail/imageye-image-downloader/agionbommeaifngbhincahgmoflcikhm) | Find and download all images on a web page. With Imageye you can find, browse and download all the images present in a web page. | | [GoFullPage - Full Page Screen Capture](https://chrome.google.com/webstore/detail/gofullpage-full-page-scre/fdpohaocaechififmbbbbbknoalclacl) | Capture a screenshot of your current page in entirety and reliably—without requesting any extra permissions! | | [Stylebot](https://chrome.google.com/webstore/detail/stylebot/oiaejidbmkiecgbjeifoejpgmdaleoha) | Change the appearance of the web instantly. | | [ColorPick Eyedropper](https://chrome.google.com/webstore/detail/colorpick-eyedropper/ohcpnigalekghcmgcdcenkpelffpdolg) | A zoomed eyedropper & color chooser tool that allows you to select color values from webpages and more. | | [React Developer Tool](https://chrome.google.com/webstore/detail/react-developer-tools/fmkadmapgofadopljbjfkapdkoienihi) | React debugging tools to the Chrome Developer Tools. It allows you to inspect the React component hierarchies in the Chrome Developer Tools. | | [Wappalyzer](https://chrome.google.com/webstore/detail/wappalyzer/gppongmhjkpfnbhagpmjfkannfbllamg) | Wappalyzer is a technology profiler that shows you what websites are built with. | | [Fake Filler](https://chrome.google.com/webstore/detail/fake-filler/bnjjngeaknajbdcgpfkgnonkmififhfo) | Fake Filler a form filler that fills all inputs on a page with fake/dummy data. | | [Page Ruler Redux](https://chrome.google.com/webstore/detail/page-ruler-redux/giejhjebcalaheckengmchjekofhhmal) | A Web Developer\Designer ruler to get perfect pixel dimensions and positioning to measure elements on any web page. | | [Web Editor](https://chrome.google.com/webstore/detail/web-editor/pdmlhckofhkhebmcplblcijijgjiakcm) | The web editor is the tool that provides you with an enhanced way to inspect any website elements, alter their properties, insert contents, design, and visualize the way you want to see them. | | [CSSViewer](https://chrome.google.com/webstore/detail/cssviewer/ggfgijbpiheegefliciemofobhmofgce) | A simple CSS property viewer. | | [Fonts Ninja](https://chrome.google.com/webstore/detail/fonts-ninja/eljapbgkmlngdpckoiiibecpemleclhh) | Identify fonts from any website, bookmark, try, and buy them. | | [Lighthouse](https://chrome.google.com/webstore/detail/lighthouse/blipmdconlkpinefehnmjammfjpmpbjk) | An open-source, automated tool for improving the performance, quality, and correctness of your web apps. | | [Debug CSS](https://chrome.google.com/webstore/detail/debug-css/igiofjnckcagmjgdoaakafngegecjnkj) | Adds outline to all elements on the page to show the culprit element which is changing desired layout. Helps in debugging CSS of the page | | [UX Check](https://chrome.google.com/webstore/detail/ux-check/giekhiebdpmljgchjojblnekkcgpdobp) | Identify usability issues through a heuristic evaluation. | | [Angular Developer Tool](https://chrome.google.com/webstore/detail/angular-devtools/ienfalfjdbdpebioblfackkekamfmbnh) | Angular DevTools allows you to understand the structure of your application and preview the state of the directive and the component instances. | | [Redux Developer Tool](https://chrome.google.com/webstore/detail/redux-devtools/lmhkpmbekcpmknklioeibfkpmmfibljd?hl=en) | Redux DevTools provides power-ups for your Redux development workflow. Apart from Redux, it can be used with any other architectures which handle the state. | | [Hackertab.dev](https://chrome.google.com/webstore/detail/hackertabdev-developer-ne/ocoipcahhaedjhnpoanfflhbdcpmalmp) | Hackertab helps developers stay up-to-date with the latest dev news and resources in one tab. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Firefox Extensions >Useful Firefox extensions for Designers and Web-Developers. | Extension | Description | |---------------------------------------------------------------------------------------------------------------------| ----------- | | [WhatFont](https://addons.mozilla.org/en-US/firefox/addon/zjm-whatfont/) | Identify fonts on web pages | | [WhatRuns](https://addons.mozilla.org/en-US/firefox/addon/whatruns/) | Discover technologies used on websites | | [Web Developer](https://addons.mozilla.org/en-US/firefox/addon/web-developer/) | Toolbar for web development tasks | | [Awesome Screenshot & Screen Recorder](https://addons.mozilla.org/en-US/firefox/addon/screenshot-capture-annotate/) | Capture and annotate screenshots | | [daily.dev - News for Busy Developers](https://addons.mozilla.org/en-US/firefox/addon/daily/) | Developer news and resources | | [JSONView](https://addons.mozilla.org/en-US/firefox/addon/jsonview/) | Format and syntax highlight JSON | | [Window Resizer](https://addons.mozilla.org/en-US/firefox/addon/window-resizer-webextension/) | Resize browser window to predefined dimensions | | [Responsive Viewer](https://addons.mozilla.org/en-US/firefox/addon/responsify-viewer/) | Test responsive design of websites | | [BrowserStack](https://addons.mozilla.org/en-US/firefox/addon/browserstack-toolbar-toggle/) | Instantly preview websites on different devices | | [VisBug](https://addons.mozilla.org/en-US/firefox/addon/visbug/) | Web design debugging tool | | [Kontrast - WCAG Contrast Checker](https://addons.mozilla.org/en-US/firefox/addon/wcag-contrast-checker/) | Check contrast levels for accessibility | | [PerfectPixel](https://addons.mozilla.org/en-US/firefox/addon/pixel-perfect-pro/) | Overlay an image over a web page to compare | | [Pesticide](https://addons.mozilla.org/en-US/firefox/addon/pesticide-for-firefox/) | Outline elements on web page for easy visualization | | [Site Palette](https://addons.mozilla.org/en-US/firefox/addon/website-color-palette/) | Extract color palette from website | | [ColorZilla](https://addons.mozilla.org/en-US/firefox/addon/colorzilla/) | Advanced color picker and eyedropper | | [Lorem Ipsum Generator (Default Text)](https://addons.mozilla.org/en-US/firefox/addon/openlorem/) | Generate lorem ipsum text | | [JavaScript and CSS Code Beautifier](https://addons.mozilla.org/en-US/firefox/addon/beautifer-minify/) | Beautify and minify JavaScript and CSS code | | [Imageye - Image downloader](https://addons.mozilla.org/en-US/firefox/addon/imageye_image_downloader/) | Download images from web pages | | [Fireshot - Full Page Screen Capture](https://addons.mozilla.org/en-US/firefox/addon/fireshot/) | Capture full web pages | | [Stylebot](https://addons.mozilla.org/en-US/firefox/addon/stylebot-web/) | Customize the appearance of web pages | | [ColorPick Eyedropper](https://addons.mozilla.org/en-US/firefox/addon/colorpick-eyedropper/) | Simple color picker and eyedropper | | [React Developer Tool](https://addons.mozilla.org/en-US/firefox/addon/react-devtools/) | Inspect React component hierarchy | | [Wappalyzer](https://addons.mozilla.org/en-US/firefox/addon/wappalyzer/) | Identify technologies used on websites | | [Fake Filler](https://addons.mozilla.org/en-US/firefox/addon/fake-filler/) | Fill out web forms with dummy data | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## AI Graphic Design Tools >AI tools that offer free service to generate design | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------- | | [Leonardo.Ai](https://leonardo.ai/) | Leonardo AI is an AI-powered design tool that can help you create designs based on reference images. | <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div> ## Others >Uncategorized Stuff | Website&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | Description | | ------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------- | | [Image Extractor](https://extract.pics/) | Online tool for extracting all images and SVGs of a website, all you is just to drop the URL | | [Vertopal](https://www.vertopal.com/) | Free online platform for converting computer files to a variety of file formats | | [everysize.kibalabs.com](https://everysize.kibalabs.com/) | Check your awesome responsive webpage looks great in every size | | [Devhints.io](https://devhints.io/) | This is a modest collection of cheatsheets on Internet | | [The Web Toolbox](https://thewebtoolbox.cc/)| A collection of handy, free-to-use tools for web developers, programmers and designers. | | [WebDevTrick](https://webdevtrick.com/)| A famous blog for many amazing HTML, CSS, JQuery designs. | | [css-tricks](https://css-tricks.com/)| Free CSS tricks and some unique ideas for beginners and advanced | | [Material Design Resources](https://material.io/resources)| Use Material tools, downloads, and interactive projects to simplify your workflow. | | [Nodesign.dev](https://nodesign.dev) | A collection of tools for developers who have little to no artistic talent| | [A11ygator](https://a11ygator.chialab.io/)| A web tool to scan websites against WCAG rules | | [Commitizen](http://commitizen.github.io/cz-cli/)| Command line tool to formatted commit messages according to the standards | | [CleanCss](https://www.cleancss.com/)| Tool For Code Formatter, Minifier, File Converter | | [Tiny helpers](https://tiny-helpers.dev/)| A collection of free single-purpose online tools for web developers | | [CSS Ribbon Generator](https://www.cssportal.com/css-ribbon-generator/)| This generator will assist in creating a pure CSS corner ribbon. | | [Can I Use](https://caniuse.com/) | Check cross-browser compatibility of frontend technologies. | | [kangax-js-compat-table](https://kangax.github.io/compat-table/es6/) | Check JavaScript versions (ES5, ES6, ES2016+ etc.) compatibility across different compilers, servers/runtimes and platforms (Desktop and Mobile).| | [mydevice.io](https://www.mydevice.io/)| Most commonly used device resolutions including phones and tablets | | [Codepen](https://codepen.io/) | Build, test and discover frontend code. | | [Responsively](https://responsively.app) | A tool for designers and frontend developers to design and debug their in all platforms with ease | | [html2pdf.js](https://ekoopmans.github.io/html2pdf.js/) | Client-side HTML-to-PDF rendering using pure JS. | | [CSS Reference](https://cssreference.io/) | A collection of all css properties and definitions in detail | | [Critical Path CSS Generator](https://www.sitelocity.com/critical-path-css-generator) | Generate critical css for your web pages | | [SVG Gobbler](https://github.com/rossmoody/svg-gobbler) | Browser extension to find SVGs on a webpage and download, copy to clipboard, or export as PNG. | | [shortcode.dev](https://shortcode.dev) | A collection of useful snippets and code examples for HTML, CSS, JavaScript, Node, Artisan, Blade and more. | | [30secondsofcode.org](https://www.30secondsofcode.org/) | A wide variety of snippet and article collections for CSS, JavaScript, Python and more. | | [PlayCode](https://playcode.io/) | Javascript playground. | | [All The Tags](https://allthetags.com/) | All HTML tags briefly explained. | | [Vue Telemetry](https://vuetelemetry.com/) | Reveal the Vue plugins and technology stack powering any website or explore a database of 5500+ websites. | | [Grid.js](https://gridjs.io/) | Grid.js is a Free and open-source HTML table plugin written in TypeScript. It works with most JavaScript frameworks, including React, Angular, Vue and VanillaJs. | | [Gerillass](https://gerillass.com/) | Gerillass is a website development tool built on top of Sass with a set of Sass mixins and functions for frontend developers to generate scalable CSS outputs. | | [Sketchize](https://www.sketchize.com/) | Sketchize is built for UI/UX Designers to help them design lovely apps for mobile, tablet, and desktop devices. | | [{CSS}Portal](https://www.cssportal.com/) | CSSPortal is home to a large range of CSS generators, tools and resources. | | [DevDocs](https://devdocs.io/) | DevDocs combines multiple API documentations in a fast, organized, and searchable interface. | | [papersizes](https://papersizes.io/) | The best resource for International Paper Sizes, Dimensions & Formats. | | [flexboxfroggy](http://flexboxfroggy.com/) | Help Froggy and friends by writing CSS code! | | [Designbetter Books](https://www.designbetter.co/books) | Essential reading on the practices that propel the best design teams forward. | | [OverAPI](https://overapi.com/) | Collection Of All Cheat Sheets. | | [Pageclip](https://pageclip.co/) | A server for your Static HTML forms | | [Shields](https://shields.io) | Create badges with your own customization. | | [williamsharkey](http://williamsharkey.com/Shapes.html) | Random SVG Graphic Generator | | [Bootstrap CheatSheet](https://bootstrap-cheatsheet.themeselection.com/) | An interactive list of Bootstrap classes, variables, and mixins. The only Bootstrap CheatSheet you will ever need. | | [QR Code Generator](https://markodenic.com/tools/qr-code-generator/) | Use QR Code Generator to easily create a QR code for your project. | | [PapersDB](https://papersdb.com/) | The Biggest Paper Database with Sizes, Dimensions and Formats in Metric and Imperial units. | | [SETools.xyz](https://www.setools.xyz/) | Free Online tools website for work | | [SmallDev.tools](https://SmallDev.tools/) | Free tool for developers to help with Beautify & Minify HTML/CSS/Javascript, and many other handy tools. With a delightful interface. | | [Angry Tools](https://angrytools.com/) | Free web tools for speed up your development. | | [Rapid API](https://rapidapi.com/hub) | Discover and connect to thousands of APIs. | | [Readme.so](https://readme.so) | The easisest way to create a README. | | [Showcode](https://showcode.app) | Beautiful code screenshot generator. | | [tldraw](https://www.tldraw.com) | A tiny little drawing app. | | [devices.css](http://marvelapp.github.io/devices.css/) | Pure CSS phones and tablets by Marvel App. | | [Troopl](https://troopl.com) | Build and publish a free portfolio in minutes. | | [Apifox](https://apifox.cn) | Apifox = Postman + Swagger + Mock + JMeter | | [A Modern CSS Reset](https://piccalil.li/blog/a-modern-css-reset/) | Resets the css styling of all HTML elements to a consistent baseline across browsers. | | [Clipperly](https://clipperly.com/) | All-in-one free online file service, convert, edit and optimize your files. | | [DebugBear Speed Test](https://www.debugbear.com/test/website-speed) | Test and optimize page load speed | | [Code Beautify](https://codebeautify.org/) | Free Online Tools like Code Beautifiers, Code Formatters, Editors, Viewers, Minifier, Validators, Converters for Developers| <div align="right"> <b><a href="#table-of-contents">↥ Back To Top</a></b> </div>

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <hr> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://github.com/botpress/botpress"> <img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress"> </a> <br> _{<b>Botpress is an open-source conversational assistant creation platform.</b>} <br> _{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.} <br> </p> <hr> <br> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <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"> _{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>.} </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) - [Miscellaneous](#miscellaneous) - [Related](#related) --- <div align="center"> <p> <a href="https://triplebyte.com/a/aZxgKGg/d"> <b>Looking for a job?</b> <br> No resume needed. Just prove you can code. <br> <div> <img src="https://user-images.githubusercontent.com/170270/66039619-9363c380-e53f-11e9-9b56-ae6e8ab336ba.png" width="260" alt="Tripblebyte"> </div> </a> _{<i>Clicking this helps fund the Awesome project</i>} </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. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. ## 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) - 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. ## 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. - [Web Performance Budget](https://github.com/pajaydev/awesome-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. ## 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. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. ## 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. ## 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. - [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.

<!-- *** Template from https://github.com/othneildrew/Best-README-Template *** Thank you Othneil Drew and other contributors for the time and effort to create a Read Me template. --> [![Contributors][contributors-shield]][contributors-url] [![Forks][forks-shield]][forks-url] [![Stargazers][stars-shield]][stars-url] [![Issues][issues-shield]][issues-url] [![MIT License][license-shield]][license-url] [![LinkedIn][linkedin-shield]][linkedin-url] <!-- PROJECT LOGO --> <br /> <p align="center"> <a href="https://github.com/rsiem/waterwegenvic"> <img src="images/team_logo (2).png" alt="Logo" width="50%" height="50%"> </a> <h3 align="center">Waterwegenvic</h3> <p align="center"> An informative website for "our waterways need your help". <br /> <a href="https://github.com/rsiem/waterwegenvic"><strong>Explore the docs »</strong></a> <br /> <br /> <a href="https://github.com/rsiem/waterwegenvic/issues">Report Bug</a> · <a href="https://github.com/rsiem/waterwegenvic/issues">Request Feature</a> </p> </p> <!-- TABLE OF CONTENTS --> ## Table of Contents * [About the Project](#about-the-project) * [Built With](#built-with) * [Roadmap](#roadmap) * [Contributing](#contributing) * [License](#license) * [Contact](#contact) [Acknowledgements](#acknowledgements) <!-- ABOUT THE PROJECT --> ## About The Project [![Product Name Screen Shot][product-screenshot]](https://waterwegenvic.ml) The waterways across Victoria are facing a threat because of water contamination due to littering, chemical substance emission and groundwater pollution. Day by day, the rate of contamination is rising rapidly due to lack of awareness by the residents. Therefore saving the waterways is extremely important to the Victorians, and all the residents should raise awareness for the current situation based on their capability. Our website aims at providing a greater understanding of the current situation of Victoria’s waterways. We first help our users to raise awareness of today’s situation by showing the facts. Also, the 3main causes of water pollution will be illustrated in detail, users will have a deeper knowledge about the main factors that have negative impacts on our waterways and what kinds of activities and pollutants are intensifying the situation. ### Built With * [HTML](https://html.spec.whatwg.org/) * [Javascript]() * [CSS](https://www.w3.org/TR/CSS2/) * [Bootstrap](https://getbootstrap.com) * [JQuery](https://jquery.com) * [C#](http://csharp.net/) <!-- ROADMAP --> ## Roadmap See the [open issues](https://github.com/rsiem/waterwegenvic/issues) for a list of proposed features (and known issues). <!-- CONTRIBUTING --> ## Contributing Contributions are what make the open source community such an amazing place to be learn, inspire, and create. Any contributions you make are **greatly appreciated**. 1. Fork the Project 2. Create your Feature Branch (`git checkout -b feature/AmazingFeature`) 3. Commit your Changes (`git commit -m 'Add some AmazingFeature'`) 4. Push to the Branch (`git push origin feature/AmazingFeature`) 5. Open a Pull Request <!-- LICENSE --> ## License Distributed under the MIT License. See `LICENSE` for more information. <!-- CONTACT --> ## Contact Name | Email | Student ID ---- | ----- | ---------- Biplab Mondal | bmon0011@student.monash.edu | 30100046 Lin Huang (Lynn) | lhua0020@student.monash.edu | 28319370 Mingyue Sun (Elaine) | msun0015@student.monash.edu | 29204097 Richard Aldrich Siem | rsie0001@student.monash.edu | 25246860 Suraj Prabhakar Shenoy | sshe0020@student.monash.edu | 29391466 <img src="images/team_description.png" alt="Team_Description" width="100%" height="100%"> <!-- ACKNOWLEDGEMENTS --> ## Acknowledgements * [GitHub Emoji Cheat Sheet](https://www.webpagefx.com/tools/emoji-cheat-sheet) * [Img Shields](https://shields.io) * [Choose an Open Source License](https://choosealicense.com) * [GitHub Pages](https://pages.github.com) * [State of Victoria - Department of Environment, Land, Water and Planning](https://www.delwp.vic.gov.au/) * [Australian Govenment - Open Source Data](https://data.gov.au/) * [Australian Govenment - Bureau of Meteorology](http://www.bom.gov.au/) * [City of Melbourne - Open Source Data](https://data.melbourne.vic.gov.au/) * [State of Victoria - Sustainability Victoria](https://www.sustainability.vic.gov.au/) * [EPA Victoria](https://www.epa.vic.gov.au/) <!--* [Animate.css](https://daneden.github.io/animate.css) * [Loaders.css](https://connoratherton.com/loaders) * [Slick Carousel](https://kenwheeler.github.io/slick) * [Smooth Scroll](https://github.com/cferdinandi/smooth-scroll) * [Sticky Kit](http://leafo.net/sticky-kit) * [JVectorMap](http://jvectormap.com) * [Font Awesome](https://fontawesome.com)--> Project Link: [https://github.com/rsiem/waterwegenvic](https://github.com/rsiem/waterwegenvic) <!-- MARKDOWN LINKS & IMAGES --> <!-- https://www.markdownguide.org/basic-syntax/#reference-style-links --> [contributors-shield]: https://img.shields.io/github/contributors/rsiem/waterwegenvic.svg?style=flat-square [contributors-url]: https://github.com/rsiem/waterwegenvic/graphs/contributors [forks-shield]: https://img.shields.io/github/forks/rsiem/waterwegenvic.svg?style=flat-square [forks-url]: https://github.com/rsiem/waterwegenvic/network/members [stars-shield]: https://img.shields.io/github/stars/rsiem/waterwegenvic.svg?style=flat-square [stars-url]: https://github.com/rsiem/waterwegenvic/stargazers [issues-shield]: https://img.shields.io/github/issues/rsiem/waterwegenvic.svg?style=flat-square [issues-url]: https://github.com/rsiem/waterwegenvic/issues [license-shield]: https://img.shields.io/github/license/rsiem/repo.svg?style=flat-square [license-url]: https://github.com/rsiem/waterwegenvic/blob/master/LICENSE.txt [linkedin-shield]: https://img.shields.io/badge/-LinkedIn-black.svg?style=flat-square&logo=linkedin&colorB=555 [linkedin-url]: https://www.linkedin.com/in/richard-aldrich-siem-147b73123/ [product-screenshot]: images/map1.png

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <hr> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://github.com/botpress/botpress"> <img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress"> </a> <br> _{<b>Botpress is an open-source conversational assistant creation platform.</b>} <br> _{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.} <br> </p> <hr> <br> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <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"> _{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>.} </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) - [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. ## 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) - 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. ## 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. - [Web Performance Budget](https://github.com/pajaydev/awesome-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. ## 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. - [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB. ## 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. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. ## 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. ## 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. - [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. - [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. ## 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.

<p align="center"> <a href="http://nestjs.com/" target="blank"><img src="https://nestjs.com/img/logo_text.svg" width="320" alt="Nest Logo" /></a> </p> [circleci-image]: https://img.shields.io/circleci/build/github/nestjs/nest/master?token=abc123def456 [circleci-url]: https://circleci.com/gh/nestjs/nest <p align="center">A progressive <a href="http://nodejs.org" target="_blank">Node.js</a> framework for building efficient and scalable server-side applications.</p> <p align="center"> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/v/@nestjs/core.svg" alt="NPM Version" /></a> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/l/@nestjs/core.svg" alt="Package License" /></a> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/dm/@nestjs/core.svg" alt="NPM Downloads" /></a> <a href="https://circleci.com/gh/nestjs/nest" target="_blank"><img src="https://img.shields.io/circleci/build/github/nestjs/nest/master" alt="CircleCI" /></a> <a href="https://coveralls.io/github/nestjs/nest?branch=master" target="_blank"><img src="https://coveralls.io/repos/github/nestjs/nest/badge.svg?branch=master#9" alt="Coverage" /></a> <a href="https://discord.gg/G7Qnnhy" target="_blank"><img src="https://img.shields.io/badge/discord-online-brightgreen.svg" alt="Discord"/></a> <a href="https://opencollective.com/nest#backer" target="_blank"><img src="https://opencollective.com/nest/backers/badge.svg" alt="Backers on Open Collective" /></a> <a href="https://opencollective.com/nest#sponsor" target="_blank"><img src="https://opencollective.com/nest/sponsors/badge.svg" alt="Sponsors on Open Collective" /></a> <a href="https://paypal.me/kamilmysliwiec" target="_blank"><img src="https://img.shields.io/badge/Donate-PayPal-ff3f59.svg"/></a> <a href="https://twitter.com/nestframework" target="_blank"><img src="https://img.shields.io/twitter/follow/nestframework.svg?style=social&label=Follow"></a> </p> <!--[](https://opencollective.com/nest#backer) [](https://opencollective.com/nest#sponsor)--> ## 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://enterprise.nestjs.com). ## 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 <a href="https://valor-software.com/" target="_blank"><img src="https://docs.nestjs.com/assets/sponsors/valor-software.png" width="320" /></a> #### Silver Sponsors <a href="https://neoteric.eu/" target="_blank"><img src="https://nestjs.com/img/neoteric-cut.png" width="120" valign="middle" /></a> &nbsp; <a href="http://gojob.com" target="_blank"><img src="http://nestjs.com/img/gojob-logo.png" valign="middle" height="95" /></a> &nbsp; <a href="https://trilon.io" target="_blank"><img src="https://nestjs.com/img/trilon.svg" width="150" valign="middle" /></a> &nbsp; <a href="http://www.leogistics.com" target="_blank"><img src="https://nestjs.com/img/leogistics-logo.jpeg" width="150" valign="middle" /></a> #### Sponsors <a href="https://www.swingdev.io" target="_blank"><img src="https://nestjs.com/img/swingdev-logo.svg#1" width="110" valign="middle" /> </a> &nbsp; <a href="https://blueanchor.io/" target="_blank"><img src="https://nestjs.com/img/blueanchor.png" width="150" valign="middle" /></a> &nbsp; <a href="https://www.novologic.com/" target="_blank"><img src="https://nestjs.com/img/novologic.png" width="110" valign="middle" /></a> &nbsp; <a href="https://scal.io" target="_blank"><img src="https://nestjs.com/img/scalio-logo.svg" width="80" valign="middle" /></a> &nbsp; <a href="http://angularity.io" target="_blank"><img src="http://angularity.io/media/logo.svg" height="22" valign="middle" /></a> &nbsp; <!--<a href="https://keycdn.com"><img src="https://nestjs.com/img/keycdn.svg" height="30" /></a> &nbsp;--> <a href="https://hostpresto.com" target="_blank"><img src="https://nestjs.com/img/hostpresto.png" height="24" valign="middle" /></a> <a href="https://ever.co/" target="_blank"><img src="https://nestjs.com/img/ever-logo.png" height="14" valign="middle" /></a> &nbsp; <a href="https://buddy.works/" target="_blank"><img src="https://nestjs.com/img/buddy-logo.svg" height="25" valign="middle" /></a> &nbsp; <a href="https://blokt.com" target="_blank"><img src="https://nestjs.com/img/blokt-logo.png" height="25" valign="middle" /></a> &nbsp; <a href="https://genuinebee.com/" target="_blank"><img src="https://nestjs.com/img/genuinebee.svg" height="24" valign="middle" /></a> &nbsp; <a href="http://architectnow.net/" target="_blank"><img src="https://nestjs.com/img/architectnow.png" height="20" valign="middle" /></a> &nbsp; <a href="https://quander.io/" target="_blank"><img src="https://nestjs.com/img/quander.png" height="22" valign="middle" /></a> &nbsp; <a href="https://mantro.net/" target="_blank"><img src="https://nestjs.com/img/mantro-logo.svg" height="19" valign="middle" /></a> &nbsp; <a href="https://triplebyte.com/" target="_blank"><img src="https://nestjs.com/img/triplebyte.png" height="20" valign="middle" /></a> &nbsp; <a href="https://reposit.co.uk/" target="_blank"><img src="https://nestjs.com/img/reposit-logo.png" height="18" valign="middle" /></a> &nbsp; &nbsp; <a href="https://yakaz.com/" target="_blank"><img src="https://nestjs.com/img/yakaz.png" width="70" valign="middle" /></a> &nbsp; <a href="https://nearpod.com/" target="_blank"><img src="https://nestjs.com/img/nearpod-logo.svg" width="100" valign="middle" /></a> &nbsp; <a href="https://clay.global/" target="_blank"><img src="https://nestjs.com/img/clay-logo.svg" width="75" valign="middle" /></a> &nbsp; <a href="https://firesticktricks.com" target="_blank"><img src="https://nestjs.com/img/firesticktricks-logo.png" width="120" valign="middle" /></a> &nbsp; <a href="https://www.codeguesser.co.uk" target="_blank"><img src="https://nestjs.com/img/codeguesser-logo.svg" width="120" valign="middle" /></a> &nbsp; <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).

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <h4> Check out my latest iPhone app <a href="https://apps.apple.com/app/id1532588789">Photo Widget</a> which lets you add photos to your home screen </h4> <br> <br> <br> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://standardresume.co"> <img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/> </a> </p> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <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"> _{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>.} </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/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. ## 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) - [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. ## 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. ## 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. ## 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. - [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. ## 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. - [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. ## 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. - [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. ## 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.

<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)

# About * This repo contains sample queries for Hunting to aid in the development of techniques for threat hunting leveraging logs from multiple sources. * With these sample queries, you can get a headstart in learning the Kusto Query Language (KQL) and understanding the different data sources. * To get started, simply paste a sample query into the user interface and run the query. # Resources * [Azure Log Analytics Query Language Reference](https://docs.microsoft.com/en-us/azure/kusto/query/index) * [SQL to Log Analytics Query Cheat Sheet](https://docs.microsoft.com/en-us/azure/azure-monitor/log-query/sql-cheatsheet) * [Splunk to Log Analytics Query Cheat Sheet](https://docs.microsoft.com/en-us/azure/azure-monitor/log-query/splunk-cheatsheet) * [MITRE ATT&CK](https://attack.mitre.org/wiki/Main_Page) * [MITRE CAR](https://car.mitre.org/wiki/Main_Page) # Contributing * The more queries and tools we add to the community the more effective we will be. * Utilize the QUERY_TEMPLATE format for Pull requests. # Feedback For questions or feedback, please contact AzureSentinel@microsoft.com

# Polymer [](https://travis-ci.org/Polymer/polymer) [](https://www.npmjs.com/package/@polymer/polymer) [](https://www.webcomponents.org/element/@polymer/polymer) > ℹ️ Note: This is the current stable version of the Polymer library. At Google I/O 2018 we announced a new Web Component base class, [`LitElement`](https://github.com/lit/lit), as a successor to the `PolymerElement` base class in this library. > > If you're starting a new project, we recommend that you consider using LitElement instead. > > If you have a project you've built with an earlier version of the Polymer library, we recommend that you [migrate](#about-polymer-30) to 3.0 for best compatibility with the JavaScript ecosystem. Thanks to the interoperability of Web Components, elements built with Polymer 3.0 and LitElement can be mixed and matched in the same app, so once you have updated your project to Polymer 3.0, you can migrate to LitElement incrementally, one element at a time. See our blog post on the [Polymer Project roadmap](https://www.polymer-project.org/blog/2018-05-02-roadmap-update.html) for more information. Polymer lets you build encapsulated, reusable [Web Components](https://www.webcomponents.org/introduction) that work just like standard HTML elements, to use in building web applications. Using a Web Component built with Polymer is as simple as importing its definition then using it like any other HTML element: ```html <!-- Import a component --> <script src="https://unpkg.com/@polymer/paper-checkbox@next/paper-checkbox.js?module" type="module" ></script> <!-- Use it like any other HTML element --> <paper-checkbox>Web Components!</paper-checkbox> ``` Web Components are now implemented natively on Safari and Chrome (~70% of installed browsers), and run well on Firefox, Edge, and IE11 using [polyfills](https://github.com/webcomponents/webcomponentsjs). Read more [below](#overview). ## Getting started * The easiest way to try out Polymer is to use one of these online tools: * Runs in all [supported](#supported-browsers) browsers: [StackBlitz](https://stackblitz.com/edit/polymer-element-example?file=index.js), [Glitch](https://glitch.com/edit/#!/polymer-element-example?path=index.html) * Runs in browsers with [JavaScript Modules](https://caniuse.com/#search=modules): [JSBin](https://jsbin.com/wuxejiz/edit?html,output), [CodePen](https://codepen.io/kevinpschaaf/pen/BxdErp?editors=1000). * You can also save [this HTML file](https://gist.githubusercontent.com/kevinpschaaf/8a5acbea7b25d2bb5e82eeea2b105669/raw/c3a86872f07603e2d0ddae736687e52a5c8c499f/index.html) to a local file and run it in any browser that supports [JavaScript Modules]((https://caniuse.com/#search=modules)). * When you're ready to use Polymer in a project, install it via [npm](https://www.npmjs.com/). To run the project in the browser, a module-compatible toolchain is required. We recommend installing the [Polymer CLI](https://github.com/Polymer/tools/tree/master/packages/cli) to and using its development server as follows. 1. Add Polymer to your project: ```npm i @polymer/polymer``` 1. Create an element by extending PolymerElement and calling `customElements.define` with your class (see the examples below). 1. Install the Polymer CLI: ```npm i -g polymer-cli``` 1. Run the development server and open a browser pointing to its URL: ```polymer serve --npm``` > Polymer 3.0 is published on [npm](https://www.npmjs.com/package/@polymer/polymer) using JavaScript Modules. This means it can take advantage of the standard native JavaScript module loader available in all current major browsers. > > However, since Polymer uses npm conventions to reference dependencies by name, a light transform to rewrite specifiers to URLs is required to run in the browser. The polymer-cli's development server `polymer serve`, as well as `polymer build` (for building an optimized app for deployment) automatically handles this transform. Tools like [webpack](https://webpack.js.org/) and [Rollup](https://rollupjs.org/) can also be used to serve and/or bundle Polymer elements. ## Minimal Example 1. Create a class that extends `PolymerElement`. 1. Implement a static `properties` getter that describes the element's public property/attribute API (these automatically become observed attributes). 1. Then implement a `template` getter that returns an `HTMLTemplateElement` describing the element's rendering, including encapsulated styling and any property bindings. ```html <script src="node_modules/@webcomponents/webcomponents-loader.js"></script> <script type="module"> import {PolymerElement, html} from '@polymer/polymer'; class MyElement extends PolymerElement { static get properties() { return { mood: String }} static get template() { return html` <style> .mood { color: green; } </style> Web Components are <span class="mood">[[mood]]</span>! `; } } customElements.define('my-element', MyElement); </script> <my-element mood="happy"></my-element> ``` ## Overview Web components are an incredibly powerful new set of primitives baked into the web platform, and open up a whole new world of possibility when it comes to componentizing front-end code and easily creating powerful, immersive, app-like experiences on the web. Polymer is a lightweight library built on top of the web standards-based [Web Components](http://webcomponents.org/introduction) APIs, and makes it easier to build your very own custom HTML elements. Creating reusable custom elements - and using elements built by others - can make building complex web applications easier and more efficient. By being based on the Web Components APIs built in the browser (or [polyfilled](https://github.com/webcomponents/webcomponentsjs) where needed), elements built with Polymer are: * Built from the platform up * Self-contained * Re-usable * Interoperable across frameworks Among many ways to leverage custom elements, they can be particularly useful for building reusable UI components. Instead of continually re-building a specific navigation bar or button in different frameworks and for different projects, you can define this element once using Polymer, and then reuse it throughout your project or in any future project. Polymer provides a declarative syntax to easily create your own custom elements, using all standard web technologies - define the structure of the element with HTML, style it with CSS, and add interactions to the element with JavaScript. Polymer also provides optional two-way data-binding, meaning: 1. When properties in the model for an element get updated, the element can update itself in response. 2. When the element is updated internally, the changes can be propagated back to the model. Polymer is designed to be flexible, lightweight, and close to the web platform - the library doesn't invent complex new abstractions and magic, but uses the best features of the web platform in straightforward ways to simply sugar the creation of custom elements. ## About Polymer 3.0 Polymer 3.0 is now released to stable, and introduces a major change to how Polymer is distributed: from HTML Imports on Bower, to JS modules on npm. Otherwise, the API is almost entirely backward compatible with Polymer 2.0 (the only changes are removing APIs related to HTML Imports like `importHref`, and converting Polymer's API to be module-based rather than globals-based). Migrating to Polymer 3.0 by hand is mostly mechanical: * Components should be defined in JS modules instead of in HTML * Templates should be encoded in JS modules using a `static get template()` getter on PolymerElement subclasses using the `html` tagged template literal function (which parses `HTMLTemplateElement`s out of strings in JS) rather than using `<template>` elements in a `<dom-module>` * All dependencies should be imported JS module imports rather than HTML Imports. However, the [`polymer-modulizer`](https://github.com/Polymer/polymer-modulizer) tool automates the vast majority of this migration work. Please see details on that repo for automated conversion of Polymer 2.0 apps and elements to Polymer 3.0. 👀 **Looking for Polymer v2.x?** Please see [the v2 branch](https://github.com/Polymer/polymer/tree/2.x). 👀 **Looking for Polymer v1.x?** Please see [the v1 branch](https://github.com/Polymer/polymer/tree/1.x). ## Contributing The Polymer team loves contributions from the community! Take a look at our [contributing guide](CONTRIBUTING.md) for more information on how to contribute. Please file issues on the Polymer issue tracker following the issue template and contributing guide [issues](https://github.com/Polymer/polymer/issues/new). ## Communicating with the Polymer team Beyond GitHub, we try to have a variety of different lines of communication available: * [Blog](https://blog.polymer-project.org/) * [Twitter](https://twitter.com/polymer) * [Mailing list](https://groups.google.com/forum/#!forum/polymer-dev) * [Slack channel](https://bit.ly/polymerslack) # License The Polymer library uses a BSD-like license that is available [here](./LICENSE.txt)

<div align="center"> <div> <a href=https://www.r-project.org/about.html><img width="400" id="im" src=https://user-images.githubusercontent.com/64165327/95934136-26177f00-0d9e-11eb-8bdc-748ee65ad17a.png></a> </div> <a href="https://awesome.re"> <img src="https://awesome.re/badge-flat2.svg" alt="Awesome"></a> </div> <br> > The `Awesome R Learning Resources` repository is meant to help users from all skill levels and backgrounds deepen their understanding of `R`, which is a programming language and environment for statistical computing and graphics. <br> > The `R` `Discord` server is a friendly and dedicated community for `R` enthusiasts, programmers, statisticians, data scientists, and students. Whether you are looking to connect with fellow useRs, have awesome data viz to share, or just needed help with your stats assignment, you are at the right place! <div align="center"> To join the R Discord server, please click the discoRd badge below. <br> <a href="https://discord.gg/6fcReuUHgg"> <img alt="Discord" src="https://img.shields.io/discord/676433858782298142?label=discoRd%20server&logo=R&logoColor=blue"></a> <br> </div> <br> <div align="center"> Black Lives Matter. <br> Please consider donating to [Black Girls Code](https://www.blackgirlscode.com/donations.html) today. <br> <br> The racism and hate crimes toward Asian Americans must end. <br> Please consider making a [donation in support of Asian communites](https://nymag.com/strategist/article/where-to-donate-to-help-asian-communities-2021.html) today. <br> </div> <br> [](https://twitter.com/intent/tweet?text=Wow:&url=https%3A%2F%2Fgithub.com%2Fiamericfletcher%2FR-Learning-Resources) ## **Contents** - [Topic Areas](#topic-areas) - [Blogs](#blogs) - [Books](#books) - [Communities of Practice](#communities-of-practice) - [Podcasts](#podcasts) - [YouTube](#youtube) ## Topic Areas ### Comprehensive R Tutorials - [Data Flair](https://data-flair.training/blogs/r-tutorials-home/) - The tutorials are grouped by skill level (beginner, intermediate, expert). - [Intro to R course by Fabio Votta - part 1](https://colab.research.google.com/drive/1dLsdGbkvgn1JbWgsy9Z-pFmPd_2MG4Xu?usp=sharing#scrollTo=vGnW7giO9AeD) - A fun introduction to R programming grouped into categories (operators, objects, functions, exercises, and data frames). - [Intro to R course by Fabio Votta - part 2](https://colab.research.google.com/drive/14CRElnKewnp5MnlxhqVu6OOcIXd-Bkaj?usp=sharing) - A fun introduction to R programming grouped into categories (data manipulation and cleaning featuring the janitor, tidyr, and dplyr packages). - [Introduction to Data Analysis with R](https://jmbuhr.de/dataIntro20/) - This is a lecture series with videos, scripts and exercises introducing R and the tidyverse as well as statistical concepts. - [R CODER](https://r-coder.com) - The tutorials are grouped into categories (introduction, data structures, data wrangling, programming, import & export, graphics) that cover in-depth all the basic needs for someone starting learning the R programming language. - [Tutorials Point](https://www.tutorialspoint.com/r/index.htm) - The tutorials are grouped into categories (R tutorial, R Data Interfaces, R Charts & Graphs, R Statistics Examples, R Useful Resources) that cover in-depth all the basic needs for someone starting learning the R programming language. ### Functions - [stat.berkeley - Introduction to Functions](https://www.stat.berkeley.edu/~statcur/Workshop2/Presentations/functions.pdf) - An introduction to functions in the R language by the organizers of Integrating Computing into the Statistics Curricula (U.C. Berkeley). ### Generative Art - [12 Months of aRt](https://www.williamrchase.com/work/art/) - In 2019, William Chase began a project to make a new series of artwork every month made entirely with R. In this project, he explored different techniques, developed algorithms, and provided detailed posts detailing the development process for each month. ### Joining Data - [Joining Data in R with dplyr](https://rpubs.com/williamsurles/293454) - Course notes from the Joining Data in R with dplyr course on DataCamp. Topics include mutating joins, filtering joins and set operations, assembling data, advanced joining. Author: William Surles. ### Math - [Descriptive Statistics](https://rcompanion.org/handbook/C_02.html) - A tutorial of descriptive statistics which are used to summarize data in a way that provides insight into the information contained in the data. Author: Salvatore S. Mangiafico. - [Descriptive statistics in R](https://statsandr.com/blog/descriptive-statistics-in-r/) - This article explains how to compute the main descriptive statistics in R and how to present them graphically. Author - Antoine Soetewey. - [Essential Math for Data Science](https://medium.com/s/story/essential-math-for-data-science-why-and-how-e88271367fbd) - An article discussing the key mathematical topics to master to become a better data scientist. Author: Tirthajyoti Sarkar. - [Gallery of Statistical Distributions](https://www.itl.nist.gov/div898/handbook/eda/section3/eda366.htm) - Author: NIST/SEMATECH. - [Plotting distributions (ggplot2)](http://www.cookbook-r.com/Graphs/Plotting_distributions_(ggplot2)/) - A tutorial for plotting a distribution of data. Author: Winston Chang. ### Shiny - [Awesome R Shiny](https://github.com/grabear/awesome-rshiny) - A curated list of resources for R Shiny. Author: Rob Gilmore. - [Building Shiny Applications with R Tutorial (Deprecated)](https://rstudio.github.io/shiny/tutorial/#) - Introductory tutorial to Shiny. Note, this tutorial is deprecated. Author: RStudio. - [Building Shiny apps - an interactive tutorial](https://deanattali.com/blog/building-shiny-apps-tutorial/) - This tutorial is a hands-on activity complement to a set of [presentation slides](https://docs.google.com/presentation/d/1dXhqqsD7dPOOdcC5Y7RW--dEU7UfU52qlb0YD3kKeLw/edit) for learning how to build Shiny apps. Author: Dean Attali. - [How to Start with Shiny](https://vimeo.com/rstudioinc/review/131218530/212d8a5a7a) - Detailed introductory video tutorial. Author: Garrett Grolemund. - [Learn Shiny](https://shiny.rstudio.com/tutorial/) - The video and written tutorials on this page are primarily designed for users who are new to Shiny and want a guided introduction. Author: RStudio. - [Shiny Articles](https://shiny.rstudio.com/articles/) - Various articles covering individual Shiny topics at a more advanced level. Author: RStudio. ### Spatial - [An Introduction to Choropleth maps in R](https://rstudio-pubs-static.s3.amazonaws.com/324400_69a673183ba449e9af4011b1eeb456b9.html) - Author: Henry Cann. - [Getting latitude & longitude for any address](https://discourse.looker.com/t/get-latitude-longitude-for-any-location-through-google-sheets-and-plot-these-in-looker/5402) - Author: Brecht Vermeire. - [Map Plots Created With R And Ggmap](https://www.littlemissdata.com/blog/maps) - Author: Laura Ellis. - [Plot Spatial Data / Shapefiles in R](https://www.youtube.com/watch?v=uZtto0cYjZM) - From the "math et al" YouTube channel. ### Viz - [A ggplot2 Tutorial for Beautiful Plotting in R](https://cedricscherer.netlify.app/2019/08/05/a-ggplot2-tutorial-for-beautiful-plotting-in-r/) - A comprehensive and easy to follow tutorial that covers working with axes, titles, legends, backgrounds, grid lines, margins, multi-panel plots, colors, themes, lines, text, coordinates, chart types, ribbons, smoothings, and interactive plots. Author: Cédric Scherer. - [Awesome ggplot2](https://github.com/erikgahner/awesome-ggplot2) - A curated list of awesome ggplot2 tutorials, packages etc. Author: Erik Gahner Larsen. - [Chart Suggestions — A thought-starter on choosing the way to show your data](https://extremepresentation.typepad.com/files/choosing-a-good-chart-09.pdf) - Author: Andrew Abela, Ph.D. - [Color Hex Color Codes](https://www.color-hex.com/) - Author: Color-Hex. - [Combine Multiple GGPlots into a Figure](https://www.datanovia.com/en/lessons/combine-multiple-ggplots-into-a-figure/) - Author: Alboukadel Kassambara. - [Coolors](https://coolors.co/) - The super fast color schemes generator! Create the perfect palette or get inspired by thousands of beautiful color schemes. Features include color picker, pick palette from photo, create a collage, make your own gradient palette, create a gradient, contrast checker, etc. - [From Data to Viz](https://www.data-to-viz.com/) - From Data to Viz leads you to the most appropriate graph for your data. Author: Yan Holtz. - [ggplot2 extensions - gallery](https://exts.ggplot2.tidyverse.org/gallery/) - Maintained by Daniel Emaasit. - [ggplot2 - Modify components of a theme](https://ggplot2.tidyverse.org/reference/theme.html) - How to modify components of a theme in ggplot2. Author: the developers of Tidyverse. - [Graphics in R with ggplot2](https://www.statsandr.com/blog/graphics-in-r-with-ggplot2/) - A detailed guide for the use of graphics within ggplot2. Author: Antoine Soetewey. - [htmlwidgets for R](https://www.htmlwidgets.org/) - Showcase and gallery of the various interactive web visualizations you can build using R. - [r-color-palettes](https://github.com/EmilHvitfeldt/r-color-palettes) - Comprehensive list of color palettes available in r. Author: Emil Hvitfeldt. - [The Data Visualization Catalogue](https://datavizcatalogue.com/index.html) - The Data Visualization Catalogue is a project developed by Severino Ribecca to create a library of different information visualization types. - [The Graphic Continuum](https://www.informationisbeautifulawards.com/showcase/611-the-graphic-continuum) - The Graphic Continuum shows the many different types of visualizations available to us when we encode and present data. Authors: Jonathan Schwabish, and Severino Ribecca. - [The R Graph Gallery](https://www.r-graph-gallery.com/) - A collection of charts made with the R programming language. Author: Yan Holtz. - [Time Based Heatmaps in R](https://www.littlemissdata.com/blog/heatmaps) - Author: Laura Ellis. - [Top 50 ggplot2 Visualizations - The Master List (With Full R Code)](http://r-statistics.co/Top50-Ggplot2-Visualizations-MasterList-R-Code.html) - This tutorial helps you choose the right type of chart for your specific objectives and how to implement it in R using ggplot2. Author: Selva Prabhakaran. ### Web Scraping - [Web Scraping Reference: Cheat Sheet for Web Scraping using R](https://github.com/yusuzech/r-web-scraping-cheat-sheet) - Guide, reference and cheatsheet on web scraping using rvest, httr and Rselenium. Author: [yifyan et al.](https://github.com/yusuzech) ### Wrangling - [Data manipulation in r using data frames - an extensive article of basics](https://www.dataenq.com/2020/08/data-manipulation-in-r-using-data-frame.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+dataenqfeed+%28dataENQ%29) - Author: dataENQ. - [Data Wrangling Part 1: Basic to Advanced Ways to Select Columns](https://suzan.rbind.io/2018/01/dplyr-tutorial-1/) - Author: Suzan Baert. - [Data Wrangling Part 2: Transforming your columns into the right shape](https://suzan.rbind.io/2018/02/dplyr-tutorial-2/) - Author: Suzan Baert. - [Data Wrangling Part 3: Basic and more advanced ways to filter rows](https://suzan.rbind.io/2018/02/dplyr-tutorial-3/) - Author: Suzan Baert. - [Data Wrangling Part 4: Summarizing and slicing your data](https://suzan.rbind.io/2018/04/dplyr-tutorial-4/) - Author: Suzan Baert. ### Uncategorized - [Data.Table and Dplyr Tour](https://atrebas.github.io/post/2019-03-03-datatable-dplyr/#reshape-data) - A detailed comparison of R packages data.table and dplyr. Author: Atrebas. - [data.table: A gentle introduction](https://atrebas.github.io/post/2020-06-17-datatable-introduction/) - A quick introduction to data.table. The main objective is to present the data.table syntax, showing how to perform basic, but essential, data wrangling tasks. Author: Atrebas. - [Fakir - Create Fake Data in R for Tutorials](https://thinkr-open.github.io/fakir/) - Author: Colin Fay. - [From base R to stringr](https://stringr.tidyverse.org/articles/from-base.html) - This vignette compares stringr functions to their base R equivalents to help users transitioning from using base R to stringr. Author: Sara Stoudt. - [Help me help you: creating reproducible examples](https://www.youtube.com/watch?v=5gqksthQ0cM) - Making a great reprex is both an art and a science and this webinar will cover both aspects. A reprex makes a conversation about code more efficient and pleasant for all. This comes up whenever you ask someone for help, report a bug in software, or propose a new feature. The reprex package (https://reprex.Tidyverse.org) makes it especially easy to prepare R code as a reprex, in order to share on sites such as https://community.rstudio.com, https://github.com, or https://stackoverflow.com. Author: Jenny Bryan. - [R - discoRd server](https://discord.gg/88uG5UVyE2) - Dedicated discoRd server with the following topic-based channels: `R-Main` for more general discussions, `R-Share` for showing off your data visuals, `General R Help` for asking questions and sharing learning resources, and `Topical Help/Discussion` for issues dealing with statistics, dbi, tidymodels, shiny, natural-science, social-science, bayesians, gis, and finance. - [Subreddit - r/Rlanguage - R Programming Language](https://www.reddit.com/r/Rlanguage/new/) - A Reddit subreddit focused on implementing the R programming language for statistics and data science. - [Subreddit - r/programming - The R Project for Statistical Computing](https://www.reddit.com/r/rprogramming/) - A Reddit subreddit focused on using R for statistical computing. - [Syntax equivalents: base R vs Tidyverse](https://tavareshugo.github.io/data_carpentry_extras/base-r_tidyverse_equivalents/base-r_tidyverse_equivalents.html) - A detailed comparison of base R and tidyverse. Author: Hugo Tavares. - [The ultimate R data.table cheat sheet](https://www.infoworld.com/article/3575086/the-ultimate-r-datatable-cheat-sheet.html) - Find code for dozens of data tasks in this searchable cheat sheet of R data.table and Tidyverse code. Author: Sharon Machlis. ## Blogs - [Alex Cookson](https://www.alexcookson.com/) - Alex Cookson loves making beautiful visualizations and easy-to-read walkthroughs of R concepts. He's particularly interested in data about media, like books, movies, and musicals. - [Avery Robbins](https://www.avery-robbins.com) - Avery Robbins loves to learn and to share useful or awesome things that have benefited him personally. This website is a tool for him to actively do just that: share knowledge, ideas, and tips that are helpful. - [Tony ElHabr](https://tonyelhabr.rbind.io/) - Tony ElHabr is passionate mostly about energy markets and sports analytics. His blog provides detailed tutorials, project explanations, and presentations. - [Cédric Scherer](https://cedricscherer.netlify.app/) - Cédric Scherer is a graduated computational ecologist and freelance data visualization expert who has created visualizations across all disciplines, purposes, and styles and regularly teaches data visualization principles, R, and ggplot2. - [Data Imaginist](https://www.data-imaginist.com/) - Thomas Lin Pedersen is a data scientist turned software engineer who focuses on improving researchers’ interactions with the data they produce. - [Data meets Narrative](http://www.rebeccabarter.com/blog/) - Rebecca Barter enjoys making sense of complex, messy and sometimes nonsensical datasets, such as electronic health records, and insurance claims. Her dual passions are explaining “seemingly complicated” concepts to others in plain English, and exploring and uncovering the stories that underlie complex datasets. - [HighlandR](https://johnmackintosh.net/) - John Mackintosh's blog is a place for him to showcase demonstrations or workshops, notes he's learned at work, chart makeovers, and techniques and technology that he doesn't currently use in his role. - [Julia Silge](https://juliasilge.com/blog/) - Julia Silge is a data scientist and software engineer at RStudio where she work on open source modeling tools. She is passionate about making beautiful charts, the statistical programming language R, Jane Austen, black coffee, and red wine. - [Musings on R](https://martinctc.github.io/blog/) - A blog on all things R and Data Science by Martin Chan. Topics covered include comparing dplyr and data.table, Shiny apps, ggplot, data cleaning, using RStudio, interviews with other R users/data scientists, and web scraping. - [rweekly](https://rweekly.org/about) - Weekly Updates from the Entire R Community by Bruce Zhao, Colin Fay, Eric Nantz, Hao Zhu, Jon Calder, Jonathan Carroll, Maëlle Salmon, Ryo Nakagawara, and Wolfram Qin. - [r-bloggers](https://www.r-bloggers.com/) - R-Bloggers.com was created by Tal Galili and is a blog aggregator of content contributed by bloggers who write about R (in English). The site helps R bloggers and users to connect and follow the R blogosphere. - [Ryo Nakagawara](https://ryo-n7.github.io/) - Ryo Nakagawara is a Data Scientist and has been doing work as both a reporting analyst and a software developer in R and SQL to improve ACDI and VOCA data pipelines, create R packages, reproducible reports, dashboards, and Shiny apps to communicate how his projects worldwide are progressing. - [Statistics Globe](https://statisticsglobe.com/) - Joachim Schork started this platform to share his statistical know-how and to improve his own statistical skills by discussing with other statisticians and programmers. - [Stats and R](https://www.statsandr.com/) - Through his blog, Antoine Soetewey (PhD in statistics) aims at helping academics and professionals working with data to grasp important statistical concepts, and shows how to apply them in R. ## Books - [A Sufficient Introduction to R](https://dereksonderegger.github.io/570L/) - This book is intended to guide people that are completely new to programming along a path towards a useful skill level using R. Author: Derek L. Sonderegger. - [An Introduction to Statistical Learning](http://faculty.marshall.usc.edu/gareth-james/ISL/ISLR%20Seventh%20Printing.pdf) - This book provides an introduction to statistical learning methods. Authors: Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani. - [Advanced R](https://adv-r.hadley.nz/introduction.html) - This book is designed for R programmers who want to deepen their understanding of the language, and programmers experienced in other languages who want to understand what makes R different and special. [Exercise Solutions](https://advanced-r-solutions.rbind.io/) Author: Hadley Wickham. - [An Introduction to R](https://cran.r-project.org/doc/manuals/r-release/R-intro.pdf) - This introduction to R is derived from an original set of notes describing the S and S-Plus environments written in 1990–2 by Bill Venables and David M. Smith when at the University of Adelaide. - [An Introduction to R](https://intro2r.com/) - The aim of this book is to introduce you to using R, a powerful and flexible interactive environment for statistical computing and research. Authors: Alex Douglas, Deon Roos, Francesca Mancini, Ana Couto & David Lusseau - [Answering Questions with Data](https://crumplab.github.io/statistics/) - This is a free textbook teaching introductory statistics for undergraduates in Psychology. The textbook was written with math-phobia in mind and attempts to reduce the phobia associated with arithmetic computations. Author: Matthew J. C. Crump. - [Data Science in a Box](https://datasciencebox.org/index.html) - The core content of the course focuses on data acquisition and wrangling, exploratory data analysis, data visualization, inference, modelling, and effective communication of results. - [Data Science in Education Using R](https://datascienceineducation.com/) - This book is primarily about learning to use R as a tool for data science in education. Authors: Ryan A. Estrellado, Emily A. Bovee, Jesse Mostipak, Joshua M. Rosenberg, and Isabella C. Velásquez. - [Efficient R programming](https://csgillespie.github.io/efficientR/) - Efficient R Programming is about increasing the amount of work you can do with R in a given amount of time. It’s about both computational and programmer efficiency. Authors: Colin Gillespie, Robin Lovelace. - [Engineering Production-Grade Shiny Apps](https://engineering-shiny.org/) - This book covers the process of building a Shiny application that will later be sent to production. Authors: Colin Fay, Sébastien Rochette, Vincent Guyader, Cervan Girard. - [Exploratory Data Analysis with R](https://bookdown.org/rdpeng/exdata/) - This book covers the essential exploratory techniques for summarizing data with R. These techniques are typically applied before formal modeling commences and can help inform the development of more complex statistical models. Author: Roger D. Peng. - [Forecasting: Principles and Practice](https://otexts.com/fpp3/) - This textbook is intended to provide a comprehensive introduction to forecasting methods and to present enough information about each method for readers to be able to use them sensibly. Authors: Rob J Hyndman and George Athanasopoulos. - [Geocomputation with R](https://geocompr.robinlovelace.net/) - This book is about using the power of computers to do things with geographic data. It teaches a range of spatial skills, including reading, writing and manipulating geographic data; making static and interactive maps; applying geocomputation to solve real-world problems; and modeling geographic phenomena. Authors: Robin Lovelace, Jakub Nowosad, Jannes Muenchow. - [ggplot2: Elegant Graphics for Data Analysis](https://ggplot2-book.org/index.html) - This book provides a hands-on introduction to ggplot2 with lots of example code and graphics. It also explains the grammar on which ggplot2 is based. Author: Hadley Wickham. - [Happy Git and GitHub for the useR](https://happygitwithr.com/) - Happy Git provides opinionated instructions on how to install Git and get it working smoothly with GitHub, in the shell and in the RStudio IDE, develop a few key workflows that cover your most common tasks, and integrate Git and GitHub into your daily work with R and R Markdown. Authors: Jenny Bryan, the STAT 545 TAs, Jim Hester. - [Introduction to Data Science - Data Analysis and Prediction Algorithms with R](https://rafalab.github.io/dsbook/) - This book started out as the class notes used in the HarvardX Data Science Series. It introduces concepts and skills that can help you tackle real-world data analysis challenges. It covers concepts from probability, statistical inference, linear regression, and machine learning. It also helps you develop skills such as R programming, data wrangling with dplyr, data visualization with ggplot2, algorithm building with caret, file organization with UNIX/Linux shell, version control with Git and GitHub, and reproducible document preparation with knitr and R markdown. Author: Professor Rafael A. Irizarry. - [Introduction to Probability and Statistics Using R](http://www.atmos.albany.edu/facstaff/timm/ATM315spring14/R/IPSUR.pdf) - The book can be subdivided into three basic parts. The first part includes the introductions and elementary descriptive statistics; I want the students to be knee-deep in data right out of the gate. The second part is the study of probability, which begins at the basics of sets and the equally likely model, journeys past discrete/continuous random variables, and continues through to multivariate distributions. The chapter on sampling distributions paves the way to the third part, which isinferential statistics. This last part includes point and interval estimation, hypothesis testing, and finishes with introductions to selected topics in applied statistics. Author: G. Jay Kerns. - [Introduction to R & Spatial Data with Raster and Terra](https://rspatial.org/intr/index.html) - This document provides a concise introduction to R. It emphasizes what you need to know to be able to use the language in any context. Author: Professor Robert Hijmans. - [JavaScript for R](https://book.javascript-for-r.com/) - The ultimate aim of this work is to demonstrate to the reader the many great benefits one can reap by inviting JavaScript into their data science workflow. Author: John Coene. - [Learning Statistics with R](https://learningstatisticswithr.com/) - Learning Statistics with R covers the contents of an introductory statistics class, as typically taught to undergraduate psychology students, focusing on the use of the R statistical software. Author: Danielle Navarro. - [Mastering Shiny](https://mastering-shiny.org/) - This is the online version of Mastering Shiny, a book currently under early development and intended for a late 2020 release. This book complements the [Shiny online documentation](https://shiny.rstudio.com/) and is intended to help app authors develop a deeper understanding of Shiny. Author: Hadley Wickham. [Mastering Shiny Exercise solutions](https://mastering-shiny-solutions.org/index.html) - [Modern R with the tidyverse](https://b-rodrigues.github.io/modern_R/) - The idea of Chapters 1 to 7 is to make you efficient with R as quickly as possible, especially if you already have prior programming knowledge. Starting with Chapter 8 you will learn more advanced topics, especially programming with R. Author: Bruno Rodrigues. - [Modern Statistics with R](http://www.modernstatisticswithr.com/) - From wrangling and exploring data to inference and predictive modelling. The book includes plenty of examples and more than 200 exercises with worked solutions. Author: Måns Thulin. - [Practical Data Science with R](https://www.manning.com/books/practical-data-science-with-r-second-edition#toc) - The intent of this book is to present data science from a pragmatic, practice-oriented viewpoint. The book concentrates on the process of data science, from the planning stages of a project, through the data collection and exploration, to the modeling, and finally to deployment and the sharing of results. Authors: Nina Zumel and John Mount. - [Practical Regression and Anova using R](https://cran.r-project.org/doc/contrib/Faraway-PRA.pdf) - The emphasis of this text is on the practice of regression and analysis of variance. The objective is to learn what methods are available and more importantly, when they should be applied. Author: Julian Faraway. - [Practicals and Exercises](http://www.columbia.edu/~cjd11/charles_dimaggio/DIRE/resources/R/practicalsBookNoAns.pdf) - This series of exercises reviews some of the content discussed during the author's lectures, and introduces some other basic concepts about working with data in R. Author: Charles DiMaggio, PhD. - [Quantitative Politics with R](http://qpolr.com/qpolr.pdf) - The aim of this book is to provide an easily accessible introduction to R for the collection, study and presentation of different types of political data. Authors: Erik Gahner Larsen and Zoltán Fazekas. - [R Cookbook, 2nd Edition](https://rc2e.com/index.html) - This book is full of how-to recipes, each of which solves a specific problem. The recipe includes a quick introduction to the solution followed by a discussion that aims to unpack the solution and give you some insight into how it works. Authors: James (JD) Long and Paul Teetor. - [R for Data Science](https://r4ds.had.co.nz/) - This book will teach you how to do data science with R. You will learn how to get your data into R, get it into the most useful structure, transform it, visualize it and model it. [Exercise Solutions](https://jrnold.github.io/r4ds-exercise-solutions/) Authors: Garrett Grolemund and Hadley Wickham. - [R Packages](http://r-pkgs.had.co.nz/) - In this book you will learn how to turn your code into packages that others can easily download and use. Author: Hadley Wickham. - [R Programming for Data Science](https://leanpub.com/rprogramming) - This book brings the fundamentals of R programming to you, using the same material developed as part of the industry-leading Johns Hopkins Data Science Specialization. Author: Roger Peng. - [R Tutorial – Be a Data Science rock star with R](https://data-flair.training/blogs/r-tutorial/) - A tour of the R programming language that explores its different and essential concepts. This R DataFlair Tutorial Series is designed to help beginners to get started with R and experienced to brush up their R programming skills and gain perfection in the language. - [Statistical Inference via Data Science](https://moderndive.com/) - This is intended to be a gentle introduction to the practice of analyzing data and answering questions using data the way data scientists, statisticians, data journalists, and other researchers would. Authors: Chester Ismay and Albert Y. Kim. - [Supervised Machine Learning for Text Analysis in R](https://smltar.com/) - This book focuses on supervised or predictive modeling for text, using text data to make predictions about the world around us. Authors: Emil Hvitfeldt and Julia Silge. - [Text Mining with R](https://www.tidytextmining.com/) - This book serves as an introduction of text mining using the tidytext package and other tidy tools in R. Authors: Julia Silge and David Robinson. - [The Art of R Programming](http://diytranscriptomics.com/Reading/files/The%20Art%20of%20R%20Programming.pdf) - This book is for those who wish to learn about developing software in R. Author: Norman Matloff. - [The Book of R](https://web.itu.edu.tr/~tokerem/The_Book_of_R.pdf) - The aim of The Book of R: A First Course in Programming and Statistics is to provide a relatively gentle yet informative exposure to the statistical software environment R, alongside some common statistical analyses, so that readers may have a solid foundation from which to eventually become experts in their own right. [Exercise solutions](https://nostarch.com/bookofr) Author: Tilman M. Davies. - [The R Inferno](http://www.burns-stat.com/pages/Tutor/R_inferno.pdf) - A book about trouble spots, oddities, traps, and glitches in R. Author: Patrick Burns. - [The R Language](https://stat.ethz.ch/R-manual/R-patched/doc/html/) - An introduction to R written by the authors of the R language. - [Tidy Modeling with R](https://www.tmwr.org/) - This book is a guide to using a new collection of software in the R programming language for model building. ## Communities of Practice > A community of practice is a group of people who share a concern or a passion for something they do and learn how to do it better as they interact regularly. - [TidyTuesday](https://github.com/rfordatascience/tidytuesday) - TidyTuesday is a weekly data project aimed at the R ecosystem with an emphasis placed on understanding how to summarize and arrange data to make meaningful charts. - [R for Data Science (R4DS) Online Learning Community](https://www.rfordatasci.com/) - Founded by Jessie Mostipak (@kierisi) to create a supportive and responsive online space for learners and mentors to gather and work through the R for Data Science book by Garrett Grolemund and Hadley Wickham. Grown into a community of R learners at all skill levels working together to improve their skills. ## Podcasts - [Not so Standard Deviations](http://nssdeviations.com/) - A data science podcast where Roger Peng and Hilary Parker talk about the latest in data science and data analysis in academia and industry. - [The R-Podcast](https://r-podcast.org/) - Practical advice on how to take advantage of R to accomplish innovative and robust data analyses. Hosted by Eric Nantz. ## YouTube - [Andrew Couch](https://www.youtube.com/channel/UCnwYO3Sz_emBTC1sTZ6TlsQ) - Topics include modeling, creating functions, dashboards, and forecasting. - [Ben Stenhaug](https://www.youtube.com/user/benastenhaug/videos) - Topics include saving and reading data, map functions in purrr, t-tests, item response theory, and the basics of R and the tidyverse. - [Cédric Scherer](https://www.youtube.com/playlist?list=PLd6eTXMmV3X-4-pHkZSJwHRACzSSyeT9T) - A collection of talks and seminars about R-related topics such as ggplot2 or Shiny, and data visualization in general. - [Colin Quirk](https://www.youtube.com/channel/UC-vtwz7ueU2dtnHk5e-WblA) - Topics include regular expressions, data types, Shiny, and gganimate. - [Data Analysis and Visualization Using R](https://www.youtube.com/channel/UClLf9MZuUy89IwGtRHC0RzQ) - Topics for the online course Data Analysis and Visualization Using R. - [Data Science with Tom](https://www.youtube.com/channel/UCb5aI-GwJm3ZxlwtCsLu78Q) - Topics include time series, analyzing word relationships with ggraph and tidytext, and tidymodels. - [David Jablonski](https://www.youtube.com/channel/UCzE7zgPikKvVUJPBKrndHMA) - The UC Berkeley R Bootcamp playlists include videos on R basics, handling data, performing calculations, programming, graphics, workflows, and statistics. - [David Robinson](https://www.youtube.com/channel/UCeiiqmVK07qhY-wvg3IZiZQ) - Topics include graphing for EDA, data manipulation, animated mapping, visualization, text mining, time series, forecasting, regression, bootstrapping, package development, network graphs, ANOVA, JSON, simulation, survival analysis, and tidymetrics. Click [here](https://github.com/dgrtwo/data-screencasts/tree/master/screencast-annotations) for detailed TidyTuesday screencast annotations. - [Dean Attali](https://www.youtube.com/c/DAattali/videos) - Shiny, including several videos on debugging Shiny. - [Dragonfly Statistics](https://www.youtube.com/c/DragonflyStatistics/videoss) - Topics include numerical computing, generating random walks, markov chains, encoding categorical variables, probability, correlation plots, feature engineering, time series, binary classifiers, models, data.table, confusion matrices, machine learning, geocoding, summary statistics, and simulation. - [IDG TECHtalk](https://www.youtube.com/playlist?list=PL7D2RMSmRO9JOvPC1gbA8Mc3azvSfm8Vv) - Do More with R playlist includes tutorials on shiny, data.table, getting API data, using Git and Github with R, writing your own packages, run Python in R code, RStudio addins and keyboard shortcuts, dashboards and flexdashboards. - [Julia Silge](https://www.youtube.com/channel/UCTTBgWyJl2HrrhQOOc710kA) - Topics include predictive text modeling, impute missing data, tidymodels, sentiment analysis, multinomial classification, principal component analysis, data preprocessing and resampling, and multinomial classification. - [Lander Analytics](https://www.youtube.com/channel/UC2-hKemnrmVCH_29duyJ26A/videos) - In-depth talks by different experts on a wide variety of topics. - [MarinStatsLectures](https://www.youtube.com/c/marinstatlectures/featured) - Topics include descriptive statistics, ANOVA, bootstrapping, linear regression, bivariate analysis, and probability distributions. - [Numyard](https://www.youtube.com/c/TheLearnR/videos) - Topics include working with dataframes, for loops, basic math, vectors, lists, creating functions, data types, and random sampling. - [R Programming 101](https://www.youtube.com/c/RProgramming101/featured) - This channel provides teaching videos on data analysis and statistical analysis using R programming. The teaching videos include subjects like data cleaning, data manipulation, data visualization, statistical analysis, and machine learning and AI (artificial intelligence). - [Richard Webster](https://www.youtube.com/channel/UC5ktyacv_aPSBmKB7uX5Piw/videos) - Topics include the paste function, the apply family of functions, while and for loops, conditional statements, visualization, removing NAs, and combining data. - [RichardOnData](https://www.youtube.com/playlist?list=PLOKCg4WX8ZG4nboHnOgA8PJxGWnO4csiZ) - The R playlist includes videos on manipulating data with dplyr, visualizing data with ggplot2 and ggThemeAssist, data types and structures, important base r functions, handling datetimes with lubridate, conquering factors with forcats, manipulating text with stringr. - [Shiny Developer Series](https://www.youtube.com/c/ShinyDeveloperSeries/videos) - The goals of the Shiny Developer Series are to showcase the innovative applications and packages in the ever-growing Shiny ecosystem, as well as the brilliant developers behind them! - [Simplilearn](https://www.youtube.com/playlist?list=PLEiEAq2VkUUKAw0aAJ1W4jpZ1q9LpX4yG) - The R Programming for Beginners playlist includes videos on data science, charting, data visualization, algorithms, business analytics, regression, random forest, SVM, clustering, time series, modeling, and analytical techniques. - [Statistics Globe](https://www.youtube.com/channel/UCyHEww8_SCdxZvEnkCfi55w) - A collection of short but detailed tutorials on how to work through common problems you will face while using R. Topics include data formatting, reordering data, strings, and ggplot2. - [StatistikinDD](https://www.youtube.com/c/StatistikinDD/featured) - Playlists on Efficient R Programming (e. g. running R code in parallel), Visualization, Regression Analyses. - [StatQuest with Josh Starmer](https://www.youtube.com/playlist?list=PLblh5JKOoLUJJpBNfk8_YadPwDTO2SCbx) - The Statistics and Machine Learning in R playlist deals with principal component analysis, random forest, regression, ROC and AUC, and ridge, lasso and elastic-net. - [TidyX](https://www.youtube.com/channel/UCP8l94xtoemCH_GxByvTuFQ) - TidyX is a screen cast where the hosts select code from the TidyTuesday project and go through their code line-by-line, explaining what they did and how the functions they used work. They also break down the visualizations they create and talk about how to apply similar approaches to other data sets. The objective is to help more people learn R and get involved in the TidyTuesday community. ## Contributing - Your contributions are always welcome! Please visit our [contributing.md](https://github.com/iamericfletcher/r-learning-resources/blob/main/contributing.md) to learn how to contribute to this list. [Back to Top](#contents)

# Awesome Detection Engineering [](https://awesome.re) > A curated list of tools and resources for Threat Detection Engineers. ## Contents - [Concepts & Frameworks](#concepts--frameworks) - [Detection Content & Signatures](#detection-content--signatures) - [Logging, Monitoring & Data Sources](#logging-monitoring--data-sources) - [General Resources](#general-resources) - [Blog Archive](#blog-archive) ## Concepts & Frameworks - [MITRE ATT&CK](https://attack.mitre.org/) - The foundational framework of adversary tactics, techniques, and procedures based on real-world observations. - [Alerting and Detection Strategies (ADS) Framework | Palantir](https://github.com/palantir/alerting-detection-strategy-framework) - A blueprint for creating and documenting effective detection content. - [Detection Engineering Maturity Matrix | Kyle Bailey](https://detectionengineering.io) - A detailed matrix that serves as a tool to measure the overall maturity of an organization's Detection Engineering program. - [Detection Maturity Level (DML) Model | Ryan Stillions](http://ryanstillions.blogspot.com/2014/04/the-dml-model_21.html) - Defines and describes 8 different levels of an organization's threat detection program maturity. - [The Pyramid of Pain | David J Bianco](http://detect-respond.blogspot.com/2013/03/the-pyramid-of-pain.html) - A model used to describe various categorizations of indicator's of compromise and their level of effectiveness in detecting threat actors. - [Cyber Kill Chain | Lockheed Martin](https://www.lockheedmartin.com/us/what-we-do/aerospace-defense/cyber/cyber-kill-chain.html) - Lockheed Martin's framework that outlines the 7 stages commonly observed in a cyber attack. - [MaGMa (Management, Growth and Metrics & Assessment) Use Case Defintion Model](https://www.betaalvereniging.nl/wp-content/uploads/FI-ISAC-use-case-framework-verkorte-versie.pdf) - A business-centric approach for defining threat detection use cases. - [Synthetic Adversarial Log Objects (SALO) | Splunk](https://github.com/splunk/salo) - Synthetic Adversarial Log Objects (SALO) is a framework for the generation of log events without the need for infrastructure or actions to initiate the event that causes a log event. ## Detection Content & Signatures - [MITRE Cyber Analytics Repository (CAR)](https://car.mitre.org) - MITRE's well-maintained repository of detection content. - [CAR Coverage Comparision](https://car.mitre.org/coverage/) - A matrix of MITRE ATT&CK technique IDs and links to available Splunk Security Content, Elastic detection rules, Sigma rules, and CAR content. - [Sigma Rules](https://github.com/Neo23x0/sigma) - Sigma's repository of turnkey detection content. Content can be converted for use with most SIEMs. - [Uncoder Rule Converter](https://uncoder.io) - A tool that can convert detection content for use with most SIEMs. - [Splunk Security Content](https://github.com/splunk/security_content) - Splunk's open-source and frequently updated detection content that can be tweaked for use in other tools. - [Elastic Detection Rules](https://github.com/elastic/detection-rules/tree/main/rules) - Elastic's detection rules written natively for the Elastic SIEM. Can easily be converted for use by other SIEMs using Uncoder. - [Elastic Endpoint Behavioral Rules](https://github.com/elastic/protections-artifacts/tree/main/behavior/rules) - Elastic's endpoint behavioral (prevention) rules written in EQL, natively for the Elastic endpoint agent. - [Elastic Yara Signatures](https://github.com/elastic/protections-artifacts/tree/main/yara/rules) - Elastic's YARA signatures, which run on the Elastic endpoint agent. - [Elastic Endpoint Ransomware Artifact](https://github.com/elastic/protections-artifacts/tree/main/ransomware/artifact.lua) - Elastic's ranswomware artifact, which runs on the Elastic endpoint agent. - [Chronicle (GCP) Detection Rules](https://github.com/chronicle/detection-rules) - Chronicle's detection rules written natively for the the Chronicle Platform. - [Exabeam Content Library](https://github.com/ExabeamLabs/Content-Library-CIM2) - Exabeam's out of the box detection content compatible with the Exabeam Common Information Model. - [AWS GuardDuty Findings](https://docs.aws.amazon.com/guardduty/latest/ug/guardduty_finding-types-active.html) - A list of all AWS GuardDuty Findings, their descriptions, and associated data sources. - [GCP Security Command Center Findings](https://cloud.google.com/security-command-center/docs/concepts-security-sources#threats) - A list of all GCP Security Command Center Findings, their descriptions, and associated data sources. - [Azure Defender for Cloud Security Alerts](https://docs.microsoft.com/en-us/azure/defender-for-cloud/alerts-reference) - A list of all Azure Security for Cloud Alerts, their descriptions, and associated data sources. - [Center for Threat Informed Defense Security Stack Mappings](https://github.com/center-for-threat-informed-defense/security-stack-mappings) - Describes cloud computing platform's (Azure, AWS) built-in detection capabilities and their mapings to the MITRE ATT&CK framework. - [Detection Engineering with Splunk](https://github.com/west-wind/Threat-Hunting-With-Splunk) - A GitHub repo dedicated to sharing detection analytics in SPL. - [Google Cloud Security Analytics](https://github.com/GoogleCloudPlatform/security-analytics) - This repository serves as a community-driven list of sample security analytics for auditing cloud usage and for detecting threats to your data & workloads in Google Cloud. - [KQL Advanced Hunting Queries & Analytics Rules](https://github.com/Bert-JanP/Hunting-Queries-Detection-Rules) - A list of endpoint detections and hunting queries for Microsoft Defender for Endpoint, Defender For Identity, and Defender For Cloud Apps. ## Logging, Monitoring & Data Sources - [Windows Logging Cheatsheets](https://www.malwarearchaeology.com/cheat-sheets) - Multiple cheatsheets outlined recommendations for Windows Event logging at various levels of granularity. - [Linux auditd Detection Ruleset](https://github.com/Neo23x0/auditd/blob/master/audit.rules) - Linux auditd ruleset that produces telemetry required for threat detection use cases. - [MITRE ATT&CK Data Sources Blog Post](https://medium.com/mitre-attack/defining-attack-data-sources-part-i-4c39e581454f) - MITRE describes various data sources and how they relate to the TTPs found in the MITRE ATT&CK framework. - [MITRE ATT&CK Data Sources List](https://attack.mitre.org/datasources/) - Data source objects added to MITRE ATT&CK as part of v10. - [Splunk Common Information Model (CIM)](https://docs.splunk.com/Documentation/CIM/5.0.0/User/Overview) - Splunk's proprietary model used as a framework for normalizing security data. - [Elastic Common Schema](https://www.elastic.co/guide/en/ecs/current/ecs-getting-started.html) - Elastic's proprietary model used as a framework for normalizing security data. - [Exabeam Common Information Model](https://github.com/ExabeamLabs/CIMLibrary) - Exabeam's proprietary model used as a framework for normalizing security data. - [Open Cybersecurity Schema Framework (OCSF)](https://schema.ocsf.io/categories?extensions) - An opensource security data source and event schema. - [Loghub](https://github.com/logpai/loghub) - Opensource and freely available security data sources for research and testing. - [Elastalert | Yelp](https://github.com/Yelp/elastalert) - ElastAlert is a simple framework for alerting on anomalies, spikes, or other patterns of interest from data in Elasticsearch. - [Matano](https://github.com/matanolabs/matano) - Open source cloud-native security lake platform (SIEM alternative) for threat hunting, Python detections-as-code, and incident response on AWS 🦀. ## General Resources - [ATT&CK Navigator | MITRE](https://mitre-attack.github.io/attack-navigator/enterprise/) - MITRE's open-source tool that can be used to track detection coverage, visibility, and other efforts and their relationship to the ATT&CK framework. - [Detection Engineering Weekly | Zack Allen](https://detectionengineering.net) - A newsletter dedicated to news and how-tos for Detection Engineering. - [Detection Engineering Twitter List | Zack Allen](https://twitter.com/i/lists/1629936556298436608) - A Twitter list of Detection Engineering thought leaders. - [DETT&CT: MAPPING YOUR BLUE TEAM TO MITRE ATT&CK™](https://www.mbsecure.nl/blog/2019/5/dettact-mapping-your-blue-team-to-mitre-attack) - [Awesome Kubernetes (K8s) Threat Detection](https://github.com/jatrost/awesome-kubernetes-threat-detection) - Another Awesome List dedicated to Kubernetes (K8s) threat detection. - [Living Off the Living Off the Land](https://lolol.farm) - A collection of resources for thriving off the land. ## Blog Archive ### 2023 - [From soup to nuts: Building a Detection-as-Code pipeline | David French](https://medium.com/threatpunter/from-soup-to-nuts-building-a-detection-as-code-pipeline-28945015fc38) ### 2022 - [Table stakes for Detection Engineering | Zack Allen](https://www.detectionengineering.net/p/table-stakes-for-detection-engineering) - [Building the Threat Detection Ecosystem at Brex | Julie Agnes Sparks](https://medium.com/brexeng/building-the-threat-detection-ecosystem-at-brex-215e98b2f1bc) - [Leveraging the Apple ESF for Behavioral Detections | Jaron Bradley, Matt Benyo](https://m.youtube.com/watch?v=AlN59giec0M) - [CI/CD Detection Engineering: Dockerizing for Scale, Part 4 | Splunk Research Team](https://www.splunk.com/en_us/blog/security/ci-cd-detection-engineering-dockerizing-for-scale-part-4.html) - [Capturing Detection Ideas to Improve Their Impact | Florian Roth](https://cyb3rops.medium.com/capturing-detection-ideas-to-improve-their-impact-311cf4e1c7a8) - [About Detection Engineering | Florian Roth](https://cyb3rops.medium.com/about-detection-engineering-44d39e0755f0) - [How to Write an Actionable Alert | Daniel Wyleczuk-Stern](https://catscrdl.io/blog/howtowriteanactionablealert/) - [Democratizing Security Detection | Palantir](https://medium.com/palantir/democratizing-security-detection-71c689b667a5) ### 2021 - [Detection-as-Code — Testing | Kyle Bailey](https://medium.com/@kyle-bailey/detection-as-code-testing-c03b0eea7fb8) - [Practical Detection-as-Code | Brendan Chamberlain](https://medium.com/@infosecb/practical-detection-as-code-8a8fe7c65676) - [Simple Anomaly Detection Using Plain SQL | Haki Benita](https://hakibenita.com/sql-anomaly-detection) - [Detection Engineering: Defending Networks with Purpose | Peter Di Giorgio](https://www.sans.org/white-papers/40400/) ### 2020 - [Detection Engineering using Apple's Endpoint Security Framework | Richie Cyrus](https://posts.specterops.io/detection-engineering-using-apples-endpoint-security-framework-affdbcb18b02) - [So, You Want to Be a Detection Engineer? | Josh Day](https://blog.gigamon.com/2020/02/24/so-you-want-to-be-a-detection-engineer/) ### Older - CI/CD Detection Engineering: Splunk's Security Content, [Part 1](https://www.splunk.com/en_us/blog/security/ci-cd-detection-engineering-splunk-security-content-part-1.html) Splunk's Attack Range, [Part 2](https://www.splunk.com/en_us/blog/security/ci-cd-detection-engineering-splunk-s-attack-range-part-2.html) Failing, [Part 3](https://www.splunk.com/en_us/blog/security/ci-cd-detection-engineering-failing-part-3.html) | José Enrique Hernandez - A three part blog series loosely describing how to deploy detection as code in a Splunk environment using the Splunk Security Research team's Security Content. - [Behind the Scenes with Red Canary's Detection Engineering Team | Kyle Rainey](https://redcanary.com/blog/detection-engineering/) - [A SOCless Detection Team at Netflix](https://www.linkedin.com/pulse/socless-detection-team-netflix-alex-maestretti/) - [The Four Types of Threat Detection | Sergio Caltagirone, Robert Lee](https://www.dragos.com/wp-content/uploads/The_Four_Types-of_Threat_Detection.pdf) - [Lessons Learned in Detection Engineering | Ryan McGeehan](https://medium.com/starting-up-security/lessons-learned-in-detection-engineering-304aec709856) - A well experienced detection engineer describes in detail his observations, challenges, and recommendations for building an effective threat detection program.

[](https://opensource.org/licenses/Apache-2.0) [](http://makeapullrequest.com) # Kubernetes-and-Cloud-Native-Associate KCNA <p align="center"> <img width="180" src="./pics/KCNA-logo.jpeg"> </p> Note: A documentation of notes & curated useful resources to help you prepare for the Kubernetes and Cloud Native Associate Exam [(KCNA)](https://training.linuxfoundation.org/certification/kubernetes-cloud-native-associate/) Feel free to share them :) For any fixes, updates or new additions to the syllabus, please raise an issue or make a pull-request (PR). Thank you! - Regardless of you sitting the KCNA exam or not, once you have studied these topics, you will have a good overall understanding of the Cloud-Native, Containers and Kubernetes eco-system. What matters is that you enjoy the learning process. Goodluck on your learning journey! The KCNA is a certification aimed for individuals who want to advance to the professional level by demonstrating an understanding of the core knowledge and abilities of Kubernetes. This certification is ideal for students learning about or candidates interested in working with cloud native technologies. ## Exam Brief - Duration : 1.5 hours <!-- Number of questions : ??? Multiple choice questions --> - Passing score: 75% - Certification validity: 3 years - Prerequisite: None - Cost: $250 USD, 1 year exam eligibility, with a free retake within the year. - Result: Emailed 24 hours after exam completion - [Official KCNA curriculum](https://github.com/cncf/curriculum/blob/master/KCNA_Curriculum.pdf) - The exam consists of around 60 MCQ questions. *Linux Foundation offer several discounts around the year such as CyberMonday, Kubecon and various other events - ensure to utilise these* ## KCNA topics overview - [X] [Kubernetes Fundamentals - 46%](#small_blue_diamond-1-kubernetes-fundamentals---46) - [X] [Container Orchestration - 22%](#small_blue_diamond-2-container-orchestration---22) - [X] [Cloud Native Architecture - 16%](#small_blue_diamond-3-cloud-native-architecture---16) - [X] [Cloud Native Observability - 8%](#small_blue_diamond-4-cloud-native-observability---8) - [X] [Cloud Native Application Delivery - 8%](#small_blue_diamond-5-cloud-native-application-delivery---8) ## Practice questions for KCNA - [X] [Practice questions](./mock-exam-questions/questions.md) #### Extra helpful materials - [x] [Slack](#slack) - [x] [Books](#books) - [x] [Youtube Videos](#useful-youtube-videos) ### Useful keys & Common accronyms in Kubernetes - K8s = Kubernetes - CNCF = Cloud Native Computing Foundation - NetPol = Network Policies - PV = Persistent Volumes - PVC = Persistent Volume Claims - CSI = Container Storage Interface - CNI = Container Network Interface - CI/CD = Continuous Integration & Continuous Deployment - RBAC = Role Based Access Control - OCI = Open Container Initiative - CRI = Container Runtime Interface - SMI = Service Mesh Interface - SLO = Service Level Objectives - SLI = Service Level Indicators - SLA = Service Level Agreements ## :small_blue_diamond: 1. Kubernetes Fundamentals - 46% ### 1.1 Fundamental Kuberenetes resources </details> - [Pods in Kubernetes](https://kubernetes.io/docs/concepts/workloads/pods/) <details> <summary>Pods in K8s - Click arrow to read more</summary> <br> Pods are the smallest deployable units of computing that you can create and manage in Kubernetes. </details> - [Deployments in Kubernetes](https://kubernetes.io/docs/concepts/workloads/controllers/deployment/) <details> <summary>Deployments in K8s - Click arrow to read more</summary> <br> A Deployment provides declarative updates for Pods and ReplicaSets. You describe a desired state in a Deployment, and the Deployment Controller changes the actual state to the desired state at a controlled rate. You can define Deployments to create new ReplicaSets, or to remove existing Deployments and adopt all their resources with new Deployments. </details> - [Services in Kubernetes](https://kubernetes.io/docs/concepts/services-networking/service/) <details> <summary>Services in K8s - Click arrow to read more</summary> <br> An abstract way to expose an application running on a set of Pods as a network service. Types of Services: ClusterIP: Exposes the Service on a cluster-internal IP. Choosing this value makes the Service only reachable from within the cluster. This is the default ServiceType. NodePort: Exposes the Service on each Node's IP at a static port (the NodePort). A ClusterIP Service, to which the NodePort Service routes, is automatically created. You'll be able to contact the NodePort Service, from outside the cluster, by requesting <NodeIP>:<NodePort>. LoadBalancer: Exposes the Service externally using a cloud provider's load balancer. NodePort and ClusterIP Services, to which the external load balancer routes, are automatically created. ExternalName: Maps the Service to the contents of the externalName field (e.g. foo.bar.example.com), by returning a CNAME record with its value. No proxying of any kind is set up. Reference: https://kubernetes.io/docs/concepts/services-networking/service/ </details> - [ReplicaSets in Kubernetes](https://kubernetes.io/docs/concepts/workloads/controllers/replicaset/) <details> <summary>ReplicaSets in K8s - Click arrow to read more</summary> <br> A ReplicaSet's purpose is to maintain a stable set of replica Pods running at any given time. As such, it is often used to guarantee the availability of a specified number of identical Pods. </details> <details> <summary>Headless Services - Click arrow to read more</summary> <br> Sometimes you don't need load-balancing and a single Service IP. In this case, you can create what are termed "headless" Services, by explicitly specifying "None" for the cluster IP (.spec.clusterIP). You can use a headless Service to interface with other service discovery mechanisms, without being tied to Kubernetes' implementation. </details> #### Useful Kubernetes commands using kubectl ```sh kubectl get pods (obtain/list pods in current namespace) kubectl get pods -A OR kubectl get pods --all-namespaces (obtain pods in all namespaces) kubectl api-resources (obtain API resources that are retrievable using the kubect commands) kubectl run nginx --image=nginx (run a pod named nginx using the nginx image) kubectl create deploy kcna --image=nginx (create a deployment named "kcna" with the nginx image) kubectl create deploy kcna --image=nginx --replicas=5 (create a deployment named "kcna" with the nginx image that deploys 5 pods (replicas)) ``` ### 1.2 Kubernetes Architecture <p align="center"> <img width="360" src="./pics/k8s-architecture.jpeg.png"> </p> - [Kubernetes Components Reference](https://kubernetes.io/docs/concepts/overview/components/) <details> <summary>K8s components - Click arrow to read more</summary> <br> ***Control Plane Components*** **kube-apiserver:** The API server is a component of the Kubernetes control plane that exposes the Kubernetes API. The API server is the front end for the Kubernetes control plane. The main implementation of a Kubernetes API server is kube-apiserver. kube-apiserver is designed to scale horizontally—that is, it scales by deploying more instances. You can run several instances of kube-apiserver and balance traffic between those instances. **etcd** Consistent and highly-available key value store used as Kubernetes' backing store for all cluster data. **kube-scheduler:** Control plane component that watches for newly created Pods with no assigned node, and selects a node for them to run on. **kube-controller-manager:** Control plane component that runs controller processes. Logically, each controller is a separate process, but to reduce complexity, they are all compiled into a single binary and run in a single process. Some types of these controllers are: Node controller: Responsible for noticing and responding when nodes go down. Job controller: Watches for Job objects that represent one-off tasks, then creates Pods to run those tasks to completion. Endpoints controller: Populates the Endpoints object (that is, joins Services & Pods). Service Account & Token controllers: Create default accounts and API access tokens for new namespaces. **cloud-controller-manager:** A Kubernetes control plane component that embeds cloud-specific control logic. The cloud controller manager lets you link your cluster into your cloud provider's API, and separates out the components that interact with that cloud platform from components that only interact with your cluster. The cloud-controller-manager only runs controllers that are specific to your cloud provider. If you are running Kubernetes on your own premises, or in a learning environment inside your own PC, the cluster does not have a cloud controller manager. ***Worker Node Components*** **kubelet** An agent that runs on each node in the cluster. It makes sure that containers are running in a Pod. **kube-proxy** kube-proxy is a network proxy that runs on each node in your cluster, implementing part of the Kubernetes Service concept. kube-proxy maintains network rules on nodes. These network rules allow network communication to your Pods from network sessions inside or outside of your cluster. </details> - [Nodes in K8s](https://kubernetes.io/docs/concepts/architecture/nodes/) - [Control Plane-Node Communication](https://kubernetes.io/docs/concepts/architecture/control-plane-node-communication/) <details> <summary>K8s API - Click arrow to read more</summary> <br> **Kubernetes API** The core of Kubernetes' control plane is the API server. The API server exposes an HTTP API that lets end users, different parts of your cluster, and external components communicate with one another. The Kubernetes API lets you query and manipulate the state of API objects in Kubernetes (for example: Pods, Namespaces, ConfigMaps, and Events). Most operations can be performed through the kubectl command-line interface or other command-line tools, such as kubeadm, which in turn use the API. However, you can also access the API directly using REST calls. </details> - [The Kubernetes API](https://kubernetes.io/docs/concepts/overview/kubernetes-api/) - [Kubernetes API server](https://kubernetes.io/docs/reference/command-line-tools-reference/kube-apiserver/) ### 1.4 Containers <p align="center"> <img width="360" src="./pics/containervsvm.jpeg"> </p> <details> <summary>Containers - Click arrow to read more</summary> <br> Containers are a form of operating system virtualization. A single container might be used to run anything from a small microservice or software process to a larger application. Inside a container are all the necessary executables, binary code, libraries, and configuration files. Compared to server or machine virtualization approaches, however, containers do not contain operating system images. This makes them more lightweight and portable, with significantly less overhead. In larger application deployments, multiple containers may be deployed as one or more container clusters. Such clusters might be managed by a container orchestrator such as Kubernetes. Reference : https://www.netapp.com/devops-solutions/what-are-containers/ </details> - [What are Containers?](https://kubernetes.io/docs/concepts/containers/) - [Containers](https://www.docker.com/resources/what-container) - [Kubernetes for the Absolute Beginners - Hands-on by Mumshad](https://www.udemy.com/course/learn-kubernetes/) - [What are Kubernetes Pods Anyway?](https://www.ianlewis.org/en/what-are-kubernetes-pods-anyway) - [Containers for Beginners](https://k21academy.com/docker-kubernetes/what-are-containers/) - [Kubernetes for Beginners](https://k21academy.com/docker-kubernetes/kubernetes-for-beginners/) - [Docker Tutorial for Beginners](https://www.youtube.com/watch?v=fqMOX6JJhGo) (OPTIONAL) - [Best practices for creating Dockerfiles](https://www.youtube.com/watch?v=JofsaZ3H1qM) - [Containers vs VMS](https://www.youtube.com/watch?v=cjXI-yxqGTI) - [Container Images](https://kubernetes.io/docs/concepts/containers/images/) - [Kubernetes Tutorial for Beginners – Basic Concepts & Examples](https://spacelift.io/blog/kubernetes-tutorial) ### 1.5 Scheduling - [The Kubernetes Scheduler](https://kubernetes.io/docs/concepts/scheduling-eviction/kube-scheduler/) - [Assigning Pods to Nodes](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/) - [Scheduling framework](https://kubernetes.io/docs/concepts/scheduling-eviction/scheduling-framework/) - [How the K8s scheduler works](https://www.youtube.com/watch?v=rDCWxkvPlAw) ## :small_blue_diamond: 2. Container Orchestration - 22% ### 2.1 Containers Orchestration Fundamentals - [What is Kubernetes?](https://kubernetes.io/docs/concepts/overview/what-is-kubernetes/) - [Container Orchestration Explained](https://www.youtube.com/watch?v=kBF6Bvth0zw) - [Containers vs. Pods - Taking a Deeper Look](https://iximiuz.com/en/posts/containers-vs-pods/) ### 2.2 Runtime - [Container runtimes](https://kubernetes.io/docs/setup/production-environment/container-runtimes/) - [Making Sense of the Container Runtime Landscape in Kubernetes](https://www.youtube.com/watch?v=RyXL1zOa8Bw) - [Container Runtime Interface (CRI)](https://kubernetes.io/docs/concepts/architecture/cri/) - [What are Runtime Classes?](https://kubernetes.io/docs/concepts/containers/runtime-class/) - [Kubernetes is deprecating Docker as a container runtime after v1.20](https://kubernetes.io/blog/2020/12/02/dont-panic-kubernetes-and-docker/) - [Kubernetes is deprecating Docker: what you need to know](https://acloudguru.com/blog/engineering/kubernetes-is-deprecating-docker-what-you-need-to-know) - [Rancher Desktop – An Open Source App for Desktop Kubernetes and Container Management](https://www.suse.com/c/rancher_blog/rancher-desktop-an-open-source-app-for-desktop-kubernetes-and-container-management/) - [Rancher Desktop GitHub](https://github.com/rancher-sandbox/rancher-desktop) ### 2.3 Security - [The 4C's of Cloud Native Security](https://kubernetes.io/docs/concepts/security/overview/) <p align="center"> <img width="360" src="./pics/4c.jpeg"> </p> - [Securing a cluster](https://kubernetes.io/docs/tasks/administer-cluster/securing-a-cluster/) - [Cloud native security guide for building secure applications](https://snyk.io/learn/cloud-native-security-for-cloud-native-applications/) - [Kubernetes Security Best Practices: 10 Steps to Securing K8s](https://www.aquasec.com/cloud-native-academy/kubernetes-in-production/kubernetes-security-best-practices-10-steps-to-securing-k8s/) - [Kubernetes Security Cheat Sheet](https://cheatsheetseries.owasp.org/cheatsheets/Kubernetes_Security_Cheat_Sheet.html) - [Kubernetes Security: Common Issues and Best Practices](https://snyk.io/learn/kubernetes-security/) - [What is Kubernetes Container Security?](https://www.trendmicro.com/en_gb/what-is/container-security/kubernetes.html) - [Kubernetes Security 101: Fundamentals and Best Practices](https://sysdig.com/learn-cloud-native/kubernetes-security/kubernetes-security-101/) - [Understand Role Based Access Control (RBAC) in Kubernetes](https://www.youtube.com/watch?v=G3R24JSlGjY) - [Controlling access to the K8s API](https://kubernetes.io/docs/concepts/security/controlling-access/) ### 2.4 Networking - [Cluster networking in K8s](https://kubernetes.io/docs/concepts/cluster-administration/networking/) - [Network Policies in K8s](https://kubernetes.io/docs/concepts/services-networking/network-policies/) - [Services, Load Balancing and Networking](https://kubernetes.io/docs/concepts/services-networking/) - [Container Networking From Scratch](https://www.youtube.com/watch?v=6v_BDHIgOY8) - [CNI - the Container Network Interface - GitHub](https://github.com/containernetworking/cni) ### 2.5 Service Mesh <p align="center"> <img width="360" src="./pics/Istio.png"> </p> - [What's a service mesh? (REDHAT)](https://www.redhat.com/en/topics/microservices/what-is-a-service-mesh) - [What Is a Service Mesh? (NGINX)](https://www.nginx.com/blog/what-is-a-service-mesh/) - [The Istio service mesh](https://istio.io/latest/about/service-mesh/) - [Istio & Service Mesh - simply explained in 15 mins](https://www.youtube.com/watch?v=16fgzklcF7Y) - [Managing microservice with Istio service mesh](https://kubernetes.io/blog/2017/05/managing-microservices-with-istio-service-mesh/) - [Istio Architecture](https://istio.io/v1.10/docs/ops/deployment/architecture/) ### 2.6 Storage - [Storage in Kubernetes](https://kubernetes.io/docs/concepts/storage/) - [What is Kubernetes Storage?](https://cloud.netapp.com/blog/cvo-blg-kubernetes-storage-an-in-depth-look) - [Kubernetes Storage 101: Concepts and Best Practices](https://cloudian.com/guides/kubernetes-storage/kubernetes-storage-101-concepts-and-best-practices/) - [Volumes in Kubernetes](https://kubernetes.io/docs/concepts/storage/volumes/) - [Persistent Volumes aka PVs in K8s](https://kubernetes.io/docs/concepts/storage/persistent-volumes/) - [Why Is Storage On Kubernetes So Hard?](https://softwareengineeringdaily.com/2019/01/11/why-is-storage-on-kubernetes-is-so-hard/) - [A complete storage guide for your Kubernetes storage problems by CNCF](https://www.cncf.io/blog/2020/04/28/a-complete-storage-guide-for-your-kubernetes-storage-problems/) - [To run or not to run a database on Kubernetes: What to consider](https://cloud.google.com/blog/products/databases/to-run-or-not-to-run-a-database-on-kubernetes-what-to-consider) - [Kubernetes And Databases](https://www.magalix.com/blog/kubernetes-and-database) - [Container Storage Interface (CSI) for Kubernetes GA](https://kubernetes.io/blog/2019/01/15/container-storage-interface-ga/) ## :small_blue_diamond: 3. Cloud Native Architecture - 16% <details> <summary>Characteristics of Cloud Native Architecture - Click arrow to read more</summary> <br> - High level of Automation - Self-healing - Secure by default - Cost-efficient - Easy-to-maintain - Scalable </details> <details> <summary>Twelve-Factor App - Click arrow to read more</summary> <br> **The Twelve Factors** - I. Codebase: One codebase tracked in revision control, many deploys - II. Dependencies: Explicitly declare and isolate dependencies - III. Config: Store config in the environment - IV. Backing services: Treat backing services as attached resources - V. Build, release, run: Strictly separate build and run stages - VI. Processes: Execute the app as one or more stateless processes - VII. Port binding: Export services via port binding - VIII. Concurrency: Scale out via the process model - IX. Disposability: Maximize robustness with fast startup and graceful shutdown - X. Dev/prod parity: Keep development, staging, and production as similar as possible - XI. Logs: Treat logs as event streams - XII. Admin processes: Run admin/management tasks as one-off processes Reference: https://12factor.net/ </details> - [The Cloud Native Glossary](https://github.com/cncf/glossary/blob/main/cloudnative-glossary.pdf) - [CNCF Cloud Native Interactive Landscape](https://landscape.cncf.io/) - [The beginners guide to the CNCF landscape](https://www.cncf.io/blog/2018/11/05/beginners-guide-cncf-landscape/) - [Graduated and incubaring projects in the CNCF eco-system](https://www.cncf.io/projects/) - [Cloud Native Architecture Fundamentals](https://medium.com/walmartglobaltech/cloud-native-architecture-fundamentals-ac13f979916d) - [The Twelve-Factor App](https://12factor.net/) - [Architecting Kubernetes clusters — choosing the best autoscaling strategy](https://learnk8s.io/kubernetes-autoscaling-strategies) - [Introduction to Monolithic Architecture and MicroServices Architecture](https://medium.com/koderlabs/introduction-to-monolithic-architecture-and-microservices-architecture-b211a5955c63) - [Microservices Architecture](https://docs.microsoft.com/en-us/azure/architecture/guide/architecture-styles/microservices) - [Managing microservice with Istio service mesh](https://kubernetes.io/blog/2017/05/managing-microservices-with-istio-service-mesh/) - [What is microservices architecture?](https://cloud.google.com/learn/what-is-microservices-architecture) - [Microservices vs Monolithic Architecture](https://www.mulesoft.com/resources/api/microservices-vs-monolithic) ### 3.1 Autoscaling - [Autoscaling in Kubernetes](https://kubernetes.io/blog/2016/07/autoscaling-in-kubernetes/) - [Horizontal Pod Autoscaling (HPA in K8s)](https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/) - [Kubernetes Autoscaling: 3 Methods and How to Make Them Great](https://spot.io/resources/kubernetes-autoscaling-3-methods-and-how-to-make-them-great/) - [Kubernetes Autoscaling in Production: Best Practices for Cluster Autoscaler, HPA and VPA](https://www.replex.io/blog/kubernetes-in-production-best-practices-for-cluster-autoscaler-hpa-and-vpa) - [Horizontal Pod autoscaling in GKE (GCP)](https://cloud.google.com/kubernetes-engine/docs/concepts/horizontalpodautoscaler) ### 3.2 Serverless - [Microservices vs. Serverless Architecture](https://www.sumologic.com/blog/microservices-vs-serverless-architecture/) - [Serverless Functions as a Service for Kubernetes](https://kubernetes.io/blog/2017/01/fission-serverless-functions-as-service-for-kubernetes/) - [Serverless containers on K8s](https://knative.dev/docs/) - [Knative GitHub](https://github.com/knative) ### 3.3 Community & Governance - [Community & Governance in K8s (K8s GitHub)](https://github.com/kubernetes/community/blob/master/governance.md) - [The Kubernetes Community](https://kubernetes.io/community/) - [The Official Kuberenetes GitHub](https://github.com/kubernetes/kubernetes) - [Kubernetes governance, what you should know](https://www.cncf.io/blog/2020/05/29/kubernetes-governance-what-you-should-know/) - [Kubernetes Community Values](https://kubernetes.io/community/values/) - [Kubernetes 1.21: Power to the Community](https://kubernetes.io/blog/2021/04/08/kubernetes-1-21-release-announcement/) - [Kubernetes in Production: Best Practices for Governance, Cost Management, Security and Access Control](https://www.replex.io/blog/kubernetes-in-production-best-practices-for-governance-cost-management-and-security-and-access-control) ### 3.4 Roles & Personas - [Personas](https://cluster-api.sigs.k8s.io/user/personas.html) - [[Podcast] PodCTL #28 - Kubernetes Roles & Personas](https://cloud.redhat.com/blog/podcast-podctl-28-kubernetes-roles-personas) - [Personas and use cases](https://www.ibm.com/docs/en/cloud-paks/cp-management/1.3.0?topic=about-personas-use-cases) - [PodCTL - Enterprise Kubernetes - podcast focused on Roles and Personas of K8s environments](https://podctl.buzzsprout.com/110399/653300-kubernetes-roles-personas) ### 3.5 Open Standards - [Navigating open standards for Kubernetes](https://www.information-age.com/navigating-open-standards-for-kubernetes-123492463/) - [Open standards can make or break a Kubernetes implementation](https://morioh.com/p/02a05107d000) - [Three tips to implement Kubernetes with open standards](https://techtelegraph.co.uk/three-tips-to-implement-kubernetes-with-open-standards/) - [Open Container Initiative](https://opencontainers.org/) - [CNI - the Container Network Interface](https://github.com/containernetworking/cni) - [Container Runtime Interface (CRI) – a plugin interface which enables kubelet to use a wide variety of container runtimes - GitHub](https://github.com/kubernetes/cri-api) - [Container Storage Interface (CSI) Specification - GitHub](https://github.com/container-storage-interface/spec) - [A standard interface for service meshes on Kubernetes](https://smi-spec.io/) ## :small_blue_diamond: 4. Cloud Native Observability - 8% ### 4.1 Telemetry & Observability - [The Cloud Native Landscape: Observability & Analysis](https://thenewstack.io/the-cloud-native-landscape-observability-and-analysis/) - [What is Telemetry? The Guide to Application Monitoring](https://www.sumologic.com/insight/what-is-telemetry/) - [Tools for Monitoring Resources](https://kubernetes.io/docs/tasks/debug-application-cluster/resource-usage-monitoring/) - [What is OpenTelemetry and why is it the future of instrumentation?](https://www.cncf.io/blog/2021/08/06/what-is-opentelemetry-and-why-is-it-the-future-of-instrumentation/) - [Migrating telemetry and security agents from dockershim](https://kubernetes.io/docs/tasks/administer-cluster/migrating-from-dockershim/migrating-telemetry-and-security-agents/) - [Getting started with OpenTelemetry on Kubernetes](https://signoz.io/blog/opentelemetry-kubernetes/) - [CNCF Advances OpenTelemetry Initiative](https://devops.com/cncf-advances-opentelemetry-initiative/) - [Splunk Donates eBPF Telemetry Data Collector to CNCF](https://devops.com/splunk-donates-ebpf-telemetry-data-collector-to-cncf/) - [Use the native logging mechanisms of containers](https://cloud.google.com/architecture/best-practices-for-operating-containers#use_the_native_logging_mechanisms_of_containers) ### 4.2 Prometheus - [What is Prometheus?](https://prometheus.io/docs/introduction/overview/) - [An introduction to monitoring with Prometheus](https://opensource.com/article/19/11/introduction-monitoring-prometheus) - [How Prometheus Monitoring works | Prometheus Architecture explained by Nana Janashia](https://www.youtube.com/watch?v=h4Sl21AKiDg) - [What is Prometheus and Why Should You Use It?](https://opsani.com/resources/what-is-prometheus-and-why-should-you-use-it/) - [Metrics For Kubernetes System Components](https://kubernetes.io/docs/concepts/cluster-administration/system-metrics/) - [Query Examples from Prometheus](https://prometheus.io/docs/prometheus/latest/querying/examples/) - [Prometheus Cheat Sheet - Basics (Metrics, Labels, Time Series, Scraping)](https://iximiuz.com/en/posts/prometheus-metrics-labels-time-series/) - [Jaeger: open source, end-to-end distributed tracing](https://www.jaegertracing.io/) ### 4.3 Cost Management - [Cost management for Kubernetes](https://www.redhat.com/en/technologies/cloud-computing/openshift/cost-management) - [Kubernetes Cost Analysis: Manage Your Kubernetes Costs](https://harness.io/blog/kubernetes-cost-analysis/) - [Kubernetes Cost Management and Analysis Guide](https://dev.to/cloudforecast/kubernetes-cost-management-and-analysis-guide-1e1b) - [Cloud cost optimization: principles for lasting success](https://cloud.google.com/blog/topics/cost-management/principles-of-cloud-cost-optimization) ## :small_blue_diamond: 5. Cloud Native Application Delivery - 8% ### 5.1 Application Delivery Fundamentals - [Continuous delivery at cloud native speed](https://www.weave.works/use-cases/application-delivery/) - [What is Helm](https://helm.sh/) - [What is CI/CD? by RedHat](https://www.redhat.com/en/topics/devops/what-is-ci-cd) - [What is Infrastructure as Code (IaC)?](https://www.redhat.com/en/topics/automation/what-is-infrastructure-as-code-iac) ### 5.2 GitOps - [What is GitOps?](https://www.redhat.com/en/topics/devops/what-is-gitops) - [ArgoCD Kubernetes - YouTube playlist by Just me and Opensource](https://www.youtube.com/playlist?list=PL34sAs7_26wMW4bWKnMIfEd87aPuw75by) - [ArgoCon 2021 - YouTube playlist](https://www.youtube.com/playlist?list=PLGHfqDpnXFXKwNGO_8usFuTO-rIHNyefC) - [Guide to GitOps by Weave works](https://www.weave.works/technologies/gitops/) - [GitOps on Kubernetes: Deciding Between Argo CD and Flux](https://thenewstack.io/gitops-on-kubernetes-deciding-between-argo-cd-and-flux/) - [Argo CD vs Flux CD — Right GitOps tool for your Kubernetes cluster](https://rajputvaibhav.medium.com/argo-cd-vs-flux-cd-right-gitops-tool-for-your-kubernetes-cluster-c71cff489d26) - [FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You?](https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools) - [GitOps tools in comparison by cloudogu](https://cloudogu.com/en/blog/gitops-tools) - [Flux vs ArgoCD](https://www.sgmoratilla.com/2021-10-28-flux-vs-argocd/) - [Why is a PULL vs a PUSH pipeline important?](https://www.weave.works/blog/why-is-a-pull-vs-a-push-pipeline-important) - [Push vs. Pull in GitOps: Is There Really a Difference?](https://thenewstack.io/push-vs-pull-in-gitops-is-there-really-a-difference/) - [ArgoCD Architecture](https://argo-cd.readthedocs.io/en/stable/operator-manual/architecture/) ### 5.3 CI/CD - [Kubernetes CICD - CI/CD for Kubernetes | Weaveworks](https://www.weave.works/technologies/ci-cd-for-kubernetes/) - [Kubernetes for CI/CD at scale](https://platform9.com/blog/kubernetes-for-ci-cd-at-scale/) - [Kubernetes CI/CD pipelines: What, why, and how](https://ubuntu.com/blog/kubernetes-ci-cd-pipelines-what-why-and-how) - [Top Open Source CI/CD Tools for Kubernetes to Know](https://cloud.redhat.com/blog/top-open-source-ci/cd-tools-for-kubernetes-to-know) - [Kubernetes CI/CD Best Practices](https://harness.io/blog/kubernetes-ci-cd-best-practices/) - [CI/CD Pipelines with Kubernetes | Best Practices and Tools](https://www.containiq.com/post/cicd-pipelines-with-kubernetes) # [Test your knowledge - Click this for practice questions](./mock-exam-questions/questions.md) ## Slack 1. [Kubernetes Community - #kcna-exam-prep](https://kubernetes.slack.com) 2. [Kubernetes Community](https://kubernauts-slack-join.herokuapp.com/) 3. [Cloud Native Mentoring - #kcna](https://join.slack.com/t/cloudnative-mentoring/shared_invite/zt-119bf6kae-bSGp7NQYrG~FZmjZjhZ~QA) ## Useful training material - [Kubernetes and Cloud Native Essentials by The Linux Foundation](https://training.linuxfoundation.org/training/kubernetes-and-cloud-native-essentials-lfs250/) - [Kubernetes and Cloud Native Associate (KCNA) Practice Exams on Udemy by Andrew Brown](https://www.udemy.com/course/kubernetes-and-cloud-native-associate-kcna/) - [Introduction to GitOps by The Linux Foundation](https://training.linuxfoundation.org/training/introduction-to-gitops-lfs169/) - [Introduction to DevOps & Site Reliability Engineering by The Linux Foundation](https://training.linuxfoundation.org/training/introduction-to-devops-and-site-reliability-engineering-lfs162/) - [Oh My Git! An open source game about learning Git!](https://ohmygit.org/) - [Learn Git Branching](https://learngitbranching.js.org/) - [Kubernetes and Cloud Native Associate (KCNA)](https://acloudguru.com/course/kubernetes-and-cloud-native-associate-kcna) ## Useful reading material - [Delivering Cloud Native Infrastructure as Code by Pulumi](https://www.pulumi.com/why-pulumi/delivering-cloud-native-infrastructure-as-code/) - [Unlocking the Cloud Operating Model: Provisioning](https://www.hashicorp.com/resources/unlocking-the-cloud-operating-model-provisioning) - [GitLab’s guide to CI/CD for beginners](https://about.gitlab.com/blog/2020/07/06/beginner-guide-ci-cd/) - [How to Pass your KCNA Exam by Brad McCoy](https://blog.bradmccoy.io/how-to-pass-your-kcna-exam-cf98cfa7d70f) - [The KCNA Exam — A quick guide to kicking off your K8S and Cloud Native Journey by Marino Wijay](https://medium.com/@marino.wijay/the-kcna-exam-a-quick-guide-to-kicking-off-your-k8s-and-cloud-native-journey-56a3a5be345) ## Books - [Kubernetes: Up and Running by O’Reilly](https://learning.oreilly.com/library/view/kubernetes-up-and/9781491935668/) - [7 Best Books to Get You Started with Kubernetes](https://blog.turbonomic.com/top-kubernetes-book) ## References - [The Official Kubernetes Documentation](https://k8s.io/docs) ## Useful Youtube vdeos - [Kubernetes and Cloud Native Associate (KCNA) exam - Katie Gamanji, CNCF](https://www.youtube.com/watch?v=TtUMT5cnVO4) - [KCNA breakdown by Saiyam Pathak](https://www.youtube.com/watch?v=iGkFHB1kFZ0) - [Open Source Values & Advocacy & Deep Dive KCNA Exam | CLOUDNATIVE.FM Ep 31](https://www.youtube.com/watch?v=wPbsvF_SGmc) - [KCNA Deep Dive by Katie Gamanji - The CLOUDNATIVEFM With SAIM ](https://www.youtube.com/watch?v=wPbsvF_SGmc) - [KCNA Prep - Kubernetes Fundamentals Part 1 ](https://www.youtube.com/watch?v=wnkium96ZVk) - [KCNA Prep - Kubernetes Fundamentals Part 2 ](https://www.youtube.com/watch?v=ZwCpgLeyKKo) ## Useful Kubernetes repos + Next steps? - [Kubernetes Certified Administrator by Walid Shaari](https://github.com/walidshaari/Kubernetes-Certified-Administrator) - [CKA Exercises](https://github.com/moabukar/CKA-Exercises) - [CKAD Exercises](https://github.com/dgkanatsios/CKAD-exercises) - [CKS repo by Walid Shaari](https://github.com/walidshaari/Certified-Kubernetes-Security-Specialist) - [CKS-Exercises](https://github.com/moabukar/CKS-Exercises-Certified-Kubernetes-Security-Specialist)

# Data Science Resources <a href="https://github.com/davidyakobovitch/data_science_resources/pulls"><img src="https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat"></a> <a href="https://github.com/ellerbrock/open-source-badge/"><img src="https://badges.frapsoft.com/os/v2/open-source.png?v=103"></a> <a href="https://www.python.org/"><img src="https://img.shields.io/badge/Made%20with-Python-1f425f.svg"></a> <a href="https://github.com/davidyakobovitch/data_science_resources/graphs/contributors"><img src="https://img.shields.io/github/contributors/Naereen/StrapDown.js.svg"></a> <a href="https://twitter.com/davidyako"><img src="https://img.shields.io/twitter/follow/amirsinatorfi.svg?label=Follow&style=social"></a> The following are python, statistics, and machine learning recommended resources, to assist you during your data science and machine learning studies. If you are searching for public workshops I have participated in, they are now organized under the [dyakobovitch-talks organization](https://github.com/dyakobovitch-talks). <hr> <p align="center"> <a href="#essential-links">Essentials Links</a> • <a href="#pre-data-science">Pre Data Science</a> • <a href="#version-control">Version Control</a> • <a href="#data-engineering">Data Engineering</a> • <a href="#statistics">Statistics</a> • <a href="#data-science">Data Science</a> • <a href="#python-docs">Python Docs</a> • <a href="#code-challenges">Code Challenges</a> • <a href="#interview-prep">Interview Prep</a> • <a href="#research">Research</a> • <a href="#ai-demos">AI Demos</a> • <a href="#workspace">Workspace</a> </p> ## Essential Links <p> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/davidyakobovitch/data_science_standards"><b>Data Science Standards</b></a> - How to Operationalize Machine Learning Pipelines<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://www.humainpodcast.com"><b>HumAIn Podcast</b></a> - Human Centered Thought Leadership Podcast<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/davidyakobovitch/python_data_science_resources/blob/master/open_data_sets.md"><b>Open Source Data Sets</b></a> - Data Lakes, APIs & Sets for Machine Learning<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/kamranahmedse/developer-roadmap"><b>Developer Roadmap</b></a> - Tools to Excel in Tech<br> <hr> ## Pre Data Science <p> &nbsp;&nbsp;:small_orange_diamond: <a href="http://openbookproject.net/thinkcs/python/english3e/"><b>How to Think Like a Computer Scientist</b></a> - Open source for Scientific Computing<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://archive.org/details/2018Fundamentals.ofPython"><b>Python Fundamentals</b></a> - Rick Halterman PhD<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://amzn.to/2x0XgZG"><b>Tableau</b></a> - Big Book of Dashboards<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://danaernst.com/resources/free-and-open-source-textbooks/"><b>Open Source CS</b></a> - Free Textbooks<br> <hr> ## Version Control <p> &nbsp;&nbsp;:small_orange_diamond: <a href="http://swcarpentry.github.io/git-novice/"><b>Software Carpentry</b></a> - Open source for Scientific Computing<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://git-scm.com/book/en/v2"><b>Git Book</b></a> - Official Git Documentation<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://lab.github.com/"><b>Github Lab</b></a> - Learn Git on Github<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.toptal.com/git/tips-and-practices"><b>Git on Toptal</b></a> - Best Practices for Git<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.toptal.com/git/the-advanced-git-guide"><b>Toptal - Tips</b></a> - Advanced Topics<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.atlassian.com/git/tutorials/what-is-version-control"><b>Atlassian</b></a> - Version Control Topics<br> <hr> ## Data Engineering <p> &nbsp;&nbsp;:small_orange_diamond: <a href="https://amzn.to/2SKUpyj"><b>SQL Cookbook</b></a> - Learn Essentials of SQL Syntax<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.w3schools.com/sql/"><b>W3 SQL</b></a>, <a href="https://mode.com/sql-tutorial/"><b>Mode SQL</b></a>, <a href="https://sqlzoo.net/"><b>SQL Zoo</b></a> <br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.amazon.com/Seven-Databases-Weeks-Modern-Movement/dp/1680502530/"><b>Seven Databases in Seven Week</b></a> - Databases for Big Data<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.amazon.com/High-Performance-MySQL-Optimization-Replication/dp/1449314287/"><b>High Performance MySQL</b></a> - Executing Fast Queries<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.amazon.com/REST-APIs-Django-powerful-Python/dp/198302998X/"><b>REST APIs with Django</b></a> - Working with Applications<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.amazon.com/Designing-Data-Intensive-Applications-Reliable-Maintainable/dp/1449373321/"><b>Design Data-Intensive Applications</b></a> - System Design for Data<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.amazon.com/Advanced-Analytics-Spark-Patterns-Learning/dp/1491972955"><b>Advanced Analytics with Spark</b></a> - Perform KPI Analysis<br> <hr> ## Statistics <p> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="http://www-bcf.usc.edu/~gareth/ISL/">Intro to Stats Learning</a></strong> (Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani) <br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://sites.google.com/site/fundamentalstatistics/">Fundamental Statistics</a></strong> (Bryan R. Burnham) <br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="http://onlinestatbook.com/2/">Online Stats</a></strong> (Rice University, University of Houston, Tufts University) <br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://www.amazon.com/Practical-Statistics-Data-Scientists-Essential/dp/1491952962/">Practical Statistics</a></strong> (Peter Bruce, Andrew Bruce) <br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://scholarworks.gvsu.edu/cgi/viewcontent.cgi?article=1021&context=books">Linear Algebra and Applications:An Inquiry-Based Approach</a></strong> (Feryal Alayont, Steven Schlicker) <br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://www.amazon.com/Statistics-Nutshell-Desktop-Quick-Reference/dp/1449316824/">Statistics in a Nutshell</a></strong> (Sarah Boslaugh) <br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://ourway.keybase.pub/mathematics_cheat_sheet.pdf">All in One Math Cheat Sheet</a></strong> (Alex Spartalas) <br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="http://opendatastructures.org/mcs.pdf">Math for Computer Science</a></strong> (Eric Lehman, F Thomson Leighton, Albert R Meyer) <br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://mml-book.github.io/book/mml-book.pdf">Math for Machine Learning</a></strong> (Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong) <br> <hr> ## Data Science <p> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://amzn.to/2kXTyKT">Python for Data Analysis</a></strong> and <a href="https://github.com/wesm/pydata-book">Github</a> (Wes McKinney)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://amzn.to/2sJaol0">Feature Engineering</a></strong> and <a href="https://github.com/divyasusarla/features">Github</a> (Sinan Ozdemir, Divya Susarla)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://amzn.to/2sK5Pa5">Hands on Machine Learning</a></strong> and <a href="https://github.com/ageron/handson-ml2">Github</a> (Aurélien Geron)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://amzn.to/2LD3vsw">Python Data Science Handbook</a></strong> and <a href="https://github.com/jakevdp/PythonDataScienceHandbook">Github</a> (Jake VanderPlas)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://www.amazon.com/Introduction-Machine-Learning-Python-Scientists-ebook/dp/B01M0LNE8C">Introduction to Machine Learning</a></strong> and <a href="https://github.com/amueller/introduction_to_ml_with_python">Github</a> (Andreas C. Müller and Sarah Guido)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://amzn.to/2kYxIGZ">Introduction to ML/Deep Learning</a></strong> and <a href="https://github.com/rasbt/python-machine-learning-book-2nd-edition">Github</a> (Sebastian Raschka, Vahid Mirjalili)<br> &nbsp;&nbsp;:small_orange_diamond: <strong>Data Science 100 - Berkeley</strong> and <a href="https://www.ds100.org">Website</a> (UCBerkeley)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://christophm.github.io/interpretable-ml-book/">Interpretable Machine Learning</a></strong> (Christoph Molnar)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://amzn.to/2l3rd65">Deep Learning with Python</a></strong> and <a href="https://github.com/fchollet/deep-learning-with-python-notebooks">Github</a> (Francois Chollet)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://amzn.to/2sKHRvf">Tensorflow Deep Learning Cookbook</a></strong> and <a href="https://github.com/agulli/tensorflowCookbook">Github</a> (Antonio Gulli, Amita Kapoor)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://amzn.to/2xY516n">Image Processing - Python</a></strong> and <a href="https://github.com/mbeyeler/opencv-machine-learning">Github</a> (Michael Beyeler)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://amzn.to/2MRpU6D">Deep Learning</a></strong> and <a href="http://www.deeplearningbook.org/exercises.html">Code</a> (Ian Goodfellow)<br> &nbsp;&nbsp;:small_orange_diamond: <strong><a href="https://d2wvfoqc9gyqzf.cloudfront.net/content/uploads/2018/09/Ng-MLY01-13.pdf">Data Science Yearning - Draft</a></strong> (Andrew Ng)<br> <hr> ## Python Docs <p> &nbsp;&nbsp;:small_orange_diamond: <a href="https://pandas.pydata.org/pandas-docs/stable/pandas.pdf"><b>Pandas</b></a> - Stable Docs<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://matplotlib.org/3.3.3/Matplotlib.pdf"><b>Matplotlib</b></a> - 3.3.3 Docs<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://scikit-learn.org/stable/documentation.html"><b>Sci-kit Learn</b></a> - Docs<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://docs.scipy.org/doc/"><b>Scipy and Numpy</b></a> - Docs<br> <hr> ## Code Challenges <p> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.codewars.com/"><b>Code Wars</b></a> - Programming challenges that are progressively harder.<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://leetcode.com/"><b>Leetcode</b></a> - Progressively more challenging questions<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.hackerrank.com/"><b>Hacker Rank</b></a> - Ranked challenges<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://projecteuler.net"><b>Project Euler</b></a> - Weekly released challenges<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.kaggle.com/"><b>Kaggle</b></a> - Data Science competitions<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.coderbyte.com/"><b>CoderByte</b></a> - Code challenges from FAANG companies<br> <hr> ## Interview Prep <p> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/yangshun/tech-interview-handbook"><b>Tech Interview Handbook</b></a> - Best Practices for technical interviews<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://bigocheatsheet.com/"><b>Big O Notation</b></a><br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/hopelessoptimism/cracking-the-data-science-interview"><b>Cracking the Data Science Interview</b></a> - Recommendations for interviews<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.amazon.com/Cracking-Coding-Interview-Programming-Questions/dp/0984782850"><b>Cracking the Code Interview</b></a> - Frequent Code Interview Questions<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.springboard.com/blog/data-science-interviews-lessons/"><b>Springboard</b></a> - Data Science Interview Lessons<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://www.acheronanalytics.com/acheron-blog/how-to-prepare-for-a-data-science-interview"><b>How to</b></a> - Prepare for Interviews<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.dezyre.com/article/100-data-science-interview-questions-and-answers-general-for-2018/184"><b>Top 100</b></a> - DS Practice Questions<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/rougier/numpy-100"><b>Numpy Q&A Part I</b></a> and <a href="https://www.machinelearningplus.com/python/101-numpy-exercises-python/"><b>Numpy Q&A Part II</b></a> <br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/ajcr/100-pandas-puzzles"><b>Pandas Q&A</b></a><br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/Avik-Jain/100-Days-Of-ML-Code"><b>ML Code</b></a> 100 Days of Practice<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.dezyre.com/article/data-analyst-interview-questions-to-prepare-for-in-2018/324"><b>Data Analyst</b></a> 100 Questions<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.interviewcake.com/"><b>Interview Cake</b></a> FAANG Practice Questions<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/davidyakobovitch/data_science_resources/blob/master/02_markdown_reference.md"><b>Markdown</b></a> - Framework for Formatting Text<br> <hr> ## Research <p> &nbsp;&nbsp;:small_orange_diamond: <a href="https://paperswithcode.com/sota"><b>State of the Art</b></a> - ML Papers w/ Code<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://www.arxiv-sanity.com/"><b>Arxiv Reports</b></a> ArXiv Sanity<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://s2-sanity.apps.allenai.org/cold-start"><b>Arxiv Adaptive Learning</b></a> ArXiv Sanity<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/josephmisiti/awesome-machine-learning"><b>ML Resources</b></a> - For all Programming Languages<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://arxiv-sanity.com/top"><b>Top Papers</b></a> - ArxiV Curator Across Domains<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://mybinder.org/"><b>Binder</b></a> and <a href="https://gist.github.com/"><b>Gist</b></a> - Sharing Code Resources<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://arxiv-sanity.com/top"><b>Top Papers</b></a> - ArxiV Curator Across Domains<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/daviddao/awful-ai"><b>Awful AI</b></a> - Ethically Questionable Use Cases<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://humanebydesign.com/"><b>Humane Principles</b></a> - Design Elements for Applications<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://github.com/rushter/data-science-blogs"><b>DS Blogs</b></a> - Curated Top Blogs on Data Science<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.youtube.com/channel/UCKpH0CKltc73e4wh0_pgL3g/videos"><b>Ctrl Shift Face</b></a> - Deep Fake Videos<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://thispersondoesnotexist.com/"><b>This Person Does Not Exist</b></a> - Style GAN<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://portraitai.app/"><b>AI Portraits</b></a> - Create Your own<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.tiobe.com/tiobe-index/"><b>Tiobe</b></a> - Most Popular Programming Languages<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://pair.withgoogle.com/guidebook"><b>PAIR</b></a> - People + AI Guidebook (Google)<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://papers.labml.ai/papers/daily"><b>LabML</b></a> - Daily Research Papers<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://betterimagesofai.org/images"><b>Better Images of AI</b></a> - Open Source Images<br> <hr> ## AI Demos <p> &nbsp;&nbsp;:small_orange_diamond: <a href="https://playground.tensorflow.org"><b>TensorFlow Playground</b></a> - Neural Networks Demo<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://pair-code.github.io/what-if-tool/"><b>What if Tool</b></a> - Google-backe research<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.naftaliharris.com/blog/visualizing-dbscan-clustering/"><b>DBScan Demo</b></a> and <a href="https://www.naftaliharris.com/blog/visualizing-k-means-clustering/"><b>KMeans Demo</b></a><br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://talktotransformer.com/"><b>NLP Text Transformer</b></a> - OpenAI<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://transformer.huggingface.co/"><b>NLP Text Transformer</b></a> - Demo<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://gltr.io/dist/index.html"><b>Auto Text Detect</b></a> - MIT/IBM/Harvard<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://grover.allenai.org/"><b>Grover</b></a> - Neural Fake News Detector<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://thing-translator.appspot.com/"><b>Thing Translator</b></a> (Google)<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://experiments.withgoogle.com/ai/sound-maker/view/"><b>Sound Maker</b></a> (Google)<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://experiments.withgoogle.com/ai/ai-duet/view/"><b>AI Duet Piano</b></a> (Google)<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://experiments.withgoogle.com/ai/giorgio-cam/view/"><b>Giorgio Picture Cam</b></a> (Google)<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://experiments.withgoogle.com/ai/drum-machine/view/"><b>Infinite Drum Machine</b></a> (Google)<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://magenta.tensorflow.org/demos/"><b>Magenta Demos</b></a> (Google)<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://towardsdatascience.com/deeptraffic-dqn-tuning-for-traffic-navigation-75-01-mph-solution-23087e2411cf"><b>Self-Driving</b></a> - MIT Demo<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://poloclub.github.io/ganlab/"><b>GANs</b></a> - Demo<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://ganpaint.io/demo/?project=church"><b>GAN Paint</b></a> - Studio<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.dlology.com/blog/top-10-deep-learning-experiences-run-on-your-browser/"><b>Deep Learning</b></a> - Browser Experiences<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://exbert.net"><b>exBert</b></a> - Interactive Bert Demo<br> &nbsp;&nbsp;:small_orange_diamond: <a href="http://www.beautifulfakefaces.com/"><b>GANs Demo</b></a> - Beautiful Fake Faces<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://detectfakes.media.mit.edu/"><b>Deepfake Detector</b></a> - MIT<br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.thisworddoesnotexist.com"><b>This Word Does Not Exist</b></a> - Tranformer Demo<br> <hr> ## Workspace <p> &nbsp;&nbsp;:small_orange_diamond: <a href="https://amzn.to/2O7AWom"><b>Dual Arm Monitor</b></a><br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://amzn.to/2LNN0ym"><b>LED Mountable Monitor</b></a><br> &nbsp;&nbsp;:small_orange_diamond: <a href="https://www.wayfair.com/furniture/pdp/comm-office-belda-standing-desk-w001708621.html?piid=1962783974"><b>Standing Desk</b></a><br> <hr> ## Support <a href="https://www.buymeacoffee.com/yako" target="_blank"><img src="https://www.buymeacoffee.com/assets/img/custom_images/purple_img.png" alt="Buy Me A Coffee" style="height: 41px !important;width: 174px !important;box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;-webkit-box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;" ></a> ## Licenses License [](https://creativecommons.org/licenses/by-nc-nd/4.0/) To the extent possible under law, [David Yakobovitch](https://www.linkedin.com/in/davidyakobovitch/) has licensed this work under Creative Commons, 4.0-NC-ND. This [license](https://creativecommons.org/licenses/by-nc-nd/4.0/) is the most restrictive of Creative Commons six main licenses, only allowing others to download your works and share them with others as long as they credit the author, but they can’t change them in any way or use them commercially. --- > [humainpodcast.com](https://www.humainpodcast.com) &nbsp;&middot;&nbsp; > GitHub [@davidyakobovitch](https://github.com/davidyakobovitch) &nbsp;&middot;&nbsp; > Twitter [@dyakobovitch](https://twitter.com/dyakobovitch)

<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? 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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 />

#  [](https://github.com/xtensor-stack/xtensor/actions/workflows/ci.yml) [](https://github.com/xtensor-stack/xtensor/actions/workflows/ci_extended.yaml) [](https://xtensor.readthedocs.io/en/latest/?badge=latest) [](https://xtensor-stack.github.io/xtensor) [](https://mybinder.org/v2/gh/xtensor-stack/xtensor/stable?filepath=notebooks%2Fxtensor.ipynb) [](https://gitter.im/QuantStack/Lobby?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge) Multi-dimensional arrays with broadcasting and lazy computing. ## Introduction `xtensor` is a C++ library meant for numerical analysis with multi-dimensional array expressions. `xtensor` provides - an extensible expression system enabling **lazy broadcasting**. - an API following the idioms of the **C++ standard library**. - tools to manipulate array expressions and build upon `xtensor`. Containers of `xtensor` are inspired by [NumPy](http://www.numpy.org), the Python array programming library. **Adaptors** for existing data structures to be plugged into our expression system can easily be written. In fact, `xtensor` can be used to **process NumPy data structures inplace** using Python's [buffer protocol](https://docs.python.org/3/c-api/buffer.html). Similarly, we can operate on Julia and R arrays. For more details on the NumPy, Julia and R bindings, check out the [xtensor-python](https://github.com/xtensor-stack/xtensor-python), [xtensor-julia](https://github.com/xtensor-stack/Xtensor.jl) and [xtensor-r](https://github.com/xtensor-stack/xtensor-r) projects respectively. `xtensor` requires a modern C++ compiler supporting C++14. The following C++ compilers are supported: - On Windows platforms, Visual C++ 2015 Update 2, or more recent - On Unix platforms, gcc 4.9 or a recent version of Clang ## Installation ### Package managers We provide a package for the mamba (or conda) package manager: ```bash mamba install -c conda-forge xtensor ``` ### Install from sources `xtensor` is a header-only library. You can directly install it from the sources: ```bash cmake -DCMAKE_INSTALL_PREFIX=your_install_prefix make install ``` ### Installing xtensor using vcpkg You can download and install xtensor using the [vcpkg](https://github.com/Microsoft/vcpkg) dependency manager: ```bash git clone https://github.com/Microsoft/vcpkg.git cd vcpkg ./bootstrap-vcpkg.sh ./vcpkg integrate install ./vcpkg install xtensor ``` The xtensor port in vcpkg is kept up to date by Microsoft team members and community contributors. If the version is out of date, please [create an issue or pull request](https://github.com/Microsoft/vcpkg) on the vcpkg repository. ## Trying it online You can play with `xtensor` interactively in a Jupyter notebook right now! Just click on the binder link below: [](https://mybinder.org/v2/gh/xtensor-stack/xtensor/stable?filepath=notebooks/xtensor.ipynb) The C++ support in Jupyter is powered by the [xeus-cling](https://github.com/jupyter-xeus/xeus-cling) C++ kernel. Together with xeus-cling, xtensor enables a similar workflow to that of NumPy with the IPython Jupyter kernel.  ## Documentation For more information on using `xtensor`, check out the reference documentation http://xtensor.readthedocs.io/ ## Dependencies `xtensor` depends on the [xtl](https://github.com/xtensor-stack/xtl) library and has an optional dependency on the [xsimd](https://github.com/xtensor-stack/xsimd) library: | `xtensor` | `xtl` |`xsimd` (optional) | |-----------|---------|-------------------| | master | ^0.7.5 | ^10.0.0 | | 0.24.x | ^0.7.0 | ^8.0.3 | | 0.23.x | ^0.7.0 | ^7.4.8 | | 0.22.0 | ^0.6.23 | ^7.4.8 | The dependency on `xsimd` is required if you want to enable SIMD acceleration in `xtensor`. This can be done by defining the macro `XTENSOR_USE_XSIMD` *before* including any header of `xtensor`. ## Usage ### Basic usage **Initialize a 2-D array and compute the sum of one of its rows and a 1-D array.** ```cpp #include <iostream> #include "xtensor/xarray.hpp" #include "xtensor/xio.hpp" #include "xtensor/xview.hpp" xt::xarray<double> arr1 {{1.0, 2.0, 3.0}, {2.0, 5.0, 7.0}, {2.0, 5.0, 7.0}}; xt::xarray<double> arr2 {5.0, 6.0, 7.0}; xt::xarray<double> res = xt::view(arr1, 1) + arr2; std::cout << res; ``` Outputs: ``` {7, 11, 14} ``` **Initialize a 1-D array and reshape it inplace.** ```cpp #include <iostream> #include "xtensor/xarray.hpp" #include "xtensor/xio.hpp" xt::xarray<int> arr {1, 2, 3, 4, 5, 6, 7, 8, 9}; arr.reshape({3, 3}); std::cout << arr; ``` Outputs: ``` {{1, 2, 3}, {4, 5, 6}, {7, 8, 9}} ``` **Index Access** ```cpp #include <iostream> #include "xtensor/xarray.hpp" #include "xtensor/xio.hpp" xt::xarray<double> arr1 {{1.0, 2.0, 3.0}, {2.0, 5.0, 7.0}, {2.0, 5.0, 7.0}}; std::cout << arr1(0, 0) << std::endl; xt::xarray<int> arr2 {1, 2, 3, 4, 5, 6, 7, 8, 9}; std::cout << arr2(0); ``` Outputs: ``` 1.0 1 ``` ### The NumPy to xtensor cheat sheet If you are familiar with NumPy APIs, and you are interested in xtensor, you can check out the [NumPy to xtensor cheat sheet](https://xtensor.readthedocs.io/en/latest/numpy.html) provided in the documentation. ### Lazy broadcasting with `xtensor` Xtensor can operate on arrays of different shapes of dimensions in an element-wise fashion. Broadcasting rules of xtensor are similar to those of [NumPy](http://www.numpy.org) and [libdynd](http://libdynd.org). ### Broadcasting rules In an operation involving two arrays of different dimensions, the array with the lesser dimensions is broadcast across the leading dimensions of the other. For example, if `A` has shape `(2, 3)`, and `B` has shape `(4, 2, 3)`, the result of a broadcasted operation with `A` and `B` has shape `(4, 2, 3)`. ``` (2, 3) # A (4, 2, 3) # B --------- (4, 2, 3) # Result ``` The same rule holds for scalars, which are handled as 0-D expressions. If `A` is a scalar, the equation becomes: ``` () # A (4, 2, 3) # B --------- (4, 2, 3) # Result ``` If matched up dimensions of two input arrays are different, and one of them has size `1`, it is broadcast to match the size of the other. Let's say B has the shape `(4, 2, 1)` in the previous example, so the broadcasting happens as follows: ``` (2, 3) # A (4, 2, 1) # B --------- (4, 2, 3) # Result ``` ### Universal functions, laziness and vectorization With `xtensor`, if `x`, `y` and `z` are arrays of *broadcastable shapes*, the return type of an expression such as `x + y * sin(z)` is **not an array**. It is an `xexpression` object offering the same interface as an N-dimensional array, which does not hold the result. **Values are only computed upon access or when the expression is assigned to an xarray object**. This allows to operate symbolically on very large arrays and only compute the result for the indices of interest. We provide utilities to **vectorize any scalar function** (taking multiple scalar arguments) into a function that will perform on `xexpression`s, applying the lazy broadcasting rules which we just described. These functions are called *xfunction*s. They are `xtensor`'s counterpart to NumPy's universal functions. In `xtensor`, arithmetic operations (`+`, `-`, `*`, `/`) and all special functions are *xfunction*s. ### Iterating over `xexpression`s and broadcasting Iterators All `xexpression`s offer two sets of functions to retrieve iterator pairs (and their `const` counterpart). - `begin()` and `end()` provide instances of `xiterator`s which can be used to iterate over all the elements of the expression. The order in which elements are listed is `row-major` in that the index of last dimension is incremented first. - `begin(shape)` and `end(shape)` are similar but take a *broadcasting shape* as an argument. Elements are iterated upon in a row-major way, but certain dimensions are repeated to match the provided shape as per the rules described above. For an expression `e`, `e.begin(e.shape())` and `e.begin()` are equivalent. ### Runtime vs compile-time dimensionality Two container classes implementing multi-dimensional arrays are provided: `xarray` and `xtensor`. - `xarray` can be reshaped dynamically to any number of dimensions. It is the container that is the most similar to NumPy arrays. - `xtensor` has a dimension set at compilation time, which enables many optimizations. For example, shapes and strides of `xtensor` instances are allocated on the stack instead of the heap. `xarray` and `xtensor` container are both `xexpression`s and can be involved and mixed in universal functions, assigned to each other etc... Besides, two access operators are provided: - The variadic template `operator()` which can take multiple integral arguments or none. - And the `operator[]` which takes a single multi-index argument, which can be of size determined at runtime. `operator[]` also supports access with braced initializers. ## Performances Xtensor operations make use of SIMD acceleration depending on what instruction sets are available on the platform at hand (SSE, AVX, AVX512, Neon). ### [](https://github.com/xtensor-stack/xsimd) The [xsimd](https://github.com/xtensor-stack/xsimd) project underlies the detection of the available instruction sets, and provides generic high-level wrappers and memory allocators for client libraries such as xtensor. ### Continuous benchmarking Xtensor operations are continuously benchmarked, and are significantly improved at each new version. Current performances on statically dimensioned tensors match those of the Eigen library. Dynamically dimension tensors for which the shape is heap allocated come at a small additional cost. ### Stack allocation for shapes and strides More generally, the library implement a `promote_shape` mechanism at build time to determine the optimal sequence type to hold the shape of an expression. The shape type of a broadcasting expression whose members have a dimensionality determined at compile time will have a stack allocated sequence type. If at least one note of a broadcasting expression has a dynamic dimension (for example an `xarray`), it bubbles up to the entire broadcasting expression which will have a heap allocated shape. The same hold for views, broadcast expressions, etc... Therefore, when building an application with xtensor, we recommend using statically-dimensioned containers whenever possible to improve the overall performance of the application. ## Language bindings ### [](https://github.com/xtensor-stack/xtensor-python) The [xtensor-python](https://github.com/xtensor-stack/xtensor-python) project provides the implementation of two `xtensor` containers, `pyarray` and `pytensor` which effectively wrap NumPy arrays, allowing inplace modification, including reshapes. Utilities to automatically generate NumPy-style universal functions, exposed to Python from scalar functions are also provided. ### [](https://github.com/xtensor-stack/xtensor-julia) The [xtensor-julia](https://github.com/xtensor-stack/xtensor-julia) project provides the implementation of two `xtensor` containers, `jlarray` and `jltensor` which effectively wrap julia arrays, allowing inplace modification, including reshapes. Like in the Python case, utilities to generate NumPy-style universal functions are provided. ### [](https://github.com/xtensor-stack/xtensor-r) The [xtensor-r](https://github.com/xtensor-stack/xtensor-r) project provides the implementation of two `xtensor` containers, `rarray` and `rtensor` which effectively wrap R arrays, allowing inplace modification, including reshapes. Like for the Python and Julia bindings, utilities to generate NumPy-style universal functions are provided. ## Library bindings ### [](https://github.com/xtensor-stack/xtensor-blas) The [xtensor-blas](https://github.com/xtensor-stack/xtensor-blas) project provides bindings to BLAS libraries, enabling linear-algebra operations on xtensor expressions. ### [](https://github.com/xtensor-stack/xtensor-io) The [xtensor-io](https://github.com/xtensor-stack/xtensor-io) project enables the loading of a variety of file formats into xtensor expressions, such as image files, sound files, HDF5 files, as well as NumPy npy and npz files. ## Building and running the tests Building the tests requires the [GTest](https://github.com/google/googletest) testing framework and [cmake](https://cmake.org). gtest and cmake are available as packages for most Linux distributions. Besides, they can also be installed with the `conda` package manager (even on windows): ```bash conda install -c conda-forge gtest cmake ``` Once `gtest` and `cmake` are installed, you can build and run the tests: ```bash mkdir build cd build cmake -DBUILD_TESTS=ON ../ make xtest ``` You can also use CMake to download the source of `gtest`, build it, and use the generated libraries: ```bash mkdir build cd build cmake -DBUILD_TESTS=ON -DDOWNLOAD_GTEST=ON ../ make xtest ``` ## Building the HTML documentation xtensor's documentation is built with three tools - [doxygen](http://www.doxygen.org) - [sphinx](http://www.sphinx-doc.org) - [breathe](https://breathe.readthedocs.io) While doxygen must be installed separately, you can install breathe by typing ```bash pip install breathe sphinx_rtd_theme ``` Breathe can also be installed with `conda` ```bash conda install -c conda-forge breathe ``` Finally, go to `docs` subdirectory and build the documentation with the following command: ```bash make html ``` ## License We use a shared copyright model that enables all contributors to maintain the copyright on their contributions. This software is licensed under the BSD-3-Clause license. See the [LICENSE](LICENSE) file for details.

## Summary: Automating forensic artifact extraction, reduction, and analysis of cold disk and memory images. So far has only been tested on NTFS .E01 disk images. This tool essentially automates the data collection and processing for the majority of what's taught in SANS FOR508, then some.. fTriage leverages dozens of popular, open source tools to triage suspect memory/disk images. Each module automates a step in the investigation an analyst would otherwise perform manually. Moreover, I've written a wrapper (ftriage.sh) to execute collections of these modules. There is no limit to how many modules you can run at once, but naturally there are some that need to be run before others, review the "Recommended Usage" section for example usage of prebuilt modlists. NOTE: This suite is being built on and developed for use with the [SANS SIFT Workstation](https://digital-forensics.sans.org/community/downloads). Assuming you install every tool it depends on then it will work on other Linux distros, but I recommend [downloading the VM](https://digital-forensics.sans.org/community/downloads). ## Setup: 1. Install dependencies: ``` sudo ./dependencies.sh ``` 2. Download NSRL hashlist if you will not be providing your own via baseline build + md5deep: ``` cd ./conf/nsrl/ ./pull.sh unzip rds_modernm.zip -d ./rds_modernm ./build_nsrl_idx.sh ``` 3. (OPTIONAL) Setup shared host directory using VMware ``` # NOTE: It is unwise to share your output directory with the host - if fTriage carves out malware samples then you don't want them being exposed to your host. This is more to easily share timelines, and other benign forensic artifacts for analysis with Windows tools. I also tend to place my disk and memory images in this directory. Create directory in desired location on host... Share directory with SIFT guest by focusing the VM and selecting VM --> Settings --> Options --> Shared Folders ``` 4. Edit ./conf/ftriage.conf and make sure all variables have been filled in. 5. Run modules individually, or in batches using ftriage.sh with modlists. 6. (OPTIONAL) Download 3rd party tools - These tools aren't yet integrated with fTriage, but they will be eventually and the scripts are nice shortcuts so we don't need to browse to the download site(s): ``` #NOTE: pescan requires a license from tzworks, you can request one by emailing "info@tzworks.net" or filling out the "demo" form at "https://www.tzworks.net/store/product_page.php" cd ./3rd_party/ ./wget_pescan.sh ./wget_autoruns.sh ./wget_sigcheck.sh cp ~/<license> ./3rd_party/pescan*-* ``` ## Recommended Usage: ``` #NOTE: Each bulk acquisition will probably generate 30-80GB content, keep that in mind #NOTE: Probably going to wrap all this into one script, but I think this helps visualize the process. ./ftriage.sh ./conf/ftriage.conf ./modlists/bulk.conf && ./modules/analysis/aggregate_carved_exes.sh ./conf/ftriage.conf && ./ftriage.sh ./conf/ftriage.conf ./modlists/process_files.conf && ./modules/analysis/analyze_density_results.sh ./conf/ftriage.conf ``` ## ftriage.sh (wrapper for running an array of modules \& scripts): - **ftriage.sh:** Wrapper for running modules \& scripts in the background and monitoring status. Logs can be found in the $OUTDIR/logs/ directory. ## Modules (targeted scripts): ### Disk: - **cold_image_export.sh:** Runs image_export.py against the disk image with a filter file native to the SIFT Workstation. Great initial triage script because it quickly collects key forensic artifacts from a disk image (VSS too) and organizes them neatly. An analyst can start analyzing these forensic artifacts while the more time consuming scripts run (sorter.sh for example can take 30 minutes to several hours depending on hardware). - **hot_image_export.sh:** Same thing as cold_image_export.sh, but can be used on mounted hot disk. Great for snagging forensic artifacts for initial triage before having to image the disk. - **sorter.sh:** Runs sorter against the disk with a filter file native to the SIFT Workstation. Accepts an indexed hash white list, usually NSRL or md5deep of baseline. - **tsk_recover.sh:** Runs tsk_recover to carve files out of unallocated space. - **d_unallocated_foremost.sh:** Uses blkls to dump and redirect all unallocated space into a file, then runs foremost against the blkls unallocated file. Also outputs a snippit from the audit results. - **d_slack_foremost.sh:** Uses blkls to dump and redirect all slack space into a file, then runs foremost against the blkls slack file. Also outputs a snippit from the audit results. - **d_strings.sh:** Runs strings against the disk image and sorts the output. - **d_timeline.sh:** Builds unfiltered and filtered filesystem timelines using fls, mactime, and grep. - **supertimeline.sh:** Builds a SuperTimeline using log2timeline.py, psort.py, and grep. ### Memory: - **imageinfo.sh:** Runs the Volatility imageinfo command - usually used in initial setup stages to determine our memory $PROFILE variable. - **malprocfind.sh:** Runs the Volatility malprocfind plugin - Finds malicious processes based on discrepancies from observed, normal behavior and properties. This plugin automates several manual checks performed on every memory image when looking for malware including expected PPID, name permutations, expected path, priority, expected cmdline args, proper user SID, session, time after boot, cmd.exe parent, missing binaries, and abnormal paths. - **malfind.sh:** Runs the Volatility malfind plugin (looks for code injection), parses output, and dumps suspect memory sections to disk. - **ldrmodules.sh:** Runs the Volatility ldrmodules plugin, and parses output. DLLs are tracked in three separate linked lists for each process. Some malware attempts to unlink loaded DLLs from these lists in order to evade detection. This plugin scans all process memory sections for DLLs, then parses each list and compares results to find unlinked DLLs. - **hollowfind.sh:** Runs the volatility hollowfind plugin, and dumps suspect memory sections to disk. The plugin detects such attacks by finding discrepancy in the VAD and PEB, it also disassembles the address of entry point to detect any redirection attempts and also reports any suspicious memory regions which should help in detecting any injected code. Prime example of this technique was Stuxnet; if you analyze a sample memory image of a Stuxnet infected machine you will notice multiple lsass.exe processes, but there should only ever be one lsass.exe process running at a time. The malware started extra legitimate lsass.exe processes in a suspended state, hollowed them out, injected the malicious code, then resumed the process. Great writeup [here](https://cysinfo.com/detecting-deceptive-hollowing-techniques). - **dlllist.sh:** Runs the Volatility dlllist plugin. This output is derived from processes tracked in the Process Environment Block (PEB), so injected and unlinked DLLs will not be detected. Unlinked DLLs can be detected using ldrmodules.sh - **cmdline.sh:** Runs the Volatility cmdline plugin, a simple plugin designed to list command line args passed for each running process. - **dlldump.sh:** Runs the Volatility dlldump plugin. - **dumpfiles_dll.sh:** Runs the Volatility dumpfiles command searching for .dll files via regex. - **dumpfiles_exe.sh:** Runs the Volatility dumpfiles command searching for .exe files via regex. - **m_strings.sh:** Runs strings against the memory image and sorts the output. Also runs the Volatility strings command to enrich our output with process info and virtual addresses. - **filescan.sh:** Runs the Volatility filescan command (pool scanner for file objects) and saves the output in a file. - **m_timeline.sh:** Builds unfiltered and filtered timelines using the Volatility timeliner command, mactime, and grep. - **apihooks.sh:** Find DLL function (inline and trampoline) hooks using Volatility apihooks plugin. - **getsids.sh:** Runs the Volatility getsids command, - **ssdt.sh:** Display System Service Descriptor Table entries using Volatility ssdt plugin. - **idt.sh:** Display Interupt Descriptor Table hooks using Volatility idt plugin. - **psxview.sh:** Find hidden processes via cross-view techniques using Volatility psxview plugin. - **driverirp.sh:** Identify I/O request Packets (IRP) hooks using Volatility driverirp plugin. - **modules.sh:** Walk linked list to identify kernel drivers loaded using Volatility modules plugin. - **modscan.sh:** Scan memory image to find loaded, unloaded, and unlinked kernel modules using Volatility modscan plugin. - **handles.sh:** Print list of handles opened by the process using Volatility handles plugin. - **mutantscan.sh:** Scan for \_KMUTANT objects using Volatility mutantscan plugin. - **cmdscan.sh:** Scan for COMMAND_HISTORY buffers using Volatility cmdscan plugin. - **consoles.sh:** Scan for CONSOLE_INFORMATION output using Volatility consoles plugin. - **netscan.sh:** Scan memory for both active \& closed connections \& sockets using Volatility netscan plugin (Only works with Vista+). - **shimcache.sh:** Parses the Application Compatibility Shim Cache registry key using Volatility shimcache plugin. - **shimcachemem.sh:** Parses the Application Compatibility Shim Cache stored in kernel memory using Volatility shimcachemem plugin. - **prefetchparser.sh:** Parses memory address space for prefetch files by scanning for proper headers and then performing strong validation to reduce false positives. Plugin then parses discovered files and presents contents to analyst. ### Hybrid: - **h_timeline.sh:** Builds unfiltered and filtered combined filesystem/memory timelines using the Volatility timeliner command, fls, mactime, and grep. ### Analysis: - **aggregate_carved_exes.sh:** Moves all carved exes, pdfs, and Office docs from their respective carving output directories into a common directory. - **hash_aggregate_exes.sh:** Builds md5 hash lists of carved exes, pdfs, and Office docs. - **densityscout.sh:** Runs densityscout against all carved + aggregated EXEs/DLLs, and against image_export/Windows and image_export/Users - **analyze_density_results.sh:** Parses output from densityscout.sh, sorter.sh, d_unallocated_foremost.sh, d_slack_foremost.sh, dlldump.sh, dumpfiles_dll.sh, and dumpfiles_exe.sh. Copies carved files with high density to $OUTDIR/carving/high_density_exes/ with original filename appended. - **get_mft_hunt_data.sh <_MFT_DIR>:** Runs analyzeMFT.py with anomaly detection against each file ending in "_MFT". Optional <_MFT_DIR> directory parameter, or by default will run againt $OUTDIR/image_export. ### Custom: - Where user supplied modules should be placed - Have included a template file here ## Devtools: - **mount_host_shares.sh:** Creates /root/host_shares directory, then mounts all VMware shared folders from host. - **nuke.sh:** Script I use to remove various output directories during development. - **pkiller.sh:** Used by ftriage.sh to cleanup background jobs. - **rm_extra.sh:** Removes excess output files that usually are unnecessary after initial triage. ## Notes: - Autoruns.exe \& autorunsc.exe usage and references at [my blog](https://bytehacks.com/2018-07-02-CMD-Cheat-Sheet/#autoruns) Suite is still under development, but coming along quickly!

# Core Methods in Educational Data Mining: Syllabus Introduction class - Yay! Best class eva! * **Course:** [HUDK 4050, Teachers College, Columbia](http://www.columbia.edu/~rsb2162/EDM2015/index.html) * **Instructor:** Charles Lang, [charles.lang@tc.columbia.edu](lang2@tc.columbia.edu), Twitter: @learng00d * **Course Assistants:** Anna Lizarov, [al38684@tc.columbia.edu](al3868@tc.columbia.edu), Aidi Bian, [ab4499@tc.columbia.edu](ab4499@tc.columbia.edu) * **Day/Time:** Tuesdays/Thursdays, 5:10pm - 6:50pm * **Location:** TH 136 * **Instructor Office Hours:** Thursdays, 3:00pm - 5:00pm in GDH 454 - **[Please make an appointment to attend office hours here](https://calendar.google.com/calendar/selfsched?sstoken=UUNxY1RIY01kNmJZfGRlZmF1bHR8M2U5ODgxZmNiOWQ0NDc2N2VmNWQ0NThiM2JmMGRmZmQ)** **(If no appointments are available or you cannot attend those that are please send an email to charles.lang@tc.columbia.edu and CC amy@x.ai)** * **Prerequisite:** HUDM 5122 *or* HUDM 5126 *or* approved statistics/computer science data mining course. * **Credits:** 3 * **Required Technology:** Laptop with RStudio installed, Phone with the Sensor Kinetics Pro app installed ## Course Description The Internet and mobile computing are changing our relationship to data. Data can be collected from more people, across longer periods of time, and a greater number of variables, at a lower cost and with less effort than ever before. This has brought opportunities and challenges to many domains, but the full impact on education is only beginning to be felt. Core Methods in Educational Data Mining provides an overview of the use of new data sources in education with the aim of developing students’ ability to perform analyses and critically evaluate their application in this emerging field. It covers methods and technologies associated with Data Science, Educational Data Mining and Learning Analytics, as well as discusses the opportunities for education that these methods present and the problems that they may create. ## Course Goals The overarching goal of this course is for students to acquire the knowledge and skills to be intelligent producers and consumers of data mining in education. By the end of the course students should: * Systematically develop a line of inquiry utilizing data to make an argument about learning * Be able to evaluate the implications of data science for educational research, policy, and practice This necessarily means that students become comfortable with the educational applications of three domain areas: computer science, statistics and the context surrounding data use. There is no expectation for students to become experts in any one of these areas but rather the course will aim to: enhance student competency in identifying issues at the level of data acquisition, data analysis and application of analyses to the educational enterprise. ## Assessment In HUDK4050 students will be attempting several data science projects, however, unlike most courses, students will not be asssessed based on how successful they are in completing these projects. Rather students will be assessed on two key components that will contribute to their future sucess in the field: contribution and organization. **Contribution** reflects the extent to which students participate in the course, whether or not students complete assignments and quizzes, attend class, etc. **Organization** reflects how well students document their process and maintain data and software resources. For example, maintaining a well organized bibliographic library with notes, maintaining a well organized Github account and maintaining organized data sets that are labelled appropriately. To do well in HUDK 4050 requires that students finish the course with the resources to sucessfully use data science in education *in the future*. Do the work and stay organized and all will be well! Tasks that need to be completed during the semester: Weekly: * Attend class * Weekly readings * Notes on weekly readings * Complete Swirl course * Maintain documentation of work (Github, R Markdown) One time only: * Ask one question on Stack Overflow * Attend office hours once * 8 short assignments (including one group assignment) * Group presentation of group assignment, 3-5 students each ## Week-by-week <A HREF="#unit1">Unit 1: Introduction</A> <A HREF="#unit2">Unit 2: Data Sources & Their Manipulation</A> <A HREF="#unit3">Unit 3: Structure Discovery</A> <A HREF="#unit4">Unit 4: Prediction</A> # <A NAME="unit1:">Unit 1: Introduction ## Class 1 - Introduction (9/5/19) ### Learning Objectives * Be familiar with course philosophy, logic & structure * Install and be familiar with the software to be used in the course * Appreciate the importance of tightly defining educational goals ## Class 2 - LA, EDM and the Learning Sciences (9/10/18) ### Learning Objectives * Be familiar with the kinds of work done in the fields of LA and EDM ### Tasks to be completed: Read/watch: * [Siemens, George. and Baker, Ryan S.J. d. 2012. Learning Analytics and Educational Data Mining: Towards Communication and Collaboration. Proceedings of the 2nd International Conference on Learning Analytics and Knowledge (New York, NY, USA, 2012), 252–254.](http://www.upenn.edu/learninganalytics/ryanbaker/LAKs%20reformatting%20v2.pdf) Read chapter 1-3: * [Grolemund, Garrett. 2014. Hands-On Programming with R](https://d1b10bmlvqabco.cloudfront.net/attach/ighbo26t3ua52t/igp9099yy4v10/igz7vp4w5su9/OReilly_HandsOn_Programming_with_R_2014.pdf) #### Due: Assignment 1 - Set up ## Class 3 - Data Sources (9/12/19) * Be familiar with a range of data sources, formats and extraction processes * Be familiar with R & Github & markdown ### Tasks to be completed: Read: * [Bergner, Yoav. (2017). Measurement and its Uses in Learning Analytics. In C. Lang, G. Siemens, A. F. Wise, & D. Gaševic (Eds.), The Handbook of Learning Analytics (1st ed., pp. 34–48). Vancouver, BC: Society for Learning Analytics Research.](http://solaresearch.org/hla-17/hla17-chapter1) * [The R Markdown Cheat sheet: 2014.](http://shiny.rstudio.com/articles/rm-cheatsheet.html) Swirl: * Unit 1 - Introduction # <A NAME="unit2">Unit 2: Data Sources & their Manipulation ## Class 4 - Data Wrangling (9/17/19) ### Learning Objectives: * Understand the importance of workflow and recording workflow ### Tasks to be completed: Read: * [Prinsloo, Paul, & Slade, Sharon (2017). Ethics and Learning Analytics: Charting the (Un)Charted. In C. Lang, G. Siemens, A. F. Wise, & D. Gaševic (Eds.), The Handbook of Learning Analytics (1st ed., pp. 49–57). Vancouver, BC: Society for Learning Analytics Research.](https://solaresearch.org/hla-17/hla17-chapter4/) * [Greller, Wendy, & Drachsler, Hendrik. (2012). Translating Learning into Numbers: A Generic Framework for Learning Analytics. Journal of Educational Technology & Society, 15(3), 42–57.](https://www.jstor.org/stable/jeductechsoci.15.3.42?seq=1#page_scan_tab_contents) ## Class 5 - Data Wrangling (9/19/19) ### Learning Objectives: * Be able to perform a data tidying workflow ### Tasks to be completed: Read: * [Saturday Morning Breakfast Cereal: 2016.](http://www.smbc-comics.com/index.php?id=3978) * [Data Wrangling Cheatsheet: 2015.](http://www.rstudio.com/wp-content/uploads/2015/02/data-wrangling-cheatsheet.pdf) ## Class 6 - Data Wrangling (9/24/19) Read: * [Clow, Doug. 2014. Data wranglers: human interpreters to help close the feedback loop. Proceedings of the Fourth International Conference on Learning Analytics And Knowledge (2014), 49–53.](http://oro.open.ac.uk/40608/2/Clow-DataWranglers-final.pdf) * [Young, Jeffrey R. 2014. Why Students Should Own Their Educational Data. The Chronicle of Higher Education Blogs: Wired Campus.](http://chronicle.com/blogs/wiredcampus/why-students-should-own-their-educational-data/54329) ## Class 7 - Data Wrangling (9/26/19) ### Learning Objectives: * Be familiar with a range of data manipulation commands ### Tasks to be completed: Read: * [Data Wrangling Cheatsheet: 2015.](http://www.rstudio.com/wp-content/uploads/2015/02/data-wrangling-cheatsheet.pdf) Watch: * [Getting Started with RMarkdown: 2016](https://youtu.be/MIlzQpXlJNk) Swirl: * Unit 2 - Data Sources & Manipulation # <A NAME="unit3">Unit 3: Structure Discovery ## Class 8 - Teachley Class Visit (10/1/19) ## Class 9 - Start Social Networks (10/3/19) * [Network Analysis and Visualization with R and igraph: 2016](https://kateto.net/netscix2016.html)(Start at Section 3) * [iGraph Documentation](https://igraph.org/r/doc/) ## Class 10 - Check-in Exam (10/8/19) ### Learning Objectives: * Understand the place of data visualization in the data analysis cycle * Be familiar with a range of data simulation commands ## Class 11 - Visualization (10/10/19) ### Learning Objectives: * Be able to generate basic visualizations during on-the-fly analysis Read: * [Gelman, A., & Unwin, A. (2012). Infovis and Statistical Graphics: Different Goals, Different Looks (with discussion)](http://www.stat.columbia.edu/~gelman/research/published/vis14.pdf) * [Fung, K. (2014). Junkcharts Trifecta Checkup: The Definitive Guide](http://junkcharts.typepad.com/junk_charts/junk-charts-trifecta-checkup-the-definitive-guide.html) ## Class 12 - Networks (10/15/19) ### Learning Objectives: * Understand the basic premise of graph theory applied to social networks ### Tasks to be completed: Read: * [Grunspan, D. Z., Wiggins, B. L., & Goodreau, S. M. (2014). Understanding Classrooms through Social Network Analysis: A Primer for Social Network Analysis in Education Research. CBE-Life Sciences Education, 13(2), 167–178.](http://www.lifescied.org/content/13/2/167.full.pdf) ## Class 13 - Networks (10/17/19) ### Learning Objectives: * Conceptualize a data structure suitable for network analysis, generate a network and produce basic summary metrics ### Tasks to be completed: Read: * [Hanneman, R.A. and Riddle, M. Chapter 1: Social Network Data. Introduction to Social Network Methods.](http://faculty.ucr.edu/~hanneman/nettext/C1_Social_Network_Data.html) #### Due: Assignment 2 - Social Network ## Class 14 - Clustering (10/22/19) ### Learning Objectives: * Understand the basic principle and algorithm behind cluster analysis ### Tasks to be completed: Read: * [Bowers, A.J. (2010) Analyzing the Longitudinal K-12 Grading Histories of Entire Cohorts of Students: Grades, Data Driven Decision Making, Dropping Out and Hierarchical Cluster Analysis. Practical Assessment, Research & Evaluation (PARE), 15(7), 1-18.](http://pareonline.net/pdf/v15n7.pdf) ## Class 15 - Clustering (10/24/19) ### Learning Objectives: * Create a suitable data structure and perform clustering on a sample ### Tasks to be completed: Watch: * Chapter 7 in Baker, R. (2014). Big Data in Education: [video 1](https://youtu.be/mgXm3AwLxP8), [video 2](https://youtu.be/B9dvJYwBfmk) ## Class 16 - Principal Component Analysis (10/29/19) ### Learning Objectives: * Be familiar with the basic ideas behind dimension reduction and the reasons for needing it * Understand the basic principles behind Principal Component Analysis ### Tasks to be completed: Read: * [Visually Explained](http://setosa.io/ev/principal-component-analysis/) * [Konstan, J. A., Walker, J. D., Brooks, D. C., Brown, K., & Ekstrand, M. D. (2015). Teaching Recommender Systems at Large Scale: Evaluation and Lessons Learned from a Hybrid MOOC. ACM Trans. Comput.-Hum. Interact., 22(2), 10:1–10:23.](https://dl.acm.org/citation.cfm?id=2728171) ## Class 17 - Principal Component Analysis (10/31/19) ### Learning Objectives: * Perform principal component analysis ### Tasks to be completed: Watch: * [Georgia Tech 2015. Feature Selection. Youtube.](https://www.youtube.com/watch?v=8CpRLplmdqE) ## Class 18 - Domain Structure Discovery (11/5/19) ### Learning Objectives: * Be familiar with the range of strategies for mapping domains and skills ### Tasks to be completed: Read: * [Matsuda, N., Furukawa, T., Bier, N., & Faloutsos, C. (2015). Machine Beats Experts: Automatic Discovery of Skill Models for Data-Driven Online Course Refinement. International Educational Data Mining Society.](http://eric.ed.gov/?id=ED560513) #### Due: Assignment 3 - Clustering ## Class 19 - Domain Structure Discovery (11/7/19) ### Learning Objectives: * Be familiar with the Q-matrix method ### Tasks to be completed: Watch: * Chapter 7 in Baker, R. (2014). Big Data in Education:[video 6](https://youtu.be/oFSV6-opnws) Swirl: * Unit 3 - Structure Discovery # <A NAME="unit4">Unit 4: Prediction ## Class 20 - Prediction (11/12/19) ##### Due: Assignment 4 - Principal Component Analysis ### Learning Objectives: * Understand why prediction is desireable goal, the various meanings of the word and general strategies employed across statistics, machine learning and experimental psychology ### Tasks to be completed: Read: * [Kucirkova, N. and FitzGerald, E. 2015. Zuckerberg is Ploughing Billions into “Personalised Learning” – Why? The Conversation.](https://theconversation.com/zuckerberg-is-ploughing-billions-into-personalised-learning-why-51940) * [Brooks, C., & Thompson, C. (2017). Predictive Modelling in Teaching and Learning. In The Handbook of Learning Analytics (1st ed., pp. 61–68). Vancouver, BC: Society for Learning Analytics Research.](https://solaresearch.org/hla-17/hla17-chapter5/) ## Class 21 - Prediction (11/14/19) ### Learning Objectives: * Employ a linear prediction model ### Tasks to be completed: Watch: * Chapter 1 in Baker, R. (2014). Big Data in Education: [video 1](https://youtu.be/dc5Nx3tyR8g) ## Class 22 - Classification (11/19/19) ### Learning Objectives: * Understand the concept of classification and its relationship to modeling ### Tasks to be completed: Read: * [Liu, R., & Koedinger, K. (2017). Going Beyond Better Data Prediction to Create Explanatory Models of Educational Data. In The Handbook of Learning Analytics (1st ed., pp. 69–76). Vancouver, BC: Society for Learning Analytics Research.](https://solaresearch.org/hla-17/hla17-chapter6/) #### Due: Assignment 5 - Prediction ## Class 23 - Classification (11/21/19) - Thanksgiving No Class ### Learning Objectives: * Implement a CART model ### Tasks to be completed: Watch: * Chapter 1 in Baker, R. (2014). Big Data in Education: [video 3](https://youtu.be/k9Z4ibzH-1s) & [video 4](https://youtu.be/8X0UlMShss4) ## Class 24 - Diagnostic Metrics (11/26/19) ### Learning Objectives: * Understand and apply the following diagnostic metrics to models: Kappa, A', correlation, RMSE, ROC ### Tasks to be completed: Read: * [Zheng, A. 2015. Evaluating Machine Learning Models. O’Reily Media. Chapter 2: Evaluation Metrics p.7-18](http://www.oreilly.com/data/free/evaluating-machine-learning-models.csp?intcmp=il-data-free-lp-lgen_free_reports_page) Watch: * Chapter 2 in Baker, R. (2014). Big Data in Education: [video 2](https://youtu.be/fGMFYTHhcHg), [video 3](https://youtu.be/9PDwRdyb6Sw) and [video 4](https://youtu.be/7r3hfJW1gz0) * Chapter 2 in Baker, R. (2014). Big Data in Education: [video 5](https://youtu.be/1P34cxpEdKA) * [Georgia Tech 2015. Cross Validation. Youtube.](https://youtu.be/sFO2ff-gTh0) ## Class 25 - Knowledge Tracing (11/28/19) ### Vectr Class Visit ### Learning Objectives: * Understand the concepts behind Bayesian Knowledge Tracing ### Tasks to be completed: Read: [Corbett, A.T., Anderson, J.R. (1995) Knowledge Tracing: Modeling the Acquisition of Procedural Knowledge. User Modeling and User-Adapted Interaction, 4, 253-278.](https://link.springer.com/article/10.1007/BF01099821) Swirl: * Unit 4 - Prediction ## Class 26 - Knowledge Tracing (12/3/19) ### Learning Objectives: * Understand Bayesian Knowledge Tracing ### Tasks to be completed: Watch: * Chapter 4 in Baker, R. (2014). Big Data in Education: [video 1](https://youtu.be/_7CtthPZJ70) #### Due: Assignment 6 - CART Models ## Class 27 - Work Session: Assignment 8, Group Project (12/5/19) ## Class 28 - Work Session: Assignment 8, Group Project (12/10/19) ##### Due: Assignment 7 - Diagnostic Metrics ## Class 29 - Rate video presentations (12/12/19) ## Class 30 - Rate video presentations (12/17/19) ## EVERYTHING DUE - 12/19/19 ---------------------------------------------------- # Fine Print 1. All examinations, papers, and other graded work and assignments are to be completed in conformance with the [Academic Integrity Policy](http://www.tc.columbia.edu/administration/diversity/index.asp? Id=Civility+Resources+and+Policies&Info=Civility+Resources+and+Policies&Area=Studen t+Miscon duct+Policy). Students who intentionally submit work either not their own or without clear attribution to the original source, fabricate data or other information, engage in cheating, or misrepresentation of academic records may be subject to charges. Sanctions may include dismissal from the college for violation of the TC principles of academic and professional integrity fundamental to the purpose of the College. 2. The College will make reasonable accommodations for persons with documented disabilities. Students are encouraged to contact the Office of Access and Services for Individuals with Disabilities for information about registration (166 Thorndike Hall). Services are available only to students who are registered and submit appropriate documentation. As your instructor, I am happy to discuss specific needs with you as well. 3. The grade of Incomplete will be assigned only when the course attendance requirement has been met but, for reasons satisfactory to the instructor, the granting of a final grade has been postponed because certain course assignments are outstanding. If the outstanding assignments are completed within one calendar year from the date of the close of term in which the grade of Incomplete was received and a final grade submitted, the final grade will be recorded on the permanent transcript, replacing the grade of Incomplete, with a transcript notation indicating the date that the grade of Incomplete was replaced by a final grade. If the outstanding work is not completed within one calendar year from the date of the close of term in which the grade of Incomplete was received, the grade will remain as a permanent Incomplete on the transcript. In such instances, if the course is a required course or part of an approved program of study, students will be required to re-enroll in the course including repayment of all tuition and fee charges for the new registration and satisfactorily complete all course requirements. If the required course is not offered in subsequent terms, the student should speak with the faculty advisor or Program Coordinator about their options for fulfilling the degree requirement. Doctoral students with six or more credits with grades of Incomplete included on their program of study will not be allowed to sit for the certification exam. 4. Teachers College students have the responsibility for activating the Columbia University Network ID (UNI) and a free TC Gmail account. As official communications from the College – e.g., information on graduation, announcements of closing due to severe storm, flu epidemic, transportation disruption, etc. -- will be sent to the student’s TC Gmail account, students are responsible for either reading email there, or, for utilizing the mail forwarding option to forward mail from their account to an email address which they will monitor. 5. It is the policy of Teachers College to respect its members’ observance of their major religious holidays. Students should notify instructors at the beginning of the semester about their wishes to observe holidays on days when class sessions are scheduled. Where academic scheduling conflicts prove unavoidable, no student will be penalized for absence due to religious reasons, and alternative means will be sought for satisfying the academic requirements involved. If a suitable arrangement cannot be worked out between the student and the instructor, students and instructors should consult the appropriate department chair or director. If an additional appeal is needed, it may be taken to the Provost.

# Awesome Go 中文翻译 awesome Go项目的中文翻译，原文请点击 [awesome-go](https://github.com/avelino/awesome-go). ### 贡献 首先请看一下这个 [贡献说明](https://github.com/avelino/awesome-go/blob/master/CONTRIBUTING.md)。同时感谢这些 [贡献者](https://github.com/avelino/awesome-go/graphs/contributors)。 you rock! #### *如果你看到下面的某个项目已经不再被支持或者并不适用，请提交一个pull request建议来改进。谢谢！* ### 内容 - [Awesome Go](#awesome-go) - [Audio & Music](#audiomusic)（音频 & 音乐） - [Authentication & OAuth](#authentication--oauth)（验证 & OAuth授权） - [Command Line](#command-line)（命令行） - [Configuration](#configuration)（配置） - [Continuous Integration](#continuous-integration)（持续集成） - [CSS Preprocessors](#css-preprocessors)（css预处理器） - [Data Structures](#data-structures)（数据结构） - [Database](#database)（数据库） - [Database Drivers](#database-drivers)（数据库驱动） - [Date & Time](#date--time)（日期 & 时间） - [Distributed Systems](#distributed-systems)（分布式系统） - [Email](#email)（电子邮件） - [Embeddable Scripting Languages](#embeddable-scripting-languages)（嵌入式脚本语言） - [Financial](#financial)（金融 & 财政） - [Forms](#forms)（表单） - [Game Development](#game-development)（游戏开发） - [Generation & Generics](#generation--generics)（代码生成 & Generics[#](http://www.ibm.com/developerworks/cn/java/Java_and_Generics/index.html)） - [Go Compilers](#go-compilers)（Go 编译器） - [Goroutines](#goroutines)（Goroutines） - [GUI](#gui)（图形用户界面） - [Hardware](#hardware)（硬件） - [Images](#images)（图像） - [Logging](#logging)（日志） - [Machine Learning](#machine-learning)（机器学习） - [Messaging](#messaging)（消息发送） - [Miscellaneous](#miscellaneous)（杂项） - [Natural Language Processing](#natural-language-processing)（自然语言处理） - [Networking](#networking)（网络） - [OpenGL](#opengl)（图形程序接口） - [ORM](#orm)（对象关系映射） - [Package Management](#package-management)（包管理） - [Query Language](#query-language)（查询语言） - [Resource Embedding](#resource-embedding)（资源嵌入） - [Science and Data Analysis](#science-and-data-analysis)（科学和数据分析） - [Security](#security)（安全） - [Serialization](#serialization)（序列化） - [Template Engines](#template-engines)（模版引擎） - [Testing](#testing)（测试） - [Text Processing](#text-processing)（文本处理） - [Third-party APIs](#third-party-apis)（第三发API） - [Utilities](#utilities)（实用程序） - [Validation](#validation)（校验） - [Version Control](#version-control)（版本控制） - [Video](#video)（视频） - [Web Frameworks](#web-frameworks)（Web框架） - [Middlewares](#middlewares)（中间件） - [Actual middlewares](#actual-middlewares)（功能实用的中间件） - [Libraries for creating HTTP middlewares](#libraries-for-creating-http-middlewares)（创建HTTP中间价的库） - [Windows](#windows)（Windows系统） - [Tools](#tools)（工具） - [Code Analysis](#code-analysis)（代码分析） - [Editor Plugins](#editor-plugins)（编辑器扩展） - [Go Tools](#go-tools)（Go语言工具） - [Software Packages](#software-packages)（软件包） - [DevOps Tools](#devops-tools)（开发运维工具） - [Other Software](#other-software)（其他软件） - [Server Applications](#server-applications)（服务器应用程序） - [Resources](#resources)（资源） - [Benchmarks](#benchmarks)（语言标准） - [Conferences](#conferences)（会场） - [E-Books](#e-books)（电子书） - [Twitter](#twitter)（墙外） - [Websites](#websites)（相关网站） - [Tutorials](#tutorials)（教程） ## Audio/Music（音频／音乐） *音频操作相关的库* * [flac](https://github.com/eaburns/flac) - 原生Go语言的FLAC解码器。 * [flac](https://github.com/mewkiz/flac) - 原生Go语言的FLAC解码器。 * [go-sox](https://github.com/krig/go-sox) - Go语言版音频文件格式转换工具libsox。 * [go_mediainfo](https://github.com/zhulik/go_mediainfo) - Go语言版查看媒体文件详细信息工具libmediainfo。 * [mp3](https://github.com/tcolgate/mp3) - 原生Go语言的mp3解码器. * [ontomix](https://github.com/go-ontomix/ontomix) - 基于序列的原生Go语言音频混合器，用于音乐类型应用。 * [PortAudio](https://github.com/gordonklaus/portaudio) - Go语言版音频I/O库PortAudio。 * [portmidi](https://github.com/rakyll/portmidi) - Go语言版Midi音频I/O库PortMidi。 * [taglib](https://github.com/wtolson/go-taglib) - Go语言版音频文件标签库taglib。 * [vorbis](https://github.com/mccoyst/vorbis) - Go语言版Vorbis解码器（使用到CGO，但并不依赖）。 * [waveform](https://github.com/mdlayher/waveform) - 基于音频流来生成音频波形图的工具。 ## Authentication & OAuth（验证／OAuth授权） *认证授权方案工具库* * [Go-AWS-Auth](https://github.com/smartystreets/go-aws-auth) - AWS（Amazon Web Services）请求签名库。 * [go-jose](https://github.com/square/go-jose) - 比较完整的JOSE工作组的JSON Web令牌实现，JSON Web签名，和JSON Web加密规格。 * [go.auth](https://github.com/bradrydzewski/go.auth) - Go 语言网络应用程序的认证接口。 * [gologin](https://github.com/dghubble/gologin) - 适用于OAuth1和OAuth2多身份登录认证的实现方案 * [gorbac](https://github.com/mikespook/gorbac) - 轻量级基于角色的访问控制（RBAC）的Go 语言方案 * [goth](https://github.com/markbates/goth) - 提供了一个简单，干净，常用的方式来使用OAuth和OAuth2。支持多种身份认证。 * [httpauth](https://github.com/goji/httpauth) - HTTP认证中间件。 * [jwt-go](https://github.com/dgrijalva/jwt-go) - Go语言版JSON网络令牌JSON Web Tokens (JWT). * [oauth2](https://github.com/golang/oauth2) - 继承自goauth2。实现了JWT，Google APIs，GCE，GAE的通用OAuth 2.0授权包。 * [osin](https://github.com/RangelReale/osin) - 用于提供OAuth2服务的库. * [permissions2](https://github.com/xyproto/permissions2) - 追踪用户登录许可的库，使用了加密的cookies。 * [yubigo](https://github.com/GeertJohan/yubigo) - Yubikey客户端包。提供了一个简单的API来使用ukey验证（一种用于安全登录的USB设备）。 ## Command Line（命令行） ### Standard CLI（标准 CLI） *用于创建一个标准命令行应用程序的库* * [cli](https://github.com/mkideal/cli) - 一个功能丰富、易于使用的命令行包基于golang tag。 * [cli-init](https://github.com/tcnksm/gcli) - 以简单的方式创建GO命令行应用。 * [climax](http://github.com/tucnak/climax) - 一个拥有“人脸”的命令行。 * [cobra](https://github.com/spf13/cobra) - 一个现代化的命令行。 * [codegangsta/cli](https://github.com/codegangsta/cli) - 一个很小型的命令行应用构件包。 * [docopt.go](https://github.com/docopt/docopt.go) - 一个让你满意的命令行参数解析器。 * [go-flags](https://github.com/jessevdk/go-flags) - GO命令行选项解析器。 * [kingpin](https://github.com/alecthomas/kingpin) - 一个支持子句的命令行和参数解析器。 * [liner](https://github.com/peterh/liner) - 仿造readline的命令行接口库。 * [mitchellh/cli](https://github.com/mitchellh/cli) -GO命令行构件接口库。 * [mow.cli](https://github.com/jawher/mow.cli) - 支持精确标签，参数解析，验证的GO命令行库。 * [readline](https://github.com/chzyer/readline) - 支持Readline多数特性的GO版本。 * [ukautz/clif](https://github.com/ukautz/clif) - 小型命令行接口框架。 ### Advanced Console UIs（高级控制台及用户界面） *创建控制台应用和控制台用户界面的库* * [chalk](https://github.com/ttacon/chalk) - 装点控制台输出的包。 * [color](https://github.com/fatih/color) - 用于控制台输出有色文字的多用途包。 * [colourize](https://github.com/TreyBastian/colourize) - 支持终端输出有色ANSI字符。 * [go-colortext](https://github.com/daviddengcn/go-colortext) - 终端有色输出库。 * [gocui](https://github.com/jroimartin/gocui) - 极简的控制台用户界面创建库. * [gommon/color](https://github.com/labstack/gommon/tree/master/color) - 样式化命令行。 * [termbox-go](https://github.com/nsf/termbox-go) - 跨平台文字式接口库。 * [termtables](https://github.com/apcera/termtables) - 生成字符表格并支持MarkDown和HTML输出。移植自Ruby库[terminal-tables](https://github.com/tj/terminal-table) * [termui](https://github.com/gizak/termui) - 基于**[termbox-go](https://github.com/nsf/termbox-go)**的命令行面板，灵感源于[blessed-contrib](https://github.com/yaronn/blessed-contrib). * [uilive](https://github.com/gosuri/uilive) - 实时更新输出信息的命令行库。 * [uiprogress](https://github.com/gosuri/uiprogress) - 灵活的命令行进度条显示库。 * [uitable](https://github.com/gosuri/uitable) - 使用表格化数据增强可读性的库。 ## Configuration（配置） *用于解析配置的库* * [config](https://github.com/olebedev/config) - JSON or YAML configuration wrapper with environment variables and flags parsing. * [configure](https://github.com/paked/configure) - Provides configuration through multiple sources, including JSON, flags and environment variables. * [env](https://github.com/caarlos0/env) - Parse environment variables to Go structs (with defaults). * [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. * [gcfg](https://github.com/go-gcfg/gcfg) - read INI-style configuration files into Go structs; supports user-defined types and subsections * [gofigure](https://github.com/ian-kent/gofigure) - Go application configuration made easy * [ini](https://github.com/go-ini/ini) - Go package for read and write INI files * [mini](https://github.com/FogCreek/mini) - A golang package for parsing ini-style configuration files * [store](https://github.com/tucnak/store) - A lightweight configuration manager for Go * [viper](https://github.com/spf13/viper) - Go configuration with fangs ## Continuous Integration *Tools for help with continuous integration* * [drone](https://github.com/drone/drone) - Drone is a Continuous Integration platform built on Docker, written in Go * [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 ## CSS Preprocessors *Libraries for preprocessing CSS files* * [c6](https://github.com/c9s/c6) - High performance SASS compatible-implementation compiler written in Go * [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. ## Data Structures *Generic datastructures and algorithms in Go.* * [binpacker](https://github.com/zhuangsirui/binpacker) - Binary packer and unpacker helps user build custom binary stream. * [bitset](https://github.com/willf/bitset) - Go package implementing bitsets. * [bloom](https://github.com/zhenjl/bloom) - Bloom filters implemented in Go. * [boomfilters](https://github.com/tylertreat/BoomFilters) - probabilistic data structures for processing continuous, unbounded streams * [count-min-log](https://github.com/seiflotfy/count-min-log) - A Go implementation Count-Min-Log sketch: Approximately counting with approximate counters (Like Count-Min sketch but using less memory). * [cuckoofilter](https://github.com/seiflotfy/cuckoofilter) - Cuckoo filter: a good alternative to a counting bloom filter implemented in Go. * [encoding](https://github.com/zhenjl/encoding) - Integer Compression Libraries for Go. * [go-datastructures](https://github.com/Workiva/go-datastructures) - a collection of useful, performant, and thread-safe data structures * [go-geoindex](https://github.com/hailocab/go-geoindex) - In-memory geo index. * [golang-set](https://github.com/deckarep/golang-set) - Thread-Safe and Non-Thread-Safe high-performance sets for Go. * [goskiplist](https://github.com/ryszard/goskiplist) - A skip list implementation in Go. * [mafsa](https://github.com/smartystreets/mafsa) - MA-FSA implementation with Minimal Perfect Hashing * [skiplist](https://github.com/gansidui/skiplist) - Skiplist implementation in Go * [trie](https://github.com/derekparker/trie) - Trie implementation in Go * [ttlcache](https://github.com/diegobernardes/ttlcache) - An in-memory LRU string-interface{} map with expiration for golang * [willf/bloom](https://github.com/willf/bloom) - Go package implementing Bloom filters. ## Database *Databases implemented in Go.* * [bolt](https://github.com/boltdb/bolt) - A low-level key/value database for Go. * [cache2go](https://github.com/muesli/cache2go) - An in-memory key:value cache which supports automatic invalidation based on timeouts. * [cockroach](https://github.com/cockroachdb/cockroach) - A Scalable, Geo-Replicated, Transactional Datastore * [couchcache](https://github.com/codingsince1985/couchcache) - A RESTful caching micro-service backed by Couchbase server. * [dgraph](https://github.com/dgraph-io/dgraph) - Scalable, Distributed, Low Latency, High Throughput Graph Database. * [diskv](https://github.com/peterbourgon/diskv) - A home-grown disk-backed key-value store. * [forestdb](https://github.com/couchbase/goforestdb) - Go bindings for ForestDB. * [GCache](https://github.com/bluele/gcache) - Cache library with support for expirable Cache, LFU, LRU and ARC. * [go-cache](https://github.com/pmylund/go-cache) - An in-memory key:value store/cache (similar to Memcached) library for Go, suitable for single-machine applications. * [goleveldb](https://github.com/syndtr/goleveldb) - An implementation of the [LevelDB](https://github.com/google/leveldb) key/value database in the Go. * [groupcache](https://github.com/golang/groupcache) - Groupcache is a caching and cache-filling library, intended as a replacement for memcached in many cases. * [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. * [prometheus](https://github.com/prometheus/prometheus) - Monitoring system and time series database. * [rqlite](https://github.com/otoolep/rqlite) - Replicated SQLite, using Raft consensus. * [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. *Database tools.* * [go-mysql](https://github.com/siddontang/go-mysql) - A 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. * [goose](https://github.com/steinbacher/goose) - Database migration tool. You can manage your database's evolution by creating incremental SQL or Go scripts. * [kingshard](https://github.com/flike/kingshard) - kingshard is a high performance proxy for MySQL powered by Golang. * [migrate](https://github.com/mattes/migrate) - Database migration handling in Golang support MySQL,PostgreSQL,Cassandra and SQLite. * [myreplication](https://github.com/2tvenom/myreplication) - MySql binary log replication listener. Support statement and row based replication. * [orchestrator](https://github.com/outbrain/orchestrator) - MySQL replication topology manager & visualizer * [pgweb](https://github.com/sosedoff/pgweb) - A web-based PostgreSQL database browser * [pravasan](https://github.com/pravasan/pravasan) - Simple Migration tool - currently for MySQL but planning to support soon for Postgres, SQLite, MongoDB, etc., * [sql-migrate](https://github.com/rubenv/sql-migrate) - Database migration tool. Allows embedding migrations into the application using go-bindata. * [vitess](https://github.com/youtube/vitess) - vitess provides servers and tools which facilitate scaling of MySQL databases for large scale web services. *SQL query builder, libraries for building and using SQL.* * [dat](https://github.com/mgutz/dat) - Go Postgres Data Access Toolkit * [Dotsql](https://github.com/gchaincl/dotsql) - Go library that helps you keep sql files in one place and use it with ease. * [goqu](https://github.com/doug-martin/goqu) - An idiomatic SQL builder and query library. * [ozzo-dbx](https://github.com/go-ozzo/ozzo-dbx) - Powerful data retrieval methods as well as DB-agnostic query building capabilities. * [scaneo](https://github.com/variadico/scaneo) - Generate Go code to convert database rows into arbitrary structs. * [sqrl](https://github.com/elgris/sqrl) - SQL query builder, fork of Squirrel with improved performance. * [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. ## Database Drivers *Libraries for connecting and operating databases.* * Relational Databases * [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 using database/sql. * [go-bqstreamer](https://github.com/rounds/go-bqstreamer) - BigQuery fast and concurrent stream insert. * [go-mssqldb](https://github.com/denisenkom/go-mssqldb) - Microsoft MSSQL driver prototype in go language. * [go-oci8](https://github.com/mattn/go-oci8) - Oracle driver for go that using 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 using database/sql. * [gofreetds](https://github.com/minus5/gofreetds) Microsoft MSSQL driver. Go wrapper over [FreeTDS](http://www.freetds.org). * [pgx](https://github.com/jackc/pgx) - PostgreSQL driver supporting features beyond those exposed by database/sql. * [pq](https://github.com/lib/pq) - Pure Go Postgres driver for database/sql. * NoSQL Databases * [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. * [cayley](https://github.com/google/cayley) - A graph database with support for multiple backends. * [dynago](https://github.com/underarmour/dynago) - Dynago is a principle of least surprise client for DynamoDB * [go-couchbase](https://github.com/couchbase/go-couchbase) - Couchbase client in Go * [go-couchdb](https://github.com/fjl/go-couchdb) - Yet another CouchDB HTTP API wrapper for Go * [gocb](https://github.com/couchbase/gocb) - Official Couchbase Go SDK * [gocql](http://gocql.github.io) - A Go language driver for Apache Cassandra. * [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 * [mgo](https://godoc.org/labix.org/v2/mgo) - 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. * [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 * [redigo](https://github.com/garyburd/redigo) - Redigo is a Go client for the Redis database. * [redis](https://github.com/go-redis/redis) - Redis client for Golang * [redis](https://github.com/hoisie/redis) - A simple, powerful Redis client for Go. * [redis](https://github.com/bsm/redeo) - Redis-protocol compatible TCP servers/services. * Search and Analytic Databases * [bleve](https://github.com/blevesearch/bleve) - A modern text indexing library for go. * [elastic](https://github.com/olivere/elastic) - Elasticsearch client for Google Go. * [elastigo](https://github.com/mattbaird/elastigo) - A Elasticsearch client library. * [goes](https://github.com/belogik/goes) - A library to interact with Elasticsearch. * [skizze](https://github.com/seiflotfy/skizze) - A probabilistic data-structures service and storage. ## Date & Time *Libraries for working with dates and times.* * [go-persian-calendar](https://github.com/yaa110/go-persian-calendar) - The implementation of the Persian (Solar Hijri) Calendar in Go (golang). * [goweek](https://github.com/grsmv/goweek) - Library for working with week entity in golang. * [now](https://github.com/jinzhu/now) - Now is a time toolkit for golang. * [NullTime](https://github.com/kirillDanshin/nulltime) - Nullable time.Time * [timeutil](https://github.com/leekchan/timeutil) - Useful extensions (Timedelta, Strftime, ...) to the golang's time package. ## Distributed Systems *Packages that help with building Distributed Systems.* * [celeriac](https://github.com/svcavallar/celeriac.v1) - A library for adding support for interacting and monitoring Celery workers, tasks and events in Go * [flowgraph](https://github.com/vectaport/flowgraph) - MPI-style ready-send coordination layer. * [glow](https://github.com/chrislusf/glow) - Easy-to-Use scalable distributed big data processing, Map-Reduce, DAG execution, all in pure Go. * [go-jump](https://github.com/dgryski/go-jump) - A port of Google's "Jump" Consistent Hash function. * [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. * [micro](https://github.com/micro/micro) - A pluggable microservice toolkit and distributed systems platform. * [raft](https://github.com/hashicorp/raft) - Golang implementation of the Raft consensus protocol, by HashiCorp. * [torrent](https://github.com/anacrolix/torrent) - BitTorrent client package. * [dht](https://godoc.org/github.com/anacrolix/torrent/dht) - BitTorrent Kademlia DHT implementation. * [go-peerflix](https://github.com/Sioro-Neoku/go-peerflix) - Video streaming torrent client. ## Email *Libraries that implement email creation and sending* * [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. * [go-dkim](https://github.com/toorop/go-dkim) - A DKIM library, to sign & verify email. * [Gomail](https://github.com/go-gomail/gomail/) - Gomail is a very simple and powerful package to send emails. * [Hectane](https://github.com/hectane/hectane) - Lightweight SMTP client providing an HTTP API * [MailHog](https://github.com/mailhog/MailHog) - Email and SMTP testing with web and API interface * [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 ## Embeddable Scripting Languages *Embedding other languages inside your go code* * [agora](https://github.com/PuerkitoBio/agora) - Dynamically typed, embeddable programming language in Go * [anko](https://github.com/mattn/anko) - Scriptable interpreter written in Go * [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) - A 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 * [golua](https://github.com/aarzilli/golua) - Go bindings for Lua C API * [gopher-lua](https://github.com/yuin/gopher-lua) - a Lua 5.1 VM and compiler written in Go * [otto](https://github.com/robertkrimen/otto) - A JavaScript interpreter written in Go * [purl](https://github.com/ian-kent/purl) - Perl 5.18.2 embedded in Go ## Financial *Packages for accounting and finance* * [accounting](https://github.com/leekchan/accounting) - money and currency formatting for golang * [decimal](https://github.com/shopspring/decimal) - Arbitrary-precision fixed-point decimal numbers ## 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. * [formam](https://github.com/monoculum/formam) - decode form's values into a struct. * [forms](https://github.com/albrow/forms) - A framework-agnostic library for parsing and validating form/JSON data which supports multipart forms and files. * [gorilla/csrf](https://github.com/gorilla/csrf) - CSRF protection for Go web applications & services. * [nosurf](https://github.com/justinas/nosurf) - A CSRF protection middleware for Go. ## Game Development *Awesome game development libraries.* * [engi](https://github.com/paked/engi) - A cross-platform game engine following the Entity Component System design pattern * [GarageEngine](https://github.com/vova616/GarageEngine) - 2d game engine written in Go working on OpenGL. * [glop](https://github.com/runningwild/glop) - Glop (Game Library Of Power) is a fairly simple cross-platform game library. * [go-astar](https://github.com/beefsack/go-astar) - Go implementation of the A\* path finding algorithm * [go-collada](https://github.com/GlenKelley/go-collada) - Go package for working with the Collada file format. * [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) - A performance oriented 2D/3D math package for Go * [gonet](https://github.com/xtaci/gonet) - A game server skeleton implemented with golang * [Leaf](https://github.com/name5566/leaf) - A lightweight game server framework * [termloop](https://github.com/JoelOtter/termloop) - Terminal-based game engine for Go, built on top of Termbox ## Generation & Generics *Tools to enhance the language with features like generics via code generation* * [gen](https://github.com/clipperhouse/gen) - Code generation tool for ‘generics’-like functionality. * [go-linq](https://github.com/ahmetalpbalkan/go-linq) - .NET LINQ-like query methods for Go. * [interfaces](https://github.com/rjeczalik/interfaces) - Command line tool for generating interface definitions. * [pkgreflect](https://github.com/ungerik/pkgreflect) - A Go preprocessor for package scoped reflection. ## Go Compilers *Tools for compiling Go to other languages* * [gopherjs](https://github.com/gopherjs/gopherjs) - A compiler from Go to JavaScript. * [llgo](https://github.com/go-llvm/llgo) - LLVM-based compiler for Go. * [tardisgo](https://github.com/tardisgo/tardisgo) - Golang to Haxe to CPP/CSharp/Java/JavaScript transpiler. ## Goroutines *Tools for managing and working with Goroutines* * [grpool](https://github.com/ivpusic/grpool) - Lightweight Goroutine pool. * [pool](https://github.com/go-playground/pool) - Go consumer goroutine pool for easy goroutine handling + time saving. * [tunny](https://github.com/Jeffail/tunny) - A goroutine pool for golang. ## GUI *Libraries for building GUI Applications* * [go-gtk](http://mattn.github.io/go-gtk/) - Go bindings for GTK * [go-qml](https://github.com/go-qml/qml) - QML support for the Go language * [goqt](https://github.com/visualfc/goqt) - Golang bindings to the Qt cross-platform application framework. * [gosx-notifier](https://github.com/deckarep/gosx-notifier) - OSX Desktop Notifications library for Go. * [gotk3](https://github.com/gotk3/gotk3) - Go bindings for GTK3. * [sciter](https://github.com/oskca/sciter) - Go bindings for Sciter: the Embeddable HTML/CSS/script engine for modern desktop UI development. * [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. * [ui](https://github.com/andlabs/ui) - Platform-native GUI library for Go. * [walk](https://github.com/lxn/walk) - Windows application library kit for Go. ## Hardware *Libraries, tools, and tutorials for interacting with hardware.* See [go-hardware](https://github.com/rakyll/go-hardware) for a comprehensive list. ## Images *Libraries for manipulating images.* * [bimg](https://github.com/h2non/bimg) - Small package for fast and efficient image processing using libvips * [geopattern](https://github.com/pravj/geopattern) - Create beautiful generative image patterns from a string. * [gift](https://github.com/disintegration/gift) - Package of image processing filters. * [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-opencv](https://github.com/lazywei/go-opencv) - Go bindings for OpenCV. * [go-webcolors](https://github.com/jyotiska/go-webcolors) - Port of webcolors library from Python to Go. * [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) - A selection of image manipulation tools. * [mpo](https://github.com/donatj/mpo) - A decoder and conversion tool for MPO 3D Photos. * [picfit](https://github.com/thoas/picfit) - An image resizing server written in Go * [resize](https://github.com/nfnt/resize) - Image resizing for the Go with common interpolation methods. * [rez](https://github.com/bamiaux/rez) - Image resizing in pure Go and SIMD. * [smartcrop](https://github.com/muesli/smartcrop) - Finds good crops for arbitrary images and crop sizes * [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. ## Logging *Libraries for generating and working with log files.* * [glog](https://github.com/golang/glog) - Leveled execution logs for Go. * [go-log](https://github.com/siddontang/go-log) - Log lib supports level and multi handlers. * [go-log](https://github.com/ian-kent/go-log) - A 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 Cosole, Simple Console, File or Elasticsearch. * [log](https://github.com/apex/log) - Structured logging package for Go. * [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 * [logex](https://github.com/chzyer/logex) - An golang log lib, supports tracking and level, wrap by standard log lib * [logger](https://github.com/azer/logger) - Minimalistic logging library for Go. * [logrus](https://github.com/Sirupsen/logrus) - a structured logger for Go. * [logrusly](https://github.com/sebest/logrusly) - [logrus](https://github.com/sirupsen/logrus) plug-in to send errors to a [Loggly](https://www.loggly.com/). * [logutils](https://github.com/hashicorp/logutils) - Utilities for slightly better logging in Go (Golang) extending the standard logger. * [logxi](https://github.com/mgutz/logxi) - A 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) - A simple logging module for go, with 5 levels, an optional rotating logfile feature and stdout/stderr output. * [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). * [seelog](https://github.com/cihub/seelog) - logging functionality with flexible dispatching, filtering, and formatting. * [stdlog](https://github.com/alexcesaro/log) - Stdlog is an object-oriented library providing leveled logging. It is very useful for cron jobs. * [tail](https://github.com/hpcloud/tail) - A Go package striving to emulate the features of the BSD tail program. * [xlog](https://github.com/rs/xlog) - A structured logger for `net/context` aware HTTP handlers with flexible dispatching. ## 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. * [gago](https://github.com/MaxHalford/gago) - Multi-population, flexible, parallel genetic algorithm. * [go-fann](https://github.com/white-pony/go-fann) - Go bindings for Fast Artificial Neural Networks(FANN) library. * [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 * [goml](https://github.com/cdipaolo/goml) - On-line Machine Learning in Go * [goRecommend](https://github.com/timkaye11/goRecommend) - Recommendation Algorithms library written in Go. * [libsvm](https://github.com/datastream/libsvm) - libsvm golang version derived work based on LIBSVM 3.14. * [mlgo](https://github.com/NullHypothesis/mlgo) - This project aims to provide minimalistic machine learning algorithms in Go. * [neural-go](https://github.com/schuyler/neural-go) - A multilayer perceptron network implemented in Go, with training via backpropagation. * [probab](https://github.com/ThePaw/probab) - Probability distribution functions. Bayesian inference. Written in pure 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 ## Messaging *Libraries that implement messaging systems* * [Centrifugo](https://github.com/centrifugal/centrifugo) - Real-time messaging (Websockets or SockJS) server in Go. * [dbus](https://github.com/godbus/dbus) - Native Go bindings for D-Bus. * [emitter](https://github.com/olebedev/emitter) - Emits events using Go way, with wildcard, predicates, cancellation possibilities and many other good wins. * [EventBus](https://github.com/asaskevich/EventBus) - The lightweight event bus with async compatibility. * [go-longpoll](https://github.com/ventu-io/go-longpoll) - PubSub with long polling. * [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 * [gopush-cluster](https://github.com/Terry-Mao/gopush-cluster) - gopush-cluster is a go push server cluster. * [machinery](https://github.com/RichardKnop/machinery) - An asynchronous task queue/job queue based on distributed message passing. * [mangos](https://github.com/go-mangos/mangos) - Pure go implementation of the Nanomsg ("Scalable Protocols") with transport interoperability. * [NATS](https://github.com/nats-io/nats) - A lightweight and highly performant publish-subscribe and distributed queueing messaging system. * [oplog](https://github.com/dailymotion/oplog) - A generic oplog/replication system for REST APIs * [pubsub](https://github.com/tuxychandru/pubsub) - A simple pubsub package for go. * [sarama](https://github.com/Shopify/sarama) - A Go library for Apache Kafka. * [Uniqush-Push](https://github.com/uniqush/uniqush-push) - A redis backed unified push service for server-side notifications to mobile devices. * [zmq4](https://github.com/pebbe/zmq4) - A Go interface to ZeroMQ version 4. Also available for [version 3](https://github.com/pebbe/zmq3) and [version 2](https://github.com/pebbe/zmq2). ## Miscellaneous *These libraries were placed here because none of the other categories seemed to fit* * [autoflags](https://github.com/artyom/autoflags) - Go package to automatically define command line flags from struct fields. * [browscap_go](https://github.com/digitalcrab/browscap_go) - GoLang Library for [Browser Capabilities Project](http://browscap.org/). * [datacounter](https://github.com/miolini/datacounter) - Go counters for readers/writer/http.ResponseWriter. * [go-chat-bot](https://github.com/go-chat-bot/bot) - IRC, Slack & Telegram bot written in Go. * [go-commons-pool](https://github.com/jolestar/go-commons-pool) - A generic object pool for Golang. * [go-multierror](https://github.com/hashicorp/go-multierror) - A Go (golang) package for representing a list of errors as a single error. * [go-shortid](https://github.com/ventu-io/go-shortid) - Distributed generation of super short, unique, non-sequential, URL friendly IDs. * [gopsutil](https://github.com/shirou/gopsutil) - A cross-platform library for retrieving process and system utilization(CPU, Memory, Disks, etc). * [gosms](https://github.com/haxpax/gosms) - Your own local SMS gateway in Go that can be used to send SMS * [gountries](https://github.com/pariz/gountries) - A package that exposes country and subdivision data. * [health](https://github.com/dimiro1/health) - A Easy to use, extensible health check library. * [jobs](https://github.com/albrow/jobs) - A persistent and flexible background jobs library. * [margelet](https://github.com/zhulik/margelet) - A framework for building Telegram bots. * [notify](https://github.com/rjeczalik/notify) - File system event notification library with simple API, similar to os/signal. * [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... * [werr](https://github.com/txgruppi/werr) - Error Wrapper creates an wrapper for the error type in Go which captures the File, Line and Stack of where it was called. * [xkg](https://github.com/go-xkg/xkg) - X Keyboard Grabber * [xstrings](https://github.com/huandu/xstrings) - A collection of useful string functions ported from other languages. ## Natural Language Processing *Libraries for working with human languages.* * [dpar](https://github.com/danieldk/dpar/) - Transition-based statistical dependency parser. * [go-eco](https://github.com/ThePaw/go-eco) - Similarity, dissimilarity and distance matrices; diversity, equitability and inequality measures; species richness estimators; coenocline models. * [go-i18n](https://github.com/nicksnyder/go-i18n/) - A package and an accompanying tool to work with localized text. * [go-nlp](https://github.com/nuance/go-nlp) - Utilities for working with discrete probability distributions and other tools useful for doing NLP work. * [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 * [gounidecode](https://github.com/fiam/gounidecode) - Unicode transliterator (also known as unidecode) for Go * [icu](https://github.com/goodsign/icu) - Cgo binding for icu4c C library detection and conversion functions. Guaranteed compatibility with version 50.1. * [libtextcat](https://github.com/goodsign/libtextcat) - Cgo binding for libtextcat C library. Guaranteed compatibility with version 2.2. * [MMSEGO](https://github.com/awsong/MMSEGO) - This is a GO implementation of [MMSEG](http://technology.chtsai.org/mmseg/) which a Chinese word splitting algorithm. * [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. * [segment](https://github.com/blevesearch/segment) - A Go library for performing Unicode Text Segmentation as described in [Unicode Standard Annex #29](http://www.unicode.org/reports/tr29/) * [sentences](https://github.com/neurosnap/sentences) - A sentence tokenizer: converts text into a list of sentences. * [snowball](https://github.com/goodsign/snowball) - Snowball stemmer port (cgo wrapper) for Go. Provides word stem extraction functionality [Snowball native](http://snowball.tartarus.org/). * [stemmer](https://github.com/dchest/stemmer) - Stemmer packages for Go programming language. Includes English and German stemmers. * [textcat](https://github.com/pebbe/textcat) - A Go package for n-gram based text categorization, with support for utf-8 and raw text ## 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) * [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 * [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. * [fasthttp](https://github.com/valyala/fasthttp) - Package fasthttp is a fast HTTP implementation for Go, up to 10 times faster than net/http * [ftp](https://github.com/jlaffaye/ftp) - Package ftp implements a FTP client as described in [RFC 959](http://tools.ietf.org/html/rfc959). * [go-getter](https://github.com/hashicorp/go-getter) - A Go library for downloading files or directories from various sources using a URL. * [go-stun](https://github.com/ccding/go-stun) - A go implementation of the STUN client (RFC 3489 and RFC 5389). * [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) - A Go library for packet processing with libpcap bindings * [gopcap](https://github.com/akrennmair/gopcap) - A 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) - A 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) - An experimental FTP server framework. * [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. * [portproxy](https://github.com/aybabtme/portproxy) - Simple TCP proxy which adds CORS support to API's which don't support it. * [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. * [sslb](https://github.com/eduardonunesp/sslb) - It's a Super Simples Load Balancer, just a little project to achieve some kind of performance. * [tcp_server](https://github.com/firstrow/tcp_server) - A Go library for building tcp servers faster. * [utp](https://github.com/anacrolix/utp) - Go uTP micro transport protocol implementation. ## 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. * [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. ## ORM *Libraries that implement Object-Relational Mapping or datamapping techniques.* * [beego orm](https://github.com/astaxie/beego/tree/master/orm) - A powerful orm framework for go. Support: pq/mysql/sqlite3. * [go-store](https://github.com/gosuri/go-store) - A simple and fast Redis backed key-value store library for Go. * [gomodel](https://github.com/cosiner/gomodel) - A lightweight, fast, orm-like library helps interactive with database. * [GORM](https://github.com/jinzhu/gorm) - The fantastic ORM library for Golang, aims to be developer friendly. * [gorp](https://github.com/go-gorp/gorp) - Go Relational Persistence, ORM-ish library for Go. * [QBS](https://github.com/coocood/qbs) - Stands for Query By Struct. A Go ORM. * [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://github.com/go-xorm/xorm) - Simple and powerful ORM for Go. * [Zoom](https://github.com/albrow/zoom) - A blazing-fast datastore and querying engine built on Redis. ## Package Management *Libraries for package and dependency management.* * [gigo](https://github.com/LyricalSecurity/gigo) - PIP-like dependency tool for golang, with support for private repositories and hashes. * [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) - A simple dependency manager for Go (golang), inspired by Bundler. * [gopm](https://github.com/gpmgo/gopm) - Go Package Manager * [gpm](https://github.com/pote/gpm) - Barebones dependency manager for Go. * [johnny-deps](https://github.com/VividCortex/johnny-deps) - Minimal dependency version using Git * [nut](https://github.com/jingweno/nut) - Vendor Go dependencies * [VenGO](https://github.com/DamnWidget/VenGO) - create and manage exportable isolated go virtual environments ## Query Language * [graphql](https://github.com/tmc/graphql) - graphql parser + utilities. * [graphql](https://github.com/sevki/graphql) - GraphQL implementation in go. * [graphql-go](https://github.com/chris-ramon/graphql-go) - An implementation of GraphQL for Go. * [jsonql](https://github.com/elgs/jsonql) - JSON query expression library in Golang. ## Resource Embedding * [fileb0x](https://github.com/UnnoTed/fileb0x) - Simple tool to embed files in go with focus on "customization" and ease to use. * [go-bindata](https://github.com/jteeuwen/go-bindata) - Package that converts any file into managable Go source code. * [go-embed](https://github.com/pyros2097/go-embed) - Generates go code to embed resource files into your library or executable * [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. * [statics](https://github.com/go-playground/statics) - Embeds static resources into go files for single binary compilation + works with http.FileSystem + symlinks. * [vfsgen](https://github.com/shurcooL/vfsgen) - Generates a vfsdata.go file that statically implements the given virtual filesystem. ## Science and Data Analysis *Libraries for scientific computing and data analyzing.* * [blas](https://github.com/ziutek/blas) - Implementation of BLAS (Basic Linear Algebra Subprograms) * [chart](https://github.com/vdobler/chart) - Simple Chart Plotting library for Go. Supports many graphs types. * [evaler](https://github.com/soniah/evaler) - A 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-fn](https://github.com/ematvey/go-fn) - Mathematical functions written in Go language, that are not covered by math pkg * [go-gt](https://github.com/ThePaw/go-gt) - Graph theory algorithms written in "Go" language * [go.matrix](https://github.com/skelterjohn/go.matrix) - linear algebra for go (has been stalled) * [gocomplex](https://github.com/varver/gocomplex) - A complex number library for the Go programming language. * [gofrac](https://github.com/anschelsc/gofrac) - A (goinstallable) fractions library for go with support for basic arithmetic. * [gohistogram](https://github.com/VividCortex/gohistogram) - Approximate histograms for data streams * [gonum/mat64](https://github.com/gonum/matrix) - The general purpose package for matrix computation. Package mat64 provides basic linear algebra operations for float64 matrices. * [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) - A pure Go graph theory library(data structure, algorith visualization) * [gostat](https://github.com/ematvey/gostat) - A statistics library for the go language * [mudlark-go](https://github.com/pwil3058/mudlark-go-pkgs) - A collection of packages providing (hopefully) useful code for use in software using Google's Go programming language. * [pagerank](https://github.com/alixaxel/pagerank) - Weighted PageRank algorithm implemented in Go * [stats](https://github.com/montanaflynn/stats) - A 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. * [vectormath](https://github.com/spate/vectormath) - Vectormath for Go, an adaptation of the scalar C functions from Sony's Vector Math library, as found in the Bullet-2.79 source code. (currently inactive) ## 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. * [BadActor](https://github.com/jaredfolkins/badactor) - An in-memory, application-driven jailer built in the spirit of fail2ban * [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)" * [lego](https://github.com/xenolf/lego) - Pure Go ACME client library and CLI tool (for use with Let's Encrypt) * [passlib](https://github.com/hlandau/passlib) - Futureproof password hashing library. * [simple-scrypt](https://github.com/elithrar/simple-scrypt) - an scrypt package with a simple, obvious API and automatic cost calibration built-in. ## Serialization *Libraries and tools for binary serialization* * [asn1](https://github.com/PromonLogicalis/asn1) - Asn.1 BER and DER encoding library for golang * [go-capnproto](https://github.com/glycerine/go-capnproto) - Cap'n Proto library and parser for go * [bambam](https://github.com/glycerine/bambam) - generator for Cap'n Proto schemas from 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 * [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. * [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 * [structomap](https://github.com/tuvistavie/structomap) - Library to easily and dynamically generate maps from static structures. ## 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/mholt/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. * [devd](https://github.com/cortesi/devd) - A local webserver for developers * [etcd](https://github.com/coreos/etcd) - A highly-available key value store for shared configuration and service discovery. * [minio](https://github.com/minio/minio) - Minio is a distributed object storage server. * [nsq](http://nsq.io/) - A realtime distributed messaging platform * [yakvs](https://github.com/sci4me/yakvs) - A small, networked, in-memory key-value store. ## Template Engines *Libraries and tools for templating and lexing.* * [ace](https://github.com/yosssi/ace) - Ace is an HTML template engine for Go, inspired by Slim and Jade. Ace is a refinement of Gold. * [amber](https://github.com/eknkc/amber) - Amber is an elegant templating engine for Go Programming Language It is inspired from HAML and Jade. * [damsel](https://github.com/dskinner/damsel) - Markup language featuring html outlining via css-selectors, extensible via pkg html/template and others. * [ego](https://github.com/benbjohnson/ego) - A lightweight templating language that lets you write templates in Go. Templates are translated into Go and compiled. * [fasttemplate](https://github.com/valyala/fasttemplate) - Simple and fast template engine. Substitutes template placeholders up to 10x faster than [text/template](http://golang.org/pkg/text/template/). * [kasia.go](https://github.com/ziutek/kasia.go) - Templating system for HTML and other text documents - go implementation. * [mustache](https://github.com/hoisie/mustache) - A Go implementation of the Mustache template language. * [pongo2](https://github.com/flosch/pongo2) - A 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) - A 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/) ## Testing *Libraries for testing codebases and generating test data.* * Testing Frameworks * [assert](https://github.com/go-playground/assert) - Basic Assertion Library used along side native go testing, with building blocks for custom assertions * [assert](https://github.com/bmizerany/assert) - Asserts to Go testing * [badio](https://github.com/cavaliercoder/badio) - Extensions to Go's `testing/iotest` package * [bro](https://github.com/marioidival/bro) - Watch files in directory and run tests for them * [frisby](https://github.com/verdverm/frisby) - a REST API testing framework * [ginkgo](http://onsi.github.io/ginkgo/) - BDD Testing Framework for Go * [go-carpet](https://github.com/msoap/go-carpet) - Tool for viewing test coverage in terminal * [go-mutesting](https://github.com/zimmski/go-mutesting) - Mutation testing for Go source code * [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 * [gocheck](http://labix.org/gocheck) - A more advanced testing framework alternative to gotest. * [GoConvey](https://github.com/smartystreets/goconvey/) - BDD-style framework with web UI and live reload * [godog](https://github.com/DATA-DOG/godog) - Cucumber or Behat like BDD framework for Go. * [gomega](http://onsi.github.io/gomega/) - Rspec like matcher/assertion library. * [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. * [Hamcrest](https://github.com/rdrdr/hamcrest) - fluent framework for declarative Matcher objects that, when applied to input values, produce self-describing results. * [restit](https://github.com/yookoala/restit) - A Go micro framework to help writing RESTful API integration test. * [testfixtures](https://github.com/go-testfixtures/testfixtures) - A helper for Rails' like test fixtures to test database applications. * [Testify](https://github.com/stretchr/testify) - A sacred extension to the standard go testing package. * Mock * [counterfeiter](https://github.com/maxbrunsfeld/counterfeiter) - Tool for generating self-contained mock objects * [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. * [mockhttp](https://github.com/tv42/mockhttp) - Mock object for Go http.ResponseWriter * Fuzzing and delta-debugging/reducing/shrinking * [go-fuzz](https://github.com/dvyukov/go-fuzz) - A randomized testing system * [gofuzz](https://github.com/google/gofuzz) - A library for populating go objects with random values * [gogenerate](https://github.com/arschles/gogenerate) - A Scalacheck-like library for Go * [Tavor](https://github.com/zimmski/tavor) - A generic fuzzing and delta-debugging framework ## Text Processing *Libraries for parsing and manipulating texts.* * Specific Formats * [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 with fenced code block highlighting, clickable header anchor links. * [bluemonday](https://github.com/microcosm-cc/bluemonday) - HTML Sanitizer * [enca](https://github.com/endeveit/enca) - Minimal cgo bindings for [libenca](http://cihar.com/software/enca/). * [genex](https://github.com/alixaxel/genex) - Count and expand Regular Expressions into all matching Strings * [go-humanize](https://github.com/dustin/go-humanize) - Formatters for time, numbers, and memory size to human readable format. * [go-nmea](https://github.com/adrianmo/go-nmea) - NMEA parser library for the Go language. * [go-pkg-rss](https://github.com/jteeuwen/go-pkg-rss) - This package reads RSS and Atom feeds and provides a caching mechanism that adheres to the feed specs. * [go-pkg-xmlx](https://github.com/jteeuwen/go-pkg-xmlx) - Extension to the standard Go XML package. Maintains a node tree that allows forward/backwards browsing and exposes some simple single/multi-node search functions. * [go-runewidth](https://github.com/mattn/go-runewidth) - Functions to get fixed width of the character or string. * [gographviz](https://github.com/awalterschulze/gographviz) - Parses the Graphviz DOT language. * [gommon/bytes](https://github.com/labstack/gommon/tree/master/bytes) - Format bytes to string. * [gonameparts](https://github.com/polera/gonameparts) - Parses human names into individual name parts * [GoQuery](https://github.com/PuerkitoBio/goquery) - GoQuery brings a syntax and a set of features similar to jQuery to the Go language. * [goregen](https://github.com/zach-klippenstein/goregen) - A library for generating random strings from regular expressions. * [guesslanguage](https://github.com/endeveit/guesslanguage) - Functions to determine the natural language of a unicode text. * [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. * [slug](https://github.com/gosimple/slug) - URL-friendly slugify with multiple languages support. * [Slugify](https://github.com/avelino/slugify) - A Go slugify application that handles string. * [toml](https://github.com/BurntSushi/toml) - TOML configuration format (encoder/decoder with reflection). * Utility * [gotabulate](https://github.com/bndr/gotabulate) - Easily pretty-print your tabular data with Go. * [kace](https://github.com/codemodus/kace) - Common case conversions covering common initialisms. * [parseargs-go](https://github.com/nproc/parseargs-go) - A string argument parser that understands quotes and backslashes * [parth](https://github.com/codemodus/parth) - URL path segmentation parsing. * [xurls](https://github.com/mvdan/xurls) - Extract urls from text ## Third-party APIs *Libraries for accessing third party APIs.* * [anaconda](https://github.com/ChimeraCoder/anaconda) - A Go client library for the Twitter 1.1 API * [aws-sdk-go](https://github.com/aws/aws-sdk-go) - The official AWS SDK for the Go programming language. * [brewerydb](https://github.com/naegelejd/brewerydb) - Go library for accessing the BreweryDB API. * [clarifai](https://github.com/samuelcouch/clarifai) - A Go client library for interfacing with the Clarifai API. * [discordgo](https://github.com/bwmarrin/discordgo) - Go bindings for the Discord Chat API * [facebook](https://github.com/huandu/facebook) - Go Library that supports the Facebook Graph API * [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](http://open.mapquestapi.com/geocoding/), [Nominatim](http://open.mapquestapi.com/nominatim/), [OpenCage](http://geocoder.opencagedata.com/api.html), [HERE](https://developer.here.com/rest-apis/documentation/geocoder), [Bing](https://msdn.microsoft.com/en-us/library/ff701715.aspx), and [Mapbox](https://www.mapbox.com/developers/api/geocoding/) geocoding / reverse geocoding APIs. * [ghost](https://github.com/neuegram/ghost) - Go Library for accessing the Snapchat API. * [github](https://github.com/google/go-github) - Go library for accessing the GitHub API. * [go-marathon](https://github.com/gambol99/go-marathon) - A Go library for interacting with Mesosphere's Marathon PAAS. * [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-xkcd](https://github.com/nishanths/go-xkcd) - Go client for the xkcd API. * [goamz](https://github.com/mitchellh/goamz) - Popular fork of [goamz](https://launchpad.net/goamz) which adds some missing API calls to certain packages. * [GoMusicBrainz](https://github.com/michiwend/gomusicbrainz) - a 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) - A simple wrapper for easy google analytics reporting. * [google-cloud](https://github.com/GoogleCloudPlatform/gcloud-golang) - Google Cloud APIs Go Client Library. * [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. * [Medium](https://github.com/Medium/medium-sdk-go) - A Golang SDK for Medium's OAuth2 API. * [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. * [paypal](https://github.com/logpacker/paypalsdk) - 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. * [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. * [slack](https://github.com/nlopes/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 * [telebot](https://github.com/tucnak/telebot) - Telegram bot framework written in Go. * [telegram-bot-api](https://github.com/Syfaro/telegram-bot-api) - Simple and clean Telegram bot client. * [textbelt](https://github.com/dietsche/textbelt) - Go client for the textbelt.com txt messaging API. * [TheMovieDb](https://github.com/jbrodriguez/go-tmdb) - A simple golang package to communicate with [themoviedb.org](https://themoviedb.org) * [translate](https://github.com/poorny/translate) - Go online translation package. * [tumblr](https://github.com/mattcunningham/gumblr) - Go wrapper for the Tumblr v2 API. * [webhooks](https://github.com/go-playground/webhooks) - Webhook reciever for GitHub and Bitbucket. ## Utilities *General utilities and tools to make your life easier.* * [abutil](https://github.com/bahlo/abutil) - A collection of often-used Golang helpers. * [apm](https://github.com/topfreegames/apm) - A process manager for Golang applications with an HTTP API. * [boilr](https://github.com/tmrts/boilr) - A blazingly fast CLI tool for creating projects from boilerplate templates. * [command](https://github.com/txgruppi/command) - Command pattern for Go with thread safe serial and parallel dispatcher * [coop](https://github.com/rakyll/coop) - Cheat sheet for some of the common concurrent flows in Go. * [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. * [fastlz](https://github.com/digitalcrab/fastlz) - Wrap over [FastLz](http://fastlz.org/) (free, open-source, portable real-time compression library) for GoLang. * [filetype](https://github.com/h2non/filetype) - Small package to infer the file type checking the magic numbers signature. * [fzf](https://github.com/junegunn/fzf) - A 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. * [gentleman](https://github.com/h2non/gentleman) - Full-featured plugin-driven HTTP client library. * [go-cron](https://github.com/rk/go-cron) - A 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-debug](https://github.com/tj/go-debug) - Conditional debug logging for Golang libraries & applications. * [go-dry](https://github.com/ungerik/go-dry) - DRY (don't repeat yourself) package for Go. * [go-rate](https://github.com/beefsack/go-rate) - A 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-underscore](https://github.com/tobyhede/go-underscore) - A useful collection of helpfully functional Go collection utilities. * [goback](https://github.com/carlescere/goback) - Go simple exponential backoff package. * [godaemon](https://github.com/VividCortex/godaemon) - Utility to write daemons. * [godotenv](https://github.com/joho/godotenv) - A Go port of Ruby's dotenv library (Loads environment variables from `.env`.) * [godropbox](https://github.com/dropbox/godropbox) - Common libraries for writing Go services/applications from Dropbox. * [gohper](https://github.com/cosiner/gohper) - Various tools/modules help for development. * [gojq](https://github.com/elgs/gojq) - JSON query in Golang. * [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. * [goreq](https://github.com/franela/goreq) - Minimal and simple request library for Go language. * [goreq](https://github.com/smallnest/goreq) - An enhanced simplified HTTP client based on gorequest. * [gorequest](https://github.com/parnurzeal/gorequest) - Simplified HTTP client with rich features for Go. * [gotenv](https://github.com/subosito/gotenv) - Load environment variables from `.env` or any `io.Reader` in Go * [grequests](https://github.com/levigross/grequests) - An elegant and simple `net/http` wrapper that follows Python's requests library * [htcat](https://github.com/htcat/htcat) - Parallel and Pipelined HTTP GET Utility * [httpcontrol](https://github.com/facebookgo/httpcontrol) - Package httpcontrol allows for HTTP transport level control around timeouts and retries. * [hystrix-go](https://github.com/afex/hystrix-go) - Implements Hystrix patterns of programmer-defined fallbacks aka circuit breaker. * [JobRunner](https://github.com/bamzi/jobrunner) - Smart and featureful cron job scheduler with job queuing and live monitoring built in. * [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. * [lrserver](https://github.com/jaschaephraim/lrserver) - LiveReload server for Go * [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) - A helper to merge structs and maps in Golang. Useful for configuration default values, avoiding messy if-statements. * [moldova](https://github.com/StabbyCutyou/moldova) - A utility for generating random data based on an input template. * [mp](https://github.com/sanbornm/mp) - A simple cli email parser. It currently takes stdin and outputs JSON. * [multitick](https://github.com/VividCortex/multitick) - Multiplexor for aligned tickers. * [netbug](https://github.com/e-dard/netbug) - Easy remote profiling of your services. * [ngrok](https://github.com/inconshreveable/ngrok) - Introspected tunnels to localhost. * [okrun](https://github.com/xta/okrun) - go run error steamroller. * [panicparse](https://github.com/maruel/panicparse) - Groups similar goroutines and colorizes stack dump. * [peco](https://github.com/peco/peco) - Simplistic interactive filtering tool. * [pester](https://github.com/sethgrid/pester) - Go HTTP client calls with retries, backoff, and concurrency. * [pm](https://github.com/VividCortex/pm) - Process (i.e. goroutine) manager with an HTTP API. * [profile](https://github.com/davecheney/profile) - Simple profiling support package for Go. * [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. * [resty](https://github.com/go-resty/resty) - Simple HTTP and REST client for Go inspired by Ruby rest-client. * [robustly](https://github.com/VividCortex/robustly) - Runs functions resiliently, catching and restarting panics. * [scheduler](https://github.com/carlescere/scheduler) - Cronjobs scheduling made easy. * [sling](https://github.com/dghubble/sling) - Go HTTP requests builder for API clients. * [spinner](https://github.com/briandowns/spinner) - Go package to easily provide a terminal spinner with options. * [sqlx](https://github.com/jmoiron/sqlx) - provides a set of extensions on top of the excellent built-in database/sql package. * [ugo](https://github.com/alxrm/ugo) - ugo is slice toolbox with concise syntax for Go. * [xlsx](https://github.com/tealeg/xlsx) - Library to simplify reading the XML format used by recent version of Microsoft Excel in Go programs. ## Validation *Libraries for validation.* * [govalidator](https://github.com/asaskevich/govalidator) - Validators and sanitizers for strings, numerics, slices and structs. * [validator](https://github.com/go-playground/validator) - Go Struct and Field validation, including Cross Field, Cross Struct, Map, Slice and Array diving. ## Version Control *Libraries for version control.* * [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. * [go-vcs](https://github.com/sourcegraph/go-vcs) - manipulate and inspect VCS repositories in Go. * [hgo](https://github.com/beyang/hgo) - Hgo is a collection of Go packages providing read-access to local Mercurial repositories. ## Video *Libraries for manipulating video.* * [aac/h264](https://github.com/nareix/codec) - Golang aac/h264 encoder and decoder. * [gmf](https://github.com/3d0c/gmf) - Go bindings for FFmpeg av\* libraries. * [goav](https://github.com/giorgisio/goav) - Comphrensive Go bindings for FFmpeg. * [gst](https://github.com/ziutek/gst) - Go bindings for GStreamer. ## Web Frameworks *Full stack web frameworks.* * [Beego](https://github.com/astaxie/beego) - beego is an open-source, high-performance web framework for the Go programming language. * [Bone](https://github.com/go-zoo/bone) - Lightning Fast HTTP Multiplexer. * [chi](https://github.com/pressly/chi) - Small, fast and expressive HTTP router built on net/context. * [Echo](https://github.com/labstack/echo) - A fast and unfancy micro web framework for Go. * [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. * [Gizmo](https://github.com/NYTimes/gizmo) - Microservice toolkit used by the New York Times. * [Glue](https://github.com/desertbit/glue) - Robust Go and Javascript Socket Library (Alternative to Socket.io). * [go-json-rest](https://github.com/ant0ine/go-json-rest) - A quick and easy way to setup a RESTful JSON API. * [go-kit](https://github.com/go-kit/kit) - A Microservice toolkit with support for service discovery, load balancing, pluggable transports, request tracking, etc. * [go-relax](https://github.com/codehack/go-relax) - A framework of pluggable components to build RESTful API's. * [go-rest](https://github.com/ungerik/go-rest) - A small and evil REST framework for Go. * [go-socket.io](https://github.com/googollee/go-socket.io) - socket.io library for golang, a realtime application framework. * [goa](https://github.com/raphael/goa) - Framework for developing microservices based on the design of Ruby's Praxis. * [Goat](https://github.com/bahlo/goat) - A minimalistic REST API server in Go. * [gocraft/web](https://github.com/gocraft/web) - A 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`. * [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. * [golongpoll](https://github.com/jcuga/golongpoll) - HTTP longpoll server library that makes web pub-sub simple. * [Gondola](https://github.com/rainycape/gondola) - The web framework for writing faster sites, faster * [goose](https://github.com/ian-kent/goose) - Server Sent Events in Go * [Gorilla](https://github.com/gorilla/) - Gorilla is a web toolkit for the Go programming language. * [httprouter](https://github.com/julienschmidt/httprouter) - A 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. * [Iris](https://kataras.github.io/iris) - A very minimal but flexible and high-performance golang web application framework, providing a robust set of features for building web applications. * [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. * [medeina](https://github.com/imdario/medeina) - Medeina is a HTTP routing tree based on HttpRouter, inspired by Roda and Cuba. * [mux](https://github.com/gorilla/mux) - A powerful URL router and dispatcher for golang. * [neo](https://github.com/ivpusic/neo) - Neo is minimal and fast Go Web Framework with extremely simple API. * [ozzo-routing](https://github.com/go-ozzo/ozzo-routing) - A high-performance HTTP router and Web framework supporting routes with regular expressions. Comes with full support for quickly building a RESTful API application. * [pat](https://github.com/bmizerany/pat) - Sinatra style pattern muxer for Go’s net/http library, by the author of Sinatra. * [Resoursea](https://github.com/resoursea/api) - A REST framework for quickly writing resource based services. * [Revel](https://github.com/revel/revel) - A 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`. * [sawsij](http://sawsij.com/) - lightweight, open-source web framework for building high-performance, data-driven web applications. * [Siesta](https://github.com/VividCortex/siesta) - Composable framework to write middleware and handlers * [tango](https://github.com/lunny/tango) - Micro & pluggable web framework for Go. * [tigertonic](https://github.com/rcrowley/go-tigertonic) - A Go framework for building JSON web services inspired by Dropwizard * [traffic](https://github.com/pilu/traffic) - Sinatra inspired regexp/pattern mux and web framework for Go. * [vestigo](https://github.com/husobee/vestigo) - A performant, stand-alone, HTTP compliant URL Router for go web applications. * [Volatile](https://github.com/volatile/core) - Minimalist middleware stack promoting flexibility, good practices and clean code. * [web.go](https://github.com/hoisie/web) - A simple framework to write webapps in Go. * [xmux](https://github.com/rs/xmux) - A high performance muxer based on `httprouter` with `net/context` support. * [Zerver](https://github.com/cosiner/zerver) - Zerver is an expressive, modular, feature completed RESTful framework. * [zeus](https://github.com/daryl/zeus) - A very simple and fast HTTP router for Go. ### Middlewares #### Actual middlewares * [CORS](https://github.com/rs/cors) - Easily add CORS capabilities to your API. * [formjson](https://github.com/rs/formjson) - Transparently handle JSON input as a standard form POST. * [Limiter](https://github.com/ulule/limiter) - Dead simple rate limit middleware for Go. * [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"). * [go-wrap](https://github.com/go-on/wrap) - Small middlewares package for net/http. * [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. * [muxchain](https://github.com/stephens2424/muxchain) - Lightweight middleware for net/http. * [negroni](https://github.com/codegangsta/negroni) - Idiomatic HTTP middleware for Golang. * [render](https://github.com/unrolled/render) - Go package for easily rendering JSON, XML, and HTML template responses. * [stats](https://github.com/thoas/stats) - A Go middleware that stores various information about your web application. # Tools Go software and plugins. ## Code Analysis * [dupl](https://github.com/mibk/dupl) - A 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 Metalinter](https://github.com/alecthomas/gometalinter) - Metalinter is a tool to automatically apply all static analysis tool and report their output in normalized form. * [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 refered to some points in Go Code Review Comments. * [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. * [GoCover.io](http://gocover.io/) - GoCover.io offers the code coverage of any golang package as a service. * [goimports](https://godoc.org/golang.org/x/tools/cmd/goimports) - Tool to fix (add, remove) your Go imports automatically. * [GoLint](https://github.com/golang/lint) - Golint is a linter for Go source code. * [Golint online](http://go-lint.appspot.com/) - Lints online Go source files on GitHub, Bitbucket and Google Project Hosting using the golint package. * [goreturns](https://sourcegraph.com/sqs/goreturns) - Adds zero-value return statements to match the func return types. * [gostatus](https://github.com/shurcooL/gostatus) - A command line tool, shows the status of repositories that contain Go packages. * [interfacer](https://github.com/mvdan/interfacer) - A linter that suggests interface types. * [validate](https://github.com/mccoyst/validate) - Automatically validates struct fields with tags. ## Editor Plugins * [go-lang-idea-plugin](https://github.com/go-lang-plugin-org/go-lang-idea-plugin) Go plugin for IntelliJ IDEA. * [go-plus](https://github.com/joefitzgerald/go-plus) - Go (Golang) Package For Atom That Adds Autocomplete, Formatting, Syntax Checking, Linting and Vetting * [Goclipse](https://github.com/GoClipse/goclipse) - An Eclipse plugin for Go. * [gocode](https://github.com/nsf/gocode) - An autocompletion daemon for the Go programming language. * [GoSublime](https://github.com/DisposaBoy/GoSublime) - A Golang plugin collection for the text editor SublimeText 2 providing code completion and other IDE-like features. * [velour](https://github.com/velour/velour) - An IRC client for the acme editor. * [vim-compiler-go](https://github.com/rjohnsondev/vim-compiler-go) - A Vim plugin to highlight syntax errors on save. * [vim-go](https://github.com/fatih/vim-go) - Go development plugin for Vim. * [Watch](https://github.com/eaburns/Watch) - Runs a command in an acme win on file changes. ## Go Tools * [colorgo](https://github.com/songgao/colorgo) - A wrapper around `go` command for colorized `go build` output. * [gb](https://getgb.io/) - An easy to use project based build tool for the Go programming language. * [go-pkg-complete](https://github.com/skelterjohn/go-pkg-complete) - Bash completion for go and wgo. ## Software Packages Software written in Go. ### DevOps Tools * [aptly](https://github.com/smira/aptly) - aptly is a Debian repository management tool. * [awsenv](https://github.com/soniah/awsenv) - a small binary that loads Amazon (AWS) environment variables for a profile. * [Banshee](https://github.com/eleme/banshee) - Anomalies detection system for periodic metrics. * [Boom](https://github.com/rakyll/boom) - Boom is a tiny program that sends some load to a web application. * [bosun](https://github.com/bosun-monitor/bosun) - Time Series Alerting Framework. * [dogo](https://github.com/liudng/dogo) - Monitoring changes in the source file and automatically compile and run (restart). * [Dropship](https://github.com/chrismckenzie/dropship) - A tool for deploying code via cdn. * [EasySSH](https://github.com/hypersleep/easyssh) - Golang package for easy remote execution through SSH and SCP downloading. * [Go Metrics](https://github.com/rcrowley/go-metrics) - Go port of Coda Hale's Metrics library: https://github.com/codahale/metrics. * [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. * [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. * [gox](https://github.com/mitchellh/gox) - A 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. * [GVM](https://github.com/moovweb/gvm) - GVM provides an interface to manage Go versions. * [hk](https://github.com/heroku/hk) - Heroku command-line interface in Go. * [kala](https://github.com/ajvb/kala) - Simplistic, modern, and performant job scheduler. * [kubernetes](https://github.com/kubernetes/kubernetes) - Container Cluster Manager from Google. * [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. * [Rodent](https://github.com/alouche/rodent) - Rodent helps you manage Go versions, projects and track dependencies. * [s3gof3r](https://github.com/rlmcpherson/s3gof3r) - A small utility/library optimized for high speed transfer of large objects into and out of Amazon S3. * [Scaleway-cli](https://github.com/scaleway/scaleway-cli) - Manage BareMetal Servers from Command Line (as easily as with Docker). * [Vegeta] (https://github.com/tsenart/vegeta) - HTTP load testing tool and library. It's over 9000! * [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) - A Web-based IDE for Teams using Golang. ### Other Software * [boxed](https://github.com/tejo/boxed) - Dropbox based blog engine * [Cherry](https://github.com/rafael-santiago/cherry) - A 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. * [Docker](http://www.docker.com/) - An open platform for distributed applications for developers and sysadmins. * [fleet](https://github.com/coreos/fleet) - A Distributed init System. * [Go Package Store](https://github.com/shurcooL/Go-Package-Store#go-package-store-) - An app that displays updates for the Go packages in your GOPATH. * [gocc](https://github.com/goccmack/gocc) - Gocc is a compiler kit for Go written in Go. * [GoDocTooltip](https://github.com/diankong/GoDocTooltip) - A chrome extension for Go Doc sites, which shows function description as tooltip at funciton list. * [Gor](https://github.com/buger/gor) - Http traffic replication tool, for replaying traffic from production to stage/dev environments in real-time. * [heka](https://github.com/mozilla-services/heka) - universal tool for data processing from Mozilla. Large collection of built-in plugins. Extendable via Go and Lua plugin API. * [hsync](http://ambrevar.bitbucket.org/hsync/) - A filesystem hierarchy synchronizer. * [hugo](http://gohugo.io/) - A Fast and Modern Static Website Engine. * [ipe](https://github.com/dimiro1/ipe) - An open source Pusher server implementation compatible with Pusher client libraries written in GO. * [Juju](https://jujucharms.com/) - Cloud-agnostic service deployment and orchestration - supports EC2, Azure, Openstack, MAAS and more. * [limetext](http://limetext.org/) 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. * [naclpipe](https://github.com/unix4fun/naclpipe) - A simple NaCL EC25519 based crypto pipe tool written in Go. * [nes](https://github.com/fogleman/nes) - A Nintendo Entertainment System (NES) emulator written in Go. * [orange-cat](https://github.com/noraesae/orange-cat) - A Markdown previewer written in Go. * [peg](https://github.com/pointlander/peg) - Peg, Parsing Expression Grammar, is an implementation of a Packrat parser generator. * [Postman](https://github.com/zachlatta/postman) - Command-line utility for batch-sending email. * [restic](https://github.com/restic/restic) - De-duplicating backup program. * [rkt](https://github.com/coreos/rkt) - An App Container runtime that integrates with init systems, is compatible with other container formats like Docker, and supports alternative execution engines like KVM. * [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) - A powerful telemetry framework. * [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. * [syncthing](https://syncthing.net/) - An open, decentralized file synchronization tool and protocol. * [Tenyks](https://github.com/kyleterry/tenyks) - Service oriented IRC bot using Redis and JSON for messaging. * [toto](https://github.com/blogcin/ToTo) - A simple proxy server written in Go language, can be used together with browser. * [toxiproxy](https://github.com/shopify/toxiproxy) - Proxy to simulate network and system conditions for automated tests. * [tsuru](https://tsuru.io/) - An extensible and open source Platform as a Service software. * [websysd](https://github.com/ian-kent/websysd) - Web based process manager (like Marathon or Upstart). * [wellington](https://github.com/wellington/wellington) - Sass project management tool, extends the language with sprite functions (like Compass). # Resources Where to discover new Go libraries. ## Benchmarks * [autobench](https://github.com/davecheney/autobench) - Framework to compare the performance between different Go versions. * [go-benchmarks](https://github.com/tylertreat/go-benchmarks) - A few miscellaneous Go microbenchmarks. Compare some language features to alternative aproaches. * [go-http-routing-benchmark](https://github.com/julienschmidt/go-http-routing-benchmark) - Go HTTP request router benchmark and comparison. * [go-type-assertion-benchmark](https://github.com/hgfischer/go-type-assertion-benchmark) - Naive performance test of two ways to do type assertion in Go. * [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-micro-benchmarks](https://github.com/amscanne/golang-micro-benchmarks) - Tiny collection of Go micro benchmarks. The intent is to compare some language features to others. * [golang-sql-benchmark](https://github.com/tyler-smith/golang-sql-benchmark) - A 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. ## Conferences * [dotGo](http://www.dotgo.eu) - Paris, France * [GoCon](http://gocon.connpass.com/) - Tokyo, Japan * [GolangUK](http://golanguk.com/) - London, UK * [GopherChina](http://gopherchina.org) - Shanghai, China * [GopherCon](http://www.gophercon.com/) - Denver, USA * [GopherCon Dubai](http://www.gophercon.ae/) - Dubai, UAE * [GopherCon India](http://www.gophercon.in/) - Bengaluru, India * [GothamGo](http://gothamgo.com/) - New York City, USA ## 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://www.gitbook.com/book/astaxie/build-web-application-with-golang/details) * [Building Web Apps With Go](https://www.gitbook.com/book/codegangsta/building-web-apps-with-go/details) * [Go Bootcamp](http://golangbootcamp.com) * [GoBooks](https://github.com/dariubs/GoBooks) - A curated list of Go books * [Learning Go](https://www.miek.nl/downloads/Go/Learning-Go-latest.pdf) * [Network Programming With Go](https://jan.newmarch.name/go/) * [The Go Programming Language](http://www.gopl.io/) ## Twitter * [@golang](https://twitter.com/golang) * [@golang_news](https://twitter.com/golang_news) * [@golangweekly](https://twitter.com/golangweekly) ## Websites * [Awesome Remote Job](https://github.com/lukasz-madon/awesome-remote-job) - A curated list of awesome remote jobs. A lot of them is looking for Go hackers. * [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness) - List of other amazingly awesome lists. * [Flipboard - Go Magazine](https://flipboard.com/section/the-golang-magazine-bVP7nS) - A collection of Go articles and tutorials. * [Go Blog](http://blog.golang.org) - The official Go blog. * [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. * [godoc.org](https://godoc.org/) - Documentation for open source Go packages. * [golang-graphics](https://github.com/mholt/golang-graphics) - A 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. * [gowalker.org](https://gowalker.org) - Go Project API documentation. * [r/Golang](https://www.reddit.com/r/golang) - News about Go. * [Trending Go repositories on GitHub today](https://github.com/trending?l=go) - Good place to find new Go libraries. ### Tutorials * [A Tour of Go](http://tour.golang.org/) - Interactive tour of Go. * [Go By Example](https://gobyexample.com/) - A hands-on introduction to Go using annotated example programs. * [Go database/sql tutorial](http://go-database-sql.org/) - Introduction to database/sql. * [Working with Go](https://github.com/mkaz/working-with-go) - An intro to go for experienced programmers. ## Windows * [go-ole](https://github.com/go-ole/go-ole) - Win32 OLE implementation for golang.

# Windows Event Forwarding Guidance ## About This Repository Over the past few years, Palantir has a maintained an internal Windows Event Forwarding (WEF) pipeline for generating and centrally collecting logs of forensic and security value from Microsoft Windows hosts. Once these events are collected and indexed, alerting and detection strategies (ADS) can be constructed not only on high-fidelity security events (e.g. log deletion), but also for deviations from normalcy, such as unusual service account access, access to sensitive filesystem or registry locations, or installation of malware persistence. The goal of this project is to provide the necessary building blocks for organizations to rapidly evaluate and deploy WEF to a production environment, and centralize public efforts to improve WEF subscriptions and encourage adoption. While WEF has become more popular in recent years, it is still dramatically underrepresented in the community, and it is our hope that this project may encourage others to adopt it for incident detection and response purposes. We acknowledge the efforts that Microsoft, IAD, and other contributors have made to this space and wish to thank them for providing many of the subscriptions, ideas, and techniques that will be covered in this post. ## About Windows Event Forwarding Windows Event Forwarding (WEF) is a powerful log forwarding solution integrated within modern versions of Microsoft Windows. One of the most comprehensive descriptions of WEF can be found on the [Microsoft Docs page here](https://docs.microsoft.com/en-us/windows/threat-protection/use-windows-event-forwarding-to-assist-in-instrusion-detection), but is summarized as follows: * Windows Event Forwarding allows for event logs to be sent, either via a push or pull mechanism, to one or more centralized Windows Event Collector (WEC) servers. * WEF is agent-free, and relies on native components integrated into the operating system. WEF is supported for both workstation and server builds of Windows. * WEF supports mutual authentication and encryption through Kerberos (in a domain), or can be extended through the usage of TLS (additional authentication or for non-domain joined machines). * WEF has a rich XML-based language that can control which event IDs are submitted, suppress noisy events, batch events together, and send events as quickly or slowly as desired. Subscription XML supports a subset of [XPath](https://msdn.microsoft.com/en-us/library/windows/desktop/dd996910(v=vs.85).aspx#limitations), which simplifies the process of writing expressions to select the events you're interested in. ## Repository Layout This repository is organized as follows: * [**WEF Subscriptions**](./wef-subscriptions/): Subscriptions are the core component of WEF that determine which events should be forwarded, how they should be stored, and at what cadence and batch size they are sent. * [**Windows Event Channels**](./windows-event-channels/): Event Channels are queues that can be used for collecting and storing event log entries on a collector server. * [**Group Policy Objects**](./group-policy-objects/): GPO recommendations for configuring auditing, enabling windows event collection/forwarding, etc. * [**AutorunsToWinEventLog**](./AutorunsToWinEventLog/): A script leveraging existing WEF infrastructure and Sysinternals' Autoruns to collect persistence and auto-start related artifacts. ### Using This Repository **Note**: We recommend that you spin up a lab environment before deploying any of these configurations, scripts, or subscriptions to a production environment. 1. Download the repository and review the contents. 2. Deploy auditing GPOs to your fleet to start collecting security-critical events. 3. Configure one or more Windows Event Collector servers. Apply the associated GPOs. 4. (Optional) Configure your WEC server(s) to function as a powershell transcription logging target. 5. Deploy the windows event channels to the WEC server(s). 6. Load one or more WEF subscriptions on the WEC server(s). 7. Start collecting data and hunting badness. ## Contributing Contributions, fixes, and improvements can be submitted directly against this project as a GitHub issue or pull request. When contributing an update to CustomEventChannels.man, please do not include the compiled .DLL for security reasons. Once your pull request has been merged, we will compile the updated manifest into a DLL and add it to the repository. ## License MIT License Copyright (c) 2018 Palantir Technologies Inc. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ## Further Reading and Acknowledgements Many open source publications were referenced for the development of these Subscriptions, and we wish to acknowledge those who have contributed to this effort. * [Palantir Medium: Windows Event Forwarding for Network Defense](https://medium.com/@palantir/windows-event-forwarding-for-network-defense-cb208d5ff86f) * [Microsoft Windows Event Forwarding to help with intrusion detection](https://docs.microsoft.com/en-us/windows/threat-protection/use-windows-event-forwarding-to-assist-in-instrusion-detection) * [Monitoring What Matters](https://blogs.technet.microsoft.com/jepayne/2015/11/23/monitoring-what-matters-windows-event-forwarding-for-everyone-even-if-you-already-have-a-siem/) * [Spotting the Adversary](https://www.iad.gov/iad/library/reports/spotting-the-adversary-with-windows-event-log-monitoring.cfm) * [Creating Custom Windows Event Forwarding Logs](https://blogs.technet.microsoft.com/russellt/2016/05/18/creating-custom-windows-event-forwarding-logs/) * [Windows Logging Cheat Sheet](https://static1.squarespace.com/static/552092d5e4b0661088167e5c/t/580595db9f745688bc7477f6/1476761074992/Windows+Logging+Cheat+Sheet_ver_Oct_2016.pdf) * [Event Forwarding Guidance](https://github.com/iadgov/Event-Forwarding-Guidance/) * [Windows Event Log Reference](https://msdn.microsoft.com/en-us/library/aa385785(v=vs.85).aspx): * [Windows Event Log Consuming Events](https://msdn.microsoft.com/en-us/library/dd996910(v=vs.85).aspx) * [Advanced XML Filtering](https://blogs.technet.microsoft.com/askds/2011/09/26/advanced-xml-filtering-in-the-windows-event-viewer/) * [XPath Documentation](https://www.w3.org/TR/xpath/) * [Exploit Guard Event Views](https://docs.microsoft.com/en-us/windows/threat-protection/windows-defender-exploit-guard/event-views-exploit-guard)

# Awesome Data Science with Python > A curated list of awesome resources for practicing data science using Python, including not only libraries, but also links to tutorials, code snippets, blog posts and talks. #### Core [pandas](https://pandas.pydata.org/) - Data structures built on top of [numpy](https://www.numpy.org/). [scikit-learn](https://scikit-learn.org/stable/) - Core ML library, [intelex](https://github.com/intel/scikit-learn-intelex). [matplotlib](https://matplotlib.org/) - Plotting library. [seaborn](https://seaborn.pydata.org/) - Data visualization library based on matplotlib. [ydata-profiling](https://github.com/ydataai/ydata-profiling) - Descriptive statistics using `ProfileReport`. [sklearn_pandas](https://github.com/scikit-learn-contrib/sklearn-pandas) - Helpful `DataFrameMapper` class. [missingno](https://github.com/ResidentMario/missingno) - Missing data visualization. [rainbow-csv](https://marketplace.visualstudio.com/items?itemName=mechatroner.rainbow-csv) - VSCode plugin to display .csv files with nice colors. #### General Python Programming [Python Best Practices Guide](https://github.com/qiwihui/pocket_readings/issues/1148#issuecomment-874448132) [pyenv](https://github.com/pyenv/pyenv) - Manage multiple Python versions on your system. [poetry](https://github.com/python-poetry/poetry) - Dependency management. [pyscaffold](https://github.com/pyscaffold/pyscaffold) - Python project template generator. [hydra](https://github.com/facebookresearch/hydra) - Configuration management. [hatch](https://github.com/pypa/hatch) - Python project management. [more_itertools](https://more-itertools.readthedocs.io/en/latest/) - Extension of itertools. [tqdm](https://github.com/tqdm/tqdm) - Progress bars for for-loops. Also supports [pandas apply()](https://stackoverflow.com/a/34365537/1820480). [loguru](https://github.com/Delgan/loguru) - Python logging. #### Pandas Tricks, Alternatives and Additions [pandasvault](https://github.com/firmai/pandasvault) - Large collection of pandas tricks. [polars](https://github.com/pola-rs/polars) - Multi-threaded alternative to pandas. [xarray](https://github.com/pydata/xarray/) - Extends pandas to n-dimensional arrays. [pandas_flavor](https://github.com/Zsailer/pandas_flavor) - Write custom accessors like `.str` and `.dt`. [duckdb](https://github.com/duckdb/duckdb) - Efficiently run SQL queries on pandas DataFrame. #### Pandas Parallelization [modin](https://github.com/modin-project/modin) - Parallelization library for faster pandas `DataFrame`. [vaex](https://github.com/vaexio/vaex) - Out-of-Core DataFrames. [pandarallel](https://github.com/nalepae/pandarallel) - Parallelize pandas operations. [swifter](https://github.com/jmcarpenter2/swifter) - Apply any function to a pandas DataFrame faster. #### Environment and Jupyter [Jupyter Tricks](https://www.dataquest.io/blog/jupyter-notebook-tips-tricks-shortcuts/) [ipyflow](https://github.com/ipyflow/ipyflow) - IPython kernel for Jupyter with additional features. [nteract](https://nteract.io/) - Open Jupyter Notebooks with doubleclick. [papermill](https://github.com/nteract/papermill) - Parameterize and execute Jupyter notebooks, [tutorial](https://pbpython.com/papermil-rclone-report-1.html). [nbdime](https://github.com/jupyter/nbdime) - Diff two notebook files, Alternative GitHub App: [ReviewNB](https://www.reviewnb.com/). [RISE](https://github.com/damianavila/RISE) - Turn Jupyter notebooks into presentations. [qgrid](https://github.com/quantopian/qgrid) - Pandas `DataFrame` sorting. [lux](https://github.com/lux-org/lux) - DataFrame visualization within Jupyter. [pandasgui](https://github.com/adamerose/pandasgui) - GUI for viewing, plotting and analyzing Pandas DataFrames. [dtale](https://github.com/man-group/dtale) - View and analyze Pandas data structures, integrating with Jupyter. [itables](https://github.com/mwouts/itables) - Interactive tables in Jupyter. [handcalcs](https://github.com/connorferster/handcalcs) - More convenient way of writing mathematical equations in Jupyter. [notebooker](https://github.com/man-group/notebooker) - Productionize and schedule Jupyter Notebooks. [bamboolib](https://github.com/tkrabel/bamboolib) - Intuitive GUI for tables. [voila](https://github.com/QuantStack/voila) - Turn Jupyter notebooks into standalone web applications. [voila-gridstack](https://github.com/voila-dashboards/voila-gridstack) - Voila grid layout. #### Extraction [textract](https://github.com/deanmalmgren/textract) - Extract text from any document. #### Big Data [spark](https://docs.databricks.com/spark/latest/dataframes-datasets/introduction-to-dataframes-python.html#work-with-dataframes) - `DataFrame` for big data, [cheatsheet](https://gist.github.com/crawles/b47e23da8218af0b9bd9d47f5242d189), [tutorial](https://github.com/ericxiao251/spark-syntax). [dask](https://github.com/dask/dask), [dask-ml](http://ml.dask.org/) - Pandas `DataFrame` for big data and machine learning library, [resources](https://matthewrocklin.com/blog//work/2018/07/17/dask-dev), [talk1](https://www.youtube.com/watch?v=ccfsbuqsjgI), [talk2](https://www.youtube.com/watch?v=RA_2qdipVng), [notebooks](https://github.com/dask/dask-ec2/tree/master/notebooks), [videos](https://www.youtube.com/user/mdrocklin). [h2o](https://github.com/h2oai/h2o-3) - Helpful `H2OFrame` class for out-of-memory dataframes. [datatable](https://github.com/h2oai/datatable) - Data Table for big data support. [cuDF](https://github.com/rapidsai/cudf) - GPU DataFrame Library, [Intro](https://www.youtube.com/watch?v=6XzS5XcpicM&t=2m50s). [cupy](https://github.com/cupy/cupy) - NumPy-like API accelerated with CUDA. [ray](https://github.com/ray-project/ray/) - Flexible, high-performance distributed execution framework. [bottleneck](https://github.com/kwgoodman/bottleneck) - Fast NumPy array functions written in C. [petastorm](https://github.com/uber/petastorm) - Data access library for parquet files by Uber. [zarr](https://github.com/zarr-developers/zarr-python) - Distributed NumPy arrays. [NVTabular](https://github.com/NVIDIA/NVTabular) - Feature engineering and preprocessing library for tabular data by Nvidia. [tensorstore](https://github.com/google/tensorstore) - Reading and writing large multi-dimensional arrays (Google). #### Command line tools, CSV [csvkit](https://github.com/wireservice/csvkit) - Command line tool for CSV files. [csvsort](https://pypi.org/project/csvsort/) - Sort large csv files. #### Classical Statistics ##### Correlation [phik](https://github.com/kaveio/phik) - Correlation between categorical, ordinal and interval variables. ##### Packages [statsmodels](https://www.statsmodels.org/stable/index.html) - Statistical tests. [linearmodels](https://github.com/bashtage/linearmodels) - Instrumental variable and panel data models. [pingouin](https://github.com/raphaelvallat/pingouin) - Statistical tests. [Pairwise correlation between columns of pandas DataFrame](https://pingouin-stats.org/generated/pingouin.pairwise_corr.html) [scipy.stats](https://docs.scipy.org/doc/scipy/reference/stats.html#statistical-tests) - Statistical tests. [scikit-posthocs](https://github.com/maximtrp/scikit-posthocs) - Statistical post-hoc tests for pairwise multiple comparisons. Bland-Altman Plot [1](https://pingouin-stats.org/generated/pingouin.plot_blandaltman.html), [2](http://www.statsmodels.org/dev/generated/statsmodels.graphics.agreement.mean_diff_plot.html) - Plot for agreement between two methods of measurement. [ANOVA](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.f_oneway.html) ##### Statistical Tests [test_proportions_2indep](https://www.statsmodels.org/dev/generated/statsmodels.stats.proportion.test_proportions_2indep.html) - Proportion test. [G-Test](https://en.wikipedia.org/wiki/G-test) - Alternative to chi-square test, [power_divergence](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.power_divergence.html). ##### Comparing Two Populations [torch-two-sample](https://github.com/josipd/torch-two-sample) - Friedman-Rafsky Test: Compare two population based on a multivariate generalization of the Runstest. [Explanation](https://www.real-statistics.com/multivariate-statistics/multivariate-normal-distribution/friedman-rafsky-test/), [Application](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5014134/) ##### Interim Analyses / Sequential Analysis / Stopping [Sequential Analysis](https://en.wikipedia.org/wiki/Sequential_analysis) - Wikipedia. [sequential](https://cran.r-project.org/web/packages/Sequential/Sequential.pdf) - Exact Sequential Analysis for Poisson and Binomial Data (R package). [confseq](https://github.com/gostevehoward/confseq) - Uniform boundaries, confidence sequences, and always-valid p-values. ##### Visualizations [Great Overview over Visualizations](https://textvis.lnu.se/) [Dependent Propabilities](https://static.laszlokorte.de/stochastic/) [Null Hypothesis Significance Testing (NHST) and Sample Size Calculation](https://rpsychologist.com/d3/NHST/) [Correlation](https://rpsychologist.com/d3/correlation/) [Cohen's d](https://rpsychologist.com/d3/cohend/) [Confidence Interval](https://rpsychologist.com/d3/CI/) [Equivalence, non-inferiority and superiority testing](https://rpsychologist.com/d3/equivalence/) [Bayesian two-sample t test](https://rpsychologist.com/d3/bayes/) [Distribution of p-values when comparing two groups](https://rpsychologist.com/d3/pdist/) [Understanding the t-distribution and its normal approximation](https://rpsychologist.com/d3/tdist/) ##### Talks [Inverse Propensity Weighting](https://www.youtube.com/watch?v=SUq0shKLPPs) [Dealing with Selection Bias By Propensity Based Feature Selection](https://www.youtube.com/watch?reload=9&v=3ZWCKr0vDtc) ##### Texts [Modes, Medians and Means: A Unifying Perspective](https://www.johnmyleswhite.com/notebook/2013/03/22/modes-medians-and-means-an-unifying-perspective/) [Using Norms to Understand Linear Regression](https://www.johnmyleswhite.com/notebook/2013/03/22/using-norms-to-understand-linear-regression/) [Verifying the Assumptions of Linear Models](https://github.com/erykml/medium_articles/blob/master/Statistics/linear_regression_assumptions.ipynb) [Mediation and Moderation Intro](https://ademos.people.uic.edu/Chapter14.html) [Montgomery et al. - How conditioning on post-treatment variables can ruin your experiment and what to do about it](https://cpb-us-e1.wpmucdn.com/sites.dartmouth.edu/dist/5/2293/files/2021/03/post-treatment-bias.pdf) [Greenland - Statistical tests, P values, confidence intervals, and power: a guide to misinterpretations](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4877414/) [Blume - Second-generation p-values: Improved rigor, reproducibility, & transparency in statistical analyses](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0188299) [Lindeløv - Common statistical tests are linear models](https://lindeloev.github.io/tests-as-linear/) [Chatruc - The Central Limit Theorem and its misuse](https://web.archive.org/web/20191229234155/https://lambdaclass.com/data_etudes/central_limit_theorem_misuse/) [Al-Saleh - Properties of the Standard Deviation that are Rarely Mentioned in Classrooms](http://www.stat.tugraz.at/AJS/ausg093/093Al-Saleh.pdf) [Wainer - The Most Dangerous Equation](http://nsmn1.uh.edu/dgraur/niv/themostdangerousequation.pdf) [Gigerenzer - The Bias Bias in Behavioral Economics](https://www.nowpublishers.com/article/Details/RBE-0092) [Cook - Estimating the chances of something that hasn’t happened yet](https://www.johndcook.com/blog/2010/03/30/statistical-rule-of-three/) [Same Stats, Different Graphs: Generating Datasets with Varied Appearance and Identical Statistics through Simulated Annealing](https://www.researchgate.net/publication/316652618_Same_Stats_Different_Graphs_Generating_Datasets_with_Varied_Appearance_and_Identical_Statistics_through_Simulated_Annealing), [Youtube](https://www.youtube.com/watch?v=DbJyPELmhJc) #### Epidemiology [R Epidemics Consortium](https://www.repidemicsconsortium.org/projects/) - Large tool suite for working with epidemiological data (R packages). [Github](https://github.com/reconhub) [incidence2](https://github.com/reconhub/incidence2) - Computation, handling, visualisation and simple modelling of incidence (R package). [EpiEstim](https://github.com/mrc-ide/EpiEstim) - Estimate time varying instantaneous reproduction number R during epidemics (R package) [paper](https://academic.oup.com/aje/article/178/9/1505/89262). [researchpy](https://github.com/researchpy/researchpy) - Helpful `summary_cont()` function for summary statistics (Table 1). [zEpid](https://github.com/pzivich/zEpid) - Epidemiology analysis package, [Tutorial](https://github.com/pzivich/Python-for-Epidemiologists). [tipr](https://github.com/LucyMcGowan/tipr) - Sensitivity analyses for unmeasured confounders (R package). [quartets](https://github.com/r-causal/quartets) - Anscombe’s Quartet, Causal Quartet, [Datasaurus Dozen](https://github.com/jumpingrivers/datasauRus) and others (R package). #### Exploration and Cleaning [Checklist](https://github.com/r0f1/ml_checklist). [pyjanitor](https://github.com/pyjanitor-devs/pyjanitor) - Clean messy column names. [pandera](https://github.com/unionai-oss/pandera) - Data / Schema validation. [impyute](https://github.com/eltonlaw/impyute) - Imputations. [fancyimpute](https://github.com/iskandr/fancyimpute) - Matrix completion and imputation algorithms. [imbalanced-learn](https://github.com/scikit-learn-contrib/imbalanced-learn) - Resampling for imbalanced datasets. [tspreprocess](https://github.com/MaxBenChrist/tspreprocess) - Time series preprocessing: Denoising, Compression, Resampling. [Kaggler](https://github.com/jeongyoonlee/Kaggler) - Utility functions (`OneHotEncoder(min_obs=100)`) #### Noisy Labels [cleanlab](https://github.com/cleanlab/cleanlab) - Machine learning with noisy labels, finding mislabelled data, and uncertainty quantification. Also see awesome list below. [doubtlab](https://github.com/koaning/doubtlab) - Find bad or noisy labels. #### Train / Test Split [iterative-stratification](https://github.com/trent-b/iterative-stratification) - Stratification of multilabel data. #### Feature Engineering [Vincent Warmerdam: Untitled12.ipynb](https://www.youtube.com/watch?v=yXGCKqo5cEY) - Using df.pipe() [Vincent Warmerdam: Winning with Simple, even Linear, Models](https://www.youtube.com/watch?v=68ABAU_V8qI) [sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html) - Pipeline, [examples](https://github.com/jem1031/pandas-pipelines-custom-transformers). [pdpipe](https://github.com/shaypal5/pdpipe) - Pipelines for DataFrames. [scikit-lego](https://github.com/koaning/scikit-lego) - Custom transformers for pipelines. [categorical-encoding](https://github.com/scikit-learn-contrib/categorical-encoding) - Categorical encoding of variables, [vtreat (R package)](https://cran.r-project.org/web/packages/vtreat/vignettes/vtreat.html). [dirty_cat](https://github.com/dirty-cat/dirty_cat) - Encoding dirty categorical variables. [patsy](https://github.com/pydata/patsy/) - R-like syntax for statistical models. [mlxtend](https://rasbt.github.io/mlxtend/user_guide/feature_extraction/LinearDiscriminantAnalysis/) - LDA. [featuretools](https://github.com/Featuretools/featuretools) - Automated feature engineering, [example](https://github.com/WillKoehrsen/automated-feature-engineering/blob/master/walk_through/Automated_Feature_Engineering.ipynb). [tsfresh](https://github.com/blue-yonder/tsfresh) - Time series feature engineering. [pypeln](https://github.com/cgarciae/pypeln) - Concurrent data pipelines. [feature_engine](https://github.com/solegalli/feature_engine) - Encoders, transformers, etc. #### Computer Vision [Intro to Computer Vision](https://www.youtube.com/playlist?list=PLjMXczUzEYcHvw5YYSU92WrY8IwhTuq7p) #### Feature Selection [Overview Paper](https://www.sciencedirect.com/science/article/pii/S016794731930194X), [Talk](https://www.youtube.com/watch?v=JsArBz46_3s), [Repo](https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection) Blog post series - [1](http://blog.datadive.net/selecting-good-features-part-i-univariate-selection/), [2](http://blog.datadive.net/selecting-good-features-part-ii-linear-models-and-regularization/), [3](http://blog.datadive.net/selecting-good-features-part-iii-random-forests/), [4](http://blog.datadive.net/selecting-good-features-part-iv-stability-selection-rfe-and-everything-side-by-side/) Tutorials - [1](https://www.kaggle.com/residentmario/automated-feature-selection-with-sklearn), [2](https://machinelearningmastery.com/feature-selection-machine-learning-python/) [sklearn](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.feature_selection) - Feature selection. [eli5](https://eli5.readthedocs.io/en/latest/blackbox/permutation_importance.html#feature-selection) - Feature selection using permutation importance. [scikit-feature](https://github.com/jundongl/scikit-feature) - Feature selection algorithms. [stability-selection](https://github.com/scikit-learn-contrib/stability-selection) - Stability selection. [scikit-rebate](https://github.com/EpistasisLab/scikit-rebate) - Relief-based feature selection algorithms. [scikit-genetic](https://github.com/manuel-calzolari/sklearn-genetic) - Genetic feature selection. [boruta_py](https://github.com/scikit-learn-contrib/boruta_py) - Feature selection, [explaination](https://stats.stackexchange.com/questions/264360/boruta-all-relevant-feature-selection-vs-random-forest-variables-of-importanc/264467), [example](https://www.kaggle.com/tilii7/boruta-feature-elimination). [Boruta-Shap](https://github.com/Ekeany/Boruta-Shap) - Boruta feature selection algorithm + shapley values. [linselect](https://github.com/efavdb/linselect) - Feature selection package. [mlxtend](https://rasbt.github.io/mlxtend/user_guide/feature_selection/ExhaustiveFeatureSelector/) - Exhaustive feature selection. [BoostARoota](https://github.com/chasedehan/BoostARoota) - Xgboost feature selection algorithm. [INVASE](https://github.com/jsyoon0823/INVASE) - Instance-wise Variable Selection using Neural Networks. [SubTab](https://github.com/AstraZeneca/SubTab) - Subsetting Features of Tabular Data for Self-Supervised Representation Learning, AstraZeneca. [mrmr](https://github.com/smazzanti/mrmr) - Maximum Relevance and Minimum Redundancy Feature Selection, [Website](http://home.penglab.com/proj/mRMR/). [arfs](https://github.com/ThomasBury/arfs) - All Relevant Feature Selection. [VSURF](https://github.com/robingenuer/VSURF) - Variable Selection Using Random Forests (R package) [doc](https://www.rdocumentation.org/packages/VSURF/versions/1.1.0/topics/VSURF). [FeatureSelectionGA](https://github.com/kaushalshetty/FeatureSelectionGA) - Feature Selection using Genetic Algorithm. #### Subset Selection [apricot](https://github.com/jmschrei/apricot) - Selecting subsets of data sets to train machine learning models quickly. [ducks](https://github.com/manimino/ducks) - Index data for fast lookup by any combination of fields. #### Dimensionality Reduction / Representation Learning ##### Selection Check also the Clustering section and self-supervised learning section for ideas! [Review](https://members.loria.fr/moberger/Enseignement/AVR/Exposes/TR_Dimensiereductie.pdf) PCA - [link](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html) Autoencoder - [link](https://blog.keras.io/building-autoencoders-in-keras.html) Isomaps - [link](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html#sklearn.manifold.Isomap) LLE - [link](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.LocallyLinearEmbedding.html) Force-directed graph drawing - [link](https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.draw_graph.html#scanpy.tl.draw_graph) MDS - [link](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html) Diffusion Maps - [link](https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.diffmap.html) t-SNE - [link](https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html#sklearn.manifold.TSNE) NeRV - [link](https://github.com/ziyuang/pynerv), [paper](https://www.jmlr.org/papers/volume11/venna10a/venna10a.pdf) MDR - [link](https://github.com/EpistasisLab/scikit-mdr) UMAP - [link](https://github.com/lmcinnes/umap) Random Projection - [link](https://scikit-learn.org/stable/modules/random_projection.html) Ivis - [link](https://github.com/beringresearch/ivis) SimCLR - [link](https://github.com/lightly-ai/lightly) ##### Neural-network based [esvit](https://github.com/microsoft/esvit) - Vision Transformers for Representation Learning (Microsoft). [MCML](https://github.com/pachterlab/MCML) - Semi-supervised dimensionality reduction of Multi-Class, Multi-Label data (sequencing data) [paper](https://www.biorxiv.org/content/10.1101/2021.08.25.457696v1). ##### Packages [Dangers of PCA (paper)](https://www.nature.com/articles/s41598-022-14395-4). [Talk](https://www.youtube.com/watch?v=9iol3Lk6kyU), [tsne intro](https://distill.pub/2016/misread-tsne/). [sklearn.manifold](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.manifold) and [sklearn.decomposition](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition) - PCA, t-SNE, MDS, Isomaps and others. Additional plots for PCA - Factor Loadings, Cumulative Variance Explained, [Correlation Circle Plot](http://rasbt.github.io/mlxtend/user_guide/plotting/plot_pca_correlation_graph/), [Tweet](https://twitter.com/rasbt/status/1555999903398219777/photo/1) [sklearn.random_projection](https://scikit-learn.org/stable/modules/random_projection.html) - Johnson-Lindenstrauss lemma, Gaussian random projection, Sparse random projection. [sklearn.cross_decomposition](https://scikit-learn.org/stable/modules/cross_decomposition.html#cross-decomposition) - Partial least squares, supervised estimators for dimensionality reduction and regression. [prince](https://github.com/MaxHalford/prince) - Dimensionality reduction, factor analysis (PCA, MCA, CA, FAMD). Faster t-SNE implementations: [lvdmaaten](https://lvdmaaten.github.io/tsne/), [MulticoreTSNE](https://github.com/DmitryUlyanov/Multicore-TSNE), [FIt-SNE](https://github.com/KlugerLab/FIt-SNE) [umap](https://github.com/lmcinnes/umap) - Uniform Manifold Approximation and Projection, [talk](https://www.youtube.com/watch?v=nq6iPZVUxZU), [explorer](https://github.com/GrantCuster/umap-explorer), [explanation](https://pair-code.github.io/understanding-umap/), [parallel version](https://docs.rapids.ai/api/cuml/stable/api.html). [humap](https://github.com/wilsonjr/humap) - Hierarchical UMAP. [sleepwalk](https://github.com/anders-biostat/sleepwalk/) - Explore embeddings, interactive visualization (R package). [somoclu](https://github.com/peterwittek/somoclu) - Self-organizing map. [scikit-tda](https://github.com/scikit-tda/scikit-tda) - Topological Data Analysis, [paper](https://www.nature.com/articles/srep01236), [talk](https://www.youtube.com/watch?v=F2t_ytTLrQ4), [talk](https://www.youtube.com/watch?v=AWoeBzJd7uQ), [paper](https://www.uncg.edu/mat/faculty/cdsmyth/topological-approaches-skin.pdf). [giotto-tda](https://github.com/giotto-ai/giotto-tda) - Topological Data Analysis. [ivis](https://github.com/beringresearch/ivis) - Dimensionality reduction using Siamese Networks. [trimap](https://github.com/eamid/trimap) - Dimensionality reduction using triplets. [scanpy](https://github.com/theislab/scanpy) - [Force-directed graph drawing](https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.draw_graph.html#scanpy.tl.draw_graph), [Diffusion Maps](https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.diffmap.html). [direpack](https://github.com/SvenSerneels/direpack) - Projection pursuit, Sufficient dimension reduction, Robust M-estimators. [DBS](https://cran.r-project.org/web/packages/DatabionicSwarm/vignettes/DatabionicSwarm.html) - DatabionicSwarm (R package). [contrastive](https://github.com/abidlabs/contrastive) - Contrastive PCA. [scPCA](https://github.com/PhilBoileau/scPCA) - Sparse contrastive PCA (R package). [tmap](https://github.com/reymond-group/tmap) - Visualization library for large, high-dimensional data sets. [lollipop](https://github.com/neurodata/lollipop) - Linear Optimal Low Rank Projection. [linearsdr](https://github.com/HarrisQ/linearsdr) - Linear Sufficient Dimension Reduction (R package). [PHATE](https://github.com/KrishnaswamyLab/PHATE) - Tool for visualizing high dimensional data. #### Visualization [All charts](https://datavizproject.com/), [Austrian monuments](https://github.com/njanakiev/austrian-monuments-visualization). [Better heatmaps and correlation plots](https://towardsdatascience.com/better-heatmaps-and-correlation-matrix-plots-in-python-41445d0f2bec). [Example notebooks for interactive visualizations](https://github.com/nicolaskruchten/pydata_global_2021/tree/main)(Plotly,Seaborn, Holoviz, Altair) [cufflinks](https://github.com/santosjorge/cufflinks) - Dynamic visualization library, wrapper for [plotly](https://plot.ly/), [medium](https://towardsdatascience.com/the-next-level-of-data-visualization-in-python-dd6e99039d5e), [example](https://github.com/WillKoehrsen/Data-Analysis/blob/master/plotly/Plotly%20Whirlwind%20Introduction.ipynb). [physt](https://github.com/janpipek/physt) - Better histograms, [talk](https://www.youtube.com/watch?v=ZG-wH3-Up9Y), [notebook](https://nbviewer.jupyter.org/github/janpipek/pydata2018-berlin/blob/master/notebooks/talk.ipynb). [fast-histogram](https://github.com/astrofrog/fast-histogram) - Fast histograms. [matplotlib_venn](https://github.com/konstantint/matplotlib-venn) - Venn diagrams, [alternative](https://github.com/penrose/penrose). [joypy](https://github.com/sbebo/joypy) - Draw stacked density plots (=ridge plots), [Ridge plots in seaborn](https://seaborn.pydata.org/examples/kde_ridgeplot.html). [mosaic plots](https://www.statsmodels.org/dev/generated/statsmodels.graphics.mosaicplot.mosaic.html) - Categorical variable visualization, [example](https://sukhbinder.wordpress.com/2018/09/18/mosaic-plot-in-python/). [scikit-plot](https://github.com/reiinakano/scikit-plot) - ROC curves and other visualizations for ML models. [yellowbrick](https://github.com/DistrictDataLabs/yellowbrick) - Visualizations for ML models (similar to scikit-plot). [bokeh](https://bokeh.pydata.org/en/latest/) - Interactive visualization library, [Examples](https://bokeh.pydata.org/en/latest/docs/user_guide/server.html), [Examples](https://github.com/WillKoehrsen/Bokeh-Python-Visualization). [lets-plot](https://github.com/JetBrains/lets-plot) - Plotting library. [animatplot](https://github.com/t-makaro/animatplot) - Animate plots build on matplotlib. [plotnine](https://github.com/has2k1/plotnine) - ggplot for Python. [altair](https://altair-viz.github.io/) - Declarative statistical visualization library. [bqplot](https://github.com/bloomberg/bqplot) - Plotting library for IPython/Jupyter Notebooks. [hvplot](https://github.com/pyviz/hvplot) - High-level plotting library built on top of [holoviews](http://holoviews.org/). [dtreeviz](https://github.com/parrt/dtreeviz) - Decision tree visualization and model interpretation. [chartify](https://github.com/spotify/chartify/) - Generate charts. [VivaGraphJS](https://github.com/anvaka/VivaGraphJS) - Graph visualization (JS package). [pm](https://github.com/anvaka/pm) - Navigatable 3D graph visualization (JS package). [python-ternary](https://github.com/marcharper/python-ternary) - Triangle plots. [falcon](https://github.com/uwdata/falcon) - Interactive visualizations for big data. [hiplot](https://github.com/facebookresearch/hiplot) - High dimensional Interactive Plotting. [visdom](https://github.com/fossasia/visdom) - Live Visualizations. [mpl-scatter-density](https://github.com/astrofrog/mpl-scatter-density) - Scatter density plots. Alternative to 2d-histograms. [ComplexHeatmap](https://github.com/jokergoo/ComplexHeatmap) - Complex heatmaps for multidimensional genomic data (R package). [largeVis](https://github.com/elbamos/largeVis) - Visualize embeddings (t-SNE etc.) (R package). [proplot](https://github.com/proplot-dev/proplot) - Matplotlib wrapper. [morpheus](https://software.broadinstitute.org/morpheus/) - Broad Institute tool matrix visualization and analysis software. [Source](https://github.com/cmap/morpheus.js), Tutorial: [1](https://www.youtube.com/watch?v=0nkYDeekhtQ), [2](https://www.youtube.com/watch?v=r9mN6MsxUb0), [Code](https://github.com/broadinstitute/BBBC021_Morpheus_Exercise). [jupyter-scatter](https://github.com/flekschas/jupyter-scatter) - Interactive 2D scatter plot widget for Jupyter. #### Colors [palettable](https://github.com/jiffyclub/palettable) - Color palettes from [colorbrewer2](https://colorbrewer2.org/#type=sequential&scheme=BuGn&n=3). [colorcet](https://github.com/holoviz/colorcet) - Collection of perceptually uniform colormaps. [Named Colors Wheel](https://arantius.github.io/web-color-wheel/) - Color wheel for all named HTML colors. #### Dashboards [py-shiny](https://github.com/rstudio/py-shiny) - Shiny for Python, [talk](https://www.youtube.com/watch?v=ijRBbtT2tgc). [superset](https://github.com/apache/superset) - Dashboarding solution by Apache. [streamlit](https://github.com/streamlit/streamlit) - Dashboarding solution. [Resources](https://github.com/marcskovmadsen/awesome-streamlit), [Gallery](http://awesome-streamlit.org/) [Components](https://www.streamlit.io/components), [bokeh-events](https://github.com/ash2shukla/streamlit-bokeh-events). [mercury](https://github.com/mljar/mercury) - Convert Python notebook to web app, [Example](https://github.com/pplonski/dashboard-python-jupyter-notebook). [dash](https://dash.plot.ly/gallery) - Dashboarding solution by plot.ly. [Resources](https://github.com/ucg8j/awesome-dash). [visdom](https://github.com/facebookresearch/visdom) - Dashboarding library by Facebook. [panel](https://panel.pyviz.org/index.html) - Dashboarding solution. [altair example](https://github.com/xhochy/altair-vue-vega-example) - [Video](https://www.youtube.com/watch?v=4L568emKOvs). [voila](https://github.com/QuantStack/voila) - Turn Jupyter notebooks into standalone web applications. [voila-gridstack](https://github.com/voila-dashboards/voila-gridstack) - Voila grid layout. #### UI [gradio](https://github.com/gradio-app/gradio) - Create UIs for your machine learning model. #### Survey Tools [samplics](https://github.com/samplics-org/samplics) - Sampling techniques for complex survey designs. #### Geographical Tools [folium](https://github.com/python-visualization/folium) - Plot geographical maps using the Leaflet.js library, [jupyter plugin](https://github.com/jupyter-widgets/ipyleaflet). [gmaps](https://github.com/pbugnion/gmaps) - Google Maps for Jupyter notebooks. [stadiamaps](https://stadiamaps.com/) - Plot geographical maps. [datashader](https://github.com/bokeh/datashader) - Draw millions of points on a map. [sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.BallTree.html) - BallTree. [pynndescent](https://github.com/lmcinnes/pynndescent) - Nearest neighbor descent for approximate nearest neighbors. [geocoder](https://github.com/DenisCarriere/geocoder) - Geocoding of addresses, IP addresses. Conversion of different geo formats: [talk](https://www.youtube.com/watch?v=eHRggqAvczE), [repo](https://github.com/dillongardner/PyDataSpatialAnalysis) [geopandas](https://github.com/geopandas/geopandas) - Tools for geographic data Low Level Geospatial Tools (GEOS, GDAL/OGR, PROJ.4) Vector Data (Shapely, Fiona, Pyproj) Raster Data (Rasterio) Plotting (Descartes, Catropy) [Predict economic indicators from Open Street Map](https://janakiev.com/blog/osm-predict-economic-indicators/). [PySal](https://github.com/pysal/pysal) - Python Spatial Analysis Library. [geography](https://github.com/ushahidi/geograpy) - Extract countries, regions and cities from a URL or text. [cartogram](https://go-cart.io/cartogram) - Distorted maps based on population. #### Recommender Systems Examples: [1](https://lazyprogrammer.me/tutorial-on-collaborative-filtering-and-matrix-factorization-in-python/), [2](https://medium.com/@james_aka_yale/the-4-recommendation-engines-that-can-predict-your-movie-tastes-bbec857b8223), [2-ipynb](https://github.com/khanhnamle1994/movielens/blob/master/Content_Based_and_Collaborative_Filtering_Models.ipynb), [3](https://www.kaggle.com/morrisb/how-to-recommend-anything-deep-recommender). [surprise](https://github.com/NicolasHug/Surprise) - Recommender, [talk](https://www.youtube.com/watch?v=d7iIb_XVkZs). [implicit](https://github.com/benfred/implicit) - Fast Collaborative Filtering for Implicit Feedback Datasets. [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch. [lightfm](https://github.com/lyst/lightfm) - Recommendation algorithms for both implicit and explicit feedback. [funk-svd](https://github.com/gbolmier/funk-svd) - Fast SVD. #### Decision Tree Models [Intro to Decision Trees and Random Forests](https://victorzhou.com/blog/intro-to-random-forests/), Intro to Gradient Boosting [1](https://explained.ai/gradient-boosting/), [2](https://www.gormanalysis.com/blog/gradient-boosting-explained/), [Decision Tree Visualization](https://explained.ai/decision-tree-viz/index.html) [lightgbm](https://github.com/Microsoft/LightGBM) - Gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, [doc](https://sites.google.com/view/lauraepp/parameters). [xgboost](https://github.com/dmlc/xgboost) - Gradient boosting (GBDT, GBRT or GBM) library, [doc](https://sites.google.com/view/lauraepp/parameters), Methods for CIs: [link1](https://stats.stackexchange.com/questions/255783/confidence-interval-for-xgb-forecast), [link2](https://towardsdatascience.com/regression-prediction-intervals-with-xgboost-428e0a018b). [catboost](https://github.com/catboost/catboost) - Gradient boosting. [h2o](https://github.com/h2oai/h2o-3) - Gradient boosting and general machine learning framework. [pycaret](https://github.com/pycaret/pycaret) - Wrapper for xgboost, lightgbm, catboost etc. [forestci](https://github.com/scikit-learn-contrib/forest-confidence-interval) - Confidence intervals for random forests. [grf](https://github.com/grf-labs/grf) - Generalized random forest. [dtreeviz](https://github.com/parrt/dtreeviz) - Decision tree visualization and model interpretation. [Nuance](https://github.com/SauceCat/Nuance) - Decision tree visualization. [rfpimp](https://github.com/parrt/random-forest-importances) - Feature Importance for RandomForests using Permuation Importance. Why the default feature importance for random forests is wrong: [link](http://explained.ai/rf-importance/index.html) [bartpy](https://github.com/JakeColtman/bartpy) - Bayesian Additive Regression Trees. [merf](https://github.com/manifoldai/merf) - Mixed Effects Random Forest for Clustering, [video](https://www.youtube.com/watch?v=gWj4ZwB7f3o) [groot](https://github.com/tudelft-cda-lab/GROOT) - Robust decision trees. [linear-tree](https://github.com/cerlymarco/linear-tree) - Trees with linear models at the leaves. #### Natural Language Processing (NLP) / Text Processing [talk](https://www.youtube.com/watch?v=6zm9NC9uRkk)-[nb](https://nbviewer.jupyter.org/github/skipgram/modern-nlp-in-python/blob/master/executable/Modern_NLP_in_Python.ipynb), [nb2](https://ahmedbesbes.com/how-to-mine-newsfeed-data-and-extract-interactive-insights-in-python.html), [talk](https://www.youtube.com/watch?time_continue=2&v=sI7VpFNiy_I). [Text classification Intro](https://mlwhiz.com/blog/2018/12/17/text_classification/), [Preprocessing blog post](https://mlwhiz.com/blog/2019/01/17/deeplearning_nlp_preprocess/). [gensim](https://radimrehurek.com/gensim/) - NLP, doc2vec, word2vec, text processing, topic modelling (LSA, LDA), [Example](https://markroxor.github.io/gensim/static/notebooks/gensim_news_classification.html), [Coherence Model](https://radimrehurek.com/gensim/models/coherencemodel.html) for evaluation. Embeddings - [GloVe](https://nlp.stanford.edu/projects/glove/) ([[1](https://www.kaggle.com/jhoward/improved-lstm-baseline-glove-dropout)], [[2](https://www.kaggle.com/sbongo/do-pretrained-embeddings-give-you-the-extra-edge)]), [StarSpace](https://github.com/facebookresearch/StarSpace), [wikipedia2vec](https://wikipedia2vec.github.io/wikipedia2vec/pretrained/), [visualization](https://projector.tensorflow.org/). [magnitude](https://github.com/plasticityai/magnitude) - Vector embedding utility package. [pyldavis](https://github.com/bmabey/pyLDAvis) - Visualization for topic modelling. [spaCy](https://spacy.io/) - NLP. [NTLK](https://www.nltk.org/) - NLP, helpful `KMeansClusterer` with `cosine_distance`. [pytext](https://github.com/facebookresearch/PyText) - NLP from Facebook. [fastText](https://github.com/facebookresearch/fastText) - Efficient text classification and representation learning. [annoy](https://github.com/spotify/annoy) - Approximate nearest neighbor search. [faiss](https://github.com/facebookresearch/faiss) - Approximate nearest neighbor search. [pysparnn](https://github.com/facebookresearch/pysparnn) - Approximate nearest neighbor search. [infomap](https://github.com/mapequation/infomap) - Cluster (word-)vectors to find topics. [datasketch](https://github.com/ekzhu/datasketch) - Probabilistic data structures for large data (MinHash, HyperLogLog). [flair](https://github.com/zalandoresearch/flair) - NLP Framework by Zalando. [stanza](https://github.com/stanfordnlp/stanza) - NLP Library. [Chatistics](https://github.com/MasterScrat/Chatistics) - Turn Messenger, Hangouts, WhatsApp and Telegram chat logs into DataFrames. [textdistance](https://github.com/life4/textdistance) - Collection for comparing distances between two or more sequences. #### Bio Image Analysis [Awesome Cytodata](https://github.com/cytodata/awesome-cytodata) ##### Tutorials [bioimaging.org](https://www.bioimagingguide.org/welcome.html) - A biologists guide to planning and performing quantitative bioimaging experiments. [Bio-image Analysis Notebooks](https://haesleinhuepf.github.io/BioImageAnalysisNotebooks/intro.html) - Large collection of image processing workflows, including [point-spread-function estimation](https://haesleinhuepf.github.io/BioImageAnalysisNotebooks/18a_deconvolution/extract_psf.html) and [deconvolution](https://haesleinhuepf.github.io/BioImageAnalysisNotebooks/18a_deconvolution/introduction_deconvolution.html), [3D cell segmentation](https://haesleinhuepf.github.io/BioImageAnalysisNotebooks/20_image_segmentation/Segmentation_3D.html), [feature extraction](https://haesleinhuepf.github.io/BioImageAnalysisNotebooks/22_feature_extraction/statistics_with_pyclesperanto.html) using [pyclesperanto](https://github.com/clEsperanto/pyclesperanto_prototype) and others. [python_for_microscopists](https://github.com/bnsreenu/python_for_microscopists) - Notebooks and associated [youtube channel](https://www.youtube.com/channel/UC34rW-HtPJulxr5wp2Xa04w/videos) for a variety of image processing tasks. ##### Datasets [jump-cellpainting](https://github.com/jump-cellpainting/datasets) - Cellpainting dataset. [MedMNIST](https://github.com/MedMNIST/MedMNIST) - Datasets for 2D and 3D Biomedical Image Classification. [CytoImageNet](https://github.com/stan-hua/CytoImageNet) - Huge diverse dataset like ImageNet but for cell images. [Haghighi](https://github.com/carpenterlab/2021_Haghighi_NatureMethods) - Gene Expression and Morphology Profiles. [broadinstitute/lincs-profiling-complementarity](https://github.com/broadinstitute/lincs-profiling-complementarity) - Cellpainting vs. L1000 assay. #### Biostatistics / Robust statistics [Z-factor](https://en.wikipedia.org/wiki/Z-factor) - Measure of statistical effect size. [MinCovDet](https://scikit-learn.org/stable/modules/generated/sklearn.covariance.MinCovDet.html) - Robust estimator of covariance, RMPV, [Paper](https://wires.onlinelibrary.wiley.com/doi/full/10.1002/wics.1421), [App1](https://journals.sagepub.com/doi/10.1177/1087057112469257?url_ver=Z39.88-2003&rfr_id=ori%3Arid%3Acrossref.org&rfr_dat=cr_pub++0pubmed&), [App2](https://www.cell.com/cell-reports/pdf/S2211-1247(21)00694-X.pdf). [moderated z-score](https://clue.io/connectopedia/replicate_collapse) - Weighted average of z-scores based on Spearman correlation. [winsorize](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.mstats.winsorize.html#scipy.stats.mstats.winsorize) - Simple adjustment of outliers. #### Microscopy + Assay [BD Spectrum Viewer](https://www.bdbiosciences.com/en-us/resources/bd-spectrum-viewer) - Calculate spectral overlap, bleed through for fluorescence microscopy dyes. [SpectraViewer](https://www.perkinelmer.com/lab-products-and-services/spectraviewer) - Visualize the spectral compatibility of fluorophores (PerkinElmer). [Thermofisher Spectrum Viewer](https://www.thermofisher.com/order/stain-it) - Thermofisher Spectrum Viewer. [Microscopy Resolution Calculator](https://www.microscope.healthcare.nikon.com/microtools/resolution-calculator) - Calculate resolution of images (Nikon). [PlateEditor](https://github.com/vindelorme/PlateEditor) - Drug Layout for plates, [app](https://plateeditor.sourceforge.io/), [zip](https://sourceforge.net/projects/plateeditor/), [paper](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0252488). ##### Image Formats and Converters OME-Zarr - [paper](https://www.biorxiv.org/content/10.1101/2023.02.17.528834v1.full), [standard](https://ngff.openmicroscopy.org/latest/) [bioformats2raw](https://github.com/glencoesoftware/bioformats2raw) - Various formats to zarr. [raw2ometiff](https://github.com/glencoesoftware/raw2ometiff) - Zarr to tiff. [BatchConvert](https://github.com/Euro-BioImaging/BatchConvert) - Wrapper for bioformats2raw to parallelize conversions with nextflow, [video](https://www.youtube.com/watch?v=DeCWV274l0c). REMBI model - Recommended Metadata for Biological Images, BioImage Archive: [Study Component Guidance](https://www.ebi.ac.uk/bioimage-archive/rembi-help-examples/), [File List Guide](https://www.ebi.ac.uk/bioimage-archive/help-file-list/), [paper](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8606015/), [video](https://www.youtube.com/watch?v=GVmfOpuP2_c), [spreadsheet](https://docs.google.com/spreadsheets/d/1Ck1NeLp-ZN4eMGdNYo2nV6KLEdSfN6oQBKnnWU6Npeo/edit#gid=1023506919) ##### Matrix Formats [anndata](https://github.com/scverse/anndata) - annotated data matrices in memory and on disk, [Docs](https://anndata.readthedocs.io/en/latest/index.html). [muon](https://github.com/scverse/muon) - Multimodal omics framework. [mudata](https://github.com/scverse/mudata) - Multimodal Data (.h5mu) implementation. [bdz](https://github.com/openssbd/bdz) - Zarr-based format for storing quantitative biological dynamics data. #### Image Viewers [vizarr](https://github.com/hms-dbmi/vizarr) - Browser-based image viewer for zarr format. [avivator](https://github.com/hms-dbmi/viv) - Browser-based image viewer for tiff files. [napari](https://github.com/napari/napari) - Image viewer and image processing tool. [Fiji](https://fiji.sc/) - General purpose tool. Image viewer and image processing tool. [OMERO](https://www.openmicroscopy.org/omero/) - Image viewer for high-content screening. [IDR](https://idr.openmicroscopy.org/) uses OMERO. [Intro](https://www.youtube.com/watch?v=nSCrMO_c-5s) [fiftyone](https://github.com/voxel51/fiftyone) - Viewer and tool for building high-quality datasets and computer vision models. Image Data Explorer - Microscopy Image Viewer, [Shiny App](https://shiny-portal.embl.de/shinyapps/app/01_image-data-explorer), [Video](https://www.youtube.com/watch?v=H8zIZvOt1MA). [ImSwitch](https://github.com/ImSwitch/ImSwitch) - Microscopy Image Viewer, [Doc](https://imswitch.readthedocs.io/en/stable/gui.html), [Video](https://www.youtube.com/watch?v=XsbnMkGSPQQ). [pixmi](https://github.com/piximi/piximi) - Web-based image annotation and classification tool, [App](https://www.piximi.app/). [DeepCell Label](https://label.deepcell.org/) - Data labeling tool to segment images, [Video](https://www.youtube.com/watch?v=zfsvUBkEeow). ##### Image Restoration and Denoising [aydin](https://github.com/royerlab/aydin) - Image denoising. [DivNoising](https://github.com/juglab/DivNoising) - Unsupervised denoising method. [CSBDeep](https://github.com/CSBDeep/CSBDeep) - Content-aware image restoration, [Project page](https://csbdeep.bioimagecomputing.com/tools/). ##### Illumination correction + Bleed through correction [skimage](https://scikit-image.org/docs/dev/api/skimage.exposure.html#skimage.exposure.equalize_adapthist) - Illumination correction (CLAHE). [cidre](https://github.com/smithk/cidre) - Illumination correction method for optical microscopy. [BaSiCPy](https://github.com/peng-lab/BaSiCPy) - Background and Shading Correction of Optical Microscopy Images, [BaSiC](https://github.com/marrlab/BaSiC). [cytoflow](https://github.com/cytoflow/cytoflow) - Flow cytometry. Includes Bleedthrough correction methods. Linear unmixing in Fiji for Bleedthrough Correction - [Youtube](https://www.youtube.com/watch?v=W90qs0J29v8). Bleedthrough Correction using Lumos and Fiji - [Link](https://imagej.net/plugins/lumos-spectral-unmixing). ##### Platforms and Pipelines [fractal](https://fractal-analytics-platform.github.io/) - Framework to process high-content imaging data. [atomai](https://github.com/pycroscopy/atomai) - Deep and Machine Learning for Microscopy. [py-clesperanto](https://github.com/clesperanto/pyclesperanto_prototype/) - Tools for 3D microscopy analysis, [deskewing](https://github.com/clEsperanto/pyclesperanto_prototype/blob/master/demo/transforms/deskew.ipynb) and lots of other tutorials, interacts with napari. ##### Microscopy Pipelines [SCIP](https://scalable-cytometry-image-processing.readthedocs.io/en/latest/usage.html) - Image processing pipeline on top of Dask. [DeepCell Kiosk](https://github.com/vanvalenlab/kiosk-console/tree/master) - Image analysis platform. ##### Labsyspharm [mcmicro](https://github.com/labsyspharm/mcmicro) - Multiple-choice microscopy pipeline, [Website](https://mcmicro.org/overview/), [Paper](https://www.nature.com/articles/s41592-021-01308-y). [MCQuant](https://github.com/labsyspharm/quantification) - Quantification of cell features. [cylinter](https://github.com/labsyspharm/cylinter) - Quality assurance for microscopy images, [Website](https://labsyspharm.github.io/cylinter/). [ashlar](https://github.com/labsyspharm/ashlar) - Whole-slide microscopy image stitching and registration. [scimap](https://github.com/labsyspharm/scimap) - Spatial Single-Cell Analysis Toolkit. ##### Cell Segmentation [microscopy-tree](https://biomag-lab.github.io/microscopy-tree/) - Review of cell segmentation algorithms, [Paper](https://www.sciencedirect.com/science/article/abs/pii/S0962892421002518). [BioImage.IO](https://bioimage.io/#/) - BioImage Model Zoo. [MEDIAR](https://github.com/Lee-Gihun/MEDIAR) - Cell segmentation. [cellpose](https://github.com/mouseland/cellpose) - Cell segmentation. [Paper](https://www.biorxiv.org/content/10.1101/2020.02.02.931238v1), [Dataset](https://www.cellpose.org/dataset). [stardist](https://github.com/stardist/stardist) - Cell segmentation with Star-convex Shapes. [UnMicst](https://github.com/HMS-IDAC/UnMicst) - Identifying Cells and Segmenting Tissue. [nnUnet](https://github.com/MIC-DKFZ/nnUNet) - 3D biomedical image segmentation. [allencell](https://www.allencell.org/segmenter.html) - Tools for 3D segmentation, classical and deep learning methods. [Cell-ACDC](https://github.com/SchmollerLab/Cell_ACDC) - Python GUI for cell segmentation and tracking. [ZeroCostDL4Mic](https://github.com/HenriquesLab/ZeroCostDL4Mic/wiki) - Deep-Learning in Microscopy. [EmbedSeg](https://github.com/juglab/EmbedSeg) - Embedding-based Instance Segmentation. [micro-sam](https://github.com/computational-cell-analytics/micro-sam) - SegmentAnything for Microscopy. [deepcell-tf](https://github.com/vanvalenlab/deepcell-tf/tree/master) - Cell segmentation, [DeepCell](https://deepcell.org/). ##### Cell Segmentation Datasets [cellpose](https://www.cellpose.org/dataset) - Cell images. [omnipose](http://www.cellpose.org/dataset_omnipose) - Cell images. [LIVECell](https://github.com/sartorius-research/LIVECell) - Cell images. [Sartorius](https://www.kaggle.com/competitions/sartorius-cell-instance-segmentation/overview) - Neurons. [EmbedSeg](https://github.com/juglab/EmbedSeg/releases/tag/v0.1.0) - 2D + 3D images. ##### Evaluation [seg-eval](https://github.com/lstrgar/seg-eval) - Cell segmentation performance evaluation without Ground Truth labels, [Paper](https://www.biorxiv.org/content/10.1101/2023.02.23.529809v1.full.pdf). ##### Feature Engineering Images [Computer vision challenges in drug discovery - Maciej Hermanowicz](https://www.youtube.com/watch?v=Y5GJmnIhvFk) [CellProfiler](https://github.com/CellProfiler/CellProfiler) - Biological image analysis. [scikit-image](https://github.com/scikit-image/scikit-image) - Image processing. [scikit-image regionprops](https://scikit-image.org/docs/dev/api/skimage.measure.html#skimage.measure.regionprops) - Regionprops: area, eccentricity, extent. [mahotas](https://github.com/luispedro/mahotas) - Zernike, Haralick, LBP, and TAS features, [example](https://github.com/luispedro/python-image-tutorial/blob/master/Segmenting%20cell%20images%20(fluorescent%20microscopy).ipynb). [pyradiomics](https://github.com/AIM-Harvard/pyradiomics) - Radiomics features from medical imaging. [pyefd](https://github.com/hbldh/pyefd) - Elliptical feature descriptor, approximating a contour with a Fourier series. #### Domain Adaptation / Batch-Effect Correction [Tran - A benchmark of batch-effect correction methods for single-cell RNA sequencing data](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-019-1850-9), [Code](https://github.com/JinmiaoChenLab/Batch-effect-removal-benchmarking). [R Tutorial on correcting batch effects](https://broadinstitute.github.io/2019_scWorkshop/correcting-batch-effects.html). [harmonypy](https://github.com/slowkow/harmonypy) - Fuzzy k-means and locally linear adjustments. [pyliger](https://github.com/welch-lab/pyliger) - Batch-effect correction, [R package](https://github.com/welch-lab/liger). [nimfa](https://github.com/mims-harvard/nimfa) - Nonnegative matrix factorization. [scgen](https://github.com/theislab/scgen) - Batch removal. [Doc](https://scgen.readthedocs.io/en/stable/). [CORAL](https://github.com/google-research/google-research/tree/30e54523f08d963ced3fbb37c00e9225579d2e1d/correct_batch_effects_wdn) - Correcting for Batch Effects Using Wasserstein Distance, [Code](https://github.com/google-research/google-research/blob/30e54523f08d963ced3fbb37c00e9225579d2e1d/correct_batch_effects_wdn/transform.py#L152), [Paper](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7050548/). [adapt](https://github.com/adapt-python/adapt) - Awesome Domain Adaptation Python Toolbox. [pytorch-adapt](https://github.com/KevinMusgrave/pytorch-adapt) - Various neural network models for domain adaptation. ##### Sequencing [Single cell tutorial](https://github.com/theislab/single-cell-tutorial). [PyDESeq2](https://github.com/owkin/PyDESeq2) - Analyzing RNA-seq data. [cellxgene](https://github.com/chanzuckerberg/cellxgene) - Interactive explorer for single-cell transcriptomics data. [scanpy](https://github.com/theislab/scanpy) - Analyze single-cell gene expression data, [tutorial](https://github.com/theislab/single-cell-tutorial). [besca](https://github.com/bedapub/besca) - Beyond single-cell analysis. [janggu](https://github.com/BIMSBbioinfo/janggu) - Deep Learning for Genomics. [gdsctools](https://github.com/CancerRxGene/gdsctools) - Drug responses in the context of the Genomics of Drug Sensitivity in Cancer project, ANOVA, IC50, MoBEM, [doc](https://gdsctools.readthedocs.io/en/master/). ##### Drug discovery [TDC](https://github.com/mims-harvard/TDC/tree/main) - Drug Discovery and Development. [DeepPurpose](https://github.com/kexinhuang12345/DeepPurpose) - Deep Learning Based Molecular Modelling and Prediction Toolkit. #### Neural Networks [Convolutional Neural Networks for Visual Recognition](https://cs231n.github.io/) - Stanford CS class. [mit6874](https://mit6874.github.io/) - Computational Systems Biology: Deep Learning in the Life Sciences. [ConvNet Shape Calculator](https://madebyollin.github.io/convnet-calculator/) - Calculate output dimensions of Conv2D layer. [Great Gradient Descent Article](https://towardsdatascience.com/10-gradient-descent-optimisation-algorithms-86989510b5e9). [Intro to semi-supervised learning](https://lilianweng.github.io/lil-log/2021/12/05/semi-supervised-learning.html). ##### Tutorials & Viewer [fast.ai course](https://course.fast.ai/) - Practical Deep Learning for Coders. [Tensorflow without a PhD](https://github.com/GoogleCloudPlatform/tensorflow-without-a-phd) - Neural Network course by Google. Feature Visualization: [Blog](https://distill.pub/2017/feature-visualization/), [PPT](http://cs231n.stanford.edu/slides/2017/cs231n_2017_lecture12.pdf) [Tensorflow Playground](https://playground.tensorflow.org/) [Visualization of optimization algorithms](http://vis.ensmallen.org/), [Another visualization](https://github.com/jettify/pytorch-optimizer) [cutouts-explorer](https://github.com/mgckind/cutouts-explorer) - Image Viewer. ##### Image Related [imgaug](https://github.com/aleju/imgaug) - More sophisticated image preprocessing. [Augmentor](https://github.com/mdbloice/Augmentor) - Image augmentation library. [keras preprocessing](https://keras.io/preprocessing/image/) - Preprocess images. [albumentations](https://github.com/albu/albumentations) - Wrapper around imgaug and other libraries. [augmix](https://github.com/google-research/augmix) - Image augmentation from Google. [kornia](https://github.com/kornia/kornia) - Image augmentation, feature extraction and loss functions. [augly](https://github.com/facebookresearch/AugLy) - Image, audio, text, video augmentation from Facebook. ##### Lossfunction Related [SegLoss](https://github.com/JunMa11/SegLoss) - List of loss functions for medical image segmentation. ##### Activation Functions [rational_activations](https://github.com/ml-research/rational_activations) - Rational activation functions. ##### Text Related [ktext](https://github.com/hamelsmu/ktext) - Utilities for pre-processing text for deep learning in Keras. [textgenrnn](https://github.com/minimaxir/textgenrnn) - Ready-to-use LSTM for text generation. [ctrl](https://github.com/salesforce/ctrl) - Text generation. ##### Neural network and deep learning frameworks [OpenMMLab](https://github.com/open-mmlab) - Framework for segmentation, classification and lots of other computer vision tasks. [caffe](https://github.com/BVLC/caffe) - Deep learning framework, [pretrained models](https://github.com/BVLC/caffe/wiki/Model-Zoo). [mxnet](https://github.com/apache/incubator-mxnet) - Deep learning framework, [book](https://d2l.ai/index.html). ##### Libs General [keras](https://keras.io/) - Neural Networks on top of [tensorflow](https://www.tensorflow.org/), [examples](https://gist.github.com/candlewill/552fa102352ccce42fd829ae26277d24). [keras-contrib](https://github.com/keras-team/keras-contrib) - Keras community contributions. [keras-tuner](https://github.com/keras-team/keras-tuner) - Hyperparameter tuning for Keras. [hyperas](https://github.com/maxpumperla/hyperas) - Keras + Hyperopt: Convenient hyperparameter optimization wrapper. [elephas](https://github.com/maxpumperla/elephas) - Distributed Deep learning with Keras & Spark. [tflearn](https://github.com/tflearn/tflearn) - Neural Networks on top of TensorFlow. [tensorlayer](https://github.com/tensorlayer/tensorlayer) - Neural Networks on top of TensorFlow, [tricks](https://github.com/wagamamaz/tensorlayer-tricks). [tensorforce](https://github.com/reinforceio/tensorforce) - TensorFlow for applied reinforcement learning. [autokeras](https://github.com/jhfjhfj1/autokeras) - AutoML for deep learning. [PlotNeuralNet](https://github.com/HarisIqbal88/PlotNeuralNet) - Plot neural networks. [lucid](https://github.com/tensorflow/lucid) - Neural network interpretability, [Activation Maps](https://openai.com/blog/introducing-activation-atlases/). [tcav](https://github.com/tensorflow/tcav) - Interpretability method. [AdaBound](https://github.com/Luolc/AdaBound) - Optimizer that trains as fast as Adam and as good as SGD, [alt](https://github.com/titu1994/keras-adabound). [foolbox](https://github.com/bethgelab/foolbox) - Adversarial examples that fool neural networks. [hiddenlayer](https://github.com/waleedka/hiddenlayer) - Training metrics. [imgclsmob](https://github.com/osmr/imgclsmob) - Pretrained models. [netron](https://github.com/lutzroeder/netron) - Visualizer for deep learning and machine learning models. [ffcv](https://github.com/libffcv/ffcv) - Fast dataloader. ##### Libs PyTorch [Good PyTorch Introduction](https://cs230.stanford.edu/blog/pytorch/) [skorch](https://github.com/dnouri/skorch) - Scikit-learn compatible neural network library that wraps PyTorch, [talk](https://www.youtube.com/watch?v=0J7FaLk0bmQ), [slides](https://github.com/thomasjpfan/skorch_talk). [fastai](https://github.com/fastai/fastai) - Neural Networks in PyTorch. [timm](https://github.com/rwightman/pytorch-image-models) - PyTorch image models. [ignite](https://github.com/pytorch/ignite) - Highlevel library for PyTorch. [torchcv](https://github.com/donnyyou/torchcv) - Deep Learning in Computer Vision. [pytorch-optimizer](https://github.com/jettify/pytorch-optimizer) - Collection of optimizers for PyTorch. [pytorch-lightning](https://github.com/PyTorchLightning/PyTorch-lightning) - Wrapper around PyTorch. [lightly](https://github.com/lightly-ai/lightly) - MoCo, SimCLR, SimSiam, Barlow Twins, BYOL, NNCLR. [MONAI](https://github.com/project-monai/monai) - Deep learning in healthcare imaging. [kornia](https://github.com/kornia/kornia) - Image transformations, epipolar geometry, depth estimation. [torchinfo](https://github.com/TylerYep/torchinfo) - Nice model summary. [lovely-tensors](https://github.com/xl0/lovely-tensors/) - Inspect tensors, mean, std, inf values. ##### Distributed Libs [flexflow](https://github.com/flexflow/FlexFlow) - Distributed TensorFlow Keras and PyTorch. [horovod](https://github.com/horovod/horovod) - Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. ##### Architecture Visualization [Awesome List](https://github.com/ashishpatel26/Tools-to-Design-or-Visualize-Architecture-of-Neural-Network). [netron](https://github.com/lutzroeder/netron) - Viewer for neural networks. [visualkeras](https://github.com/paulgavrikov/visualkeras) - Visualize Keras networks. ##### Object detection / Instance Segmentation [Metrics reloaded: Recommendations for image analysis validation](https://arxiv.org/abs/2206.01653) - Guide for choosing correct image analysis metrics, [Code](https://github.com/Project-MONAI/MetricsReloaded), [Twitter Thread](https://twitter.com/lena_maierhein/status/1625450342006521857) [Good Yolo Explanation](https://jonathan-hui.medium.com/real-time-object-detection-with-yolo-yolov2-28b1b93e2088) [yolact](https://github.com/dbolya/yolact) - Fully convolutional model for real-time instance segmentation. [EfficientDet Pytorch](https://github.com/toandaominh1997/EfficientDet.Pytorch), [EfficientDet Keras](https://github.com/xuannianz/EfficientDet) - Scalable and Efficient Object Detection. [detectron2](https://github.com/facebookresearch/detectron2) - Object Detection (Mask R-CNN) by Facebook. [simpledet](https://github.com/TuSimple/simpledet) - Object Detection and Instance Recognition. [CenterNet](https://github.com/xingyizhou/CenterNet) - Object detection. [FCOS](https://github.com/tianzhi0549/FCOS) - Fully Convolutional One-Stage Object Detection. [norfair](https://github.com/tryolabs/norfair) - Real-time 2D object tracking. [Detic](https://github.com/facebookresearch/Detic) - Detector with image classes that can use image-level labels (facebookresearch). [EasyCV](https://github.com/alibaba/EasyCV) - Image segmentation, classification, metric-learning, object detection, pose estimation. ##### Image Classification [nfnets](https://github.com/ypeleg/nfnets-keras) - Neural network. [efficientnet](https://github.com/lukemelas/EfficientNet-PyTorch) - Neural network. [pycls](https://github.com/facebookresearch/pycls) - PyTorch image classification networks: ResNet, ResNeXt, EfficientNet, and RegNet (by Facebook). ##### Applications and Snippets [SPADE](https://github.com/nvlabs/spade) - Semantic Image Synthesis. [Entity Embeddings of Categorical Variables](https://arxiv.org/abs/1604.06737), [code](https://github.com/entron/entity-embedding-rossmann), [kaggle](https://www.kaggle.com/aquatic/entity-embedding-neural-net/code) [Image Super-Resolution](https://github.com/idealo/image-super-resolution) - Super-scaling using a Residual Dense Network. Cell Segmentation - [Talk](https://www.youtube.com/watch?v=dVFZpodqJiI), Blog Posts: [1](https://www.thomasjpfan.com/2018/07/nuclei-image-segmentation-tutorial/), [2](https://www.thomasjpfan.com/2017/08/hassle-free-unets/) [deeplearning-models](https://github.com/rasbt/deeplearning-models) - Deep learning models. ##### Variational Autoencoders (VAEs) [Variational Autoencoder Explanation Video](https://www.youtube.com/watch?v=9zKuYvjFFS8) [disentanglement_lib](https://github.com/google-research/disentanglement_lib) - BetaVAE, FactorVAE, BetaTCVAE, DIP-VAE. [ladder-vae-pytorch](https://github.com/addtt/ladder-vae-pytorch) - Ladder Variational Autoencoders (LVAE). [benchmark_VAE](https://github.com/clementchadebec/benchmark_VAE) - Unifying Generative Autoencoder implementations. ##### Generative Adversarial Networks (GANs) [Awesome GAN Applications](https://github.com/nashory/gans-awesome-applications) [The GAN Zoo](https://github.com/hindupuravinash/the-gan-zoo) - List of Generative Adversarial Networks. [CycleGAN and Pix2pix](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix) - Various image-to-image tasks. [TensorFlow GAN implementations](https://github.com/hwalsuklee/tensorflow-generative-model-collections) [PyTorch GAN implementations](https://github.com/znxlwm/pytorch-generative-model-collections) [PyTorch GAN implementations](https://github.com/eriklindernoren/PyTorch-GAN#adversarial-autoencoder) [StudioGAN](https://github.com/POSTECH-CVLab/PyTorch-StudioGAN) - PyTorch GAN implementations. ##### Transformers [SegFormer](https://github.com/NVlabs/SegFormer) - Simple and Efficient Design for Semantic Segmentation with Transformers. [esvit](https://github.com/microsoft/esvit) - Efficient self-supervised Vision Transformers. [nystromformer](https://github.com/Rishit-dagli/Nystromformer) - More efficient transformer because of approximate self-attention. ##### Deep learning on structured data [Great overview for deep learning for tabular data](https://sebastianraschka.com/blog/2022/deep-learning-for-tabular-data.html) ##### Graph-Based Neural Networks [How to do Deep Learning on Graphs with Graph Convolutional Networks](https://towardsdatascience.com/how-to-do-deep-learning-on-graphs-with-graph-convolutional-networks-7d2250723780) [Introduction To Graph Convolutional Networks](http://tkipf.github.io/graph-convolutional-networks/) [An attempt at demystifying graph deep learning](https://ericmjl.github.io/essays-on-data-science/machine-learning/graph-nets/) [ogb](https://ogb.stanford.edu/) - Open Graph Benchmark, Benchmark datasets. [networkx](https://github.com/networkx/networkx) - Graph library. [cugraph](https://github.com/rapidsai/cugraph) - RAPIDS, Graph library on the GPU. [pytorch-geometric](https://github.com/rusty1s/pytorch_geometric) - Various methods for deep learning on graphs. [dgl](https://github.com/dmlc/dgl) - Deep Graph Library. [graph_nets](https://github.com/deepmind/graph_nets) - Build graph networks in TensorFlow, by DeepMind. #### Model conversion [hummingbird](https://github.com/microsoft/hummingbird) - Compile trained ML models into tensor computations (by Microsoft). #### GPU [cuML](https://github.com/rapidsai/cuml) - RAPIDS, Run traditional tabular ML tasks on GPUs, [Intro](https://www.youtube.com/watch?v=6XzS5XcpicM&t=2m50s). [thundergbm](https://github.com/Xtra-Computing/thundergbm) - GBDTs and Random Forest. [thundersvm](https://github.com/Xtra-Computing/thundersvm) - Support Vector Machines. Legate Numpy - Distributed Numpy array multiple using GPUs by Nvidia (not released yet) [video](https://www.youtube.com/watch?v=Jxxs_moibog). #### Regression Understanding SVM Regression: [slides](https://cs.adelaide.edu.au/~chhshen/teaching/ML_SVR.pdf), [forum](https://www.quora.com/How-does-support-vector-regression-work), [paper](http://alex.smola.org/papers/2003/SmoSch03b.pdf) [pyearth](https://github.com/scikit-learn-contrib/py-earth) - Multivariate Adaptive Regression Splines (MARS), [tutorial](https://uc-r.github.io/mars). [pygam](https://github.com/dswah/pyGAM) - Generalized Additive Models (GAMs), [Explanation](https://multithreaded.stitchfix.com/blog/2015/07/30/gam/). [GLRM](https://github.com/madeleineudell/LowRankModels.jl) - Generalized Low Rank Models. [tweedie](https://xgboost.readthedocs.io/en/latest/parameter.html#parameters-for-tweedie-regression-objective-reg-tweedie) - Specialized distribution for zero inflated targets, [Talk](https://www.youtube.com/watch?v=-o0lpHBq85I). [MAPIE](https://github.com/scikit-learn-contrib/MAPIE) - Estimating prediction intervals. [Regressio](https://github.com/brendanartley/Regressio) - Regression and Spline models. #### Polynomials [orthopy](https://github.com/nschloe/orthopy) - Orthogonal polynomials in all shapes and sizes. #### Classification [Talk](https://www.youtube.com/watch?v=DkLPYccEJ8Y), [Notebook](https://github.com/ianozsvald/data_science_delivered/blob/master/ml_creating_correct_capable_classifiers.ipynb) [Blog post: Probability Scoring](https://machinelearningmastery.com/how-to-score-probability-predictions-in-python/) [All classification metrics](http://rali.iro.umontreal.ca/rali/sites/default/files/publis/SokolovaLapalme-JIPM09.pdf) [DESlib](https://github.com/scikit-learn-contrib/DESlib) - Dynamic classifier and ensemble selection. [human-learn](https://github.com/koaning/human-learn) - Create and tune classifier based on your rule set. #### Metric Learning [Contrastive Representation Learning](https://lilianweng.github.io/lil-log/2021/05/31/contrastive-representation-learning.html) [metric-learn](https://github.com/scikit-learn-contrib/metric-learn) - Supervised and weakly-supervised metric learning algorithms. [pytorch-metric-learning](https://github.com/KevinMusgrave/pytorch-metric-learning) - PyTorch metric learning. [deep_metric_learning](https://github.com/ronekko/deep_metric_learning) - Methods for deep metric learning. [ivis](https://bering-ivis.readthedocs.io/en/latest/supervised.html) - Metric learning using siamese neural networks. [TensorFlow similarity](https://github.com/tensorflow/similarity) - Metric learning. #### Distance Functions [scipy.spatial](https://docs.scipy.org/doc/scipy/reference/spatial.distance.html) - All kinds of distance metrics. [pyemd](https://github.com/wmayner/pyemd) - Earth Mover's Distance / Wasserstein distance, similarity between histograms. [OpenCV implementation](https://docs.opencv.org/3.4/d6/dc7/group__imgproc__hist.html), [POT implementation](https://pythonot.github.io/auto_examples/plot_OT_2D_samples.html) [dcor](https://github.com/vnmabus/dcor) - Distance correlation and related Energy statistics. [GeomLoss](https://www.kernel-operations.io/geomloss/) - Kernel norms, Hausdorff divergences, Debiased Sinkhorn divergences (=approximation of Wasserstein distance). #### Self-supervised Learning [lightly](https://github.com/lightly-ai/lightly) - MoCo, SimCLR, SimSiam, Barlow Twins, BYOL, NNCLR. [vissl](https://github.com/facebookresearch/vissl) - Self-Supervised Learning with PyTorch: RotNet, Jigsaw, NPID, ClusterFit, PIRL, SimCLR, MoCo, DeepCluster, SwAV. #### Clustering [Overview of clustering algorithms applied image data (= Deep Clustering)](https://deepnotes.io/deep-clustering). [Clustering with Deep Learning: Taxonomy and New Methods](https://arxiv.org/pdf/1801.07648.pdf). [Hierarchical Cluster Analysis (R Tutorial)](https://uc-r.github.io/hc_clustering) - Dendrogram, Tanglegram [hdbscan](https://github.com/scikit-learn-contrib/hdbscan) - Clustering algorithm, [talk](https://www.youtube.com/watch?v=dGsxd67IFiU), [blog](https://towardsdatascience.com/understanding-hdbscan-and-density-based-clustering-121dbee1320e). [pyclustering](https://github.com/annoviko/pyclustering) - All sorts of clustering algorithms. [FCPS](https://github.com/Mthrun/FCPS) - Fundamental Clustering Problems Suite (R package). [GaussianMixture](https://scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html) - Generalized k-means clustering using a mixture of Gaussian distributions, [video](https://www.youtube.com/watch?v=aICqoAG5BXQ). [nmslib](https://github.com/nmslib/nmslib) - Similarity search library and toolkit for evaluation of k-NN methods. [merf](https://github.com/manifoldai/merf) - Mixed Effects Random Forest for Clustering, [video](https://www.youtube.com/watch?v=gWj4ZwB7f3o) [tree-SNE](https://github.com/isaacrob/treesne) - Hierarchical clustering algorithm based on t-SNE. [MiniSom](https://github.com/JustGlowing/minisom) - Pure Python implementation of the Self Organizing Maps. [distribution_clustering](https://github.com/EricElmoznino/distribution_clustering), [paper](https://arxiv.org/abs/1804.02624), [related paper](https://arxiv.org/abs/2003.07770), [alt](https://github.com/r0f1/distribution_clustering). [phenograph](https://github.com/dpeerlab/phenograph) - Clustering by community detection. [FastPG](https://github.com/sararselitsky/FastPG) - Clustering of single cell data (RNA). Improvement of phenograph, [Paper](https://www.researchgate.net/publication/342339899_FastPG_Fast_clustering_of_millions_of_single_cells). [HypHC](https://github.com/HazyResearch/HypHC) - Hyperbolic Hierarchical Clustering. [BanditPAM](https://github.com/ThrunGroup/BanditPAM) - Improved k-Medoids Clustering. [dendextend](https://github.com/talgalili/dendextend) - Comparing dendrograms (R package). [DeepDPM](https://github.com/BGU-CS-VIL/DeepDPM) - Deep Clustering With An Unknown Number of Clusters. ##### Clustering Evalutation [Wagner, Wagner - Comparing Clusterings - An Overview](https://publikationen.bibliothek.kit.edu/1000011477/812079) * [Adjusted Rand Index](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.adjusted_rand_score.html) * [Normalized Mutual Information](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.normalized_mutual_info_score.html) * [Adjusted Mutual Information](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.adjusted_mutual_info_score.html) * [Fowlkes-Mallows Score](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.fowlkes_mallows_score.html) * [Silhouette Coefficient](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html) * [Variation of Information](https://gist.github.com/jwcarr/626cbc80e0006b526688), [Julia](https://clusteringjl.readthedocs.io/en/latest/varinfo.html) * [Pair Confusion Matrix](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.cluster.pair_confusion_matrix.html) * [Consensus Score](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.consensus_score.html) - The similarity of two sets of biclusters. [Assessing the quality of a clustering (video)](https://www.youtube.com/watch?v=Mf6MqIS2ql4) [fpc](https://cran.r-project.org/web/packages/fpc/index.html) - Various methods for clustering and cluster validation (R package). * Minimum distance between any two clusters * Distance between centroids * p-separation index: Like minimum distance. Look at the average distance to nearest point in different cluster for p=10% "border" points in any cluster. Measuring density, measuring mountains vs valleys * Estimate density by weighted count of close points Other measures: * Within-cluster average distance * Mean of within-cluster average distance over nearest-cluster average distance (silhouette score) * Within-cluster similarity measure to normal/uniform * Within-cluster (squared) distance to centroid (this is the k-Means loss function) * Correlation coefficient between distance we originally had to the distance the are induced by the clustering (Huberts Gamma) * Entropy of cluster sizes * Average largest within-cluster gap * Variation of clusterings on bootstrapped data #### Multi-label classification [scikit-multilearn](https://github.com/scikit-multilearn/scikit-multilearn) - Multi-label classification, [talk](https://www.youtube.com/watch?v=m-tAASQA7XQ&t=18m57s). #### Signal Processing and Filtering [Stanford Lecture Series on Fourier Transformation](https://see.stanford.edu/Course/EE261), [Youtube](https://www.youtube.com/watch?v=gZNm7L96pfY&list=PLB24BC7956EE040CD&index=1), [Lecture Notes](https://see.stanford.edu/materials/lsoftaee261/book-fall-07.pdf). [Visual Fourier explanation](https://dsego.github.io/demystifying-fourier/). [The Scientist & Engineer's Guide to Digital Signal Processing (1999)](https://www.analog.com/en/education/education-library/scientist_engineers_guide.html). [Kalman Filter article](https://www.bzarg.com/p/how-a-kalman-filter-works-in-pictures). [Kalman Filter book](https://github.com/rlabbe/Kalman-and-Bayesian-Filters-in-Python) - Focuses on intuition using Jupyter Notebooks. Includes Bayesian and various Kalman filters. [Interactive Tool](https://fiiir.com/) for FIR and IIR filters, [Examples](https://plot.ly/python/fft-filters/). [filterpy](https://github.com/rlabbe/filterpy) - Kalman filtering and optimal estimation library. #### Geometry [geomstats](https://github.com/geomstats/geomstats) - Computations and statistics on manifolds with geometric structures. #### Time Series [statsmodels](https://www.statsmodels.org/dev/tsa.html) - Time series analysis, [seasonal decompose](https://www.statsmodels.org/dev/generated/statsmodels.tsa.seasonal.seasonal_decompose.html) [example](https://gist.github.com/balzer82/5cec6ad7adc1b550e7ee), [SARIMA](https://www.statsmodels.org/dev/generated/statsmodels.tsa.statespace.sarimax.SARIMAX.html), [granger causality](http://www.statsmodels.org/dev/generated/statsmodels.tsa.stattools.grangercausalitytests.html). [kats](https://github.com/facebookresearch/kats) - Time series prediction library by Facebook. [prophet](https://github.com/facebook/prophet) - Time series prediction library by Facebook. [neural_prophet](https://github.com/ourownstory/neural_prophet) - Time series prediction built on PyTorch. [pyramid](https://github.com/tgsmith61591/pyramid), [pmdarima](https://github.com/tgsmith61591/pmdarima) - Wrapper for (Auto-) ARIMA. [modeltime](https://cran.r-project.org/web/packages/modeltime/index.html) - Time series forecasting framework (R package). [pyflux](https://github.com/RJT1990/pyflux) - Time series prediction algorithms (ARIMA, GARCH, GAS, Bayesian). [atspy](https://github.com/firmai/atspy) - Automated Time Series Models. [pm-prophet](https://github.com/luke14free/pm-prophet) - Time series prediction and decomposition library. [htsprophet](https://github.com/CollinRooney12/htsprophet) - Hierarchical Time Series Forecasting using Prophet. [nupic](https://github.com/numenta/nupic) - Hierarchical Temporal Memory (HTM) for Time Series Prediction and Anomaly Detection. [tensorflow](https://github.com/tensorflow/tensorflow/) - LSTM and others, examples: [link]( https://machinelearningmastery.com/time-series-forecasting-long-short-term-memory-network-python/ ), [link](https://github.com/hzy46/TensorFlow-Time-Series-Examples), seq2seq: [1](https://machinelearningmastery.com/how-to-develop-lstm-models-for-multi-step-time-series-forecasting-of-household-power-consumption/), [2](https://github.com/guillaume-chevalier/seq2seq-signal-prediction), [3](https://github.com/JEddy92/TimeSeries_Seq2Seq/blob/master/notebooks/TS_Seq2Seq_Intro.ipynb), [4](https://github.com/LukeTonin/keras-seq-2-seq-signal-prediction) [tspreprocess](https://github.com/MaxBenChrist/tspreprocess) - Preprocessing: Denoising, Compression, Resampling. [tsfresh](https://github.com/blue-yonder/tsfresh) - Time series feature engineering. [tsfel](https://github.com/fraunhoferportugal/tsfel) - Time series feature extraction. [thunder](https://github.com/thunder-project/thunder) - Data structures and algorithms for loading, processing, and analyzing time series data. [gatspy](https://www.astroml.org/gatspy/) - General tools for Astronomical Time Series, [talk](https://www.youtube.com/watch?v=E4NMZyfao2c). [gendis](https://github.com/IBCNServices/GENDIS) - shapelets, [example](https://github.com/IBCNServices/GENDIS/blob/master/gendis/example.ipynb). [tslearn](https://github.com/rtavenar/tslearn) - Time series clustering and classification, `TimeSeriesKMeans`, `TimeSeriesKMeans`. [pastas](https://github.com/pastas/pastas) - Analysis of Groundwater Time Series. [fastdtw](https://github.com/slaypni/fastdtw) - Dynamic Time Warp Distance. [fable](https://www.rdocumentation.org/packages/fable/versions/0.0.0.9000) - Time Series Forecasting (R package). [pydlm](https://github.com/wwrechard/pydlm) - Bayesian time series modelling ([R package](https://cran.r-project.org/web/packages/bsts/index.html), [Blog post](http://www.unofficialgoogledatascience.com/2017/07/fitting-bayesian-structural-time-series.html)) [PyAF](https://github.com/antoinecarme/pyaf) - Automatic Time Series Forecasting. [luminol](https://github.com/linkedin/luminol) - Anomaly Detection and Correlation library from Linkedin. [matrixprofile-ts](https://github.com/target/matrixprofile-ts) - Detecting patterns and anomalies, [website](https://www.cs.ucr.edu/~eamonn/MatrixProfile.html), [ppt](https://www.cs.ucr.edu/~eamonn/Matrix_Profile_Tutorial_Part1.pdf), [alternative](https://github.com/matrix-profile-foundation/mass-ts). [stumpy](https://github.com/TDAmeritrade/stumpy) - Another matrix profile library. [obspy](https://github.com/obspy/obspy) - Seismology package. Useful `classic_sta_lta` function. [RobustSTL](https://github.com/LeeDoYup/RobustSTL) - Robust Seasonal-Trend Decomposition. [seglearn](https://github.com/dmbee/seglearn) - Time Series library. [pyts](https://github.com/johannfaouzi/pyts) - Time series transformation and classification, [Imaging time series](https://pyts.readthedocs.io/en/latest/auto_examples/index.html#imaging-time-series). Turn time series into images and use Neural Nets: [example](https://gist.github.com/oguiza/c9c373aec07b96047d1ba484f23b7b47), [example](https://github.com/kiss90/time-series-classification). [sktime](https://github.com/alan-turing-institute/sktime), [sktime-dl](https://github.com/uea-machine-learning/sktime-dl) - Toolbox for (deep) learning with time series. [adtk](https://github.com/arundo/adtk) - Time Series Anomaly Detection. [rocket](https://github.com/angus924/rocket) - Time Series classification using random convolutional kernels. [luminaire](https://github.com/zillow/luminaire) - Anomaly Detection for time series. [etna](https://github.com/tinkoff-ai/etna) - Time Series library. [Chaos Genius](https://github.com/chaos-genius/chaos_genius) - ML powered analytics engine for outlier/anomaly detection and root cause analysis. ##### Time Series Evaluation [TimeSeriesSplit](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html) - Sklearn time series split. [tscv](https://github.com/WenjieZ/TSCV) - Evaluation with gap. #### Financial Data and Trading Tutorial on using cvxpy: [1](https://calmcode.io/cvxpy-one/the-stigler-diet.html), [2](https://calmcode.io/cvxpy-two/introduction.html) [pandas-datareader](https://pandas-datareader.readthedocs.io/en/latest/whatsnew.html) - Read stock data. [yfinance](https://github.com/ranaroussi/yfinance) - Read stock data from Yahoo Finance. [findatapy](https://github.com/cuemacro/findatapy) - Read stock data from various sources. [ta](https://github.com/bukosabino/ta) - Technical analysis library. [backtrader](https://github.com/mementum/backtrader) - Backtesting for trading strategies. [surpriver](https://github.com/tradytics/surpriver) - Find high moving stocks before they move using anomaly detection and machine learning. [ffn](https://github.com/pmorissette/ffn) - Financial functions. [bt](https://github.com/pmorissette/bt) - Backtesting algorithms. [alpaca-trade-api-python](https://github.com/alpacahq/alpaca-trade-api-python) - Commission-free trading through API. [eiten](https://github.com/tradytics/eiten) - Eigen portfolios, minimum variance portfolios and other algorithmic investing strategies. [tf-quant-finance](https://github.com/google/tf-quant-finance) - Quantitative finance tools in TensorFlow, by Google. [quantstats](https://github.com/ranaroussi/quantstats) - Portfolio management. [Riskfolio-Lib](https://github.com/dcajasn/Riskfolio-Lib) - Portfolio optimization and strategic asset allocation. [OpenBBTerminal](https://github.com/OpenBB-finance/OpenBBTerminal) - Terminal. [mplfinance](https://github.com/matplotlib/mplfinance) - Financial markets data visualization. ##### Quantopian Stack [pyfolio](https://github.com/quantopian/pyfolio) - Portfolio and risk analytics. [zipline](https://github.com/quantopian/zipline) - Algorithmic trading. [alphalens](https://github.com/quantopian/alphalens) - Performance analysis of predictive stock factors. [empyrical](https://github.com/quantopian/empyrical) - Financial risk metrics. [trading_calendars](https://github.com/quantopian/trading_calendars) - Calendars for various securities exchanges. #### Survival Analysis [Time-dependent Cox Model in R](https://stats.stackexchange.com/questions/101353/cox-regression-with-time-varying-covariates). [lifelines](https://lifelines.readthedocs.io/en/latest/) - Survival analysis, Cox PH Regression, [talk](https://www.youtube.com/watch?v=aKZQUaNHYb0), [talk2](https://www.youtube.com/watch?v=fli-yE5grtY). [scikit-survival](https://github.com/sebp/scikit-survival) - Survival analysis. [xgboost](https://github.com/dmlc/xgboost) - `"objective": "survival:cox"` [NHANES example](https://slundberg.github.io/shap/notebooks/NHANES%20I%20Survival%20Model.html) [survivalstan](https://github.com/hammerlab/survivalstan) - Survival analysis, [intro](http://www.hammerlab.org/2017/06/26/introducing-survivalstan/). [convoys](https://github.com/better/convoys) - Analyze time lagged conversions. RandomSurvivalForests (R packages: randomForestSRC, ggRandomForests). [pysurvival](https://github.com/square/pysurvival) - Survival analysis. [DeepSurvivalMachines](https://github.com/autonlab/DeepSurvivalMachines) - Fully Parametric Survival Regression. [auton-survival](https://github.com/autonlab/auton-survival) - Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events. #### Outlier Detection & Anomaly Detection [sklearn](https://scikit-learn.org/stable/modules/outlier_detection.html) - Isolation Forest and others. [pyod](https://pyod.readthedocs.io/en/latest/pyod.html) - Outlier Detection / Anomaly Detection. [eif](https://github.com/sahandha/eif) - Extended Isolation Forest. [AnomalyDetection](https://github.com/twitter/AnomalyDetection) - Anomaly detection (R package). [luminol](https://github.com/linkedin/luminol) - Anomaly Detection and Correlation library from Linkedin. Distances for comparing histograms and detecting outliers - [Talk](https://www.youtube.com/watch?v=U7xdiGc7IRU): [Kolmogorov-Smirnov](https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.stats.ks_2samp.html), [Wasserstein](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.wasserstein_distance.html), [Energy Distance (Cramer)](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.energy_distance.html), [Kullback-Leibler divergence](https://docs.scipy.org/doc/scipy/reference/generated/scipy.special.kl_div.html). [banpei](https://github.com/tsurubee/banpei) - Anomaly detection library based on singular spectrum transformation. [telemanom](https://github.com/khundman/telemanom) - Detect anomalies in multivariate time series data using LSTMs. [luminaire](https://github.com/zillow/luminaire) - Anomaly Detection for time series. [rrcf](https://github.com/kLabUM/rrcf) - Robust Random Cut Forest algorithm for anomaly detection on streams. #### Concept Drift & Domain Shift [TorchDrift](https://github.com/TorchDrift/TorchDrift) - Drift Detection for PyTorch Models. [alibi-detect](https://github.com/SeldonIO/alibi-detect) - Algorithms for outlier, adversarial and drift detection. [evidently](https://github.com/evidentlyai/evidently) - Evaluate and monitor ML models from validation to production. [Lipton et al. - Detecting and Correcting for Label Shift with Black Box Predictors](https://arxiv.org/abs/1802.03916). [Bu et al. - A pdf-Free Change Detection Test Based on Density Difference Estimation](https://ieeexplore.ieee.org/document/7745962). #### Ranking [lightning](https://github.com/scikit-learn-contrib/lightning) - Large-scale linear classification, regression and ranking. #### Causal Inference [CS 594 Causal Inference and Learning](https://www.cs.uic.edu/~elena/courses/fall19/cs594cil.html) [Statistical Rethinking](https://github.com/rmcelreath/stat_rethinking_2022) - Video Lecture Series, Bayesian Statistics, Causal Models, [R](https://bookdown.org/content/4857/), [python](https://github.com/pymc-devs/resources/tree/master/Rethinking_2), [numpyro1](https://github.com/asuagar/statrethink-course-numpyro-2019), [numpyro2](https://fehiepsi.github.io/rethinking-numpyro/), [tensorflow-probability](https://github.com/ksachdeva/rethinking-tensorflow-probability). [Python Causality Handbook](https://github.com/matheusfacure/python-causality-handbook) [dowhy](https://github.com/py-why/dowhy) - Estimate causal effects. [CausalImpact](https://github.com/tcassou/causal_impact) - Causal Impact Analysis ([R package](https://google.github.io/CausalImpact/CausalImpact.html)). [causallib](https://github.com/IBM/causallib) - Modular causal inference analysis and model evaluations by IBM, [examples](https://github.com/IBM/causallib/tree/master/examples). [causalml](https://github.com/uber/causalml) - Causal inference by Uber. [upliftml](https://github.com/bookingcom/upliftml) - Causal inference by Booking.com. [EconML](https://github.com/microsoft/EconML) - Heterogeneous Treatment Effects Estimation by Microsoft. [causality](https://github.com/akelleh/causality) - Causal analysis using observational datasets. [DoubleML](https://github.com/DoubleML/doubleml-for-py) - Machine Learning + Causal inference, [Tweet](https://twitter.com/ChristophMolnar/status/1574338002305880068), [Presentation](https://scholar.princeton.edu/sites/default/files/bstewart/files/felton.chern_.slides.20190318.pdf), [Paper](https://arxiv.org/abs/1608.00060v1). ##### Papers [Bours - Confounding](https://edisciplinas.usp.br/pluginfile.php/5625667/mod_resource/content/3/Nontechnicalexplanation-counterfactualdefinition-confounding.pdf) [Bours - Effect Modification and Interaction](https://www.sciencedirect.com/science/article/pii/S0895435621000330) #### Probabilistic Modelling and Bayes [Intro](https://erikbern.com/2018/10/08/the-hackers-guide-to-uncertainty-estimates.html), [Guide](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers) [PyMC3](https://www.pymc.io/projects/docs/en/stable/learn.html) - Bayesian modelling. [numpyro](https://github.com/pyro-ppl/numpyro) - Probabilistic programming with numpy, built on [pyro](https://github.com/pyro-ppl/pyro). [pomegranate](https://github.com/jmschrei/pomegranate) - Probabilistic modelling, [talk](https://www.youtube.com/watch?v=dE5j6NW-Kzg). [pmlearn](https://github.com/pymc-learn/pymc-learn) - Probabilistic machine learning. [arviz](https://github.com/arviz-devs/arviz) - Exploratory analysis of Bayesian models. [zhusuan](https://github.com/thu-ml/zhusuan) - Bayesian deep learning, generative models. [edward](https://github.com/blei-lab/edward) - Probabilistic modelling, inference, and criticism, [Mixture Density Networks (MNDs)](http://edwardlib.org/tutorials/mixture-density-network), [MDN Explanation](https://towardsdatascience.com/a-hitchhikers-guide-to-mixture-density-networks-76b435826cca). [Pyro](https://github.com/pyro-ppl/pyro) - Deep Universal Probabilistic Programming. [TensorFlow probability](https://github.com/tensorflow/probability) - Deep learning and probabilistic modelling, [talk1](https://www.youtube.com/watch?v=KJxmC5GCWe4), [notebook talk1](https://github.com/AlxndrMlk/PyDataGlobal2021/blob/main/00_PyData_Global_2021_nb_full.ipynb), [talk2](https://www.youtube.com/watch?v=BrwKURU-wpk), [example](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/blob/master/Chapter1_Introduction/Ch1_Introduction_TFP.ipynb). [bambi](https://github.com/bambinos/bambi) - High-level Bayesian model-building interface on top of PyMC3. [neural-tangents](https://github.com/google/neural-tangents) - Infinite Neural Networks. [bnlearn](https://github.com/erdogant/bnlearn) - Bayesian networks, parameter learning, inference and sampling methods. #### Gaussian Processes [Visualization](http://www.infinitecuriosity.org/vizgp/), [Article](https://distill.pub/2019/visual-exploration-gaussian-processes/) [GPyOpt](https://github.com/SheffieldML/GPyOpt) - Gaussian process optimization. [GPflow](https://github.com/GPflow/GPflow) - Gaussian processes (TensorFlow). [gpytorch](https://gpytorch.ai/) - Gaussian processes (PyTorch). #### Stacking Models and Ensembles [Model Stacking Blog Post](http://blog.kaggle.com/2017/06/15/stacking-made-easy-an-introduction-to-stacknet-by-competitions-grandmaster-marios-michailidis-kazanova/) [mlxtend](https://github.com/rasbt/mlxtend) - `EnsembleVoteClassifier`, `StackingRegressor`, `StackingCVRegressor` for model stacking. [vecstack](https://github.com/vecxoz/vecstack) - Stacking ML models. [StackNet](https://github.com/kaz-Anova/StackNet) - Stacking ML models. [mlens](https://github.com/flennerhag/mlens) - Ensemble learning. [combo](https://github.com/yzhao062/combo) - Combining ML models (stacking, ensembling). #### Model Evaluation [pycm](https://github.com/sepandhaghighi/pycm) - Multi-class confusion matrix. [pandas_ml](https://github.com/pandas-ml/pandas-ml) - Confusion matrix. Plotting learning curve: [link](http://www.ritchieng.com/machinelearning-learning-curve/). [yellowbrick](http://www.scikit-yb.org/en/latest/api/model_selection/learning_curve.html) - Learning curve. [pyroc](https://github.com/noudald/pyroc) - Receiver Operating Characteristic (ROC) curves. #### Model Uncertainty [awesome-conformal-prediction](https://github.com/valeman/awesome-conformal-prediction) - Uncertainty quantification. [uncertainty-toolbox](https://github.com/uncertainty-toolbox/uncertainty-toolbox) - Predictive uncertainty quantification, calibration, metrics, and visualization. #### Model Explanation, Interpretability, Feature Importance [Princeton - Reproducibility Crisis in ML‑based Science](https://sites.google.com/princeton.edu/rep-workshop) [Book](https://christophm.github.io/interpretable-ml-book/agnostic.html), [Examples](https://github.com/jphall663/interpretable_machine_learning_with_python) [shap](https://github.com/slundberg/shap) - Explain predictions of machine learning models, [talk](https://www.youtube.com/watch?v=C80SQe16Rao), [Good Shap intro](https://www.aidancooper.co.uk/a-non-technical-guide-to-interpreting-shap-analyses/). [treeinterpreter](https://github.com/andosa/treeinterpreter) - Interpreting scikit-learn's decision tree and random forest predictions. [lime](https://github.com/marcotcr/lime) - Explaining the predictions of any machine learning classifier, [talk](https://www.youtube.com/watch?v=C80SQe16Rao), [Warning (Myth 7)](https://crazyoscarchang.github.io/2019/02/16/seven-myths-in-machine-learning-research/). [lime_xgboost](https://github.com/jphall663/lime_xgboost) - Create LIMEs for XGBoost. [eli5](https://github.com/TeamHG-Memex/eli5) - Inspecting machine learning classifiers and explaining their predictions. [lofo-importance](https://github.com/aerdem4/lofo-importance) - Leave One Feature Out Importance, [talk](https://www.youtube.com/watch?v=zqsQ2ojj7sE). [pybreakdown](https://github.com/MI2DataLab/pyBreakDown) - Generate feature contribution plots. [pycebox](https://github.com/AustinRochford/PyCEbox) - Individual Conditional Expectation Plot Toolbox. [pdpbox](https://github.com/SauceCat/PDPbox) - Partial dependence plot toolbox, [example](https://www.kaggle.com/dansbecker/partial-plots). [partial_dependence](https://github.com/nyuvis/partial_dependence) - Visualize and cluster partial dependence. [contrastive_explanation](https://github.com/MarcelRobeer/ContrastiveExplanation) - Contrastive explanations. [DrWhy](https://github.com/ModelOriented/DrWhy) - Collection of tools for explainable AI. [lucid](https://github.com/tensorflow/lucid) - Neural network interpretability. [xai](https://github.com/EthicalML/XAI) - An eXplainability toolbox for machine learning. [innvestigate](https://github.com/albermax/innvestigate) - A toolbox to investigate neural network predictions. [dalex](https://github.com/pbiecek/DALEX) - Explanations for ML models (R package). [interpretml](https://github.com/interpretml/interpret) - Fit interpretable models, explain models. [shapash](https://github.com/MAIF/shapash) - Model interpretability. [imodels](https://github.com/csinva/imodels) - Interpretable ML package. [captum](https://github.com/pytorch/captum) - Model interpretability and understanding for PyTorch. #### Automated Machine Learning [AdaNet](https://github.com/tensorflow/adanet) - Automated machine learning based on TensorFlow. [tpot](https://github.com/EpistasisLab/tpot) - Automated machine learning tool, optimizes machine learning pipelines. [autokeras](https://github.com/jhfjhfj1/autokeras) - AutoML for deep learning. [nni](https://github.com/Microsoft/nni) - Toolkit for neural architecture search and hyper-parameter tuning by Microsoft. [mljar](https://github.com/mljar/mljar-supervised) - Automated machine learning. [automl_zero](https://github.com/google-research/google-research/tree/master/automl_zero) - Automatically discover computer programs that can solve machine learning tasks from Google. [AlphaPy](https://github.com/ScottfreeLLC/AlphaPy) - Automated Machine Learning using scikit-learn xgboost, LightGBM and others. #### Graph Representation Learning [Karate Club](https://github.com/benedekrozemberczki/karateclub) - Unsupervised learning on graphs. [PyTorch Geometric](https://github.com/rusty1s/pytorch_geometric) - Graph representation learning with PyTorch. [DLG](https://github.com/dmlc/dgl) - Graph representation learning with TensorFlow. #### Convex optimization [cvxpy](https://github.com/cvxgrp/cvxpy) - Modelling language for convex optimization problems. Tutorial: [1](https://calmcode.io/cvxpy-one/the-stigler-diet.html), [2](https://calmcode.io/cvxpy-two/introduction.html) #### Evolutionary Algorithms & Optimization [deap](https://github.com/DEAP/deap) - Evolutionary computation framework (Genetic Algorithm, Evolution strategies). [evol](https://github.com/godatadriven/evol) - DSL for composable evolutionary algorithms, [talk](https://www.youtube.com/watch?v=68ABAU_V8qI&t=11m49s). [platypus](https://github.com/Project-Platypus/Platypus) - Multiobjective optimization. [autograd](https://github.com/HIPS/autograd) - Efficiently computes derivatives of numpy code. [nevergrad](https://github.com/facebookresearch/nevergrad) - Derivation-free optimization. [gplearn](https://gplearn.readthedocs.io/en/stable/) - Sklearn-like interface for genetic programming. [blackbox](https://github.com/paulknysh/blackbox) - Optimization of expensive black-box functions. Optometrist algorithm - [paper](https://www.nature.com/articles/s41598-017-06645-7). [DeepSwarm](https://github.com/Pattio/DeepSwarm) - Neural architecture search. [evotorch](https://github.com/nnaisense/evotorch) - Evolutionary computation library built on Pytorch. #### Hyperparameter Tuning [sklearn](https://scikit-learn.org/stable/index.html) - [GridSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html), [RandomizedSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html). [sklearn-deap](https://github.com/rsteca/sklearn-deap) - Hyperparameter search using genetic algorithms. [hyperopt](https://github.com/hyperopt/hyperopt) - Hyperparameter optimization. [hyperopt-sklearn](https://github.com/hyperopt/hyperopt-sklearn) - Hyperopt + sklearn. [optuna](https://github.com/pfnet/optuna) - Hyperparamter optimization, [Talk](https://www.youtube.com/watch?v=tcrcLRopTX0). [skopt](https://scikit-optimize.github.io/) - `BayesSearchCV` for Hyperparameter search. [tune](https://ray.readthedocs.io/en/latest/tune.html) - Hyperparameter search with a focus on deep learning and deep reinforcement learning. [bbopt](https://github.com/evhub/bbopt) - Black box hyperparameter optimization. [dragonfly](https://github.com/dragonfly/dragonfly) - Scalable Bayesian optimisation. [botorch](https://github.com/pytorch/botorch) - Bayesian optimization in PyTorch. [ax](https://github.com/facebook/Ax) - Adaptive Experimentation Platform by Facebook. [lightning-hpo](https://github.com/Lightning-AI/lightning-hpo) - Hyperparameter optimization based on optuna. #### Incremental Learning, Online Learning sklearn - [PassiveAggressiveClassifier](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.html), [PassiveAggressiveRegressor](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.PassiveAggressiveRegressor.html). [river](https://github.com/online-ml/river) - Online machine learning. [Kaggler](https://github.com/jeongyoonlee/Kaggler) - Online Learning algorithms. #### Active Learning [Talk](https://www.youtube.com/watch?v=0efyjq5rWS4) [modAL](https://github.com/modAL-python/modAL) - Active learning framework. #### Reinforcement Learning [YouTube](https://www.youtube.com/playlist?list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT), [YouTube](https://www.youtube.com/playlist?list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs) Intro to Monte Carlo Tree Search (MCTS) - [1](https://jeffbradberry.com/posts/2015/09/intro-to-monte-carlo-tree-search/), [2](http://mcts.ai/about/index.html), [3](https://medium.com/@quasimik/monte-carlo-tree-search-applied-to-letterpress-34f41c86e238) AlphaZero methodology - [1](https://github.com/AppliedDataSciencePartners/DeepReinforcementLearning), [2](https://web.stanford.edu/~surag/posts/alphazero.html), [3](https://github.com/suragnair/alpha-zero-general), [Cheat Sheet](https://medium.com/applied-data-science/alphago-zero-explained-in-one-diagram-365f5abf67e0) [RLLib](https://ray.readthedocs.io/en/latest/rllib.html) - Library for reinforcement learning. [Horizon](https://github.com/facebookresearch/Horizon/) - Facebook RL framework. #### Deployment and Lifecycle Management ##### Workflow Scheduling and Orchestration [nextflow](https://github.com/goodwright/nextflow.py) - Run scripts and workflow graphs in Docker image using Google Life Sciences, AWS Batch, [Website](https://github.com/nextflow-io/nextflow). [airflow](https://github.com/apache/airflow) - Schedule and monitor workflows. [prefect](https://github.com/PrefectHQ/prefect) - Python specific workflow scheduling. [dagster](https://github.com/dagster-io/dagster) - Development, production and observation of data assets. [ploomber](https://github.com/ploomber/ploomber) - Workflow orchestration. [kestra](https://github.com/kestra-io/kestra) - Workflow orchestration. [cml](https://github.com/iterative/cml) - CI/CD for Machine Learning Projects. [rocketry](https://github.com/Miksus/rocketry) - Task scheduling. [huey](https://github.com/coleifer/huey) - Task queue. ##### Containerization and Docker [Reduce size of docker images (video)](https://www.youtube.com/watch?v=Z1Al4I4Os_A) [Optimize Docker Image Size](https://www.augmentedmind.de/2022/02/06/optimize-docker-image-size/) [cog](https://github.com/replicate/cog) - Facilitates building Docker images. ##### Data Versioning, Databases, Pipelines and Model Serving [dvc](https://github.com/iterative/dvc) - Version control for large files. [kedro](https://github.com/quantumblacklabs/kedro) - Build data pipelines. [feast](https://github.com/feast-dev/feast) - Feature store. [Video](https://www.youtube.com/watch?v=_omcXenypmo). [pinecone](https://www.pinecone.io/) - Database for vector search applications. [truss](https://github.com/basetenlabs/truss) - Serve ML models. [milvus](https://github.com/milvus-io/milvus) - Vector database for similarity search. [mlem](https://github.com/iterative/mlem) - Version and deploy your ML models following GitOps principles. ##### Data Science Related [m2cgen](https://github.com/BayesWitnesses/m2cgen) - Transpile trained ML models into other languages. [sklearn-porter](https://github.com/nok/sklearn-porter) - Transpile trained scikit-learn estimators to C, Java, JavaScript and others. [mlflow](https://mlflow.org/) - Manage the machine learning lifecycle, including experimentation, reproducibility and deployment. [skll](https://github.com/EducationalTestingService/skll) - Command-line utilities to make it easier to run machine learning experiments. [BentoML](https://github.com/bentoml/BentoML) - Package and deploy machine learning models for serving in production. [dagster](https://github.com/dagster-io/dagster) - Tool with focus on dependency graphs. [knockknock](https://github.com/huggingface/knockknock) - Be notified when your training ends. [metaflow](https://github.com/Netflix/metaflow) - Lifecycle Management Tool by Netflix. [cortex](https://github.com/cortexlabs/cortex) - Deploy machine learning models. [Neptune](https://neptune.ai) - Experiment tracking and model registry. [clearml](https://github.com/allegroai/clearml) - Experiment Manager, MLOps and Data-Management. [polyaxon](https://github.com/polyaxon/polyaxon) - MLOps. [sematic](https://github.com/sematic-ai/sematic) - Deploy machine learning models. [zenml](https://github.com/zenml-io/zenml) - MLOPs. #### Math and Background [All kinds of math and statistics resources](https://realnotcomplex.com/) Gilbert Strang - [Linear Algebra](https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/index.htm) Gilbert Strang - [Matrix Methods in Data Analysis, Signal Processing, and Machine Learning ](https://ocw.mit.edu/courses/mathematics/18-065-matrix-methods-in-data-analysis-signal-processing-and-machine-learning-spring-2018/) #### Resources [Distill.pub](https://distill.pub/) - Blog. [Machine Learning Videos](https://github.com/dustinvtran/ml-videos) [Data Science Notebooks](https://github.com/donnemartin/data-science-ipython-notebooks) [Recommender Systems (Microsoft)](https://github.com/Microsoft/Recommenders) [Datascience Cheatsheets](https://github.com/FavioVazquez/ds-cheatsheets) ##### Guidelines [datasharing](https://github.com/jtleek/datasharing) - Guide to data sharing. ##### Books [Blum - Foundations of Data Science](https://www.cs.cornell.edu/jeh/book.pdf?file=book.pdf) [Chan - Introduction to Probability for Data Science](https://probability4datascience.com/index.html) [Colonescu - Principles of Econometrics with R](https://bookdown.org/ccolonescu/RPoE4/) ##### Other Awesome Lists [Awesome Adversarial Machine Learning](https://github.com/yenchenlin/awesome-adversarial-machine-learning) [Awesome AI Booksmarks](https://github.com/goodrahstar/my-awesome-AI-bookmarks) [Awesome AI on Kubernetes](https://github.com/CognonicLabs/awesome-AI-kubernetes) [Awesome Big Data](https://github.com/onurakpolat/awesome-bigdata) [Awesome Business Machine Learning](https://github.com/firmai/business-machine-learning) [Awesome Causality](https://github.com/rguo12/awesome-causality-algorithms) [Awesome Community Detection](https://github.com/benedekrozemberczki/awesome-community-detection) [Awesome CSV](https://github.com/secretGeek/AwesomeCSV) [Awesome Cytodata](https://github.com/cytodata/awesome-cytodata) [Awesome Data Science with Ruby](https://github.com/arbox/data-science-with-ruby) [Awesome Dash](https://github.com/ucg8j/awesome-dash) [Awesome Decision Trees](https://github.com/benedekrozemberczki/awesome-decision-tree-papers) [Awesome Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) [Awesome ETL](https://github.com/pawl/awesome-etl) [Awesome Financial Machine Learning](https://github.com/firmai/financial-machine-learning) [Awesome Fraud Detection](https://github.com/benedekrozemberczki/awesome-fraud-detection-papers) [Awesome GAN Applications](https://github.com/nashory/gans-awesome-applications) [Awesome Graph Classification](https://github.com/benedekrozemberczki/awesome-graph-classification) [Awesome Industry Machine Learning](https://github.com/firmai/industry-machine-learning) [Awesome Gradient Boosting](https://github.com/benedekrozemberczki/awesome-gradient-boosting-papers) [Awesome Learning with Label Noise](https://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise) [Awesome Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#python) [Awesome Machine Learning Books](http://matpalm.com/blog/cool_machine_learning_books/) [Awesome Machine Learning Interpretability](https://github.com/jphall663/awesome-machine-learning-interpretability) [Awesome Machine Learning Operations](https://github.com/EthicalML/awesome-machine-learning-operations) [Awesome Monte Carlo Tree Search](https://github.com/benedekrozemberczki/awesome-monte-carlo-tree-search-papers) [Awesome Neural Network Visualization](https://github.com/ashishpatel26/Tools-to-Design-or-Visualize-Architecture-of-Neural-Network) [Awesome Online Machine Learning](https://github.com/MaxHalford/awesome-online-machine-learning) [Awesome Pipeline](https://github.com/pditommaso/awesome-pipeline) [Awesome Public APIs](https://github.com/public-apis/public-apis) [Awesome Python](https://github.com/vinta/awesome-python) [Awesome Python Data Science](https://github.com/krzjoa/awesome-python-datascience) [Awesome Python Data Science](https://github.com/thomasjpfan/awesome-python-data-science) [Awesome Pytorch](https://github.com/bharathgs/Awesome-pytorch-list) [Awesome Quantitative Finance](https://github.com/wilsonfreitas/awesome-quant) [Awesome Recommender Systems](https://github.com/grahamjenson/list_of_recommender_systems) [Awesome Single Cell](https://github.com/seandavi/awesome-single-cell) [Awesome Semantic Segmentation](https://github.com/mrgloom/awesome-semantic-segmentation) [Awesome Sentence Embedding](https://github.com/Separius/awesome-sentence-embedding) [Awesome Time Series](https://github.com/MaxBenChrist/awesome_time_series_in_python) [Awesome Time Series Anomaly Detection](https://github.com/rob-med/awesome-TS-anomaly-detection) [Awesome Visual Attentions](https://github.com/MenghaoGuo/Awesome-Vision-Attentions) [Awesome Visual Transformer](https://github.com/dk-liang/Awesome-Visual-Transformer) #### Lectures [NYU Deep Learning SP21](https://www.youtube.com/playlist?list=PLLHTzKZzVU9e6xUfG10TkTWApKSZCzuBI) - YouTube Playlist. #### Things I google a lot [Color Codes](https://github.com/d3/d3-3.x-api-reference/blob/master/Ordinal-Scales.md#categorical-colors) [Frequency codes for time series](https://pandas.pydata.org/pandas-docs/stable/timeseries.html#offset-aliases) [Date parsing codes](https://docs.python.org/3/library/datetime.html#strftime-and-strptime-behavior) ## Contributing Do you know a package that should be on this list? Did you spot a package that is no longer maintained and should be removed from this list? Then feel free to read the [contribution guidelines](CONTRIBUTING.md) and submit your pull request or create a new issue. ## License [](https://creativecommons.org/publicdomain/zero/1.0/)

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <p> <a href="https://triplebyte.com/a/aZxgKGg/d"> <b>Looking for a job?</b> <br> No resume needed. Just prove you can code. <br> <div> <img src="https://user-images.githubusercontent.com/170270/66039619-9363c380-e53f-11e9-9b56-ae6e8ab336ba.png" width="260" alt="Tripblebyte"> </div> </a> _{<i>Clicking this helps fund the Awesome project</i>} </p> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <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"> _{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>.} </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) ## 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. ## 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. ## 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. - [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) ## 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. ## 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. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.

# Top Machine Learning Github repositories Based on [Top Deep Learning](http://github.com/mbadry1/Top-Deep-Learning)<br /><br /> Here is a list of the top-200 Machine Learning Github repositories sorted by the number of stars. The query that has been used for the GitHub search API is "Machine Learning". <br /><br /> Date: 03/16/2018 <br /><br /> Note: This listing will be updated regularly. <br /><br /> | Id | Name | Description | Language | Stars | Forks | |-----|--------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------|-------|-------| | 1 | [tensorflow](https://github.com/tensorflow/tensorflow) | Computation using data flow graphs for scalable machine learning | C++ | 92877 | 59682 | | 2 | [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning) | A curated list of awesome Machine Learning frameworks, libraries and software. | Python | 31263 | 7647 | | 3 | [scikit-learn](https://github.com/scikit-learn/scikit-learn) | scikit-learn: machine learning in Python | Python | 26594 | 13399 | | 4 | [machine-learning-for-software-engineers](https://github.com/ZuzooVn/machine-learning-for-software-engineers) | A complete daily plan for studying to become a machine learning engineer. | None | 18320 | 3731 | | 5 | [predictionio](https://github.com/apache/predictionio) | PredictionIO, a machine learning server for developers and ML engineers. Built on Apache Spark, HBase and Spray. | Scala | 11126 | 1786 | | 6 | [Qix](https://github.com/ty4z2008/Qix) | Machine Learning、Deep Learning、PostgreSQL、Distributed System、Node.Js、Golang | None | 10754 | 4324 | | 7 | [cheatsheets-ai](https://github.com/kailashahirwar/cheatsheets-ai) | Essential Cheat Sheets for deep learning and machine learning researchers | None | 9141 | 1981 | | 8 | [python-machine-learning-book](https://github.com/rasbt/python-machine-learning-book) | The "Python Machine Learning (1st edition)" book code repository and info resource | Jupyter Notebook | 8151 | 2968 | | 9 | [ML-From-Scratch](https://github.com/eriklindernoren/ML-From-Scratch) | Machine Learning From Scratch. Bare bones Python implementations of Machine Learning models and algorithms with a focus on transparency and accessibility. Aims to cover everything from Data Mining to Deep Learning. | Python | 7991 | 1093 | | 10 | [dive-into-machine-learning](https://github.com/hangtwenty/dive-into-machine-learning) | Dive into Machine Learning with Python Jupyter notebook and scikit-learn! | None | 7966 | 1360 | | 11 | [Machine-Learning-Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials) | machine learning and deep learning tutorials, articles and other resources | None | 6920 | 1923 | | 12 | [deeplearnjs](https://github.com/PAIR-code/deeplearnjs) | Hardware-accelerated deep learning // machine learning // NumPy library for the web. | TypeScript | 6737 | 658 | | 13 | [MLAlgorithms](https://github.com/rushter/MLAlgorithms) | Minimal and clean examples of machine learning algorithms | Python | 6580 | 1027 | | 14 | [state-of-the-art-result-for-machine-learning-problems](https://github.com/RedditSota/state-of-the-art-result-for-machine-learning-problems) | This repository provides state of the art (SoTA) results for all machine learning problems. We do our best to keep this repository up to date. If you do find a problem's SoTA result is out of date or missing, please raise this as an issue or submit Google form (with this information: research paper name, dataset, metric, source code and year). We will fix it immediately. | None | 6389 | 962 | | 15 | [handson-ml](https://github.com/ageron/handson-ml) | A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow. | Jupyter Notebook | 6357 | 3172 | | 16 | [turicreate](https://github.com/apple/turicreate) | Turi Create simplifies the development of custom machine learning models. | C++ | 6173 | 553 | | 17 | [pattern](https://github.com/clips/pattern) | Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization. | Python | 6143 | 1191 | | 18 | [ChatterBot](https://github.com/gunthercox/ChatterBot) | ChatterBot is a machine learning, conversational dialog engine for creating chat bots | Python | 5501 | 1947 | | 19 | [php-ml](https://github.com/php-ai/php-ml) | PHP-ML - Machine Learning library for PHP | PHP | 5460 | 743 | | 20 | [vowpal_wabbit](https://github.com/JohnLangford/vowpal_wabbit) | Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning. | C++ | 5338 | 1348 | | 21 | [golearn](https://github.com/sjwhitworth/golearn) | Machine Learning for Go | Go | 5305 | 666 | | 22 | [Swift-AI](https://github.com/Swift-AI/Swift-AI) | The Swift machine learning library. | Swift | 5282 | 523 | | 23 | [LightGBM](https://github.com/Microsoft/LightGBM) | A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft. | C++ | 4968 | 1310 | | 24 | [have-fun-with-machine-learning](https://github.com/humphd/have-fun-with-machine-learning) | An absolute beginner's guide to Machine Learning and Image Classification with Neural Networks | Python | 4536 | 436 | | 25 | [dlib](https://github.com/davisking/dlib) | A toolkit for making real world machine learning and data analysis applications in C++ | C++ | 4435 | 1325 | | 26 | [aerosolve](https://github.com/airbnb/aerosolve) | A machine learning package built for humans. | Scala | 4303 | 556 | | 27 | [amazon-dsstne](https://github.com/amzn/amazon-dsstne) | Deep Scalable Sparse Tensor Network Engine (DSSTNE) is an Amazon developed library for building Deep Learning (DL) machine learning (ML) models | C++ | 4065 | 671 | | 28 | [facets](https://github.com/PAIR-code/facets) | Visualizations for machine learning datasets | Jupyter Notebook | 3990 | 455 | | 29 | [tpot](https://github.com/EpistasisLab/tpot) | A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming. | Python | 3757 | 605 | | 30 | [smile](https://github.com/haifengl/smile) | Statistical Machine Intelligence & Learning Engine | Java | 3693 | 702 | | 31 | [TensorFlow-Book](https://github.com/BinRoot/TensorFlow-Book) | Accompanying source code for Machine Learning with TensorFlow. Refer to the book for step-by-step explanations. | Jupyter Notebook | 3692 | 882 | | 32 | [Data-Analysis-and-Machine-Learning-Projects](https://github.com/rhiever/Data-Analysis-and-Machine-Learning-Projects) | Repository of teaching materials, code, and data for my data analysis and machine learning projects. | Jupyter Notebook | 3525 | 1117 | | 33 | [lime](https://github.com/marcotcr/lime) | Lime: Explaining the predictions of any machine learning classifier | JavaScript | 3478 | 458 | | 34 | [bullet3](https://github.com/bulletphysics/bullet3) | Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc. | C++ | 3371 | 928 | | 35 | [ML_for_Hackers](https://github.com/johnmyleswhite/ML_for_Hackers) | Code accompanying the book "Machine Learning for Hackers" | R | 3269 | 2163 | | 36 | [FlappyLearning](https://github.com/xviniette/FlappyLearning) | Program learning to play Flappy Bird by machine learning (Neuroevolution) | JavaScript | 3250 | 358 | | 37 | [machine-learning-mindmap](https://github.com/dformoso/machine-learning-mindmap) | A mindmap summarising Machine Learning concepts, from Data Analysis to Deep Learning. | None | 3222 | 503 | | 38 | [weight-loss](https://github.com/arielf/weight-loss) | Machine Learning meets ketosis: how to effectively lose weight | Python | 3156 | 141 | | 39 | [angel](https://github.com/Tencent/angel) | A Flexible and Powerful Parameter Server for large-scale machine learning | Java | 3153 | 776 | | 40 | [pattern_classification](https://github.com/rasbt/pattern_classification) | A collection of tutorials and examples for solving and understanding machine learning and pattern classification tasks | Jupyter Notebook | 3098 | 1041 | | 41 | [pymc3](https://github.com/pymc-devs/pymc3) | Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano | Python | 3030 | 746 | | 42 | [DataSciencePython](https://github.com/ujjwalkarn/DataSciencePython) | common data analysis and machine learning tasks using python | Python | 2984 | 837 | | 43 | [whereami](https://github.com/kootenpv/whereami) | Uses WiFi signals :signal_strength: and machine learning to predict where you are | Python | 2976 | 191 | | 44 | [h2o-3](https://github.com/h2oai/h2o-3) | Open Source Fast Scalable Machine Learning Platform For Smarter Applications (Deep Learning, Gradient Boosting, Random Forest, Generalized Linear Modeling (Logistic Regression, Elastic Net), K-Means, PCA, Stacked Ensembles, Automatic Machine Learning (AutoML), ...) | Java | 2923 | 1162 | | 45 | [teachable-machine](https://github.com/googlecreativelab/teachable-machine) | Explore how machine learning works, live in the browser. No coding required. | JavaScript | 2872 | 297 | | 46 | [DeepLearningProject](https://github.com/Spandan-Madan/DeepLearningProject) | An in-depth machine learning tutorial introducing readers to a whole machine learning pipeline from scratch. | HTML | 2833 | 428 | | 47 | [tensorflow_cookbook](https://github.com/nfmcclure/tensorflow_cookbook) | Code for Tensorflow Machine Learning Cookbook | Jupyter Notebook | 2827 | 1312 | | 48 | [kubeflow](https://github.com/kubeflow/kubeflow) | Machine Learning Toolkit for Kubernetes | Python | 2783 | 309 | | 49 | [Learn_Machine_Learning_in_3_Months](https://github.com/llSourcell/Learn_Machine_Learning_in_3_Months) | This is the code for "Learn Machine Learning in 3 Months" by Siraj Raval on Youtube | None | 2782 | 410 | | 50 | [MachineLearning](https://github.com/apachecn/MachineLearning) | Machine Learning in Action（机器学习实战） | HTML | 2648 | 927 | | 51 | [framework](https://github.com/accord-net/framework) | Machine learning, computer vision, statistics and general scientific computing for .NET | C# | 2608 | 1332 | | 52 | [pipeline](https://github.com/PipelineAI/pipeline) | PipelineAI: The Standard Runtime For Every Real-Time Machine Learning and AI Prediction in the Enterprise | HTML | 2474 | 665 | | 53 | [NakedTensor](https://github.com/jostmey/NakedTensor) | Bare bone examples of machine learning in TensorFlow | Python | 2456 | 152 | | 54 | [DMTK](https://github.com/Microsoft/DMTK) | Microsoft Distributed Machine Learning Toolkit | None | 2394 | 558 | | 55 | [ml-agents](https://github.com/Unity-Technologies/ml-agents) | Unity Machine Learning Agents | C# | 2365 | 459 | | 56 | [MachineLearning](https://github.com/wepe/MachineLearning) | Basic Machine Learning and Deep Learning | Python | 2322 | 1978 | | 57 | [mit-deep-learning-book-pdf](https://github.com/janishar/mit-deep-learning-book-pdf) | MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville | Java | 2270 | 535 | | 58 | [h2o-2](https://github.com/h2oai/h2o-2) | h2o = fast statistical, machine learning & math runtime for bigdata | Java | 2258 | 601 | | 59 | [imgaug](https://github.com/aleju/imgaug) | Image augmentation for machine learning experiments. | Python | 2231 | 471 | | 60 | [PRMLT](https://github.com/PRML/PRMLT) | Matlab code for machine learning algorithms in book PRML | Matlab | 2208 | 1111 | | 61 | [machine-learning-cheat-sheet](https://github.com/soulmachine/machine-learning-cheat-sheet) | Classical equations and diagrams in machine learning | TeX | 2103 | 549 | | 62 | [mlpack](https://github.com/mlpack/mlpack) | mlpack: a scalable C++ machine learning library -- | C++ | 2038 | 784 | | 63 | [dl-setup](https://github.com/floydhub/dl-setup) | Instructions for setting up the software on your deep learning machine | None | 1998 | 331 | | 64 | [serving](https://github.com/tensorflow/serving) | A flexible, high-performance serving system for machine learning models | C++ | 1954 | 842 | | 65 | [introduction_to_ml_with_python](https://github.com/amueller/introduction_to_ml_with_python) | Notebooks and code for the book "Introduction to Machine Learning with Python" | Jupyter Notebook | 1947 | 1050 | | 66 | [machine-learning](https://github.com/udacity/machine-learning) | Content for Udacity's Machine Learning curriculum | Jupyter Notebook | 1924 | 3984 | | 67 | [BuildingMachineLearningSystemsWithPython](https://github.com/luispedro/BuildingMachineLearningSystemsWithPython) | Source Code for the book Building Machine Learning Systems with Python | Python | 1881 | 1238 | | 68 | [awesome-machine-learning-cn](https://github.com/jobbole/awesome-machine-learning-cn) | 机器学习资源大全中文版，包括机器学习领域的框架、库以及软件 | None | 1873 | 776 | | 69 | [gorgonia](https://github.com/gorgonia/gorgonia) | Gorgonia is a library that helps facilitate machine learning in Go. | Go | 1737 | 171 | | 70 | [machine_learning_basics](https://github.com/zotroneneis/machine_learning_basics) | Plain python implementations of basic machine learning algorithms | Jupyter Notebook | 1712 | 202 | | 71 | [awesome-ml-for-cybersecurity](https://github.com/jivoi/awesome-ml-for-cybersecurity) | :octocat: Machine Learning for Cyber Security | None | 1691 | 475 | | 72 | [Machine-Learning](https://github.com/JustFollowUs/Machine-Learning) | None | None | 1688 | 508 | | 73 | [awesome-machine-learning-on-source-code](https://github.com/src-d/awesome-machine-learning-on-source-code) | Interesting links & research papers related to Machine Learning applied to source code | None | 1659 | 159 | | 74 | [EasyML](https://github.com/ICT-BDA/EasyML) | Easy Machine Learning is a general-purpose dataflow-based system for easing the process of applying machine learning algorithms to real world tasks. | Java | 1554 | 334 | | 75 | [xlearn](https://github.com/aksnzhy/xlearn) | High Performance, Easy-to-use, and Scalable Machine Learning Package (C++, Python, R) | C++ | 1518 | 220 | | 76 | [benchm-ml](https://github.com/szilard/benchm-ml) | A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.). | R | 1425 | 257 | | 77 | [parallel_ml_tutorial](https://github.com/ogrisel/parallel_ml_tutorial) | Tutorial on scikit-learn and IPython for parallel machine learning | Jupyter Notebook | 1405 | 564 | | 78 | [oryx](https://github.com/OryxProject/oryx) | Oryx 2: Lambda architecture on Apache Spark, Apache Kafka for real-time large scale machine learning | Java | 1392 | 343 | | 79 | [HLearn](https://github.com/mikeizbicki/HLearn) | Homomorphic machine learning | Haskell | 1376 | 127 | | 80 | [mlxtend](https://github.com/rasbt/mlxtend) | A library of extension and helper modules for Python's data analysis and machine learning libraries. | Python | 1358 | 349 | | 81 | [machine-learning](https://github.com/ethen8181/machine-learning) | :earth_americas: machine learning algorithms tutorials (mainly in Python3) | Jupyter Notebook | 1355 | 238 | | 82 | [machine_learning_examples](https://github.com/lazyprogrammer/machine_learning_examples) | A collection of machine learning examples and tutorials. | Python | 1325 | 1629 | | 83 | [mlcourse_open](https://github.com/Yorko/mlcourse_open) | OpenDataScience Machine Learning course. Both in English and Russian | Python | 1283 | 1289 | | 84 | [seldon-server](https://github.com/SeldonIO/seldon-server) | Machine Learning Platform and Recommendation Engine built on Kubernetes | Java | 1282 | 273 | | 85 | [Data-Science-45min-Intros](https://github.com/DrSkippy/Data-Science-45min-Intros) | Ipython notebook presentations for getting starting with basic programming, statistics and machine learning techniques | Jupyter Notebook | 1240 | 399 | | 86 | [AI-Blocks](https://github.com/MrNothing/AI-Blocks) | A powerful and intuitive WYSIWYG interface that allows anyone to create Machine Learning models! | JavaScript | 1201 | 118 | | 87 | [Theano-Tutorials](https://github.com/Newmu/Theano-Tutorials) | Bare bones introduction to machine learning from linear regression to convolutional neural networks using Theano. | Python | 1189 | 458 | | 88 | [arXivTimes](https://github.com/arXivTimes/arXivTimes) | repository to research & share the machine learning articles | None | 1132 | 61 | | 89 | [machinelearninginaction](https://github.com/pbharrin/machinelearninginaction) | Source Code for the book: Machine Learning in Action published by Manning | HTML | 1067 | 1029 | | 90 | [iOS_ML](https://github.com/alexsosn/iOS_ML) | List of Machine Learning, AI, NLP solutions for iOS. The most recent version of this article can be found on my blog. | None | 1061 | 115 | | 91 | [spearmint](https://github.com/JasperSnoek/spearmint) | Spearmint is a package to perform Bayesian optimization according to the algorithms outlined in the paper: Practical Bayesian Optimization of Machine Learning Algorithms. Jasper Snoek, Hugo Larochelle and Ryan P. Adams. Advances in Neural Information Processing Systems, 2012 | Python | 1038 | 277 | | 92 | [opencv4nodejs](https://github.com/justadudewhohacks/opencv4nodejs) | Asynchronous OpenCV 3.x nodejs bindings with JavaScript and TypeScript API, with examples for: Face Detection, Machine Learning, Deep Neural Nets, Hand Gesture Recognition, Object Tracking, Feature Matching, Image Histogram | C++ | 1037 | 138 | | 93 | [ML-Tutorial-Experiment](https://github.com/jiqizhixin/ML-Tutorial-Experiment) | Coding the Machine Learning Tutorial for Learning to Learn | Jupyter Notebook | 1035 | 347 | | 94 | [DataScienceR](https://github.com/ujjwalkarn/DataScienceR) | a curated list of R tutorials for Data Science, NLP and Machine Learning | R | 1019 | 572 | | 95 | [papers](https://github.com/aleju/papers) | Summaries of machine learning papers | None | 1007 | 195 | | 96 | [cortex](https://github.com/thinktopic/cortex) | Machine learning in Clojure | Clojure | 997 | 86 | | 97 | [datumbox-framework](https://github.com/datumbox/datumbox-framework) | Datumbox is an open-source Machine Learning framework written in Java which allows the rapid development of Machine Learning and Statistical applications. | Java | 964 | 275 | | 98 | [python-machine-learning-book-2nd-edition](https://github.com/rasbt/python-machine-learning-book-2nd-edition) | The "Python Machine Learning (2nd edition)" book code repository and info resource | Jupyter Notebook | 960 | 419 | | 99 | [machine-learning-with-ruby](https://github.com/arbox/machine-learning-with-ruby) | Curated list: Resources for machine learning in Ruby. | Ruby | 952 | 74 | | 100 | [TensorComprehensions](https://github.com/facebookresearch/TensorComprehensions) | A domain specific language to express machine learning workloads. | C++ | 942 | 70 | | 101 | [mlr](https://github.com/mlr-org/mlr) | mlr: Machine Learning in R | R | 910 | 273 | | 102 | [vehicle-detection](https://github.com/tatsuyah/vehicle-detection) | Vehicle detection using machine learning and computer vision techniques for Udacity's self-driving car course. | Jupyter Notebook | 904 | 99 | | 103 | [AndroidTensorFlowMachineLearningExample](https://github.com/MindorksOpenSource/AndroidTensorFlowMachineLearningExample) | Android TensorFlow MachineLearning Example (Building TensorFlow for Android) | Java | 900 | 271 | | 104 | [ml-videos](https://github.com/dustinvtran/ml-videos) | A collection of video resources for machine learning | None | 900 | 122 | | 105 | [limdu](https://github.com/erelsgl/limdu) | Machine-learning for Node.js | JavaScript | 860 | 77 | | 106 | [veles](https://github.com/Samsung/veles) | Distributed machine learning platform | C++ | 856 | 187 | | 107 | [ml](https://github.com/mljs/ml) | Machine learning tools in JavaScript | JavaScript | 856 | 90 | | 108 | [turkce-yapay-zeka-kaynaklari](https://github.com/deeplearningturkiye/turkce-yapay-zeka-kaynaklari) | Türkiye'de yapılan derin öğrenme (deep learning) ve makine öğrenmesi (machine learning) çalışmalarının derlendiği sayfa. | None | 850 | 129 | | 109 | [machine-learning-surveys](https://github.com/mlreview/machine-learning-surveys) | A curated list of Machine Learning Surveys, Tutorials and Books. | JavaScript | 842 | 111 | | 110 | [goml](https://github.com/cdipaolo/goml) | On-line Machine Learning in Go (and so much more) | Go | 840 | 68 | | 111 | [BIDMach](https://github.com/BIDData/BIDMach) | CPU and GPU-accelerated Machine Learning Library | Jupyter Notebook | 834 | 165 | | 112 | [mshadow](https://github.com/dmlc/mshadow) | Matrix Shadow:Lightweight CPU/GPU Matrix and Tensor Template Library in C++/CUDA for (Deep) Machine Learning | C++ | 832 | 396 | | 113 | [shap](https://github.com/slundberg/shap) | A unified approach to explain the output of any machine learning model | Jupyter Notebook | 821 | 69 | | 114 | [SFrame](https://github.com/turi-code/SFrame) | SFrame: Scalable tabular and graph data-structures built for out-of-core data analysis and machine learning. | C++ | 817 | 302 | | 115 | [Metrics](https://github.com/benhamner/Metrics) | Machine learning evaluation metrics, implemented in Python, R, Haskell, and MATLAB / Octave | Python | 788 | 317 | | 116 | [node-tensorflow](https://github.com/node-tensorflow/node-tensorflow) | Node-tensorflow is a NodeJS API for utilizing Google's machine learning library TensorFlow. | C++ | 784 | 67 | | 117 | [MachineLearning](https://github.com/allmachinelearning/MachineLearning) | Machine learning resources | None | 782 | 293 | | 118 | [CourseraML](https://github.com/kaleko/CourseraML) | I took Andrew Ng's Machine Learning course on Coursera and did the homework assigments... but, on my own in python because I love jupyter notebooks! | Jupyter Notebook | 751 | 303 | | 119 | [ComputeLibrary](https://github.com/ARM-software/ComputeLibrary) | The ARM Computer Vision and Machine Learning library is a set of functions optimised for both ARM CPUs and GPUs using SIMD technologies. | C++ | 740 | 237 | | 120 | [Machine-Learning-for-Cyber-Security](https://github.com/wtsxDev/Machine-Learning-for-Cyber-Security) | Curated list of tools and resources related to the use of machine learning for cyber security | None | 717 | 229 | | 121 | [3D-Machine-Learning](https://github.com/timzhang642/3D-Machine-Learning) | A resource repository for 3D machine learning | None | 704 | 160 | | 122 | [suiron](https://github.com/kendricktan/suiron) | Machine Learning for RC Cars | Python | 703 | 75 | | 123 | [fuel](https://github.com/mila-udem/fuel) | A data pipeline framework for machine learning | Python | 697 | 238 | | 124 | [machine-learning-samples](https://github.com/awslabs/machine-learning-samples) | Sample applications built using AWS' Amazon Machine Learning. | Python | 692 | 296 | | 125 | [jubatus](https://github.com/jubatus/jubatus) | Framework and Library for Distributed Online Machine Learning | C++ | 689 | 149 | | 126 | [spark-py-notebooks](https://github.com/jadianes/spark-py-notebooks) | Apache Spark & Python (pySpark) tutorials for Big Data Analysis and Machine Learning as IPython / Jupyter notebooks | Jupyter Notebook | 687 | 463 | | 127 | [Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials](https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials) | A comprehensive list of Deep Learning / Artificial Intelligence and Machine Learning tutorials - rapidly expanding into areas of AI/Deep Learning / Machine Vision / NLP and industry specific areas such as Automotives, Retail, Pharma, Medicine, Healthcare by Tarry Singh until at-least 2020 until he finishes his Ph.D. (which might end up being inter-stellar cosmic networks! Who knows! 😀) | Python | 682 | 299 | | 128 | [auto_ml](https://github.com/ClimbsRocks/auto_ml) | Automated machine learning for analytics & production | Python | 677 | 121 | | 129 | [ml4a-ofx](https://github.com/ml4a/ml4a-ofx) | A collection of openFrameworks apps for working with machine learning | C++ | 671 | 149 | | 130 | [ramp](https://github.com/kvh/ramp) | Rapid Machine Learning Prototyping in Python | Python | 657 | 100 | | 131 | [mmlspark](https://github.com/Azure/mmlspark) | Microsoft Machine Learning for Apache Spark | Scala | 646 | 134 | | 132 | [MachineLearning](https://github.com/jindongwang/MachineLearning) | 一些关于机器学习的学习资料与研究介绍 | None | 641 | 277 | | 133 | [machine_learning](https://github.com/junku901/machine_learning) | Machine learning library for Node.js | JavaScript | 634 | 112 | | 134 | [MachineLearning_Python](https://github.com/lawlite19/MachineLearning_Python) | 机器学习算法python实现 | Python | 633 | 348 | | 135 | [rusty-machine](https://github.com/AtheMathmo/rusty-machine) | Machine Learning library for Rust | Rust | 630 | 68 | | 136 | [mlhelper](https://github.com/laoqiren/mlhelper) | Algorithms and utils for Machine Learning in JavaScript. | TypeScript | 629 | 36 | | 137 | [Multiverso](https://github.com/Microsoft/Multiverso) | Parameter server framework for distributed machine learning | C++ | 612 | 195 | | 138 | [machine-learning-coursera-1](https://github.com/Borye/machine-learning-coursera-1) | This repo is specially created for all the work done my me as a part of Coursera's Machine Learning Course. | None | 610 | 575 | | 139 | [Machine-Learning-Flappy-Bird](https://github.com/ssusnic/Machine-Learning-Flappy-Bird) | Machine Learning for Flappy Bird using Neural Network and Genetic Algorithm | JavaScript | 609 | 171 | | 140 | [high-school-guide-to-machine-learning](https://github.com/kjaisingh/high-school-guide-to-machine-learning) | Being a high schooler myself and having studied Machine Learning and Artificial Intelligence for a year now, I believe that there fails to exist a learning path in this field for High School students. This is my attempt at creating one. | None | 605 | 46 | | 141 | [tutorials](https://github.com/torch/tutorials) | A series of machine learning tutorials for Torch7 | Jupyter Notebook | 601 | 319 | | 142 | [rasa_core](https://github.com/RasaHQ/rasa_core) | machine learning based dialogue engine for conversational software | Python | 601 | 267 | | 143 | [Fregata](https://github.com/TalkingData/Fregata) | A light weight, super fast, large scale machine learning library on spark . | Scala | 601 | 170 | | 144 | [eli5](https://github.com/TeamHG-Memex/eli5) | A library for debugging/inspecting machine learning classifiers and explaining their predictions | Jupyter Notebook | 595 | 72 | | 145 | [Augmentor](https://github.com/mdbloice/Augmentor) | Image augmentation library in Python for machine learning. | Python | 589 | 142 | | 146 | [non-overwhelming-machine-learning](https://github.com/kendricktan/non-overwhelming-machine-learning) | A (non overwhelming) list of Machine Learning resources for beginners | None | 588 | 32 | | 147 | [awesome-adversarial-machine-learning](https://github.com/yenchenlin/awesome-adversarial-machine-learning) | A curated list of awesome adversarial machine learning resources | None | 587 | 120 | | 148 | [rwa](https://github.com/jostmey/rwa) | Machine Learning on Sequential Data Using a Recurrent Weighted Average | Python | 583 | 64 | | 149 | [LeadQualifier](https://github.com/xeneta/LeadQualifier) | :dart: Qualify sales leads with machine learning | Python | 582 | 98 | | 150 | [yellowbrick](https://github.com/DistrictDataLabs/yellowbrick) | Visual analysis and diagnostic tools to facilitate machine learning model selection. | Python | 580 | 110 | | 151 | [milk](https://github.com/luispedro/milk) | MILK: Machine Learning Toolkit | Python | 576 | 134 | | 152 | [Mallet](https://github.com/mimno/Mallet) | MALLET is a Java-based package for statistical natural language processing, document classification, clustering, topic modeling, information extraction, and other machine learning applications to text. | Java | 574 | 257 | | 153 | [rapping-neural-network](https://github.com/robbiebarrat/rapping-neural-network) | Rap song writing recurrent neural network trained on Kanye West's entire discography | Python | 569 | 94 | | 154 | [dml](https://github.com/justdark/dml) | D's Machine Learning is a machine learning toolkit for python,focus on rightness but efficiency | Python | 554 | 275 | | 155 | [thinc](https://github.com/explosion/thinc) | 🔮 spaCy's Machine Learning library for NLP in Python | Python | 551 | 68 | | 156 | [notes-machine-learning](https://github.com/lijin-THU/notes-machine-learning) | 鉴于我没有时间继续写这个东西，这个项目暂时废止 | Jupyter Notebook | 546 | 256 | | 157 | [mlai](https://github.com/chrisalbon/mlai) | Notes on machine learning and artificial intelligence. | HTML | 541 | 184 | | 158 | [MLPB](https://github.com/ben519/MLPB) | Machine Learning Problem Bible | Problem Set Here >> | R | 537 | 169 | | 159 | [h2o-tutorials](https://github.com/h2oai/h2o-tutorials) | Tutorials and training material for the H2O Machine Learning Platform | Jupyter Notebook | 537 | 474 | | 160 | [photon-ml](https://github.com/linkedin/photon-ml) | A scalable machine learning library on Apache Spark | Terra | 527 | 139 | | 161 | [dmlc-core](https://github.com/dmlc/dmlc-core) | A common bricks library for building scalable and portable distributed machine learning. | C++ | 523 | 356 | | 162 | [MachineLearningCourse](https://github.com/warmheartli/MachineLearningCourse) | 机器学习精简入门教程 | None | 522 | 195 | | 163 | [Machine-Learning](https://github.com/CodingTrain/Machine-Learning) | Examples and experiments around ML for upcoming Coding Train videos | None | 520 | 107 | | 164 | [iir](https://github.com/shuyo/iir) | Machine Learning / Natural Language Processing / Information Retrieval | Python | 520 | 238 | | 165 | [hivemall](https://github.com/myui/hivemall) | Scalable machine learning library for Apache Hive/Spark/Pig | None | 509 | 155 | | 166 | [ml4a.github.io](https://github.com/ml4a/ml4a.github.io) | machine learning for artists | HTML | 507 | 90 | | 167 | [lore](https://github.com/instacart/lore) | Lore makes machine learning approachable for Software Engineers and maintainable for Machine Learning Researchers | Python | 501 | 39 | | 168 | [rep](https://github.com/yandex/rep) | Machine Learning toolbox for Humans | Jupyter Notebook | 499 | 112 | | 169 | [opencv](https://github.com/bytefish/opencv) | OpenCV projects: Face Recognition, Machine Learning, Colormaps, Local Binary Patterns, Examples... | C++ | 499 | 375 | | 170 | [kaggle-titanic](https://github.com/agconti/kaggle-titanic) | A tutorial for Kaggle's Titanic: Machine Learning from Disaster competition. Demonstrates basic data munging, analysis, and visualization techniques. Shows examples of supervised machine learning techniques. | Jupyter Notebook | 486 | 412 | | 171 | [resources](https://github.com/gopherdata/resources) | Resources for Go-based data analysis, visualization, machine learning, etc. | None | 480 | 54 | | 172 | [cloudml-samples](https://github.com/GoogleCloudPlatform/cloudml-samples) | Samples for Google Cloud Machine Learning Engine | Python | 474 | 282 | | 173 | [notes-LSJU-machine-learning](https://github.com/zlotus/notes-LSJU-machine-learning) | 机器学习笔记 | Jupyter Notebook | 473 | 238 | | 174 | [Octave](https://github.com/schneems/Octave) | my octave exercises for 2011 stanford machine learning class, posted after the due date of course | Matlab | 472 | 321 | | 175 | [Artificial-Intelligence-and-Machine-Learning](https://github.com/emilmont/Artificial-Intelligence-and-Machine-Learning) | Algorithm implementations and homework solutions for the Stanford's online courses | Python | 469 | 252 | | 176 | [keystone](https://github.com/amplab/keystone) | Simplifying robust end-to-end machine learning on Apache Spark. | Scala | 468 | 121 | | 177 | [machine-learning-specialization](https://github.com/learnml/machine-learning-specialization) | None | Jupyter Notebook | 464 | 490 | | 178 | [bitpredict](https://github.com/cbyn/bitpredict) | Machine learning for high frequency bitcoin price prediction | Python | 464 | 153 | | 179 | [MLBox](https://github.com/AxeldeRomblay/MLBox) | MLBox is a powerful Automated Machine Learning python library. | Python | 459 | 102 | | 180 | [ciml](https://github.com/hal3/ciml) | A Course in Machine Learning | TeX | 456 | 128 | | 181 | [ml-course-msu](https://github.com/esokolov/ml-course-msu) | Lecture notes and code for Machine Learning practical course on CMC MSU | Jupyter Notebook | 452 | 208 | | 182 | [ai-resources](https://github.com/memo/ai-resources) | Selection of resources to learn Artificial Intelligence / Machine Learning / Statistical Inference / Deep Learning / Reinforcement Learning | None | 449 | 69 | | 183 | [machine-learning-curriculum](https://github.com/off99555/machine-learning-curriculum) | :computer: Make machines learn so that you don't have to program them; The ultimate list | None | 448 | 130 | | 184 | [grobid](https://github.com/kermitt2/grobid) | A machine learning software for extracting information from scholarly documents | Java | 443 | 119 | | 185 | [machine_learning](https://github.com/masinoa/machine_learning) | Python coded examples and documentation of machine learning algorithms. | Python | 439 | 278 | | 186 | [skdata](https://github.com/jaberg/skdata) | Data sets for machine learning in Python | Python | 428 | 139 | | 187 | [talisman](https://github.com/Yomguithereal/talisman) | A straightforward & modular NLP, machine learning & fuzzy matching library for JavaScript. | JavaScript | 423 | 29 | | 188 | [PythonMachineLearning](https://github.com/tirthajyoti/PythonMachineLearning) | Practice and tutorial-style notebooks covering wide variety of machine learning techniques | Jupyter Notebook | 422 | 176 | | 189 | [elasticsearch-learning-to-rank](https://github.com/o19s/elasticsearch-learning-to-rank) | Plugin to integrate Learning to Rank (aka machine learning for better relevance) with Elasticsearch | Java | 422 | 102 | | 190 | [hector](https://github.com/xlvector/hector) | Golang machine learning lib | Go | 420 | 102 | | 191 | [Machine-Learning-Links-And-Lessons-Learned](https://github.com/adeshpande3/Machine-Learning-Links-And-Lessons-Learned) | List of all the lessons learned, best practices, and links from my time studying machine learning | None | 418 | 120 | | 192 | [hearthbreaker](https://github.com/danielyule/hearthbreaker) | A Hearthstone: Heroes of WarCraft Simulator for the purposes of Machine Learning and Data Mining | Python | 418 | 116 | | 193 | [DeepLearningProjectWorkflow](https://github.com/thomasj02/DeepLearningProjectWorkflow) | Machine Learning Workflow, from Andrew Ng's lecture at Deep Learning Summer School 2016 | None | 414 | 66 | | 194 | [DIY-Data-Science](https://github.com/jxieeducation/DIY-Data-Science) | Machine Learning Tool Guides and Theory Notes | None | 412 | 61 | | 195 | [eatiht](https://github.com/rodricios/eatiht) | An exercise in unsupervised machine learning: Extract Article's Text in HTml documents. | HTML | 411 | 43 | | 196 | [skll](https://github.com/EducationalTestingService/skll) | SciKit-Learn Laboratory (SKLL) makes it easy to run machine learning experiments. | Python | 410 | 57 | | 197 | [Stanford-Machine-Learning-Course](https://github.com/zhouxc/Stanford-Machine-Learning-Course) | machine learning course programming exercise | Matlab | 403 | 297 | | 198 | [MachineLearning-C---code](https://github.com/pennyliang/MachineLearning-C---code) | using c++ code to show the example of machine learning | C++ | 402 | 224 | | 199 | [mldb](https://github.com/mldbai/mldb) | MLDB is the Machine Learning Database | C++ | 402 | 46 | | 200 | [JSAT](https://github.com/EdwardRaff/JSAT) | Java Statistical Analysis Tool, a Java library for Machine Learning | Java | 402 | 141 |

# Awesome Mitre ATT&CK™ Framework > <img width="250" src="https://assets-global.website-files.com/5bc662b786ecfc12c8d29e0b/5bfdce88cd3820f7c5c21e02_mitre.png"/> [](https://github.com/sindresorhus/awesome) > A curated list of awesome resources related to Mitre ATT&CK™ Framework ## Contents - [Red and Purple Team](#red-and-purple-team) - [Resources](#resources) - [Tools](#tools) - [Red Team](#red-team) - [Purple Team](#purple-team) - [Adversary Emulation](#adversary-emulation) - [Threat Hunting](#threat-hunting) - [Resources](#resources-1) - [Tools](#tools-1) - [Threat Intelligence](#threat-intelligence) - [Resources](#resources-2) - [Tools](#tools-2) - [Community](#community) ------ ## Red and Purple Team ### Resources - [MITRE ATT&CK™ Evaluations Round 1 - APT3](https://attackevals.mitre.org/methodology/round1/) - [Getting Started with ATT&CK: Adversary Emulation and Red Teaming](https://medium.com/mitre-attack/getting-started-with-attack-red-29f074ccf7e3) - [Adversary Emulation Plans](https://attack.mitre.org/resources/adversary-emulation-plans/) - [The Threat Emulation Problem](https://blog.cobaltstrike.com/2016/02/17/the-threat-emulation-problem/) - [Why we love threat emulation exercises (and how to get started with one of your own)](https://expel.io/blog/why-we-love-threat-emulation-exercises/) - [MITRE ATT&CKcon 2018: From Automation to Analytics: Simulating the Adversary to Create Better Detections, David Herrald and Ryan Kovar, Splunk](https://www.slideshare.net/attackcon2018/mitre-attckcon-2018-from-automation-to-analytics-simulating-the-adversary-to-create-better-detections-david-herrald-and-ryan-kovar-splunk) - [Living Off The Land Binaries and Scripts (and also Libraries)](https://lolbas-project.github.io/) - [Purple Teaming with Vectr, Cobalt Strike, and MITRE ATT&CK](https://www.digitalshadows.com/blog-and-research/purple-teaming-with-vectr-cobalt-strike-and-mitre-attck/) - [Red Team Use of MITRE ATT&CK](https://medium.com/@malcomvetter/red-team-use-of-mitre-att-ck-f9ceac6b3be2) - [Purple Teaming with ATT&CK - x33fcon 2018](https://www.slideshare.net/ChristopherKorban/purple-teaming-with-attck-x33fcon-2018) - [Live Adversary Simulation: Red and Blue Team Tactics](https://www.rsaconference.com/writable/presentations/file_upload/hta-t06_live_adversary_simulation-red_and_blue_team_tactics.pdf) - [MITRE ATT&CKcon 2018: Playing Devil’s Advocate to Security Initiatives with ATT&CK, David Middlehurst, Trustwave](https://www.slideshare.net/attackcon2018/mitre-attckcon-2018-playing-devils-advocate-to-security-initiatives-with-attck-david-middlehurst-trustwave) - [MITRE ATT&CKcon 2018: From Red VS Blue to Red ♥ Blue, Olaf Hartong and Vincent Van Mieghem, Deloitte](https://www.slideshare.net/attackcon2018/mitre-attckcon-2018-from-red-vs-blue-to-red-blue-olaf-hartong-and-vincent-van-mieghem-deloitte) - [PowerShell for Practical Purple Teaming](https://www.slideshare.net/nikhil_mittal/powershell-for-practical-purple-teaming) - [Signal the ATT&CK: Part 1](https://www.pwc.co.uk/issues/cyber-security-data-privacy/research/signal-att-and-ck-part-1.html) - [Signal the ATT&CK: Part 2](https://www.pwc.co.uk/issues/cyber-security-data-privacy/research/signal-att-and-ck-part-2.html) ### Tools #### Red Team - [Cobalt Strike](https://www.cobaltstrike.com/) - Software for Adversary Simulations and Red Team Operations - [PoshC2](https://github.com/nettitude/PoshC2_Python) - PoshC2 is a proxy aware C2 framework that utilises Powershell and/or equivalent (System.Management.Automation.dll) to aid penetration testers with red teaming, post-exploitation and lateral movement. - [Empire](https://github.com/EmpireProject/Empire) - Post-exploitation framework that includes a pure-PowerShell2.0 Windows agent, and a pure Python 2.6/2.7 Linux/OS X agent. - [PowerSploit](https://github.com/PowerShellMafia/PowerSploit/) - Collection of Microsoft PowerShell modules that can be used to aid penetration testers during all phases of an assessment. - [Invoke-PSImage](https://github.com/peewpw/Invoke-PSImage) - Invoke-PSImage takes a PowerShell script and embeds the bytes of the script into the pixels of a PNG image. #### Purple Team - [RE:TERNAL](https://github.com/d3vzer0/reternal-quickstart) - RE:TERNAL is a centralised purple team simulation platform. Reternal uses agents installed on a simulation network to execute various known red-teaming techniques in order to test blue-teaming capabilities. - [Purple Team ATT&CK Automation](https://github.com/praetorian-inc/purple-team-attack-automation) - Praetorian's public release of our Metasploit automation of MITRE ATT&CK™ TTPs - [VECTR](https://github.com/SecurityRiskAdvisors/VECTR) - VECTR is a tool that facilitates tracking of your red and blue team testing activities to measure detection and prevention capabilities across different attack scenarios - [Mordor](https://github.com/Cyb3rWard0g/mordor) - The Mordor project provides pre-recorded security events generated by simulated adversarial techniques in the form of JavaScript Object Notation (JSON) files for easy consumption. #### Adversary Emulation - [MITRE CALDERA](https://github.com/mitre/caldera) - CALDERA is an automated adversary emulation system, built on the MITRE ATT&CK™ framework. - [Atomic Red Team](https://github.com/redcanaryco/atomic-red-team) - Small and highly portable detection tests based on MITRE's ATT&CK. - [Metta](https://github.com/uber-common/metta) - An information security preparedness tool to do adversarial simulation. - [Red Team Automation (RTA)](https://github.com/endgameinc/RTA) - RTA provides a framework of scripts designed to allow blue teams to test their detection capabilities against malicious tradecraft, modeled after MITRE ATT&CK. ------ ## Threat Hunting ### Resources - [MITRE ATT&CKcon 2018: Hunters ATT&CKing with the Data, Roberto Rodriguez, SpecterOps and Jose Luis Rodriguez, Student](https://www.slideshare.net/attackcon2018/mitre-attckcon-2018-hunters-attcking-with-the-data-robert-rodriguez-specterops-and-jose-luis-rodriguez-student) - [Testing the Top MITRE ATT&CK Techniques: PowerShell, Scripting, Regsvr32](https://redcanary.com/blog/testing-the-top-mitre-attck-techniques-powershell-scripting-regsvr32/) - [Ten Ways Zeek Can Help You Detect the TTPs of MITRE ATT&CK](https://m.youtube.com/watch?v=DfTbSc_q2F8) - [SEC1244 - Cops and Robbers: Simulating the Adversary to Test Your Splunk Security Analytics](https://static.rainfocus.com/splunk/splunkconf18/sess/1522696002986001hj1a/finalPDF/Simulating-the-Adversary-Test-1244_1538791048709001YJnK.pdf) - [Mapping your Blue Team to MITRE ATT&CK™](https://www.siriussecurity.nl/blog/2019/5/8/mapping-your-blue-team-to-mitre-attack) - [Quantify Your Hunt: Not Your Parent’s Red Teaming Redux](https://www.sans.org/cyber-security-summit/archives/file/summit-archive-1536351477.pdf) - [Post-Exploitation Hunting with ATT&CK & Elastic](https://www.sans.org/cyber-security-summit/archives/file/summit-archive-1533071345.pdf) - [ThreatHunter-Playbook](https://github.com/Cyb3rWard0g/ThreatHunter-Playbook) - [How MITRE ATT&CK helps security operations](https://www.slideshare.net/votadlos/how-mitre-attck-helps-security-operations) - [MITRE Cyber Analytics Repository](https://car.mitre.org/) - [MITRE ATT&CK Windows Logging Cheat Sheets](https://github.com/MalwareArchaeology/ATTACK) - [Defensive Gap Assessment with MITRE ATT&CK](https://www.cybereason.com/blog/defensive-gap-assessment-with-mitre-attck) - [Prioritizing the Remediation of Mitre ATT&CK Framework Gaps](https://blog.netspi.com/prioritizing-the-remediation-of-mitre-attck-framework-gaps/) - [Finding Related ATT&CK Techniques](https://medium.com/mitre-attack/finding-related-att-ck-techniques-f1a4e8dfe2b6) - [Getting Started with ATT&CK: Detection and Analytics](https://medium.com/mitre-attack/getting-started-with-attack-detection-a8e49e4960d0) - [2019 Threat Detection Report](https://redcanary.com/resources/guides/threat-detection-report/) - [A Process is No One : Hunting for Token Manipulation](https://specterops.io/assets/resources/A_Process_is_No_One.pdf) #### Tools - [osquery-attck](https://github.com/teoseller/osquery-attck) - Mapping the MITRE ATT&CK Matrix with Osquery - [ATTACKdatamap](https://github.com/olafhartong/ATTACKdatamap) - A datasource assessment on an event level to show potential coverage or the MITRE ATT&CK framework - [Splunk Mitre ATT&CK App](https://github.com/olafhartong/ThreatHunting) - A Splunk app mapped to MITRE ATT&CK to guide your threat hunts - [auditd-attack](https://github.com/bfuzzy1/auditd-attack/tree/master/auditd-attack) - A Linux Auditd rule set mapped to MITRE's Attack Framework - [DeTTACT](https://github.com/rabobank-cdc/DeTTACT) - DeTT&CT aims to assist blue teams using ATT&CK to score and compare data log source quality, visibility coverage, detection coverage and threat actor behaviours. - [HELK](https://github.com/Cyb3rWard0g/HELK) - A Hunting ELK (Elasticsearch, Logstash, Kibana) with advanced analytic capabilities. - [Sigma](https://github.com/Neo23x0/sigma) - Generic Signature Format for SIEM Systems - [atomic-threat-coverage](https://github.com/krakow2600/atomic-threat-coverage) - Automatically generated actionable analytics designed to combat threats based on MITRE's ATT&CK. - [CyberMenace](https://github.com/PM0ney/CyberMenace) - A one stop shop hunting app in Splunk that can ingest Zeek, Suricata, Sysmon, and Windows event data to find malicious indicators of compromise relating to the MITRE ATT&CK Matrix. - [Wayfinder](https://github.com/egaus/wayfinder) - Artificial Intelligence Agent to extract threat intelligence TTPs from feeds of malicious and benign event sources and automate threat hunting activities. - [pyattck](https://github.com/swimlane/pyattck) - A python package to interact with the Mitre ATT&CK Framework. You can find documentation [here](https://pyattck.readthedocs.io/en/latest/) ------ ## Threat Intelligence ### Resources - [FIRST CTI Symposium: Turning intelligence into action with MITRE ATT&CK™](https://www.slideshare.net/KatieNickels/first-cti-symposium-turning-intelligence-into-action-with-mitre-attck) - [Getting Started with ATT&CK: Threat Intelligence](https://medium.com/mitre-attack/getting-started-with-attack-cti-4eb205be4b2f) - [Using ATT&CK to Advance Cyber Threat Intelligence — Part 1](https://medium.com/mitre-attack/using-att-ck-to-advance-cyber-threat-intelligence-part-1-c5ad14d59724) - [Using ATT&CK to Advance Cyber Threat Intelligence — Part 2](https://www.mitre.org/capabilities/cybersecurity/overview/cybersecurity-blog/using-attck-to-advance-cyber-threat-0) - [ATT&CKing the Status Quo: ThreatBased Adversary Emulation with MITRE ATT&CK™](https://www.sans.org/cyber-security-summit/archives/file/summit-archive-1536260992.pdf) ### Tools - [cti](https://github.com/mitre/cti) - Cyber Threat Intelligence Repository expressed in STIX 2.0 - [TALR](https://github.com/SecurityRiskAdvisors/TALR) - A public repository for the collection and sharing of detection rules in STIX format. ## Community - [EU ATT&CK Community](https://www.attack-community.org/) - [MITRE ATT&CKcon 2018](https://attack.mitre.org/resources/attackcon/) ------ ## License [](http://creativecommons.org/publicdomain/zero/1.0) To the extent possible under law, Rahmat Nurfauzi &#34;@infosecn1nja&#34; has waived all copyright and related or neighboring rights to this work.

<a href="https://devresourc.es/?ref=github-readme"><p align="center"><img width="5000" src="./public/assets/images/logo-with-bg.png" /></p></a> --- >❗️ This README file is auto-generated on every **push** or **merge**, so please ***do not*** edit it. Changes related to resources should happen within the `/resources` folder. --- The list and public API of the resources that power [Dev Resources](https://devresourc.es/?ref=github-readme). For information on contributing, please see the [contributing guide](CONTRIBUTING.md). For information on using the public API, please see the [API usage guide](API_USAGE.md). Join us on [Discord](https://discord.gg/SHw6TmXreR). ### Total resources: 2099 ## Index <details><summary id="assets">Assets</summary><li><a href="#assets-audio">Audio</a></li><li><a href="#assets-fonts">Fonts</a></li><li><a href="#assets-icons">Icons</a></li><li><a href="#assets-illustrations">Illustrations</a></li><li><a href="#assets-images">Images</a></li><li><a href="#assets-logos">Logos</a></li><li><a href="#assets-videos">Videos</a></li></details><details><summary id="community">Community</summary><li><a href="#community-blogs-and-forums">Blogs & Forums</a></li><li><a href="#community-hacktoberfest">Hacktoberfest</a></li><li><a href="#community-personal-websites">Personal Websites</a></li></details><details><summary id="indie-hacking">Indie Hacking</summary><li><a href="#indie-hacking-books">Books</a></li><li><a href="#indie-hacking-marketing">Marketing</a></li><li><a href="#indie-hacking-platforms">Platforms</a></li><li><a href="#indie-hacking-podcasts">Podcasts</a></li><li><a href="#indie-hacking-utilities">Utilities</a></li></details><details><summary id="infrastructure">Infrastructure</summary><li><a href="#infrastructure-auth">Auth</a></li><li><a href="#infrastructure-cloud-computing">Cloud Computing</a></li><li><a href="#infrastructure-databases">Databases</a></li><li><a href="#infrastructure-hosting">Hosting</a></li><li><a href="#infrastructure-serverless">Serverless</a></li></details><details><summary id="jobs">Jobs</summary><li><a href="#jobs-boards">Boards</a></li><li><a href="#jobs-freelancing">Freelancing</a></li><li><a href="#jobs-interviews">Interviews</a></li><li><a href="#jobs-remote-only">Remote Only</a></li><li><a href="#jobs-resume-builders">Resume Builders</a></li></details><details><summary id="programming">Programming</summary><li><a href="#programming-books">Books</a></li><li><a href="#programming-charts">Charts</a></li><li><a href="#programming-code-challenges">Code Challenges</a></li><li><a href="#programming-code-generators">Code Generators</a></li><li><a href="#programming-code-snippets">Code Snippets</a></li><li><a href="#programming-docs-and-cheatsheets">Docs & Cheatsheets</a></li><details><summary id="programming-javascript">JavaScript</summary><li><a href="#programming-javascript-react">React</a></li><li><a href="#programming-javascript-tooling">Tooling</a></li><li><a href="#programming-javascript-utilities">Utilities</a></li></details><li><a href="#programming-learn">Learn</a></li><li><a href="#programming-newsletters">Newsletters</a></li><li><a href="#programming-podcasts">Podcasts</a></li><li><a href="#programming-templates">Templates</a></li><li><a href="#programming-testing">Testing</a></li><li><a href="#programming-ui-kits-and-libraries">UI Kits & Libraries</a></li><li><a href="#programming-youtube-channels">YouTube Channels</a></li></details><details><summary id="tools-and-utilities">Tools & Utilities</summary><li><a href="#tools-and-utilities-accessibility">Accessibility</a></li><li><a href="#tools-and-utilities-analytics">Analytics</a></li><li><a href="#tools-and-utilities-api-building">API Building</a></li><li><a href="#tools-and-utilities-browsers-and-extensions">Browsers & Extensions</a></li><li><a href="#tools-and-utilities-command-line">Command Line</a></li><li><a href="#tools-and-utilities-domains">Domains</a></li><li><a href="#tools-and-utilities-editors-and-extensions">Editors & Extensions</a></li><li><a href="#tools-and-utilities-general">General</a></li><li><a href="#tools-and-utilities-image-and-video-editing">Image & Video Editing</a></li><li><a href="#tools-and-utilities-performance">Performance</a></li><li><a href="#tools-and-utilities-public-apis">Public APIs - Powered by <a href="https://github.com/public-apis/public-apis">Public APIs</a></a></li><li><a href="#tools-and-utilities-seo">SEO</a></li><li><a href="#tools-and-utilities-typing">Typing</a></li><li><a href="#tools-and-utilities-web-scraping">Web Scraping</a></li><li><a href="#tools-and-utilities-website-builders">Website Builders</a></li><li><a href="#tools-and-utilities-writing">Writing</a></li></details><details><summary id="ui-design">UI Design</summary><li><a href="#ui-design-color">Color</a></li><li><a href="#ui-design-inspiration">Inspiration</a></li><li><a href="#ui-design-learn">Learn</a></li><li><a href="#ui-design-prototyping">Prototyping</a></li><li><a href="#ui-design-utilities">Utilities</a></li><li><a href="#ui-design-youtube-channels">YouTube Channels</a></li></details> ## <a name="assets">Assets</a> ### <a name="audio"><a name="assets-audio">Audio</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://logos-download.com/wp-content/uploads/2020/06/Icons8_Logo.png" width="16" /> | Icons8 | Download design elements for free: icons, photos, vector illustrations, and music for your videos. | [Website](https://icons8.com) | | <img src="https://www.soundstripe.com/hubfs/favicon-1.png" width="16" /> | Soundstripe | Every creator's one-stop shop for the best royalty free music, SFX, and stock video. Purchase a license for one file, or subscribe for unlimited access. | [Website](https://www.soundstripe.com/) | | **[⬆ Back to Index](#index)** ### <a name="fonts"><a name="assets-fonts">Fonts</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://st.1001fonts.net/img/1001fonts-logo.svg" width="16" /> | 1001 Fonts | 24,262 free fonts in 13,112 families · Free licenses for commercial use · Direct font downloads · Mac · Windows · Linux. | [Website](https://www.1001fonts.com/) | | <img src="https://www.bypeople.com/wp-content/themes/bppl-alpha/assets/images/v2/favicon-32x32.png" width="16" /> | ByPeople | ByPeople is a curated network of 10k ready-to-download resources for developers. | [Website](https://www.bypeople.com/)<br />[Facebook](https://www.facebook.com/ByPeopleTeam)<br />[Twitter](https://twitter.com/bypeopleteam) | | <img src="https://www.canva.com/favicon.ico" width="16" /> | Canva | Canva is a graphic design platform, used to create social media graphics, presentations, posters, documents and other visual content. | [Website](https://www.canva.com/) | | <img src="https://www.dafont.com/img/favicon.ico" width="16" /> | DaFont | Archive of freely downloadable fonts. Browse by alphabetical listing, by style, by author or by popularity. | [Website](https://www.dafont.com/) | font, download, ttf, freeware, typefaces, typography, typeface, fonts, free, true type, dingbats | <img src="https://www.fontspace.com/favicon-32x32.png?v=00Bdv4Q5g6" width="16" /> | Font Space | Free downloads of legally licensed fonts that are perfect for your design projects. The best place in the universe to search for amazing fonts. | [Website](https://www.fontspace.com/) | | <img src="https://www.fontsquirrel.com/favicon-32x32.png?v=2" width="16" /> | Font Squirrel | Handpicked free fonts for graphic designers with commercial-use licenses. | [Website](https://www.fontsquirrel.com/) | free fonts, handwriting fonts, calligraphy free fonts, designer fonts, serif fonts, sans serif fon... | <img src="https://fontjoy.com/favicon32.gif" width="16" /> | Fontjoy | Fontjoy helps designers choose the best font combinations. Mix and match different fonts for the perfect pairing. | [Website](https://fontjoy.com/) | | <img src="https://uploads-ssl.webflow.com/5df11841b7e5a489e7c67859/6161da7091c49496c05aeff4_fontpair-logo-primary-dark.svg" width="16" /> | FontPair | FontPair is a typography tool that inspires the creative community to design better. | [Website](https://fontpair.co/) | FontPair, Font Pair, Google Fonts, Google Font combinations, Google Font pairs, beautiful Google Fon... | <img src="https://assets.fontsinuse.com/images/icons/apple-touch-icon-76x76.png" width="16" /> | Fonts In Use | A searchable archive of typographic design, indexed by typeface, format, and topic. | [Website](https://fontsinuse.com/) | | <img src="https://ycdn.space/f7/apple-touch-icon.png" width="16" /> | Fonts2u | Fonts2u offers a large collection of free fonts. Download free fonts for Windows and Macintosh. | [Website](https://fonts2u.com/) | free fonts, download fonts, fonts, free, font, typefaces, typography, typeface, true type, truetype ... | <img src="https://fontspark.app/favicon.ico" width="16" /> | FontSpark | Helping designers discover the perfect font for their next design project. | [Website](https://fontspark.app/) | | <img src="https://www.gstatic.com/images/branding/product/1x/google_fonts_blue_ios_96dp.png" width="16" /> | Google Fonts | Making the web more beautiful, fast, and open through great typography. | [Website](https://fonts.google.com/) | | <img src="http://losttype.com/favicon.ico" width="16" /> | Lost Type Co-op | Lost Type is a collaborative digital type foundry. | [Website](http://losttype.com/) | | <img src="https://www.onlinewebfonts.com/favicon.ico" width="16" /> | OnlineWebFonts | Fonts and icons for your next project. | [Website](https://www.onlinewebfonts.com) | SVG icon, svg vector icons, png icon, psd vector icons, eps icon, pnm icon, free icons downloads, Be... | **[⬆ Back to Index](#index)** ### <a name="icons"><a name="assets-icons">Icons</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://getbootstrap.com/docs/5.0/assets/img/favicons/favicon-32x32.png" width="16" /> | Bootstrap | Bootstrap is a free and open-source CSS framework directed at responsive, mobile-first front-end web development. It contains CSS- and JavaScript-based design templates for typography, forms, buttons,... | [Website](https://getbootstrap.com/) | | <img src="https://boxicons.com/static/favicon.ico?v=13" width="16" /> | Boxicons | Boxicons is a free collection of carefully crafted open source icons. Each icon is designed on a 24px grid with the material guidelines. | [Website](https://boxicons.com/) | boxicons, free icons, open source icons, royalty free icons, google icons, icon, line icon, sharp ic... | <img src="https://coreui.io/images/favicons/favicon-96x96.png" width="16" /> | CoreUI | Time is our most valuable asset, that’s why we want to help you save it by creating simple, customizable, easy to learn UI components and Admin Templates which significantly cut development time. Core... | [Website](https://coreui.io/) | | <img src="https://css.gg/fav/favicon-96x96.png" width="16" /> | css.gg | Pure CSS icons library, Customizable & Retina-Ready built 100% in pure CSS, SVG, SVG Sprite, styled-components, Figma and Adobe XD. Easy integration: Embed, NPM & API. | [Website](https://css.gg/) | | <img src="https://feathericons.com/favicon-32x32.png" width="16" /> | Feather | Feather is a collection of simply beautiful open source icons. Each icon is designed on a 24x24 grid with an emphasis on simplicity, consistency and readability. | [Website](https://feathericons.com/) | | <img src="https://media.flaticon.com/dist/min/img/apple-icon-76x76-precomposed.png" width="16" /> | Flaticon | Download all icons in SVG, PSD, PNG, EPS format or as webfonts. | [Website](https://www.flaticon.com) | | <img src="https://fontawesome.com/images/favicon/icon.svg" width="16" /> | Font Awesome | The world’s most popular and easiest to use icon set just got an upgrade. More icons. More styles. More Options. | [Website](https://fontawesome.com) | icons, vector icons, svg icons, free icons, icon font, webfont, desktop icons, svg, font awesome, fo... | <img src="https://freeicons.io/asset/images/favicon.png" width="16" /> | Freeicons | Freeicons is a free platform for download vector icons in SVG, PNG, EPS, AI and PSD format. Here You'll Find Wide Selection Of Icons In A Variety Of Different Styles, Sizes, Formats And Themes. All O... | [Website](https://freeicons.io/) | vector icons, download free icons, free icons, free vector icons, free icons for commercial use, fre... | <img src="https://heroicons.com/_next/static/media/favicon-32x32.eee32601ba9d4702f841835990ed3801.png" width="16" /> | Heroicons | Beautiful hand-crafted SVG icons, by the makers of Tailwind CSS. | [Website](https://heroicons.com/) | | <img src="https://icon.horse/icon/icon.horse" width="16" /> | Icon Horse | Free, easy to use, highest resolution possible favicons for any web site – including fallbacks if none are found. | [Website](https://icon.horse)<br />[Twitter](https://twitter.com/iconhorse) | favicons, logo icons, web icons, logos, site logos | <img src="https://cdns.iconmonstr.com/wp-content/themes/iconmonstr/assets/ico/2.0.0/favicon.ico" width="16" /> | iconmonstr | Free simple icons for your next project. | [Website](https://iconmonstr.com) | | <img src="https://logos-download.com/wp-content/uploads/2020/06/Icons8_Logo.png" width="16" /> | Icons8 | Download design elements for free: icons, photos, vector illustrations, and music for your videos. | [Website](https://icons8.com) | | <img src="https://iconscout.com/favicon-96x96.png" width="16" /> | Iconscout | Pixel-perfect vector icons and Icon Fonts available in Line, Monochrome, and Solid style for your next project. | [Website](https://iconscout.com/unicons) | | <img src="https://www.iconshock.com/img/favicon.ico" width="16" /> | Iconshock | Free icons and premium icon packs. Flat icons, Material icons, Glyph icons, iOS icons, Font icons, and more design styles. Vector files, including PNG and SVG icons. Ready for apps, web or social med... | [Website](https://www.iconshock.com/) | web icons, web icon set, web icon, professional icons, software web icons, web icons vista, xp web ... | <img src="https://www.designbombs.com/iconsweets2/favicon-96x96.png" width="16" /> | IconSweets | IconSweets is a huge set containing over 1,000 custom designed icons. IconSweets 2 will quench your icon thirst for all your iPhone, iPad & Android apps or new web projects. | [Website](https://www.designbombs.com/iconsweets2/) | | <img src="https://icones.netlify.app/favicon.svg" width="16" /> | Icônes | Icon Explorer with Instant searching, powered by Iconify | [Website](https://icones.netlify.app/) | | <img src="https://jam-icons.com/icons/icon-96x96.png?v=15da575dd058a8724fe062f4043331c8" width="16" /> | Jam | 890+ handcrafted SVG icons to make your web app awesome. | [Website](https://jam-icons.com/) | | <img src="https://uploads-ssl.webflow.com/5f436c086896715b56896fe4/5f469cf033aa724e20dc01dd_fav-256.svg" width="16" /> | Line Icon Pack | 320+ Line Icon Pack - Custom stroke edition is an icon-based system for your design tool. This is the version with editable strokes to fits more complex your needs. | [Website](https://www.petrbilek.com/products/line-icon-pack) | | <img src="https://user-images.githubusercontent.com/76911582/137953217-de9272df-bdbb-4c5f-9307-f5fb58839cf7.png" width="16" /> | LineIcons | 2000+ Essential Line Icons, A Complete Yet Most Simplified Free Line Icon Pack of the Web - Available in WebFont, SVG, PNG, React, PNG, and PDF Files. | [Website](https://lineicons.com/) | | <img src="https://material.io/favicon.ico" width="16" /> | Material Design | Get Material Icons. | [Website](https://material.io/resources/icons) | | <img src="https://static.production.thenounproject.com/img/favicons/favicon-32x32.015f779a87e7.png" width="16" /> | Noun Project | Noun Project features the most diverse collection of icons and stock photos ever. Download SVG and PNG. Browse over 3 million art-quality icons and photos. | [Website](https://thenounproject.com/) | | <img src="https://www.onlinewebfonts.com/favicon.ico" width="16" /> | OnlineWebFonts | Fonts and icons for your next project. | [Website](https://www.onlinewebfonts.com) | SVG icon, svg vector icons, png icon, psd vector icons, eps icon, pnm icon, free icons downloads, Be... | <img src="https://orioniconlibrary.com/icon-ios.png" width="16" /> | Orion | The best Icon Tool. 8613 Free SVG & PNG Icons. Search, organize, edit and download our highly flexible Icons. | [Website](https://orioniconlibrary.com/) | | <img src="https://www.pixellove.com/assets/favicons/favicon.ico" width="16" /> | Pixel Love | Download 15,000 icons in 6 distictive styles made for professionals. | [Website](https://www.pixellove.com/) | icons, line icons, vector icons, iOS icons, Android icons | <img src="https://remixicon.com/favicon.ico" width="16" /> | Remix Icon | Remix Icon is a set of open source neutral style system symbols elaborately crafted for designers and developers. All of the icons are free to use for both personal and commercial. | [Website](https://remixicon.com/) | remix-icon, icon, svg, icon-font, icon-pack | <img src="https://shape.so/icons/icon-96x96.png?v=02f20638ec82f2f55585292e7c6c27ce" width="16" /> | Shape | 26000+ Icons & Illustrations to SVG, Lottie, React. Shape lets you customize the style, colors and border of static & animated icons and illustrations. You can export to React, SVG and Lottie code. | [Website](https://shape.so/) | icons, illustrations, library, animated icons, user interface, design, Figma, sketchapp, animated il... | <img src="https://ak.picdn.net/assets/cms/sstk-favicon-72.png" width="16" /> | Shutterstock | Download the best royalty free images from Shutterstock, including photos, vectors, and illustrations. Enjoy straightforward pricing and simple licensing. | [Website](https://www.shutterstock.com/) | | <img src="https://simpleicons.org/images/apple-touch-icon.png" width="16" /> | Simple Icons | 1493 Free SVG icons for popular brands. | [Website](http://simpleicons.org/) | | <img src="https://smashicons.com/assets/img/favicon/new/favicon-96x96.png" width="16" /> | Smashicons | Download the world's largest and most complete icon set. Smashicons includes over 335,975 icons for Designers and Developers. | [Website](https://smashicons.com) | free icons, vector icon, SVG, png icon, free Ui kits, free fonts, illustrations, graphic resources, ... | <img src="https://uploads-ssl.webflow.com/5e08877ced2a2771907388a9/5e2d9bc8d2e0671a88b1658b_smplkit-icon-3.png" width="16" /> | Smplkit | An open source, do-whatever-you-want icon font to use in your projects. | [Website](https://www.smplkit.com/) | | <img src="https://uploads-ssl.webflow.com/5f59339c01fc322b69869dd9/5f5936ce192739ad632da855_bubble-white-32.png" width="16" /> | Streamline Icons | Download 30,000 free PNG icons for website, web app, software, web design. Buy our SVG vector icon pack, the world’s largest icon library for professionals. | [Website](https://streamlineicons.com/) | Free icons, Download icons, Web icons, Vector, SVG, Royalty free icons, Open source icons, Professio... | <img src="https://svgbox.net/assets/favicon.svg" width="16" /> | SVGBox | SVGBox allows you to add any of the 3,405 icons we have to your project by using simple tags. Instead of using downloading and uploading icons, simply copy tag and start using it. We are constantly ad... | [Website](https://svgbox.net/) | | <img src="https://tablericons.com/favicon.png" width="16" /> | Tabler Icons | 800+ Highly customizable & free SVG icons. | [Website](https://tablericons.com/) | | <img src="https://www.uihut.com/favicon.jpg" width="16" /> | UI HUT | Download thousands of templates, illustrations, icons, and ui design kits for web and mobile app design without paying designer prices. | [Website](https://www.uihut.com/)<br />[Facebook](https://www.facebook.com/uihutofficial)<br />[Instagram](https://www.instagram.com/uihutofficial/)<br />[LinkedIn](https://www.linkedin.com/company/uihutofficial)<br />[Twitter](https://twitter.com/uihutofficial) | | <img src="https://www.uplabs.com/logos/uplabs/icons/favicon-96x96.png" width="16" /> | UpLabs | UpLabs curates the best of design & development inspiration, resources and freebies. Every day! | [Website](https://www.uplabs.com/) | | <img src="https://www.visiwig.com/favicon-32x32.png" width="16" /> | Visiwig | We provide visuals for busy designers. Visiwig is a place to find design inspiration, explore creative tools, and shop for timesaving graphics. | [Website](https://www.visiwig.com/) | | **[⬆ Back to Index](#index)** ### <a name="illustrations"><a name="assets-illustrations">Illustrations</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.artify.co/images/landing/favicon.png" width="16" /> | Artify | Artify is an online and easy-to-use design editor that features thousands of customizable illustrations and template packs. | [Website](https://www.artify.co/)<br />[Facebook](https://www.facebook.com/ArtifyCrew)<br />[Instagram](https://www.instagram.com/ArtifyCrew/)<br />[Twitter](https://twitter.com/ArtifyCrew) | | <img src="https://bigheads.io/icons/icon-96x96.png?v=8a6c92a73bc4d9aed0d3fd163a7e3e07" width="16" /> | Big Heads | Combine expressions, clothing, hair styles and colors into billions of different unique characters. | [Website](https://bigheads.io/) | | <img src="https://assets.website-files.com/5f0a234d1293a2f4eb599bb5/5f4550325567b37a486e00eb_black%20illustrations%20logo.png" width="16" /> | Black Illustrations | Black illustrations is a series of FREE digital designs of black people for your next online project. Free for commercial and personal use. | [Website](https://www.blackillustrations.com/) | | <img src="https://blush.design/favicon-32x32.png" width="16" /> | Blush | Blush makes it easy to add free illustrations to your designs. Play with fully customizable graphics made by artists across the globe. | [Website](https://blush.design/) | | <img src="https://www.bypeople.com/wp-content/themes/bppl-alpha/assets/images/v2/favicon-32x32.png" width="16" /> | ByPeople | ByPeople is a curated network of 10k ready-to-download resources for developers. | [Website](https://www.bypeople.com/)<br />[Facebook](https://www.facebook.com/ByPeopleTeam)<br />[Twitter](https://twitter.com/bypeopleteam) | | <img src="https://control.rocks/img/favicon-32x32.png" width="16" /> | Control | Combo set of 108 customizable illustrations. | [Website](https://control.rocks/) | | <img src="https://s3-us-west-1.amazonaws.com/files.delesign/www/images/32x32.png" width="16" /> | Delesign | We've created a collection of free illustrations and more. Fully customizable and completely free illustrations that you can use for your business. | [Website](https://delesign.com/free-designs/graphics.php) | | <img src="https://global-uploads.webflow.com/5bcb46130508ef456a7b2930/5d3e60f773102c8158c55778_drawkit.png" width="16" /> | DrawKit | Free vector SVG illustrations for you to use on your next project, no attribution required! Vector illustrations, packs, icons and more. | [Website](https://www.drawkit.io/) | | <img src="https://error404.fun/img/favicon-32x32.png" width="16" /> | Error 404 Illustrations | Make a unique journey through 404 error pages on your website. Use these illustrations that describe better than words. | [Website](https://error404.fun/) | | <img src="https://freellustrustrations.s3.us-east-2.amazonaws.com/static/favicon.png" width="16" /> | Free Illustrations | Collection of high-resolution vector or illustrations background images for modern websites and landing pages. Updated every week with new illustrations with different topics. You can contact us to su... | [Website](https://freellustrations.com) | | <img src="https://assets.website-files.com/5bff8886c3964a992e90d465/5c00a0ce59aa851331d34687_favicon-256.png" width="16" /> | humaaans | Mix-&-match illustrations of people with a design library for InVIsion Studio and Sketch. | [Website](https://www.humaaans.com/) | | <img src="https://logos-download.com/wp-content/uploads/2020/06/Icons8_Logo.png" width="16" /> | Icons8 | Download design elements for free: icons, photos, vector illustrations, and music for your videos. | [Website](https://icons8.com) | | <img src="https://interfacer.xyz/assets/site_assets/interfacelogo-icon.png" width="16" /> | Interfacer | Interfacer is a collection of 300+ free design resources found on the Web. | [Website](https://interfacer.xyz/) | design resources, web design, freedesignresources, free design resources, fonts, free illustration, ... | <img src="https://iradesign.io/assets/img/favicon.png" width="16" /> | IRA Design | Open-source illustrations that fits perfectly for any project you desire. | [Website](https://iradesign.io/gallery/illustrations) | illustration, app, website illustration, app illustration, design component, custom illustration, il... | <img src="https://isometriclove.com/favicon.ico" width="16" /> | Isometriclove | Cute isometric objects for your design. | [Website](https://isometriclove.com/) | | <img src="https://lukaszadam.com/favicon.ico" width="16" /> | Lukasz Adam | Free Illustrations and Icons for everyone. Use them for anything you like. Free for commercial and personal use. | [Website](https://lukaszadam.com/illustrations) | | <img src="https://www.manypixels.co/gallery/icons/icon-96x96.png?v=1e107cc4927fb83a24c4d7a99f010d8d" width="16" /> | ManyPixels | Each week, discover royalty-free illustrations to power up your projects. Use them in a commercial or non-commercial way. | [Website](https://www.manypixels.co/gallery/) | | <img src="https://assets.website-files.com/5d5d5904f8a21bfe5ff69367/5da4e9a454896ed80730e86b_icon-256w.png" width="16" /> | Open Doodles | A library of sketchy illustrations of people free for personal and commercial use. | [Website](https://www.opendoodles.com/) | | <img src="https://assets.website-files.com/5e51b3b0337309d672efd94c/5e51ce4e2c16e82ce80d8b42_icon.png" width="16" /> | Open Peeps | Open Peeps is a hand-drawn illustration library to create scenes of people. You can use them in product illustration, marketing, comics, product states, user flows, personas, storyboarding, quinceañer... | [Website](https://www.openpeeps.com/) | | <img src="https://pixabay.com/favicon-32x32.png" width="16" /> | Pixabay | Pixabay.com is a website for sharing photos, illustrations, vector graphics, film footage and music. | [Website](https://pixabay.com/) | | <img src="https://global-uploads.webflow.com/5e5365d233730913f7f9ed7e/5e5f3c6497dc35f79b48cd07_Flexiple%20favicon%20(32x32).png" width="16" /> | Scale | Top-quality illustrations, 100% free - no attribution, no IP-related restrictions. Pick an illustration and customize to your branding using our color picker. | [Website](https://2.flexiple.com/scale/all-illustrations) | | <img src="https://usesmash.com/images/favicon32.png" width="16" /> | Smash | Changing and overlapping them, you can quickly illustrate an idea of your startup. | [Website](https://usesmash.com/) | | <img src="https://www.uihut.com/favicon.jpg" width="16" /> | UI HUT | Download thousands of templates, illustrations, icons, and ui design kits for web and mobile app design without paying designer prices. | [Website](https://www.uihut.com/)<br />[Facebook](https://www.facebook.com/uihutofficial)<br />[Instagram](https://www.instagram.com/uihutofficial/)<br />[LinkedIn](https://www.linkedin.com/company/uihutofficial)<br />[Twitter](https://twitter.com/uihutofficial) | | <img src="https://undraw.co/favicon-32x32.png" width="16" /> | unDraw | The design project with open-source illustrations for any idea you can imagine and create. Create beautiful websites, products and applications with your color, for free. | [Website](https://undraw.co/) | | <img src="https://www.uplabs.com/logos/uplabs/icons/favicon-96x96.png" width="16" /> | UpLabs | UpLabs curates the best of design & development inspiration, resources and freebies. Every day! | [Website](https://www.uplabs.com/) | | <img src="https://www.visiwig.com/favicon-32x32.png" width="16" /> | Visiwig | We provide visuals for busy designers. Visiwig is a place to find design inspiration, explore creative tools, and shop for timesaving graphics. | [Website](https://www.visiwig.com/) | | **[⬆ Back to Index](#index)** ### <a name="images"><a name="assets-images">Images</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://compressor.io/favicon.ico" width="16" /> | Compressor | Optimize and compress your jpeg and png images online. Compressor is a lossy and lossless photo compression tool. | [Website](https://compressor.io/) | | <img src="https://elements.envato.com/favicon.ico" width="16" /> | Envato Elements | Find stock video footages and photos for your next video project. | [Website](https://elements.envato.com/) | | <img src="https://freephotos.cc/favicon.ico" width="16" /> | FreePhotos.cc | Find free beautiful stock photos with Creative Commons (CC) licensing. Download royalty free images and use them on your website or print! | [Website](https://freephotos.cc/en) | | <img src="http://www.heropatterns.com/favicon.ico" width="16" /> | Hero Patterns | Zondicons. | [Website](http://www.heropatterns.com/) | | <img src="https://www.highcompress.com/apple-touch-icon.html" width="16" /> | High Compress | HighCompress is an incredibly powerful tool that can compress images upto 95%. Make your website load faster, optimize your images and boost SEO. | [Website](https://www.highcompress.com/) | | <img src="https://logos-download.com/wp-content/uploads/2020/06/Icons8_Logo.png" width="16" /> | Icons8 | Download design elements for free: icons, photos, vector illustrations, and music for your videos. | [Website](https://icons8.com) | | <img src="data:image/x-icon;," width="16" /> | Image Optimizer | Compress and resize photos. | [Website](http://www.imageoptimizer.net/) | | <img src="https://librestock.com/static/images/favicon-96x96.png" width="16" /> | Librestock | We scan and index the best free photos from the top stock sites. All photos are free for personal and commercial. No attribution required. CC0. | [Website](https://librestock.com/) | | <img src="https://www.pexels.com/assets/icons/pexels-icon-644533b609157fd990b1a6675626d63077ae1fb81e819c83f81dc2242877d413.png" width="16" /> | Pexels | Finding the perfect photo or video shouldn't take forever. | [Website](https://www.pexels.com/) | free stock videos, pexels, videos, design resource, footage, hd | <img src="https://pixabay.com/favicon-32x32.png" width="16" /> | Pixabay | Pixabay.com is a website for sharing photos, illustrations, vector graphics, film footage and music. | [Website](https://pixabay.com/) | | <img src="https://www.pxfuel.com/public/css/favicon.ico?20191026" width="16" /> | Pxfuel | Millions of public domain stock photos released under creative common zero lincense, all are free for commercial use. | [Website](https://www.pxfuel.com/) | Royalty free, public domain, CC0, stock photos, commercial use, free download, unlimited download, f... | <img src="https://www.remove.bg/favicon-32x32.png?v=YAXaAv7pao" width="16" /> | remove.bg | Remove Image Background: 100% automatically – in 5 seconds – without a single click – for free. | [Website](https://www.remove.bg/) | | <img src="https://d3t64pp0gm1u4c.cloudfront.net/build/favicons/apple-icon-72x72-b64f10eb707383bb9e77403866e101b657bc25ae3041ee89fbca98ec6a2dc47c.png" width="16" /> | Reshot | Find tons of curated, non-stocky images for you to use in your next creative project, for free! Free for commercial use. No attribution required. | [Website](https://www.reshot.com/) | | <img src="https://ak.picdn.net/assets/cms/sstk-favicon-72.png" width="16" /> | Shutterstock | Download the best royalty free images from Shutterstock, including photos, vectors, and illustrations. Enjoy straightforward pricing and simple licensing. | [Website](https://www.shutterstock.com/) | | <img src="https://squoosh.app/c/favicon-c9cf50ef.ico" width="16" /> | Squoosh | Compress and compare images with different codecs, right in your browser. | [Website](https://squoosh.app/) | | <img src="https://www.svgbackgrounds.com/favicon-32x32.png" width="16" /> | SVG Backgrounds | SVG Backgrounds hosts a collection of customizable SVG-based repeating patterns and backgrounds for websites and blogs. | [Website](https://www.svgbackgrounds.com/) | | <img src="https://tinypng.com/images/apple-touch-icon.png" width="16" /> | TinyPNG | Make your website faster and save bandwidth. TinyPNG optimizes your PNG images by 50-80% while preserving full transparency! | [Website](https://tinypng.com/) | | <img src="https://unsplash.com/favicon-32x32.png" width="16" /> | Unsplash | Beautiful, free images and photos that you can download and use for any project. Better than any royalty free or stock photos. | [Website](https://unsplash.com/) | | <img src="https://visualhunt.com/favicon.ico" width="16" /> | VisualHunt | Visually search the best products and ideas. Curated by experts, powered by community. | [Website](https://visualhunt.com/) | | **[⬆ Back to Index](#index)** ### <a name="logos"><a name="assets-logos">Logos</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.artify.co/images/landing/favicon.png" width="16" /> | Artify | Artify is an online and easy-to-use design editor that features thousands of customizable illustrations and template packs. | [Website](https://www.artify.co/)<br />[Facebook](https://www.facebook.com/ArtifyCrew)<br />[Instagram](https://www.instagram.com/ArtifyCrew/)<br />[Twitter](https://twitter.com/ArtifyCrew) | | &nbsp; | Hatchful | Create stunning logos in seconds - no design skills required! | [Website](https://hatchful.shopify.com/) | | <img src="https://www.logology.co/images/favicon-32x32.png" width="16" /> | Logology | No random generation and no symbols from a free database. Everything was crafted from the ground-up! | [Website](https://www.logology.co/) | | <img src="https://cdn.shortpixel.ai/client/q_lossless,ret_img,w_32,h_32/https://www.logotaco.com/wp-content/uploads/2019/05/favicon_100.png" width="16" /> | LogoTaco | Create or make your own logo design from our resource of free downloads and templates for businesses, companies, MVP's and startups. No online login required. | [Website](https://www.logotaco.com/) | | <img src="https://cdn.logojoy.com/wp-content/uploads/20190607113635/cropped-favicon-32x32.png" width="16" /> | Looka | Make a logo and build a brand you love with Looka. | [Website](https://looka.com) | | <img src="https://www.tailorbrands.com/wp-content/uploads/2016/07/cropped-icon_red-32x32.png" width="16" /> | Tailor Brands | Tailor Brands AI logo maker allows you to create a logo design that's a perfect match for your business. No pre-made logo templates. Unique designs only. | [Website](https://www.tailorbrands.com/logo-maker) | | <img src="https://static.ucraft.app/fs/ucraft/userFiles/version5/images/favicon.png?v=1585142239" width="16" /> | Ucraft | Logo maker by Ucraft is the #1 free online logo creator, trusted by hundreds of thousands. Design a cool, professional logo and download it in a high resolution format. | [Website](https://www.ucraft.com/free-logo-maker) | | **[⬆ Back to Index](#index)** ### <a name="videos"><a name="assets-videos">Videos</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://biteable.com/favicon.ico" width="16" /> | Biteable | Make standout videos in a snap with the Biteable video maker. Sparkle with studio-quality animation, footage, and effects. Start now, share in minutes. | [Website](https://biteable.com/) | | <img src="https://static.clideo.com/assets/images/favicon/64x64.png" width="16" /> | Clideo | Make a video by combining photos, videos, GIFs and music together — it's free & online. Use it as a Facebook or YouTube Cover, post it on Instagram or Twitter. | [Website](https://clideo.com/video-maker) | free video maker, youtube, video creator, how to make a video, online video maker, music, windows, d... | <img src="https://elements.envato.com/favicon.ico" width="16" /> | Envato Elements | Find stock video footages and photos for your next video project. | [Website](https://elements.envato.com/) | | <img src="https://www.pexels.com/assets/icons/pexels-icon-644533b609157fd990b1a6675626d63077ae1fb81e819c83f81dc2242877d413.png" width="16" /> | Pexels | Finding the perfect photo or video shouldn't take forever. | [Website](https://www.pexels.com/) | free stock videos, pexels, videos, design resource, footage, hd | <img src="https://pixabay.com/favicon-32x32.png" width="16" /> | Pixabay | Pixabay.com is a website for sharing photos, illustrations, vector graphics, film footage and music. | [Website](https://pixabay.com/) | | <img src="https://ak.picdn.net/assets/cms/sstk-favicon-72.png" width="16" /> | Shutterstock | Download the best royalty free images from Shutterstock, including photos, vectors, and illustrations. Enjoy straightforward pricing and simple licensing. | [Website](https://www.shutterstock.com/) | | <img src="https://www.unscreen.com/favicon-96x96.png" width="16" /> | Unscreen | Remove the background of any video - 100% automatically, online & free! Goodbye Greenscreen. Hello Unscreen. | [Website](https://www.unscreen.com/) | | **[⬆ Back to Index](#index)** ## <a name="community">Community</a> ### <a name="blogs-and-forums"><a name="community-blogs-and-forums">Blogs & Forums</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://codeconia.com/wp-content/uploads/2020/11/cropped-favicon-32x32.png" width="16" /> | Codeconia | Learn programming with Codeconia. | [Website](https://codeconia.com/) | | <img src="https://assets.website-files.com/5e0a5d9d743608d0f3ea6753/5f35091372cfa97ba7438461_daily.dev%20-%20Favicon%4030x.ico" width="16" /> | daily.dev | Daily.dev is the easiest way to stay updated on the latest programming news. Get the hottest dev news from the best tech blogs on any topic you can think of. Stay updated daily, and unlock more time t... | [Website](https://daily.dev/) | | <img src="https://res.cloudinary.com/practicaldev/image/fetch/s--t7tVouP9--/c_limit,f_png,fl_progressive,q_80,w_192/https://practicaldev-herokuapp-com.freetls.fastly.net/assets/devlogo-pwa-512.png" width="16" /> | DEV | A constructive and inclusive social network for software developers. With you every step of your journey. | [Website](https://dev.to/) | software development, engineering, rails, javascript, ruby | <img src="https://news.ycombinator.com/favicon.ico" width="16" /> | Hacker News | Hacker News is a social news website focusing on computer science and entrepreneurship. | [Website](https://news.ycombinator.com/) | | <img src="https://hackernoon.com/favicon-32x32.png" width="16" /> | Hacker Noon | How hackers start their afternoons. | [Website](https://hackernoon.com/) | blockchain, bitcoin, tech, crypto, software-development, react, vue | <img src="https://cdn.hashnode.com/res/hashnode/image/upload/v1592400819640/7VL8RW7wc.png" width="16" /> | Hashnode | Hashnode is a free content creation platform and community that allows you to publish articles on your own domain and helps you stay connected with a growing developer community. | [Website](https://hashnode.com/) | | <img src="https://lobste.rs/apple-touch-icon-144.png" width="16" /> | Lobsters | Lobsters is a computing-focused community centered around link aggregation and discussion. | [Website](https://lobste.rs/) | | <img src="https://miro.medium.com/fit/c/76/76/1*sHhtYhaCe2Uc3IU0IgKwIQ.png" width="16" /> | Medium | Medium is an open platform where readers find dynamic thinking, and where expert and undiscovered voices can share their writing on any topic. | [Website](http://medium.com/) | | <img src="https://www.redditstatic.com/desktop2x/img/favicon/favicon-96x96.png" width="16" /> | reddit | Reddit is a network of communities based on people's interests. Find communities you're interested in, and become part of an online community! | [Website](https://www.reddit.com/) | | <img src="https://www.smashingmagazine.com/images/favicon/apple-touch-icon-ipad-76x76.png" width="16" /> | Smashing Magazine | Smashing Magazine is a website and eBook publisher that offers editorial content and professional resources for web developers and web designers. | [Website](https://www.smashingmagazine.com/) | | <img src="https://tech-blogs.dev/favicon-32x32.png" width="16" /> | Tech Blogs | This is a list of Awesome Tech Blogs. Add yourself. | [Website](https://tech-blogs.dev/)<br />[GitHub](https://github.com/MarkoDenic/awesome-tech-blogs) | | <img src="https://techcrunch.com/wp-content/uploads/2015/02/cropped-cropped-favicon-gradient.png?w=32" width="16" /> | TechCrunch | TechCrunch - Reporting on the business of technology, startups, venture capital funding, and Silicon Valley. | [Website](https://techcrunch.com/) | | <img src="https://wweb.dev/favicon.ico" width="16" /> | wweb.dev | Stay up to date with weekly updates, get resources for your next projects abd read articles and tutorials about web development. | [Website](https://wweb.dev/)<br />[Facebook](https://www.facebook.com/wweb.dev.blog)<br />[GitHub](https://github.com/wwebdev)<br />[Twitter](https://twitter.com/wweb_dev) | | <img src="https://www.xda-developers.com/favicon-32x32.png" width="16" /> | XDA-Developers | XDA Developers is a mobile software development community launched on 20 December 2002. Although discussion primarily revolves around Android, members also talk about many other operating systems and ... | [Website](https://www.xda-developers.com/) | | **[⬆ Back to Index](#index)** ### <a name="hacktoberfest"><a name="community-hacktoberfest">Hacktoberfest</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://github.githubassets.com/apple-touch-icon-114x114.png" width="16" /> | Awesome for Beginners | A list of awesome beginners-friendly projects. Contribute to MunGell/awesome-for-beginners development by creating an account on GitHub. | [GitHub](https://github.com/mungell/awesome-for-beginners) | | <img src="https://www.codetriage.com/assets/favicon-3f3e475345be27562adee9d8e596a032785e3efd4496111cab0b1fe0a81ad722.ico" width="16" /> | CodeTriage | Discover the easiest way to get started contributing to open source. Over 62,317 devs are helping 6,584 projects with our free, community developed tools | [Website](https://www.codetriage.com/) | | &nbsp; | First Timers Only | Find the best opportunities to create a pull request for the first time. | [Website](https://www.firsttimersonly.com/) | | &nbsp; | Git Cheat Sheets | Reference sheets covering Git commands, features, SVN migrations, and bash. Available in multiple languages. | [Website](https://training.github.com/) | | <img src="https://hacktoberfest.digitalocean.com/favicon.ico" width="16" /> | Hacktoberfest | Hacktoberfest is a month-long celebration of open source software run by DigitalOcean. During the month of October, we invite you to join open-source software enthusiasts, beginners, and the developer... | [Website](https://hacktoberfest.digitalocean.com/) | | <img src="https://hacktoberfest-finder.netlify.app/img/favicons/apple-touch-icon.png" width="16" /> | Hacktoberfest Finder | Hacktoberfest Finder helps you find issues that you could help fix. | [Website](https://hacktoberfest-finder.netlify.app/) | | <img src="https://hacktoberfestswaglist.com/favicon.ico" width="16" /> | Hacktoberfest Swag List | There are many companies giving out free swag for Hacktoberfest and this list seeks to find them all! | [Website](https://hacktoberfestswaglist.com/) | | <img src="http://www.pullrequestroulette.com/assets/favicon-c7222dcd8c2c148cbd4ee961fdb75431a0ff1399b2245da43057ee1d15a187b0.gif" width="16" /> | Pull Request Roulette | Web app to match up developers, with public pull requests (PRs) on Github, with people willing to comment on their PRs. | [Website](http://www.pullrequestroulette.com/) | | <img src="https://up-for-grabs.net/icons/favicon-196x196.png" width="16" /> | Up For Grabs | This is a list of projects which have curated tasks specifically for new contributors. These are a great way to get started with a project, or to help share the load of working on open source projects... | [Website](https://up-for-grabs.net/#/) | | **[⬆ Back to Index](#index)** ### <a name="personal-websites"><a name="community-personal-websites">Personal Websites</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.kevinpowell.co/favicon.ico" width="16" /> | Kevin Powell | Helping you learn how to make the web, and make it look good while you're at it. With videos every Tuesday and Thursday, I'll be bringing you How Tos and Tutorials, as well as simple tips and tricks, ... | [Website](https://www.kevinpowell.co/)<br />[CodePen](https://codepen.io/kevinpowell/)<br />[Discord](https://discord.gg/GaBdxcE)<br />[GitHub](https://github.com/kevin-powell)<br />[Twitch](https://twitch.com/kevinpowellcss)<br />[Twitter](https://twitter.com/kevinJPowell)<br />[YouTube](https://www.youtube.com/channel/UCJZv4d5rbIKd4QHMPkcABCw) | | <img src="https://markodenic.com/wp-content/themes/blog/favicon/favicon-32x32.png" width="16" /> | Marko Denic | Web Developer, Public speaker, IT trainer and consultant. | [Website](https://markodenic.com/)<br />[CodePen](https://codepen.io/denic)<br />[GitHub](https://github.com/markodenic)<br />[Instagram](https://www.instagram.com/markodenic1/)<br />[LinkedIn](https://www.linkedin.com/in/marko-denic-full-stack-developer/)<br />[Twitter](https://twitter.com/denicmarko)<br />[YouTube](https://www.youtube.com/channel/UCRgyPAKycnp_kkpny_uZBcQ) | | <img src="https://mouadessalim.xyz/wp-content/uploads/fbrfg/favicon-32x32.png" width="16" /> | Mouad Essalim | Site Personnel de Mouad Essalim ! - WorkSpace - Publication de mes application réalisé avec Python, Compilation avec Cx_Freeze et Pyinstaller | [Website](https://mouadessalim.xyz/) | | **[⬆ Back to Index](#index)** ## <a name="indie-hacking">Indie Hacking</a> ### <a name="books"><a name="indie-hacking-books">Books</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://gumroad.com/favicon.ico" width="16" /> | Landing Page Hot Tips | The Landing Page Hot Tips Ebook features 100 digestible lessons to implement into your Landing Pages. Each tip features a few paragraphs, visual references and related resources. Additional features i... | [Gumroad](https://gumroad.com/a/124908659) | | <img src="https://makebook.io/favicon-32x32.png?2" width="16" /> | MAKE: Bootstrapper's Handbook | Learn to bootstrap profitable startups the indie way — $14.99. | [Website](https://makebook.io/) | | <img src="https://i0.wp.com/thebootstrappedfounder.com/wp-content/uploads/2019/11/cropped-Untitled-1.png?fit=32%2C32&ssl=1" width="16" /> | Zero To Sold | Zero to Sold is an actionable guide through all stages of a bootstrapped business: Preparation, Survival, Stability, and Growth. Sold on Amazon and Gumroad. | [Website](https://thebootstrappedfounder.com/zero-to-sold/) | | **[⬆ Back to Index](#index)** ### <a name="marketing"><a name="indie-hacking-marketing">Marketing</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://getcommunitylist.com/assets/images/favicon.png?v=1961bf32" width="16" /> | Community List | Finding relevant communities takes hours and manual googling sucks. With Community List, quickly find relevant communities with all the data you need in one place. | [Website](https://getcommunitylist.com/) | | <img src="https://gumroad.com/favicon.ico" width="16" /> | Conversion Strategies Database | Join 881 smart founders and SaaS companies who are growing their sales with Swipe conversion strategies database. | [Gumroad](https://gumroad.com/a/399283315/WCKkj) | | <img src="https://uploads-ssl.webflow.com/5f5b3208b507493089d50445/5fa0382a02da241b9adae56e_favicon-32x32.png" width="16" /> | Everyone Hates Marketers | It's the antidote to marketing bullshit. Receive a free, 8-lesson video course + a super practical, no-bullshit essay in your inbox every Tuesday. | [Website](https://www.everyonehatesmarketers.com/)<br />[Apple Podcasts](https://podcasts.apple.com/us/podcast/everyone-hates-marketers/id1221256195)<br />[Spotify](https://open.spotify.com/show/7iEF1qovZZiaP1iRtxGARo?si=ZrxDGNEnRzegia-NOgLn-Q)<br />[YouTube](https://www.youtube.com/channel/UCOeHlb7boJXbQLExb7_ia3w) | | <img src="https://uploads-ssl.webflow.com/5e5918651c2c93508dd3bab8/5fae8f6c16320938da6c33f8_Webp.net-resizeimage%20(9).png" width="16" /> | Growth List | GrowthList is the go-to resource hub for tech-savvy marketers in fast-growing companies. Find hundred of Growth Hacks to boost your startup ! | [Website](https://www.thegrowthlist.co/) | | <img src="https://uploads-ssl.webflow.com/5fe0663168984aa818b74ba5/5fe368f5753d1170023baf41_icon.png" width="16" /> | Orapa - Sales Templates | Categorized by industry, job title and department. So you can reach you dream customers faster. | [Website](https://www.orapa.co/data) | | <img src="https://uploads-ssl.webflow.com/5e9dc792e1210c2d5df7eba4/5eb80e9cf92b58597818939f_Webp.net-resizeimage%20(4).png" width="16" /> | SaaSFrame | Browse hundreds of SaaS marketing pages, product interfaces and email flows. Get inspired by the design and copywriting patterns used by top-class SaaS companies. | [Website](https://www.saasframe.io/) | | &nbsp; | Screenstab | Turn ordinary screenshots into beautiful image assets in no time | [Website](https://www.screenstab.com/) | | <img src="https://spreadtheworld.net/assets/images/apple-touch-icon.png" width="16" /> | SpreadTheWorld | SpreadTheWorld is a database of 400+ hand-curated places to promote your product and get your first users. | [Website](https://spreadtheworld.net/) | | **[⬆ Back to Index](#index)** ### <a name="platforms"><a name="indie-hacking-platforms">Platforms</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://betalist.com/assets/favicon-618a2bdd0eda7c547f0488b2f97ebc773a50db4351f7ba222f8f1f864e301895.png" width="16" /> | BetaList | BetaList provides an overview of upcoming internet startups. Discover and get early access to the future. | [Website](https://betalist.com/)<br />[Twitter](https://twitter.com/BetaList) | | <img src="https://www.indiehackers.com/images/favicons/favicon--32x32.png" width="16" /> | Indie Hackers | Connect with developers who are sharing the strategies and revenue numbers behind their companies and side projects. | [Website](https://www.indiehackers.com/) | | <img src="https://indieworldwide.co/icons/icon-96x96.png" width="16" /> | Indie Worldwide | The worldwide virtual meetup of indie hackers, founders, and makers. | [Website](https://indieworldwide.co/)<br />[Facebook](https://www.facebook.com/groups/indie.worldwide/)<br />[Indie Hackers](https://www.indiehackers.com/product/worldwide)<br />[Slack](https://join.slack.com/t/indieworldwide/shared_invite/enQtNzYzNTUwMjc2ODgyLTBjNTRiMmMwYWQ2MmQ5OGYyNTk2OWIwN2Q1OTcyOGJjM2M3MzEwYjc5OThjNTlmMWZhNTU0NDAyYjRkNDQ0Zjk)<br />[YouTube](https://www.youtube.com/channel/UCMps9pFrqetqXMCEZqkiQ-g/) | | <img src="https://ph-static.imgix.net/ph-ios-icon.png?auto=format&auto=compress" width="16" /> | Product Hunt | Product Hunt is a curation of the best new products, every day. Discover the latest mobile apps, websites, and technology products that everyone's talking about. | [Website](https://www.producthunt.com/) | | <img src="https://images.squarespace-cdn.com/content/v1/5c3f602b96e76f6da92e8ded/1547762430194-TCY13GQ3WL1GEQQCNIBJ/ke17ZwdGBToddI8pDm48kDaNRrNi77yKIgWxrt8GYAFZw-zPPgdn4jUwVcJE1ZvWhcwhEtWJXoshNdA9f1qD7WT60LcluGrsDtzPCYop9hMAtVe_QtwQD93aIXqwqJR_bmnO89YJVTj9tmrodtnPlQ/favicon.ico?format=100w" width="16" /> | TinySeed | TinySeed is the first startup accelerator designed for founders who would traditionally bootstrap. | [Website](https://tinyseed.com/) | | **[⬆ Back to Index](#index)** ### <a name="podcasts"><a name="indie-hacking-podcasts">Podcasts</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://bootstrapped.fm/icon.png" width="16" /> | Bootstrapped | Listen to 100+ helpful podcast episodes for software bootstrappers. Interviews with experts, open discussions between bootstrappers, and solo episodes, with one person digging deeply into a topic. | [Website](https://bootstrapped.fm/) | | &nbsp; | Bootstrapped Web | The podcast for founders bootstrapping their startups online. | [Website](http://bootstrappedweb.com/) | | <img src="https://images.transistor.fm/file/transistor/images/favicons/site/6/x64_1541522941-favicon.png" width="16" /> | Build you SaaS | Can you bootstrap a profitable startup in 2021? Thousands of entrepreneurs, developers, designers, and product people have tried to launch their own web apps. But with so many venture-backed startups ... | [Website](https://saas.transistor.fm/) | | <img src="https://podtail.com/favicon.ico" width="16" /> | Default Alive | Two founders share an unedited look at what it's like to bootstrap a startup through weekly updates. Chris Spags is the founder of Jetboost, a suite of no-code plugins for Webflow. Corey Haines is the... | [Website](https://podtail.com/en/podcast/default-alive/) | | <img src="https://s3.amazonaws.com/super-notion/images/26707ca1-dc44-44e8-90ce-9e6220840f71.png" width="16" /> | Indie Bits | Short, bite-sized conversations (15 mins) with indie hackers that have started small, profitable and bootstrapped businesses. You'll learn how they come up with ideas, what they do to validate, find t... | [Website](https://indiebites.co/)<br />[Apple Podcasts](https://podcasts.apple.com/gb/podcast/indie-bites/id1530577069)<br />[Google Podcasts](https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy50cmFuc2lzdG9yLmZtL2luZGllLWJpdGVz)<br />[Spotify](https://open.spotify.com/show/1MY9XdVViRwfaO8giM4fXO) | | <img src="https://www.indiehackers.com/images/favicons/favicon--32x32.png" width="16" /> | Indie Hackers | Connect with developers who are sharing the strategies and revenue numbers behind their companies and side projects. | [Website](https://www.indiehackers.com/) | | <img src="https://assets.transistor.fm/assets/favicon-6e847568a3fbd949ba82be5cb10951e28b51f7f58d6e573235b0cddf494de2c0.ico" width="16" /> | Slow & Steady | Join us as we share what it's like to build and launch a bootstrapped startup while working for yourself full-time. Benedikt is working on Userlist with two other co-founders and Brian is running solo... | [Website](https://www.slowandsteadypodcast.com/) | | <img src="https://assets.transistor.fm/assets/favicon-6e847568a3fbd949ba82be5cb10951e28b51f7f58d6e573235b0cddf494de2c0.ico" width="16" /> | Software Social | Two bootstrapped software founders -- one transitioning from freelancing, and one with an established business -- invite you to join their weekly chats about their businesses. | [Website](https://softwaresocial.dev/) | | <img src="https://www.startupsfortherestofus.com/wp-content/themes/sftrou/assets/images/favicon.png" width="16" /> | Startups For the Rest of Us | The startup podcast with more than 500 episodes to help you launch and grow. 10 million+ downloads. 500+ five-star reviews. | [Website](https://www.startupsfortherestofus.com/) | | <img src="https://assets.fireside.fm/file/fireside-images/podcasts/images/6/6fccc249-743a-4298-a664-d8d863346db9/touch_icon_ipad.png?v=2" width="16" /> | The Art of Product | Ben and Derrick chat weekly about building software companies. | [Website](https://artofproductpodcast.com/) | | &nbsp; | The Hammerstone Podcast | Listen in on Sean's and Aaron's weekly conversation. No intro, no editing, no music. Proudly hosted on transistor.fm! | [Website](https://hammerstone.dev/podcast) | | **[⬆ Back to Index](#index)** ### <a name="utilities"><a name="indie-hacking-utilities">Utilities</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://airtable.com/images/favicon/baymax/favicon-32x32.png" width="16" /> | Airtable | Airtable is a low-code platform for building collaborative apps. Customize your workflow, collaborate, and achieve ambitious outcomes. Get started for free. | [Website](https://airtable.com/) | | <img src="https://assets-global.website-files.com/5f4ec532319820f7c2ccd7a3/5f55620b7b806770e6becea2_32x32%20favico.png" width="16" /> | CopyAI | We have created the world's most advanced artificial intelligence copywriter that enables you to create marketing copy in seconds! | [Website](https://www.copy.ai/) | | <img src="https://customer.io/wp-content/uploads/2019/01/customer-io-touchicon-180.png" width="16" /> | Customer.io | With Customer.io, send targeted emails, push notifications, and SMS to lower churn, create stronger relationships, and drive subscriptions. | [Website](https://customer.io/) | | <img src="https://gettheaudience.com/images/icons/icon-96x96.png" width="16" /> | Get The Audience | Get The Audience helps you grow your Twitter audience by analyzing what they care about, who they are, and when they can be reached. | [Website](https://gettheaudience.com/)<br />[Twitter](https://twitter.com/GetTheAudience) | | <img src="https://thehiveindex.com/icons/icon-96x96.png" width="16" /> | Hive Index | Find online communities, across all platforms, for any topic. | [Website](https://thehiveindex.com/)<br />[Twitter](https://twitter.com/thehiveindex) | | <img src="http://indiedrops.com/apple-touch-icon.png" width="16" /> | Indie Drops | Secure unbelivably good deals on early-stage products before they take off. | [Website](http://indiedrops.com/) | | <img src="https://mailchimp.com/release/plums/cxp/images/apple-touch-icon-192.ce8f3e6d.png" width="16" /> | Mailchimp | Mailchimp helps small businesses do big things, with the right tools and guidance every step of the way. | [Website](https://mailchimp.com/) | | <img src="https://microacquire.com/assets/img/favicon-32x32.png" width="16" /> | MicroAcquire | MicroAcquire helps startups find buyers. Simple as that. We’ll help you start conversations that lead to an acquisition in just 30 days – for free. | [Website](https://microacquire.com/)<br />[Facebook](https://facebook.com/microacquire)<br />[LinkedIn](https://www.linkedin.com/company/microacquire/about)<br />[Twitter](https://twitter.com/microacquire) | | <img src="https://orbit.love/assets/images/favicon/32x32.png" width="16" /> | Orbit | Orbit is the community experience platform for developers, helping organizations build enthusiastic communities of technology adopters. | [Website](https://orbit.love/)<br />[GitHub](https://github.com/orbit-love/)<br />[Twitter](https://twitter.com/OrbitModel) | | <img src="https://saas4devs.tech/logo192.png" width="16" /> | SaaS4Devs | An awesome collection of content for developers trying to bootstrap their SaaS business. Free & Open source from day one. | [Website](https://saas4devs.tech/) | | <img src="https://uploads-ssl.webflow.com/5e9dc792e1210c2d5df7eba4/5eb80e9cf92b58597818939f_Webp.net-resizeimage%20(4).png" width="16" /> | SaaSFrame | Browse hundreds of SaaS marketing pages, product interfaces and email flows. Get inspired by the design and copywriting patterns used by top-class SaaS companies. | [Website](https://www.saasframe.io/) | | **[⬆ Back to Index](#index)** ## <a name="infrastructure">Infrastructure</a> ### <a name="auth"><a name="infrastructure-auth">Auth</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://clerk.dev/favicon/favicon-32x32.png" width="16" /> | Clerk.dev | Authentication and user management for developers that's simple, secure, and scalable with any platform or language. | [Website](https://clerk.dev) | react, next.js, auth, user management, react auth, next.js auth, javascript auth | <img src="https://www.gstatic.com/devrel-devsite/prod/v45f61267e22826169cf5d5f452882f7812c8cfb5f8b103a48c0d88727908b295/firebase/images/touchicon-180.png" width="16" /> | Firebase | Firebase is Google’s mobile platform that helps you quickly develop high-quality apps and grow your business. | [Website](https://firebase.google.com/) | | **[⬆ Back to Index](#index)** ### <a name="cloud-computing"><a name="infrastructure-cloud-computing">Cloud Computing</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://a0.awsstatic.com/libra-css/images/site/touch-icon-ipad-144-smile.png" width="16" /> | AWS | Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use. | [Website](https://aws.amazon.com/) | | <img src="https://app.brainboard.co/favicon.ico" width="16" /> | Brainboard | Visually Design, Deploy & Manage modern cloud infrastructures starting from any Cloud Provider - AWS, GCP, Azure | [Website](https://www.brainboard.co/) | cloud, cloud designer, deploy, designer, terraform, visual designer | <img src="https://www.linode.com/favicon.ico" width="16" /> | Linode | Simplify your infrastructure with Linode's cloud computing and hosting solutions and develop, deploy, and scale faster and easier. | [Website](https://www.linode.com/) | | **[⬆ Back to Index](#index)** ### <a name="databases"><a name="infrastructure-databases">Databases</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://airtable.com/images/favicon/baymax/favicon-32x32.png" width="16" /> | Airtable | Airtable is a low-code platform for building collaborative apps. Customize your workflow, collaborate, and achieve ambitious outcomes. Get started for free. | [Website](https://airtable.com/) | | <img src="https://cassandra.apache.org/favicon.ico" width="16" /> | Cassandra | Cassandra is a free tool which is designed to manage a large amount of data across a wide range of servers. The tool offers support for replicating across multiple datacenters. | [Website](http://cassandra.apache.org/) | | <img src="https://couchdb.apache.org/favicon-32x32.png" width="16" /> | CouchDB | CouchDB is open-source software that is based on the common standards to access your important data. It stores data on your server or with a leading service provider of your choice. | [Website](https://couchdb.apache.org/) | | <img src="https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico" width="16" /> | DynamoDB | Amazon DynamoDB is a nonrelational database. This database system provides consistent latency and offers built-in security and in-memory caching. DynamoDB is a serverless database which scales automat... | [Website](https://aws.amazon.com/dynamodb/) | | <img src="https://www.gstatic.com/devrel-devsite/prod/v45f61267e22826169cf5d5f452882f7812c8cfb5f8b103a48c0d88727908b295/firebase/images/touchicon-180.png" width="16" /> | Firebase | Firebase is Google’s mobile platform that helps you quickly develop high-quality apps and grow your business. | [Website](https://firebase.google.com/) | | <img src="https://www.gstatic.com/devrel-devsite/prod/v45f61267e22826169cf5d5f452882f7812c8cfb5f8b103a48c0d88727908b295/firebase/images/touchicon-180.png" width="16" /> | Firestore | Cloud Firestore is a flexible, scalable database for mobile, web, and server development from Firebase and Google Cloud. Like Firebase Realtime Database, it keeps your data in sync across client apps ... | [Website](https://firebase.google.com/docs/firestore) | | <img src="https://www.microsoft.com/favicon.ico" width="16" /> | Microsoft SQL Server | Get the flexibility you need to use integrated solutions, apps, and innovations in technology with your data—wherever it lives — in the cloud, on-premises, or at the edge. | [Website](https://www.microsoft.com/en-us/sql-server) | | <img src="https://www.mongodb.com/assets/images/global/favicon.ico" width="16" /> | MongoDB | MongoDB is a source-available cross-platform document-oriented database program. Classified as a NoSQL database program, MongoDB uses JSON-like documents with optional schemas. | [Website](https://www.mongodb.com/) | | <img src="https://labs.mysql.com/common/themes/sakila/favicon.ico" width="16" /> | MySQL | MySQL Database Service is a fully managed database service to deploy cloud-native applications. | [Website](https://www.mysql.com/) | | <img src="https://www.postgresql.org/favicon.ico" width="16" /> | PostgreSQL | PostgreSQL is an enterprise-class open source database management system. It supports both SQL for relational and JSON for non-relational queries. | [Website](https://www.postgresql.org/) | | <img src="https://www.sqlite.org/favicon.ico" width="16" /> | SQLite | SQLite is an open-source, embedded, relational database management system, designed circa 2000. It is a database, with zero configuration, no requirements of a server or installation. Despite its simp... | [Website](https://www.sqlite.org/index.html) | | <img src="https://supabase.io/new/favicon/favicon-32x32.png" width="16" /> | Supabase | Create a backend in less than 2 minutes. Start your project with a Postgres Database, Authentication, instant APIs, and realtime subscriptions. | [Website](https://supabase.io/) | | <img src="https://xserver.app/assets/img/favicon.png" width="16" /> | XServer | XServer - JSON-based backend for Mobile apps, Websites and Unity games. | [Website](https://xserver.app/) | iOS, Android, JavaScript, apps, backend, mobile, website, baas, parse, firebase, database, json, php... | **[⬆ Back to Index](#index)** ### <a name="hosting"><a name="infrastructure-hosting">Hosting</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://a0.awsstatic.com/libra-css/images/site/touch-icon-ipad-144-smile.png" width="16" /> | AWS | Amazon Web Services offers reliable, scalable, and inexpensive cloud computing services. Free to join, pay only for what you use. | [Website](https://aws.amazon.com/) | | <img src="https://azurecomcdn.azureedge.net/cvt-1e062bfe62b371303d7ba3612723f5e334cd5f56fd4e3ea4c0f6e8138bf366b5/images/icon/apple-touch/72x72.png" width="16" /> | Azure | Invent with purpose, realise cost savings and make your organisation more efficient with Microsoft Azure’s open and flexible cloud computing platform. | [Website](https://azure.microsoft.com/) | Azure, Windows Azure, Cloud Service, Cloud Computing Companies | <img src="https://pages.cloudflare.com/resources/logo/logo.svg" width="16" /> | Cloudflare Pages | Cloudflare Pages is a JAMstack platform for frontend developers to collaborate and deploy websites. | [Website](https://pages.cloudflare.com/) | jamstack, serverless, hosting, development | <img src="https://www.gstatic.com/devrel-devsite/prod/v45f61267e22826169cf5d5f452882f7812c8cfb5f8b103a48c0d88727908b295/firebase/images/touchicon-180.png" width="16" /> | Firebase | Firebase is Google’s mobile platform that helps you quickly develop high-quality apps and grow your business. | [Website](https://firebase.google.com/) | | <img src="https://flashdrive.io/assets/images/favicon.ico" width="16" /> | FlashDrive.io | HostingFlashDrive.io is a PaaS service similar to Heroku with a developer-centric approach and a free tier for developers and micro-services. | [Website](https://flashdrive.io)<br />[Facebook](https://www.facebook.com/flashdriveio)<br />[GitHub](https://github.com/flashdriveio)<br />[LinkedIn](https://www.linkedin.com/company/flashdrive/)<br />[Twitter](https://twitter.com/flashdriveio) | | <img src="https://pages.github.com/favicon.ico" width="16" /> | GitHub Pages | Websites for you and your projects, hosted directly from your GitHub repository. Just edit, push, and your changes are live. | [Website](https://pages.github.com/) | | <img src="https://www.herokucdn.com/favicon.ico" width="16" /> | Heroku | Heroku is a platform as a service (PaaS) that enables developers to build, run, and operate applications entirely in the cloud. | [Website](https://www.heroku.com/) | | <img src="https://hostman.com/favicon.ico" width="16" /> | Hostman | Cloud hosting for startups and developers. | [Website](https://hostman.com/) | | <img src="https://www.netlify.com/v3/static/favicon/favicon-32x32.png" width="16" /> | Netlify | Deploy modern static websites with Netlify. Get CDN, Continuous deployment, 1-click HTTPS, and all the services you need. Get started for free. | [Website](https://www.netlify.com/) | | <img src="https://render.com/icons/icon-96x96.png?v=4ab9a3fc5e06e2253bb579a9609a1ecc" width="16" /> | Render | Render is a unified platform to build and run all your apps and websites with free SSL, global CDN, private networks and auto deploys from Git. | [Website](https://render.com/) | | <img src="https://www.stormkit.io/favicon.png" width="16" /> | Stormkit | Stormkit integrates perfectly with your git flow. It builds, deploys and scales your javascript apps seamlessly. | [Website](https://www.stormkit.io/) | | <img src="https://surge.sh/favicon.ico" width="16" /> | Surge | Shipping web projects should be fast, easy, and low risk. Surge is static web publishing for Front-End Developers, right from the CLI. | [Website](https://surge.sh/) | | <img src="https://assets.umbler.com/site/favicons/favicon-96x96.png?v=20201212010736" width="16" /> | Umbler | We are the website and applications hosting that you can trust. Perfect for the current needs of agencies, developers and entrepreneurs. | [Website](https://www.umbler.com/) | | <img src="https://assets.vercel.com/image/upload/q_auto/front/favicon/vercel/76x76.png" width="16" /> | Vercel | Deploy web projects with the best frontend developer experience and highest end-user performance. | [Website](https://vercel.com/) | | **[⬆ Back to Index](#index)** ### <a name="serverless"><a name="infrastructure-serverless">Serverless</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://airtable.com/images/favicon/baymax/favicon-32x32.png" width="16" /> | Airtable | Airtable is a low-code platform for building collaborative apps. Customize your workflow, collaborate, and achieve ambitious outcomes. Get started for free. | [Website](https://airtable.com/) | | <img src="https://pages.cloudflare.com/resources/logo/logo.svg" width="16" /> | Cloudflare Pages | Cloudflare Pages is a JAMstack platform for frontend developers to collaborate and deploy websites. | [Website](https://pages.cloudflare.com/) | jamstack, serverless, hosting, development | <img src="https://workers.cloudflare.com/favicon.ico" width="16" /> | Cloudflare Workers | Cloudflare workers allow you to host serverless code. The free plan is also ideal for static site hosting | [Website](https://workers.cloudflare.com/) | | <img src="https://www.gstatic.com/devrel-devsite/prod/v45f61267e22826169cf5d5f452882f7812c8cfb5f8b103a48c0d88727908b295/firebase/images/touchicon-180.png" width="16" /> | Firebase | Firebase is Google’s mobile platform that helps you quickly develop high-quality apps and grow your business. | [Website](https://firebase.google.com/) | | <img src="https://serverless-stack.com/assets/favicon-32x32.png" width="16" /> | Serverless Stack | Serverless Stack (SST) is a framework that makes it easy to build serverless applications. | [Website](https://serverless-stack.com/) | | <img src="https://supabase.io/new/favicon/favicon-32x32.png" width="16" /> | Supabase | Create a backend in less than 2 minutes. Start your project with a Postgres Database, Authentication, instant APIs, and realtime subscriptions. | [Website](https://supabase.io/) | | **[⬆ Back to Index](#index)** ## <a name="jobs">Jobs</a> ### <a name="boards"><a name="jobs-boards">Boards</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://4dayweek.io/static/media/favicon.png" width="16" /> | 4 day week | Software jobs with a better work / life balance. | [Website](https://4dayweek.io/) | | <img src="https://angel.co/images/icons/iOS/UpdatedFavicon_72x72.png" width="16" /> | AngelList | Apply privately to 130,000+ remote jobs and startup jobs near you with one application. See salary and equity upfront. | [Website](https://angel.co/) | | <img src="https://authenticjobs.com/wp-content/uploads/2020/04/cropped-aj-site-favicon-32x32.png" width="16" /> | Authentic Jobs | The leading job board for designers, developers, and creative pros. | [Website](https://authenticjobs.com/) | | <img src="https://designmodo.com/wp-content/themes/designmodo/assets/favicon/apple-touch-icon-114x114.png" width="16" /> | Design Modo | Remote and full time jobs for web designers and developers. | [Website](https://designmodo.com/jobs/) | | <img src="https://emberwork.com/apple-touch-icon-76x76.png" width="16" /> | EMBERWORK | Whether you're actively looking for a new job or just always open to new opportunities you'll always have access to the best Ember.js jobs- here at EMBERWORK. | [Website](https://emberwork.com/) | | <img src="https://flutterjobs.info/favicon.png" width="16" /> | Flutter Jobs | A job board dedicated to Flutter, the mobile cross platform SDK. We have jobs in Africa, the Americas, Asia, Europe, Oceania, and remote. | [Website](https://flutterjobs.info/) | | <img src="https://golangjob.xyz/img/icons/favicon-32x32.png" width="16" /> | Golang Developer Jobs | Find specific Golang Developer Jobs, including Remote Jobs. You are looking for Golang Developers? Submit your position for free. | [Website](https://golangjob.xyz/) | | <img src="https://uploads-ssl.webflow.com/5fb34e1a86110331f179e419/5fba8ba82dc21a86d020bff8_hire%20.AR%20(1).png" width="16" /> | hire.AR | Search augmented reality jobs, AR Jobs, Virtual Reality Jobs, VR Jobs. Jobs in AR. The best AR jobs for engineers, developers, designers, artists, & more. | [Website](https://hire.ar/) | | <img src="https://hired.com/assets/favicon-f8bba6617971bf8553966d715a950b9b12988ec72984a3c3453c404cda6f2377.ico" width="16" /> | Hired | With Hired your job search has never been easier! Simply create a profile & vetted companies compete for you, reaching out with salary & equity upfront. | [Website](https://hired.com/) | | <img src="https://iosdevjobs.com/wp-content/uploads/2019/01/cropped-favicon-32x32.png" width="16" /> | iOS Dev Jobs | Browse the very best iOS development jobs available, or sign up and get a weekly digest delivered by email every Monday. | [Website](https://iosdevjobs.com/) | | <img src="https://javascriptjob.xyz/img/icons/favicon-32x32.png" width="16" /> | JavaScript Developer Jobs | Find specific JavaScript Developer Jobs, including Remote Jobs. You are looking for JavaScript Developers? Submit your position for free. | [Website](https://javascriptjob.xyz/) | | <img src="https://joblist.app/favicon/favicon-96x96.png" width="16" /> | Joblist.app | A Job Board for Tech Enthusiasts. | [Website](https://joblist.app/) | | <img src="https://larajobs.com/favicon-32x32.png" width="16" /> | Larajobs | Since 2014, the #1 Laravel job board connecting the best jobs with top talent. | [Website](https://larajobs.com/) | | <img src="https://global-uploads.webflow.com/6138f6cb1bda9ece7529a20b/6150c7d3934a945f2b4d11e7_Copy%20of%20The%20Metaverse%20Jobs.png" width="16" /> | Metaverse Jobs | Search for metaverse jobs in augmented reality, virtual reality, NFT, crypto, gaming, and more. | [Website](https://www.themetaversejobs.com/) | | <img src="https://nomadlist.com/assets/logo.svg" width="16" /> | Nomad List | Best places to live for a digital nomad | [Website](https://nomadlist.com/) | | <img src="https://pythonjob.xyz/img/icons/favicon-32x32.png" width="16" /> | Python Developer Jobs | Find specific Python Developer Jobs, including Remote Jobs. You are looking for Python Developers? Submit your position for free. | [Website](https://pythonjob.xyz/) | | <img src="https://reactjobsboard.com/images/apple-touch-icon.png" width="16" /> | ReactJobsBoard | ReactJobsBoard helps you find React & React Native jobs at startups & tech companies. Browse our daily updated job board and find great React & React Native jobs. Find and hire the most talented React... | [Website](https://reactjobsboard.com/) | | <img src="https://www.redditstatic.com/desktop2x/img/favicon/favicon-96x96.png" width="16" /> | redditors for hire | Find employers and employees on Reddit. | [Website](https://www.reddit.com/r/forhire/) | | <img src="https://rocketcrew.space/favicon.ico" width="16" /> | Rocket Crew | The biggest list of Space jobs from New space companies. | [Website](https://rocketcrew.space/)<br />[Instagram](https://www.instagram.com/rocketcrewspace/)<br />[Twitter](https://twitter.com/RocketCrewSpace) | | <img src="https://startup.jobs/assets/favicons/favicon-512x512-77cbfb16810c6425a05f6194cd1df82682ec72f8bf6d9db41ab75e6edd397fc3.png" width="16" /> | Startup Jobs | Looking for a startup job? Apply to 10,000+ jobs at the fastest growing startups. Programming jobs, design jobs, marketing jobs, sales jobs, and more. | [Website](https://startup.jobs/) | | <img src="https://techjobsforgood.com/static/jobs/T_favicon.ico" width="16" /> | Tech Jobs For Good | Tech Jobs for Good helps connect software engineers to jobs at organizations working on social and environmental issues. | [Website](https://techjobsforgood.com/)<br />[LinkedIn](https://www.linkedin.com/company/tech-jobs-for-good/)<br />[Twitter](https://twitter.com/TechJobsforGood) | | <img src="https://vuejobs.com/img/favicon/favicon-96x96.png" width="16" /> | VueJobs | Vue.js jobs is the best place to hire or get hired as Vue.js developer. Find Vue.js talent and reach to thousands of developers. | [Website](https://vuejobs.com/) | | **[⬆ Back to Index](#index)** ### <a name="freelancing"><a name="jobs-freelancing">Freelancing</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://99designs.com/touch-icon-ipad.png" width="16" /> | 99designs | The global creative platform for custom graphic design: logos, websites and more. Hire a talented designer or start a design contest. 500k+ happy customers have used 99designs to grow their business. | [Website](https://99designs.com/) | crowdsource, graphic design, design | <img src="https://assets.codementor.io/icons/favicon-96x96.png" width="16" /> | Codementor | Codementor is the largest community for developer mentorship and an on-demand marketplace for software developers. Get instant coding help, build projects faster, and read programming tutorials from o... | [Website](https://www.codementor.io/) | | <img src="https://assetsv2.fiverrcdn.com/assets/v2_globals/apple-touch-icon-76x76-e74f7616f5a5f00eb18aa6426eeac69c.png" width="16" /> | Fiverr | One marketplace, millions of professional services. Browse. Buy. Done. | [Website](https://www.fiverr.com/) | | <img src="https://www.f-cdn.com/assets/main/en/app-icons/apple-touch-icon.png" width="16" /> | Freelancer | Find & hire top freelancers, web developers & designers inexpensively. World's largest marketplace of 48m. Receive quotes in seconds. Post your job online now. | [Website](https://www.freelancer.com/) | | <img src="https://www.guru.com/favicon-32x32.png" width="16" /> | Guru | Guru is one of the best freelance websites to find & hire Freelancers online and get work done. Freelancers can also search jobs for freelance work and get hired. | [Website](https://www.guru.com/) | | <img src="https://www.peopleperhour.com/img/pph-mobile-banner.png" width="16" /> | PeoplePerHour | Get any project done on PeoplePerHour - the #1 freelancing community. Post a project for free to find professional freelancers and find freelance jobs in minutes! | [Website](https://www.peopleperhour.com/) | | <img src="https://www.redditstatic.com/desktop2x/img/favicon/favicon-96x96.png" width="16" /> | redditors for hire | Find employers and employees on Reddit. | [Website](https://www.reddit.com/r/forhire/) | | <img src="https://frontier-assets.toptal.com/686b47667da72620ad6f4ad7ff314764.png" width="16" /> | Toptal | Toptal enables start-ups, businesses, and organizations to hire freelancers from a growing network of top talent in the world. Find quality talent to work full-time, part-time, or hourly who will seam... | [Website](https://www.toptal.com/) | | <img src="https://www.upwork.com/ab/brontes/favicon.ico" width="16" /> | Upwork | Upwork connects businesses of all sizes to freelancers, independent professionals, and agencies for all their hiring needs. Scale your workforce dynamically as business needs change. | [Website](https://www.upwork.com/) | | **[⬆ Back to Index](#index)** ### <a name="interviews"><a name="jobs-interviews">Interviews</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://iq.js.org/favicon.ico" width="16" /> | JavaScript Interview Questions | Collection of questions that can help you improve your JavaScript knowledge and prepare to an interview. | [Website](https://iq.js.org/) | | <img src="https://quizzes.madza.dev/favicon.ico" width="16" /> | Madza Quizzes | A great resource with 500 free interview questions | [Website](https://quizzes.madza.dev/) | | <img src="https://kajabi-storefronts-production.kajabi-cdn.com/kajabi-storefronts-production/sites/59001/images/QuFIBNIRSwmZ1ZXkLmSQ_favicon.png?v=2" width="16" /> | Tech Interview Pro | Learn the secrets to getting a software engineering job at a big tech company. Using years of industry experience, I have condensed my knowledge to the material that is most important for passing the ... | [Website](https://www.techseries.dev/) | algorithms, data structures | <img src="https://uploads-ssl.webflow.com/5f17477084d0f15f5288e7d1/5f23f0b1139fc4dfad8b714f_favicon.png" width="16" /> | The Coding Interview | Everything you need to ace the coding interview all in one place. Crack the coding interview with just 5 minutes of preparation a day. | [Website](https://www.thecodinginterview.com/) | | **[⬆ Back to Index](#index)** ### <a name="remote-only"><a name="jobs-remote-only">Remote Only</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://bergamot.io/favicon.ico" width="16" /> | Bergamot | Bergamot - Provides the widest selection of remote tech jobs by monitoring over 150,000 companies' career pages. Full-text search and AI-powered geo filter inside. Free, no sign-up required. | [Website](https://bergamot.io/) | | <img src="https://dailyremote.com/assets/favicon/favicon-96.png" width="16" /> | DailyRemote | Find and apply for top remote jobs in Software Development, Design, Support, Sales, Writing, Product, and Others. Start telecommuting & working from home today! | [Website](https://dailyremote.com/) | | <img src="https://www.flexjobs.com/favicon-32x32.png" width="16" /> | FlexJobs | The #1 job site to find hand-screened, remote work from home & flexible jobs since 2007. Find a better way to work in 50+ career categories today! | [Website](https://www.flexjobs.com/) | remote jobs, remote work, telecommuting jobs, telecommute jobs, part-time jobs, freelance jobs, flex... | <img src="https://jobspresso.co/wp-content/uploads/2015/04/Favicon-iOS.jpg" width="16" /> | Jobspresso | Jobspresso is the easiest way to find remote jobs and careers at interesting and innovative companies. | [Website](https://jobspresso.co/) | | <img src="https://jsremotely.com/static/media/favicon-32x32.png" width="16" /> | JS Remotely | Welcome to JS Remotely, the job board with all JavaScript remote jobs in the world. More than 200 remote Node.js, Meteor, Angular, React and Electron jobs are waiting for you. Find your perfect remote... | [Website](https://jsremotely.com/) | javascript jobs, js jobs, remote jobs, remote, jobs, react jobs, angular jobs, vue jobs | <img src="https://justremote.co/favicon.ico" width="16" /> | JustRemote | Discover Remote Jobs from around the world. Give up the commute, work remotely and do what you love, daily, from anywhere. Find your perfect remote development, design, sales or marketing job today. | [Website](https://justremote.co/) | | <img src="https://nomadlist.com/assets/logo.svg" width="16" /> | Nomad List | Best places to live for a digital nomad | [Website](https://nomadlist.com/) | | &nbsp; | Remote Impact | Remote dev jobs to save the world. Find a job with social impact in a company tackling the UNs Sustainable Development Goals. We add jobs daily in 17 key impact areas such as climate change, poverty, ... | [Website](https://www.remoteimpact.io/) | | <img src="https://remoteleaf.com/static/leaf/img/Favicon%402x.png" width="16" /> | Remote Leaf | Remote Leaf aggregates remote jobs in one organized place from 60+ remote job boards, company career pages, AngelList, Linkedin, Reddit, Twitter, Facebook groups and Hacker news hiring. | [Website](https://remoteleaf.com/) | | <img src="https://remote.co/wp-content/uploads/2017/02/retina_favicon_32.png" width="16" /> | Remote.co | Remote.co is a resource for companies that see remote work as an opportunity. | [Website](https://remote.co/) | | <img src="https://uploads-ssl.webflow.com/5faec1ddb9d25e78916f2423/5fc54bdf027e3b778c588959_favicon-256x256.png" width="16" /> | RemoteLeads | Freelancers get your next highly-qualified remote web development project lead sent to your inbox. We search 100s of sources daily to find your next freelance web development project. | [Website](http://remoteleads.io/) | | <img src="https://remoteok.io/assets/favicon-96x96.png?2" width="16" /> | RemoteOK | Looking for a remote job? Remote OK® has 43,534+ remote jobs as a Developer, Designer, Copywriter, Customer Support Rep, Sales Professional, Project Manager and more! Find a career where you can work ... | [Website](https://remoteok.io/) | | <img src="https://remotive.io/web/image/website/1/favicon/" width="16" /> | Remotive | Find the best remote job, working as a developer, customer support rep, product or sales professional... See openings in our categories. All jobs are hand curated and allow remote work. We serve the b... | [Website](https://remotive.io/) | | <img src="https://weworkremotely.com/favicon-96x96.png" width="16" /> | We Work Remotely | Find the most qualified people in the most unexpected places: Hire remote! We Work Remotely is the best place to find and list remote jobs that aren't restricted by commutes or a particular geographic... | [Website](https://weworkremotely.com/) | | <img src="https://www.workingnomads.co/static/jobs/assets/favicon.ico" width="16" /> | Working Nomads | Remote jobs for digital working nomads. Start your telecommuting career and work remotely from home or places around the world. | [Website](https://www.workingnomads.co/jobs) | remote jobs, telecommuting jobs, work from home jobs, remote, telecommuting, virtual, working nomads | **[⬆ Back to Index](#index)** ### <a name="resume-builders"><a name="jobs-resume-builders">Resume Builders</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.cakeresume.com/favicons/favicon-96x96.png" width="16" /> | CakeResume | Build an impressive resume and land that dream job. View online or download the PDF for FREE! CakeResume provides more than 50 resume templates and 1,000+ resume samples to help you make a professiona... | [Website](https://www.cakeresume.com/) | | <img src="https://cdn.gotresumebuilder.com/favicon.ico" width="16" /> | GotResumeBuilder | Resume Builder – Free and easy to use. Sample resumes and tips on how to write a resume available. | [Website](https://www.gotresumebuilder.com/) | resume builder, free resume builder, how to write a resume, how to make a resume, sample resumes | <img src="https://www.hloom.com/favicon.ico" width="16" /> | Hloom | We have the largest library of free Microsoft Office and Google Doc resume templates, paired with a professional resume builder and additional writing features. | [Website](https://www.hloom.com/) | | <img src="https://www.indeed.com/profile/gatsby-assets/icons/icon-96x96.png?v=d69338e3b43810840b9a84d69dbaa30e" width="16" /> | Indeed | Build and upload your resume to Indeed and let your next job find you. | [Website](https://www.indeed.com/create-resume) | | <img src="https://www.myperfectresume.com/wp-content/uploads/2018/07/touch-icon-ipad.png" width="16" /> | MyPerfectResume | Create a perfect resume in just minutes and land the job you deserve. It's fast and easy. Pick a template, customize and download it. Try it now. | [Website](https://www.myperfectresume.com/) | | <img src="https://novoresume.com/images/favi.png" width="16" /> | Novorésumé | Make a perfect resume in 2021 and get your dream job using the free resume builder. Select a template. Personalize it. Get more interviews. | [Website](https://novoresume.com/) | professional resume builder | <img src="https://www.resume.com/static-sites/icons/icon-96x96.png?v=0ceea445248e984002eef72cbba80f75" width="16" /> | Resume | Create a professional resume with the only truly free resume builder online. Browse our templates, then easily build and share your resume. | [Website](https://www.resume.com/) | resume, builder, creator, templates | <img src="https://resumegenius.com/wp-content/uploads/2020/02/resume-genius-favicon-1-150x150.png" width="16" /> | Resume Genius | The only online resume builder that’ll land you interviews. Create a professional resume in minutes, download, and print. Join 10 million happy job seekers. | [Website](https://resumegenius.com/) | | <img src="https://www.resumemaker.online/favicon-32x32.png" width="16" /> | Resume maker | | [Website](https://www.resumemaker.online/) | | <img src="https://www.resume-now.com/favicon.png" width="16" /> | Resume Now | Instantly create a job-winning resume. Resume-Now's resume builder includes job-specific resume templates, resume examples and expert writing tips to help you get the job. | [Website](https://www.resume-now.com/) | | <img src="https://cdn-images.zety.com/images/zety/apple-touch-icon-76x76-precomposed.png" width="16" /> | Zety | Use this online resume maker to build your resume fast and easy. Get expert advice as you write. Download in minutes and start getting interviews. | [Website](https://zety.com/) | | **[⬆ Back to Index](#index)** ## <a name="programming">Programming</a> ### <a name="books"><a name="programming-books">Books</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://eloquentjavascript.net/favicon.ico" width="16" /> | Eloquent JavaScript | This is a book about JavaScript, programming, and the wonders of the digital. | [Website](https://eloquentjavascript.net/) | | &nbsp; | JavaScript for impatient programmers | This book makes JavaScript less challenging to learn for newcomers, by offering a modern view that is as consistent as possible. | [Website](https://exploringjs.com/impatient-js/toc.html) | | <img src="https://jsbooks.revolunet.com/img/ico/apple-touch-icon-114-precomposed.png" width="16" /> | JSbooks | Directory of free JavaScript ebooks. Contribute to revolunet/JSbooks development by creating an account on GitHub. | [Website](https://jsbooks.revolunet.com/)<br />[GitHub](https://github.com/revolunet/JSbooks) | | **[⬆ Back to Index](#index)** ### <a name="charts"><a name="programming-charts">Charts</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://canvasjs.com/wp-content/uploads/images/favicon/canvasjs-favicon-16x16.png?v=1.1" width="16" /> | CanvasJs | HTML5 JavaScript Charts built on top of HTML5 Canvas Element. Renders across devices & is 10x faster than JavaScript Charting libraries based on SVG. | [Website](https://canvasjs.com/) | | <img src="https://www.chartjs.org/favicon.ico" width="16" /> | Chart.js | Simple, clean and engaging HTML5 based JavaScript charts. Chart.js is an easy way to include animated, interactive graphs on your website for free. | [Website](https://www.chartjs.org/) | | <img src="https://gionkunz.github.io/chartist-js/favicon.ico" width="16" /> | Chartist | Create responsive, scalable and good looking charts with chartist.js. | [Website](https://gionkunz.github.io/chartist-js/) | | <img src="https://js.cytoscape.org/img/cytoscape-logo.png" width="16" /> | Cytoscape.js | Graph theory / network library for analysis and visualisation - compatible with CommonJS/Node.js/Browserify/Webpack, AMD/Require.js, npm, Bower, jspm, Meteor/Atmosphere, jQuery, and plain JS/JavaScrip... | [Website](https://js.cytoscape.org/) | | <img src="https://d3js.org/favicon.png" width="16" /> | D3.js | D3 is a JavaScript library for visualizing data with HTML, SVG, and CSS. | [Website](https://d3js.org/) | d3, d3.js, visualization, dom, javascript | <img src="https://dygraphs.com/favicon.ico" width="16" /> | dygraphs | dygraphs is a fast, flexible open source JavaScript charting library. It allows users to explore and interpret dense data sets. | [Website](https://dygraphs.com/) | | <img src="https://www.fusioncharts.com/public/favicon/favicon-32x32.png" width="16" /> | FusionCharts | JavaScript charts for web and mobile apps. 95+ chart types, 1400+ maps and 20+ business dashboards with pre-built themes for any business use-case. Build fast, responsive and highly customizable data ... | [Website](https://www.fusioncharts.com/) | | <img src="https://www.highcharts.com/images/ico/favicon-96x96.png" width="16" /> | Highcharts | Highcharts - Interactive JavaScript charts for your web pages. | [Website](https://www.highcharts.com/) | highcharts, charts, javascript charts, ajax charts, plots, line charts, bar charts, pie charts, java... | <img src="https://morrisjs.github.io/morris.js/favicon.ico" width="16" /> | morris.js | Morris.js is the library that powers the graphs on http://howmanyleft.co.uk/. It's a very simple API for drawing line, bar, area and donut charts. | [Website](https://morrisjs.github.io/morris.js/) | | <img src="https://n3-charts.github.io/line-chart/assets/favicons/favicon-96x96.png" width="16" /> | n3-charts | Awesome charts for Angular. | [Website](https://n3-charts.github.io/line-chart/#/home) | | <img src="http://plottablejs.org/favicon.ico" width="16" /> | Plottable | Flexible, interactive, performant charts for the web made easy. | [Website](http://plottablejs.org/) | | <img src="http://sigmajs.org/assets/images/apple-touch-icon-72x72.png" width="16" /> | sigma.js | Sigma is a JavaScript library dedicated to graph drawing. It makes easy to publish networks on Web pages, and allows developers to integrate network exploration in rich Web applications. | [Website](http://sigmajs.org/) | | **[⬆ Back to Index](#index)** ### <a name="code-challenges"><a name="programming-code-challenges">Code Challenges</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.codechef.com/misc/favicon.ico" width="16" /> | CodeChef | Learn competitive programming with the help of CodeChef's coding competitions. Take part in these online coding contests to level up your skills. | [Website](https://www.codechef.com/) | programming competition, programming contest, online programming, online computer programming | <img src="https://coderbytestaticimages.s3.amazonaws.com/favicon_2.png" width="16" /> | Coderbyte | Improve your coding skills with our library of 300+ challenges and prepare for coding interviews with content from leading technology companies. | [Website](https://coderbyte.com/) | coderbyte, coder byte, coding, coding, bootcamp, code school, programming challenges, practice codin... | <img src="https://www.codewars.com/favicon.ico" width="16" /> | Codewars | Codewars is where developers achieve code mastery through challenge. Train on kata in the dojo and reach your highest potential. | [Website](https://www.codewars.com/) | codewars, code kata, kata, code gym, coding, code practice, ruby, javascript, coffeescript, web deve... | <img src="https://static.codingame.com/assets/favicon_32_32.3e3c075c.png" width="16" /> | CodinGame | CodinGame is a challenge-based training platform for programmers where you can improve your coding skills with fun exercises (25+ languages supported). | [Website](https://www.codingame.com/) | | <img src="https://devchallenges.io/favicon-32x32.png" width="16" /> | devChallenges | devChallenges.io is a community and a platform for anyone who wants to become a Software Engineer by building real-life projects and solving practical tasks. devChallenges.io is built with the goal of... | [Website](https://devchallenges.io/)<br />[Discord](https://discord.com/invite/3R6vFeM)<br />[Twitter](https://twitter.com/devchallengesio) | | <img src="https://s3.amazonaws.com/edabit-images/logo_main_medium.png" width="16" /> | Edabit | Learn to code with fun, bite-sized challenges. Gain XP, unlock achievements and level up. It's like Duolingo for learning to code. | [Website](https://edabit.com/) | learn to code, learn programming, how to code | <img src="https://assets.exercism.io/assets/favicon/apple-touch-icon-72x72-4ebeea76fc0ae80d3bb77a59752c5caf5d7debce078764ef95d6b69caa5e9c0b.png" width="16" /> | Exercism | Code Practice and Mentorship for Everyone. Level up your programming skills with 1,879 exercises across 38 languages, and insightful discussion with our dedicated team of welcoming mentors. Exercism i... | [Website](https://exercism.io/) | | <img src="https://www.frontendmentor.io/static/favicon/favicon-32x32.png" width="16" /> | Frontend Mentor | Improve your front-end skills by building real projects. Solve real-world HTML, CSS and JavaScript challenges whilst working to professional designs. | [Website](https://www.frontendmentor.io/) | frontend, html, css, flexbox, grid, rwd, mobile-first, javascript | <img src="https://www.hackerrank.com/wp-content/uploads/2020/05/hackerrank_cursor_favicon_480px-150x150.png" width="16" /> | HackerRank | HackerRank is the market-leading technical assessment and remote interview solution for hiring developers. Learn how to hire technical talent from anywhere! | [Website](https://www.hackerrank.com/) | | <img src="https://learnjavascript.online/assets/favicons/favicon-32x32.png" width="16" /> | Learn JavaScript | Learn JavaScript in an interactive environment. Read short lessons, take notes, and complete challenges directly in your browser. | [Website](https://learnjavascript.online) | learn javascript, learn javascript online, interactive course | <img src="https://leetcode.com/favicon-96x96.png" width="16" /> | LeetCode | Level up your coding skills and quickly land a job. This is the best place to expand your knowledge and get prepared for your next interview. | [Website](https://leetcode.com/) | | <img src="https://projecteuler.net/favicon.ico" width="16" /> | Project Euler | A website dedicated to the fascinating world of mathematics and programming. | [Website](https://projecteuler.net/) | programming, mathematics, problems, puzzles | <img src="https://react-tutorial.app/assets/favicons/favicon-32x32.png" width="16" /> | React Tutorial | Learn React in an interactive environment. Understand how React works not just how to build with React. | [Website](https://react-tutorial.app) | react tutorial, interactive react course | **[⬆ Back to Index](#index)** ### <a name="code-generators"><a name="programming-code-generators">Code Generators</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://bootify.io/apple-touch-icon.png" width="16" /> | Bootify | Generate Spring Boot prototypes in your browser - with custom database, REST API and best practices applied. | [Website](https://bootify.io/) | | <img src="https://grid.layoutit.com/img/icons/icon-128x128.png" width="16" /> | Layoutit Grid | Quickly design web layouts, and get HTML and CSS code. Learn CSS Grid visually and build web layouts with our interactive CSS Grid Generator. | [Website](https://grid.layoutit.com/)<br />[GitHub](https://github.com/Leniolabs/layoutit-grid) | | <img src="https://vemto.app/favicon.png" width="16" /> | Vemto | Design and generate Laravel/PHP applications in minutes with this desktop tool | [Website](https://vemto.app/) | | **[⬆ Back to Index](#index)** ### <a name="code-snippets"><a name="programming-code-snippets">Code Snippets</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://1loc.dev/assets/favicon.png" width="16" /> | 1LOC | Favorite JavaScript Utilities in single line of code! No more! | [Website](https://1loc.dev/) | JavaScript, JavaScript Utilities, one-liner, one-liner javascript | <img src="https://www.30secondsofcode.org/icons/icon-96x96.png?v=bd273ecf29b2666f8d7669cf855707df" width="16" /> | 30 seconds of code | Browse 1078 short code snippets for all your development needs on 30 seconds of code. | [Website](https://www.30secondsofcode.org/) | | <img src="https://d2d3qesrx8xj6s.cloudfront.net/apple-touch-icon-precomposed.png" width="16" /> | Bootsnipp | A design element gallery for web designers and web developers. Find snippets using HTML, CSS, Javascript, jQuery, and Bootstrap. | [Website](https://bootsnipp.com/) | | <img src="https://carbon.now.sh/static/brand/apple-touch-icon.png" width="16" /> | Carbon | Carbon is the easiest way to create and share beautiful images of your source code. | [Website](https://carbon.now.sh) | | <img src="https://codetogo.io/favicons/favicon-32x32.png" width="16" /> | Code to go | Javascript code to go: Find updated snippets for common JavaScript use cases. | [Website](https://codetogo.io/) | | <img src="https://i1.wp.com/codemyui.com/wp-content/uploads/2017/02/cropped-logo-1.png?fit=32%2C32&ssl=1" width="16" /> | CodeMyUI | Handpicked collection of Web Design & UI Inspiration with Code Snippets. ✅ GIF preview ✅ HTML CSS copy paste code. | [Website](https://codemyui.com/) | | <img src="https://cpwebassets.codepen.io/assets/favicon/favicon-touch-de50acbf5d634ec6791894eba4ba9cf490f709b3d742597c6fc4b734e6492a5a.png" width="16" /> | CodePen | An online code editor, learning environment, and community for front-end web development using HTML, CSS and JavaScript code snippets, projects, and web applications. | [Website](https://codepen.io/) | javascript, css, editor, code, community, social, frontend, front, end, developer, designer, jobs, h... | <img src="https://codesandbox.io/favicon.ico" width="16" /> | CodeSandbox | CodeSandbox is an online code editor and prototyping tool that makes creating and sharing web apps faster. | [Website](https://codesandbox.io/) | react, codesandbox, editor, vue, angular, ide, code, javascript, playground, sharing, spa, single, p... | <img src="https://creativesfeed.com/icons/apple-icon-76x76.png" width="16" /> | CreativesFeed | CreativesFeed works to share the best free code snippets and web development resources online. We create free, downloadable code snippets and provide tutorials on web design and development to help ag... | [Website](https://creativesfeed.com/topics/code-snippets/) | | <img src="https://csslayout.io/assets/favicon.png" width="16" /> | CSS Layout | A collection of popular layouts and patterns made with CSS | [Website](https://csslayout.io/) | CSS layout, CSS pattern, CSS UI pattern | <img src="https://css-tricks.com/apple-touch-icon.png" width="16" /> | CSS-Tricks | CSS-Tricks is a website about websites. | [Website](https://css-tricks.com) | | <img src="http://www.devsamples.com/favicon.ico" width="16" /> | DevSamples | DevSamples is a list of code samples for you to copy and paste into your projects as needed. The primary focus is on web development, but there are samples from a variety of languages. | [Website](http://www.devsamples.com/) | | <img src="https://intersectionobserver.io/favicon.png" width="16" /> | IntersectionObserver Examples | Practical, real world React examples of Intersection Observer | [Website](https://intersectionobserver.io) | IntersectionObserver, IntersectionObserver API, IntersectionObserver examples, React, React Intersec... | <img src="https://ray.so/img/icons/favicon-32x32.png" width="16" /> | Ray.so | Turn your code into beautiful images. Choose from a range of syntax colors, hide or show the background, and toggle between a dark and light window. | [Website](https://ray.so/) | | <img src="https://snappify.io/images/favicon-196.png" width="16" /> | snappify | Snappify helps you to create beautiful code snippets with ease. | [Website](https://snappify.io/) | | <img src="https://cdn.snipit.io/favicon.png" width="16" /> | Snipit | Save and organize your code snippets in the cloud. Share and collaborate with your team members. | [Website](https://snipit.io/) | | <img src="https://assets.startbootstrap.com/img/icons/favicon-32x32.png" width="16" /> | Start Bootstrap | Trusted by tens of millions of users worldwide since 2013, Start Bootstrap develops website themes, templates, snippets, and more to help you get started on your next project! | [Website](https://startbootstrap.com/snippets/) | | <img src="https://bradwoods.io/icons-ac8e8fb7acba0bf710955dec094dc16c/apple-touch-icon-76x76.png" width="16" /> | XState Guide | Minimal code examples of XState concepts. | [Website](https://bradwoods.io/guides/xstate) | | **[⬆ Back to Index](#index)** ### <a name="docs-and-cheatsheets"><a name="programming-docs-and-cheatsheets">Docs & Cheatsheets</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://themeselection.com/wp-content/uploads/2018/07/favicon.ico" width="16" /> | Bootstrap 5 Cheatsheet | An interactive list of Bootstrap 5 classes, variables, and mixins. It also helps you easily find the differences between Bootstrap 4 and Bootstrap 5. | [Website](https://bootstrap-cheatsheet.themeselection.com/) | Bootstrap, Bootstrap cheatsheet, Bootstrap 5, Free cheatsheet, Opensource | &nbsp; | Cheat Sheet Maker | Create and share cheat sheets to study and work with cheat sheet maker. | [Website](https://cheatsheetmaker.com/) | | <img src="https://cheatography.com/images/cheatography-iphone.png" width="16" /> | Cheatography | Find thousands of incredible, original programming cheat sheets, all free to download. | [Website](https://cheatography.com/) | | <img src="https://cssreference.io/favicons/favicon-32x32.png" width="16" /> | CSS Reference | CSS Reference is a free visual guide to CSS. It features the most popular properties, and explains them with illustrated and animated examples. | [Website](https://cssreference.io/) | | <img src="https://dart.dev/assets/touch-icon-ipad-d0181720760b3912858b6d40da1d5586b1e92c7c8656a485ea41005674401e6b.png" width="16" /> | Dart Cheatsheet Codelab | Interactively learn (or relearn) some of Dart's unique features. | [Website](https://dart.dev/codelabs/dart-cheatsheet) | | <img src="https://cdn.devdocs.io/images/apple-icon-76.png" width="16" /> | DevDocs | Fast, offline, and free documentation browser for developers. Search 100+ docs in one web app including HTML, CSS, JavaScript, PHP, Ruby, Python, Go, C, C++, and many more. | [Website](https://devdocs.io) | | <img src="https://devhints.io/assets/favicon.png" width="16" /> | Devhints | A ridiculous collection of web development cheatsheets · One-page guide to. | [Website](https://devhints.io/) | | &nbsp; | Git Cheat Sheets | Reference sheets covering Git commands, features, SVN migrations, and bash. Available in multiple languages. | [Website](https://training.github.com/) | | <img src="https://htmlreference.io/favicons/favicon-32x32.png" width="16" /> | HTML Reference | A free guide to all HTML elements and attributes. | [Website](https://htmlreference.io/) | | <img src="https://intersectionobserver.io/favicon.png" width="16" /> | IntersectionObserver Examples | Practical, real world React examples of Intersection Observer | [Website](https://intersectionobserver.io) | IntersectionObserver, IntersectionObserver API, IntersectionObserver examples, React, React Intersec... | <img src="https://developer.mozilla.org/static/img/favicon72.cc65d1d762a0.png" width="16" /> | MDN Web Docs | The MDN Web Docs site provides information about Open Web technologies including HTML, CSS, and APIs for both Web sites and progressive web apps. It also has some developer-oriented documentation for ... | [Website](https://developer.mozilla.org/en-US/) | | **[⬆ Back to Index](#index)** ## <a name="javascript"><a name="programming-javascript">JavaScript</a></a> ### <a name="react"><a name="programming-javascript-react">React</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.gatsbyjs.com/icons/icon-96x96.png?v=3ad5294f3fa6c06e2d07ab07c76df2cf" width="16" /> | Gatsby | Gatsby is a React-based open source framework with performance, scalability and security built-in. Collaborate, build and deploy 1000x faster with Gatsby Cloud. | [Website](https://www.gatsbyjs.com/) | gatsby, javascript, react, graphql, fast | <img src="https://intersectionobserver.io/favicon.png" width="16" /> | IntersectionObserver Examples | Practical, real world React examples of Intersection Observer | [Website](https://intersectionobserver.io) | IntersectionObserver, IntersectionObserver API, IntersectionObserver examples, React, React Intersec... | <img src="https://nextjs.org/static/favicon/favicon-32x32.png" width="16" /> | Next.js | Production grade React applications that scale. The world’s leading companies use Next.js by Vercel to build static and dynamic websites and web applications. | [Website](https://nextjs.org/) | | <img src="https://reactresources.com/static/favicon.ico" width="16" /> | React Resources | Keep up with the growing React ecosystem! We cover the latest React learning resources, libraries and jobs. | [Website](https://reactresources.com/) | | <img src="https://svg-jsx.netlify.app/favicon-96x96.png" width="16" /> | SVG to JSX | Web site created using create-react-app. | [Website](https://svg-jsx.netlify.app/) | | <img src="https://usehooks.com/favicon.ico" width="16" /> | useHooks | Easy to understand React Hook recipes. | [Website](https://usehooks.com/) | react, javascript, hooks, useState, useEffect, tutorial, demo, code | **[⬆ Back to Index](#index)** ### <a name="tooling"><a name="programming-javascript-tooling">Tooling</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://rome.tools/img/pinned-rome-logo.svg" width="16" /> | Rome | Rome is a linter, compiler, bundler, and more for JavaScript, TypeScript, JSON, HTML, Markdown, and CSS. | [Website](https://rome.tools/) | | **[⬆ Back to Index](#index)** ### <a name="utilities"><a name="programming-javascript-utilities">Utilities</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://1loc.dev/assets/favicon.png" width="16" /> | 1LOC | Favorite JavaScript Utilities in single line of code! No more! | [Website](https://1loc.dev/) | JavaScript, JavaScript Utilities, one-liner, one-liner javascript | **[⬆ Back to Index](#index)** ### <a name="learn"><a name="programming-learn">Learn</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://github.githubassets.com/apple-touch-icon-114x114.png" width="16" /> | Awesome Courses | List of awesome university courses for learning Computer Science. | [GitHub](https://github.com/prakhar1989/awesome-courses) | | <img src="https://bigsondev.com/icons/icon-96x96.png" width="16" /> | BigsonDev | HTML, CSS, JS, React - blog articles, knowledge pills, projects with high-quality designs. Get out of tutorials hell and learn Frontend the right way. | [Website](https://bigsondev.com/) | Frontend Mentor, React Expert, React, Frontend Developer, Frontend projects, Frontend blog, Software... | <img src="https://www.codecademy.com/favicon.ico" width="16" /> | Codecademy | Learn the technical skills you need for the job you want. As leaders in online education and learning to code, we’ve taught over 45 million people using a tested curriculum and an interactive learning... | [Website](https://www.codecademy.com/) | | <img src="https://www.codecombat.com/favicon.ico" width="16" /> | CodeCombat | Learn programming languages by playing the Role Playing Game. Different languages, beginner-friendly learning curve. | [Website](https://www.codecombat.com/) | Python, JavaScript, CoffeeScript, Lua, C++, Java | <img src="https://codepip.com/favicon.ico" width="16" /> | Codepip | Learn to code by playing games. | [Website](https://codepip.com) | | <img src="https://www.codewell.cc/favicon.ico" width="16" /> | Codewell | Improve your HTML and CSS skills by practicing on real world design templates. | [Website](https://www.codewell.cc/) | frontend, html, css, flexbox, grid, javascript | <img src="https://github.githubassets.com/apple-touch-icon-114x114.png" width="16" /> | Computer Science courses with video lectures | List of Computer Science courses with video lectures. | [GitHub](https://github.com/Developer-Y/cs-video-courses) | | <img src="https://d3njjcbhbojbot.cloudfront.net/web/images/favicons/v2/favicon-v2-96x96.png" width="16" /> | Coursera | Join Coursera for free and learn online. Build skills with courses from top universities like Yale, Michigan, Stanford, and leading companies like Google and IBM. Advance your career with degrees, cer... | [Website](https://www.coursera.org/) | | <img src="https://flukeout.github.io/favicon.png" width="16" /> | CSS Diner | A fun game to help you learn and practice CSS selectors. | [Website](https://flukeout.github.io/) | | <img src="https://csslayout.io/assets/favicon.png" width="16" /> | CSS Layout | A collection of popular layouts and patterns made with CSS | [Website](https://csslayout.io/) | CSS layout, CSS pattern, CSS UI pattern | <img src="https://css-tricks.com/apple-touch-icon.png" width="16" /> | CSS-Tricks | CSS-Tricks is a website about websites. | [Website](https://css-tricks.com) | | <img src="https://cssbattle.dev/images/logo-square.png" width="16" /> | CSSBattle | CSS Code Golfing is Here! | [Website](https://cssbattle.dev/) | | <img src="https://devchallenges.io/favicon-32x32.png" width="16" /> | devChallenges | devChallenges.io is a community and a platform for anyone who wants to become a Software Engineer by building real-life projects and solving practical tasks. devChallenges.io is built with the goal of... | [Website](https://devchallenges.io/)<br />[Discord](https://discord.com/invite/3R6vFeM)<br />[Twitter](https://twitter.com/devchallengesio) | | <img src="https://domevents.dev/apple-touch-icon.454d8b40.png" width="16" /> | DOM Events | Learn how the DOM Event system works through exploration. | [Website](https://domevents.dev/) | | <img src="https://www.easeout.co/favicon.ico" width="16" /> | EASEOUT | Coding tutorials about CSS, HTML, JavaScript, and articles about design creativity & modern web development technology. | [Website](https://www.easeout.co/) | | <img src="https://epicreact.dev/icons/icon-96x96.png?v=4fc004c2d47bff97350bf9ba653e0bdd" width="16" /> | Epic React | Strap in and take your React applications to the next level. | [Website](https://epicreact.dev/) | | <img src="https://codingfantasy.com/favicon.ico" width="16" /> | Flexbox Adventure | Flexbox layout has a lot of properties and nuances that are hard to remember, learn it in the fun and interesting way that works – a CSS RPG game! | [Website](https://codingfantasy.com/games/flexboxadventure) | | <img src="http://www.flexboxdefense.com/images/favicon.ico" width="16" /> | Flexbox Defense | Your job is to stop the incoming enemies from getting past your defenses. Unlike other tower defense games, you must position your towers using CSS! | [Website](http://www.flexboxdefense.com/) | | <img src="http://flexboxfroggy.com/favicon.ico" width="16" /> | Flexbox Froggy | A game for learning CSS flexbox. | [Website](http://flexboxfroggy.com/) | | <img src="https://www.java5cript.com/favicon.ico" width="16" /> | Free JavaScript Resources | Learn JavaScript for free | [Website](https://www.java5cript.com/) | | <img src="https://www.freecodecamp.org/icons/icon-96x96.png?v=6cba562cbd10e31af925a976f3db73f7" width="16" /> | freeCodeCamp | Learn to code at home. Build projects. Earn certifications. Since 2014, more than 40,000 freeCodeCamp.org graduates have gotten jobs at tech companies including Google, Apple, Amazon, and Microsoft. | [Website](https://www.freecodecamp.org/) | javascript, js, website, web, development, free, code, camp, course, courses, html, css, react, redu... | <img src="https://frontendmasters.com/favicon-32x32.png" width="16" /> | Frontend Masters | Advance your skills with in-depth, modern JavaScript and front-end engineering courses. | [Website](https://frontendmasters.com/) | | <img src="https://www.frontendmentor.io/static/favicon/favicon-32x32.png" width="16" /> | Frontend Mentor | Improve your front-end skills by building real projects. Solve real-world HTML, CSS and JavaScript challenges whilst working to professional designs. | [Website](https://www.frontendmentor.io/) | frontend, html, css, flexbox, grid, rwd, mobile-first, javascript | <img src="https://www.frontendpractice.com/icons/icon-96x96.png" width="16" /> | Frontend Practice | A collection of real websites for developers to recreate to improve and test their skills. | [Website](https://www.frontendpractice.com/) | | <img src="https://getfrontend.tips/img/favicon.png" width="16" /> | Frontend Tips | Tiny tips, tricks & best practices for front-end development | [Website](https://getfrontend.tips/) | Front-end tips, Front-end tricks, Best front-end practices | <img src="http://cssgridgarden.com/favicon.ico" width="16" /> | Grid Garden | A game for learning CSS grid layout. | [Website](https://cssgridgarden.com/)<br />[GitHub](https://github.com/thomaspark/gridgarden/) | | <img src="https://hackr.io/assets/images/programming-images/programming-favicon-32x32.png" width="16" /> | Hackr.io | Google search shows you hundreds of Programming courses/tutorials, but Hackr.io tells you which is the best one. Find the best online courses &amp; tutorials recommended by the Programming community. ... | [Website](https://hackr.io/) | | <img src="https://intersectionobserver.io/favicon.png" width="16" /> | IntersectionObserver Examples | Practical, real world React examples of Intersection Observer | [Website](https://intersectionobserver.io) | IntersectionObserver, IntersectionObserver API, IntersectionObserver examples, React, React Intersec... | <img src="https://javascript.info/img/favicon/apple-touch-icon-precomposed.png" width="16" /> | JavaScript Info | Modern JavaScript Tutorial: simple, but detailed explanations with examples and tasks, including: closures, document and events, object oriented programming and more. | [Website](https://javascript.info/) | | <img src="https://javascript30.com/images/favion-JS3.png" width="16" /> | JavaScript30 | Build 30 things with vanilla JS in 30 days with 30 tutorials. | [Website](https://javascript30.com/) | | <img src="https://cdn.kastatic.org/images/apple-touch-icon-72x72-precomposed.new.png" width="16" /> | Khan Academy | Learn for free about math, art, computer programming, economics, physics, chemistry, biology, medicine, finance, history, and more. Khan Academy is a nonprofit with the mission of providing a free, wo... | [Website](https://www.khanacademy.org/) | | <img src="https://web.dev/images/favicon-32x32.png" width="16" /> | Learn CSS | An evergreen CSS course and reference to level up your web styling expertise. | [Website](https://web.dev/learn/css/) | | <img src="https://www.learnenough.com/le/apple-touch-icon-precomposed.png" width="16" /> | Learn Enough to Be Dangerous | Learn Enough to Be Dangerous is designed to unleash your technical genius by teaching you technical sophistication. | [Website](https://www.learnenough.com/)<br />[Twitter](https://twitter.com/learnenough)<br />[YouTube](https://www.youtube.com/c/LearnEnough) | | <img src="https://learnjavascript.online/assets/favicons/favicon-32x32.png" width="16" /> | Learn JavaScript | Learn JavaScript in an interactive environment. Read short lessons, take notes, and complete challenges directly in your browser. | [Website](https://learnjavascript.online) | learn javascript, learn javascript online, interactive course | <img src="https://learnxinyminutes.com/favicon.ico" width="16" /> | Learn X in Y minutes | Take a whirlwind tour of your next favorite language. Community-driven! | [Website](https://learnxinyminutes.com/) | | <img src="https://uploads-ssl.webflow.com/5f663366aa4dbb5f5ba60eb6/600f0002c4e610106b7a2dc8_Favicon.png" width="16" /> | Like I Am Five | Learn to code through real-life projects in less than 4 hours. | [Website](https://www.likeiamfive.com/) | | <img src="https://static-exp1.licdn.com/scds/common/u/images/logos/favicons/v1/favicon.ico" width="16" /> | LinkedIn Learning | Learn business, creative, and technology skills to achieve your personal and professional goals. Join LinkedIn Learning today to get access to thousands of courses. | [Website](https://www.linkedin.com/learning) | | <img src="https://mastery.games/favicon.ico?v=2.3" width="16" /> | Mastery Games | Learn frontend development through play, repetition, and sleep. Each game builds up your skills from the ground up using the educational process of scaffolding. You learn one new concept at a time, an... | [Website](https://mastery.games/) | | <img src="https://www.pluralsight.com/etc/clientlibs/pluralsight/main/images/favicons/favicon-96x96.png" width="16" /> | Pluralsight | Build your IT toolkit with the skills you need to excel in your job, including security best practices, server infrastructure and virtualization. Explore our IT courses now. | [Website](https://www.pluralsight.com/) | | <img src="https://www.programiz.com/sites/all/themes/programiz/assets/favicon.png" width="16" /> | Programiz | Learn to code in Python, C/C++, Java, and other popular programming languages with our easy to follow tutorials, examples, online compiler and references. | [Website](https://www.programiz.com/) | | <img src="https://projectlearn.io/projectlearn.png" width="16" /> | ProjectLearn | A project-based learning approach in web development, mobile development, game development, machine learning and artificial intelligence. Learn code the right way! | [Website](https://projectlearn.io/) | project, tutorial, learn code by doing, project based learning, learn code free, web development, ap... | <img src="https://react-tutorial.app/assets/favicons/favicon-32x32.png" width="16" /> | React Tutorial | Learn React in an interactive environment. Understand how React works not just how to build with React. | [Website](https://react-tutorial.app) | react tutorial, interactive react course | <img src="https://scotch.io/favicon-32x32.png" width="16" /> | Scotch | Fun and practical web development. Not just how, but why. | [Website](https://www.scotch.io/)<br />[Facebook](https://www.facebook.com/scotchdevelopment/)<br />[GitHub](https://github.com/scotch-io)<br />[Twitter](https://twitter.com/scotch_io) | development, frontend, javascript, react, vue | <img src="https://scrimba.com/favicon.ico" width="16" /> | Scrimba | Scrimba is a fun and fast way of learning to code! Our interactive courses and tutorials will teach you React, Vue, Angular, JavaScript, HTML, CSS, and more. | [Website](https://scrimba.com/) | | <img src="https://www.sololearn.com/Images/favicon-192x192.png" width="16" /> | SoloLearn | Join Now to learn the basics or advance your existing skills. | [Website](https://www.sololearn.com/) | SoloLearn, Coding, Code, Learn how to code, Learn to code, Learn coding, C++, Java, Python, HTML, CS... | <img src="https://testautomationu.applitools.com/TAU-Green.png" width="16" /> | Test Automation University | Become a test automation superstar! 🌟. | [Website](https://testautomationu.applitools.com/) | | <img src="https://testingjavascript.com/icons/icon-96x96.png?v=7f31b6d20f32956d41d48e0891d645c4" width="16" /> | Testing JavaScript | This course will teach you the fundamentals of testing your JavaScript applications using ESlint, TypeScript, Jest, and Cypress. | [Website](https://testingjavascript.com/) | | <img src="https://www.thenetninja.co.uk/favicon.ico" width="16" /> | The Net Ninja | Black-belt your web skills. Learn JavaScript, CSS, Node.js, React, Vue.js, Firebase, HTML & more. | [Website](https://www.thenetninja.co.uk/)<br />[YouTube](https://www.youtube.com/channel/UCW5YeuERMmlnqo4oq8vwUpg) | html css javascript tutorials "web design" "web development" development "front-end development" wor... | <img src="https://thisthat.dev/assets/favicon.png" width="16" /> | This VS That | What is the difference between ___ and ___ in the front-end development? | [Website](https://thisthat.dev/) | CSS, DOM, HTML, JavaScript, React, TypeScript | <img src="https://static.teamtreehouse.com/assets/apple-touch-icon-76x76-precomposed-7283cd247847d1f21be0e79c52e3524c89adabf69cfc331046319f4ab19be058.png" width="16" /> | Treehouse | High-quality, affordable video courses for coding and design. Build a website, learn a new coding language, and more. | [Website](https://teamtreehouse.com/) | | <img src="https://www.udemy.com/staticx/udemy/images/v6/favicon-96x96.png" width="16" /> | Udemy | Udemy is an online learning and teaching marketplace with over 130,000 courses and 35 million students. Learn programming, marketing, data science and more. | [Website](https://www.udemy.com/) | | <img src="https://ui.dev/icons/icon-96x96.png?v=bafaaa088cd219915cf56ed1d1dff86a" width="16" /> | ui.dev | Comprehensive learning resources for mastering the JavaScript ecosystem. | [Website](https://ui.dev/) | | <img src="https://www.w3schools.com/favicon.ico" width="16" /> | W3Schools | W3Schools is a training website for learning web technologies online. Content includes tutorials and references relating to HTML, CSS, JavaScript, JSON, PHP, Python, AngularJS, React.js, SQL, Bootstra... | [Website](https://www.w3schools.com/) | HTML, CSS, JavaScript, DOM, jQuery, PHP, SQL, XML, Python, Java, Bootstrap, Web, W3CSS, W3C, tutoria... | **[⬆ Back to Index](#index)** ### <a name="newsletters"><a name="programming-newsletters">Newsletters</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://a11yweekly.com/favicon.ico" width="16" /> | A11yWeekly | A weekly dose of web accessibility to help you bring it into your every day work. | [Website](https://a11yweekly.com/) | | <img src="https://dxj7eshgz03ln.cloudfront.net/production/publication/publication_icon/1883/apple_touch_76_c13a8beb-a086-4874-b39b-98081897f1fc.png" width="16" /> | CSS Layout News | A weekly collection of tutorials, news and information on all things CSS Layout. | [Website](https://csslayout.news/) | | <img src="https://css-weekly.com/favicon.ico" width="16" /> | CSS Weekly | Weekly e-mail roundup of latest css articles, tutorials, tools and experiments. | [Website](https://css-weekly.com/) | | <img src="https://css-tricks.com/apple-touch-icon.png" width="16" /> | CSS-Tricks | CSS-Tricks is a website about websites. | [Website](https://css-tricks.com) | | <img src="https://mailchimp.com/release/plums/cxp/images/apple-touch-icon-192.ce8f3e6d.png" width="16" /> | Dev Weekly | A no nonsense newsletter delivered every Sunday with more than 50 resources ranging from mobile to web, UI/UX, Python, database, career, life, challenges and more without any ads or sponsors. It also ... | [Website](https://mailchi.mp/f59beeac6b9b/devupdates) | web, html, css, javascript, code, python, data, ai, mobile, apps, flutter, android, ios, design, wor... | <img src="https://frontendfoc.us/favicon.png" width="16" /> | Frontend Focus | A once–weekly roundup of the best front-end news, articles and tutorials. HTML, CSS, WebGL, Canvas, browser tech, and more. | [Website](https://frontendfoc.us/) | | <img src="https://jamstack.email/favicon.png" width="16" /> | JAMstacked | An email update on the evolving JAMstack ecosystem. | [Website](https://jamstack.email/) | | <img src="https://javascriptweekly.com/favicon.png" width="16" /> | JavaScript Weekly | A newsletter of JavaScript articles, news and cool projects. | [Website](https://javascriptweekly.com/) | | <img src="https://cassidoo.co/img/favicon-32x32.png" width="16" /> | rendezvous with cassidoo | Rendezvous with cassidoo, probably the best newsletter you'll ever read. | [Website](https://cassidoo.co/newsletter/) | | <img src="https://responsivedesign.is/wp-content/themes/rwd-is/favicon-32x32.png" width="16" /> | RWD Weekly Newsletter | A free, once–weekly round-up of responsive design articles, tools, tips, tutorials and inspirational links. I spend hours curating the best content,. | [Website](https://responsivedesign.is/newsletter/) | | <img src="https://sidebar.io/img/sidebar_favicon.svg" width="16" /> | Sidebar | The five best design links, every weekday. | [Website](https://sidebar.io/) | | <img src="https://www.smashingmagazine.com/images/favicon/apple-touch-icon-ipad-76x76.png" width="16" /> | Smashing Newsletter | Every two weeks our editorial team works on short, relevant articles for the upcoming issue. The newsletter is sent out bi-weekly, on Tuesdays. | [Website](https://www.smashingmagazine.com/the-smashing-newsletter/) | | <img src="https://ui.dev/icons/icon-96x96.png?v=bafaaa088cd219915cf56ed1d1dff86a" width="16" /> | ui.dev | Comprehensive learning resources for mastering the JavaScript ecosystem. | [Website](https://ui.dev/) | | **[⬆ Back to Index](#index)** ### <a name="podcasts"><a name="programming-podcasts">Podcasts</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="http://codewinds.com/assets/favicon-64.png" width="16" /> | Code Winds | CodeWinds - Leading edge live and online developer training - in-person, public or private classes, webinars, video courses, resources, tutorials for fullstack web developers. Featuring javascript, Re... | [Website](http://codewinds.com/podcast.html) | web, developer, training, fullstack, live classes, private classes, custom classes, webinars, screen... | <img src="https://s3.amazonaws.com/codenewbie-assets/codenewbie-favicon-new.png" width="16" /> | CodeNewbie | Stories from people on their coding journey. | [Website](https://www.codenewbie.org/podcast/) | careers, development, jobs | <img src="https://cpwebassets.codepen.io/assets/favicon/favicon-touch-de50acbf5d634ec6791894eba4ba9cf490f709b3d742597c6fc4b734e6492a5a.png" width="16" /> | Codepen radio | A podcast all about what it's like running a small web software business. The good, the bad, and the ugly. | [Website](https://blog.codepen.io/radio/) | | <img src="https://blog.codepen.io/favicon.ico" width="16" /> | CodePen Radio | A podcast all about what it's like running a small web software business. The good, the bad, and the ugly. | [Website](https://blog.codepen.io/radio/) | | <img src="https://d12xoj7p9moygp.cloudfront.net/favicon/favicon-96x96.png" width="16" /> | Commit Your Code! | Commit Your Code is about motivating and inspiring developers of all levels to reach their goals in tech. We will be sharing stories and interviewing developers that have gone through this and made it... | [Website](https://anchor.fm/commityourcode) | podcast hosting, free podcast hosting, make a podcast, making a podcast, create a podcast, creating ... | <img src="https://spec.fm/static/meta/android-chrome-192x192.png" width="16" /> | Developer tea | A podcast for developers designed to fit inside your tea break | [Website](https://spec.fm/podcasts/developer-tea) | | <img src="https://res.cloudinary.com/practicaldev/image/fetch/s--t7tVouP9--/c_limit,f_png,fl_progressive,q_80,w_192/https://practicaldev-herokuapp-com.freetls.fastly.net/assets/devlogo-pwa-512.png" width="16" /> | DevNews | DevNews is the news show for developers by developers, hosted by Saron Yitbarek, founder of CodeNewbie, and DEV senior engineers Josh Puetz and Vaidehi Joshi. Each season these experienced devs cover ... | [Website](https://dev.to/devnews) | software development, engineering, rails, javascript, ruby | <img src="https://frontendhappyhour.com/favicon.ico" width="16" /> | Front End Happy Hour | A podcast featuring a panel of Software Engineers from Netflix, Twitch, & Atlassian talking over drinks about all things Front End development. | [Website](https://frontendhappyhour.com/) | | <img src="https://frontendhappyhour.com/favicon.ico" width="16" /> | Frontend Happy Hour | A podcast featuring a panel of Software Engineers from Netflix, Twitch, & Atlassian talking over drinks about all things Front End development. | [Website](https://frontendhappyhour.com/) | frontend, web, web development | <img src="https://fullstackradio.com/favicon-32x32.png" width="16" /> | Full Stack Radio | A podcast for developers interested in building great software products. Hosted by Adam Wathan. | [Website](https://fullstackradio.com/) | technology, software, web, development, product, startup | <img src="https://www.heavybit.com/wp-content/themes/heavybit/favicon.ico" width="16" /> | JAMStack Radio | A show all about the JAMstack, a new way to build fast & secure apps or websites. Brought to you by Heavybit. | [Website](https://www.heavybit.com/library/podcasts/jamstack-radio/) | | <img src="https://javascriptair.com/favicon.ico" width="16" /> | JavaScript Air | The live JavaScript podcast all about JavaScript and the web platform. Available on YouTube, iTunes, and an RSS audio feed. | [Website](https://javascriptair.com/) | | <img src="https://devchat.tv/wp-content/uploads/2020/06/cropped-Logo-web-32x32.png" width="16" /> | JavaScript Jabber | A podcast about JavaScript. | [Website](https://devchat.tv/podcasts/js-jabber/) | | <img src="https://images.squarespace-cdn.com/content/v1/5eb5862de7b09b2f4ce9d8b0/1591444751314-BDTPIAHNC6OL9JUPI791/ke17ZwdGBToddI8pDm48kPiDXGvsflYyBJyQo1azq4aoCXeSvxnTEQmG4uwOsdIceAoHiyRoc52GMN5_2H8WpwThmSRcI1py6W7RkCODkNiWzV0pE_ENkG9GYVFdgY5cMgR9s4Gc--HvYZU6AQIxCw/favicon.ico" width="16" /> | Ladybug | We’re debugging the tech industry. Every Monday. | [Website](https://www.ladybug.dev/) | | <img src="https://uploads-ssl.webflow.com/5a9e6c4d3dd0520001f5b761/5ab8c9dfe92abfbae46d72b8_256%20original.png" width="16" /> | Modern Web | We host podcasts and events in Raleigh and the Bay Area on various topics across the web platform. Learn from others building modern web applications. | [Website](https://www.thisdot.co/modern-web) | | <img src="https://podcast.mgechev.com/favicon.ico" width="16" /> | Programming podcast | The "Programming" podcast with Minko Gechev is a weekly show that aims to make us better software engineers! With each new episode, you'll get exposed to a new idea in a brief and accessible way | [Website](https://podcast.mgechev.com/) | | <img src="https://react30.com/favicon.ico" width="16" /> | React 30 | A podcast about React. | [Website](https://react30.com/) | | <img src="https://image.simplecastcdn.com/images/fd1212b1-7d08-4c5a-8506-00188a4c6528/bb6b7476-a0a9-4ff4-86f0-eded00b3f80a/favicon-red.jpg" width="16" /> | React Native Radio | Exploring React Native Together. | [Website](https://devchat.tv/react-native-radio/) | | <img src="https://image.simplecastcdn.com/images/7672009f-32a0-470f-81b8-77a9748d560e/82cc2a41-1a7b-4c91-b6f0-a461c50830ed/simplecast-logo-32.jpg" width="16" /> | React Podcast | Conversations about React with your favorite developers. | [Website](https://reactpodcast.simplecast.com/) | | <img src="https://shoptalkshow.com/favicon.ico" width="16" /> | ShopTalkShow | A weekly podcast about just building websites from Dave Rupert and Chris Coyier. | [Website](https://shoptalkshow.com/) | product, apps | <img src="https://softskills.audio/apple-touch-icon-76x76.png" width="16" /> | Soft Skills Engineering | It takes more than great code to be a great engineer. Soft Skills Engineering is a weekly advice podcast for software developers about the non-technical stuff that goes into being a great software dev... | [Website](https://softskills.audio/) | | <img src="https://syntax.fm/static/favicon.png" width="16" /> | Syntax | Full Stack Developers Wes Bos and Scott Tolinski dive deep into web development topics, explaining how they work and talking about their own experiences. They cover from JavaScript frameworks like Rea... | [Website](https://syntax.fm) | | <img src="https://changelog.com/favicon.ico" width="16" /> | The Changelog | News and podcasts for developers. | [Website](https://changelog.com/) | | <img src="https://undefined.fm/icons-570a917d807d23df1ae43c8aa270336f/apple-touch-icon-76x76.png" width="16" /> | Undefined | The only engineering podcast with a 2 drink minimum. Hosted by Jared Palmer and Ken Wheeler. | [Website](https://undefined.fm/) | | **[⬆ Back to Index](#index)** ### <a name="templates"><a name="programming-templates">Templates</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://github.com/favicon.ico" width="16" /> | Berry Free React Material Admin Template | Berry is a creative free react admin template build using the Material-UI. It is meant to be the best User Experience with highly customizable feature-riched pages. It is a complete game-changer React... | [GitHub](https://github.com/codedthemes/berry-free-react-admin-template/) | | <img src="https://bootstrapmade.com/theme/img/apple-touch-icon.png" width="16" /> | BootstrapMade | At BootstrapMade, we create beautiful website templates and bootstrap themes using Bootstrap, the most popular HTML, CSS and JavaScript framework. | [Website](https://bootstrapmade.com/) | Bootstrap templates, Bootstrap themes, Bootstrap, Free Bootstrap Templates, Free Bootstrap Themes, W... | <img src="https://bootstraptaste.com/assets/img/apple-touch-icon.png" width="16" /> | BootstrapTaste | 100+ Best Bootstrap templates and HTML Website Templates collections to build your website or app in 2020. | [Website](http://bootstraptaste.com/) | Bootstrap themes, Bootstrap templates, Bootstrap, Free Bootstrap Templates, Website Templates, Templ... | <img src="https://www.bypeople.com/wp-content/themes/bppl-alpha/assets/images/v2/favicon-32x32.png" width="16" /> | ByPeople | ByPeople is a curated network of 10k ready-to-download resources for developers. | [Website](https://www.bypeople.com/)<br />[Facebook](https://www.facebook.com/ByPeopleTeam)<br />[Twitter](https://twitter.com/bypeopleteam) | | <img src="https://www.canva.com/favicon.ico" width="16" /> | Canva | Canva is a graphic design platform, used to create social media graphics, presentations, posters, documents and other visual content. | [Website](https://www.canva.com/) | | <img src="https://colorlib.com/wp/wp-content/uploads/sites/2/2014/05/ipad-colorlib.png" width="16" /> | Colorlib | Colorlib is the ONLY resource you'll need to start a blog using WordPress! We offer comprehensive yet easy to follow guides well suited for beginner bloggers. | [Website](https://colorlib.com/) | | <img src="https://coreui.io/images/favicons/favicon-96x96.png" width="16" /> | CoreUI | Time is our most valuable asset, that’s why we want to help you save it by creating simple, customizable, easy to learn UI components and Admin Templates which significantly cut development time. Core... | [Website](https://coreui.io/) | | <img src="https://cruip.com/wp-content/themes/cruip/dist/images/favicon-96x96.png" width="16" /> | Cruip | Cruip is a gallery of premium and free HTML, Vue.js and React landing page templates for startups and SaaS. | [Website](https://cruip.com/) | | <img src="https://divjoy.com/static/images/favicon/favicon-32x32.png" width="16" /> | Divjoy | The React codebase generator. Divjoy handles all the integration details. From routing to React hooks, you'll have everything you need to build something great. | [Website](https://divjoy.com/) | | <img src="https://www.industrialempathy.com/img/favicon/favicon-192x192.png?hash=2089033c93" width="16" /> | Eleventy High Performance Blog | I'm excited to announce the beta-release of eleventy-high-performance-blog–a high-performance blog template for 11ty based on this very... | [Website](https://www.industrialempathy.com/posts/eleventy-high-performance-blog/) | | <img src="https://freehtml5.co/wp-content/uploads/2019/03/favicon-32x32.png" width="16" /> | FreeHTML5 | Free website templates, free HTML5 templates using Bootstrap framework. High quality free website templates for all. | [Website](https://freehtml5.co/) | | <img src="https://frontendor.com/preview/images/favicon/favicon-32x32.png" width="16" /> | Frontendor | Reusable HTML templates and blocks to help you build beautiful and professional landing pages quickly and easily by COPY-PASTE. | [Website](https://frontendor.com/) | | <img src="https://graygrids.com/wp-content/uploads/Group-1-2.png" width="16" /> | GrayGrids | Biggest Source of Free HTML Website Templates & Bootstrap Themes for Business, Landing Page, Admin Dashboards and Resume & Portfolio Websites. | [Website](https://graygrids.com/) | | <img src="https://html5up.net/assets/icons/apple-touch-icon-precomposed.png" width="16" /> | HTML5 UP | Responsive HTML5 and CSS3 site templates designed by @ajlkn and released under the Creative Commons license. | [Website](https://html5up.net/) | html5, css3, responsive, site template, website template | <img src="https://inovatik.com/images/favicon.png" width="16" /> | Inovatik | HTML templates designed to power up your online projects with responsive layout, included reusable images and simple licensing. | [Website](https://inovatik.com/) | | <img src="https://mobirise.com/assets5/images/logo.png" width="16" /> | Mobirise | Drag and drop website builder. Create awesome responsive websites. Easy & fast - No coding! 2500+ Templates. Free for commercial use. | [Website](https://mobirise.com/) | | <img src="https://gumroad.com/favicon.ico" width="16" /> | SaaS Blocks | SaaS Blocks UI kit enables founders, designers & developers to create the perfect SaaS website. | [Gumroad](https://gumroad.com/a/399283315/FbINx) | | <img src="https://assets.startbootstrap.com/img/icons/favicon-32x32.png" width="16" /> | Start Bootstrap | Trusted by tens of millions of users worldwide since 2013, Start Bootstrap develops website themes, templates, snippets, and more to help you get started on your next project! | [Website](https://startbootstrap.com/snippets/) | | <img src="https://www.styleshout.com/favicon-32x32.png" width="16" /> | StyleShout | Browse our collection of premium-like high-quality free website templates. Beautifully handcrafted designs. The best free website templates you can download. | [Website](https://www.styleshout.com/) | | <img src="https://tailwindtoolbox.com/favicon-32x32.png" width="16" /> | Tailwind Toolbox | Open source starter templates and components, a directory of handy building kits, generators, plugins and useful tools to kick start your Tailwind CSS project. | [Website](https://tailwindtoolbox.com/) | | <img src="https://templated.co/assets/icons/apple-touch-icon-precomposed.png" width="16" /> | Templated | A collection of 867 Creative Commons-licensed CSS, HTML5 and Responsive site templates created by Cherry, Doni, AJ, and co. | [Website](https://templated.co/) | templates, site templates, website templates, freebies, html5, css, responsive, creative commons | <img src="https://templatemo.com/favicon.ico" width="16" /> | TemplateMo | Download 548+ free HTML CSS website templates that included 140+ responsive Bootstrap themes from templatemo and use them for your sites. | [Website](https://templatemo.com/) | | <img src="https://templatesurf.com/images/favicon.png" width="16" /> | Templatesurf | Templatesurf provides HTML templates for better designed websites and landing pages with included images, device mockups and simple license. | [Website](https://templatesurf.com/) | | <img src="https://themeselection.com/wp-content/uploads/2018/07/favicon.ico" width="16" /> | Themeselection | Selected high quality, modern design, professional and easy-to-use Free Admin Dashboard Template, HTML Themes and UI Kits to create your applications faster. | [Website](https://themeselection.com/)<br />[GitHub](https://github.com/themeselection)<br />[Twitter](https://twitter.com/Theme_Selection)<br />[YouTube](https://www.youtube.com/channel/UCuryo5s0CW4aP83itLjIdZg/featured) | HTML, css, Admin template, bootstrap, Vuejs admin templates, UI kits, Freebies | <img src="https://www.tooplate.com/favicon.ico" width="16" /> | Tooplate | Download free HTML CSS website templates from Tooplate and use them for any purpose. Our templates are easy to modify and use for any website. | [Website](https://www.tooplate.com/) | | <img src="https://uicookies.com/wp-content/uploads/2017/08/cropped-favicon-32x32.png" width="16" /> | uiCookies | UiCookies is dent of free bootstrap templates developed by experienced frontend designer & developers. Before buying premium HTML5 template, give drive here. | [Website](https://uicookies.com/) | | <img src="https://uideck.com/wp-content/uploads/2018/12/cropped-uideck-150x150.png" width="16" /> | UIdeck | Free HTML Landing Page Templates Based on Bootstrap Framework for - Business, Startups, SaaS, Personal, and Pretty Much Any Web Projects. | [Website](https://uideck.com/) | | <img src="https://w3lcdn.w3layouts.com/wp-content/uploads/2020/11/cropped-w3layouts-logo-512-32x32.png" width="16" /> | W3Layouts | W3layouts is an online store to download website templates for all types of businesses. | [Website](https://w3layouts.com/) | | <img src="https://www.zerotheme.com/wp-content/uploads/2018/03/logo-zerotheme2-60x60.png" width="16" /> | Zerotheme | Html5 Website Templates designed by #Mik. Free download all templates at Zerotheme : responsive templates, bootstrap themes, ecommerce themes, ... | [Website](https://www.zerotheme.com/) | | **[⬆ Back to Index](#index)** ### <a name="testing"><a name="programming-testing">Testing</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.browserling.com/favicon.ico" width="16" /> | Browserling | Try for free now! Cross browser test your website immediately in all web browsers - Internet Explorer, Edge, Chrome, Safari, Firefox, and Opera. | [Website](https://www.browserling.com/) | | <img src="https://3fxtqy18kygf3on3bu39kh93-wpengine.netdna-ssl.com/wp-content/themes/browserstack/img/favicons/apple-touch-icon.png" width="16" /> | BrowserStack | Instant access to 2000+ browsers and real iOS and Android devices for cross browser testing. Ship apps and websites that work for everyone, every time. Get Free Trial. | [Website](https://www.browserstack.com/) | | <img src="https://www.cypress.io/icons/icon-96x96.png?v=90213ca87017074111a88470199bc242315d18c5" width="16" /> | Cypress | Fast, easy and reliable testing for anything that runs in a browser. Install Cypress in seconds and take the pain out of front-end testing. | [Website](https://www.cypress.io/) | | <img src="https://jestjs.io/img/favicon/favicon.ico" width="16" /> | Jest | 🃏 Delightful JavaScript Testing. | [Website](https://jestjs.io/) | | <img src="https://logrocket-assets.io/img/favicon/favicon-96x96.png" width="16" /> | LogRocket | LogRocket helps you understand problems affecting your users, so that you can get back to building great software. | [Website](https://logrocket.com/) | | <img src="https://github.githubassets.com/favicons/favicon-dark.svg" width="16" /> | Majestic | ⚡ Zero config GUI for Jest. Contribute to Raathigesh/majestic development by creating an account on GitHub. | [Website](https://github.com/Raathigesh/majestic) | | <img src="https://mochajs.org/static/favicon.copy.f17f048f84.ico" width="16" /> | Mocha | Simple, flexible, fun JavaScript test framework for Node.js and the browser. | [Website](https://mochajs.org/) | | <img src="https://www.pcloudy.com/favicon.ico" width="16" /> | pCloudy | Continuous testing platform that helps to speed up the app testing by enabling end to end continuous testing for enterprises. | [Website](https://www.pcloudy.com/)<br />[Facebook](https://www.facebook.com/pcloudydotcom)<br />[LinkedIn](https://www.linkedin.com/company/pcloudy-com/)<br />[Twitter](https://twitter.com/pcloudy_ssts)<br />[YouTube](https://www.youtube.com/c/pcloudy) | | <img src="https://pptr.dev/favicons/favicon-32x32.png" width="16" /> | Puppeteer | Puppeteer is a Node library which provides a high-level API to control Chrome or Chromium over the DevTools Protocol. Puppeteer runs headless by default, but can be configured to run full (non-headles... | [Website](https://pptr.dev/) | | <img src="https://www.selenium.dev/favicon.ico" width="16" /> | Selenium | Selenium is a suite of tools for automating web browsers. | [Website](https://www.selenium.dev/) | | <img src="https://testing-library.com/img/octopus-32x32.png" width="16" /> | Testing Library | Simple and complete testing utilities that encourage good testing practices. | [Website](https://testing-library.com/) | | <img src="https://testing-playground.com/72-production.3633b358.png" width="16" /> | Testing Playground | Simple and complete DOM testing playground that encourage good testing practices. | [Website](https://testing-playground.com/) | | <img src="https://www.testing-whiz.com/favicon.ico" width="16" /> | TestingWhiz | Experience effective test automation of web & mobile apps with an easy & intuitive codeless end-to-end software testing tool, TestingWhiz. Download 30-days free trial. | [Website](https://www.testing-whiz.com/) | | <img src="https://www.getxray.app/wp-content/themes/xpandit/dist/images/favicons/android-chrome-512x512.png" width="16" /> | Xray | The #1 Manual & Automated Testing App for Jira. Plan, Execute and Track your Quality Assurance with Requirements Traceability. | [Website](https://www.getxray.app/) | | **[⬆ Back to Index](#index)** ### <a name="ui-kits-and-libraries"><a name="programming-ui-kits-and-libraries">UI Kits & Libraries</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://getbootstrap.com/docs/5.0/assets/img/favicons/favicon-32x32.png" width="16" /> | Bootstrap | Bootstrap is a free and open-source CSS framework directed at responsive, mobile-first front-end web development. It contains CSS- and JavaScript-based design templates for typography, forms, buttons,... | [Website](https://getbootstrap.com/) | | <img src="https://bulma.io/favicons/favicon-32x32.png?v=201701041855" width="16" /> | Bulma | Bulma is a free, open source CSS framework based on Flexbox and built with Sass. It's 100% responsive, fully modular, and available for free. | [Website](https://bulma.io/) | | <img src="https://chakra-ui.com/favicon.png" width="16" /> | Chakra | Simple, Modular and Accessible UI Components for your React Applications. | [Website](https://chakra-ui.com/) | | <img src="https://choc-ui.tech/favicon-32x32.png" width="16" /> | Choc UI | Choc UI is a set of accessible and reusable components that are commonly used in web applications. | [Website](https://choc-ui.tech/)<br />[Discord](https://discord.gg/XcD8bNv7Ne)<br />[GitHub](https://github.com/anubra266/choc-ui)<br />[Twitter](https://twitter.com/choc_ui) | | <img src="https://daisyui.com/favicon.ico" width="16" /> | daisyUI | Tailwind CSS Components plugin — daisyUI tailwind component library | [Website](https://daisyui.com) | daisy, ui, daisyui, library | <img src="https://v2.grommet.io/img/mobile-app-icon.png" width="16" /> | Grommet | Grommet documentation. | [Website](https://v2.grommet.io/) | React, UI Kit, Grommet, Grommet Design, UI/UX Framework | <img src="https://kitwind.io/icons/icon-96x96.png" width="16" /> | Kometa UI Kit | A marketplace of fully responsive, multi-purpose UI kits, built with Tailwind CSS, for start-ups and products of any kind. | [Website](https://kitwind.io/products/kometa) | | <img src="https://material.io/static/assets/favicon.ico" width="16" /> | Material Design | Build beautiful, usable products faster. Material Design is an adaptable system—backed by open-source code—that helps teams build high quality digital experiences. | [Website](https://material.io/) | | <img src="https://material-ui.com/static/icons/180x180.png" width="16" /> | Material-UI | React components for faster and easier web development. Build your own design system, or start with Material Design. | [Website](https://material-ui.com/) | | <img src="https://materializecss.com/images/favicon/favicon-32x32.png" width="16" /> | Materialize | Materialize is a modern responsive CSS framework based on Material Design by Google. | [Website](https://materializecss.com/) | | <img src="https://nextui.org/favicon.ico" width="16" /> | NextUI | Beautiful, fast, modern React UI Library | [Website](https://nextui.org) | next, ui, nextui, library | <img src="https://onsen.io/icons/favicon.ico" width="16" /> | Onsen UI | Make beautiful hybrid mobile apps using HTML5, CSS and JavaScript. Works with or without any framework including Angular, Meteor, React and Vue. iOS and Android. | [Website](https://onsen.io/) | | <img src="https://openchakra.app/favicon.ico" width="16" /> | OpenChakra | React JSX visual editor for Chakra UI. | [Website](https://openchakra.app/)<br />[GitHub](https://github.com/premieroctet/openchakra) | | <img src="https://www.primefaces.org/wp-content/uploads/fbrfg/favicon-32x32.png" width="16" /> | Prime | Ultimate UI Framework. | [Website](https://www.primefaces.org/) | | <img src="https://react-bootstrap.github.io/favicon.ico" width="16" /> | React Bootstrap | React-Bootstrap replaces the Bootstrap JavaScript. Each component has been built from scratch as a true React component, without unneeded dependencies like jQuery. | [Website](https://react-bootstrap.github.io/) | | <img src="https://rsuitejs.com/favicon.ico" width="16" /> | React Suite | A suite of React components, sensible UI design, and a friendly development experience. | [Website](https://rsuitejs.com/) | | <img src="https://semantic-ui.com/favicon.ico" width="16" /> | Semantic UI | Semantic empowers designers and developers by creating a shared vocabulary for UI. | [Website](https://semantic-ui.com/) | html5, ui, library, framework, javascript | <img src="https://designrevision.com/favicons/favicon-32x32.png?v=1.5.0" width="16" /> | Shards React | Download Shards React a High-Quality & FREE React UI Kit based on Bootstrap 4 Featuring a Modern Design System and Dozens of Components. | [Website](https://designrevision.com/downloads/shards-react/) | | <img src="https://ui.supabase.io/favicon.ico" width="16" /> | Supabase UI | An open-source UI component library inspired by Tailwind and AntDesign. | [Website](https://ui.supabase.io/)<br />[GitHub](GitHub) | | <img src="https://tailwindcss.com/favicon-32x32.png" width="16" /> | Tailwind CSS | Documentation for the Tailwind CSS framework. | [Website](https://tailwindcss.com/) | | <img src="https://tailwindcomponents.com/favicon-32x32.png" width="16" /> | TailwindComponents | Tailwind CSS examples from components by the community. Tailwind chart, grids, inputs, forms, templates and much more. | [Website](https://tailwindcomponents.com/) | | <img src="https://getuikit.com/images/apple-touch-icon.png" width="16" /> | UIkit | UIkit, a lightweight and modular front-end framework for developing fast and powerful web interfaces. | [Website](https://getuikit.com/) | | <img src="https://xstyled.dev/favicon-32x32.png?v=35747667c057871bf481acaf8d249528" width="16" /> | xstyled | A utility-first CSS-in-JS framework built for React. | [Website](https://xstyled.dev/)<br />[GitHub](https://github.com/gregberge/xstyled) | | **[⬆ Back to Index](#index)** ### <a name="youtube-channels"><a name="programming-youtube-channels">YouTube Channels</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Adrian Twarog | I'm Adrian from Australia, a designer and developer who makes websites and apps using platforms like React Native. I'm hoping to share some of the things I've learnt over the years about my career and... | [YouTube](https://www.youtube.com/channel/UCvM5YYWwfLwpcQgbRr68JLQ) | HTML CSS JS UI UX WordPress "React Native" "User Interface Design" Website JavaScript "Graphics desi... | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Ben Awad | I'm a software developer who makes videos about React, React Native, GraphQL, Typescript, Node.js, PostgreSQL, Python, and all things coding. | [YouTube](https://www.youtube.com/channel/UC-8QAzbLcRglXeN_MY9blyw) | react graphql typescript | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Better Coding Academy | Learn to code. Get a job. No longwinded lectures, no tantalising tutorials. Fast and efficient, for the impulsive millennial. | [YouTube](https://www.youtube.com/channel/UCTD_PLq3KAUwkIIs9fk3pAA) | programming "web development" javascript react node.js | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Bitfumes | Hey, Friends, I am a web developer and have knowledge of many languages. I made this channel to share my knowledge with you all and want to learn from you also. | [YouTube](https://www.youtube.com/bitfumes) | | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Coding Tech | Coding Tech partners with the tech conferences around the world that provided Coding Tech with their EXPLICIT permissions to republish videos on this channel. Here's the list of Conferences that provi... | [YouTube](https://www.youtube.com/channel/UCtxCXg-UvSnTKPOzLH4wJaQ) | javascript python css html "machine learning" "artificial intelligence" "software development" progr... | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | CS50 | This is CS50, Harvard University's introduction to the intellectual enterprises of computer science and the art of programming. Demanding, but definitely doable. Social, but educational. A focused top... | [YouTube](https://www.youtube.com/user/cs50tv) | cs50 harvard computer science david j. malan | <img src="https://www.youtube.com/s/desktop/b349a03a/img/favicon_96x96.png" width="16" /> | Decoded Frontend | Decoded Frontend is a source of advanced & pragmatic video tutorials about Angular, GraphQL and Web Development in particular. My name is Dmytro Mezhenskyi. I am an author of this channel and I have b... | [Website](https://www.youtube.com/c/DecodedFrontend/featured) | Angular, GraphQL, Web Development, tutorials | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Dev Ed | Learn web development, web design, 3d modelling, tools like figma and more without getting bored! The goes of this channel is to get you to become as creative you can be! So if you like to create vide... | [YouTube](https://www.youtube.com/c/DevEd/) | web development design javascript tutorials | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | DevTips | DevTips is slowly opening back up! We're excited to start working with a long-time community member, Jay of iEatWebsites, on bringing back top-tier, front-end development content with designers in min... | [YouTube](https://www.youtube.com/channel/UCyIe-61Y8C4_o-zZCtO4ETQ) | HTML CSS Javascript "Web Development" Coding Design | <img src="https://www.youtube.com/s/desktop/b349a03a/img/favicon_96x96.png" width="16" /> | Fireship | High-intensity ⚡ code tutorials to help you build & ship your app faster. Subscribe for new videos every week covering intermediate to advanced lessons about JavaScript, Flutter, Firebase, and modern ... | [Website](https://www.youtube.com/c/Fireship/featured) | #CodeThisNotThat, #100SecondsOfCode, javaScript, flutter, firebase, coding tutorials, Jeff Delaney, ... | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Fun Fun Function | I’m Mattias Petter Johansson, mpj for short. I’ve been a full-time programmer for about ten years. Among others, I've worked for Absolut Vodka, Blackberry and Spotify. Videos are released on MONDAYS... | [YouTube](https://www.youtube.com/channel/UCO1cgjhGzsSYb1rsB4bFe4Q) | javascript "web development" programming software development technology computer science engineerin... | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Google Chrome Developers | Making the web more awesome. | [YouTube](https://www.youtube.com/channel/UCnUYZLuoy1rq1aVMwx4aTzw) | Google Chrome Developers Web CSS Framweorks | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Google Developers | The Google Developers channel features talks from events, educational series, best practices, tips, and the latest updates across our products and platforms. | [YouTube](https://www.youtube.com/channel/UC_x5XG1OV2P6uZZ5FSM9Ttw) | "google developers" developers "Google developers videos" "google developer tutorials" "developer tu... | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Kent C. Dodds | Hi, I'm Kent C. Dodds. I help people make the world better through quality software. | [YouTube](https://www.youtube.com/user/kentdoddsfamily) | JavaScript Programming | <img src="https://www.kevinpowell.co/favicon.ico" width="16" /> | Kevin Powell | Helping you learn how to make the web, and make it look good while you're at it. With videos every Tuesday and Thursday, I'll be bringing you How Tos and Tutorials, as well as simple tips and tricks, ... | [Website](https://www.kevinpowell.co/)<br />[CodePen](https://codepen.io/kevinpowell/)<br />[Discord](https://discord.gg/GaBdxcE)<br />[GitHub](https://github.com/kevin-powell)<br />[Twitch](https://twitch.com/kevinpowellcss)<br />[Twitter](https://twitter.com/kevinJPowell)<br />[YouTube](https://www.youtube.com/channel/UCJZv4d5rbIKd4QHMPkcABCw) | | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | keyframers | An animated, collaborative coding live stream by David Khourshid (@davidkpiano) & Stephen Shaw (@shshaw). We bring imaginative user interfaces to life every Monday @ 17:00 EST/21:00 GMT at https://twi... | [YouTube](https://www.youtube.com/channel/UCtmYk7H-NNYLEe_LgBRYomA) | code "live stream" css html javascript animation | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | LearnCode.academy | 100% FREE Web Development tutorials, web site design tutorials and more. Including, but not limited to: HTML, CSS, JavaScript, CSS Layouts, Responsive Design, React.js, Node.js, Angular.js, Docker, De... | [YouTube](https://www.youtube.com/channel/UCVTlvUkGslCV_h-nSAId8Sw) | "web development" "web design" tutorials web development tutorial learn html css javascript | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | LevelUpTuts | TLDR; 840+ free video tutorials created, recorded, edited, published and maintained by Scott Tolinski. The Story: Level Up Tutorials was created in March of 2012 by Scott Tolinski & Ben Schaaf while w... | [YouTube](https://www.youtube.com/channel/UCyU5wkjgQYGRB0hIHMwm2Sg) | meteor angularjs angular drupal wordpress expression engine sass compass css cms drupal7 tutorials e... | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | MIT OpenCourseWare | Whether you’re a student, a teacher, or simply a curious person that wants to learn, MIT OpenCourseWare (OCW) offers a wealth of insight and inspiration. There are videos, and a whole lot more! | [Website](https://ocw.mit.edu)<br />[YouTube](https://www.youtube.com/user/mit) | MIT OpenCourseWare Free Courses Computer Science Academics Univesity Courses | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | The Coding Train | All aboard! The Coding Train is on its way with creative coding video tutorials on subjects ranging from the basics of programming languages like JavaScript to algorithmic art, machine learning, simul... | [YouTube](https://www.youtube.com/channel/UCvjgXvBlbQiydffZU7m1_aw) | java javascript processing teaching programming beginner tutorial coding challenges art | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | The Future of Programming Languages at the Confluence of Paradigms | Talk on The Future of Programming Languages at the Confluence of Paradigms by Robert "Uncle Bob" Martin | [YouTube](https://www.youtube.com/watch?v=ya1xDCCMh7g) | | <img src="https://www.thenetninja.co.uk/favicon.ico" width="16" /> | The Net Ninja | Black-belt your web skills. Learn JavaScript, CSS, Node.js, React, Vue.js, Firebase, HTML & more. | [Website](https://www.thenetninja.co.uk/)<br />[YouTube](https://www.youtube.com/channel/UCW5YeuERMmlnqo4oq8vwUpg) | html css javascript tutorials "web design" "web development" development "front-end development" wor... | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Thirus | Thirus (pronounced "thigh-rus") is an effort to bring hundreds of simple web development tips and tutorials together that you can consume regularly on your coding journey. I am Shruti Balasa - the own... | [YouTube](https://www.youtube.com/channel/UCDQTzZ871T7uJpx9yeMPhAw) | | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Traversy Media | Traversy Media features the best online web development and programming tutorials for all of the latest web technologies including Node.js, Angular 2, React.js, PHP, Rails, HTML, CSS and much more. | [YouTube](https://www.youtube.com/channel/UC29ju8bIPH5as8OGnQzwJyA) | "Programming Tutorials" "Web Development Tutorials" "Web Development Videos" "Web Design Tutorials" ... | <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | Wes Bos | HTML, CSS, JavaScript and WordPress web development tutorials! | [YouTube](https://www.youtube.com/channel/UCoebwHSTvwalADTJhps0emA) | JavaScript jQuery HTML5 CSS3 development web design css php wordpress | **[⬆ Back to Index](#index)** ## <a name="tools-and-utilities">Tools & Utilities</a> ### <a name="accessibility"><a name="tools-and-utilities-accessibility">Accessibility</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://accessibility.18f.gov/checklist/favicon.ico" width="16" /> | 18F Accessibility Guide | A simple checklist for determining if your site is accessible. | [Website](https://accessibility.18f.gov/checklist/) | | <img src="https://a11y-style-guide.com/favicons/favicon-96x96.png" width="16" /> | A11Y Style Guide | Style guide and pattern library promoting accessible components and WCAG compliance criteria. | [Website](https://a11y-style-guide.com/style-guide/) | | <img src="https://a11ygator.chialab.io/favicon.png" width="16" /> | A11ygator | An application, a Twitter bot and a browser extension that bites websites to taste their accessibility. | [Website](https://a11ygator.chialab.io/) | | <img src="https://a11yengineer.com/assets/images/favicons/favicon-32x32.png" width="16" /> | Accessibility Engineer | Accessibility Engineer · Web Checklist · Native App Checklist. Accessibility Acceptance Criteria. Web Accessibility Checklist · Native Accessibility Checklist. | [Website](https://a11yengineer.com/) | | <img src="https://uploads-ssl.webflow.com/5f47cec00744f533cf1b42cb/5f48bf20e685fcb903e66d96_touchicon.png" width="16" /> | Accessibility Resources | A growing list of accessibility tools and resources. | [Website](https://a11yresources.webflow.io/) | | <img src="https://github.githubassets.com/favicons/favicon-dark.svg" width="16" /> | accessibilityjs | Client side accessibility error scanner. Contribute to github/accessibilityjs development by creating an account on GitHub. | [Website](https://github.com/github/accessibilityjs) | | <img src="https://learnui.design/tools/favicon.ico" width="16" /> | Accessible Color Generator | A tool for creating color variations on a base color to meet WCAG AA or AAA color contrast ratio guidelines. | [Website](https://learnui.design/tools/accessible-color-generator.html) | | <img src="https://achecker.ca/images/favicon.ico" width="16" /> | AChecker | AChecker is a Web accessibility evalution tool designed to help Web content developers and Web application developers ensure their Web content is accessible to everyone regardless to the technology th... | [Website](https://achecker.ca/checker/index.php) | achecker, free, open source, accessibility checker, accessibility reviewer, accessibility evaluator,... | <img src="https://allyjs.io/favicon.ico" width="16" /> | ally.js | JavaScript library to help modern web applications with accessibility concerns by making accessibility simpler. | [Website](https://allyjs.io/) | | <img src="https://github.githubassets.com/favicons/favicon-dark.svg" width="16" /> | Awesome a11y | :wheelchair: A curate list about A11Y. Contribute to brunopulis/awesome-a11y development by creating an account on GitHub. | [Website](https://github.com/brunopulis/awesome-a11y) | | <img src="https://github.githubassets.com/favicons/favicon-dark.svg" width="16" /> | Checka11y.css | A CSS stylesheet to quickly highlight a11y concerns. - jackdomleo7/Checka11y.css. | [Website](https://github.com/jackdomleo7/Checka11y.css) | | &nbsp; | Color Contrast Checker | Make sure your website has accessible colors. | [Website](https://zarhasan.github.io/color-contrast-checker/) | | <img src="https://color.review/favicon-32x32.png" width="16" /> | Color.review | A modern tool for exploring and finding accessible colors. Make sure that everyone can see your creations. | [Website](https://color.review/) | | &nbsp; | Contrast Ratio | Easily calculate color contrast ratios. | [Website](https://contrast-ratio.com/) | | <img src="https://www.html5accessibility.com/favicon.ico" width="16" /> | HTML5 Accessibility | Get the current accessibility support status of HTML5 features across major browsers | [Website](https://www.html5accessibility.com/) | | <img src="https://inclusive-components.design/favicon.ico" width="16" /> | Inclusive Components | A blog trying to be a pattern library. All about designing inclusive web interfaces, piece by piece. | [Website](https://inclusive-components.design/) | | <img src="https://tenon.io/icons/icon-96x96.png" width="16" /> | Tenon | Accessibility as a Service. | [Website](https://tenon.io/) | accessibility, a11y, testing | <img src="https://www.a11yproject.com/apple-touch-icon.png" width="16" /> | The A11Y Project | The A11Y Project is a community-driven effort to make digital accessibility easier. | [Website](https://www.a11yproject.com/) | | <img src="https://wave.webaim.org/favicon.ico" width="16" /> | WAVE | WAVE is a suite of evaluation tools that helps authors make their web content more accessible to individuals with disabilities. WAVE can identify many accessibility and Web Content Accessibility Guide... | [Website](https://wave.webaim.org/) | | **[⬆ Back to Index](#index)** ### <a name="analytics"><a name="tools-and-utilities-analytics">Analytics</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://beampipe.io/favicon-32x32.png" width="16" /> | beampipe | Beampipe is a simple, privacy-focussed alternative to Google Analytics with a free tier for small sites. | [Website](https://beampipe.io/) | | <img src="https://usefathom.com/assets/favicon.svg?v=3" width="16" /> | Fathom | Fathom Analytics is simple, GDPR + CCPA + PECR compliant website analytics tool, no cookie notice required. No tracking or storing personal data of your users. | [Website](https://usefathom.com/) | | <img src="https://static.zgo.at/favicon/favicon-32x32.png" width="16" /> | GoatCounter | GoatCounter is an open source web analytics platform available as a hosted service (free for non-commercial use) or self-hosted app. | [Website](https://www.goatcounter.com/) | | <img src="https://kindmetrics.io/assets/images/favicon-96x96.png" width="16" /> | Kindmetrics | Kindmetrics is a strictly privacy-focused website analytics tool to help you find referrers and measure good content quickly. A more excellent way to dig into your visitors without the visitors giving... | [Website](https://kindmetrics.io/) | | <img src="https://img.matomo.org/spai/q_lossless+ret_img/https://static.matomo.org/wp-content/uploads/2018/11/cropped-DefaultIcon-32x32.png" width="16" /> | Matomo | Matomo's the Google Analytics alternative that protects your data and your customer's privacy. A powerful web analytics platform with 100% data ownership. | [Website](https://matomo.org/) | | <img src="https://metrical.xyz/icons/icon-96x96.png?v=783621c4a822f77387baf5d580f65aeb" width="16" /> | Metrical | Metrical is web analytics tool that is easy to use, privacy oriented and where you don't have to have a marketing degree to know how to use it. | [Website](https://metrical.xyz/) | | <img src="https://www.offen.dev/theme/images/favicon.ico" width="16" /> | Offen | Offen is an open alternative to common web analytics tools. Gain insights while your users have full access to their data. Lightweight, self hosted and free. | [Website](https://www.offen.dev/) | | <img src="https://plausible.io/assets/images/icon/favicon.png" width="16" /> | Plausible | Plausible is a lightweight and open-source web analytics tool. Your website data is 100% yours and the privacy of your visitors is respected. | [Website](https://plausible.io/) | | <img src="https://simpleanalytics.com/favicon-32x32.png" width="16" /> | Simple Analytics | Simple Analytics gives you the analytics you need without invading the privacy of your users, with a clean interface, and simple integration. GDPR, CCPA and, PECR compliant because we don't handle PII... | [Website](https://simpleanalytics.com/) | | <img src="https://splitbee.io/icons/favicon-32x32.png" width="16" /> | Splitbee | Splitbee provides Analytics, Automation, User Funnel and A/B Testing. | [Website](https://splitbee.io) | | **[⬆ Back to Index](#index)** ### <a name="api-building"><a name="tools-and-utilities-api-building">API Building</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.gstatic.com/devrel-devsite/prod/vbd4700e58d826f0eab371eadc20e0e343567df356800794a790eebf2ac059db2/cloud/images/favicons/onecloud/super_cloud.png" width="16" /> | Apigee | Apigee, part of Google Cloud, helps leading companies design, secure, and scale application programming interfaces (APIs). Try Apigee Edge for free. | [Website](https://cloud.google.com/apigee) | | <img src="https://appwrite.io/images/favicon.png" width="16" /> | Appwrite | Appwrite provides web and mobile developers with a set of easy-to-use and integrate REST APIs to manage their core backend needs. | [Website](https://appwrite.io/)<br />[Discord](https://appwrite.io/discord)<br />[Facebook](https://www.facebook.com/appwrite.io)<br />[GitHub](https://github.com/appwrite/appwrite)<br />[LinkedIn](https://www.linkedin.com/company/appwrite)<br />[Twitter](https://twitter.com/appwrite_io) | | <img src="https://hoppscotch.io/_nuxt/icons/icon_512x512.9834b3.png" width="16" /> | Hoppscotch | Helps you create requests faster, saving precious time on development. | [Website](https://hoppscotch.io/) | hoppscotch, hopp scotch, hoppscotch online, hoppscotch app, postwoman, postwoman chrome, postwoman o... | <img src="https://insomnia.rest/icons/icon-96x96.png?v=b68a1a35ee1565b759a2d4edb26074be" width="16" /> | Insomnia | Design & Debug APIs like a human, not a robot. | [Website](https://insomnia.rest/) | | <img src="https://cdn-static.paw.cloud/img/favicons/favicon-96x96-f769fad588.png" width="16" /> | Paw | Paw is a full-featured HTTP client that lets you test and describe the APIs you build or consume. It has a beautiful native macOS interface to compose requests, inspect server responses, generate clie... | [Website](https://paw.cloud/) | | <img src="https://www.postman.com/web-assets/icons/icon-96x96.png?v=13d51aa1bbfaacb557bf41b85783e441" width="16" /> | Postman | Postman makes API development easy. Our platform offers the tools to simplify each step of the API building process and streamlines collaboration so you can create better APIs faster. | [Website](https://www.postman.com/) | | <img src="https://rapidapi.com/wp-content/uploads/2020/07/favicon-2.png" width="16" /> | RapidAPI | Use RapidAPI to Find, Connect, & Share 1000s of APIs using our Multi-cloud platform. Improve Developer Experience with API Design, Testing, Monitoring, & More! | [Website](https://rapidapi.com/)<br />[Facebook](https://www.facebook.com/Rapid-API-860822767286196)<br />[LinkedIn](https://www.linkedin.com/company/rapidapi)<br />[Twitter](https://twitter.com/rapid_api)<br />[YouTube](https://www.youtube.com/channel/UCk-vgkXZUzwd5hmpQ2it9_g) | | <img src="https://retool.com/favicon.png" width="16" /> | Retool | Retool is the fast way to build internal tools. Drag-and-drop our building blocks and connect them to your databases and APIs to build your own tools, instantly. Connects with Postgres, REST APIs, Gra... | [Website](https://retool.com/)<br />[LinkedIn](https://www.linkedin.com/company/tryretool)<br />[Twitter](https://twitter.com/retool) | | <img src="https://serverless-stack.com/assets/favicon-32x32.png" width="16" /> | Serverless Stack | Serverless Stack (SST) is a framework that makes it easy to build serverless applications. | [Website](https://serverless-stack.com/) | | <img src="https://static1.smartbear.co/swagger/media/assets/swagger_fav.png" width="16" /> | Swagger | Simplify API development for users, teams, and enterprises with our open source and professional toolset. Find out how Swagger can help you and get started today. | [Website](https://swagger.io/) | | **[⬆ Back to Index](#index)** ### <a name="browsers-and-extensions"><a name="tools-and-utilities-browsers-and-extensions">Browsers & Extensions</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://angular.io/assets/images/favicons/favicon-96x96.png" width="16" /> | Angular DevTools | Angular DevTools extends Chrome DevTools adding Angular specific debugging and profiling capabilities. You can use Angular DevTools to understand the structure of your application and preview the stat... | [Website](https://angular.io/guide/devtools) | dev tools, angular, profiler, profiling | <img src="https://cdn.blisk.io/favicons/favicon-96x96.png?v=d9954ab765a2471d985e27862d3d940c" width="16" /> | Blisk | Download Blisk - a browser for web developers. Blisk - is a developer oriented browser with devices, URL and scroll sync, auto-refresh, screenshots and screen recorder. | [Website](https://blisk.io/) | Blisk, browser, download, developer, actions synchronization, sync, devices, analytics, screenshots,... | <img src="https://brave.com/static-assets/images/brave-favicon.png" width="16" /> | Brave | The Brave browser is a fast, private and secure web browser for PC, Mac and mobile. Download now to enjoy a faster ad-free browsing experience that saves data and battery life by blocking tracking sof... | [Website](https://brave.com/) | | <img src="https://ssl.gstatic.com/chrome/webstore/images/icon_96px.png" width="16" /> | Check My Links | Check My Links is a link checker that crawls through your webpage and looks for broken links. | [Website](https://chrome.google.com/webstore/detail/check-my-links/ojkcdipcgfaekbeaelaapakgnjflfglf?hl=en) | | <img src="https://www.google.com/chrome/static/images/favicons/favicon-96x96.png" width="16" /> | Chrome | Get more done with the new Google Chrome. A more simple, secure, and faster web browser than ever, with Google’s smarts built-in. Download now. | [Website](https://www.google.com/chrome/) | | <img src="https://www.google.com/chrome/static/images/favicons/favicon-96x96.png" width="16" /> | Chrome Canary | Get on the bleeding edge of the web with Chrome Canary designed for experienced developers and updated nightly. | [Website](https://www.google.com/chrome/canary/) | | <img src="https://www.google.com/chrome/static/images/favicons/favicon-96x96.png" width="16" /> | Chrome Dev | Google Chrome for developers was built for the open web. Test cutting-edge web platform APIs and developer tools that are updated weekly. | [Website](https://www.google.com/chrome/dev/) | | <img src="https://www.colorzilla.com/favicon.ico" width="16" /> | ColorZilla | Advanced Eyedropper, Color Picker, Gradient Generator and more. | [Website](https://www.colorzilla.com/) | | <img src="https://getcssscan.com/favicon-32x32.png" width="16" /> | CSS Scan | Goodbye to "Inspect Element" — Visualize the CSS of any element you hover over, instantly, and copy its entire rules with a single click. | [Website](https://getcssscan.com/)<br />[Facebook](https://www.facebook.com/cssscan/)<br />[Instagram](https://instagram.com/cssscan)<br />[Twitter](https://twitter.com/cssscan) | | <img src="https://ssl.gstatic.com/chrome/webstore/images/icon_96px.png" width="16" /> | CSSViewer | A simple CSS property viewer. | [Website](https://chrome.google.com/webstore/detail/cssviewer/ggfgijbpiheegefliciemofobhmofgce) | | <img src="https://www.microsoft.com/favicon.ico" width="16" /> | Edge | See what's new on the latest version of the Microsoft Edge browser. Explore features, rewards, and more before you download the new browser today. | [Website](https://www.microsoft.com/en-us/edge) | internet browser, web browser, microsoft edge, download microsoft edge, new browser, new microsoft e... | <img src="https://edgetipscdn.microsoft.com/insider-site/images/favicon.fbd89822.png" width="16" /> | Edge Canary | Want to see what we were working on yesterday? Canary will be released automatically almost every night to keep you up to date on our progress. | [Website](https://www.microsoftedgeinsider.com/en-us/welcome?channel=canary) | | <img src="https://edgetipscdn.microsoft.com/insider-site/images/favicon.fbd89822.png" width="16" /> | Edge Dev | Our dev builds are the best representation of our improvements in the past week. They have been tested by the Microsoft Edge team, and are generally more stable than Canary. | [Website](https://www.microsoftedgeinsider.com/en-us/welcome?channel=dev) | | <img src="https://www.mozilla.org/media/img/favicons/firefox/browser/favicon-196x196.59e3822720be.png" width="16" /> | Firefox | Faster page loading, less memory usage and packed with features, the new Firefox is here. | [Website](https://www.mozilla.org/en-US/firefox/new/) | | <img src="https://www.mozilla.org/media/img/favicons/firefox/browser/developer/favicon-196x196.b8d17dd1dda2.png" width="16" /> | Firefox Developer | Firefox Developer Edition is the blazing fast browser that offers cutting edge developer tools and latest features like CSS Grid support and framework debugging. | [Website](https://www.mozilla.org/en-US/firefox/developer/) | | <img src="https://www.mozilla.org/media/img/favicons/firefox/browser/nightly/favicon-196x196.f6d874cabab4.png" width="16" /> | Firefox Nightly | Get a sneak peek at our next generation web browser, and help us make it the best browser it can be | [Website](https://www.mozilla.org/en-US/firefox/69.0a1/releasenotes/) | | <img src="https://www.lambdatest.com/favicon.ico" width="16" /> | LambdaTest | Perform manual or automated cross browser testing on 2000+ browsers online. Deploy and scale faster with the most powerful cross browser testing tool online. | [Website](https://www.lambdatest.com/) | cross browser testing free, cross browser testing, cross browser testing tools, crossbrowser testing... | <img src="https://www.octotree.io/favicon-32x32.png" width="16" /> | Octotree | GitHub on steroids. | [Website](https://www.octotree.io/) | | <img src="https://cdn-production-opera-website.operacdn.com/staticfiles/assets/images/favicon/favicon-32x32.d80e4bdc6a9f.png" width="16" /> | Opera | Get a faster, better browser. Opera's free VPN, Ad Blocker, integrated messengers and private mode help you browse securely and smoothly. Share files instantly between your desktop and mobile browsers... | [Website](https://www.opera.com/) | | <img src="https://polypane.app/icons/icon-96x96.png?v=5df5528946772487a6ab462ff2125f26" width="16" /> | Polypane | A browser for web developers and designers with all the tools you need to build responsive, accessible and fast sites five times faster. | [Website](https://polypane.app/) | | <img src="https://ssl.gstatic.com/chrome/webstore/images/icon_96px.png" width="16" /> | React DevTools | Adds React debugging tools to the Chrome Developer Tools. Created from revision f160547f47 on 12/4/2020. | [Website](https://chrome.google.com/webstore/detail/react-developer-tools/fmkadmapgofadopljbjfkapdkoienihi?hl=en) | | <img src="https://responsively.app/icons/icon-96x96.png?v=a7d0de524bb1ca8ac597715219a3760c" width="16" /> | Responsively | A dev-tool that aids faster and precise responsive web development. | [Website](https://responsively.app/) | | <img src="https://developer.apple.com/favicon.ico?51002006191" width="16" /> | Safari Technology Preview | Safari is the best way to see the sites on iPhone, iPad, and Mac. Safari Technology Preview gives you an early look at upcoming web technologies in macOS and iOS. | [Website](https://developer.apple.com/safari/technology-preview/) | | <img src="https://sizzy.co/favicon.ico" width="16" /> | Sizzy | Stop wasting time and speed up your development workflow. | [Website](https://sizzy.co/) | | <img src="https://toastlog.com/img/favicon/favicon-32x32.png" width="16" /> | toast.log | See errors, warnings, and logs as they happen on your site — without having to open the browser’s console. Find bugs you didn't know were there via notifications in our unique toast format. | [Website](https://toastlog.com/) | | <img src="https://vuejs.org/images/icons/favicon-96x96.png" width="16" /> | Vue.js devtools | Browser devtools extension for debugging Vue.js applications | [Website](https://devtools.vuejs.org/)<br />[GitHub](https://github.com/vuejs/devtools) | dev tools, Vue, debugging, extension, browser extension | <img src="https://www.wappalyzer.com/apple-touch-icon.png" width="16" /> | Wappalyzer | Find out the technology stack of any website. Create lists of websites and contacts by the technologies they use. | [Website](https://www.wappalyzer.com/) | | <img src="https://cdn.chrispederick.net/images/7.2/logos/256.png" width="16" /> | Web Developer | Download the Web Developer extension for Chrome and Firefox. | [Website](https://chrispederick.com/work/web-developer/) | | <img src="https://ssl.gstatic.com/chrome/webstore/images/icon_96px.png" width="16" /> | Web Developer Checklist | Analyses any web page for violations of best practices. | [Website](https://chrome.google.com/webstore/detail/web-developer-checklist/iahamcpedabephpcgkeikbclmaljebjp?hl=en) | | <img src="https://ssl.gstatic.com/chrome/webstore/images/icon_96px.png" width="16" /> | WhatFont | The easiest way to identify fonts on web pages. | [Website](https://chrome.google.com/webstore/detail/whatfont/jabopobgcpjmedljpbcaablpmlmfcogm?hl=en) | | **[⬆ Back to Index](#index)** ### <a name="command-line"><a name="tools-and-utilities-command-line">Command Line</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://cmdchallenge.com/favicon.ico" width="16" /> | cmd challenge | Learn the command line. | [Website](https://cmdchallenge.com/)<br />[Twitter](https://twitter.com/thecmdchallenge) | | <img src="https://explainshell.com/favicon.ico" width="16" /> | explainshell | Match command-line arguments to their help text. | [Website](https://explainshell.com/)<br />[GitHub](https://github.com/idank/explainshell) | | **[⬆ Back to Index](#index)** ### <a name="domains"><a name="tools-and-utilities-domains">Domains</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://domain.garden/favicon.ico" width="16" /> | domain.garden | Instantly search across 1000+ new domain name extensions. Generate clever names, compare registry prices, and list popular examples per TLD. | [Website](https://domain.garden/) | | <img src="https://www.escrow.com/build/images/favicons/favicon-32x32.png" width="16" /> | Escrow | Secure online payment processing from the world’s largest online escrow service since 1999. Trusted by 1M+ users. Priced as low as 0.89%. For transactions $100 to $10M+. | [Website](https://www.escrow.com/) | | **[⬆ Back to Index](#index)** ### <a name="editors-and-extensions"><a name="tools-and-utilities-editors-and-extensions">Editors & Extensions</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | AppCode | An intelligent IDE for iOS/macOS development focused on code quality, efficient code navigation, smart code completion, on-the-fly code analysis with quick-fixes and superior code refactorings. | [Website](https://www.jetbrains.com/objc/) | | <img src="https://atom.io/favicon.ico" width="16" /> | Atom | At GitHub, we’re building the text editor we’ve always wanted: hackable to the core, but approachable on the first day without ever touching a config file. We can’t wait to see what you build with it. | [Website](https://atom.io/) | | <img src="http://brackets.io/favicon.ico" width="16" /> | Brackets | Brackets is a lightweight, yet powerful, modern text editor. We blend visual tools into the editor so you get the right amount of help when you want it. With new features and extensions released every... | [Website](http://brackets.io/) | | <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | CLion | A powerful IDE from JetBrains helps you develop in C and C++ on Linux, macOS and Windows. | [Website](https://www.jetbrains.com/clion/) | | <img src="https://cpwebassets.codepen.io/assets/favicon/favicon-touch-de50acbf5d634ec6791894eba4ba9cf490f709b3d742597c6fc4b734e6492a5a.png" width="16" /> | CodePen | An online code editor, learning environment, and community for front-end web development using HTML, CSS and JavaScript code snippets, projects, and web applications. | [Website](https://codepen.io/) | javascript, css, editor, code, community, social, frontend, front, end, developer, designer, jobs, h... | <img src="https://codesandbox.io/favicon.ico" width="16" /> | CodeSandbox | CodeSandbox is an online code editor and prototyping tool that makes creating and sharing web apps faster. | [Website](https://codesandbox.io/) | react, codesandbox, editor, vue, angular, ide, code, javascript, playground, sharing, spa, single, p... | <img src="https://codeshare.io/favicon.ico" width="16" /> | Codeshare | Share code in real-time with developers in your browser. An online code editor for interviews, troubleshooting, teaching. | [Website](https://codeshare.io/) | | <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | DataGrip | A powerful IDE from JetBrains for SQL on macOS, Windows, and Linux. | [Website](https://www.jetbrains.com/datagrip/) | | <img src="https://www.eclipse.org/eclipse.org-common/themes/solstice/public/images/favicon.ico" width="16" /> | Eclipse | The Eclipse Foundation - home to a global community, the Eclipse IDE, Jakarta EE and over 375 open source projects, including runtimes, tools and frameworks. | [Website](https://www.eclipse.org/) | eclipse, project, plug-ins, plugins, java, ide, swt, refactoring, free java ide, tools, platform, op... | <img src="https://www.gnu.org/software/emacs/favicon.png" width="16" /> | Emacs | Emacs or EMACS is a family of text editors that are characterized by their extensibility. The manual for the most widely used variant, GNU Emacs, describes it as "the extensible, customizable, self-do... | [Website](https://www.gnu.org/software/emacs/) | | <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | GoLand | GoLand is an IDE by JetBrains aimed at providing an ergonomic environment for Go development. | [Website](https://www.jetbrains.com/go/) | | <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | IntelliJ IDEA | A Capable and Ergonomic Java IDE for Enterprise Java, Scala, Kotlin and much more... | [Website](https://www.jetbrains.com/idea/) | | <img src="https://www.kite.com/wp-content/themes/kite/favicon.ico" width="16" /> | Kite | Code faster with Kite’s AI-powered autocomplete plugin for over 16 programming languages and 16 IDEs, featuring Multi-Line Completions. Works 100% locally. | [Website](https://www.kite.com/) | | <img src="https://notepad-plus-plus.org/favicon.ico" width="16" /> | Notepad++ | Notepad++ is a text and source code editor for use with Microsoft Windows. It supports tabbed editing, which allows working with multiple open files in a single window. | [Website](https://notepad-plus-plus.org/) | | <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | PhpStorm | PhpStorm is a perfect PHP IDE for working with Symfony, Laravel, Drupal, WordPress, Laminas, Magento, Joomla!, CakePHP, Yii, and other frameworks. | [Website](https://www.jetbrains.com/phpstorm/) | | <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | PyCharm | The Python & Django IDE with intelligent code completion, on-the-fly error checking, quick-fixes, and much more... | [Website](https://www.jetbrains.com/pycharm/) | | <img src="https://quokkajs.com/assets/img/favicon.ico?v=2" width="16" /> | Quokka | Quokka.js: Introduction. | [Website](https://quokkajs.com/docs/index.html) | | <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | Rider | Develop .NET, ASP.NET, .NET Core, Xamarin or Unity applications on Windows, Mac, Linux. | [Website](https://www.jetbrains.com/rider/) | | <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | RubyMine | The Ruby and Rails IDE with first-class support for Ruby and Rails, JavaScript and CoffeeScript, ERB and HAML, CSS, Sass and Less, and more. | [Website](https://www.jetbrains.com/ruby/) | | <img src="https://www.spyder-ide.org/static/images/favicon.png" width="16" /> | Spyder | Spyder is a free and open source scientific environment written in Python, for Python, and designed by and for scientists, engineers and data analysts. It features a unique combination of the advanced... | [Website](https://www.spyder-ide.org/)<br />[Facebook](https://www.facebook.com/SpyderIDE/)<br />[GitHub](https://github.com/spyder-ide/spyder)<br />[Instagram](https://instagram.com/spyderide)<br />[Twitter](https://twitter.com/spyder_ide) | | <img src="https://www.sublimetext.com/images/icon.png" width="16" /> | Sublime Text | Sublime Text is a sophisticated text editor for code, markup and prose. You'll love the slick user interface, extraordinary features and amazing performance. | [Website](https://www.sublimetext.com/) | | <img src="https://www.vim.org/images/vim_shortcut.ico" width="16" /> | Vim | Vim is a highly configurable text editor built to make creating and changing any kind of text very efficient. It is included as "vi" with most UNIX systems and with Apple OS X. | [Website](https://www.vim.org/) | Vim, Vi IMproved, text editor, home, documentation, tips, scripts, news | <img src="https://code.visualstudio.com/favicon.ico" width="16" /> | Visual Studio Code | Visual Studio Code is a code editor redefined and optimized for building and debugging modern web and cloud applications.  Visual Studio Code is free and available on your favorite platform - Linux, m... | [Website](https://code.visualstudio.com/) | | <img src="https://www.jetbrains.com/favicon-32x32.png" width="16" /> | WebStorm | A powerful IDE for modern JavaScript development with code completion and refactoring for JavaScript, TypeScript, and the most popular web frameworks. | [Website](https://www.jetbrains.com/webstorm/) | | **[⬆ Back to Index](#index)** ### <a name="general"><a name="tools-and-utilities-general">General</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://appwrite.io/images/favicon.png" width="16" /> | Appwrite | Appwrite provides web and mobile developers with a set of easy-to-use and integrate REST APIs to manage their core backend needs. | [Website](https://appwrite.io/)<br />[Discord](https://appwrite.io/discord)<br />[Facebook](https://www.facebook.com/appwrite.io)<br />[GitHub](https://github.com/appwrite/appwrite)<br />[LinkedIn](https://www.linkedin.com/company/appwrite)<br />[Twitter](https://twitter.com/appwrite_io) | | <img src="https://gokul.site/icons/icon-96x96.png?v=2d9998c4e1e6c7960b943ee0d4373742" width="16" /> | Beginner's guide to web security | A 100+ page ebook that talks about the basics of web security, various types of web security attacks and how to avoid/fix them. | [Website](https://gokul.site/book/) | | <img src="https://uploads-ssl.webflow.com/5ba4b3c973b5d218459f7e6f/5f33ce7fe8e7463f6c74c26f_checklist-web-image.png" width="16" /> | Checklist Design | Checklist Design is a curated list of checklists ranging from website pages, to UI components, all the way to branding assets. | [Website](https://www.checklist.design/) | | <img src="https://codekitapp.com/images/favicon-32.png?ckcachebust=627961015" width="16" /> | CodeKit | CodeKit is a Mac app that makes it easy to use modern web development tools like npm, Babel, Sass, JavaScript bundling, image optimization, and ESLint. | [Website](https://codekitapp.com/) | | <img src="https://draculatheme.com/static/img/favicon.ico" width="16" /> | Dracula theme | Dracula is a color scheme for code editors and terminal emulators such as Vim, Notepad++, iTerm, VSCode, Terminal.app, ZSH, and much more. | [Website](https://draculatheme.com/) | | <img src="https://www.fetoolkit.io/assets/favicon-32x32.png" width="16" /> | Frontend Toolkit | Frontend Toolkit is a customizable dashboard for your recurring Frontend tasks. Base64 encoder/decoder, SVG optimizations, SVG to JSX and many more! | [Website](https://www.fetoolkit.io/) | | <img src="https://getterms.io/img/apple-touch-icon-72x72.png" width="16" /> | GetTerms.io | Generate a simple Terms of Service and Privacy Policy statement for your website. | [Website](https://getterms.io/) | | <img src="http://grid.guide/assets/favicons/favicon-96x96.png" width="16" /> | Grid.Guide | Create pixel perfect grids for the web. | [Website](http://grid.guide/) | | <img src="https://www.nordtheme.com/icons/icon-96x96.png?v=970545fb8e9518a3616ec74d00cfebc4" width="16" /> | Nord | A arctic, north-bluish color palette | [Website](https://www.nordtheme.com/) | nord, arctic, north, bluish, clean, minimal, flat, ui, syntax, website, documentation, react, arctic... | <img src="https://opensource.builders/icons/icon-96x96.png?v=e7a352862c009ec6682391b2e58d6469" width="16" /> | Opensource.Builders | Find open-source alternatives to popular software. | [Website](https://opensource.builders/) | | <img src="https://rapidapi.com/wp-content/uploads/2020/07/favicon-2.png" width="16" /> | RapidAPI | Use RapidAPI to Find, Connect, & Share 1000s of APIs using our Multi-cloud platform. Improve Developer Experience with API Design, Testing, Monitoring, & More! | [Website](https://rapidapi.com/)<br />[Facebook](https://www.facebook.com/Rapid-API-860822767286196)<br />[LinkedIn](https://www.linkedin.com/company/rapidapi)<br />[Twitter](https://twitter.com/rapid_api)<br />[YouTube](https://www.youtube.com/channel/UCk-vgkXZUzwd5hmpQ2it9_g) | | <img src="https://readme.so/favicon.ico" width="16" /> | readme.so | Use readme.so's markdown editor and ready made templates to easily create a simple README for your repositories | [Website](https://readme.so/)<br />[GitHub](https://github.com/katherinepeterson/readme.so) | | <img src="https://retool.com/favicon.png" width="16" /> | Retool | Retool is the fast way to build internal tools. Drag-and-drop our building blocks and connect them to your databases and APIs to build your own tools, instantly. Connects with Postgres, REST APIs, Gra... | [Website](https://retool.com/)<br />[LinkedIn](https://www.linkedin.com/company/tryretool)<br />[Twitter](https://twitter.com/retool) | | <img src="https://roadmap.sh/brand.png" width="16" /> | Roadmap SH | Step by step guides and paths to learn different tools or technologies | [Website](https://roadmap.sh/) | | <img src="https://cdn.sstatic.net/Sites/stackoverflow/Img/apple-touch-icon.png?v=c78bd457575a" width="16" /> | Stack Overflow | Stack Overflow is the largest, most trusted online community for developers to learn, share​ ​their programming ​knowledge, and build their careers. | [Website](http://stackoverflow.com/) | | &nbsp; | Transform Tools | A polyglot web converter. | [Website](https://transform.tools)<br />[GitHub](https://github.com/ritz078/transform) | Big Query, Flow, Go Bson, Go, GraphQL, HTML, JSDoc, JSON Schema, JSON, Kotlin, MobX-State-Tree Model... | <img src="https://untools.co/icons/icon-96x96.png?v=48b6eb2cd872327651861e831bd90577" width="16" /> | Untools | Collection of thinking tools and frameworks to help you solve problems, make decisions and understand systems. | [Website](https://untools.co/) | | <img src="https://upto.site/favicon.png" width="16" /> | Upto.Site | Upto.Site is the ultimate url shortener which can be used to create instant FREE short urls. | [Website](https://upto.site) | url shortener, link, link shortener, link shortener api | <img src="https://usethekeyboard.com/assets/img/favicon-32x32.png" width="16" /> | Use The Keyboard | A collection of keyboard shortcuts for Mac apps, Windows programs, and a variety of websites. | [Website](https://usethekeyboard.com/) | | <img src="https://uxfol.io/favicon/favicon-16x16.png" width="16" /> | UXfolio | UXfolio is a powerful UX portfolio builder with no coding required. Pick a stunning template and tell the story behind your design process. | [Website](https://uxfol.io/)<br />[Facebook](https://www.facebook.com/UXfolio/)<br />[LinkedIn](https://www.linkedin.com/company/uxfolio/)<br />[Twitter](https://twitter.com/UXfolio) | | <img src="https://www.waveapps.com/assets/img/icons/favicon-32x32.png" width="16" /> | Wave | Free invoicing & accounting software with credit card processing & payroll services. | [Website](https://www.waveapps.com/) | | **[⬆ Back to Index](#index)** ### <a name="image-and-video-editing"><a name="tools-and-utilities-image-and-video-editing">Image & Video Editing</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://fakeimg.pl/favicon.ico" width="16" /> | Fake Img | A little tool that generates placeholder images with an URL. Choose the size, the colors, even the text. | [Website](https://fakeimg.pl/) | | <img src="https://letsenhance.io/static/favicon/icon-96.png" width="16" /> | Let's Enhance | Simple machine learning software to enlarge images with no quality loss, enhance colors and photo resolution, automatically retouch product photos. Free trial. | [Website](https://letsenhance.io/) | | <img src="https://svgx.app/assets/favicons/favicon-96x96.png" width="16" /> | SVGX | SVGX is the desktop SVG asset manager designers and developers wished they had. | [Website](https://svgx.app/) | | **[⬆ Back to Index](#index)** ### <a name="performance"><a name="tools-and-utilities-performance">Performance</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://gtmetrix.com/favicon.ico" width="16" /> | GTmetrix | GTmetrix is a free tool that analyzes your page's speed performance. Using PageSpeed and YSlow, GTmetrix generates scores for your pages and offers actionable recommendations on how to fix them. | [Website](https://gtmetrix.com/) | | <img src="https://developers.google.com/speed/pagespeed/insights/favicon.ico" width="16" /> | PageSpeed Insights | PageSpeed Insights analyzes the content of a web page, then generates suggestions to make that page faster. | [Website](https://developers.google.com/speed/pagespeed/insights/) | | <img src="https://tools.pingdom.com/favicon.ico" width="16" /> | Pingdom | Full Page Test Analysis. | [Website](https://tools.pingdom.com/) | | <img src="https://www.sitespeed.io/img/ico/sitespeed.io-72.png" width="16" /> | Sitespeed | Sitespeed.io is an open source tool that helps you analyse and optimise your website speed and performance, based on performance best practices. | [Website](https://www.sitespeed.io/) | sitespeed.io, wpo, webperf, perfmatters, fast, site, speed, web performance optimisation, analyse, b... | <img src="https://web.dev/images/favicon-32x32.png" width="16" /> | web.dev - Lighthouse | See how well your website performs. Then, get tips to improve your user experience. | [Website](https://web.dev/measure) | | <img src="https://www.webpagetest.org/images/favicon/favicon-32x32.png" width="16" /> | WebPagetest | Run a free website speed test from around the globe using real browsers at consumer connection speeds with detailed optimization recommendations. | [Website](https://www.webpagetest.org/) | WebPageTest, Website Speed Test, Page Speed | **[⬆ Back to Index](#index)** ### <a name="public-apis"><a name="tools-and-utilities-public-apis">Public APIs</a></a> This section is powered by [Public APIs](https://github.com/public-apis/public-apis). ### <a name="seo"><a name="tools-and-utilities-seo">SEO</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://static.ahrefs.com/favicon-32x32.png?v=2" width="16" /> | Ahrefs | You don't have to be an SEO pro to rank higher and get more traffic. Join Ahrefs – we're a powerful but easy to learn SEO toolset with a passionate community. | [Website](https://ahrefs.com/) | | <img src="https://cdn.ahrefs.com/favicon-32x32.png?v=2" width="16" /> | Backlink Checker | With the world's biggest index of live backlinks (over 15 trillion), Ahrefs Backlink Checker will show you the most complete backlink profile for any website. | [Website](https://ahrefs.com/backlink-checker) | | <img src="https://ssl.gstatic.com/search-console/scfe/search_console-64.png" width="16" /> | Google Search Console | Search Console tools and reports help you measure your site's Search traffic and performance, fix issues, and make your site shine in Google Search results. | [Website](https://search.google.com/search-console/about) | | <img src="https://www.heymeta.com/favicon-32x32.png" width="16" /> | Hey Meta | Check and improve how search engines and social media websites see and display your website. | [Website](https://www.heymeta.com/) | | <img src="https://uploads-ssl.webflow.com/5e0849b50d37a13ecd286934/5e085e49ad6badd7d7b3439f_favicon-256.png" width="16" /> | Learn Programmatic SEO | Learn Programmatic SEO, a methodical approach to finding keywords, understanding user intent and creating hundreds of landing pages. No prior SEO knowledge required. | [Website](https://www.preetamnath.com/programmatic-seo) | | <img src="https://www.metazord.io/favicon-32x32.png" width="16" /> | Metazord | Get a complete information and preview of your site meta tags | [Website](https://www.metazord.io/) | | <img src="https://seoblueprint.com/wp-content/uploads/cropped-blueprint-1-32x32.png" width="16" /> | SEO Blueprint | Cutting-edge SEO tactics that are actually ranking websites. | [Website](https://seoblueprint.com/) | | <img src="https://tldrmarketing.com/wp-content/uploads/2020/05/cropped-tldr-logo-1000-32x32.png" width="16" /> | tl;dr Marketing | Get the latest breaking news and trends about SEO, paid media and social media without all the fluff. | [Website](https://tldrmarketing.com/) | | <img src="https://neilpatel.com/favicon.ico" width="16" /> | Ubersuggest | Ubersuggest allows you to get insight into the strategies that are working for others in your market so you can adopt them, improve them, and gain an edge. | [Website](https://neilpatel.com/ubersuggest) | | <img src="https://cdn.ahrefs.com/favicon-32x32.png?v=2" width="16" /> | Website Authority Checker | Free tool to check the "authority" of any website based on the quality and quantity of its external backlinks. | [Website](https://ahrefs.com/website-authority-checker) | | **[⬆ Back to Index](#index)** ### <a name="typing"><a name="tools-and-utilities-typing">Typing</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://10fastfingers.com/favicon.ico" width="16" /> | 10FastFingers | 10FastFingers is a website which offers users a way to test and improve their typing speed. Improve your Typing Speed with our Typing Games. | [Website](https://10fastfingers.com/) | typing, typing test, typing game, touch typing, fastest fingers, 10 fast fingers, typing competition | <img src="https://www.keybr.com/assets/934c99d37fc250c3.png" width="16" /> | Keybr | Teaching the world to type at the speed of thought! Typing lessons that work. | [Website](https://www.keybr.com/) | | <img src="https://monkeytype.com/images/favicon/apple-touch-icon-120x120.png" width="16" /> | Monkeytype | A minimalistic, customisable typing website. Test yourself in various modes, track your progress and improve your typing speed. | [Website](https://monkeytype.com/) | typing speed test, typing speedtest, typing test, speetest, speed test, typing, test, typing-test, t... | <img src="https://openvim.com/icon.png" width="16" /> | Open Vim | An interactive Vim tutorial. | [Website](https://openvim.com/) | | <img src="https://www.ratatype.com/browser/safari/apple-touch-icon-76x76.png" width="16" /> | Ratatype | Learn to type faster. Take touch typing lessons, practice your keyboarding skills online, take a typing test and get typing speed certificate for free. | [Website](https://www.ratatype.com/) | learn to type, typing tutor, touch typing, keyboarding, online typing tutor, touch type | <img src="https://static.typingclub.com/m/corp2/img/favicon.png" width="16" /> | TypingClub | Learn touch typing online using TypingClub's free typing courses. It includes 650 typing games, typing tests and videos. | [Website](https://www.typingclub.com/) | typing, typing tutorial, free touch typing tutorial, touch typing, typing game | <img src="https://vim-adventures.com/favicon.ico" width="16" /> | Vim Adventures | VIM Adventures is an online game based on VIM's keyboard shortcuts. It's the "Zelda meets text editing" game. So come have some fun and learn some VIM! | [Website](https://vim-adventures.com/) | | **[⬆ Back to Index](#index)** ### <a name="web-scraping"><a name="tools-and-utilities-web-scraping">Web Scraping</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.proxiesapi.com/assets/favicon.ico" width="16" /> | Proxies API | Want to send custom headers? Want to run sticky sessions with a single IP? Want to scrape AJAX based content? We have you covered. You can customise almost all this in a single line of code, no matter... | [Website](www.proxiesapi.com) | | <img src="https://www.scrapingbee.com/images/logo_2.png" width="16" /> | ScrapingBee | ScrapingBee is a Web Scraping API that handles proxies and Headless browser for you, so you can focus on extracting the data you want, and nothing else. | [Website](https://www.scrapingbee.com/)<br />[Facebook](https://www.facebook.com/scrapingninja/)<br />[LinkedIn](https://www.linkedin.com/company/scrapingbee/)<br />[Twitter](https://twitter.com/scrapingbee) | | **[⬆ Back to Index](#index)** ### <a name="website-builders"><a name="tools-and-utilities-website-builders">Website Builders</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.dreamhost.com/assets/favicons/apple-touch-icon-76x76-18c4bd5a860942003494cecf3aa217b02285f57f5525c0e4985dcb77f0125d91.png" width="16" /> | DreamHost | What's better than WordPress? A Website and Page Builder for WordPress. Choose a theme, add content, images and more with ZERO code! | [Website](https://www.dreamhost.com/website-builder/) | | <img src="https://www.drupal.org/favicon.ico" width="16" /> | Drupal | Drupal is an open source platform for building amazing digital experiences. It is made by a dedicated community. Anyone can use it, and it will always be free. | [Website](https://www.drupal.org/) | website builder, content management system, CMS, open source | <img src="https://img6.wsimg.com/ux/favicon/favicon-96x96.png" width="16" /> | GoDaddy Website Builder | Learn How to Make a Website Quickly and Easily with our Highly Acclaimed Website Builder. Our easy to use Web Design software will let you Create a Website in no time at all! | [Website](https://www.godaddy.com/websites/website-builder) | | <img src="https://cdn-cms-s.f-static.net/manager/site123_website/files/logos/brand_files_2020/Icons/Png/Icon_blue.png?v=r7169" width="16" /> | Site123 | Create a free website with SITE123. No design or coding skills required. SITE123 is by far the easiest free website builder. Create your website now! | [Website](https://www.site123.com/) | Free website builder, Create a free website | <img src="https://static1.squarespace.com/static/ta/5134cbefe4b0c6fb04df8065/10515/assets/logos/apple-touch-icon-180.png" width="16" /> | Squarespace | Squarespace is the all-in-one solution for anyone looking to create a beautiful website. Domains, eCommerce, hosting, galleries, analytics, and 24/7 support all included. | [Website](https://www.squarespace.com/) | | <img src="https://assets-global.website-files.com/5d3e265ac89f6a3e64292efc/5d5595354de4fbdd8c554dba_default_webclip.png" width="16" /> | Webflow | Build responsive websites in your browser, then launch with our world-class hosting or export your code. Discover the professional website platform built for your business. | [Website](https://webflow.com/) | | <img src="https://www.weebly.com/favicon.ico" width="16" /> | Weebly | Weebly’s free website builder makes it easy to build a website, blog, or online store. Find customizable designs, domains, and eCommerce tools for any type of business using our website builder. | [Website](https://www.weebly.com/) | | <img src="https://windframe.devwares.com/devwaresIcon.png" width="16" /> | Windframe | Rapidly Build and Prototype responsive websites using a drag and drop Tailwind CSS website builder | [Website](https://www.devwares.com/windframe/) | website builder, tailwind css builder, drag and drop builder | <img src="https://www.wix.com/favicon.ico" width="16" /> | Wix | Create a free website with Wix.com. Choose a stunning template and customize anything with the Wix website builder—no coding skills needed. Create yours today! | [Website](https://www.wix.com/) | | <img src="https://s1.wp.com/i/favicon.ico?v=1447321881" width="16" /> | WordPress | Create a free website or build a blog with ease on WordPress.com. Dozens of free, customizable, mobile-ready designs and themes. Free hosting and support. | [Website](https://wordpress.com/) | | <img src="https://zyro.com/_nuxt/icons/icon_512x512.d49f6a.png" width="16" /> | Zyro | Create a website or an online store easily with Zyro website builder. Choose from hundreds of designer-made templates. Launch your website in minutes. | [Website](https://zyro.com//) | | **[⬆ Back to Index](#index)** ### <a name="writing"><a name="tools-and-utilities-writing">Writing</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://assets-global.website-files.com/5f4ec532319820f7c2ccd7a3/5f55620b7b806770e6becea2_32x32%20favico.png" width="16" /> | CopyAI | We have created the world's most advanced artificial intelligence copywriter that enables you to create marketing copy in seconds! | [Website](https://www.copy.ai/) | | <img src="https://www.gstatic.com/devrel-devsite/prod/v45f61267e22826169cf5d5f452882f7812c8cfb5f8b103a48c0d88727908b295/developers/images/touchicon-180.png" width="16" /> | Google Technical Writing | This collection of courses and learning resources aims to improve your technical documentation. Learn how to plan and author technical documents. You can also learn about the role of technical writers... | [Website](https://developers.google.com/tech-writing) | | <img src="https://gramara.com/icons/icon-96x96.png?v=36fedff97b311c405df1c8fff551eb82" width="16" /> | Gramara | Write fluent English in a snap! | [Website](https://gramara.com/) | | <img src="https://static.grammarly.com/assets/files/efe57d016d9efff36da7884c193b646b/favicon-32x32.png" width="16" /> | Grammarly | Grammarly makes sure everything you type is easy to read, effective, and mistake-free. Try it today:. | [Website](https://grammarly.com) | | <img src="https://hemingwayapp.com/img/favicon/favicon-96x96.png" width="16" /> | Hemingway App | Hemingway App makes your writing bold and clear. The app highlights lengthy, complex sentences and common errors. | [Website](https://hemingwayapp.com/) | | <img src="https://writtyapp.com/images/favicon.png" width="16" /> | Writty | A simple writing app and text editor to help you focus on what matters. | [Website](https://writtyapp.com/) | writing app, text editor, wysiwyg | **[⬆ Back to Index](#index)** ## <a name="ui-design">UI Design</a> ### <a name="color"><a name="ui-design-color">Color</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://color.adobe.com/create/favicon.ico" width="16" /> | Adobe Color | Create color palettes with the color wheel or image, browse thousands of color combinations from the Adobe Color community. | [Website](https://color.adobe.com/create/color-wheel) | | <img src="https://www.canva.com/favicon.ico" width="16" /> | Canva | Canva is a graphic design platform, used to create social media graphics, presentations, posters, documents and other visual content. | [Website](https://www.canva.com/) | | <img src="https://colorhunt.co/img/color-hunt-icon-ios.png" width="16" /> | Color Hunt | Color Hunt is a free and open platform for color inspiration with thousands of trendy hand-picked color palettes. | [Website](https://colorhunt.co/) | | <img src="https://www.color-hex.com/favicon.ico" width="16" /> | Color-hex | Color hex is a easy to use tool to get the color codes information including color models (RGB,HSL,HSV and CMYK), css and html color codes. | [Website](https://www.color-hex.com/) | | <img src="https://colorffy.com/img/icons/msapplication-icon-144x144.png" width="16" /> | Colorffy | Create many gradients and palettes or save one of many color schemes, for everyone who needs colors. | [Website](https://colorffy.com/)<br />[Instagram](https://www.instagram.com/colorffyweb/)<br />[Product Hunt](https://www.producthunt.com/posts/colorffy)<br />[Twitter](https://twitter.com/colorffy) | | <img src="http://colormind.io/favicon32.gif" width="16" /> | Colormind | Generate color combinations in one click. Colormind creates cohesive color schemes using a deep neural net. | [Website](http://colormind.io/) | | <img src="https://colors.lol/assets/favicon/favicon-32x32.png" width="16" /> | colors.lol | A fun way to discover interesting color combinations. | [Website](https://colors.lol/) | | <img src="https://colorsinspo.com/resources/img/colorsinspo-favicon.png" width="16" /> | Colorsinspo | Colorsinspo is all in one resource to find everything about colors with extreme ease. Also, you will get Freebies, Inspirations, Color Tools, Gradients, and thousands of trendy hand-picked color palet... | [Website](https://colorsinspo.com/) | | <img src="https://mycolor.space/favicon5.png" width="16" /> | ColorSpace | Here you can find the perfect matching color scheme for your next project! Generate nice color palettes, color gradients and much more! Your space for everything that has to do with color! | [Website](https://mycolor.space/) | | <img src="https://coolors.co/assets/img/favicon.png" width="16" /> | Coolors | Generate or browse beautiful color combinations for your designs. | [Website](https://coolors.co/) | color scheme, scheme color, color schemes, color theme, color palette, color themes, color palettes,... | <img src="https://cssgradient.io/images/favicon-23859487.png" width="16" /> | CSS Gradient | As a free css gradient generator tool, this website lets you create a colorful gradient background for your website, blog, or social media profile. | [Website](https://cssgradient.io/) | | <img src="https://learnui.design/tools/favicon.ico" width="16" /> | Data Viz Color Picker | A color palette generator for data visualizations. | [Website](https://learnui.design/tools/data-color-picker.html) | | <img src="https://uploads-ssl.webflow.com/5a9423a3f702750001758d4f/5a96bc44892ae8000194cc9c_fav.png" width="16" /> | Eggradients | Ready to use gradient background colors. Cool Gradients are prepared according to the latest design trends. And it is served in the form of eggs. With hex and CSS codes. | [Website](https://www.eggradients.com/) | | <img src="https://gradienthunt.com/img/gradienthunt.jpg" width="16" /> | Gradient | Thousands of trendy color gradients in a curated collection that is updated daily. Get a fresh color gradient for your next design project and save all the gradients you like. | [Website](https://gradienthunt.com/) | | <img src="https://assets.website-files.com/5dd40aa8049df8748c72d0ee/5dd9b92056a2d6ed5e537c61_happy-hues-apple-icon.png" width="16" /> | Happy Hues | See color palette inspiration on a real example website. As you click on different palettes every color on this site updates to give you context of how that color could be used for your design or illu... | [Website](https://www.happyhues.co/) | | <img src="https://www.materialpalette.com/assets/favicon-0f3eb1b9f6d525e848b1dca6db1cabd2a3e9e843749cb9ad72222b80ab9fdf19.ico" width="16" /> | Material Design Palette | Choose your favorite colors and get your Material Design palette generated and downloadable. | [Website](https://www.materialpalette.com/) | | <img src="https://www.nordtheme.com/icons/icon-96x96.png?v=970545fb8e9518a3616ec74d00cfebc4" width="16" /> | Nord | A arctic, north-bluish color palette | [Website](https://www.nordtheme.com/) | nord, arctic, north, bluish, clean, minimal, flat, ui, syntax, website, documentation, react, arctic... | <img src="https://www.palettelist.com/favicon.ico" width="16" /> | Palette List | Palette List is a dynamic palette generator. | [Website](https://www.palettelist.com/) | palette, colors, designer tools, developer tools, hex, rgb | <img src="https://uigradients.com/static/images/favicon-32x32.png" width="16" /> | uiGradient | Library of dozens of Gradients ready to use with CSS class and also HEX color. | [Website](https://uigradients.com/)<br />[GitHub](https://github.com/Ghosh/uiGradients) | | <img src="https://usefulcolours.com/favicon.png" width="16" /> | Useful Colours | Super quick, eye-pleasing colours for your UI design. | [Website](https://usefulcolours.com/) | | **[⬆ Back to Index](#index)** ### <a name="inspiration"><a name="ui-design-inspiration">Inspiration</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.awwwards.com/apple-touch-icon.png" width="16" /> | Awwwards | Awwwards are the Website Awards that recognize and promote the talent and effort of the best developers, designers and web agencies in the world. | [Website](https://www.awwwards.com/) | Website Awards, Web Design Inspiration, Webdesign Trends | <img src="https://a5.behance.net/2acd763b00852cc6bd4375598dba21e22bfa71e3/img/site/apple-touch-icon.png?cb=264615658" width="16" /> | Behance | Behance is the world's largest creative network for showcasing and discovering creative work. | [Website](https://www.behance.net/) | online portfolio, online portfolio site, creative professional platform, creative network, creative ... | <img src="https://i7x7p5b7.stackpathcdn.com/codrops/wp-content/themes/codropstheme03/favicons/favicon-196x196.png" width="16" /> | Codrops | Codrops is a web design and development blog that publishes articles and tutorials about the latest web trends, techniques and new possibilities. | [Website](https://tympanus.net/codrops/) | | <img src="http://collectui.com/img/favicon.ico" width="16" /> | Collect UI | Daily inspiration collected from daily ui archive and beyond. Based on Dribbble shots, hand picked, updating daily. | [Website](http://collectui.com/) | dailyui, daily ui, ui challenge, daily inspiration, ui inspiration | <img src="https://copy-paste-css.com/favicon.ico" width="16" /> | Copy Paste CSS | Find inspiration with a collection of simple CSS elements to copy and paste ( button, box-shadow, text-input, color palette ) | [Website](https://copy-paste-css.com/) | | <img src="https://i0.wp.com/cssnectar.com/wp-content/uploads/2016/04/favicon.png?fit=47%2C47&ssl=1" width="16" /> | CSS Nectar | CSS Nectar is a css website design showcase for web designers and developers. Every day we select the best of the web design and add it to our gallery. Submit or suggest a website. | [Website](https://cssnectar.com//) | | <img src="https://cdn.dribbble.com/assets/dribbble-ball-192-23ecbdf987832231e87c642bb25de821af1ba6734a626c8c259a20a0ca51a247.png" width="16" /> | Dribbble | Dribbble is where designers gain inspiration, feedback, community, and jobs and is your best resource to discover and connect with designers worldwide. | [Website](https://dribbble.com/) | | <img src="https://eagle.cool/favicon.ico" width="16" /> | Eagle App | Unify your creative inspiration in one place. Store anything – inspiring images, design mockups, illustrations, screenshots and more. | [Website](https://en.eagle.cool/)<br />[Facebook](https://www.facebook.com/eagleapp)<br />[Twitter](https://twitter.com/eagle_app)<br />[YouTube](https://www.youtube.com/channel/UCRQc0DPIeQj7U2kvGay3DAg) | file manager, image browser, color filter, designer tool, design file organization | <img src="https://mk0ecommdesignocs268.kinstacdn.com/wp-content/uploads/2016/04/cropped-favicon-1-125x125.png" width="16" /> | ecomm.design | Browse the most complete and up-to-date gallery for fantastic ecommerce websites design inspiration and the best ecommerce solutions and marketing tools. | [Website](https://ecomm.design/) | | <img src="https://www.figmacrush.com/wp-content/uploads/2019/09/favicon_FM.ico" width="16" /> | FigmaCrush | FigmaCrush is a curated collection of Figma resources: UI kits, icons, website templates and all sorts of freebies created and shared by the Figma community. | [Website](https://www.figmacrush.com/) | | <img src="https://land-book.com/images/favicon.png" width="16" /> | Land-book | Design gallery with the best and most carefully collected websites. We help creatives find inspiration & motivation to do rad stuff. | [Website](https://land-book.com/) | | <img src="https://www.lapa.ninja/favicon-96x96.png" width="16" /> | Lapa Ninja | The best landing page design inspiration from around the web. Lapa Ninja is created to help designers find inspiration, learn and improve design skills. The contents are selected from the best designs... | [Website](https://www.lapa.ninja/) | landing page example, landing page design inspiration, landing page design 2020, landing page design... | <img src="https://mobbin.design/favicon-152.png" width="16" /> | Mobbin | Check out the hand-picked collection of latest mobile design patterns from apps that reflect the best in design. | [Website](https://mobbin.design/) | apps, mobbin, ios, ios ui inspiration, ios11, iphone, iphone X, ui, design, retina, screenshots, ins... | <img src="https://onepagelove.com/wp-content/themes/onepagelove/frontend/img/favicon/favicon-32x32.png" width="16" /> | One Page Love | One Page Love is a One Page website design gallery showcasing the best Single Page websites, templates and resources. | [Website](https://onepagelove.com/) | | <img src="https://s3.amazonaws.com/pttrns-2-0-static/assets/img/favicons/favicon-96x96.png" width="16" /> | Pttrns | Check out the finest collection of design patterns, resources, mobile apps and inspiration. | [Website](https://pttrns.com/) | apps, ios, ui, design, visual design, patterns, pttrns, iphone, retina, screenshots, inspiration, mo... | <img src="https://i.ibb.co/G0scJVX/transparent-icon.png" width="16" /> | SaaS Design | For developers looking to create user-friendly designs in Figma: Free & open source Figma templates and UI kits to help kickstart your next project. | [Website](https://www.saasdesign.io/free-figma-templates/) | design, ui, figma, free-figma-templates, uiKitsAndLibraries | <img src="https://www.siteinspire.com/favicon.png" width="16" /> | siteInspire | A CSS gallery and showcase of the best web design inspiration, featuring over 2,500 websites searchable by type, subject, and style. | [Website](https://www.siteinspire.com/) | | <img src="https://d3alngem7je9z2.cloudfront.net/favi-64.ico" width="16" /> | SiteSee | A curated gallery of beautiful, modern websites meant to inspire web developers and designers. | [Website](https://sitesee.co/) | website inspiration, website design inspiration, web design gallery, web design, webdesign, inspirat... | <img src="https://uidesigndaily.com/public/img/favicon-32x32.png" width="16" /> | UI Design Daily | Weekly FREE UI resources straight to your inbox. | [Website](https://uidesigndaily.com/) | UI Resources, UI Design, Open-Source Design | <img src="https://assets.uigarage.net/content/uploads/2019/05/favicon-50x50.png" width="16" /> | UI Garage | Daily UI inspiration & patterns for designers, developers to find inspiration, tools and the best resources for your project. | [Website](https://uigarage.net/) | | <img src="https://www.uihut.com/favicon.jpg" width="16" /> | UI HUT | Download thousands of templates, illustrations, icons, and ui design kits for web and mobile app design without paying designer prices. | [Website](https://www.uihut.com/)<br />[Facebook](https://www.facebook.com/uihutofficial)<br />[Instagram](https://www.instagram.com/uihutofficial/)<br />[LinkedIn](https://www.linkedin.com/company/uihutofficial)<br />[Twitter](https://twitter.com/uihutofficial) | | <img src="https://uimovement.com/static/website/images/icons/favicon-96x96.png" width="16" /> | UI Movement | Only the best mobile and web UI design inspiration, right in your inbox. | [Website](https://uimovement.com/) | ui, design, inspiration, ux, mobile, apps, screenshots | <img src="https://www.uplabs.com/logos/uplabs/icons/favicon-96x96.png" width="16" /> | UpLabs | UpLabs curates the best of design & development inspiration, resources and freebies. Every day! | [Website](https://www.uplabs.com/) | | <img src="https://www.webdesign-inspiration.com/favicon.ico" width="16" /> | Web Design Inspiration | Visit the #1 Inspiration Gallery. Everyday, we help Webdesigners, Agencies and Entrepreneurs to be inspired for their next web design project. | [Website](https://www.webdesign-inspiration.com/) | | <img src="https://webframe.xyz/favicon.ico" width="16" /> | Webframe | A showcase of beautiful and well designed web app screens for design inspiration. Including screens from behind signup/paywalls! 😱. | [Website](https://webframe.xyz/) | | **[⬆ Back to Index](#index)** ### <a name="learn"><a name="ui-design-learn">Learn</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://uploads-ssl.webflow.com/5f718e7b0d482ef36d2c8417/5f79490f65ebcb7fdfdd3826_favicon-256.png" width="16" /> | Enhance UI | Learn Design for Developers wanting to know UI, UX and more. | [Website](https://www.enhanceui.com/) | | <img src="https://hackdesign.org/favicon.ico" width="16" /> | Hack Design | An easy to follow design course for people who do amazing things. Receive a design lesson in your inbox each week, hand crafted by a design pro. Learn at your own pace, and apply it to your real life ... | [Website](https://hackdesign.org/) | | <img src="https://learnui.design/favicon.ico" width="16" /> | Learn UI Design | Learn UI Design is a full-length online course on user interface and web design: color, typography, layout, design process, and more. Includes downloadable resources, homework, and a student community... | [Website](https://learnui.design/) | | <img src="https://learnui.design/teachable/img/luxd-favicon.png" width="16" /> | Learn UX Design | Learn UX Design is a full-length online video course on user experience design covering interaction design, user research, usability testing, and more. Includes downloadable resources, homework, and a... | [Website](https://learnui.design/courses/learn-ux-design.html) | | <img src="https://refactoringui.com/favicon-32x32.png" width="16" /> | Refactoring UI | Tired of relying on Bootstrap? Learn how to design awesome UIs by yourself using specific tactics explained from a developer's point-of-view. | [Website](https://refactoringui.com/) | | <img src="https://shiftnudge.com/_assets/img/favicon.png" width="16" /> | Shift Nudge | Shift Nudge is the systematic process to learn the visual skills of interface design, even if you don't have a design background. Perfect for those wanting to enter or advance in the field. | [Website](https://shiftnudge.com/) | | <img src="https://designcode.io/icons/icon-96x96.png" width="16" /> | UI Design for Developers | Learn just enough visual design to be dangerous as a developer. | [Website](https://designcode.io/ui-design-for-developers) | | **[⬆ Back to Index](#index)** ### <a name="prototyping"><a name="ui-design-prototyping">Prototyping</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.adobe.com/content/dam/cc/Adobe_favicon.ico" width="16" /> | Adobe XD | Adobe XD is a fast & powerful UI/UX design solution for websites, apps & more. Design, wireframe, animate, prototype, collaborate & share — all in one place. | [Website](https://www.adobe.com/products/xd.html) | | <img src="https://app-mockup.com/icons/icon-96x96.png?v=59619132456a4be05090b0bf15d7fa12" width="16" /> | AppMockUp | Use AppMockUp, the world's most powerful screenshot builder to create the most compelling screenshots for your app. | [Website](https://app-mockup.com/) | | <img src="https://balsamiq.com/assets/favicon/favicon-32x32.png" width="16" /> | Balsamiq | Balsamiq is the company behind Balsamiq Wireframes, the industry standard low-fidelity wireframing tool. | [Website](https://balsamiq.com/) | | <img src="https://static.figma.com/app/icon/1/touch-76.png" width="16" /> | Figma | Build better products as a team. Design, prototype, and gather feedback all in one place with Figma. | [Website](https://www.figma.com/) | design, design tools, ux, ui, user experience design, collaboration, design editor, constraints, vec... | <img src="https://www.fluidui.com/favicon-96x96.png" width="16" /> | Fluid UI | Free lifetime account. Simple to learn, quick to master. Design interactive prototypes for Android, iOS, web and desktop in minutes. | [Website](https://www.fluidui.com/) | | <img src="https://moqups.com/favicon.png" width="16" /> | Moqups | Moqups is a streamlined and intuitive web app that helps you create and collaborate on wireframes, mockups, diagrams and prototypes — for any type of project. | [Website](https://moqups.com/) | | <img src="https://www.sketch.com/images/components/icons/favicon@2x.png" width="16" /> | Sketch | Sketch is a design toolkit built to help you create your best work — from your earliest ideas, through to final artwork. | [Website](https://www.sketch.com/) | | <img src="https://vectr.com/images/temp-favicon.png" width="16" /> | Vectr | Free vector graphics editor. A simple yet powerful web and desktop cross-platform tool for everyone. | [Website](https://vectr.com/) | | **[⬆ Back to Index](#index)** ### <a name="utilities"><a name="ui-design-utilities">Utilities</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://animista.net/favicon.ico" width="16" /> | Animista | Animista is a place where you can play with a collection of ready to use CSS animations, tweak them and download only those you will actually use. | [Website](https://animista.net/) | | <img src="https://usepastel.com/static/images/favicon.png" width="16" /> | Compare pixels | Use this tool to quickly check differences between design mockups and the live website. | [Website](https://usepastel.com/compare-pixels) | feedback, website, share, link, live, visual, comment, sticky, note, pin, server, web | <img src="https://uploads-ssl.webflow.com/5e8b094d33bd3056d4901e70/5e946e20071f2f592ba85f7e_dr.png" width="16" /> | Design Resources | A curated list of the best design resources handpicked from around the web. | [Website](https://www.designresourc.es/) | | <img src="https://uploads-ssl.webflow.com/5837424ae11409586f837994/5e2fb217d4837e75854462c9_Small.png" width="16" /> | DesignJoy | The #1 unlimited product design subscription service for agencies, startups, and entrepreneurs. | [Website](https://www.designjoy.co/) | | <img src="https://svgx.app/assets/favicons/favicon-96x96.png" width="16" /> | SVGX | SVGX is the desktop SVG asset manager designers and developers wished they had. | [Website](https://svgx.app/) | | **[⬆ Back to Index](#index)** ### <a name="youtube-channels"><a name="ui-design-youtube-channels">YouTube Channels</a></a> | &nbsp;&nbsp;&nbsp;&nbsp; | Name | Description | Links | Keywords | |---|---|---|---|---| <img src="https://www.youtube.com/s/desktop/d743f786/img/favicon_96.png" width="16" /> | DesignCourse | New videos weekly from Monday to Thursday @ 10:30 AM ET! Hi, I'm Gary. I've created close to 100 courses from graphic design to advanced frontend development. I've worked with Envato Network's TutsPlu... | [YouTube](https://www.youtube.com/user/DesignCourse) | "web design" "logo design" "illustrator tutorials" "website design" free ui ux "user experience desi... | **[⬆ Back to Index](#index)**

# aac-lib AAC Library of Tools - <a href=https://github.com/Texiwill/aac-lib/tree/master/>List of Tools</a> ## Git Pre-Commit ### Description Git Pre-Commit script to check for API Keys, PII, and various other leakages and deny the commit if source files contain anything untoward. This tool is the result of my [Foray into Jenkins, Docker, Git, and Photon](http://www.astroarch.com/?s=foray) with testing using Ixia. In addition, to checking the files for API Keys, etc. if anything is found, the script will log the leakge to syslog to be picked up by a SIEM or some other monitoring tool. A hook script to verify what is about to be committed: - Looks for IPV4 Addresses - Looks for Domain Names (user@domain) - Looks for Passwords (hashes) - Looks for API Keys (hashes) - Looks for PII - SSN - CC# (Visa, Mastercard, American Express, AMEX, Diners Club, Discover, JCB) - US Passport - US Passport Cards - US Phone - Indiana DL# Called by "git commit" with no arguments. The hook should exit with non-zero status after issuing an appropriate message if it wants to stop the commit. > Reference: > http://www.unix-ninja.com/p/A_cheat-sheet_for_password_crackers ### Installation Place hooks/pre-commit within /usr/share/git-core/templates to be used when all Git repositories are cloned or initialized. If you already have a repository, place within repository/.git/hooks ### Support Email elh at astroarch dot com for assistance or if you want to check for more items. ### ChangeLog 1.1 Added support for MacOS

# Awesome Network Analysis [](https://github.com/sindresorhus/awesome) [](https://doi.org/10.5281/zenodo.7869481) An [awesome list](https://github.com/sindresorhus/awesome) of resources to construct, analyze and visualize network data. Inspired by [Awesome Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning), [Awesome Math](https://github.com/rossant/awesome-math) and others. Started in 2016, and irregularly updated since then. [](http://www.maths.tcd.ie/~mnl/store/AdamicGlance2004a.pdf) > Network of U.S. political blogs by [Adamic and Glance (2004)](https://dl.acm.org/citation.cfm?doid=1134271.1134277) ([preprint](http://www.maths.tcd.ie/~mnl/store/AdamicGlance2004a.pdf)). __Note:__ searching for ‘@’ will return all Twitter accounts listed on this page. ## Contents - __[Books](#books)__ - [Classics](#classics) - [Dissemination](#dissemination) - [General Overviews](#general-overviews) - [Graph Theory](#graph-theory) - [Method-specific](#method-specific) - [Software-specific](#software-specific) - [Topic-specific](#topic-specific) - __[Conferences](#conferences)__ - __[Courses](#courses)__ - __[Datasets](#datasets)__ - __[Journals](#journals)__ - __[Professional groups](#professional-groups)__ - [Research Groups (USA)](#research-groups-usa) - [Research Groups (Other)](#research-groups-other) - __[Review Articles](#review-articles)__ - [Archeological and Historical Networks](#archeological-and-historical-networks) - [Bibliographic, Citation and Semantic Networks](#bibliographic-citation-and-semantic-networks) - [Biological, Ecological and Disease Networks](#biological-ecological-and-disease-networks) - [Complex Networks](#complex-networks) - [Ethics of Network Analysis](#ethics-of-network-analysis) - [Network Modeling](#network-modeling) - [Network Visualization](#network-visualization) - [Social, Economic and Political Networks](#social-economic-and-political-networks) - __[Selected Papers](#selected-papers)__ - __[Software](#software)__ - [Algorithms](#algorithms) - [C / C++](#c--c) - [Java](#java) - [JavaScript](#javascript) - [Julia](#julia) - [MATLAB](#matlab) - [Python](#python) - [R](#r) - [Stata](#stata) - [Syntaxes](#syntaxes) - [Tutorials](#tutorials) - __[Varia](#varia)__ - [Blog Series](#blog-series) - [Fictional Networks](#fictional-networks) - [Network Science](#network-science) - [Small Worlds](#small-worlds) - [Two-Mode Networks](#two-mode-networks) - __[Contributing Guidelines](CONTRIBUTING.md)__ - __[License](#license)__ ## Books ### Classics - _[A Novitiate in a Period of Change: An Experimental and Case Study of Social Relationships](https://f.briatte.org/temp/sampson1968.pdf)_, by Samuel F. Sampson (unpublished PhD dissertation, 1968). - _[Social Network Analysis](https://uk.sagepub.com/en-gb/eur/social-network-analysis/book249668)_, by John Scott (2017). - _[Social Network Analysis. Methods and Applications](http://www.cambridge.org/ar/academic/subjects/sociology/sociology-general-interest/social-network-analysis-methods-and-applications)_, by Stanley Wasserman and Katherine Faust (1994). - _[The Structure and Dynamics of Networks](http://press.princeton.edu/titles/8114.html)_, edited by Mark E.J. Newman, Albert-László Barabási and Duncan J. Watts - 600 pages of classic network analysis articles (2006). ### Dissemination > Accessible introductions aimed at non-technical audiences. - _[Connected: The Surprising Power of Our Social Networks and How They Shape Our Lives](http://www.connectedthebook.com/)_, by Nicholas A. Christakis and James H. Fowler (2009). - _[Linked: The New Science of Networks](https://barabasi.com/book/linked)_, by Albert-László Barabási (2002). - _[Network Literacy: Essential Concepts and Core ideas](https://sites.google.com/a/binghamton.edu/netscied/teaching-learning/network-concepts)_, by the NetSciEd team (c. 2016) - Available in several languages ([paper](https://academic.oup.com/comnet/article-abstract/4/3/457/1745356)). - _[Nexus. Small Worlds and the Groundbreaking Theory of Networks](http://books.wwnorton.com/books/Nexus/)_, by Mark Buchanan (2003). - _[Six Degrees: The Science of a Connected Age](http://books.wwnorton.com/books/detail.aspx?ID=7599)_, by Duncan J. Watts (2003). ### General Overviews - _[A First Course in Network Science](https://www.cambridge.org/us/academic/subjects/physics/statistical-physics/first-course-network-science)_, by Filippo Menczer, Santo Fortunato, and Clayton A. Davis - Tutorials, datasets and other resouces [on GitHub](https://github.com/CambridgeUniversityPress/FirstCourseNetworkScience) (2020). - _[Encyclopedia of Social Networks](http://sk.sagepub.com/reference/socialnetworks)_, edited by George A. Barnett - Covers all sorts of network-related themes (many of them not formal) as well as social network analysis (2011). - _[Encyclopedia of Social Network Analysis and Mining](https://www.springer.com/us/book/9781461461692)_, edited by Reda Alhajj and Jon Rokne (2014). - _[L'analyse de réseau en sciences sociales. Petit guide pratique](https://hal.science/hal-04052709)_, by Laurent Beauguitte, in French (2023). [Readable online](https://beauguitte.github.io/analyse-de-reseau-en-shs/). - _[Network Science](http://networksciencebook.com)_, by Albert-László Barabási - Full book online (2016). - _[Network Science](http://www.nap.edu/catalog/11516/network-science)_, by the U.S. National Research Council - Full book online (2005). - _[Network Science: Theory and Practice](http://eu.wiley.com/WileyCDA/WileyTitle/productCd-1118211014.html)_, by Ted G. Lewis (2011). - _[Networks. An Introduction](http://www-personal.umich.edu/~mejn/networks-an-introduction/)_, by Mark E.J. Newman (2010). - _[Networks, Crowds, and Markets: Reasoning About a Highly Connected World](https://www.cs.cornell.edu/home/kleinber/networks-book/)_, by David Easley and Jon Kleinberg - Full pre-publication draft ([review](http://bactra.org/reviews/networks-crowds-markets.html); 2010). - _[Réseaux sociaux et structures relationnelles](https://www.puf.com/content/R%C3%A9seaux_sociaux_et_structures_relationnelles)_, by Emmanuel Lazega, in French (2014). - _[The SAGE Handbook of Social Network Analysis](https://methods.sagepub.com/book/the-sage-handbook-of-social-network-analysis)_, edited by John Scott and Peter J. Carrington (2011). - _[Sociologie des réseaux sociaux](http://pierremerckle.fr/2011/02/sociologie-des-reseaux-sociaux/)_, by Pierre Mercklé, in French (2011). - _[Social and Economic Networks](https://press.princeton.edu/books/paperback/9780691148205/social-and-economic-networks)_, by Matthew O. Jackson (2008). - _[Social Network Analysis with Applications](https://www.wiley.com/en-gb/Social+Network+Analysis+with+Applications-p-9781118169476)_, by Ian McCulloh, Helen Armstrong and Anthony Johnson (2013). - _[Social Networks: An Introduction](https://www.routledge.com/products/9780415458030)_, by Jeroen Bruggeman ([related material](https://sites.google.com/site/introsocnet/); 2008). - _[Studying Social Networks. A Guide to Empirical Research](http://press.uchicago.edu/ucp/books/book/distributed/S/bo15475096.html)_, by Marina Hennig _et al._ (2013). - _[Understanding Social Networks. Theories, Concepts, and Findings](https://global.oup.com/academic/product/understanding-social-networks-9780195379471)_, by Charles Kadushin (2012). ### Graph Theory - _[Combinatorics and Graph Theory](https://www.springer.com/us/book/9780387797106)_, by John Harris, Jeffry L. Hirst and Michael Mossinghoff (2008). - _[The Fascinating World of Graph Theory](http://press.princeton.edu/titles/10314.html)_, by Arthur Benjamin, Gary Chartrand and Ping Zhang (2015). - _[Graph Theory](https://www.springer.com/us/book/9781846289699)_, by John A. Bondy and Uppaluri S.R. Murty (2008). - _[Graph Theory](http://diestel-graph-theory.com/)_, by Reinhard Diestel - Full book online, also in Chinese and German (2016). - _[Graph Theory](http://www.dtic.mil/dtic/tr/fulltext/u2/705364.pdf)_, by Frank Harary - Full book online (1969). - _[Graphs & Digraphs](https://www.crcpress.com/Graphs--Digraphs-Sixth-Edition/Chartrand-Lesniak-Zhang/p/book/9781498735766)_, by Gary Chartrand, Linda Lesniak and Ping Zhang (2016). - _[Introduction to Combinatorics and Graph Theory](https://www.whitman.edu/mathematics/cgt_online/cgt.pdf)_, by David Guichard - Full book online (2016). - _[Modern Graph Theory](https://www.springer.com/us/book/9780387984889)_, by Belá Bollobás (1998). ### Method-specific - _[Bayesian Networks in R with Applications in Systems Biology](https://www.springer.com/fr/book/9781461464457)_, by Radhakrishnan Nagarajan, Marco Scutari and Sophie Lèbre ([website](http://www.bnlearn.com/book-useR/); 2013). - _[Bayesian Networks with Examples in R](http://www.crcpress.com/product/isbn/9781482225587)_, by Marco Scutari and Jean-Baptiste Denis ([website](http://www.bnlearn.com/book-crc/); 2014). - _[The Book of Trees. Visualizing Branches of Knowledge](https://papress.com/products/the-book-of-trees-visualizing-branches-of-knowledge)_, by Manuel Lima - Hundreds of beautiful tree diagrams, from all periods of history (2014). - _[Exponential Random Graph Models for Social Networks](http://www.cambridge.org/9780521193566)_, edited by Dean Lusher, Johan Koskinen and Garry Robins (2013). - _[Generalized Blockmodeling. Structural Analysis in the Social Sciences](http://www.cambridge.org/de/academic/subjects/sociology/sociology-general-interest/generalized-blockmodeling)_, by Patrick Doreian, Vladimir Batagelj and Anuška Ferligoj (2004). - _[Handbook of Graph Drawing and Visualization](https://www.crcpress.com/Handbook-of-Graph-Drawing-and-Visualization/Tamassia/9781584884125)_, edited by Roberto Tamassia ([chapter proofs](https://cs.brown.edu/~rt/gdhandbook/); 2013). - _[Handbuch Historische Netzwerkforschung. Grundlagen und Anwendungen](http://www.lit-verlag.de/isbn/3-643-11705-2)_, edited by Marten Düring _et al._, in German (2016). - _[An Introduction to Exponential Random Graph Modeling](https://uk.sagepub.com/en-gb/eur/an-introduction-to-exponential-random-graph-modeling/book237737)_, by Jenine K. Harris (2014). - _[Knoten und Kanten. Soziale Netzwerkanalyse in Wirtschafts- und Migrationsforschung](http://www.transcript-verlag.de/978-3-8376-1311-7/knoten-und-kanten)_, edited by Markus Gamper and Linda Reschke, in German (2010). - _[Knoten und Kanten 2.0. Soziale Netzwerkanalyse in Medienforschung und Kulturanthropologie](http://www.transcript-verlag.de/978-3-8376-1927-0/knoten-und-kanten-2.0)_, edited by Markus Gamper, Linda Reschke and Michael Schönhuth, in German (2012). - _[Knoten und Kanten III. Soziale Netzwerkanalyse in Geschichts- und Politikforschung]()_, edited by Markus Gamper, Linda Reschke and Marten Düring, in German and English (2015). - _[Inferential Network Analysis](https://www.cambridge.org/highereducation/books/inferential-network-analysis/A7797D36A24647AA1F900CE7EF694C7E)_, by Skyler J. Cranmer, Bruce A. Desmarais and Jason Morgan (2020). - _[Multilayer Social Networks](http://multilayer.it.uu.se/book.html)_, by Mark E. Dickison, Matteo Magnani and Luca Rossi (2016). - _[Multilevel Network Analysis for the Social Sciences](https://www.springer.com/fr/book/9783319245188)_, edited by Emmanuel Lazega and Tom A.B. Snijders (2016). - _[Multimodal Political Networks](https://www.cambridge.org/core/books/multimodal-political-networks/43EE8C192A1B0DCD65B4D9B9A7842128)_, by David Knoke, Mario Diani, James Hollway and Dimitri Christopulos (2021). - _[Multivariate Network Visualization](https://www.springer.com/us/book/9783319067926)_, edited by Andreas Kerren, Helen C. Purchase and Matthew O. Ward (2014). - _[Network Analysis in Archaeology](https://global.oup.com/academic/product/network-analysis-in-archaeology-9780199697090)_, edited by Carl Knappett (2013; [review in French](https://doi.org/10.4000/nda.2383)). - _[Network Analysis: Methodological Foundations](https://www.springer.com/fr/book/9783540249795)_, edited by Ulrik Brandes and Thomas Erlebach - Covers network centrality, clustering, blockmodels, spatial networks and more (2005). - _[Political Networks. The Structural Perspective](http://www.cambridge.org/ar/academic/subjects/sociology/political-sociology/political-networks-structural-perspective)_, by David Knoke (1994). - _[Social Network Analysis for Ego-Nets: Social Network Analysis for Actor-Centred Networks](https://uk.sagepub.com/en-gb/eur/social-network-analysis-for-ego-nets/book240391)_, by Nick Crossley _et al._ (2015). - _[Understanding Large Temporal Networks and Spatial Networks](https://www.wiley.com/en-gb/Understanding+Large+Temporal+Networks+and+Spatial+Networks%3A+Exploration%2C+Pattern+Searching%2C+Visualization+and+Network+Evolution-p-9780470714522)_, by Vladimir Batagelj _et al._ (2014). ### Software-specific - _[Algorithmic Graph Theory and Sage](https://code.google.com/archive/p/graphbook/)_, by David Joyner, Minh Van Nguyen, and David Phillips - Full book online (2013). - _[Analyzing Social Networks](https://sites.google.com/site/analyzingsocialnetworks/)_ (using UCINET), by Stephen P. Borgatti, Martin G. Everett and Jeffrey C. Johnson (2013). - _[A User’s Guide to Network Analysis in R](https://www.springer.com/us/book/9783319238821)_, by Douglas A. Luke (2015). - _[Data Science and Complex Networks: Real Case Studies with Python](https://global.oup.com/academic/product/data-science-and-complex-networks-9780199639601)_, by Guido Caldarelli and Alessandro Chessa (2016). - _[Exploratory Social Network Analysis with Pajek](http://www.cambridge.org/us/academic/subjects/sociology/research-methods-sociology-and-criminology/exploratory-social-network-analysis-pajek-2nd-edition)_, by Wouter de Nooy, Andrej Mrvar and Vladimir Batagelj (2011; also [in Japanese](http://www.tdupress.jp/books/isbn978-4-501-54710-3.html) and [in Chinese](http://product.dangdang.com/22927985.html)). - _[Gephi Cookbook](https://www.packtpub.com/big-data-and-business-intelligence/gephi-cookbook)_ (2015). - _[Graph Drawing Software](http://link.springer.com/book/10.1007/978-3-642-18638-7)_ (covering many programs), edited by Michael Jünger and Petra Mutzel (2004). - _[Introduction to Social Network Methods](http://faculty.ucr.edu/~hanneman/nettext/)_ (using mostly UCINET), by Robert A. Hanneman and Mark Riddle - Full book online (2001). - _[Mastering Gephi Network Visualization](https://www.packtpub.com/networking-and-servers/mastering-gephi-network-visualization)_, by Ken Cherven (2015). - _Network Analysis with R/igraph_, by Gabor Csárdi, Thomas Nepusz and Eduardo M. Airoldi (in preparation). - _Network Analysis with Python/igraph_, by Thomas Nepusz, Gabor Csárdi and Eduardo M. Airoldi (in preparation). - _[Network Graph Analysis and Visualization with Gephi](https://www.packtpub.com/big-data-and-business-intelligence/network-graph-analysis-and-visualization-gephi)_, by Ken Cherven (2013). - _[Social Network Analysis for Startups. Finding Connections on the Social Web](http://shop.oreilly.com/product/0636920020424.do)_ (using Python), by Maksim Tsvetovat and Alexander Kouznetsov ([code](https://github.com/maksim2042/SNABook); 2011). - _[Statistical Analysis of Network Data with R](http://www.springer.com/us/book/9781493909827)_, by Eric D. Kolaczyk and Gabor Csárdi ([R package](https://github.com/kolaczyk/sand); 2014). ### Topic-specific - _[Communities and Networks: Using Social Network Analysis to Rethink Urban and Community Studies](http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0745654207.html)_, by Katherine Giuffre (2013). - _[Comparing Policy Networks. Labor Politics in the U.S., Germany, and Japan](http://www.cambridge.org/ar/academic/subjects/politics-international-relations/comparative-politics/comparing-policy-networks-labor-politics-us-germany-and-japan)_, by David Knoke _et al._ (1996). - _[Conducting Personal Network Research: A Practical Guide](https://www.routledge.com/Conducting-Personal-Network-Research-A-Practical-Guide/McCarty-Lubbers-Vacca-Molina/p/book/9781462538386)_, by Christopher McCarty _et al._ (2019). - _[Egocentric Network Analysis with R](https://raffaelevacca.github.io/egocentric-r-book/)_ - An online book/tutorial that covers a lot of similar ground. - _[The Connected Past. Challenges to Network Studies in Archaeology and History](https://global.oup.com/academic/product/the-connected-past-9780198748519)_ edited by Tom Brughmans, Anna Collar and Fiona Coward (2016; [companion website](http://connectedpast.net/)). - _[The Development of Social Network Analysis: A Study in the Sociology of Science](http://moreno.ss.uci.edu/)_, by Linton C. Freeman, in English and several other languages (2004; [follow-up paper, 2011](http://moreno.ss.uci.edu/91.pdf)). - _[Dynamical Networks in Psychology: More Than A Pretty Picture?](https://www.researchgate.net/publication/308874807_Dynamical_networks_in_psychology_More_than_a_pretty_picture)_, by Laura Bringmann (2016; PhD dissertation). - _[Dynamical Processes on Complex Networks](http://www.cambridge.org/catalogue/catalogue.asp?isbn=9780521879507)_, by Alain Barrat, Marc Barthélemy and Alessandro Vespignani (2008). - _[Economic Networks: Theory and Computation](https://networks.quantecon.org/)_, by John Stachurski and Thomas J. Sargent (2022). - _[Fundamentals of Brain Network Analysis](https://www.elsevier.com/books/fundamentals-of-brain-network-analysis/fornito/978-0-12-407908-3)_, by Alex Fornito, Andrew Zalesky and Edward Bullmore (2016). - _[Inside Criminal Networks](https://www.springer.com/us/book/9780387095257)_, by Carlo Morselli (2009). - _[Neighbor Networks. Competitive Advantage Local and Personal](https://global.oup.com/academic/product/neighbor-networks-9780199570690)_, by Ronald S. Burt (2010). - _[Network Analysis Literacy. A Practical Approach to the Analysis of Networks](https://www.springer.com/us/book/9783709107409)_, by Katharina A. Zweig (2016). - _[Networks in Social Policy Problems](http://www.cambridge.org/mx/academic/subjects/physics/statistical-physics/networks-social-policy-problems)_, edited by Balázs Vedres and Marco Scotti (2012). - _[The Oxford Handbook of the Economics of Networks](https://global.oup.com/academic/product/the-oxford-handbook-of-the-economics-of-networks-9780199948277)_, edited by Yann Bramoullé, Andrea Galeotti and Brian Rogers (2016). - _[Policy Debates as Dynamic Networks: German Pension Politics and Privatization Discourse](http://www.campus.de/buecher-campus-verlag/wissenschaft/politikwissenschaft/policy_debates_as_dynamic_networks-10287.html)_, by Philip Leifeld (2016). - _[Small Worlds: The Dynamics of Networks between Order and Randomness](http://press.princeton.edu/titles/6768.html)_, by Duncan J. Watts (2003). - _[Theories of Communication Networks](https://global.oup.com/academic/product/theories-of-communication-networks-9780195160376)_, by Peter Monge and Nosh Contractor (2003). - _[The Chessboard and the Web. Strategies of Connection in a Networked World](http://yalebooks.yale.edu/book/9780300215649/chessboard-and-web)_, by Anne-Marie Slaughter (2017); applies network science to world politics. - _[Towards Relational Sociology](https://www.routledge.com/products/9780415480147)_, by Nick Crossley (2011). - _[Die Verbundenheit der Dinge. Eine Kulturgeschichte der Netze und Netzwerke [The Connectedness of Things. A Cultural History of Nets and Networks]](http://www.kulturverlag-kadmos.de/buch/die-verbundenheit-der-dinge.html)_, by Sebastian Gießmann, in German (2014). - _[Verdeckte soziale Netzwerke im Nationalsozialismus. Die Entstehung und Arbeitsweise von Berliner Hilfsnetzwerken für verfolgte Juden [Hidden Social Networks in National Socialism: The origins and working methods of Berlin assistance networks for persecuted Jews]](http://www.degruyter.com/view/product/432196)_, by Marten Düring, in German (2015; [related publications](http://martenduering.com/research/covert-networks-during-the-holocaust/) and [video presentation in English](https://www.youtube.com/watch?v=SlQ7stSU-9w)). - _[Visualisierung komplexer Strukturen. Grundlagen der Darstellung mehrdimensionaler Netzwerke](http://www.campus.de/buecher-campus-verlag/wissenschaft/soziologie/visualisierung_komplexer_strukturen-2467.html)_, by Lothar Krempel, in German. ## Conferences > Recurring conferences on network analysis. - [ASONAM - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining](http://asonam.cpsc.ucalgary.ca/). - [SNAA - Workshop on Social Network Analysis in Applications](http://snaa.pwr.edu.pl/). - [CNDay - Cambridge Networks Day](http://www.cnn.group.cam.ac.uk/cambridge-networks-day) - Convened by the Cambridge Networks Network. - [CompleNet - International Workshop on Complex Networks](http://complenet.org/). - [EUSN - European Conference on Social Networks](http://eusn.org/). - [GD - International Symposium on Graph Drawing and Network Visualization](http://www.graphdrawing.org/symposia.html). - [PolNet - Annual Political Networks Workshops and Conference](http://conference.polinetworks.org/) - Organized by the APSA Organized Section on Political Networks (PolNet). - [Videos from the Political Networks 2009 Conference](https://vimeo.com/user2690333). - [NetSci - International School and Conference on Social Networks](http://www.netscisociety.net/) - Organized by the Network Science Society (NetSci). - [Large-scale Structures in Networks: Hidden Communities and Latent Hierarchies](http://danlarremore.com/CommunityDetection_and_Ranking_Larremore_2019.pdf) - Talk by [Dan Larremore](http://danlarremore.com/) at NetSci 2019. - [Sunbelt - Social Networks Conference of the International Network for Social Network Analysis](http://www.insna.org/archives.html) - Organized by the International Network for Social Network Analysis (INSNA). ## Courses - [Complex Networks](http://cazabetremy.fr/Teaching/ComplexNetworks.html), by Rémy Cazabet (University Lyon 1 and ENS Lyon, 2022). - [Network Science CheatSheets](https://github.com/Yquetzal/NetworkScience_CheatSheets). - [Complex Networks](https://www.uvm.edu/~pdodds/teaching/courses/2016-01UVM-303/), by Peter Sheridan Dodds (University of Vermont, 2016; Twitter: [@networksvox](https://twitter.com/networksvox)). - [Tarot Cards for Principles of Complex Systems and Complex Networks](https://www.uvm.edu/~pdodds/teaching/courses/2016-01UVM-303/tarotcards/). - [Graph Theory and Applications](http://www.hamilton.ie/ollie/Downloads/Graph.pdf), by Paul Van Dooren - Full lecture slides (Hamilton Institute, Dublin, 2009). - [Graph Theory (Mathematics)](http://www.personal.psu.edu/cxg286/Math485.pdf), by Christopher Griffin - Full lecture notes (Penn State University, 2012). - [Graphs and Networks](https://sites.google.com/a/yale.edu/462-562-graphs-and-networks/), by Dan Spielman (Yale University, 2013). - [Network Analysis and Modeling (Computer Science)](https://aaronclauset.github.io/courses/5352/), by Aaron Clauset - Full lecture slides and readings (University of Colorado, 2022). - [Networks, Complexity and Its Applications (Media Arts and Sciences)](http://ocw.mit.edu/courses/media-arts-and-sciences/mas-961-networks-complexity-and-its-applications-spring-2011/), by Cesar Hidalgo (MIT, 2011). - [Networks, Crowds and Markets](https://www.edx.org/course/networks-crowds-markets-cornellx-info2040x-2), by David Easley, Jon Kleinberg and Eva Tardos ([presentation](https://www.cornell.edu/video/cornellx-networks-crowds-and-markets); Cornell University via edX, 2016). - [Networks (Economics)](https://ocw.mit.edu/courses/economics/14-15j-networks-spring-2018/), by Mardavij Roozbehani and Evan Sadler (MIT, 2018). - [Networks (Economics)](https://hdl.handle.net/1721.1/119628), by Daron Acemoglu and Asu Ozdaglar (MIT, 2009). - [Network Science (Computer Science)](http://www.cc.gatech.edu/~dovrolis/Courses/NetSci/), by Constantine Dovrolis - Mostly open access readings (Georgia Tech, 2015). <!-- - [Network Science (Physics)](https://www.barabasilab.com/course), by Albert-László Barabási, Sean Cornelius and Roberta Sinatra (Northeastern University, 2015). --> - [Political Networks: Methods and Applications](http://vanity.dss.ucdavis.edu/~maoz/networks/Spring%202011/pol279-11.htm), by Zeev Maoz (University of California in Davis, 2012). - [Social and Economic Networks: Models and Analysis](https://www.coursera.org/course/networksonline), by Matthew O. Jackson (Stanford University via Coursera, 2015). - [Social Network Analysis](https://www.coursera.org/course/sna), by Lada Adamic (University of Michigan via Coursera, not yet run). - [Social Network Analysis](http://www.mjdenny.com/workshops/SN_Theory_I.pdf) and [Intermediate Social Network Theory](http://www.mjdenny.com/workshops/Relational_Theory_Workshop.pdf), by Matthew J. Denny - Workshop notes and slides (2014–5). - [Social Network Analysis with Pajek](http://mrvar.fdv.uni-lj.si/sola/info4/), by Andrej Mrvar (University of Ljubljana, 2016). - [Social Networks](http://dennisfeehan.org/teaching/201701_demog260.html), by Dennis M. Feehan (University of Berkeley, 2017). - [The Structure of Information Networks](https://www.cs.cornell.edu/Courses/cs6850/2008fa/), by Jon Kleinberg - Links to many diverse readings (Cornell University, 2008). ## Datasets - [Animal Social Network Repository](https://bansallab.github.io/asnr/) - Large “[multi-species repository of social networks](https://doi.org/10.1038/s41597-019-0056-z).” - [Bayesian Network Repository](http://www.bnlearn.com/bnrepository/). - [Bill Cosponsorship Networks in European Parliaments](https://github.com/briatte/parlnet) - Legislative cosponsorship networks, in R format. - [Colorado Index of Complex Networks (ICON)](https://icon.colorado.edu/) - Large collection of networks described and indexed by Aaron Clauset’s research group. - [Connectome](http://awesome.cs.jhu.edu/graph-services/download/) - Comprehensive maps of neural connections. - [Enron Email Dataset](https://www.cs.cmu.edu/~enron/). - [Eric D. Kolaczyk’s Network Datasets](http://math.bu.edu/people/kolaczyk/datasets.html). - [Gephi Datasets](https://github.com/gephi/gephi/wiki/Datasets). - [Hetionet: an integrative network of disease](https://github.com/hetio/hetionet) - A complex biological network, available in multiple formats, including JSON and [Neo4j](https://neo4j.het.io/browser/). - [igraphdata](https://CRAN.R-project.org/package=igraphdata) - R data-centric package. - [Interaction Web Database](http://www.ecologia.ib.usp.br/iwdb/) - Ecological species interactions. - [International Currencies 1890-1910](http://eh.net/database/international-currencies-1890-1910/) - Historical data on the international connections between 45 currencies. - [KONECT - The Koblenz Network Collection](http://konect.uni-koblenz.de/) - Includes, among other things, networks of collaboration in DBpedia and Wikipedia, GitHub ([companion handbook](https://arxiv.org/abs/1402.5500)). <!-- - [James H. Fowler’s Cosponsorship Network Data Page](http://jhfowler.ucsd.edu/cosponsorship.htm). --> - [Linton Freeman’s Network Data](http://moreno.ss.uci.edu/data.html) - Over 300 datasets of all sorts, in UCINET format. - [Mangal](http://mangal.io/) - Online platform to analyze, archive and share ecological network data ([preprint](https://doi.org/10.1101/002634), [Python package](https://github.com/mangal-wg/pymangal), [R package](https://github.com/mangal-wg/rmangal)). - [Manlio De Domenico’s Complex Multilayer Networks](https://manliodedomenico.com/data.php). - [Mark E.J. Newman’s Network Data](http://www-personal.umich.edu/~mejn/netdata/) ([example visualizations](http://www-personal.umich.edu/~mejn/networks/)). - [Network Repository](http://networkrepository.com/) - Fully searchable database containing hundreds of real-world networks. - [Network Science Book - Network Datasets](http://networksciencebook.com/translations/en/resources/data.html) - Network data sets from Albert-László Barabási’s _Network Science_ book. Includes data on IMDB actors, arXiv scientific collaboration, network of routers, the US power grid, protein-protein interactions, cell phone users, citation networks, metabolic reactions, e-mail networks, and nd.edu Web pages. <!-- - [Nexus](http://nexus.igraph.org/) - Repository of network datasets in GraphML and igraph formats. --> - [Norwegian Interlocking Directorate, 2002-2011](http://www.boardsandgender.com/data.php) - Two-mode and one-mode data on gender representation in Norwegian firms. - [Movie galaxies](http://moviegalaxies.com/) - A databse of movie characters interaction graphs. - [Pajek Datasets](http://vlado.fmf.uni-lj.si/pub/networks/data/). - [Philosophers Networks from Randall Collins’s _The Sociology of Philosophies_](https://www.uva.nl/profiel/n/o/w.denooy/w.denooy.html#tab_1). - [Siena Datasets](http://www.stats.ox.ac.uk/~snijders/siena/siena_datasets.htm). - [SocioPatterns Datasets](http://www.sociopatterns.org/datasets/) - Network data obtained through the [SocioPatterns](http://www.sociopatterns.org/) sensing platform. - [Stanford Large Network Dataset Collection](http://snap.stanford.edu/data/index.html). - [State Networks](https://ippsr.msu.edu/public-policy/state-networks) - US state-to-state relational variables, including borders, travel, trade and more. - [tnet Datasets](https://toreopsahl.com/datasets/) - Weighted network data. - [UC Berkeley Social Networks Study (UCNets)](https://www.icpsr.umich.edu/web/ICPSR/studies/36975) - Ego-centric data (personal networks) from a five-year panel study. - [UCI Network Data Repository](http://networkdata.ics.uci.edu/). - [UCINET Datasets](https://sites.google.com/site/ucinetsoftware/datasets) - Network data in UCINET format. ## Journals > Journals that are not fully open-access are marked as “gated”. Please also note that some of the publishers listed below are [deeply hurting](https://twitter.com/costofknowledge) scientific publishing. - _[Applied Network Science](http://appliednetsci.springeropen.com/)_ (Springer Open). - _[ARCS – Analyse de réseaux pour les sciences sociales / Network Analysis for the Social Sciences](http://arcs.episciences.org/)_, in English and in French ([GDR ARSHS](https://arshs.hypotheses.org/)). - _[Computational and Mathematical Organization Theory](http://link.springer.com/journal/10588)_ (Springer, gated). - _[Computational Social Networks](http://computationalsocialnetworks.springeropen.com/)_ (Springer Open). - _[Connections](http://www.insna.org/connections.html)_ (INSNA). Twitter: [@ConnectionsSNA](https://twitter.com/ConnectionsSNA). - _[IEEE Transactions on Network Science and Engineering](https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6488902)_ (IEEE). - _[Journal of Complex Networks](https://academic.oup.com/comnet)_ (Oxford, gated). - _[The Journal of Mathematical Sociology](http://www.tandfonline.com/loi/gmas20)_ (Taylor & Francis, gated). - _[Journal of Social Structure](https://www.exeley.com/journal/journal_of_social_structure)_ (INSNA). [Older archives](http://www.cmu.edu/joss). - _[NETCOM. Networks and Communication Studies](https://journals.openedition.org/netcom/)_, in English and in French (Revues.org). - _[Network Science](http://journals.cambridge.org/action/displayJournal?jid=nws)_ (Cambridge, gated). - _[Online Social Networks and Media](https://www.journals.elsevier.com/online-social-networks-and-media/)_ (Elsevier, gated). - _[REDES. Revista hispana para el análisis de redes sociales](http://revista-redes.rediris.es/)_, in Spanish (INSNA). - _[Social Network Analysis and Mining](http://link.springer.com/journal/13278)_ (Springer, gated). - _[Social Networks](http://ees.elsevier.com/son/default.asp)_ (Elsevier, gated). ## Professional Groups - [AFS RT 26 “Réseaux sociaux”](https://afs-socio.fr/rt/rt26/) - Thematic Network of the French Sociological Association (AFS), in French ([old website](https://web.archive.org/web/20160421164221/http://www.cmh.pro.ens.fr/reseaux-sociaux/)). - [APSA Political Networks](http://www.polinetworks.org/) - Organized Section of the American Political Science Association (APSA). Twitter: [@PolNetworks](https://twitter.com/PolNetworks). - [ECPR Political Networks SG](https://politicalnetsecpr.wordpress.com/) - Standing Group of the European Consortium for Political Research. Twitter: [@politicalnets](https://twitter.com/politicalnets). - [GDR ARSHS - GDR Analyse de réseaux en sciences humaines et sociales](https://arshs.hypotheses.org/), in French - Research group based in Paris. - [Groupe FMR - Flux, Matrices, Réseaux](https://groupefmr.hypotheses.org/), in French. Twitter: [@BaugLaurent](https://twitter.com/BaugLaurent). - [INSNA - International Network for Social Network Analysis](https://www.insna.org/) ([SOCNET mailing-list](https://www.insna.org/socnet)). Twitter: [@SocNetAnalysts](https://twitter.com/SocNetAnalysts). - [Mathematical Sociology Section of the American Sociological Association (ASA)](http://mathematicalsociology.org/). Twitter: [@Math_Sociology](https://twitter.com/Math_Sociology). - [NetSci - Network Science Society](http://www.netscisociety.net/). Twitter: [@netscisociety](https://twitter.com/netscisociety). - [Society of Young Network Scientists (SYNS)](https://society-of-young-network-scientists.github.io/). Supports early-career network scientists. Twitter: [@official_SYNS](https://twitter.com/official_SYNS). ### Research Groups (USA) > Network-focused research centers, (reading) groups, institutes, labs – you name it – based in the USA. - [Annenberg Networks Network (ANN)](http://uscann.tumblr.com/) - Research group studying social networks at the University of Southern California. - [Center for Applied Network Analysis (CANA)](https://usccana.github.io/) - Research group based at the University of Southern California School of Medicine. - [Channing Division of Network Medicine](http://www.brighamandwomens.org/research/depts/medicine/channing/default.aspx) - Research division within the Department of Medicine at Brigham and Women’s Hospital. - [Complex Human Networks Reading Group (CoHN)](http://alumni.media.mit.edu/~tanzeem/cohn/CoHN.htm) - Reading list from a seminar held at MIT in 2001–2. - [Duke Network Analysis Center](https://dnac.ssri.duke.edu/). - [Interdependence in Governance and Policy Research Group](https://sites.psu.edu/desmaraisgroup/) - Led by Bruce A. Desmarais at Penn State University. - [Indiana University Network Science Institute (IUNI)](http://iuni.iu.edu/). - [Interdisciplinary Center for Network Science and Applications (iCeNSA) at the University of Notre Dame](http://icensa.com/). - [LINKS Center for Social Network Analysis at the Gatton College of Business and Economics, University of Kentucky](https://sites.google.com/site/uklinkscenter/). - [NetSCI Lab at the Rutgers School of Communication and Information](http://netsci.rutgers.edu/). - [Network Dynamics Group at the Annenberg School for Communication, University of Pennsylvania](http://ndg.asc.upenn.edu/). Twitter: [@NDGannenberg](https://twitter.com/NDGannenberg). - [Network Interdependence in Social Systems](http://www.skylercranmer.net/niss-lab/) (NISS Lab) - Led by Skyler J. Cranmer at Ohio State University. - [Network Science Center at the U.S. Military Academy (USMA) in West Point](http://www.usma.edu/nsc/) ([blog](http://blog.netsciwestpoint.org/)). - [Network Science IGERT at the University of California at Santa Barbara (UCSB)](http://networkscience.igert.ucsb.edu/) - Features an [NSF-funded](http://www.igert.org/) graduate programme. - [Networks, Computation, and Social Dynamics Lab](http://www.ncasd.org/) - Headed by Carter T. Butts. Part of the [Center for Networks and Relational Analysis](http://relationalanalysis.org/) (CNRA) at the University of California in Irvine. - [Northeastern University Network Science Institute](http://www.networkscienceinstitute.org/) - Features a PhD in Network Science program. - [Northeastern University Center for Complex Network Research](https://www.northeastern.edu/research/centers/center-for-complex-network-research-ccnr/) - Led by Albert-László Barabási. - [Northeastern University MOBS Lab - Laboratory for the Modeling of Biological and Socio-technical Systems](http://www.mobs-lab.org/) - Led by Alessandro Vespignani. - [Pacific Ecoinformatics and Computational Ecology Lab](http://foodwebs.org/) - Non-profit study group of ecological networks (“food webs”). - [Peter J. Mucha’s Research Group at the University of North Carolina at Chapel Hill](http://mucha.web.unc.edu/networks/). - [Social Network Analysis Group at Stanford](http://sna.stanford.edu/). - [Warren Center for Network & Data Sciences at the University of Pennsylvania](http://warrencenter.upenn.edu/). - [Yale Institute for Network Science (YINS)](http://yins.yale.edu/). ### Research Groups (Other) > Network-focused research centers, (reading) groups, institutes, labs – you name it – based outside of the USA. - [Cambridge Networks Network (CNN)](http://www.cnn.group.cam.ac.uk/) - Research network on complex networks. - [Centre for Business Network Analysis, University of Greenwich](http://www.gre.ac.uk/business/research/centres/cbna/home) - Focused on economic/organisational network analysis. - [Center for Network Science, Central European University, Budapest](http://cns.ceu.edu/) - Features a PhD in Network Science program. - [Complex Networks](http://www.complexnetworks.fr/) - Research group based in Paris. - [Cx-Nets](http://www.cxnets.org/) - Virtual collaboration between four complex networks research groups. - [Data Science Group](http://datasciencegroup.pl/) - Wroclaw-based research group that studies, among many things, complex networks and other network-related topics. - [Digital Humanities](http://cmb.huma-num.fr/) - Interdisciplinary group of researchers at the Marc Bloch Centre in Berlin, with many network science projects. - [Forschungscluster der Universitäten Trier und Mainz “Gesellschaftliche Abhängigkeiten und soziale Netzwerke”](http://www.netzwerk-exzellenz.uni-trier.de/), in German. - [GDR Analyse de réseaux en sciences humaines et sociales](https://arshs.hypotheses.org/) – French research group with funds to support training and workshops on network analysis for social scientists. - [Historical Network Research (HNR)](http://historicalnetworkresearch.org/) - Platform for scholars interested in network analysis for historical research. - [HNR Conferences, Workshops and Other Events](http://historicalnetworkresearch.org/hnr-events/). - [HNR Talks](https://vimeo.com/user11811027) - Videos, in German. - [ANR-Lab - International Laboratory for Applied Network Research](https://anr.hse.ru/en/) - Russian group based at the National Research University in Moscow. - [Theory and Methods in Network Analysis (“TMSA”) Summer Schools](https://anr.hse.ru/en/summer). - [Large Graphs and Networks](http://sites.uclouvain.be/networks/) - Research group at the Catholic University of Louvain ([official page](https://uclouvain.be/en/research-institutes/icteam/large-graphs-and-networks.html)). - [MelNet Social Network Research Group, Swinburne University of Technology](http://www.swinburne.edu.au/fbl/research/transformative-innovation/our-research/MelNet-social-network-group/). Twitter: [@melnetsna](https://twitter.com/melnetsna). - [Mitchell Centre for Social Network Analysis, University of Manchester](http://www.socialsciences.manchester.ac.uk/mitchell-centre/) - Currently studies [covert networks](http://www.socialsciences.manchester.ac.uk/mitchell-centre/research/covert-networks/). Twitter: [@MitchellSNA](https://twitter.com/MitchellSNA). - [Murata Laboratory](http://www.net.c.titech.ac.jp/) - Tokyo-based research group, studying bi-, tri- and k-partite (hyper)networks. - [NetLab](http://www.urbancentre.utoronto.ca/researchgroups/netlab.html) - Research network at the University of Toronto, led by Barry Wellman. - [Network Science Research Centre, Swansea University](http://www.swansea.ac.uk/medicine/enterpriseandinnovation/networkscienceresearchcentre/). - [Network Dynamics](http://networkdynamics.org/) - Research Lab at McGill University, led by [Derek Ruths](http://www.derekruths.com/) - [Netzwerkerei](http://netzwerkerei.org/) - Historical research project on the connections between Jewish intellectuals. - [ORIO - Observatoire des Réseaux Intra- et Inter-Organisationnels](http://blogs.sciences-po.fr/recherche-network-organization-institution-dynamics-multilevel/) - A research program on networks and regulation. - [‘Réseaux et Régulation’ Conference Cycle](http://blogs.sciences-po.fr/recherche-network-organization-institution-dynamics-multilevel/sminaire-rseaux-et-rgulation/) - Seminar based at Sciences Po in Paris, France. - [Redes-Sociales](http://www.redes-sociales.net/), in Spanish - Information network based at the Universitat Autònoma de Barcelona. - [RES-HIST : Réseaux et histoire](https://reshist.hypotheses.org/), in French - Blog posts from a research group on historical networks. - [RES-HIST Conferences](https://reshist.hypotheses.org/?s=res-hist). - [SocioPatterns](http://www.sociopatterns.org/) - Interdisciplinary research group that uses wireless sensors to study social network data. - [SoNAR-C - Social Network Analysis Research Center, University of Italian Switzerland (USi)](http://www.sonarcenter.eco.usi.ch/). - [Topographies of Entanglements. Mapping Medieval Networks](https://oeaw.academia.edu/TopographiesofEntanglements) - Research platform based at the Austrian Academy of Sciences that focuses on applying network theory and visualisation to medieval history. - [UCL Centre for Organisational Network Analysis (CONA)](https://www.ucl.ac.uk/cona). - [Virtual Observatory for the Study of Online Networks (VOSON)](http://vosonlab.net/) - Research and software development project located at the Australian National University. ## Review Articles ### Archeological and Historical Networks > See also the bibliographies [by Claire Lemercier and Claire Zalc](http://www.quanti.ihmc.ens.fr/Analyse-de-reseaux-bibliographie.html) (section on ‘_études structurales_’), [by the Historical Network Research Group](http://historicalnetworkresearch.org/resources/bibliography/), and [by Tom Brughmans](https://archaeologicalnetworks.wordpress.com/network-science-bibliography/). - [Analyse de réseaux et histoire](https://doi.org/10.3917/rhmc.522.0088), in French (_Revue d’histoire moderne et contemporaine_, 2005). - [Analyser les réseaux du passé en archéologie et en histoire](https://doi.org/10.4000/nda.2300), in French (_Les Nouvelles de l’Archéologie_, 2014). - [Formale Methoden der Netzwerkanalyse in den Geschichtswissenschaften: Warum und Wie? [Formal Network Methods in History: Why and How?]](http://www.studienverlag.at/data.cfm?vpath=openaccess/oezg-12012-lemercier&download=yes), in German ([preprint in English](https://shs.hal.science/halshs-00521527); _Österreichische Zeitschrift für Geschichtswissenschaften_, 2012). - [From Hermeneutics to Data to Networks: Data Extraction and Network Visualization of Historical Sources](http://programminghistorian.org/lessons/creating-network-diagrams-from-historical-sources) (_Programming Historian_, 2015). - [Graph Theory and Networks in Biology](https://doi.org/10.1049/iet-syb:20060038) ([preprint](https://arxiv.org/abs/q-bio/0604006); _IET Systems Biology_, 2007). - [Introduction à la visualisation de données : l’analyse de réseau en histoire](https://www.martingrandjean.ch/introduction-visualisation-de-donnees-analyse-de-reseau-histoire/), in French (_Geschichte und Informatik_, 2015). - [Introduction : où en est l’analyse de réseaux en histoire ? [Introducción: ¿en qué punto se encuentra el análisis de redes en Historia?]](https://doi.org/10.5565/rev/redes.416), in French and Spanish (_REDES_, 2011). - [Networks and History](https://doi.org/10.1002/cplx.10054) (_Complexity_, 2002). - [Networks in Historical Research](http://www.themacroscope.org/?page_id=308) (in _The Historian’s Macroscope_, 2013). - [Networks of Power in Archaeology](https://doi.org/10.1146/annurev-anthro-102313-025901) (_Annual Review of Anthropology_, 2014). - [Netzwerkanalyse in den Geschichtswissenschaften. Historische Netzwerkanalyse als Methode für die Erforschung von historischen Prozessen](https://www.researchgate.net/publication/300723171_Netzwerkanalyse_in_den_Geschichtswissenschaften_Historische_Netzwerkanalyse_als_Methode_fur_die_Erforschung_von_historischen_Prozessen), in German (_[Prozesse. Formen, Dynamiken, Erklärungen](https://www.springer.com/de/book/9783531176604)_, 2015). - [The Roots and Shoots of Archaeological Network Analysis: A Citation Analysis and Review of the Archaeological Use of Formal Network Methods](https://www.academia.edu/6925120/Brughmans_T._2014_._The_roots_and_shoots_of_archaeological_network_analysis_A_citation_analysis_and_review_of_the_archaeological_use_of_formal_network_methods._Archaeological_Review_from_Cambridge_29_1_) (_Archaeological Review from Cambridge_, 2014). - [Thinking Through Networks: A Review of Formal Network Methods in Archaeology](https://doi.org/10.1007/s10816-012-9133-8) (_Journal of Archaeological Method and Theory_, 2013). ### Bibliographic, Citation and Semantic Networks - [Assessing Impact and Quality from Local Dynamics of Citation Networks](https://doi.org/10.1016/j.joi.2011.08.005) (_Journal of Informetrics_, 2012). - [Atypical Combinations and Scientific Impact](https://doi.org/10.1126/science.1240474) (_Science_, 2013). - [On Bibliographic Networks](https://doi.org/10.1007/s11192-012-0940-1) (_Scientometrics_, 2013). - [Dynamic Scientific Co-Authorship Networks](http://patrickdoreian.com/wp-content/uploads/2017/12/dynamic-scientific-coauthorship-networks.pdf) (_[Models of Science Dynamics](https://www.springer.com/us/book/9783642230677)_, 2012). - [Extracting Citation Networks from Publications in Classics](http://www.digitalhumanities.org/dhq/vol/10/2/000255/000255.html) (_Digital Humanities Quarterly_, 2016). - [Self-Citations, Co-Authorships and Keywords: A New Approach to Scientists’ Field Mobility?](https://doi.org/10.1007/s11192-007-1680-5) (_Scientometrics_, 2007). - [Socio-Semantic Frameworks](https://doi.org/10.1142/S0219525913500136) ([preprint](http://camille.roth.free.fr/travaux/roth--sociosemantic-systems-acs-proofs.pdf); _Advances in Complex Systems_, 2013). - [Socio-Semantic Modeling of Epistemic Communities](https://ssrn.com/abstract=2452614) (APSA, 2014). - [Tradition and Innovation in Scientists’ Research Strategies](https://doi.org/10.1177/0003122415601618) (_Annual Review of Sociology_, 2015). ### Biological, Ecological and Disease Networks - [Biological Networks](http://kops.uni-konstanz.de/handle/123456789/25907) (_Handbook of Graph Drawing and Visualization_, 2014). - [Interactome Networks and Human Disease](https://barabasi.com/f/326.pdf) (_Cell_, 2011). - [Network Analysis: An Integrative Approach to the Structure of Psychopathology](https://doi.org/10.1146/annurev-clinpsy-050212-185608) (_Annual Review of Clinical Psychology_, 2013). - [Network Biology: Understanding the Cell’s Functional Organization](https://barabasi.com/f/147.pdf) - Accessible introduction to (cellular) network analysis (_Nature Reviews Genetics_, 2004). - [Network Medicine: A Network-based Approach to Human Disease](https://barabasi.com/f/320.pdf) (_Nature Review Genetics_, 2011). - [Social Networks and the Spread of Infectious Diseases: the AIDS Example](https://doi.org/10.1016/0277-9536(85)90269-2) (_Social Networks_, 1985). - [Structure and Dynamics of Molecular Networks: A Novel Paradigm of Drug Discovery. A Comprehensive Review](https://doi.org/10.1016/j.pharmthera.2013.01.016) - Also includes an impressive list of network analysis software (_Pharmacology & Therapeutics_, 2013). ### Complex and Multilayer Networks - [The Architecture of Complexity](https://barabasi.com/f/226.pdf) - From network theory to complexity theory (_IEEE Control Systems Magazine_, 2007). - [Complex Systems and Networks](https://www.science.org/toc/science/325/5939) (special issue of _Science_, 2009). - [Multilayer Networks in a Nutshell](https://doi.org/10.1146/annurev-conmatphys-031218-013259) (_Annual Review of Condensed Matter Physics_, 2019). - [Statistical Mechanics of Complex Networks](https://barabasi.com/f/103.pdf) (_Reviews of Modern Physics_, 2002). - [The Structure and Function of Complex Networks](https://doi.org/10.1137/S003614450342480) (_SIAM Review_, 2003). ### Ethics of Network Analysis - [A Cautionary Note on Data Inputs and Visual Outputs in Social Network Analysis (SNA)](https://doi.org/10.1111/j.1467-8551.2012.00835.x) ([preprint][conway2014]; _British Journal of Management_, 2014). - [Ethical Dilemmas in Social Network Research](https://www.sciencedirect.com/journal/social-networks/vol/27/issue/2) (special issue of _Social Networks_, 2005). - [Ethical and Strategic Issues in Organizational Social Network Analysis](http://www.analytictech.com/borgatti/papers/ethics.pdf) (_The Journal of Applied Behavioral Science_, 2003). [conway2014]: https://lra.le.ac.uk/bitstream/2381/36068/2/Draft%20BJM%20Revised%20(3rd%20iteration)%20Manuscript.pdf ### Network Modeling - [A Brief History of Statistical Models for Network Analysis and Open Challenges][fienberg2012] (_Journal of Computational and Graphical Statistics_, 2012). - [Basic Models and Questions in Statistical Network Analysis](https://projecteuclid.org/euclid.ssu/1504836152) (_Statistics Surveys_, 2017). - [Introduction to Stochastic Actor-Based Models for Network Dynamics](https://doi.org/10.1016/j.socnet.2009.02.004) ([preprint](http://www.stats.ox.ac.uk/~snijders/SnijdersSteglichVdBunt2009.pdf); _Social Networks_, 2010). - [Navigating the Range of Statistical Tools for Inferential Network Analysis](https://doi.org/10.1111/ajps.12263) (_American Journal of Political Science_, 2017). - [Positional Analysis and Blockmodeling](http://link.springer.com/referenceworkentry/10.1007%2F978-1-4614-1800-9_138) (<!-- [preprint](http://patrickdoreian.com/NEW/wp-content/papers_resources/chapters/Positional_Analysis_and_Blockmodeling.pdf); -->_Computational Complexity_, 2012). - [Social Network Evolution and Actor Oriented Models](https://doi.org/10.4000/msh.2750) (_Mathematics & Social Sciences_, 1997). - [Statistical Models for Social Networks](https://doi.org/10.1146/annurev.soc.012809.102709) (_Annual Review of Sociology_, 2011). - [A Survey of Statistical Network Models](https://dl.acm.org/citation.cfm?id=1734795) - Book-length review ([preprint](https://arxiv.org/abs/0912.5410); _Foundations and Trends in Machine Learning_, 2010). - [A Unified View of Generative Models for Networks: Models, Methods, Opportunities, and Challenges](https://arxiv.org/abs/1411.4070) ([video presentation](http://www.birs.ca/events/2015/5-day-workshops/15w5080/videos/watch/201504200944-Jacobs.html); [NIPS 2014 workshop](https://nips.cc/Conferences/2014/Schedule?type=Workshop) on “[Networks: From Graphs to Rich Data](https://410f84824e101297359cc81c78f45c7c079eb26c.googledrive.com/host/0Bz6WHrWac3FrWnA5MjZqb3lWa2c/)”). [fienberg2012]: http://www.stat.cmu.edu/~brian/780/hw01/Fienberg%20(2012)%20A%20Brief%20History%20of%20Statistical%20Models%20for%20Network%20Analysis%20and%20Open%20Challenges.pdf ### Network Visualization - [Explorations into the Visualization of Policy Networks](https://www.academia.edu/17565685/Explorations_into_the_Visualization_of_Policy_Networks) (_Journal of Theoretical Politics_, 1999). - [Graphical Techniques for Exploring Social Network Data](http://moreno.ss.uci.edu/87.pdf) (_Models and Methods in Social Network Analysis_, 2005). - [Methods of Social Network Visualization](http://moreno.ss.uci.edu/90.pdf) (_Encyclopedia of Complexity and Systems Science_, 2009; [poster version](http://www.pfeffer.at/data/visposter/)). - [Social Networks](http://moreno.ss.uci.edu/93.pdf) (_Handbook of Graph Drawing and Visualization_, 2013). ### Social, Economic and Political Networks > See also the bibliographies [by Eszter Hargittai](http://eszter.com/contract.html#socnet), [by Pierre François](http://pierrefrancois.wifeo.com/documents/Cours-rseau---biblio-gnrale.pdf) and [by Pierre Mercklé](http://socio.ens-lyon.fr/merckle/merckle_communications_2008_cargese_reseaux_nuls_biblio.pdf). - [A propos de la notion de rôle dans l’analyse des relations sociales](https://doi.org/10.4000/msh.11969) (_Mathématiques et sciences humaines_, 2011). - [Brokerage](https://doi.org/10.1146/annurev-soc-081309-150054) (_Annual Review of Sociology_, 2012). - [Birds of a Feather: Homophily in Social Networks](https://doi.org/10.1146/annurev.soc.27.1.415) (_Annual Review of Sociology_, 2001). - [Mixed-Method Approaches to Social Network Analysis](http://eprints.ncrm.ac.uk/842/) (ESRC NCRM Discussion Paper, 2010). - [Network Analysis and Political Science](https://doi.org/10.1146/annurev.polisci.12.040907.115949) (_Annual Review of Political Science_, 2011). - [Network Analysis for International Relations](https://www.cambridge.org/core/journals/international-organization/article/div-classtitlenetwork-analysis-for-international-relationsdiv/DE2910979C1B5C44C4CC13F336C5DE97) (_International Organization_, 2009). - [Network Analysis in the Social Sciences](http://science.sciencemag.org/content/323/5916/892) (_Science_, 2009). - [Networks and Trade](https://doi.org/10.1146/annurev-economics-080217-053506) (_Annual Review of Economics_, 2018). - [Networks in Social Psychology, Beginning with Kurt Lewin](http://link.springer.com/10.1007%2F978-1-4614-6170-8_79) (<!-- [preprint](http://patrickdoreian.com/NEW/wp-content/papers_resources/new_papers_4-13/Networks_in_Socia_Psychology_Lewin.docx); -->_[Encyclopedia of Social Network Analysis and Mining](https://www.springer.com/us/book/9781461461692)_, 2014). - [Networks in the Understanding of Economic Behaviors](https://www.aeaweb.org/articles?id=10.1257/jep.28.4.3) (_Journal of Economic Perspectives_, 2014). - [Positions and Roles](http://sk.sagepub.com/reference/the-sage-handbook-of-social-network-analysis/n29.xml) (<!-- [preprint](http://patrickdoreian.com/NEW/wp-content/papers_resources/new_papers_4-13/positions_and_roles.pdf); -->_[The SAGE Handbook of Social Network Analysis](http://www.sagepub.in/books/Book232753/)_, 2011). - [The Social and the Sexual: Networks in Contemporary Demographic Research](http://repository.upenn.edu/psc_working_papers/41/) (PSC Working Paper Series, 2013). - [Social Network Analysis in the Study of Terrorism and Political Violence](http://journals.cambridge.org/article_S1049096510001848) ([preprint](http://opensiuc.lib.siu.edu/cgi/viewcontent.cgi?article=1048&context=pn_wp); _PS: Political Science and Politics_, 2011). - [Social Networks and Crime: Pitfalls and Promises for Advancing the Field](https://doi.org/10.1146/annurev-criminol-011518-024701) (_Annual Review of Criminology_, 2019). - Urban Social Networks: Some Methodological Problems and Possibilities ([_The Small World_](https://www.worldcat.org/title/small-world/oclc/925078340&referer=brief_results), 1989). ## Selected Papers > A voluntarily short list of applied, epistemological and methodological articles, many of which have become classic readings in network analysis courses. Intended for highly motivated social science students with little to no prior exposure to network analysis. - [Aux sources des grands réseaux d’interactions. Retour sur quelques propriétés déterminantes des réseaux sociaux issus de corpus documentaires](https://www.cairn.info/revue-reseaux1-2008-6-page-21.htm), by Pascal Cristofoli, in French - Reviews the current state of relational sociology and network analysis in light of the large-scale and online data (_Réseaux_, 2008). - [Birds of a Feather, Or Friend of a Friend? Using Exponential Random Graph Models to Investigate Adolescent Social Networks](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2831261/), by Steven M. Goodreau, James A. Kitts and Martina Morris - Accessible introduction to the logic and application of exponential random graph modeling (_Demography_, 2001). - [Chains of Affection: The Structure of Adolescent Romantic and Sexual Networks](http://www.soc.duke.edu/~jmoody77/chains.pdf), by Peter S. Bearman, James Moody and Katherine Stovel - Classic example of topological network analysis applied to a network of affective and sexual ties (_American Journal of Sociology_, 2004). - [Coauthorship and Citation Patterns in the _Physical Review_](https://doi.org/10.1103/PhysRevE.88.012814), by Travis Martin _et al._ - Highly typical study of scientific publishing productivity and collaboration through temporal network analysis ([preprint](https://arxiv.org/abs/1304.0473); _Physical Review E_, 2013). - [The Convergence of Social and Technological Networks](https://www.cs.cornell.edu/home/kleinber/cacm08.pdf), by Jon Kleinberg - Discusses small-world effects and social contagion within the context of the Internet and social media (_Communications of the ACM_, 2008). - [Deux traditions d’analyse des reseaux sociaux](https://www.cairn.info/revue-reseaux1-2002-5-page-183.htm), by Michael Eve ([English version](https://www.academia.edu/14524365/THE_TWO_TRADITIONS_OF_NETWORK_ANALYSIS); _Réseaux_, 2002). - [Homophily and Contagion Are Generically Confounded in Observational Social Network Studies](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3328971/), by Cosma R. Shalizi and Andrew C. Thomas - Makes a very important point for the analysis of network diffusion and influence (_Sociological Methods and Research_, 2011). - [La notion de réseau complexe : du réseau comme abstraction et outil à la masse de données des réseaux sociaux en ligne](https://doi.org/10.4000/communicationorganisation.4093), by Alain Barrat, in French - Accessible introduction to the study of complex networks (_Communication & Organisation_, 2013). - [Network Analysis, Culture, and the Problem of Agency](https://www.mustafaemirbayer.com/network-analysis-culture-and-the-pr), by Mustafa Emirbayer and Jeff Goodwin (_American Journal of Sociology_, 1994), and [Manifesto for a Relational Sociology](https://www.mustafaemirbayer.com/copy-3-of-bourdieu), by Mustafa Emirbayer (_American Journal of Sociology_, 1997) - Sociological foundations for a science of social ties. - [Network Theory, Plot Analysis](https://sydney.edu.au/intellectual-history/documents/moretti_network_theory_plot_analysis.pdf), by Franco Moretti - Example applications of (fictional) network analysis in literary studies (_New Left Review_, 2011). - [Node Centrality in Weighted Networks: Generalizing Degree and Shortest Paths](https://doi.org/10.1016/j.socnet.2010.03.006), by Tore Opsahl, Filip Agneessens and John Skvoretz - Explores the generalization of network centrality and distance measures to (positively) valued graphs (_Social Networks_, 2010; [companion website](https://toreopsahl.com/tnet/)). - [Scale-Free Networks](https://barabasi.com/f/124.pdf), by Albert-László Barabási and Eric Bonabeau - Early, accessible formulation of the “networks are everywhere” argument (_Scientific American_, 2003). - [Social Networks and Causal Inference](http://link.springer.com/chapter/10.1007/978-94-007-6094-3_17), by Tyler J. VanderWeele and Weihua An - Reviews the different ways in which network analysis can produce meaningful causal statements, as well as the inherent limits of network analysis for doing so (_[Handbook of Causal Analysis for Social Research](http://link.springer.com/book/10.1007/978-94-007-6094-3)_, 2013). - [The Performativity of Networks](https://kieranhealy.org/files/papers/performativity.pdf), by Kieran Healy - Network analysis meets science studies: social networks, like financial markets, are highly subject to performativity, i.e. the possibility that reality might be altered by its theoretical inquiry (_European Journal of Sociology_, 2015). - [Revisiting the Foundations of Network Analysis](http://science.sciencemag.org/content/325/5939/414), by Carter T. Butts - On choosing the right network representation to frame a research problem. - [Robust Action and the Rise of the Medici, 1400-1434](http://home.uchicago.edu/~jpadgett/papers/published/robust.pdf), by John F. Padgett and Christopher K. Ansell - Classic analysis of power relations in the Renaissance Florentine state (_American Journal of Sociology_, 1993). - [The Strength of Weak Ties](https://sociology.stanford.edu/sites/default/files/publications/the_strength_of_weak_ties_and_exch_w-gans.pdf), by Mark Granovetter - Arch-classic example of applying network analysis to a social issue: jobseeking (_American Journal of Sociology_, 1973). - [The Ties that Divide: A Network Analysis of the International Monetary System, 1890–1910](http://www.stats.ox.ac.uk/~snijders/FlandreauJobst2005.pdf) (_The Journal of Economic History_, 2005) and [The Empirics of International Currencies: Network Externalities, History and Persistence](https://doi.org/10.1111/j.1468-0297.2009.02219.x) (_The Economic Journal_, 2009), both by Marc Flandreau and Clemens Jobst - Network analysis of the foreign exchange system in the late 19th century ([data](http://eh.net/database/international-currencies-1890-1910/)). - [Topics in Social Network Analysis and Network Science](https://arxiv.org/abs/1404.0067), by A. James O’Malley and Jukka-Pekka Onnela - 50-page introduction to network analysis, with just the right amount of detail on all aspects of it (_The Handbook of Health Services Research_, forthcoming 2017). ## Software > For a hint of why this section of the list might be useful to some, see [Mark Round’s Map of Data Formats and Software Tools](http://mdround.blogs.com/usingnetworks/2009/07/sna-tools-and-formats-diagram-updated.html) (2009). > Several links in this section come from the [NetWiki Shared Code](http://netwiki.amath.unc.edu/SharedCode/SharedCode) page, from the Cambridge Networks Network [List of Resources for Complex Network Analysis](http://www.cnn.group.cam.ac.uk/Resources), and from the [Software for Social Network Analysis](http://www.gmw.rug.nl/~huisman/sna/software.html) page by Mark Huisman and Marijtje A.J. van Duijn. For a recent academic review on the subject, see the [Social Network Algorithms and Software](https://doi.org/10.1016/B978-0-08-097086-8.43121-1) entry of the _International Encyclopedia of Social and Behavioral Sciences_, 2nd edition (2015). > See also the [Social Network Analysis Project Survey](https://docs.google.com/spreadsheets/d/1Xo-ehJatzmxMek6gPG0h-d7yRSuiO6_flViTQNMAku0/edit#gid=0) ([blog post](http://pudo.org/blog/2013/12/21/sna-survey.html)), an earlier attempt to chart social network analysis tools that links to many commercial platforms not included in this list, such as [Detective.io](http://www.detective.io/). The Wikipedia English entry on [Social Network Analysis Software](https://en.wikipedia.org/wiki/Social_network_analysis_software) also links to many commercial that are often very expensive, outdated, and far from being awesome by any reasonable standard. > Software-centric tutorials are listed below their program of choice: other tutorials are listed [in the next section](#tutorials). - [ArcGIS Network Analyst](http://www.esri.com/software/arcgis/extensions/networkanalyst) - Network-based spatial analysis software for solving complex routing problems. - [CFinder](http://www.cfinder.org/) - Cross-platform Java program to identify clusters and communities through the Clique Percolation Method (CPM). - [Circos](http://circos.ca/) - Cross-platform program to produce circular layouts of network data, written in Perl. - [Cytoscape](http://www.cytoscape.org/) - Cross-platform Java program to build, analyze and visualize networks. Also a JavaScript library. - [Network Analysis with Cytoscape Tutorial](https://archaeologicalnetworks.wordpress.com/resources/#cytoscape) - Illustrated through an archaeological and geographical case study (2013). - [Discourse Network Analyzer (DNA)](http://www.philipleifeld.com/discourse-network-analyzer/discourse-network-analyzer-dna.html) - Qualitative content analysis tool with network export facilities, written in Java with R integration. - [E-Net](https://sites.google.com/site/enetsoftware1/) - Windows program for ego network analysis. - [EgoNet](https://sourceforge.net/projects/egonet/) - Cross-platform Java program for ego network analysis. - [EgoWeb](https://www.qualintitative.com/egoweb/) - Server-side software for social network data collection and processing. - [easyN](http://www.esyn.org/) - Online tool aimed at representing and sharing gene interaction networks as well as Petri net models. - [Gephi](https://gephi.org/) - Cross-platform, free and open source tool for network visualization. - [Clément Levallois’ Gephi Tutorials](https://seinecle.github.io/gephi-tutorials/). - [Geographische Netzwerkvisualisierung mit dem Programm ‘Gephi’](http://www.podcampus.de/nodes/RJVZo), in German (2016). - [Introduction to Network Analysis and Visualization with Gephi](http://www.martingrandjean.ch/gephi-introduction/) (2015). - [Practical Social Network Analysis With Gephi](http://derekgreene.com/gephitutorial/) (2014). - [GLEAMviz Simulator](http://www.gleamviz.org/) - Cross-platform tool intended for the prediction of human epidemics. - [Graph Commons](https://graphcommons.com/) - Collaborative platform for mapping, analyzing and publishing data-networks. - [Graphia](https://graphia.app/) - Cross-platform tool to visualize large and complex networks ([announcement](https://www.cnn.group.cam.ac.uk/news/Graphia-April19)). - [Graphviz](http://www.graphviz.org/) - Cross-platform software to draw graphs in the DOT graph drawing language. - [Graphy](https://github.com/bruce/graphy) - Graph theory library written in Ruby. - [GraphX](https://spark.apache.org/graphx/) - [Apache Spark](https://spark.apache.org/) module to perform graph-related parallel computation. - [Linkage](https://linkage.fr/) - Online tool to visualize and model networks with textual edges. - [Lynks](https://lynksoft.com/) - Web-based tool for simple network analysis and visualization. - [Mathematica](https://www.wolfram.com/mathematica/) - Cross-platform program with graph theory and network analysis functionalities. - [IGraph/M](https://github.com/szhorvat/IGraphM) - Interface to use the `igraph` library from within Mathematica, using standard Mathematica `Graph` objects. - [Metamaps](https://metamaps.cc/) - Free, open-source platform to draw networks, currently in beta. - [MuxViz](http://muxviz.net/) - Cross-platform, free and open source tool to study multilayer networks, based on R and GNU Octave. - [Neo4j](http://neo4j.com/) - Open source, scalable graph database, used by companies like [Linkurious](http://linkurio.us/). - [Network Canvas](http://networkcanvas.com/) - A free and open-source set of survey tools for ego-centric and personal network studies, including [documentation](https://documentation.networkcanvas.com) and a [user community](https://community.networkcanvas.com). - [Node Overlap and Segregation Software](http://nos.alwaysdata.net/) - Web-based tool to compute [Strona and Veech](https://doi.org/10.1111/2041-210X.12395)’s node overlap and segregation measures. - [Nodegoat](http://nodegoat.net/) - Web-based data management, network analysis and visualisation environment ([blog](http://nodegoat.net/blog)). - [NodeXL](http://nodexl.codeplex.com/) - Free, open-source template to explore network graphs with Microsoft Excel. - [The NodeXL Series](https://blogs.k-state.edu/it-news/tag/nodexl/) - Series of blog posts on using NodeXL (2013). - [ORA-LITE](http://www.casos.cs.cmu.edu/projects/ora/) - Windows program for dynamic meta-network assessment and analysis. - [OSoMe](http://osome.iuni.iu.edu/) - Web-based platform to analyze social media data, including through Twitter-based and co-occurrence networks. - [Pajek](http://mrvar.fdv.uni-lj.si/pajek/) - Windows program for large network analysis, free for noncommercial use. - [Analyse des réseaux : une introduction à Pajek](https://quanti.hypotheses.org/512/), in French (2011). - [La détection de communautés avec Pajek 3.6](https://groupefmr.hypotheses.org/544), in French (2012). - [Palladio](http://hdlab.stanford.edu/palladio/) - Web-based spatial network visualization tool by the [Humanities + Design research lab](http://hdlab.stanford.edu/) at Stanford University. - [PARTNER - Program to Analyze, Record, and Track Networks to Enhance Relationships](https://visiblenetworklabs.com/partner-cprm/) - Excel-based tool for building networks from surveys. - [PIGALE - Public Implementation of a Graph Algorithm Library and Editor](https://pigale.sourceforge.net/) - Windows program and C++ library to analyze planar graphs. - [PNet](http://www.swinburne.edu.au/fbl/research/transformative-innovation/our-research/MelNet-social-network-group/PNet-software/index.html) - Simulation and estimation of (one-mode and multilevel) exponential random graph models (ERGMs), written in Java for Windows. - [Polinode](https://www.polinode.com/) - Web-based platform to both analyze network data as well as collect network data via relationship-based surveys. - [PUCK - Program for the Use and Computation of Kinship data](http://www.kintip.net/) - Cross-platform Java program for genealogical network analysis. - [qgis-edge-bundling](https://github.com/ait-energy/qgis-edge-bundling) - Implementation of force-directed edge bundling for the QGIS Processing toolbox. - [Radatools](https://deim.urv.cat/~sergio.gomez/radatools.php) - Set of tools intended for the analysis of complex networks, built on top of [Radalib](http://deim.urv.cat/~sergio.gomez/radalib.php), a library written in Ada. - [Retina](https://ouestware.gitlab.io/retina) - Web application to share GEXF and GraphML network visualizations. - [SageMath](https://www.sagemath.org/) - Free open-source mathematics software with extensive [graph capabilities](http://doc.sagemath.org/html/en/reference/graphs/index.html). - [Segrada](https://www.segrada.org/) - Cross-platform tool to build and visualize semantic graph databases. - [Siena](https://www.stats.ox.ac.uk/~snijders/siena/) - Simulation Investigation for Empirical Network Analysis. Formerly a Windows program, now developed as the RSiena R package. - [SocNetV - Social Network Visualizer](https://socnetv.org/) - Cross-platform program that includes a [simple Web crawler](https://socnetv.org/news/?post=socnetv-v16-released-with-a-working-web-crawler) to construct hyperlink networks. - [SoNIA - Social Network Image Animator](http://web.stanford.edu/group/sonia/) - Tool to visualize dynamic or longitudinal network data. Formerly a [Java program](https://sourceforge.net/projects/sonia/) ([example movies](http://www.soc.duke.edu/~jmoody77/NetMovies/index.htm)), now developed as the ndtv R package. - [SparklingGraph](https://sparkling-graph.github.io/) - Cross-platform tool to perform large-scale, distributed network computations with Apache Spark’s GraphX module; written in Java and Scala. - [SPaTo Visual Explorer](http://www.spato.net/) - Cross-platform program for the visualization and exploration of complex networks. - [StOCNET](http://www.gmw.rug.nl/~stocnet/StOCNET.htm) - Several Windows programs developed by the same team as Siena. - [Tulip](http://tulip.labri.fr/) - Cross-platform network analysis and visualization framework built on top of a C++ library, with plugins dedicated to specific biological and physical networks. Also available through its [Python package](http://tulip.labri.fr/Documentation/current/tulip-python/html/index.html). - [UCINET](https://sites.google.com/site/ucinetsoftware/) - Windows commercial software package for the analysis of social network data. - [Uberlink](http://www.uberlink.com/) - Software suite for online (hyperlink) network analysis, by the [VOSON](http://vosonlab.net/) research project. - [VOSON System](http://www.uberlink.com/software#voson) - Web-based software for the collection and analysis of online network data. - [VOSON Data Provider for NodeXL](http://www.uberlink.com/software#voson-nodexl) ([quick tutorial](https://blogs.k-state.edu/it-news/2013/04/09/the-nodexl-series-using-voson-for-hyperlink-network-analysis-part-9/); to be discontinued in 2016). - [vosonR](http://vosonlab.net/tools) - R client for the VOSON software (in development). - [UNISoN](http://unison.sleonard.co.uk/) - Cross-platform program to download and visualize Usenet data. [Developed for a Masters degree](https://github.com/leonarduk/unison/wiki/MSc-Report-Abstract). - [VennMaker: An Actor-Centered Interactive Network Mapping Tool](http://www.vennmaker.com/?lang=en) - Cross-platform Java program for ego network analysis. - [VennMaker for Historians: Sources, Social Networks and Software](http://revistes.uab.cat/redes/article/view/v21-during-bixier-kronenwett-stark) (also available in Spanish; 2011). - [Visone](https://visone.ethz.ch/) - Cross-platform Java network analysis and visualization program, free for noncommercial use. - [Visone Tutorials](https://visone.ethz.ch/wiki/index.php/Tutorials) - Including one using an archaeological case study (2017). - [Vizster](http://vis.stanford.edu/jheer/projects/vizster/) - Cross-platform Java program to visualize online social networks. - [VOSviewer](https://www.vosviewer.com/) - Cross-platform Java tool for constructing and visualizing bibliometric networks. ### Algorithms > Network placement and community detection algorithms that do not fit in any of the next subsections. > See also the [Awesome Algorithms](https://github.com/tayllan/awesome-algorithms) and [Awesome Algorithm Visualization](https://github.com/enjalot/algovis) lists for more algorithmic awesomess. - [algo.graph](https://github.com/clojure/algo.graph) - Basic graph theory algorithms written in Clojure. - [CONGA and CONGO](https://gregory.org/research/networks/software/conga.html) - Algorithms to detect overlapping communities in networks, written in Java. - [ForceAtlas2](https://gephi.wordpress.com/2011/06/06/forceatlas2-the-new-version-of-our-home-brew-layout/) - Force-directed layout included in Gephi ([paper](http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0098679)). - [Linkcomm - Link Communities in Complex Networks](https://github.com/bagrow/linkcomm) - Community detection algorithms, available in C++, Python [and R](https://CRAN.R-project.org/package=linkcomm). - [MixNet - Erdös-Rényi Mixture Model for Networks](https://ssbgroup.fr/mixnet.html) - Community detection method, available in C++ and R. - [OSLOM2 - Order Statistics Local Optimization Method](http://www.oslom.org/) - Clustering algorithm. - [vbmod: Variational Bayesian Inference for Network Modularity](https://vbmod.sourceforge.net/) - MATLAB and Python implementations of a [Bayesian community detection algorithm](https://arxiv.org/abs/0709.3512). - [weighted-modularity-LPAwbPLUS](https://github.com/sjbeckett/weighted-modularity-LPAwbPLUS) - Julia, MATLAB and R implementations of two algorithms to find weighted modularity in bipartite networks. ### C / C++ > For more awesome C / C++ content, see the [Awesome C](https://github.com/aleksandar-todorovic/awesome-c) and [Awesome C / C++](https://github.com/fffaraz/awesome-cpp) lists. - [Benchmark Graphs to Test Community Detection Algorithms](https://sites.google.com/site/santofortunato/inthepress2) - C++ code to generate weighted and unweighted graphs. - [BGL - Boost Graph Library](https://www.boost.org/doc/libs/1_60_0/libs/graph/doc/) - C++ library that provides a generic interface to access graph structures. - [igraph](https://igraph.org/) - C library of network analysis tools; also exists as packages for Python and R. - [MapEquation](https://www.mapequation.org/) - C++ code for the Infomap method of multilevel community detection. - [Louvain Method](https://sites.google.com/site/findcommunities/) - C++ code for the [Louvain multi-level community detection algorithm](https://arxiv.org/abs/0803.0476). - [networks.tb](https://networks-tb.sourceforge.net/) - C program designed for analyzing socio-semantic networks. Runs on Linux and Mac OS X. - [OGDF - Open Graph Drawing Framework](https://ogdf.uos.de/) - Self-contained C++ class library for diagram, network and tree layouts. - [OpenOrd: Large-scale Graph Layout (formerly DrL)](http://www.cs.sandia.gov/~smartin/software.html) - C++ algorithm, also available as a [Gephi plugin](https://gephi.org/plugins/#/plugin/openord-layout). - [Stanford Network Analysis Project](http://snap.stanford.edu/) - C++ general purpose network analysis and graph mining library. Available as a Python library and in Microsoft Excel via NodeXL. - [Walktrap](https://www-complexnetworks.lip6.fr/~latapy/PP/walktrap.html) - C++ program that implements the [WalkTrap community detection algorithm](https://arxiv.org/abs/physics/0512106). ### Java - [GraphStore](https://github.com/gephi/graphstore) - In-memory graph structure implementation, powering Gephi. - [GraphStream](https://graphstream-project.org/) - Java library for the modeling and analysis of dynamic graphs. - [Mixer](https://github.com/keith-turner/mixer) - Prototype showing how to use [Apache Fluo](https://fluo.apache.org/) to continuously merge multiple large graphs into a single derived one. ### JavaScript > For more awesome JavaScript libraries, see the [Awesome JavaScript](https://github.com/sorrycc/awesome-javascript) list. - [Cytoscape.js](https://js.cytoscape.org/) - Network analysis and visualization library. - [d3.js](https://d3js.org/) - JavaScript visualization library that can plot [force-directed graphs](http://bl.ocks.org/mbostock/4062045). - [d3-force: Force-directed graph layout](https://github.com/d3/d3-force) using velocity Verlet integration. - [d3-vector: Define connections between nodes as directional vectors](https://github.com/thepeoplesbourgeois/d3-vector), consisting of angles and magnitudes. - [GENSI](http://www.tobiasstark.nl/GENSI/GENSI.htm) - JavaScript graphical tool to collect ego-centered network data ([paper](https://doi.org/10.1016/j.socnet.2016.07.007)). - [Gephi Lite](https://github.com/gephi/gephi-lite) - Web-based, lighter version of Gephi. - [GoJS](https://gojs.net/) - Visualization library to draw diagrams and several types of network layouts. - [Graphology](https://graphology.github.io/) - Specification and reference implementation for a robust and multipurpose JavaScript `Graph` object. - [greuler](https://mauriciopoppe.github.io/greuler/) - Visualization library to build and manipulate graphs through a simple API. Powered by d3.js and [WebCola](https://ialab.it.monash.edu/webcola/). - [jLouvain](https://github.com/upphiminn/jLouvain) - Louvain community detection for Javascript ([example](http://bl.ocks.org/emeeks/125db75c9b55ddcbdeb5)). - [NetworkCube](https://github.com/networkcube/networkcube) - "Dynamic Network Visualizations [for] Domain Scientists." For demo examples, see [The Vistorian](https://networkcube.github.io/vistorian/). - [Oligrapher](https://github.com/public-accountability/oligrapher) - Library initially developed to visualise ["networks of influence" among U.S. elites](https://littlesis.org/). - [Popoto.js](https://github.com/Nhogs/popoto) - Library based on d3.js that provides a graph based search interface. - [Sigma](https://www.sigmajs.org/) - JavaScript library dedicated to graph drawing. - [vis.js](https://visjs.org/) - JavaScript library with network visualization capabilities. - [VivaGraphJS](https://github.com/anvaka/VivaGraphJS) - Graph drawing library ([ForceAtlas2 plugin](https://github.com/graphcommons/viva.forceatlas2)). - [viz.js](https://mdaines.github.io/viz.js/) - Use Graphviz in Web pages. ### Julia - [BayesNets.jl](https://github.com/sisl/BayesNets.jl) - Package to work with Bayesian networks. - [Smile.jl](https://github.com/sisl/Smile.jl) - Julia wrapper for the [Smile C++ library](http://www.bayesfusion.com/smile-engine), which covers Bayesian networks and influence diagrams. - [EcologicalNetwork.jl](https://github.com/PoisotLab/EcologicalNetwork.jl) - Package to compute measures of ecological network structures. - [EvolvingGraphs](https://github.com/weijianzhang/EvolvingGraphs.jl) - Package to create, manipulate and study time-dependent networks. - [Dynamic Network Analysis in Julia](http://eprints.ma.man.ac.uk/2376/01/julia_eg_report.pdf). - [Graphs.jl](https://github.com/JuliaLang/Graphs.jl) - Package to manipulate graph objects in Julia. - [Creating Network Diagrams in Plotly from Julia](http://badhessian.org/2014/05/creating-network-diagrams-in-plotly-from-julia/). - [MetaGraphs](https://github.com/JuliaGraphs/MetaGraphs.jl) - Graph data structures with multiple heterogeneous metadata for Graphs.jl. - [JuliaGraphs](https://github.com/JuliaGraphs) - Suite of Julia packages for network analysis. - [GraphVisualize.jl](https://github.com/JuliaGraphs/GraphVisualize.jl) - Graph visualization built on top of [GLVisualize.jl](https://github.com/JuliaGL/GLVisualize.jl). - [LightGraphs.jl](https://github.com/JuliaGraphs/LightGraphs.jl) - Graph library with a focus on performance and simplicity. - [LightGraphsExtras.jl](https://github.com/JuliaGraphs/LightGraphsExtras.jl) - Community detection and other functionalities for the LightGraphs.jl package. - [NetworkLayout.jl](https://github.com/JuliaGraphs/NetworkLayout.jl) - Layout algorithms for graphs and trees. - [Networks.jl](https://github.com/JuliaGraphs/Networks.jl) - Additional graph functions for the LightGraphs.jl package. - [GraphCentrality.jl](https://github.com/JuliaGraphs/GraphCentrality.jl) - Adds network measures to the Graphs.jl package. - [MatrixNetworks.jl](https://github.com/nassarhuda/MatrixNetworks.jl) - A method to handle graph/matrix/network structures. - [NetworkFlows.jl](https://github.com/Azzaare/NetworkFlows.jl) - Package of network flows algorithms. - [NetworkViz.jl](https://github.com/abhijithanilkumar/NetworkViz.jl) - Package to visualize graphs produced with LightGraphs.jl, using [ThreeJS.jl](https://github.com/rohitvarkey/ThreeJS.jl). - [Video presentation of the package](https://youtu.be/kY5te9NwXo8?list=PLP8iPy9hna6SQPwZUDtAM59-wPzCPyD_S) by its author at JuliaCon 2016. - [PhyloNetworks.jl](https://github.com/crsl4/PhyloNetworks.jl) - Package to manipulate, analyze and visualize phylogenetic networks. - [TikzGraphs](https://github.com/sisl/TikzGraphs.jl) - Package to create graph layouts using the TikZ graphics language. ### MATLAB > See also the webweb tool listed in the [Python](#python) section. - [Brain Connectivity Toolbox](https://sites.google.com/site/bctnet/) - Toolbox for complex-network analysis of structural and functional brain-connectivity data, with links to many related projects. - [Complex Networks Package for MatLab](http://www.levmuchnik.net/Content/Networks/ComplexNetworksPackage.html). - [CONTEST](http://www.maths.strath.ac.uk/research/groups/numerical_analysis/contest) - Random network toolbox that implements nine network models. - [Generalized Louvain](http://netwiki.amath.unc.edu/GenLouvain/GenLouvain) - Variant of the Louvain community detection algorithm. - [MatlabBGL](https://dgleich.github.io/matlab-bgl/) - Graph library based on the C++ Boost Graph Library. - [MATLAB RBN Toolbox](http://www.teuscher.ch/rbntoolbox/index.htm) - Simulation und visualization of Random Boolean Networks. ### Python > Many items below are from [a Google spreadsheet](https://docs.google.com/spreadsheets/d/1vJILk2EW1JnR3YAwTSSqAV5mPkeXaezy45wOoafBpfU/edit#gid=0) by Michał Bojanowski and others. > See also [Social Network Analysis with Python](https://www.youtube.com/watch?v=qgGqaBAEy3Q), a 3-hour tutorial by Maksim Tsvetovat and Alex Kouznetsov given at PyCon US 2012 ([code](https://github.com/maksim2042/PyCon2012)). > For more awesome Python packages, see the [Awesome Python](https://github.com/vinta/awesome-python) and [Awesome Python Books](https://github.com/Junnplus/awesome-python-books) lists. - [bokeh](https://bokeh.org/) - Python library for interactive data visualization in the browser, with support for networks. - [cdlib](https://github.com/GiulioRossetti/cdlib) - Python community detection library, with 60+ methods and evaluation/visualization features. - [dash-cytoscape](https://github.com/plotly/dash-cytoscape) - Interactive network visualization library in Python, powered by Cytoscape.js and Dash - [graph-tool](http://graph-tool.skewed.de/) - Python module for network manipulation and analysis, written mostly in C++ for speed. - [graphviz](https://pypi.python.org/pypi/graphviz) - Python renderer for the DOT graph drawing language. - [graspologic](https://github.com/microsoft/graspologic) - Python package for statistical algorithms, models, and visualization for single and multiple networks. - [Tutorials on algorithms and models](https://graspologic.readthedocs.io/en/latest/). - [hiveplot](https://pypi.python.org/pypi/hiveplot) - Python utility for drawing networks as hive plots on matplotlib, a more comprehensive network visualization. - [karateclub](https://github.com/benedekrozemberczki/karateclub) - Python package for unsupervised learning on graph structured data with a scikit-learn like API. - [linkpred](https://github.com/rafguns/linkpred) - Assess the likelihood of potential links in a future snapshot of a network. - [littleballoffur](https://github.com/benedekrozemberczki/littleballoffur) - Python package for sampling from graph structured data with a scikit-learn like API. - [metaknowledge](http://networkslab.org/metaknowledge/) - Python package to turn bibliometrics data into authorship and citation networks. - [networkx](https://networkx.org/) - Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks. - [Implementing an ERGM from Scratch in Python](https://gist.github.com/dmasad/8509304), using networkx and numpy (2014). - [nxviz](https://github.com/ericmjl/nxviz/) - Visualization package for NetworkX. - [nngt](https://nngt.readthedocs.io) - Library-agnostic graph generation and analysis that wraps around `networkx`, `igraph` and `graph-tool`). Includes normalized graph measures, advanced visualizations, (geo)spatial tools, and interfaces for neuroscience simulators. - [npartite](https://github.com/ike002jp/npartite) - Python algorithms for community detection in n-partite networks. - [PyGraphistry](https://github.com/graphistry/pygraphistry) - Python library to extract, transform, and visually explore big graphs. - [python-igraph](http://igraph.org/python/) - Python version of the igraph network analysis package. - [python-louvain](https://perso.crans.org/aynaud/communities/) - A solid implementation of Louvain community detection algorithm. - [Raphtory](https://www.raphtory.com/) - A platform for building and analysing temporal networks. - [scipy.sparse.csgraph](https://docs.scipy.org/doc/scipy/reference/sparse.csgraph.html#module-scipy.sparse.csgraph) - Fast graph algorithms based on sparse matrix representations. - [Snap.py](http://snap.stanford.edu/snappy/index.html) - A Python interface for SNAP (a general purpose, high performance system for analysis and manipulation of large networks). - [SnapVX](https://github.com/snap-stanford/snapvx) - A convex optimization solver for problems defined on a graph. - [tnetwork](https://github.com/Yquetzal/tnetwork) - Python library for temporal networks, and dynamic community detection in particular. - [TQ (Temporal Quantities)](http://vladowiki.fmf.uni-lj.si/doku.php?id=tq) - Python 3 library for temporal network analysis. - [uunet](http://multilayer.it.uu.se/software.html) - Tools for multilayer social networks. - [Related book and data](http://multilayer.it.uu.se/). See `multinet` for the R version. - [webweb](https://webwebpage.github.io/) - MATLAB/Python library to produce interactive network visualizations with d3.js. ### R > For more awesome R resources, see the [Awesome R](https://github.com/qinwf/awesome-R) and [Awesome R Books](https://github.com/RomanTsegelskyi/rbooks) lists. See also [this Google spreadsheet](https://docs.google.com/spreadsheets/d/1CoFGtrW85D9FsVcAE5-bcXVl6QOTncwXjFBYp4u2WgE/edit?usp=sharing) by Ian McCulloh and others. > To convert many different network model results into tidy data frames, see the [broom](https://CRAN.R-project.org/package=broom) package. To convert many different network model results into LaTeX or HTML tables, see the [texreg](https://CRAN.R-project.org/package=texreg) package. - [amen](https://CRAN.R-project.org/package=amen) - Additive and multiplicative effects models for relational data. - [backbone](https://CRAN.R-project.org/package=backbone) - Provides methods for binarizing a weighted network retaining only significant edges. - [Introduction to the backbone package](https://arxiv.org/abs/1912.12779) - [Bergm](https://CRAN.R-project.org/package=Bergm) - Tools to analyse Bayesian exponential random graph models (BERGM). Related Twitter: [@BayesianSNA](https://twitter.com/BayesianSNA). - [bipartite](https://CRAN.R-project.org/package=bipartite) - Functions to visualize bipartite (two-mode) networks and compute indices commonly used in ecological research. See also: `levelnet` R package. - [blockmodeling](https://CRAN.R-project.org/package=blockmodeling) - Implementats generalized blockmodeling for valued networks. - [bnlearn](https://CRAN.R-project.org/package=bnlearn) - Tools for [Bayesian network learning and inference](http://www.bnlearn.com/) ([related Shiny app](https://paulgovan.github.io/RiskNetwork)). - [brainGraph](https://CRAN.R-project.org/package=brainGraph) - Tools for performing graph theory analysis of brain MRI data. - [btergm](https://CRAN.R-project.org/package=btergm) - Tools to fit temporal ERGMs by bootstrapped pseudolikelihood. Also provides MCMC maximum likelihood estimation, goodness of fit for ERGMs, TERGMs, and stochastic actor-oriented models (SAOMs), and tools for the micro-level interpretation of ERGMs and TERGMs. - [CCAS](https://github.com/matthewjdenny/CCAS) - Statistical model for communication networks. - [concoR](https://github.com/aslez/concoR) - Implementation of the CONCOR network blockmodeling algorithm ([blog post](http://badhessian.org/2015/05/concor-in-r/)). - [ContentStructure](https://github.com/matthewjdenny/ContentStructure) - Implements an extension to the [Topic-Partitioned Multinetwork Embeddings (TPME) model](http://dirichlet.net/pdf/krafft12topic-partitioned.pdf). - [DiagrammeR](https://github.com/rich-iannone/DiagrammeR) - Connects R, RStudio and JavaScript libraries to draw graph diagrams ([blog post](https://blog.rstudio.org/2015/05/01/rstudio-v0-99-preview-graphviz-and-diagrammer/)). - [dodgr](https://CRAN.R-project.org/package=dodgr) - Computes distances on dual-weighted directed graphs, such as street networks, using priority-queue shortest paths. - [edgebundle](https://github.com/schochastics/edgebundle) - Edge bundling algorithms, useful to e.g. draw networks of transport maps. - [egor](https://CRAN.R-project.org/package=egor) - Tools for importing, analyzing and visualizing ego-centered network data, in various formats. - [EpiModel](https://CRAN.R-project.org/package=EpiModel) - Tools for simulating mathematical models of infectious disease dynamics ([presentation paper](https://doi.org/10.18637%2Fjss.v084.i08)). - [ergm](https://CRAN.R-project.org/package=ergm) - Estimation of Exponential Random Graph Models (ERGMs). - [ERGM: edgecov and dyadcov Specifications](http://mjh4.blogspot.com/2012/09/ergm-edgecov-and-dyadcov-specifications.html). - [ergMargins](https://CRAN.R-project.org/package=ergMargins) - Process analysis for ERGMs. - [ergmito](https://CRAN.R-project.org/package=ergmito) - ERGMs for small networks. - [fergm](https://CRAN.R-project.org/package=fergm) - Frailty ERGMs. - [GERGM](https://CRAN.R-project.org/package=GERGM) - Estimation and diagnosis of the convergence of Generalized Exponential Random Graph Models (GERGM). - [geomnet](https://CRAN.R-project.org/package=geomnet) - Single-geometry approach to network visualization with `ggplot2`. - [ggnetwork](https://CRAN.R-project.org/package=ggnetwork) - Multiple-geometries approach to plot network objects with `ggplot2`. - [ggraph](https://CRAN.R-project.org/package=ggraph) - Grammar of graph graphics built in the spirit of `ggplot2`. See also: `tidygraph` R package. - [goldfish](https://github.com/snlab-ch/goldfish) - Dynamic Network Actor-Oriented Model (DyNAM) for the statistical analysis of coordination networks through time. - [graphlayouts](https://CRAN.R-project.org/package=graphlayouts) - Layout algorithms based on the concept of [stress majorization](https://doi.org/10.1007/978-3-540-31843-9_25). - [Introducing graphlayouts with Game of Thrones](http://blog.schochastics.net/post/introducing-graphlayouts-with-got/). - [Network Visualizations in R using ggraph and graphlayouts](https://mr.schochastics.net/material/netVizR/). - [hergm](https://CRAN.R-project.org/package=hergm) - Estimate and simulate hierarchical exponential-family random graph models (HERGM) with local dependence. - [hierformR](https://CRAN.R-project.org/package=hierformR) – Determine paths and states that social networks develop over time to form social hierarchies. - [igraph](http://igraph.org/r/) - A collection of network analysis tools. - [Network Analysis and Visualization with R and igraph](http://kateto.net/networks-r-igraph) (2016). - [influenceR](https://CRAN.R-project.org/package=influenceR) - Compute various node centrality network measures by Burt, Borgatti and others. - [keyplayer](https://CRAN.R-project.org/package=keyplayer) - Implements several network centrality measures. - [latentnet](https://CRAN.R-project.org/package=latentnet) - Latent position and cluster models for network objects. - [levelnet](https://github.com/schochastics/levelnet) - Experimental package to analyze one-mode projections of bipartite (two-mode) networks. See also: `bipartite` R package. - [lpNet](https://www.bioconductor.org/packages/release/bioc/html/lpNet.html) - Linear programming model aimed at infering biological (signalling, gene) networks. - [mlergm](https://cran.r-project.org/package=mlergm) - Multilevel Exponential-Family Random Graph Models, to model nodes nested within known blocks. - [multigraph](https://cran.r-project.org/package=multigraph) - Functions to build and visualize all sorts of multigraphs. - [multigraphr](https://cran.r-project.org/package=multigraphr) - Random multigraph models, statistics of multigraph properties, and goodness of fit tests. - [multinet](https://CRAN.R-project.org/package=multinet) - Tools for multilayer social networks. - [Related book and data](http://multilayer.it.uu.se/), and [presentation article](http://multilayer.it.uu.se/papers/jss.pdf). See `uunet` for the Python version. - [multinets](https://cran.r-project.org/package=multinets) - Package to handle multilevel networks in `igraph`. - [migraph](https://CRAN.R-project.org/web/packages/migraph/) - A set of tools that extend common social network analysis packages for analysing multimodal and multilevel networks. - [ndtv](https://CRAN.R-project.org/package=ndtv) - Tools to construct animated visualizations of dynamic network data in various formats. - [neo4r](https://github.com/neo4j-rstats/neo4r) - Neo4J driver for R. - [networkD3](https://christophergandrud.github.io/networkD3/) - Create d3.js network graphs from R. - [netdiffuseR](https://CRAN.R-project.org/package=netdiffuseR) - Tools to analyze the network diffusion of innovations. - [netrankr](https://CRAN.R-project.org/package=netrankr) - Up-to-date collection of network centrality indices, with lots of documentation. - [Network Centrality in R: An Introduction](http://blog.schochastics.net/post/network-centrality-in-r-introduction/) - Includes a review of relevant R packages. - [Network Centrality in R: Neighborhood Inclusion](http://blog.schochastics.net/post/network-centrality-in-r-neighborhood-inclusion/). - [Network Centrality in R: New Ways of Measuring Centrality](http://blog.schochastics.net/post/network-centrality-in-r-new-ways-of-measuring-centrality/) (2018). - [netseg](https://mbojan.github.io/netseg/) - Various measures of network segregation and homophily. - [NetSim](http://www.christoph-stadtfeld.com/netsim/) - Simulate and combine micro-models to research their impact on the macro-features of social networks. - [netUtils](https://github.com/schochastics/netUtils) - Various network functions and methods, e.g. computing the Cartesian product of two graphs or fitting a discrete core periphery model. - [network](https://CRAN.R-project.org/package=network) - Basic tools to manipulate relational data in R. - [networkdata](https://github.com/schochastics/networkdata) - Includes 979 network datasets containing 2135 networks. - [networkdiffusion](https://github.com/chengjun/networkdiffusion) - Simulate and visualize basic epidemic diffusion in networks. - [networkDynamic](https://CRAN.R-project.org/package=networkDynamic) - Support for dynamic, (inter)temporal networks. - [networksis](https://CRAN.R-project.org/package=networksis) - Tools to simulate bipartite networksgraphs with the degrees of the nodes fixed and specified. - [PAFit](https://CRAN.R-project.org/package=PAFit) - Nonparametric estimation of preferential attachment and node fitness in temporal complex networks. - [PCIT](https://CRAN.R-project.org/package=PCIT) - Implements Partial Correlation with Information Theory in order to identify meaningful correlations in weighted networks, such as gene co-expression networks. - [RCy3](https://bioconductor.org/packages/3.3/bioc/html/RCy3.html) - Interface between R and recent versions of Cytoscape. - [RCyjs](https://bioconductor.org/packages/release/bioc/html/RCyjs.html) - Interface between R and Cytoscape.js. - [qgraph](https://CRAN.R-project.org/package=qgraph) - Tools to model and visualize psychometric networks; also aimed at weighted graphical models). - [Network Model Selection Using qgraph 1.3](http://psychosystems.org/network-model-selection-using-qgraph-1-3-10/) (2014). - [qgraph Examples](http://sachaepskamp.com/qgraph/examples). - [qgraph: Network Visualizations of Relationships in Psychometric Data](https://www.jstatsoft.org/article/view/v048i04) (2012). - [relevent](https://CRAN.R-project.org/package=relevent) - Tools to fit relational event models (REM). - [informR](https://CRAN.R-project.org/package=informR) - Tools to create sequence statistics from event lists to be used in `relevent`. - [rem](https://CRAN.R-project.org/package=rem) - Estimate endogenous network effects in event sequences and fit relational event models (REM), which measure how networks form and evolve over time. - [rgexf](https://CRAN.R-project.org/package=rgexf) - Export network objects from R to GEXF for manipulation with software like Gephi or Sigma. - [Rgraphviz](https://bioconductor.org/packages/release/bioc/html/Rgraphviz.html) - Support for using the Graphviz library and its DOT graph drawing language from within R. - [RSiena](http://r-forge.r-project.org/R/?group_id=461) - Simulation Investigation for Empirical Network Analysis; fits models to longitudinal network data. - [signnet](http://signnet.schochastics.net/) Methods to analyse signed networks (structural balance, blockmodeling, centrality, etc.). - [sna](https://CRAN.R-project.org/package=sna) - Basic network constructors, measures and visualization tools. - [snahelper](https://CRAN.R-project.org/package=snahelper) - RStudio addin which provides a GUI to visualize and analyse networks - [Introduction to snahelper (Part 1)](http://blog.schochastics.net/post/an-rstudio-addin-for-network-analysis-and-visualization/) - [Introduction to snahelper (Part 2)](http://blog.schochastics.net/post/new-rstudio-addins-for-network-analysis/) - [SocialMediaLab](https://CRAN.R-project.org/package=SocialMediaLab) - Tools for collecting social media data and generating networks from it ([companion website](http://vosonlab.net/SocialMediaLab), [github repo](https://github.com/voson-labSocialMediaLab)). - [spectralGOF](http://people.bu.edu/jccs/spectralGOF.html) - Computes the spectral goodness of fit (SGOF), a measure of how well a network model explains the structure of an observed network. - [spnet](https://CRAN.R-project.org/package=spnet) - Methods for visualizing spatial networks on maps in the `sp` class. - [spNetwork](https://CRAN.R-project.org/package=spNetwork) - Methods for spatial network analysis, including e.g. kernel density estimation, distances and point pattern analysis. - [statnet](https://statnet.org/) - The project behind many R network analysis packages ([mailing-list](https://mailman13.u.washington.edu/mailman/listinfo/statnet_help), [tutorials/workshops](https://statnet.org/workshops/)). - [Exponential Random Graph Models (ERGMs) Using statnet](https://statnet.org/workshop-ergm/ergm_tutorial.html) (2022). - [Guides for Using the statnet Package](http://www.melissaclarkson.com/resources/R_guides/) (2010). - [Modeling Valued Networks with statnet](https://statnet.org/workshop-valued/valued.html) (2022). - [tergm](https://CRAN.R-project.org/package=tergm) - Fit, simulate and diagnose models for temporal exponential-family random graph models (TERGM). - [tidygraph](https://CRAN.R-project.org/package=tidygraph) - ‘Tidy’ approach to building graph structures. See also: `ggraph` R package. - [Introducing tidygraph](https://www.data-imaginist.com/2017/introducing-tidygraph/) - [Tidying up your network analysis with tidygraph and ggraph](https://posit.co/resources/videos/tidying-up-your-network-analysis-with-tidygraph-and-ggraph/) - [tnam](https://CRAN.R-project.org/package=tnam) - Tools to fit temporal and cross-sectional network autocorrelation models (TNAM). - [tnet](https://CRAN.R-project.org/package=tnet) - Network measures for weighted, two-mode and longitudinal networks. - [tsna](https://CRAN.R-project.org/package=tsna) - Tools for temporal social network analysis. - [visNetwork](https://github.com/DataKnowledge/visNetwork) - Using vis.js library for network visualization. - [xergm](https://CRAN.R-project.org/package=xergm) - Extensions of exponential random graph models (ERGM, GERGM, TERGM, TNAM and REM). ### Stata - [nwcommands: Network Analysis Using Stata](https://nwcommands.wordpress.com/) ([discussion](http://www.statalist.org/forums/forum/general-stata-discussion/general/1290963-network-analysis-which-command-to-use), [tutorials and slides](https://nwcommands.wordpress.com/tutorials-and-slides/)). - [SNA with Stata](http://www.rensecorten.org/index.php/category/sna-with-stata/) - Blog documenting the use of the netplot Stata package. ### Syntaxes > Generic graph syntaxes intended for use by several programs. - [DOT](http://www.graphviz.org/doc/info/lang.html) - Graph drawing syntax used by the Graphviz software. - [GEXF](https://gexf.net) - File format used by the Gephi software. - [GraphML](http://graphml.graphdrawing.org/) - Comprehensive and easy-to-use file format for graphs ([handbook chapter](https://www.uni-konstanz.de/mmsp/pubsys/publishedFiles/BrEiLe10.pdf)). - [JGraphT](https://jgrapht.org/) - Java graph library for graph data structures and algorithms ([example algorithms](https://github.com/agouge/Java-Network-Analyzer)). - [JUNG - Java Universal Network/Graph Framework](https://jung.sourceforge.net/) - Extensible library to represent network objects. - [PGF/TikZ](http://www.ctan.org/tex-archive/graphics/pgf/) - [Tandem](https://en.wikipedia.org/wiki/PGF/TikZ) of vector graphics languages that can be used to draw graphs in the [LaTeX](https://latex-project.org/) typesetting environment. - [Awesome LaTeX: TiKZ](https://github.com/egeerardyn/awesome-LaTeX#tikz). - [How to Draw Graphs in LaTeX?](https://tex.stackexchange.com/questions/57152/how-to-draw-graphs-in-latex) - [TikZ Graph Examples](http://www.texample.net/tikz/examples/tag/graphs/). - [TikZ & PGF Manual](http://distrib-coffee.ipsl.jussieu.fr/pub/mirrors/ctan/graphics/pgf/base/doc/pgfmanual.pdf). - [TKZ](http://altermundus.com/pages/tkz/index.html) - Packages based on TikZ. - [TLP - Tulip Software Graph Format](http://tulip.labri.fr/TulipDrupal/?q=tlp-file-format) - Graph syntax used by the Tulip software framework. - [Cypher](http://neo4j.com/docs/stable/cypher-query-lang.html) - Graph query language used by [Neo4j](http://neo4j.com/). ### Tutorials > Tutorials that are not focused on a single specific software package or program. - [Basic and Advanced Network Visualization with Gephi and R](http://kateto.net/sunbelt2016) (2016). - [Basic Network Analysis in R using igraph and related packages](https://mr.schochastics.net/material/netAnaR/) (2022). - [Interactive and Dynamic Network Visualization in R](http://curleylab.psych.columbia.edu/netviz/) and JavaScript libraries (2016). - [Nodegoat and Palladio: Introductory Workshop](https://www.academia.edu/11450425/Nodegoat_and_Palladio_Introductory_Workshop_by_Emmanuelle_Chaze) - Aimed at humanists (2015). - [Static and Dynamic Network Visualization with R](http://kateto.net/network-visualization) - Covers the igraph, network, ggraph, network, networkD3, ndtv, threejs and visNetwork packages (2019). ## Varia > Resources that do not fit in other categories. - [+100 herramientas para el análisis de redes sociales](http://www.k-government.com/2016/06/28/100-herramientas-analisis-redes-sna-ars/) - Long list of diverse applications of network analysis, with shorts descriptions in Spanish. - [Awesome graph classification](https://github.com/benedekrozemberczki/awesome-graph-classification) - Comprehensive list of graph embedding papers with title, authors, link to the paper and reference implementation. - [Awesome community detection](https://github.com/benedekrozemberczki/awesome-community-detection) - Comprehensive list of community detection papers with title, authors, link to the paper and reference implementation. - [Centrality Measures as a Signature of Roles in Rousseau’s _Les Confessions_](http://yro.ch/centrality-measures-signature-roles-rousseaus-les-confessions/) - Analysis of a real-world character network. - [Cheat Sheet: Social Network Analysis for Humanists](https://cvcedhlab.hypotheses.org/106) - Basic notions to remember when assembling and manipulating network data. - [Computer Technologies for the Historical Research of Intellectual Networks](https://www.youtube.com/playlist?list=PLz79Il7EOvUJxdQ9r2IefFtr--BNkfOa7) - Series of videos by historians, featuring Marten Düring and Scott Weingart. - [Convert Between Graph Formats](http://awesome.cs.jhu.edu/graph-services/convert/) - Online service to convert from/to many different common graph formats. - [David Knoke on Network Analysis](https://thesocietypages.org/methods/2015/01/30/david-knoke-on-network-analysis/) - 20-minute interview that discusses the uses and benefits of network analysis, drawing upon Knoke’s research on terrorist networks. - [Glossary of Terms for Statistical Network Models](https://statnet.org/trac/raw-attachment/wiki/Resources/glossary.pdf). - [Linton C. Freeman’s Social Network Research Publications](http://moreno.ss.uci.edu/pubs.html), spanning from 1955 to today. - [Mapping the Republic of Letters](http://republicofletters.stanford.edu/) - Research project on early-modern scholarship ([underlying software](http://www.densitydesign.org/research/knot/)). - [Mixed-Method Approaches to Social Network Analysis](https://www.youtube.com/playlist?list=PL3zdEY084WkQD79mR00RSt8j5RuyPwMJE) - Videos of a conference at the Middlesex University School of Law (2014). - [Modeling Complex Social Networks: Challenges and Opportunities for Statistical Learning and Inference](https://www.youtube.com/watch?v=1xLjYc7EUEU) - Video of a seminar talk by Jennifer Neville at Purdue University (2011). - [NetSciEd - Network Science in Education](https://sites.google.com/a/binghamton.edu/netscied/home) - International initiative aimed at improving network literacy. - (@) [Network Fact](https://twitter.com/networkfact) - Twitter account on networks, graph theory, and related topics. - [Network Map of Knowledge and Art](https://paolonegrini.wordpress.com/2012/11/19/network-map-of-knowledge-and-art/) - DBPedia-derived networks of who-was-influenced-by-whom directed ties, using SPARQL and Gephi. - (@) [Network Science](https://twitter.com/Ognyanova/lists/network-science/members) - A thematic list of Twitter accounts, curated by [Katherine Ognyanova](https://twitter.com/Ognyanova). - [The Networks Network](https://groups.google.com/forum/?hl=en-GB#!forum/the-networks-network) - Mailing-list (mostly historians from the HNR network). - [New Perspectives for Relational Learning](http://www.birs.ca/events/2015/5-day-workshops/15w5080/videos) - Videos (and more) from a workshop at the Banff International Research Station (BIRS) (2015). - [Open Graph protocol](http://ogp.me/) - A proposed standard to turn any Web page into a “social graph object.” - [Periodic Table of Network Centrality](http://schochastics.net/sna/periodic.html) - Interactive periodic table of centrality indices. - [Picking Sides](https://codeandculture.wordpress.com/2015/04/03/picking-sides/) - Community detection in the political network of Middle Eastern alliances between various state and nonstate powers ([updated version](https://gist.github.com/briatte/c6df2f855afb4eb142e6)). <!-- - [Plan interactif du métro](http://www.jeromecukier.net/projects/metro/map.html) - Interactive visualization of the Paris metro network, drawn with d3.js, in French. --> - [Psych Networks](http://psych-networks.com/) - Website with news, references and [tutorials](https://psych-networks.com/tutorials/) about network modeling for psychological data. - [Tutorial Paper on New Methods for Estimating Psychological Networks](http://psych-networks.com/tutorial-paper-new-methods-estimating-psychological-networks/). - [(Psychological) Network Analysis Workshops](https://osf.io/6axte/) - 3-day workshop on psychological network analysis using R (2019). - [Should I do Social Network Analysis?](https://cvcedhlab.hypotheses.org/125). - [The Small World of Psychopathology](http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0027407) - Paper on how psychiatric symptoms connec to each other ([code, data and graphs](https://sites.google.com/site/dsmgraphs/Home/files)). - [Social Network Analysis in DBpedia](http://othes.univie.ac.at/12285/1/2010-10-14_0703857.pdf) - Highly didactic Master’s dissertation, showing how to use SPARQL and Pajek. - [SNA-DE Mailing-List](https://dlist.server.uni-frankfurt.de/mailman/listinfo/sna-de), in German. - [SPARQL for R Tutorial - Hollywood Social Network Analysis](http://semanticweb.cs.vu.nl/R/sparql_hollywood/sparql_hollywood.html) - Also uses Gephi. - [A Sociology Citation Network](http://nealcaren.web.unc.edu/a-sociology-citation-network/) and [A Co-citation Network for Philosophy](https://kieranhealy.org/blog/archives/2013/06/18/a-co-citation-network-for-philosophy/) - Examples of scientific co-citation networks. - [Using Metadata to Find Paul Revere](https://kieranhealy.org/blog/archives/2013/06/09/using-metadata-to-find-paul-revere/) and [The Other Ride of Paul Revere: The Brokerage Role in the Making of the American Revolution](http://www.sscnet.ucla.edu/polisci/faculty/chwe/ps269/han.pdf) - Network analysis applied to American revolutionaries. - [Visual Complexity. An Exploration on Mapping Complex Networks](http://www.visualcomplexity.com/vc/) - Tons of beautiful network and tree visualizations ([book](http://www.visualcomplexity.com/vc/book/), also in Chinese and French). - [Visualizing Historical Networks](https://histecon.fas.harvard.edu/visualizing/index.html) - Historical network research projects at Harvard University. - [Angoulême in 1764](https://histecon.fas.harvard.edu/visualizing/angouleme/index.html). - [Economists in Cambridge](https://histecon.fas.harvard.edu/visualizing/graphing/economists.html). - [The Inner Life of Empires: An Eighteenth Century History](https://histecon.fas.harvard.edu/visualizing/graphing/innerlife.html). ### Blog Series > Series of blog posts on network topics. - [Archaeological Networks](http://archaeologicalnetworks.wordpress.com/) - Tom Brughmans’ blog, aimed at archaeologists and historians. - [Blog Posts About Networks by Aaron Clauset](https://www.cs.unm.edu/~aaron/blog/archives/networks/index.htm). - [Blog Posts About Networks by Baptiste Coulmont](http://coulmont.com/index.php?s=r%C3%A9seaux), in French. - [Blog Posts About Networks by Cosma R. Shalizi](http://bactra.org/weblog/cat_networks.html). - [Blog Posts About Networks by François Briatte](https://politbistro.hypotheses.org/tag/reseaux), in French. - [Blog Posts About Networks by Katya Ognyanova](http://kateto.net/networks). - [Blog Posts About Networks by Pierre Mercklé](http://pierremerckle.fr/category/reseaux/), in French. - [Blog Posts About Networks on the Bad Hessian Blog](http://badhessian.org/category/networks/), by various contributors. - Blog posts about networks on [R-Bloggers](http://www.r-bloggers.com/), an aggregator of R blogs: - [Networks](http://www.r-bloggers.com/?s=networks). - [Social Network Analysis](http://www.r-bloggers.com/?s=social+network+analysis). - [Cosma R. Shalizi’s Notebooks](http://bactra.org/notebooks) on network-related topics, definitely worth listing in (selective) detail: - [Analysis of Network Data](http://bactra.org/notebooks/network-data-analysis.html). - [Assortative Social Networks and Neutral Cultural Evolution](http://bactra.org/notebooks/neutral-cultural-networks.html). - [Biochemical Network Evolution](http://bactra.org/notebooks/biochem-network-evol.html). - [Citations and Citation Networks](http://bactra.org/notebooks/citations.html). - [Community Discovery Methods for Complex Networks](http://bactra.org/notebooks/community-discovery.html). - [Complex Networks](http://bactra.org/notebooks/complex-networks.html). - [Experiments on Social Networks](http://bactra.org/notebooks/network-experiments.html). - [Exponential Random Graph Models (ERGMs)](http://bactra.org/notebooks/ergms.html). - [Graph Sampling Algorithms](http://bactra.org/notebooks/graph-sampling.html). - [Graph Theory](http://bactra.org/notebooks/graph-theory.html). - [Homophily and Influence in Social Networks](http://bactra.org/notebooks/homophily-vs-influence.html). - [Inferring Networks from Non-Network Data](http://bactra.org/notebooks/inferring-networks.html). - [Joint Modeling of Texts and Networks](http://bactra.org/notebooks/text-networks.html). - [Network Comparison](http://bactra.org/notebooks/network-comparisons.html). - [Networks of Political Actors](http://bactra.org/notebooks/networks-of-political-actors.html). - [Relational Learning](http://bactra.org/notebooks/relational-learning.html). - [Social Contagion, Information Cascades, Diffusion of Innovations, Etc.](http://bactra.org/notebooks/social-contagion.html) - [Social Networks](http://bactra.org/notebooks/social-networks.html). - [Stochastic Block Models](http://bactra.org/notebooks/stochastic-block-models.html). - See also: [An Annotated Bibliography on Stochastic Blockmodels](https://www.alexpghayes.com/blog/an-annotated-bibliography-on-stochastic-block-models/) (2019). - Daniel Little’s blog posts on the philosophy of social science: - [Networks](https://understandingsociety.blogspot.com/search/label/networks). - [Social Networks](https://understandingsociety.blogspot.com/search/label/social%20networks). - Martin Grandjean’s blog posts about (mostly) network visualization, in English and French: - [Network Analysis](https://www.martingrandjean.ch/tag/analyse-de-reseau/). - [Social Networks](https://www.martingrandjean.ch/tag/reseaux-sociaux/). - [Networks Demystified](http://www.scottbot.net/HIAL/index.html@tag=networks-demystified.html), a series of blog posts by Scott B. Weingart. - [Netze und Netzwerke](https://netzeundnetzwerke.de/), in English and German - Blog on the history of network analysis, by Sebastian Gießmann ([old blog](http://www.netzeundnetzwerke.de/old/)). - [R / Notes: Networks](https://f.briatte.org/r/category/networks) - Blog posts focused on manipulating networks in R, by François Briatte. - [TNT: The Network Thinkers](http://www.thenetworkthinkers.com/) - Valdis Krebs’ blog. - [Under Roquentin’s Chestnut Tree](https://mboudour.github.io/) - Moses Boudourides’ blog on analyzing (mostly) networks with Python. - Yannick Rochat’s blog posts about digital humanities, in English and French: - [Character Networks](https://yro.ch/tag/character-network/). - [Network Analysis](https://yro.ch/tag/network-analysis/). ### Fictional Networks > Explorations of fictional character networks. - [Analyzing Networks of Characters in _Love Actually_](http://varianceexplained.org/r/love-actually-network/) - Features a cluster analysis and a [Shiny app](https://dgrtwo.shinyapps.io/love-actually-network/) (using R + Shiny). - [Character Co-Occurrences in Victor Hugo’s _Les Misérables_](https://docs.bokeh.org/en/latest/docs/examples/topics/categorical/les_mis.html), plotted as an adjacency matrix, written in Python (+ Javascript). <!-- - [Events in the _Game of Thrones_](http://www.jeromecukier.net/projects/agot/events.html) and [Places in the _Game of Thrones_](http://www.jeromecukier.net/projects/agot/places.html) - Networked chronologies of character alliances, kills and travels in the book series, drawn with d3.js. --> - [Lessons on Exponential Random Graph Modeling from _Grey’s Anatomy_ hook-ups](http://badhessian.org/2012/09/lessons-on-exponential-random-graph-modeling-from-greys-anatomy-hook-ups/) (using R). - [Network Analysis of Shakespeare’s _Macbeth_](https://mboudour.github.io/2015/10/28/Shakespeare's-Macbeth-Network.html) (using Python). - [The Network and Trajectories of Transitions among Sentential Co-Occurrences of Characters of Arthur Conan Doyle’s _A Study in Scarlet_](https://mboudour.github.io/2016/04/17/Arthur-Conan-Doyle's-A-Study-in-Scarlet-Network-&-Trajectories.html) (using Python; [code](https://github.com/mboudour/WordNets/blob/master/ArthurConanDoyle_AStudyInScarlet_Network%26Trajectories.ipynb)). - [Network Visualization: Mapping Shakespeare’s Tragedies](https://www.martingrandjean.ch/network-visualization-shakespeare/). - [Social Network Analysis of _Alice in Wonderland_](https://aclanthology.org/W12-2513/). - [_Star Wars_ Social Networks: The Force Awakens](http://evelinag.com/blog/2016/01-25-social-network-force-awakens/index.html) - Also an example of a social network analysis written in F#. - [Universal Properties of Mythological Networks](https://doi.org/10.1209/0295-5075/99/28002) ([preprint](https://arxiv.org/abs/1205.4324)). ### Network Science > Discussions of what “netsci” is about and means for other scientific disciplines. - [Editing a Normal Science Journal in Social Science](https://journals.openedition.org/bms/595) - Reflections on the _Social Networks_ journal by its founding editor. - [The Emergence of Network Science](https://www.cornell.edu/video/emergence-of-network-science) - Video documentary, featuring Steven H. Strogatz and many others. - From [Albert-László Barabási’s review articles](https://barabasi.com/publications/1/review-articles): - [Taming Complexity](https://barabasi.com/f/182.pdf). - [The Network Takeover](https://barabasi.com/f/362.pdf). - [The Invasion of the Physicists](https://doi.org/10.1016/j.socnet.2004.06.002) - How “network _science_” came up. - [Isolated Social Networkers](https://crookedtimber.org/2005/05/19/isolated-social-networkers/), [Networks and Netwars](http://bactra.org/weblog/347.html) and [The Inter-Disciplinary Politics of Interdisciplinary Research or, “Hey, That Was My Idea First.”](https://www.cs.unm.edu/~aaron/blog/archives/2005/05/the_interdiscip.htm) - Series of blog posts that predate the advent of “network science” as a buzzword, but that touch upon the same issues as those now being discussed under that heading. - [The ‘New’ Science of Networks](https://www.jstor.org/stable/29737693) - Review of network science books published in 2002-2003. - [Predicting Highly Cited Papers](https://arxiv.org/abs/1310.8220) - Prediction of the next highly cited papers in network science. - [Social Network and Network Science Co-Citations Across Disciplines in 1996-2013](https://github.com/raffaelevacca/EUSN-co-citation-networks). - [Three Hard Questions about Network Science](http://environmentalpolicy.ucdavis.edu/node/292). - [A Twenty-First Century Science](http://www.nature.com/nature/journal/v445/n7127/full/445489a.html) - Essay by Duncan J. Watts. - [What is Network Science?](http://journals.cambridge.org/repo_A88Sa8AHdt4SoI) - First editorial of the recent _Network Science_ journal. ### Small Worlds > Links focused on (analogues to) [Stanley Milgram’s small-world experiment](https://en.wikipedia.org/wiki/Small-world_experiment). - [The Erdös Number Project](http://wwwp.oakland.edu/enp/) - Research project on the collaborative ties and network distance between mathematicians. - [How Small is the World, Really?](https://medium.com/@duncanjwatts/how-small-is-the-world-really-736fa21808ba#.kyr90lhyo) - Discussion of “_x_ degrees of separation” small-world experiments. - [The Oracle of Bacon](https://oracleofbacon.org/) - Based on an [online game](https://en.wikipedia.org/wiki/Six_Degrees_of_Kevin_Bacon) that resulted in a [charity](http://www.sixdegrees.org/). - [Panel: Six Degrees of Separation](https://www.cornell.edu/video/six-degrees-of-separation-panel) - Video of a conference at Cornell University, featuring Duncan J. Watts, Steven H. Strogatz, Jon Kleinberg and other speakers. - [Patterns in the Ivy: The Small World of Metal](http://badhessian.org/2013/09/patterns-in-the-ivy-the-small-world-of-metal/) - Example of a two-mode network analysis based on metal artists and bands. - [Six Degrees of Francis Bacon](http://sixdegreesoffrancisbacon.com/) - Interactive visualization of a well-documented early modern historical network. - [Six Degrees of Separation](https://en.wikipedia.org/wiki/Six_degrees_of_separation) - Wikipedia English entry. ### Two-Mode Networks > Also known as bipartite graphs. - [L’analyse des graphes bipartis](https://shs.hal.science/halshs-00794976), in French (2013). - [Basic Notions for the Analysis of Large Two-mode Networks](https://doi.org/10.1016/j.socnet.2007.04.006) ([preprint](https://www-complexnetworks.lip6.fr/~latapy/Publis/socnet07.pdf), [related code](https://www-complexnetworks.lip6.fr/~latapy/Bip/); _Social Networks_, 2008). - [Fitting Large Signed Two-mode Blockmodels: Problems and Prospects](http://patrickdoreian.com/wp-content/uploads/2017/12/large-signed-2mode-networks_UNGA.pdf). - [Generalized Blockmodeling of Two-mode Network Data](https://doi.org/10.1016/j.socnet.2004.01.002) ([preprint](http://vlado.fmf.uni-lj.si/pub/networks/doc/preprint/TwoMode.pdf)). - [Generalized Two-Mode Cores](https://doi.org/10.1016/j.socnet.2015.04.001). - [Partitioning Signed Two-Mode Networks](http://patrickdoreian.com/wp-content/uploads/2017/12/partitioning-signed-social-networks.pdf). - [Working with Bipartite/Affiliation Network Data in R](https://solomonmessing.wordpress.com/2012/09/30/working-with-bipartiteaffiliation-network-data-in-r/) (2012). * * * ## License [](http://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, the authors of this list – by chronological order: [François Briatte](https://f.briatte.org/), [Ian McCulloh](https://www.linkedin.com/in/mcculloh), [Aditya Khanna](https://vivo.brown.edu/display/akhann16), [Manlio De Domenico](https://manliodedomenico.com/), Patrick Kaminski, [Ericka Menchen-Trevino](https://erickaakcire.github.io/), [Tam-Kien Duong](https://github.com/taniki), [Jeremy Foote](https://github.com/jdfoote), [Catherine Cramer](http://nysci.org/nysci_people/catherine-cramer/), [Andrej Mrvar](http://mrvar.fdv.uni-lj.si/), [Patrick Doreian](http://patrickdoreian.com/), [Vladimir Batagelj](http://vladowiki.fmf.uni-lj.si/doku.php?id=vlado), Eric C. Jones, Alden S. Klovdahl, [James Fairbanks](http://www.jpfairbanks.net/), [Danielle Varda](http://www.ucdenver.edu/academics/colleges/SPA/FacultyStaff/Faculty/Pages/DanielleVarda.aspx), [Andrew Pitts](https://twitter.com/andpitts), [Roman Bartusiak](https://github.com/riomus), [Koustuv Sinha](https://koustuvsinha.com/), [Mohsen Mosleh](http://mohsenmosleh.com/), [Sandro Sousa](https://github.com/sandrofsousa), [Jean-Baptiste Pressac](https://github.com/JBPressac), [Patrick Connolly](https://github.com/patcon), [Hristo Georgiev](https://hristog.github.io/), [Tiago Azevedo](http://github.com/tjiagoM), [Luis Miguel Montilla](https://twitter.com/luismmontilla), [Keith Turner](https://github.com/keith-turner), [Sandra Becker](https://github.com/sandravizmad), [Benedek Rozemberczki](https://github.com/benedekrozemberczki), [Xing Han Lu](https://xinghanlu.com/), [Vincent Labatut](https://cv.hal.science/vlabatut), [David Schoch](https://www.mr.schochastics.net/), [Jaewon Chung](https://github.com/j1c), [Benedek Rozemberczki](https://github.com/benedekrozemberczki), [Alex Loftus](https://github.com/loftusa), [Arun](https://github.com/arunppsg), [Filippo Menczer](https://cnets.indiana.edu/fil/), [Marc Schiller](https://github.com/m4rcs), [Tanguy Fardet](https://tfardet.srht.site/), [Bernhard Bieri](https://bernhardbieri.ch/), [Rémy Cazabet](https://github.com/Yquetzal), [Jeremy Gelb](https://github.com/JeremyGelb) and [Mathieu Bastian](https://github.com/mbastian) - have waived all copyright and related or neighboring rights to this work. Thanks to [Robert J. Ackland](https://github.com/rjackland), [Laurent Beauguitte](https://cv.hal.science/laurent-beauguitte), [Patrick Connolly](http://nodescription.net/), [Michael Dorman](https://geobgu.xyz/), [Colin Fay](https://colinfay.me/), [Marc Flandreau](https://www.history.upenn.edu/people/faculty/marc-flandreau), [Eiko Fried](https://eiko-fried.com/), [Christopher Steven Marcum](https://cmarcum.github.io/), [Wouter de Nooy](https://www.uva.nl/profiel/n/o/w.denooy/w.denooy.html), [Katya Ognyanova](https://kateto.net/), [Rahul Padhy](https://github.com/rahul-38-26-0111-0003), [Camille Roth](https://camilleroth.github.io/), [Claude S. Fischer](https://sociology.berkeley.edu/faculty/claude-s-fischer), [Cosma Shalizi](https://www.stat.cmu.edu/~cshalizi/), [Tom A.B. Snijders](https://www.stats.ox.ac.uk/~snijders/), [Chris Watson](https://profiles.bu.edu/Christopher.Watson) and [Tim A. Wheeler](https://github.com/tawheeler), who helped locating some of the awesome resources featured in this list.

# Awesome Elixir [](https://github.com/h4cc/awesome-elixir) [](https://github.com/sindresorhus/awesome) A curated list of amazingly awesome Elixir libraries, resources, and shiny things inspired by [awesome-php](https://github.com/ziadoz/awesome-php). If you think a package should be added, please add a :+1: (`:+1:`) at the according issue or create a new one. There are [other sites with curated lists of elixir packages](#other-awesome-lists) which you can have a look at. - [Awesome Elixir](#awesome-elixir) - [Actors](#actors) - [Algorithms and Data structures](#algorithms-and-data-structures) - [Applications](#applications) - [Artificial Intelligence](#artificial-intelligence) - [Audio and Sounds](#audio-and-sounds) - [Authentication](#authentication) - [Authorization](#authorization) - [Behaviours and Interfaces](#behaviours-and-interfaces) - [Benchmarking](#benchmarking) - [Bittorrent](#bittorrent) - [BSON](#bson) - [Build Tools](#build-tools) - [Caching](#caching) - [Chatting](#chatting) - [Cloud Infrastructure and Management](#cloud-infrastructure-and-management) - [Code Analysis](#code-analysis) - [Command Line Applications](#command-line-applications) - [Configuration](#configuration) - [Cryptography](#cryptography) - [CSV](#csv) - [Date and Time](#date-and-time) - [Debugging](#debugging) - [Deployment](#deployment) - [Documentation](#documentation) - [Domain-specific language](#domain-specific-language) - [ECMAScript](#ecmascript) - [Email](#email) - [Embedded Systems](#embedded-systems) - [Encoding and Compression](#encoding-and-compression) - [Errors and Exception Handling](#errors-and-exception-handling) - [Eventhandling](#eventhandling) - [Examples and funny stuff](#examples-and-funny-stuff) - [Feature Flags and Toggles](#feature-flags-and-toggles) - [Feeds](#feeds) - [Files and Directories](#files-and-directories) - [Formulars](#formulars) - [Framework Components](#framework-components) - [Frameworks](#frameworks) - [Games](#games) - [Geolocation](#geolocation) - [GUI](#gui) - [Hardware](#hardware) - [HTML](#html) - [HTTP](#http) - [Images](#images) - [Instrumenting / Monitoring](#instrumenting--monitoring) - [JSON](#json) - [Languages](#languages) - [Lexical analysis](#lexical-analysis) - [Logging](#logging) - [Macros](#macros) - [Markdown](#markdown) - [Miscellaneous](#miscellaneous) - [Native Implemented Functions](#native-implemented-functions) - [Natural Language Processing (NLP)](#natural-language-processing-nlp) - [Networking](#networking) - [Office](#office) - [ORM and Datamapping](#orm-and-datamapping) - [OTP](#otp) - [Package Management](#package-management) - [PDF](#pdf) - [Protocols](#protocols) - [Queue](#queue) - [QUIC](#quic) - [Release Management](#release-management) - [REST and API](#rest-and-api) - [Search](#search) - [Security](#security) - [SMS](#sms) - [Static Page Generation](#static-page-generation) - [Statistics](#statistics) - [Templating](#templating) - [Testing](#testing) - [Text and Numbers](#text-and-numbers) - [Third Party APIs](#third-party-apis) - [Translations and Internationalizations](#translations-and-internationalizations) - [Utilities](#utilities) - [Validations](#validations) - [Version Control](#version-control) - [Video](#video) - [WebAssembly](#web-assembly) - [XML](#xml) - [YAML](#yaml) - [Resources](#resources) - [Books](#books) - [Cheat Sheets](#cheat-sheets) - [Community](#community) - [Editors](#editors) - [Newsletters](#newsletters) - [Other Awesome Lists](#other-awesome-lists) - [Podcasts](#podcasts) - [Reading](#reading) - [Screencasts](#screencasts) - [Styleguides](#styleguides) - [Websites](#websites) - [Contributing](#contributing) ## Actors *Libraries and tools for working with actors and such.* * [alf](https://github.com/antonmi/ALF) - Flow-based Application Layer Framework. * [bpe](https://github.com/spawnproc/bpe) - Business Process Engine in Erlang. ([Doc](https://bpe.n2o.dev)). * [dflow](https://github.com/dalmatinerdb/dflow) - Pipelined flow processing engine. * [ex_lttb](https://github.com/ispirata/ex_lttb) - An Elixir downsampling library that retains the visual characteristics of your data. * [exactor](https://github.com/sasa1977/exactor) - Helpers for easier implementation of actors in Elixir. * [exos](https://github.com/awetzel/exos) - A Port Wrapper which forwards cast and call to a linked Port. * [mon_handler](https://github.com/tattdcodemonkey/mon_handler) - A minimal GenServer that monitors a given GenEvent handler. * [pool_ring](https://github.com/camshaft/pool_ring) - Create a pool based on a hash ring. * [poolboy](https://github.com/devinus/poolboy) - A hunky Erlang worker pool factory. * [pooler](https://github.com/seth/pooler) - An OTP Process Pool Application. * [poolex](https://github.com/general-CbIC/poolex) - Pure elixir pool manager. * [sbroker](https://github.com/fishcakez/sbroker) - Sojourn-time based active queue management library. * [workex](https://github.com/sasa1977/workex) - Backpressure and flow control in EVM processes. ## Algorithms and Data structures *Libraries and implementations of algorithms and data structures.* * [aja](https://github.com/sabiwara/aja) - High performance persistent vectors and ordered maps. * [array](https://github.com/takscape/elixir-array) - An Elixir wrapper library for Erlang's array. * [aruspex](https://github.com/dkendal/aruspex) - Aruspex is a configurable constraint solver, written purely in Elixir. * [bimap](https://github.com/mkaput/elixir-bimap) - Pure Elixir implementation of [bidirectional maps](https://en.wikipedia.org/wiki/Bidirectional_map) and multimaps. * [bitmap](https://github.com/hashd/bitmap-elixir) - Pure Elixir implementation of [bitmaps](https://en.wikipedia.org/wiki/Bitmap). * [blocking_queue](https://github.com/joekain/BlockingQueue) - BlockingQueue is a simple queue implemented as a GenServer. It has a fixed maximum length established when it is created. * [bloomex](https://github.com/gmcabrita/bloomex) - A pure Elixir implementation of Scalable Bloom Filters. * [clope](https://github.com/ayrat555/clope) - Elixir implementation of CLOPE: A Fast and Effective Clustering Algorithm for Transactional Data. * [Closure Table](https://github.com/florinpatrascu/closure_table) - Closure Table for Elixir - a simple solution for storing and manipulating complex hierarchies. It provides in-memory and Ecto adapters. * [combination](https://github.com/seantanly/elixir-combination) - Elixir library to generate combinations and permutations from Enumerable collection. * [conrex](https://github.com/NAISorg/conrex) - An Elixir implementation of the CONREC algorithm for topographic or isochrone maps. * [count_buffer](https://github.com/camshaft/count_buffer) - Buffer a large set of counters and flush periodically. * [cuckoo](https://github.com/gmcabrita/cuckoo) - A pure Elixir implementation of [Cuckoo Filters](https://www.cs.cmu.edu/%7Edga/papers/cuckoo-conext2014.pdf). * [cuid](https://github.com/duailibe/cuid) - Collision-resistant ids optimized for horizontal scaling and sequential lookup performance, written in Elixir. * [data_morph](https://hex.pm/packages/data_morph) - Create Elixir structs from data. * [dataframe](https://github.com/JordiPolo/dataframe) - Package providing functionality similar to Python's Pandas or R's data.frame(). * [datastructures](https://github.com/meh/elixir-datastructures) - A collection of protocols, implementations and wrappers to work with data structures. * [def_memo](https://github.com/os6sense/DefMemo) - A memoization macro (defmemo) for elixir using a genserver backing store. * [dlist](https://github.com/stocks29/dlist) - Deque implementations in Elixir. * [eastar](https://github.com/herenowcoder/eastar) - A* graph pathfinding in pure Elixir. * [ecto_materialized_path](https://github.com/asiniy/ecto_materialized_path) - Tree structure, hierarchy and ancestry for the ecto models. * [ecto_state_machine](https://github.com/asiniy/ecto_state_machine) - Finite state machine pattern implemented on Elixir and adopted for Ecto. * [elistrix](https://github.com/tobz/elistrix) - A latency / fault tolerance library to help isolate your applications from an uncertain world of slow or failed services. * [emel](https://github.com/mrdimosthenis/emel) - A simple and functional machine learning library written in elixir. * [erlang-algorithms](https://github.com/aggelgian/erlang-algorithms) - Implementations of popular data structures and algorithms. * [exconstructor](https://github.com/appcues/exconstructor) - An Elixir library for generating struct constructors that handle external data with ease. * [exfsm](https://github.com/awetzel/exfsm) - Simple elixir library to define a static FSM. * [exkad](https://github.com/rozap/exkad) - A [kademlia](https://en.wikipedia.org/wiki/Kademlia) implementation in Elixir. * [exmatrix](https://github.com/a115/exmatrix) - ExMatrix is a small library for working with matrices, originally developed for testing matrix multiplication in parallel. * [exor_filter](https://github.com/mpope9/exor_filter) - Nif for xor_filters. 'Faster and Smaller Than Bloom and Cuckoo Filters'. * [ezcryptex](https://github.com/stocks29/ezcryptex) - Thin layer on top of Cryptex. * [flow](https://github.com/dashbitco/flow) - Computational parallel flows on top of GenStage. * [fnv](https://github.com/asaaki/fnv.ex) - Pure Elixir implementation of Fowler–Noll–Vo hash functions. * [fsm](https://github.com/sasa1977/fsm) - Finite state machine as a functional data structure. * [fuse](https://github.com/jlouis/fuse) - This application implements a so-called circuit-breaker for Erlang. * [gen_fsm](https://github.com/pavlos/gen_fsm) - A generic finite state-machine - Elixir wrapper around OTP's gen_fsm. * [graphex](https://github.com/stocks29/graphex) - A library for composing and executing task graphs in elixir. * [graphmath](https://github.com/crertel/graphmath) - An Elixir library for performing 2D and 3D mathematics. * [hash_ring_ex](https://github.com/reset/hash-ring-ex) - A consistent hash-ring implementation for Elixir. * [hypex](https://github.com/whitfin/hypex) - Fast Elixir implementation of HyperLogLog. * [indifferent](https://github.com/vic/indifferent) - Indifferent access for Elixir maps/list/tuples with custom key conversion. * [isaac](https://github.com/arianvp/elixir-isaac) - Isaac is an elixir module for ISAAC: a fast cryptographic random number generator. * [jumper](https://github.com/whitfin/jumper) - Jump consistent hash implementation in Elixir (without NIFs). * [key2value](https://github.com/okeuday/key2value) - Erlang 2-way Set Associative Map. * [lfsr](https://github.com/pma/lfsr) - Elixir implementation of a binary Galois Linear Feedback Shift Register. * [loom](https://github.com/asonge/loom) - A CRDT library with δ-CRDT support. * [luhn](https://github.com/ma2gedev/luhn_ex) - Luhn algorithm in Elixir. * [lz4](https://github.com/szktty/erlang-lz4) - LZ4 bindings for Erlang for fast data compressing. * [machinery](https://github.com/joaomdmoura/machinery) - A state machine library for structs in general, it integrates with Phoenix out of the box. * [mason](https://github.com/spacepilots/mason) - Coerce maps into structs. This is helpful e.g. when you interface a REST API and want to create a struct from the response. * [matrex](https://github.com/versilov/matrex) - A blazing fast matrix library for Elixir/Erlang with C implementation using CBLAS. * [merkle_tree](https://github.com/yosriady/merkle_tree) - A Merkle hash tree implementation in Elixir. * [minmaxlist](https://github.com/seantanly/elixir-minmaxlist) - Elixir library extending `Enum.min_by/2`, `Enum.max_by/2` and `Enum.min_max_by/2` to return a list of results instead of just one. * [mmath](https://github.com/dalmatinerdb/mmath) - A library for performing math on number 'arrays' in binaries. * [monad](https://github.com/rmies/monad) - Haskell inspired monads in Elixir stylish syntax. * [monadex](https://github.com/rob-brown/MonadEx) - Upgrade your Elixir pipelines with monads. * [murmur](https://github.com/gmcabrita/murmur) - A pure Elixir implementation of the non-cryptographic hash Murmur3. * [nary_tree](https://github.com/medhiwidjaja/nary_tree) - An Elixir implementation of generic n-ary tree data structure. * [natural_sort](https://github.com/DanCouper/natural_sort) - Elixir natural sort implementation for lists of strings. * [navigation_tree](https://github.com/gutschilla/elixir-navigation-tree) - A navigation tree representation with helpers to generate HTML out of it. * [parallel_stream](https://github.com/beatrichartz/parallel_stream) - A parallel stream implementation for Elixir. * [paratize](https://github.com/seantanly/elixir-paratize) - Elixir library providing some handy parallel processing (execution) facilities that support configuring number of workers and timeout. * [parex](https://github.com/StevenJL/parex) - Parallel Execute (Parex) is an Elixir module for executing multiple (slow) processes in parallel. * [qcomplex](https://github.com/q60/complex) - Elixir library implementing complex numbers and math operations for them. * [qex](https://github.com/princemaple/elixir-queue) - Wraps `:queue`, with improved API and `Inspect`, `Collectable` and `Enumerable` protocol implementations. * [qrational](https://github.com/q60/rational) - Elixir library implementing rational numbers and math operations for them. * [ratio](https://github.com/Qqwy/elixir-rational) - Adds Rational Numbers and allows them to be used in common arithmatic operations. Also supports conversion between Floats and Rational Numbers. * [red_black_tree](https://github.com/SenecaSystems/red_black_tree) - Red-Black tree implementation in Elixir. * [remodel](https://github.com/stavro/remodel) - An Elixir presenter package used to transform map structures. * [rendezvous](https://github.com/timdeputter/Rendezvous) - Implementation of the Rendezvous or Highest Random Weight (HRW) hashing algorithm in Elixir. * [rock](https://github.com/ayrat555/rock) - Elixir implementation of ROCK: A Robust Clustering Algorithm for Categorical Attributes. * [sfmt](https://github.com/jj1bdx/sfmt-erlang/) - SIMD-oriented Fast Mersenne Twister (SFMT) for Erlang. * [simhash](https://github.com/UniversalAvenue/simhash-ex) - Simhash implementation using Siphash and N-grams. * [sleeplocks](https://github.com/whitfin/sleeplocks) - BEAM friendly spinlocks for Elixir/Erlang. * [sorted_set](https://github.com/SenecaSystems/sorted_set) - Sorted Sets for Elixir. * [spacesaving](https://github.com/rozap/spacesaving) - stream count distinct element estimation using the "space saving" algorithm. * [structurez](https://github.com/hamiltop/structurez) - A playground for data structures in Elixir. * [supermemo](https://github.com/edubkendo/supermemo) - An Elixir implementation of the [Supermemo 2 algorithm](https://www.supermemo.com/english/ol/sm2.htm). * [tfidf](https://github.com/OCannings/tf-idf) - An Elixir implementation of term frequency–inverse document frequency. * [the_fuzz](https://github.com/smashedtoatoms/the_fuzz) - Fuzzy string-matching algorithm implementations. * [tinymt](https://github.com/jj1bdx/tinymt-erlang/) - Tiny Mersenne Twister (TinyMT) for Erlang. * [trie](https://github.com/okeuday/trie) - Erlang Trie Implementation. * [witchcraft](https://github.com/expede/witchcraft) - Common algebraic structures and functions for Elixir. * [zipper_tree](https://github.com/Dkendal/zipper_tree) - Variadic arity tree with a zipper for Elixir. ## Applications *Standalone applications.* * [Caddishouse](https://github.com/caddishouse/reader) - A web-based document reader that connects to your cloud storage accounts using Phoenix/LiveView. * [CaptainFact](https://github.com/CaptainFact/captain-fact-api) - A collaborative, real-time video fact-checking platform. ([Docs](https://captainfact.io/)). * [chat](https://github.com/synrc/chat) - A tiny text chat sample based on N2O. * [Consolex](https://github.com/sivsushruth/consolex) - Consolex is a tool that allows you to attach a web based console to any mix project. * [dragonfly_server](https://github.com/cloud8421/dragonfly-server) - Elixir app to serve Dragonfly images. * [exchat](https://github.com/tony612/exchat) - A Slack-like app by Elixir, Phoenix & React (redux). * [Exon](https://github.com/tchoutri/Exon) - A “mess manager” developed in Elixir and provides a simple API to manage & document your stuff. ([Docs](https://hexdocs.pm/exon/readme.html)). * [ExShop](https://github.com/authentic-pixels/ex-shop) - Digital goods shop & blog created using Phoenix framework. * [Hydra](https://github.com/doomspork/hydra) - A multi-headed beast: API gateway, request cache, and data transformations. * [Igthorn](https://github.com/cinderella-man/igthorn) - Cryptocurrecy trading platform / trading bot with admin panel. * [majremind](https://bitbucket.org/Anwen/majremind) - A self-maintained database of your updated server which tells you which one needs to be updated. * [medex](https://github.com/xerions/medex) - Medical Examination - application for register health check callbacks and represent their state via HTTP. * [medusa_server](https://github.com/IcaliaLabs/medusa_server) - A simple cowboy web server written in Elixir to stack images. ([Docs](https://hexdocs.pm/medusa/0.2.0/api-reference.html)). * [Nvjorn](https://github.com/tchoutri/Nvjorn) - A multi-protocol network services monitor written in Elixir using Poolboy. * [Phoenix Battleship](https://github.com/bigardone/phoenix-battleship) - The Good Old game built with Elixir, Phoenix Framework, React and Redux. * [Phoenix Toggl](https://github.com/bigardone/phoenix-toggl) - Toggl tribute done in Elixir, Phoenix Framework, React and Redux. * [Phoenix Trello](https://github.com/bigardone/phoenix-trello) - Trello tribute done in Elixir, Phoenix Framework, React and Redux. * [Plural](https://github.com/pluralsh/plural) - Deploys your favorite open source applications like airflow and airbyte in your own cloud account with just two commands. Written in Elixir and Phoenix Framework for server side, and React for frontend. * [poxa](https://github.com/edgurgel/poxa) - Open Pusher implementation, compatible with Pusher libraries. * [Queerlink](https://github.com/Queertoo/Queerlink) - A simple yet efficient URL shortening service written in Elixir. * [RemoteRetro](https://github.com/stride-nyc/remote_retro) - A real-time application for conducting Agile retrospectives at [remoteretro.org](https://remoteretro.org) written in Elixir/Phoenix/React. * [Sprint Poker](https://github.com/elpassion/sprint-poker) - Online estimation tool for Agile teams, written using Elixir Lang, Phoenix Framework and React. * [Startup Job](https://github.com/tsurupin/job_search) - An umbrella project to search startup jobs scraped from websites written in Elixir/Phoenix and React/Redux. * [Tai](https://github.com/fremantle-capital/tai) - A composable, real time, cryptocurrency market data and trade execution toolkit. * [tty2048](https://github.com/lexmag/tty2048) - Terminal-based 2048 game written in Elixir. * [uai_shot](https://github.com/sergioaugrod/uai_shot) - A multiplayer ship game built with Elixir, Phoenix Framework and Phaser. * [utils](https://github.com/q60/utils) - Website with handy day-to-day utils: to do list, URL shortener, code bin and pie chart. Written in Elixir using Phoenix Framework. * [workbench](https://github.com/fremantle-industries/workbench) - From Idea to Execution - Manage your trading operation across a globally distributed cluster. ## Artificial Intelligence *When your code becomes smarter than you.* * [Axon](https://github.com/elixir-nx/axon) - Nx-powered Neural Networks. * [Beaver](https://github.com/beaver-lodge/beaver) - Beaver is a LLVM/MLIR Toolkit in Elixir and Zig. * [Exnn](https://github.com/zampino/exnn) - Evolutive Neural Networks framework à la G.Sher written in Elixir. ([Docs](http://zampino.github.io/exnn/)). * [m2cgen](https://github.com/BayesWitnesses/m2cgen) - A CLI tool to transpile trained classic ML models into a native Elixir code with zero dependencies. * [Neat-Ex](https://gitlab.com/onnoowl/Neat-Ex) - An Elixir implementation of the NEAT algorithm. ([Docs](https://hexdocs.pm/neat_ex/Neat.html)). * [Noizu-OpenAi](https://github.com/noizu-labs/elixir-openai) - An Elixir Api for the OpenAI Library. * [Nx](https://github.com/elixir-nx/nx) - Multi-dimensional arrays (tensors) and numerical definitions for Elixir. * [Runhyve](https://runhyve.app) - Runhyve is complete virtual machines manager for bhyve on FreeBSD. It's written in Elixir and uses Phoenix framework. * [simple_bayes](https://github.com/fredwu/simple_bayes) - A Simple Bayes / Naive Bayes implementation in Elixir. * [Synapses](https://mrdimosthenis.github.io/Synapses/?elixir) - A lightweight library for neural networks. ## Audio and Sounds *Libraries working with sounds and tones.* * [erlaudio](https://github.com/asonge/erlaudio) - Erlang PortAudio bindings. * [ex_alsa](https://github.com/dulltools/ex_alsa) - Elixir ALSA bindings. * [ex_jack](https://github.com/dulltools/ex_jack) - Elixir JACK bindings. * [firmata](https://github.com/entone/firmata) - This package implements the Firmata protocol. * [synthex](https://github.com/bitgamma/synthex) - A signal synthesis library. ## Authentication *Libraries for implementing authentication schemes.* * [aeacus](https://github.com/zmoshansky/aeacus) - A simple configurable identity/password authentication module (Compatible with Ecto/Phoenix). * [apache_passwd_md5](https://github.com/kevinmontuori/Apache.PasswdMD5) - Apache/APR Style Password Hashing. * [aws_auth](https://github.com/bryanjos/aws_auth) - AWS Signature Version 4 Signing Library for Elixir. * [basic_auth](https://github.com/CultivateHQ/basic_auth) - Elixir Plug to easily add HTTP basic authentication to an app. * [coherence](https://github.com/smpallen99/coherence) - Coherence is a full featured, configurable authentication system for Phoenix. ([Docs](https://hexdocs.pm/coherence/Coherence.html)). * [doorman](https://github.com/BlakeWilliams/doorman) - Tools to make Elixir authentication simple and flexible. * [elixir_auth_google](https://github.com/dwyl/elixir-auth-google) - The simplest way to add Google OAuth authentication ("Sign in with Google") to your Elixir/Phoenix app. * [ex_aws_msk_iam_auth](https://github.com/BigThinkcode/ex_aws_msk_iam_auth) - AWS Managed Streaming for Apache Kafka (MSK) IAM Authentication plugin for Broadway Kafka. * [github_oauth](https://github.com/lidashuang/github_oauth) - A simple github oauth library. * [goth](https://github.com/peburrows/goth) - OAuth 2.0 library for server to server applications via Google Cloud APIs. * [guardian](https://github.com/ueberauth/guardian) - An authentication framework for use with Elixir applications. ([Docs](https://hexdocs.pm/guardian/Guardian.html)). * [guardian_db](https://github.com/ueberauth/guardian_db) - An extension to Guardian that tracks tokens in your application's database to prevent playback. ([Docs](https://hexdocs.pm/guardian_db/readme.html)). * [guardian_redis](https://github.com/alexfilatov/guardian_redis) - Redis repository for Guardian DB. ([Docs](https://hexdocs.pm/guardian_redis/readme.html)). * [htpasswd](https://github.com/kevinmontuori/Apache.htpasswd) - Apache htpasswd file reader/writer in Elixir. * [mojoauth](https://github.com/mojolingo/mojo-auth.ex) - MojoAuth implementation in Elixir. * [oauth2](https://github.com/scrogson/oauth2) - An OAuth 2.0 client library for Elixir. * [oauth2_facebook](https://github.com/chrislaskey/oauth2_facebook) - A Facebook OAuth2 Provider for Elixir. * [oauth2_github](https://github.com/chrislaskey/oauth2_github) - A GitHub OAuth2 Provider for Elixir. * [oauth2cli](https://github.com/mgamini/oauth2cli-elixir) - Simple OAuth2 client written for Elixir. * [oauth2ex](https://github.com/parroty/oauth2ex) - Another OAuth 2.0 client library for Elixir. * [oauther](https://github.com/lexmag/oauther) - An OAuth 1.0 implementation for Elixir. * [passwordless_auth](https://github.com/madebymany/passwordless_auth) - Simple passwordless login or 2-factor / multi-factor authentication for Elixir. * [phauxth](https://github.com/riverrun/phauxth) - Authentication library for Phoenix 1.3 and other Plug-based apps. * [phoenix_client_ssl](https://github.com/jshmrtn/phoenix-client-ssl) - Client SSL Authentication Plugs for Phoenix and other Plug-based apps. * [phx_gen_auth](https://github.com/aaronrenner/phx_gen_auth) - An authentication system generator for Phoenix 1.5 applications. * [pow](https://github.com/danschultzer/pow) - Robust, modular, and extendable user authentication system ([Website](https://powauth.com) - [Doc](https://hex.pm/packages/pow)). * [samly](https://github.com/handnot2/samly) - SAML SP SSO made easy ([Doc](https://hexdocs.pm/samly/readme.html)). * [sesamex](https://github.com/khusnetdinov/sesamex) - Another simple and flexible authentication solution in 5 minutes!. * [sigaws](https://github.com/handnot2/sigaws) - AWS Signature V4 signing and verification library ([Doc](https://hexdocs.pm/sigaws/Sigaws.html)). * [ueberauth](https://github.com/ueberauth/ueberauth) - An Elixir Authentication System for Plug-based Web Applications. * [ueberauth_auth0](https://hex.pm/packages/ueberauth_auth0) - An Ueberauth strategy for using Auth0 to authenticate your users. * [ueberauth_cas](https://github.com/marceldegraaf/ueberauth_cas) - Central Authentication Service strategy for Überauth. * [ueberauth_facebook](https://github.com/ueberauth/ueberauth_Facebook) - Facebook OAuth2 Strategy for Überauth. * [ueberauth_foursquare](https://github.com/borodiychuk/ueberauth_foursquare) - Foursquare OAuth2 Strategy for Überauth. * [ueberauth_github](https://github.com/ueberauth/ueberauth_github) - A GitHub strategy for Überauth. * [ueberauth_google](https://github.com/ueberauth/ueberauth_google) - A Google strategy for Überauth. * [ueberauth_identity](https://github.com/ueberauth/ueberauth_identity) - A simple username/password strategy for Überauth. * [ueberauth_line](https://github.com/alexfilatov/ueberauth_line) - LINE Strategy for Überauth. * [ueberauth_microsoft](https://github.com/swelham/ueberauth_microsoft) - A Microsoft strategy for Überauth. * [ueberauth_slack](https://github.com/ueberauth/ueberauth_slack) - A Slack strategy for Überauth. * [ueberauth_twitter](https://github.com/ueberauth/ueberauth_twitter) - Twitter Strategy for Überauth. * [ueberauth_vk](https://github.com/sobolevn/ueberauth_vk) - [vk.com](https://vk.com) Strategy for Überauth. * [ueberauth_weibo](https://github.com/he9qi/ueberauth_weibo) - [Weibo](https://weibo.com) OAuth2 Strategy for Überauth. * [zachaeus](https://github.com/railsmechanic/zachaeus) - An easy to use licensing system, based on asymmetric cryptography. ## Authorization *Libraries for implementing Authorization handling.* * [authorize](https://github.com/jfrolich/authorize) - Rule based authorization, for advanced authorization rules. * [bodyguard](https://github.com/schrockwell/bodyguard) - A flexible authorization library for Phoenix applications. * [canada](https://github.com/jarednorman/canada) - A simple authorization library that provides a friendly interface using declarative permission rules. * [canary](https://github.com/cpjk/canary) - An authorization library for Elixir applications that restricts what resources the current user is allowed to access. ([Docs](https://hexdocs.pm/canary/api-reference.html)). * [speakeasy](https://github.com/coryodaniel/speakeasy) - Middleware based authentication and authorization for Absinthe GraphQL powered by Bodyguard. * [terminator](https://github.com/MilosMosovsky/terminator) - Database based authorization (ACL), with custom DSL rules for requiring needed permissions. ([Docs](https://hexdocs.pm/terminator/readme.html)). ## Behaviours and Interfaces *Definitions how something should behave, like Interfaces from OOP-World* * [connection](https://github.com/fishcakez/connection) - Connection behaviour for connection processes. The API is superset of the GenServer API. * [gen_state_machine](https://github.com/antipax/gen_state_machine) - Elixir wrapper for gen_statem. * [stockastic](https://github.com/shanewilton/stockastic) - Simple Elixir wrapper for the Stockfighter API. ## Benchmarking *Running code to see how long it takes, which is faster and/or if improvements have been made.* * [beamchmark](https://github.com/membraneframework/beamchmark) - A Tool for measuring EVM performance. * [benchee](https://github.com/PragTob/benchee) - Easy and extensible benchmarking in Elixir. * [benchfella](https://github.com/alco/benchfella) - Benchmarking tool for Elixir. * [bmark](https://github.com/joekain/bmark) - A benchmarking tool for Elixir. ## Bittorrent *Sharing is caring with Elixir* * [bento](https://github.com/folz/bento) - An incredibly fast, correct, pure-Elixir Bencoding library. * [tracker_request](https://github.com/alehander42/tracker_request) - Dealing with bittorrent tracker requests and responses. * [wire](https://github.com/alehander42/wire) - Encode and decode bittorrent peer wire protocol messages with Elixir. ## BSON *Libraries and implementations working with BSON.* * [BSONMap](https://github.com/Nebo15/bsoneach) - Elixir package that applies a function to each document in a BSON file and has a low memory consumption. * [cyanide](https://github.com/ispirata/cyanide) - An Elixir BSON encoding/decoding library. ## Build Tools *Project build and automation tools.* * [active](https://github.com/synrc/active) - Recompilation and Reloading on FileSystem changes. * [coffee_rotor](https://github.com/HashNuke/coffee_rotor) - Rotor plugin to compile CoffeeScript files. * [dismake](https://github.com/jarednorman/dismake) - Mix compiler running make. * [etude](https://github.com/exstruct/etude) - Parallel computation coordination compiler for Erlang/Elixir. * [ExMake](https://github.com/lycus/exmake) - A modern, scriptable, dependency-based build tool loosely based on Make principles. * [Exscript](https://github.com/liveforeverx/exscript) - Elixir escript library. * [mad](https://github.com/synrc/mad) - Small and Fast Rebar Replacement. * [pc](https://github.com/blt/port_compiler) - A rebar3 port compiler. * [reaxt](https://github.com/awetzel/reaxt) - React template into your Elixir application for server rendering. * [rebar3_abnfc_plugin](https://github.com/surik/rebar3_abnfc_plugin) - Rebar3 abnfc compiler. * [rebar3_asn1_compiler](https://github.com/pyykkis/rebar3_asn1_compiler) - Plugin for compiling ASN.1 modules with Rebar3. * [rebar3_auto](https://github.com/vans163/rebar3_auto) - Rebar3 plugin to auto compile and reload on file change. * [rebar3_diameter_compiler](https://github.com/carlosedp/rebar3_diameter_compiler) - Compile diameter .dia files in rebar3 projects. * [rebar3_eqc](https://github.com/kellymclaughlin/rebar3-eqc-plugin) - A rebar3 plugin to enable the execution of Erlang QuickCheck properties. * [rebar3_exunit](https://github.com/processone/rebar3_exunit) - A plugin to run Elixir ExUnit tests from rebar3 build tool. * [rebar3_idl_compiler](https://github.com/sebastiw/rebar3_idl_compiler) - This is a plugin for compiling Erlang IDL files using Rebar3. * [rebar3_live](https://github.com/pvmart/rebar3_live) - Rebar3 live plugin. * [rebar3_neotoma_plugin](https://github.com/zamotivator/rebar3_neotoma_plugin) - Rebar3 neotoma (Parser Expression Grammar) compiler. * [rebar3_protobuffs](https://github.com/benoitc/rebar3_protobuffs) - rebar3 protobuffs provider using protobuffs from Basho. * [rebar3_run](https://github.com/tsloughter/rebar3_run) - Run a release with one simple command. * [rebar3_yang_plugin](https://github.com/surik/rebar3_yang_plugin) - Rebar3 yang compiler. * [reltool_util](https://github.com/okeuday/reltool_util) - Erlang reltool utility functionality application. * [relx](https://github.com/erlware/relx) - A release assembler for Erlang. * [remix](https://github.com/AgilionApps/remix) - Automatic recompilation of Mix code on file change. * [rotor](https://github.com/HashNuke/rotor) - Super-simple build system for Elixir. * [sass_elixir](https://github.com/zamith/sass_elixir) - A sass plugin for Elixir projects. ## Caching *Libraries for caching data.* * [cachex](https://github.com/whitfin/cachex) - A powerful caching library for Elixir with a wide featureset. * [con_cache](https://github.com/sasa1977/con_cache) - ConCache is an ETS based key/value storage. * [elixir_locker](https://github.com/tsharju/elixir_locker) - Locker is an Elixir wrapper for the locker Erlang library that provides some useful libraries that should make using locker a bit easier. * [gen_spoxy](https://github.com/SpotIM/gen_spoxy) - Caching made fun. * [jc](https://github.com/jr0senblum/jc) - In-memory, distributable cache with pub/sub, JSON-query and consistency support. * [locker](https://github.com/wooga/locker) - Atomic distributed "check and set" for short-lived keys. * [lru_cache](https://github.com/arago/lru_cache) - Simple LRU Cache, implemented with ets. * [memoize](https://github.com/melpon/memoize) - A memoization macro that easily cache function. * [nebulex](https://github.com/cabol/nebulex) - A fast, flexible and extensible distributed and local caching library for Elixir. * [request_cache_plug](https://github.com/MikaAK/request_cache_plug) - Easy to use caching for requests in either Phoenix Controllers or GraphQL resolvers. Bypasses JSON encoding/decoding for a large speedup. * [stash](https://github.com/whitfin/stash) - A straightforward, fast, and user-friendly key/value store. ## Chatting *Chatting via IRC, Slack, HipChat and other systems using Elixir.* * [alice](https://github.com/alice-bot/alice) - A Slack bot framework for Elixir. * [chatty](https://github.com/alco/chatty) - A basic IRC client that is most useful for writing a bot. * [cog](https://github.com/operable/cog) - Cog is an open chatops platform that gives you a secure, collaborative command line right in your chat window. * [ExGram](https://github.com/rockneurotiko/ex_gram) - a library to build Telegram Bots, you can use the low-level methods and models or use the really opinionated framework included. ([Docs](https://hexdocs.pm/ex_gram/readme.html)). * [ExIrc](https://github.com/bitwalker/exirc) - IRC client adapter for Elixir projects. * [ExMustang](https://github.com/techgaun/ex_mustang) - A simple, clueless slackbot and collection of responders. * [Guri](https://github.com/elvio/guri) - Automate tasks using chat messages. * [hedwig](https://github.com/hedwig-im/hedwig) - XMPP Client/Bot Framework for Elixir.([Docs](https://hexdocs.pm/hedwig/readme.html)). * [hipchat_elixir](https://github.com/ymtszw/hipchat_elixir) - HipChat client library for Elixir, based on httpc. * [kaguya](https://github.com/Luminarys/Kaguya) - A small, powerful, and modular IRC bot. * [slacker](https://github.com/koudelka/slacker) - A bot library for the Slack chat service. * [yocingo](https://github.com/Yawolf/yocingo) - Create your own Telegram Bot. ## Cloud Infrastructure and Management *Applications, tools and libraries for your own cloud service.* * [aws](https://github.com/aws-beam/aws-elixir) - AWS clients for Elixir. * [Bonny](https://github.com/coryodaniel/bonny) - Kubernetes Operator Development Framework. * [Cloudi](http://cloudi.org/) - CloudI is for back-end server processing tasks that require soft-realtime transaction. * [discovery](https://github.com/undeadlabs/discovery) - An OTP application for auto-discovering services with Consul. * [erlcloud](https://github.com/erlcloud/erlcloud) - Cloud Computing library for Erlang (Amazon EC2, S3, SQS, SimpleDB, Mechanical Turk, ELB). ([Docs](https://hexdocs.pm/erlcloud/)). * [ex_aws](https://github.com/CargoSense/ex_aws) - AWS client, supporting Dynamo, Kinesis, Lambda, SQS, and S3. * [ex_riak_cs](https://github.com/ayrat555/ex_riak_cs) - Riak CS API client. * [fleet_api](https://github.com/jordan0day/fleet-api) - A simple wrapper for the Fleet (CoreOS) API. Can be used with etcd tokens or via direct node URLs. * [Gandi](https://github.com/Ahamtech/elixir-Gandi) - Gandi Wrapper for Leaseweb infrastructure. * [IElixir](https://github.com/pprzetacznik/IElixir) - Jupyter's kernel for Elixir programming language. * [k8s](https://github.com/coryodaniel/k8s) - Kubernetes Elixir client with CRD support, multi-cluster support, pluggable auth, and configurable middleware. * [Kazan](https://github.com/obmarg/kazan) - Kubernetes client for Elixir, generated from the k8s open API specifications. * [Kubex](https://github.com/ingerslevio/kubex) - Kubernetes client and integration for Elixir, written in pure Elixir. * [Leaseweb](https://github.com/Ahamtech/elixir-leaseweb) - Elixir Wrapper for Leaseweb infrastructure. * [libcluster](https://github.com/bitwalker/libcluster) - Automatic cluster formation/healing for Elixir applications.([Docs](https://hexdocs.pm/libcluster/readme.html)). * [nodefinder](https://github.com/okeuday/nodefinder) - Strategies for automatic node discovery in Erlang. * [nomad](https://github.com/sashaafm/nomad) - Create cloud portable Elixir and Phoenix apps. Write once, use everywhere. * [sidejob](https://github.com/basho/sidejob) - Parallel worker and capacity limiting library for Erlang. * [sidetask](https://github.com/PSPDFKit-labs/sidetask) - SideTask is an alternative to Task.Supervisor using Basho's sidejob library with parallelism and capacity limiting. * [skycluster](https://github.com/Nebo15/skycluster) - Automatic Erlang cluster formation, messaging and management for Elixir/Erlang applications. Integrated with Kubernetes. * [vercel](https://github.com/Bounceapp/elixir-vercel) - An Elixir wrapper for Vercel's API. ## Code Analysis *Libraries and tools for code base analysis, parsing, and manipulation.* * [belvedere](https://github.com/nirvana/belvedere) - An example of CircleCI integration with Elixir. * [coverex](https://github.com/alfert/coverex) - Coverage Reports for Elixir. * [credo](https://github.com/rrrene/credo) - A static code analysis tool with a focus on code consistency and teaching Elixir. ([Docs](https://hexdocs.pm/credo/Credo.html)). * [DepViz](https://depviz.jasonaxelson.com/) - A visual tool to help developers understand Elixir recompilation in their projects. ([Code](https://github.com/axelson/dep_viz/)). * [dialyxir](https://github.com/jeremyjh/dialyxir) - Mix tasks to simplify use of Dialyzer in Elixir projects.([Docs](https://hexdocs.pm/dialyzex/Mix.Tasks.Dialyzer.html)). * [dogma](https://github.com/lpil/dogma) - A code style linter for Elixir, powered by shame.([Docs](https://hexdocs.pm/dogma/api-reference.html)). * [ex_check](https://github.com/karolsluszniak/ex_check) - One task to efficiently run all code analysis & testing tools in an Elixir project. * [excellent_migrations](https://github.com/Artur-Sulej/excellent_migrations) - Detecting potentially dangerous operations in database migrations. * [excoveralls](https://github.com/parroty/excoveralls) - Coverage report tool for Elixir with coveralls.io integration. * [exprof](https://github.com/parroty/exprof) - A simple code profiler for Elixir, using eprof. * [int_set](https://github.com/Cantido/int_set) - A time- and memory-efficient unordered data structure for positive integers. ## Command Line Applications *Anything helpful for building CLI applications.* * [anubis](https://github.com/bennyhallett/anubis) - Command-Line application framework for Elixir. * [ex_cli](https://github.com/tuvistavie/ex_cli) - User friendly CLI apps for Elixir. * [ex_prompt](https://github.com/behind-design/ex_prompt) - Helper package to add interactivity to your command line applications as easy as possible. * [firex](https://github.com/msoedov/firex) - Firex is a library for automatically generating command line interfaces (CLIs) from an elixir module. * [getopt](https://github.com/jcomellas/getopt) - Command-line options parser for Erlang. * [loki](https://github.com/khusnetdinov/loki) - Library for creating interactive command-line application. * [optimus](https://github.com/savonarola/optimus) - Command-line option parser for Elixir inspired by [clap.rs](https://clap.rs/). * [owl](https://github.com/fuelen/owl) - Owl is a toolkit for writing command-line user interfaces in Elixir. * [phoenix-cli](https://phoenix-cli.github.io/) - Command-line interface for Phoenix Framework like Rails commands. * [progress_bar](https://github.com/henrik/progress_bar) - Command-line progress bars and spinners. * [ratatouille](https://github.com/ndreynolds/ratatouille) - A TUI (terminal UI) kit for Elixir. * [scribe](https://github.com/codedge-llc/scribe) - Pretty-print tables of Elixir structs and maps. Inspired by hirb. * [table_rex](https://github.com/djm/table_rex) - Generate configurable ASCII style tables for display. * [tabula](https://github.com/aerosol/tabula) - Pretty print list of Ecto query results / maps in ascii tables (GitHub Markdown/OrgMode). ## Configuration *Libraries and tools working with configurations* * [confex](https://github.com/Nebo15/confex) - Helper module that provides a nice way to read environment configuration at runtime. * [configparser_ex](https://github.com/easco/configparser_ex) - A simple Elixir parser for the same kind of files that Python's configparser library handles. * [conform](https://github.com/bitwalker/conform) - Easy release configuration for Elixir apps. * [dotenv](https://github.com/avdi/dotenv_elixir) - A port of dotenv to Elixir. * [enux](https://github.com/massivefermion/enux) - utility package for loading, validating and documenting your app's configuration variables from env, json and jsonc files at runtime and injecting them into your environment. * [ex_conf](https://github.com/phoenixframework/ex_conf) - Simple Elixir Configuration Management. * [figaro](https://github.com/trestrantham/ex_figaro) - Simple Elixir project configuration. * [figaro_elixir](https://github.com/KamilLelonek/figaro-elixir) - Environmental variables manager for Elixir. * [hush](https://github.com/gordalina/hush) - Read and inject configuration at runtime, and in release mode with support for multiple providers. * [hush_aws_secrets_manager](https://github.com/gordalina/hush_aws_secrets_manager) - AWS Secrets Manager provider for hush. * [hush_gcp_secret_manager](https://github.com/gordalina/hush_gcp_secret_manager) - Google Secret Manager provider for hush. * [mahaul](https://github.com/emadalam/mahaul) - Supercharge your environment variables in Elixir. Parse and validate with compile time access guarantees, defaults, fallbacks and app pre-boot validations. * [skogsra](https://github.com/gmtprime/skogsra) - Library to manage OS environment variables and application configuration options with ease. * [sweetconfig](https://github.com/d0rc/sweetconfig) - Read YAML configuration files from any point at your app. * [weave](https://gitlab.com/gt8/open-source/elixir/weave) - JIT configuration loader that works with Kubernetes and Docker Swarm. ## Cryptography *Encrypting and decrypting data* * [aescmac](https://github.com/kleinernik/elixir-aes-cmac) - AES CMAC ([RFC 4493](https://tools.ietf.org/html/rfc4493)) in Elixir. * [cipher](https://github.com/rubencaro/cipher) - Elixir crypto library to encrypt/decrypt arbitrary binaries. * [cloak](https://github.com/danielberkompas/cloak) - Cloak makes it easy to use encryption with Ecto.([Docs](https://hexdocs.pm/cloak/readme.html)). * [comeonin](https://github.com/riverrun/comeonin) - Password hashing (argon2, bcrypt, pbkdf2_sha512) library for Elixir.([https://hexdocs.pm/comeonin/api-reference.html](https://hexdocs.pm/comeonin/api-reference.html)). * [crypto_rsassa_pss](https://github.com/potatosalad/erlang-crypto_rsassa_pss) - RSASSA-PSS Public Key Cryptographic Signature Algorithm for Erlang. * [elixir_tea](https://github.com/keichan34/elixir_tea) - TEA implementation in Elixir. * [ex_bcrypt](https://github.com/manelli/ex_bcrypt) - Elixir wrapper for the OpenBSD bcrypt password hashing algorithm. * [ex_crypto](https://github.com/ntrepid8/ex_crypto) - Elixir wrapper for Erlang `crypto` and `public_key` modules. Provides sensible defaults for many crypto functions to make them easier to use.([Docs](https://hexdocs.pm/ex_crypto/readme.html)). * [exgpg](https://github.com/rozap/exgpg) - Use gpg from Elixir. * [nimble_totp](https://github.com/dashbitco/nimble_totp) - Allows implementation of Time-based One-Time Passwords (TOTP) for 2FA. * [ntru_elixir](https://github.com/alisinabh/ntru_elixir) - Elixir wrapper for libntru. A post quantum cryptography system. * [pot](https://github.com/yuce/pot) - Erlang library for generating one time passwords compatible with Google Authenticator. * [rsa](https://github.com/trapped/elixir-rsa) - `public_key` cryptography wrapper for Elixir. * [rsa_ex](https://github.com/anoskov/rsa-ex) - Library for working with RSA keys. * [siphash-elixir](https://github.com/whitfin/siphash-elixir) - Elixir implementation of the SipHash hash family. * [tea_crypto](https://github.com/keichan34/tea_crypto_erl) - Tiny Encryption Algorithm implementation. ## CSV *Libraries and implementations working with CSV.* * [cesso](https://github.com/meh/cesso) - CSV handling library for Elixir. * [csv](https://github.com/beatrichartz/csv) - CSV Decoding and Encoding for Elixir. * [csv2sql](https://github.com/Arp-G/csv2sql) - A fast and fully automated CSV to database importer. * [csvlixir](https://github.com/jimm/csvlixir) - A CSV reading/writing application for Elixir. * [ecsv](https://github.com/erpuno/ecsv) - Fast libcsv-based stream parser for Elixir. * [ex_csv](https://github.com/CargoSense/ex_csv) - CSV for Elixir. * [nimble_csv](https://github.com/plataformatec/nimble_csv) - A simple and fast CSV parsing and dumping library for Elixir. ## Date and Time *Libraries for working with dates and times.* * [block_timer](https://github.com/adamkittelson/block_timer) - Macros to use :timer.apply_after and :timer.apply_interval with a block. * [calendar](https://github.com/lau/calendar) - Calendar is a date and time library for Elixir. * [calendarific](https://github.com/Bounceapp/elixir-calendarific) - Calendarific is a wrapper for the holiday API Calendarific. * [calixir](https://github.com/rengel-de/calixir) - Calixir is a port of the Lisp calendar software calendrica-4.0 to Elixir. * [chronos](https://github.com/nurugger07/chronos) - An Elixir date/time library. * [cocktail](https://github.com/peek-travel/cocktail) - Elixir date recurrence library based on iCalendar events. * [cronex](https://github.com/jbernardo95/cronex) - Cron like system you can mount in your supervision tree. * [crontab](https://github.com/jshmrtn/crontab) - A Cron Expressions Parser, Composer & Date Candidate Finder. * [emojiclock](https://github.com/nathanhornby/emojiclock-elixir) - An Elixir module for giving you an emoji clock for a given hour. * [ex_ical](https://github.com/fazibear/ex_ical) - ICalendar parser. * [filtrex](https://github.com/rcdilorenzo/filtrex) - A library for performing and validating complex SQL-like filters from a client (e.g. smart filters). * [good_times](https://github.com/DevL/good_times) - Expressive and easy to use datetime functions. * [jalaali](https://github.com/jalaali/elixir-jalaali) - Jalaali calendar implementation for Elixir. * [milliseconds](https://github.com/davebryson/elixir_milliseconds) - Simple library to work with milliseconds in Elixir. * [moment](https://github.com/atabary/moment) - Parse, validate, manipulate, and display dates in Elixir. * [open_hours](https://github.com/hopsor/open_hours) - Time calculations using business hours. * [quantum](https://github.com/quantum-elixir/quantum-core) - Cron-like job scheduler for Elixir applications. * [repeatex](https://github.com/rcdilorenzo/repeatex) - Natural language parsing for repeating dates. * [tiktak](https://github.com/ConduitMobileRND/tiktak) - Fast and lightweight web scheduler written in Elixir. * [timelier](https://github.com/ausimian/timelier) - A cron-style scheduler for Elixir. * [timex](https://github.com/bitwalker/timex) - Easy to use Date and Time modules for Elixir. * [timex_interval](https://github.com/atabary/timex-interval) - A date/time interval library for Elixir projects, based on Timex. * [tzdata](https://github.com/lau/tzdata) - The timezone database in Elixir. ## Debugging *Libraries and tools for debugging code and applications.* * [beaker](https://github.com/hahuang65/beaker) - Statistics and Metrics library for Elixir. * [booter](https://github.com/eraserewind/booter) - Boot an Elixir application, step by step. * [dbg](https://github.com/fishcakez/dbg) - Distributed tracing for Elixir. * [eflame](https://github.com/proger/eflame) - Flame Graph profiler for Erlang. * [eper](https://github.com/massemanet/eper) - Erlang performance and debugging tools. * [ether](https://github.com/maarek/ether) - Ether provides functionality to hook Elixir into the Erlang debugger. * [ex_debug_toolbar](https://github.com/kagux/ex_debug_toolbar) - A toolbar for Phoenix projects to interactively debug code and display useful information about requests: logs, timelines, database queries etc. * [exrun](https://github.com/liveforeverx/exrun) - Distributed tracing for Elixir with rate limiting and simple macro-based interface. * [extrace](https://github.com/redink/extrace) - Elixir wrapper for Recon Trace. * [git_hooks](https://github.com/qgadrian/elixir_git_hooks) - Add git hooks to Elixir projects. * [inspector](https://github.com/marciol/inspector) - A simple one-line module that allows a more friendly debugging experience. * [observer_cli](https://github.com/zhongwencool/observer_cli) - Visualize Elixir & Erlang nodes on the command line, it aims to helpe developers debug production systems. * [quaff](https://github.com/qhool/quaff) - The Debug module provides a simple helper interface for running Elixir code in the erlang graphical debugger. * [rexbug](https://github.com/nietaki/rexbug) - An Elixir wrapper for the `redbug` production-friendly Erlang tracing debugger. * [visualixir](https://github.com/koudelka/visualixir) - A process visualizer for remote BEAM nodes. ## Deployment *Installing and running your code automatically on other machines.* * [akd](https://github.com/annkissam/akd) - Capistrano like, Configurable, and easy to set up Elixir Deployment Automation Framework. * [ansible-elixir-stack](https://github.com/HashNuke/ansible-elixir-stack) - 1-command setup & deploys to servers, with first-class support for Phoenix apps. * [bootleg](https://github.com/labzero/bootleg) - Simple deployment and server automation for Elixir. * [bottler](https://github.com/rubencaro/bottler) - Bottler is a collection of tools that aims to help you generate releases, ship them to your servers, install them there, and get them live on production. * [edeliver](https://github.com/boldpoker/edeliver) - Deployment for Elixir and Erlang. * [elixir-on-docker](https://github.com/CrowdHailer/elixir-on-docker) - A project template to get started developing clustered Elixir applications for cloud environments. * [exdm](https://github.com/joeyates/exdm) - Deploy Elixir applications via mix tasks. * [exreleasy](https://github.com/miros/exreleasy) - Dead simple and Mix friendly tool for releasing Elixir applications. * [gatling](https://github.com/hashrocket/gatling) - Collection of mix tasks to automatically create a exrm release from git and launch/upgrade it on your server. * [Gigalixir](https://www.gigalixir.com) - A fully-featured PaaS designed for Elixir. Supports clustering, hot upgrades, and remote console/observer. Free to try without a credit card. * [heroku-buildpack-elixir](https://github.com/HashNuke/heroku-buildpack-elixir) - Heroku buildpack to deploy Elixir apps to Heroku. ## Documentation *Libraries and tools for creating documentation.* * [blue_bird](https://github.com/KittyHeaven/blue_bird) - BlueBird is a library written in the Elixir programming language for the Phoenix framework. It lets you generate API documentation in the API Blueprint format from annotations in controllers and automated tests. * [bureaucrat](https://github.com/api-hogs/bureaucrat) - Generate Phoenix API documentation from tests. * [ex_doc](https://github.com/elixir-lang/ex_doc) - ExDoc is a tool to generate documentation for your Elixir projects. * [ex_doc_dash](https://github.com/JonGretar/ExDocDash) - Formatter for ExDoc to generate docset documentation for use in Dash.app. * [hexdocset](https://github.com/yesmeck/hexdocset) - Convert hex doc to Dash.app's docset format. * [inch-ci](http://inch-ci.org/) - Documentation badges for Ruby & Elixir. * [maru_swagger](https://github.com/falood/maru_swagger) - Add swagger compliant documentation to your maru API. * [phoenix_api_docs](https://github.com/smoku/phoenix_api_docs) - Generate API Blueprint documentation from controllers and tests in the Phoenix framework. * [phoenix_swagger](https://github.com/xerions/phoenix_swagger) - Provides swagger integration to the Phoenix framework. * [xcribe](https://github.com/brainn-co/xcribe) - Generate API documentation from tests using Swagger (OpenAPI) or API Blueprint specification. ## Domain-specific language *Specialized computer languages for a particular application domain.* * [Absinthe Graphql](https://github.com/absinthe-graphql/absinthe) - Fully featured GraphQL library. * [absinthe_gen](https://github.com/sashman/absinthe_gen) - Scaffold generator for Absithne. * [JSON-LD.ex](https://github.com/marcelotto/jsonld-ex) - An implementation of the [JSON-LD](http://www.w3.org/TR/json-ld/) standard for [RDF.ex](https://github.com/marcelotto/rdf-ex). * [RDF.ex](https://github.com/marcelotto/rdf-ex) - An implementation of the [RDF](https://www.w3.org/TR/rdf11-primer/) data model in Elixir. * [SPARQL.ex](https://github.com/marcelotto/sparql-ex) - An implementation of the [SPARQL](http://www.w3.org/TR/sparql11-overview/) standards in Elixir. ## ECMAScript *Implementations working with JavaScript, JScript or ActionScript.* * [elixirscript](https://github.com/elixirscript/elixirscript/) - A transcompiler from Elixir to Javascript. * [estree](https://github.com/bryanjos/elixir-estree) - A implementation of the SpiderMonkey Parser API in Elixir. * [phoenix_gon](https://github.com/khusnetdinov/phoenix_gon) - Allow you to pass Phoenix environment or controller variables to JavaScript without problems. * [phoenix_routes_js](https://github.com/khusnetdinov/phoenix_routes_js) - Phoenix routes helpers in JavaScript code and browser console. ## Email *Working with Email and stuff.* * [bamboo](https://github.com/thoughtbot/bamboo) - Composable, testable and adapter based email library. Out of the box support for rendering with Phoenix and a plug for previewing sent emails in dev. * [burnex](https://github.com/Betree/burnex) - Burner email (temporary address) detector. * [echo](https://github.com/zmoshansky/echo) - A meta-notification system; Echo checks notification preferences & dispatches notifications. * [ex_postmark](https://github.com/KamilLelonek/ex_postmark) - Postmark adapter for sending template emails in Elixir. * [gen_smtp](https://github.com/Vagabond/gen_smtp) - A generic Erlang SMTP server and client that can be extended via callback modules. * [gmail](https://github.com/craigp/elixir-gmail) - A simple Gmail REST API client for Elixir. * [mail](https://github.com/DockYard/elixir-mail) - An RFC2822 implementation in Elixir, built for composability. * [mailer](https://github.com/antp/mailer) - A simple SMTP mailer. * [mailibex](https://github.com/awetzel/mailibex) - Library containing Email-related implementations in Elixir: dkim, spf, dmark, mimemail, smtp. * [mailman](https://github.com/kamilc/mailman) - Mailman provides a clean way of defining mailers in your Elixir applications. * [pop3mail](https://hex.pm/packages/pop3mail) - Pop3 client to download email (including attachments) from the inbox via the commandline or Elixir API. * [ravenx](https://github.com/acutario/ravenx) - Notification dispatch library for Elixir applications. * [smoothie](https://github.com/jfrolich/smoothie) - Smoothie inline styles of your email templates, and generates a plain text version from the HTML. * [swoosh](https://github.com/swoosh/swoosh) - Compose, deliver and test your Emails (with attachments!) easily in Elixir with adapters for SMTP, Sendgrid, Mandrill, Mailgun, Postmark and lots others, plus Phoenix integration with mailbox preview. ## Embedded Systems *Embedded systems development.* * [nerves](http://nerves-project.org) - A framework for writing embedded software in Elixir. ## Encoding and Compression *Transforming data in different formats or compressing it.* * [ex_rlp](https://github.com/exthereum/ex_rlp) - Elixir implementation of Ethereum's RLP (Recursive Length Prefix) encoding. * [huffman](https://github.com/SenecaSystems/huffman) - Huffman encoding and decoding in Elixir. ## Errors and Exception Handling *Working with errors and exceptions.* * [AppSignal Elixir](https://github.com/appsignal/appsignal-elixir) - The official [AppSignal](https://appsignal.com/) package for Elixir. * [elixir_error_message](https://github.com/MikaAK/elixir_error_message) - Simple error helpers to make errors in your system predictable and easy to render to JSON or in logs. * [exceptional](https://github.com/expede/exceptional) - Helpers for happy-path programming & exception handling. * [happy](https://github.com/vic/happy) - Happy path programming, alternative to elixir `with` form. * [OK](https://github.com/CrowdHailer/OK) - Elegant error handling with result monads, featuring a simple & powerful `with` construct and a happy path pipe operator. * [sentry-elixir](https://github.com/getsentry/sentry-elixir) - The Official Elixir client for [Sentry](https://sentry.io/). ## Eventhandling *Sending/Emitting and receiving/handling Events in Elixir.* * [cizen](https://gitlab.com/cizen/cizen) - Build highly concurrent, monitorable, and extensible applications with a collection of sagas. * [event_bus](https://github.com/mustafaturan/event_bus) - Simple event bus implementation with topic filtering and built-in event store and event watcher. * [goldrush](https://github.com/DeadZen/goldrush) - Small, Fast event processing and monitoring for Erlang/OTP applications. * [reaxive](https://github.com/alfert/reaxive) - Reaxive is a reactive event handling library, inspired by [Elm](http://elm-lang.org) and Reactive Extensions. * [wait_for_it](https://github.com/jvoegele/wait_for_it) - Provides convenient and easy-to-use facilities for synchronizing concurrent activities. ## Examples and funny stuff *Example code and stuff too funny or curious not to mention.* * [butler_cage](https://github.com/keathley/butler_cage) - A Butler plugin for showing silly photos of Nick Cage. * [butler_tableflip](https://github.com/keathley/butler_tableflip) - Flipping tables with butler. * [changelog.com](https://github.com/thechangelog/changelog.com) - CMS that runs changelog.com built with Phoenix 1.4. * [coderplanets.com](https://github.com/coderplanets/coderplanets_server) - GraphQL api for coderplanets.com built with Phoenix 1.4 and Absinthe. * [dice](https://github.com/stocks29/dice) - Roll the dice, in Elixir. * [elixir_koans](https://github.com/elixirkoans/elixir-koans) - [Elixir koans](http://elixirkoans.io/) is a fun, easy way to get started with the elixir programming language. * [ex_chain](https://github.com/eljojo/ex_chain) - Simple Markov Chain that generates funny tweets, built using Elixir. * [ex_iss](https://github.com/cryptobird/ex_iss) - This package is for interfacing with the Open Notify API to information such as the ISS's current location, crew, and when it will pass over a location. * [feedx](https://github.com/erneestoc/feedx) - Add social feed functionality to current applications. Exemplify OTP umbrella app, with 3 apps. Thin phoenix controllers. * [harakiri](https://github.com/rubencaro/harakiri) - Help applications kill themselves. * [hello_phoenix](https://github.com/bigardone/phoenix-react-redux-template) - Application template for SPAs with Phoenix, React and Redux. * [hexpm](https://github.com/hexpm/hexpm) - Source code for the hex package manager site built with Phoenix 1.3. * [kaisuu](https://github.com/SebastianSzturo/kaisuu) - Watch Japan's Kanji Usage on Twitter in Realtime. * [koans](https://github.com/dojo-toulouse/elixir-koans) - Learn Elixir by using elixir-koans. * [lolcat](https://github.com/restartr/ex-lolcat) - This is the clone of busyloop/lolcat. But it does not support animation and some features of the original. * [magnetissimo](https://github.com/sergiotapia/magnetissimo) - Web application that indexes all popular torrent sites, and saves it to the local database. * [oop](https://github.com/wojtekmach/oop) - OOP in Elixir. * [phoenix-chat-example](https://github.com/dwyl/phoenix-chat-example) - A step-by-step example/tutorial for building a Chat app in Phoenix for complete beginners. Covers testing, docs and deployement. Phoenix `1.5.3`. * [phoenix-ecto-encryption-example](https://github.com/dwyl/phoenix-ecto-encryption-example) - A comprehensive example/tutorial showing people how to use Ecto Types to transparently encrypt/decrypt data in a Phoenix 1.4 app. * [phoenix-flux-react](https://github.com/fxg42/phoenix-flux-react) - An experiment with Phoenix Channels, GenEvents, React and Flux. * [phoenix-liveview-counter-tutorial](https://github.com/dwyl/phoenix-liveview-counter-tutorial) - complete beginners step-by-step tutorial building a real time counter in Phoenix `1.5.3` and LiveView `0.14.1`. * [phoenix-todo-list-tutorial](https://github.com/dwyl/phoenix-todo-list-tutorial) - A complete beginners step-by-step tutorial for building a Todo List from scratch in Phoenix `1.5.3`. * [portal](https://github.com/josevalim/portal) - A shooting fault-tolerant doors for distributed portal data-transfer application in Elixir. * [real world example app](https://github.com/gothinkster/elixir-phoenix-realworld-example-app) - Elixir / Phoenix implementation of [RealWorld.io](https://realworld.io/) backend specs - a Medium clone. * [rollex](https://gitlab.com/olhado/rollex) - Elixir library using a Pratt Parser algorithm to calculate dice rolls. * [rubix](https://github.com/YellowApple/Rubix) - A very simple (and barely-functioning) Ruby runner for Elixir. * [stranger](https://github.com/cazrin/stranger) - Elixir Phoenix app to chat anonymously with a randomly chosen stranger. * [tilex](https://github.com/hashrocket/tilex) - Source code for Hashrocket's TIL website built with Phoenix 1.3. * [weather](https://github.com/tacticiankerala/elixir-weather) - A command line weather app built using Elixir. ## Feature Flags and Toggles *Libraries to manage feature toggles (AKA feature flags): ON/OFF values that can be toggled at runtime through some interface* * [ConfigCat](https://github.com/configcat/elixir-sdk) - Elixir SDK for ConfigCat hosted feature flag service. * [flippant](https://github.com/sorentwo/flippant) - Feature flipping for the Elixir world. * [fun_with_flags](https://github.com/tompave/fun_with_flags) - A feature toggle library using Redis or Ecto for persistence, an ETS cache for speed and PubSub for distributed cache busting. Comes with a management web UI for Phoenix and Plug. * [molasses](https://github.com/securingsincity/molasses) - A feature toggle library using redis or SQL (using Ecto) as a backing service. ## Feeds *Libraries working with feeds like RSS or ATOM.* * [atomex](https://github.com/Betree/atomex) - ATOM feed builder with a focus on standards compliance, security and extensibility. * [feeder](https://github.com/michaelnisi/feeder) - Parse RSS and Atom feeds. * [feeder_ex](https://github.com/manukall/feeder_ex) - RSS feed parser. Simple wrapper for feeder. * [feedme](https://github.com/umurgdk/elixir-feedme) - RSS/Atom parser built on erlang's xmerl xml parser. ## Files and Directories *Libraries and implementations for working with files and directories.* * [Belt](https://bitbucket.org/pentacent/belt/) - Extensible file upload library with support for SFTP, S3 and Filesystem storage. * [cassius](https://github.com/jquadrin/cassius) - Monitor Linux file system events. * [dir_walker](https://github.com/pragdave/dir_walker) - DirWalker lazily traverses one or more directory trees, depth first, returning successive file names. * [elixgrep](https://github.com/bbense/elixgrep) - A framework for doing Hadoop style Map/Reduce operations on collections of files. * [ex_guard](https://github.com/slashmili/ex_guard) - ExGuard is a mix command to handle events on file system modifications. * [ex_minimatch](https://github.com/gniquil/ex_minimatch) - Globbing paths without walking the tree!. * [exfile](https://github.com/keichan34/exfile) - File upload handling, persistence, and processing in Elixir and Plug. * [exfswatch](https://github.com/falood/exfswatch) - A file change watcher wrapper based on __fs__. * [eye_drops](https://github.com/rkotze/eye_drops) - Configurable mix task to watch file changes and run the corresponding command. * [format_parser.ex](https://github.com/ahtung/format_parser.ex) - Elixir library to figure out the type and the format of a file. * [fs](https://github.com/synrc/fs) - Erlang FileSystem Listener. * [fwatch](https://github.com/ryo33/fwatch-ex) - A callback-based file watcher based on __fs__. * [ivcu](https://github.com/elixir-ivcu/ivcu) - File Validator, Converter, and Uploader. * [librex](https://github.com/ricn/librex) - Elixir library to convert office documents to other formats using LibreOffice. * [Radpath](https://github.com/lowks/Radpath) - Path library for Elixir, inspired by Python's Enhpath. * [sentix](https://github.com/whitfin/sentix) - A cross-platform file watcher for Elixir based on fswatch. * [sizeable](https://github.com/arvidkahl/sizeable) - An Elixir library to make file sizes human-readable. * [waffle](https://github.com/elixir-waffle/waffle) - Flexible file upload and attachment library for Elixir. * [zarex](https://github.com/ricn/zarex) - Filename sanitization for Elixir. ## Formulars *Handling web formulars and similar stuff.* * [forms](https://github.com/spawnproc/forms) - Erlang Business Documents Generator. ## Framework Components *Standalone component from web development frameworks.* * [absinthe_plug](https://github.com/absinthe-graphql/absinthe_plug) - Plug support for Absinthe. * [access pass](https://github.com/AppDoctorIo/accesspass) - Authentication framework that can be used with or outside of phoenix. Similar to Addict but geared towards API usage.([Docs](https://hexdocs.pm/access_pass/api-reference.html#content)). * [addict](https://github.com/trenpixster/addict) - User authentication for Phoenix Framework. * [airbrake_plug](https://github.com/romul/airbrake_plug) - Report errors in your Plug stack or whatever to Airbrake. * [better_params](https://github.com/sheharyarn/better_params) - Elixir Plug for cleaner request params in web apps. * [blaguth](https://github.com/lexmag/blaguth) - Basic Access Authentication in Plug applications. * [commanded](https://github.com/slashdotdash/commanded) - Command handling middleware for Command Query Responsibility Segregation (CQRS) applications. * [cors_plug](https://github.com/mschae/cors_plug) - An Elixir plug that adds CORS headers to requests and responds to preflight requests (OPTIONS). * [corsica](https://github.com/whatyouhide/corsica) - Elixir library for dealing with CORS requests. * [crudex](https://github.com/bitgamma/crudex) - CRUD utilities for Phoenix and Ecto. * [dayron](https://github.com/inaka/Dayron) - A repository _similar_ to `Ecto.Repo` that works with REST API requests instead of a database. * [ex_admin](https://github.com/smpallen99/ex_admin) - ExAdmin is an auto administration package for Elixir and the Phoenix Framework. * [exdjango](https://github.com/nicksanders/exdjango) - A few elixir libraries for working with django. * [exrecaptcha](https://github.com/adanselm/exrecaptcha) - Simple reCaptcha display/verify code for Elixir applications. * [filterable](https://github.com/omohokcoj/filterable) - Simple query params filtering for Phoenix framework inspired by Rails has_scope. * [graphql_parser](https://github.com/graphql-elixir/graphql_parser) - An Elixir binding for [libgraphqlparser](https://github.com/graphql/libgraphqlparser). * [http_router](https://github.com/sugar-framework/elixir-http-router) - HTTP Router with various macros to assist in developing your application and organizing your code. * [kerosene](https://github.com/elixirdrops/kerosene) - Pagination for Ecto and Phoenix. * [mellon](https://github.com/sajmoon/mellon) - An authentication module for Plug applications. * [multiverse](https://github.com/Nebo15/multiverse) - Plug that allows to add version compatibility layers via API Request/Response Gateways. * [params](https://github.com/vic/params) - Use Ecto to enforce/validate parameters structure, akin to Rails' strong parameters. * [passport](https://github.com/opendrops/passport) - Passport provides authentication for Phoenix applications. * [phoenix_ecto](https://github.com/phoenixframework/phoenix_ecto) - Phoenix and Ecto integration. * [phoenix_haml](https://github.com/chrismccord/phoenix_haml) - Phoenix Template Engine for Haml. * [phoenix_html](https://github.com/phoenixframework/phoenix_html) - Phoenix.HTML functions for working with HTML strings and templates. * [phoenix_html_sanitizer](https://github.com/elixirstatus/phoenix_html_sanitizer) - HTML Sanitizer integration for Phoenix. * [phoenix_html_simplified_helpers](https://github.com/ikeikeikeike/phoenix_html_simplified_helpers) - Some helpers for phoenix html (truncate, time_ago_in_words, number_with_delimiter). * [phoenix_linguist](https://github.com/jxs/phoenix_linguist) - A project that integrates Phoenix with Linguist, providing a plug and view helpers. It looks abandoned: its last commit was on 2015 and its CI runs Elixir 1.0.3. * [phoenix_live_reload](https://github.com/phoenixframework/phoenix_live_reload) - Provides live-reload functionality for Phoenix. * [phoenix_meta_tags](https://github.com/hlongvu/phoenix_meta_tags) - Generate meta tags for a website. * [phoenix_pubsub_postgres](https://github.com/opendrops/phoenix-pubsub-postgres) - Postgresql PubSub adapter for Phoenix apps. * [phoenix_pubsub_rabbitmq](https://github.com/pma/phoenix_pubsub_rabbitmq) - RabbitMQ adapter for Phoenix's PubSub layer. * [phoenix_pubsub_redis](https://github.com/phoenixframework/phoenix_pubsub_redis) - The Redis PubSub adapter for the Phoenix framework. * [phoenix_pubsub_vernemq](https://github.com/larshesel/phoenix_pubsub_vernemq) - The VerneMQ MQTT pubsub adapter for the Phoenix framework. * [phoenix_slime](https://github.com/slime-lang/phoenix_slime) - Slim template support for Phoenix. * [phoenix_svg](https://github.com/jsonmaur/phoenix-svg) - Use inline SVGs in Phoenix. * [phoenix_token_auth](https://github.com/manukall/phoenix_token_auth) - Token authentication solution for Phoenix. Useful for APIs or single page apps. * [phoenix_turnstile](https://github.com/jsonmaur/phoenix-turnstile) - Phoenix components and helpers for using CAPTCHAs with Cloudflare Turnstile. * [phx_component_helpers](https://github.com/cblavier/phx_component_helpers) - Extensible live_components, without boilerplate. * [plug](https://github.com/elixir-lang/plug) - A specification and conveniences for composable modules in between web applications. * [plug_accesslog](https://github.com/mneudert/plug_accesslog) - Plug for writing access logs. * [plug_and_play](https://github.com/henrik/plug_and_play) - Set up a Plug application with less boilerplate. * [plug_auth](https://github.com/bitgamma/plug_auth) - Collection of authentication-related plugs. * [plug_canonical_host](https://github.com/remiprev/plug_canonical_host) - Plug to ensure all requests are served from a single canonical host. * [plug_checkup](https://github.com/ggpasqualino/plug_checkup) - Plug for adding simple health checks to your app. * [plug_cloudflare](https://github.com/c-rack/plug_cloudflare) - Inspired by mod_cloudflare, this Elixir plug parses Cloudflares CF-Connecting-IP HTTP request header into Plug.Conn's remote_ip field. * [plug_forward_peer](https://github.com/awetzel/plug_forwarded_peer) - Very simple plug which reads X-Forwarded-For or Forwarded header according to RFC7239 and fill conn.remote_ip with the root client ip. * [plug_fprof](https://github.com/obmarg/plug_fprof) - A Plug that adds fprof tracing to requests, to allow for easy profiling. * [plug_graphql](https://github.com/graphql-elixir/plug_graphql) - Phoenix Plug integration for [GraphQL Elixir](http://graphql-elixir.org/). * [plug_heartbeat](https://github.com/whatyouhide/plug_heartbeat) - A plug for responding to heartbeat requests. * [plug_jwt](https://github.com/bryanjos/plug_jwt) - Plug for JWT authentication. * [plug_password](https://github.com/azranel/plug_password) - Plug for adding simple cookie-based authentication. * [plug_rails_cookie_session_store](https://github.com/cconstantin/plug_rails_cookie_session_store) - Rails compatible Plug session store. * [plug_redirect_https](https://github.com/stocks29/plug_redirect_https) - Plug to redirect http requests to https requests behind a reverse proxy. * [plug_require_header](https://github.com/DevL/plug_require_header) - Require and extract HTTP headers and handle missing ones. * [plug_response_header](https://github.com/c-rack/plug_response_header) - easy manipulation of HTTP response headers. * [plug_ribbon](https://github.com/stnly/plug_ribbon) - Injects a ribbon to your web application in the development environment. * [plug_secex](https://github.com/techgaun/plug_secex) - Plug that adds various HTTP Headers to make Phoenix/Elixir app more secure. * [plug_session_memcached](https://github.com/gutschilla/plug-session-memcached) - A very simple memcached session store for Elixir's plug. * [plug_sigaws](https://github.com/handnot2/plug_sigaws) - AWS Signature V4 authentication protection for Phoenix/Plug Routes ([Docs](https://hexdocs.pm/plug_sigaws/PlugSigaws.html)). * [plug_statsd](https://github.com/jeffweiss/plug_statsd) - A plug for automatically sending timing and count metrics to statsd. * [plugs](https://github.com/sugar-framework/plugs) - Collection of Plug middleware for web applications. * [plugsnag](https://github.com/jarednorman/plugsnag) - Bugsnag notifier for Elixir's plug. * [raygun](https://github.com/cobenian/raygun) - Capture bugs and send them to Raygun. * [react_phoenix](https://github.com/geolessel/react-phoenix) - Render React.js components in Phoenix views focusing on easy installation and Brunch compatibility. * [recaptcha](https://github.com/samueljseay/recaptcha) - A simple reCaptcha 2 library for Elixir applications. * [resin](https://github.com/Frost/resin) - Resin is a plug that will add a configurable delay to every request that's passing through it, unless run in production. * [revision_plate_ex](https://github.com/KazuCocoa/revision_plate_ex) - Plug application and middleware that serves endpoint returns application's REVISION. * [rummage_ecto](https://github.com/Excipients/rummage_ecto) - A configurable framework to search, sort and paginate Ecto Queries. * [rummage_phoenix](https://github.com/Excipients/rummage_phoenix) - A support framework for searching, sorting and paginating models in Phoenix, with HTML support. * [scaffold](https://github.com/gausby/scaffold) - A mix task for creating new projects based on templates fetched from a Git-repo. * [scrivener](https://github.com/drewolson/scrivener) - Paginate your Ecto queries. * [scrivener_headers](https://github.com/doomspork/scrivener_headers) - Helpers for paginating API responses with Scrivener and HTTP headers. * [scrivener_html](https://github.com/mgwidmann/scrivener_html) - Helpers built to work with Scrivener's page struct to easily build HTML output for various CSS frameworks. * [sentinel](https://github.com/britton-jb/sentinel) - An authentication framework for Phoenix extending guardian with routing and other basic functionality. * [surface](https://github.com/msaraiva/surface) - A server-side rendering component library for Phoenix. * [torch](https://github.com/infinitered/torch) - Torch is a rapid admin generator for Phoenix apps. It uses generators rather than DSLs to ensure that the code remains maintainable. * [trailing_format_plug](https://github.com/mschae/trailing_format_plug) - An Elixir plug to support legacy APIs that use a rails-like trailing format. * [turn_the_page](https://hex.pm/packages/turn_the_page) - Fast, simple and lightweight pagination system for your Elixir application. * [webassembly](https://github.com/herenowcoder/webassembly) - Web DSL for Elixir. * [weebo](https://github.com/stevenschobert/weebo) - An XML-RPC parser/formatter for Elixir, with full support for datatype mapping. ## Frameworks *Web development frameworks.* * [exelli](https://github.com/pigmej/exelli) - An Elli Elixir wrapper with some sugar syntax goodies. * [Flowbite](https://flowbite.com/docs/getting-started/phoenix/) - An open-source UI component library built with Tailwind CSS and compatible with Phoenix/Elixir. * [kitto](https://github.com/kittoframework/kitto) - A framework for interactive dashboards. * [n2o](https://github.com/synrc/n2o) - Distributed Application Server. * [nitro](https://github.com/synrc/nitro) - Nitrogen-compatible Web Framework. * [Petal Components](https://github.com/petalframework/petal_components) - A set of HEEX components that makes it easy for Phoenix developers to build beautiful web apps. * [phoenix](https://github.com/phoenixframework/phoenix) - Elixir Web Framework targeting full-featured, fault tolerant applications with realtime functionality. * [placid](https://github.com/slogsdon/placid) - A REST toolkit for building highly-scalable and fault-tolerant HTTP APIs with Elixir. * [rackla](https://github.com/AntonFagerberg/rackla) - API Gateways in Elixir. * [relax](https://github.com/AgilionApps/relax) - Simple Elixir implementation of a [jsonapi.org](http://jsonapi.org) server. * [rest](https://github.com/synrc/rest) - Micro-REST framework with typed JSON. * [RIG](https://github.com/Accenture/reactive-interaction-gateway) - Create low-latency, interactive user experiences for stateless microservices. * [sugar](https://github.com/sugar-framework/sugar) - Modular web framework for Elixir. * [trot](https://github.com/hexedpackets/trot) - An Elixir web micro-framework. ## Games *Libraries for and implementations of games.* * [Binbo](https://github.com/DOBRO/binbo) - A chess representation written in Erlang using [Bitboards](https://www.chessprogramming.org/Bitboards), ready for use on game servers. * [ECSx](https://hexdocs.pm/ecsx/initial_setup.html) - An Entity-Component-System framework providing a battle ship game as a tutorial ([read more on Dockyard blog](https://dockyard.com/blog/2023/07/06/ecsx-a-new-approach-to-game-development-in-elixir)). * [entice](https://github.com/entice/entice) - A distributed Entity-Component-System framework, providing its own example MMORPG server. * [mines](https://github.com/kevlar1818/mines) - A minesweeper clone in the terminal. * [pictionary](https://github.com/Arp-G/pictionary) - A multiplayer guessing and drawing game ([skribbl.io](https://skribbl.io/) clone). * [rayex](https://github.com/shiryel/rayex) - Raylib bindings to Elixir for games programming. * [Rovex](https://github.com/emadb/rovex) - An implementation of the Mars Rover kata in Elixir transformed in a basic multiplayer game. * [vim_snake](https://github.com/theanht1/vim_snake) - A classical multiplayer snake game with Vim-style keybinding built with Phoenix framework. ## Geolocation *Libraries for geocoding addresses and working with latitudes and longitudes.* * [distance_api_matrix](https://github.com/C404/distance-matrix-api) - Provide distance and heading calculations via Google distance matrix api. * [geo](https://github.com/bryanjos/geo) - A collection of GIS functions for Elixir. * [geocalc](https://github.com/yltsrc/geocalc) - Calculate distance, bearing and more between latitude/longitude points. * [geocoder](https://github.com/knrz/geocoder) - A simple, efficient geocoder/reverse geocoder with a built-in cache. * [geohash](https://github.com/polmuz/elixir-geohash) - Geohash encode/decode library. * [geohash_nif](https://github.com/wstucco/geohash_nif/) - Drop in replacement for Geohash encode/decode library implemented as a NIF. * [geohax](https://github.com/evuez/geohax) - Geohash encoding and decoding with neighbors finder. * [geoip](https://github.com/navinpeiris/geoip) - Find geolocation for a given IP, hostname or `Plug.Conn`. * [geolix](https://github.com/mneudert/geolix) - MaxMind GeoIP2 database reader/decoder. * [geonames](https://github.com/pareeohnos/geonames-elixir) - A simple Elixir wrapper around the GeoNames API. * [ip2location](https://github.com/nazipov/ip2location-elixir) - An Elixir library for IP2Location database. * [ipgeobase](https://github.com/sergey-chechaev/elixir_ipgeobase) - Find Russian and Ukraine city by IP address and find country for other country. * [proj](https://github.com/CandyGumdrop/proj) - Elixir coordinate conversion library using OSGeo's PROJ.4. * [segseg](https://github.com/pkinney/segseg_ex) - Segment-segment intersection classifier and calculator. * [srtm](https://github.com/adriankumpf/srtm) - Query locations for elevation data from the NASA Shuttle Radar Topography Mission. * [topo](https://github.com/pkinney/topo) - A Geometry library for Elixir that calculates spatial relationships between two geometries. * [wheretz](https://github.com/UA3MQJ/wheretz) - Elixir version of Ruby gem for lookup of timezone by georgraphic coordinates. ## GUI *Libraries for writing Graphical User Interfaces.* * [scenic](https://github.com/boydm/scenic) - Portable 2D UI framework. ## Hardware *Hardware related things like I/O interfaces and such.* * [elixir_ale](https://github.com/fhunleth/elixir_ale) - Elixir access to hardware I/O interfaces such as GPIO, I2C, and SPI. * [nerves](https://github.com/nerves-project/nerves) - Framework for building firmware for platforms like Raspberry Pi and BeagleBone Black. ## HTML *Libraries and implementations working with HTML (for xml tools please go to the [XML](#xml) section).* * [floki](https://github.com/philss/floki) - A simple HTML parser that enables searching using CSS like selectors. * [html_sanitize_ex](https://github.com/rrrene/html_sanitize_ex) - HTML sanitizer for Elixir. * [meseeks](https://github.com/mischov/meeseeks#html) - A library for parsing and extracting data from HTML and XML with CSS or XPath selectors. * [modest_ex](https://github.com/f34nk/modest_ex) - A library to do pipeable transformations on html strings with CSS selectors, e.g. find(), prepend(), append(), replace() etc. * [myhtmlex](https://github.com/Overbryd/myhtmlex) - Elixir/Erlang bindings for lexborisov's myhtml. * [readability](https://github.com/keepcosmos/readability) - Readability is for extracting and curating articles. * [texas](https://gitlab.com/dgmcguire/texas) - Texas is a powerful abstraction over updating your clients using server-side rendering and server-side Virtual DOM diff/patching. * [tidy_ex](https://github.com/f34nk/tidy_ex) - Elixir binding to the granddaddy of HTML tools [http://www.html-tidy.org](http://www.html-tidy.org). ## HTTP *Libraries for working with HTTP and scraping websites.* * [Ace](https://github.com/CrowdHailer/Ace) - HTTP web server and client, supports http1 and http2. * [bolt](https://github.com/SebastianSzturo/bolt) - Simple and fast http proxy. * [cauldron](https://github.com/meh/cauldron) - An HTTP/SPDY server as a library. * [Crawler](https://github.com/fredwu/crawler) - A high performance web crawler in Elixir. * [Crawly](https://github.com/oltarasenko/crawly) - high-level web crawling & scraping framework for Elixir. * [elli](https://github.com/knutin/elli) - Elli is a webserver you can run inside your Erlang application to expose an HTTP API. * [etag_plug](https://github.com/sascha-wolf/etag_plug) - A simple to use shallow ETag plug. * [explode](https://github.com/pkinney/explode) - An easy utility for responding with standard HTTP/JSON error payloads in Plug- and Phoenix-based applications. * [exvcr](https://github.com/parroty/exvcr) - HTTP request/response recording library for Elixir, inspired by VCR. * [finch](https://github.com/keathley/finch) - An HTTP client with a focus on performance, built on top of Mint and NimblePool. * [fuzzyurl](https://github.com/gamache/fuzzyurl.ex) - An Elixir library for parsing, constructing, and wildcard-matching URLs. Also available for [Ruby](https://github.com/gamache/fuzzyurl.rb) and [JavaScript](https://github.com/gamache/fuzzyurl.js). * [gun](https://github.com/ninenines/gun) - HTTP/1.1, HTTP/2 and Websocket client for Erlang/OTP. * [hackney](https://github.com/benoitc/hackney) - Simple HTTP client written in Erlang. * [http](https://github.com/slogsdon/http) - HTTP server for Elixir. * [http_digex](https://github.com/techgaun/http_digex) - A module to create basic digest HTTP auth header. * [http_proxy](https://github.com/KazuCocoa/http_proxy) - Multi port HTTP Proxy. * [httpoison](https://github.com/edgurgel/httpoison) - Yet Another HTTP client for Elixir powered by hackney. * [httpotion](https://github.com/myfreeweb/httpotion) - Fancy HTTP client for Elixir, based on ibrowse. * [ivar](https://github.com/swelham/ivar) - A lightweight wrapper around HTTPoison that provides a fluent and composable way to build http requests. * [lhttpc](https://github.com/talko/lhttpc) - A lightweight HTTP/1.1 client implemented in Erlang. * [Mechanize](https://github.com/gushonorato/mechanize) - Build web scrapers and automate interaction with websites in Elixir with ease. * [mint](https://github.com/ericmj/mint) - Functional HTTP client for Elixir with support for HTTP/1 and HTTP/2. * [mnemonic_slugs](https://github.com/devshane/mnemonic_slugs) - A memorable, mnemonic slug generator in Elixir. * [mochiweb](https://github.com/mochi/mochiweb) - MochiWeb is an Erlang library for building lightweight HTTP servers. * [neuron](https://github.com/uesteibar/neuron) - A GraphQL client for Elixir. * [plug_wait1](https://github.com/wait1/plug_wait1) - Plug adapter for the wait1 protocol. * [raxx](https://github.com/CrowdHailer/raxx) - Interface for HTTP webservers, frameworks and clients. * [river](https://github.com/peburrows/river) - An HTTP/2 client that is lightweight and lightning fast. * [scrape](https://github.com/Anonyfox/elixir-scrape) - Scrape any website, article or RSS/Atom Feed with ease. * [sparql_client](https://github.com/marcelotto/sparql_client) - A [SPARQL protocol](https://www.w3.org/TR/sparql11-protocol/) client for Elixir. * [spell](https://github.com/MyMedsAndMe/spell) - Spell is a [Web Application Messaging Protocol](http://wamp-proto.org/) (WAMP) client implementation in Elixir. * [SpiderMan](https://github.com/feng19/spider_man) - A base-on Broadway fast high-level web crawling & scraping framework for Elixir. * [tesla](https://github.com/teamon/tesla) - HTTP client library, with support for middleware and multiple adapters. * [Tube](https://github.com/narrowtux/Tube) - Pure Elixir WebSocket client library. * [uri_query](https://github.com/shhavel/uri_query) - URI encode nested GET parameters and array values in Elixir. * [uri_template](https://github.com/pezra/ex-uri-template) - RFC6570 compliant URI template processor for Elixir. * [web_socket](https://github.com/slogsdon/plug-web-socket) - An exploration into a stand-alone library for Plug applications to easily adopt WebSockets. * [webdriver](https://github.com/stuart/elixir-webdriver) - This is an implementation of the WebDriver protocol client. It currently supports PhantomJS, FireFox, ChromeDriver and remote webdriver servers (e.g. Selenium). * [yuri](https://github.com/kemonomachi/yuri) - Simple struct for representing URIs. ## Images *Libraries for working with and manipulating images.* * [alchemic_avatar](https://github.com/zhangsoledad/alchemic_avatar) - Elixir library for generating letter avatar from string. * [artifact](https://github.com/doomspork/artifact) - File upload and on-the-fly processing for Elixir. * [bump](https://github.com/evanfarrar/ex_bump) - A BMP file writer in pure Elixir. * [chunky_svg](https://github.com/mmmries/chunky_svg) - A library for drawing things with SVG. * [cloudex](https://github.com/smeevil/cloudex) - Cloudex is an Elixir library that can upload image files or urls to Cloudinary. * [eikon](https://github.com/tchoutri/Eikon) - An Elixir library providing a read-only interface for image files. * [elixir_exif](https://github.com/sschneider1207/ElixirExif) - Parse exif tags and thumbnail data from jpeg files. * [ex_image_info](https://github.com/rNoz/ex_image_info) - An Elixir library to parse images (binaries) and get the dimensions, detected mime-type and overall validity for a set of image formats. * [exexif](https://github.com/pragdave/exexif) - Pure Elixir library to extract TIFF and EFIX metadata from jpeg files. * [exfavicon](https://github.com/ikeikeikeike/exfavicon) - An Elixir library for discovering favicons. * [gi](https://github.com/LangPham/gi) - An Elixir wrapper for GraphicsMagick command line. * [identicon](https://github.com/rbishop/identicon) - An Elixir library for generating 5x5 identicons. * [image64](https://hex.pm/packages/image64) - A tool for working with base64 encoded images. * [imagineer](https://github.com/SenecaSystems/imagineer) - Image parsing in Elixir. * [imgex](https://github.com/ianwalter/imgex) - Unofficial client library for generating imgix URLs in Elixir. * [mogrify](https://github.com/route/mogrify) - An Elixir wrapper for ImageMagick command line. * [png](https://github.com/yuce/png) - A pure Erlang library for creating PNG images. It can currently create 8 and 16 bit RGB, RGB with alpha, indexed, grayscale and grayscale with alpha images. * [thumbnex](https://github.com/talklittle/thumbnex) - Create thumbnails from images and video screenshots. * [thumbor_client](https://github.com/globocom/thumbor-client-ex) - Client for Thumbor. ## Instrumenting / Monitoring *Libraries for collecting and exporting metrics.* * [app_optex](https://github.com/sashman/app_optex) - Client for AppOptics API. Send metrics and tags to AppOptics time series service. * [appsignal-elixir](https://github.com/appsignal/appsignal-elixir/) - Collects error and performance data from your Elixir applications and sends it to [AppSignal](https://appsignal.com/). * [elixometer](https://github.com/pinterest/elixometer) - A light Elixir wrapper around exometer. * [erlang-metrics](https://github.com/benoitc/erlang-metrics) - A generic interface to different metrics systems in Erlang. * [exometer](https://github.com/Feuerlabs/exometer) - Basic measurement objects and probe behavior in Erlang. * [folsom_ddb](https://github.com/dalmatinerdb/folsom_ddb) - DalmatinerDB backend to store folsom metrics. * [graphitex](https://github.com/msoedov/graphitex) - Graphite/Carbon client for Elixir. * [instream](https://github.com/mneudert/instream) - InfluxDB driver for Elixir. * [instrumental](https://github.com/undeadlabs/instrumental-ex) - An Elixir client for [Instrumental](https://instrumentalapp.com/). * [newrelic.ex](https://github.com/romul/newrelic.ex) - Collects metrics from your Elixir/Phoenix application and sends them to [NewRelic](https://newrelic.com/). * [prom_ex](https://github.com/akoutmos/prom_ex) - Prometheus metrics and Grafana dashboards for all of your favorite Elixir libraries. * [prometheus](https://github.com/deadtrickster/prometheus.erl) - [Prometheus.io](https://prometheus.io) monitoring system and time series database client in Erlang. * [prometheus-ecto](https://github.com/deadtrickster/prometheus-ecto) - Ecto instrumenter for prometheus.ex. * [prometheus-phoenix](https://github.com/deadtrickster/prometheus-phoenix) - Phoenix instrumenter for prometheus.ex. * [prometheus-plugs](https://github.com/deadtrickster/prometheus-plugs) - Plugs instrumenters/exporter for prometheus.ex. * [prometheus.ex](https://github.com/deadtrickster/prometheus.ex) - Elixir-friendly [Prometheus.io](https://prometheus.io) monitoring system and time series database client. * [prometheus_process_collector](https://github.com/deadtrickster/prometheus_process_collector) - Prometheus collector which exports the current state of process metrics including cpu, memory, file descriptor usage and native threads count as well as the process start and up times. * [spandex](https://github.com/spandex-project/spandex) - Platform agnostic tracing library originally developed for Datadog APM. * [telemetry](https://github.com/beam-telemetry/telemetry) - Dynamic dispatching library for metrics and instrumentations. * [wobserver](https://github.com/shinyscorpion/wobserver) - Web based metrics, monitoring, and observer. ## JSON *Libraries and implementations working with JSON.* * [exjson](https://github.com/guedes/exjson) - JSON parser and generator in Elixir. * [ja_serializer](https://github.com/AgilionApps/ja_serializer) - JSONAPI.org Serialization in Elixir. * [jason](https://github.com/michalmuskala/jason) - A blazing fast JSON parser and generator in pure Elixir. * [jazz](https://github.com/meh/jazz) - Yet another library to handle JSON in Elixir. * [joken](https://github.com/bryanjos/joken) - Encodes and decodes JSON Web Tokens. * [jose](https://github.com/potatosalad/erlang-jose) - JSON Object Signing and Encryption (JOSE) for Erlang and Elixir. * [json](https://github.com/cblage/elixir-json) - Native JSON library for Elixir. * [json_pointer](https://github.com/xavier/json_pointer) - Implementation of RFC 6901 which defines a string syntax for identifying a specific value within a JSON document. * [json_stream_encoder](https://github.com/TreyE/json_stream_encoder) - JsonStreamEncoder is a streaming encoder for streaming JSON to an IOish thing in Elixir. * [json_web_token_ex](https://github.com/garyf/json_web_token_ex) - An Elixir implementation of the JSON Web Token (JWT) Standards Track (RFC 7519). * [jsonapi](https://github.com/jeregrine/jsonapi) - A project that will render your data models into [JSONAPI Documents](http://jsonapi.org/format/). * [jsonc](https://github.com/massivefermion/jsonc) - Utilities for working with [jsonc](https://komkom.github.io/jsonc-playground), a superset of json. * [jsx](https://github.com/talentdeficit/jsx) - An Erlang application for consuming, producing, and manipulating json. * [jsxn](https://github.com/talentdeficit/jsxn) - jsx but with maps. * [jwalk](https://github.com/jr0senblum/jwalk) - Helper module for working with Erlang representations of JSON. * [jwtex](https://github.com/mschae/jwtex) - A library to encode and decode [JWT tokens](http://jwt.io/). * [poison](https://github.com/devinus/poison) - Poison is a new JSON library for Elixir focusing on wicked-fast speed without sacrificing simplicity, completeness, or correctness. * [tiny](https://github.com/whitfin/tiny) - Tiny, fast and fully compliant JSON parser for Elixir. * [world_json](https://github.com/camshaft/world_json_ex) - topojson country and state/province collections for elixir/erlang. ## Languages *Languages built on top of Elixir.* * [Elchemy](https://github.com/wende/elchemy) - Compiler allowing to translate Elm programming language code to Elixir. * [lighthouse_scheme](https://github.com/jwhiteman/lighthouse-scheme) - A small Lisp-like language and interactive REPL, built in Elixir. * [Monkey](https://github.com/fabrik42/writing_an_interpreter_in_elixir) - Elixir implementation of an interpreter and REPL for the js-like Monkey programming language. ## Lexical analysis *All about lexical analyser, lexer, scanner, tokenizer or compiler.* * [abnf_parsec](https://github.com/princemaple/abnf_parsec) - ABNF in and parser out. * [ex_abnf](https://github.com/marcelog/ex_abnf) - Parser for ABNF Grammars in Elixir. * [lex_luthor](https://github.com/jamesotron/lex_luthor) - LexLuthor is a Lexer in Elixir which uses macros to generate a reusable lexers. ## Logging *Logging infos and messages.* * [bunyan](https://github.com/bunyan-logger/bunyan) - Bunyan: An Elixir Logger. * [ecto_dev_logger](https://github.com/fuelen/ecto_dev_logger) - An alternative logger for Ecto queries that helps in debugging. * [exlager](https://github.com/khia/exlager) - Elixir binding for lager. * [exsentry](https://github.com/appcues/exsentry) - Error logging to [Sentry](https://getsentry.com/). * [gelf_logger](https://github.com/jschniper/gelf_logger) - A Logger backend that will generate Graylog Extended Log Format (GELF) messages. * [honeybadger](https://github.com/honeybadger-io/honeybadger-elixir) - Error logging to [Honeybadger](https://www.honeybadger.io/). * [json_logger](https://github.com/LeeroyDing/json_logger) - JSON Logger is a logger backend that outputs elixir logs in JSON format. * [lager](https://github.com/basho/lager) - A logging framework for Erlang/OTP by basho.com. * [lager_logger](https://github.com/PSPDFKit-labs/lager_logger) - A lager backend that forwards all log messages to Elixir's Logger. * [logfmt](https://github.com/jclem/logfmt-elixir) - Logfmt is a module for encoding and decoding logfmt-style log lines. * [logger_logstash_backend](https://github.com/marcelog/logger_logstash_backend) - A backend for the Elixir Logger that will send logs to the Logstash UDP input. * [logglix](https://github.com/pragmaticivan/logglix) - A logger backend for posting errors to Loggly. * [logster](https://github.com/navinpeiris/logster) - Easily parsable, one-line logging for Phoenix and Plug applications, inspired by Lograge. * [metrix](https://github.com/rwdaigle/metrix) - Log custom app metrics to stdout for use by Librato and other downstream processors. * [mstore](https://github.com/dalmatinerdb/mstore) - MStore is a experimental metric store build in erlang, the primary functions are open, new, get and put. * [quiet_logger](https://github.com/Driftrock/quiet_logger/pull/1) - A simple plug to suppress health check logging (e.g.: when using Kubernetes). * [rogger](https://github.com/duartejc/rogger) - Elixir logger to publish log messages in RabbitMQ. * [rollbax](https://github.com/elixir-addicts/rollbax) - Exception tracking and logging to [Rollbar](https://rollbar.com/). * [slack_logger_backend](https://github.com/craigp/slack_logger_backend) - A logger backend for posting errors to Slack. * [syslog](https://github.com/Vagabond/erlang-syslog) - Erlang port driver for interacting with syslog via syslog(3). * [timber](https://github.com/timberio/timber-elixir) - Structured logging platform; turns raw text logs into rich structured events. * [youtrack_logger_backend](https://github.com/unifysell/youtrack_logger_backend) - A logger backend that will post messages to [YouTrack](https://www.jetbrains.com/youtrack/) (an issue tracker made by JetBrains). ## Macros *Macros for faster and easier development. Sugar for your code.* * [anaphora](https://github.com/sviridov/anaphora-elixir) - Anaphora is the anaphoric macro collection for Elixir. An anaphoric macro is one that deliberately captures a variable (typically it) from forms supplied to the macro. * [apix](https://github.com/liveforeverx/apix) - Simple convention and DSL for transformation of elixir functions to an API for later documentation and or validation. * [backports](https://github.com/leifg/backports) - Use new functions in Elixir 1.1 and 1.2. * [crudry](https://github.com/gabrielpra1/crudry) - Crudry is an elixir library for DRYing CRUD of Phoenix Contexts and Absinthe Resolvers. * [eventsourced](https://github.com/slashdotdash/eventsourced) - Build functional, event-sourced domain models. * [expat](https://github.com/vic/expat) - Reusable, composable patterns across Elixir libraries. * [guardsafe](https://github.com/DevL/guardsafe) - Macros expanding into code that can be safely used in guard clauses. * [kwfuns](https://github.com/RobertDober/lab42_defkw) - Macros to create functions with syntax based keyword parameters with default values. * [lineo](https://github.com/camshaft/lineo) - parse transform for accurate line numbers. * [matcha](https://github.com/christhekeele/matcha) - First-class match specifications for Elixir `:ets` querying and function call tracing. * [mdef](https://github.com/pragdave/mdef) - Easily define multiple function heads in Elixir. * [named_args](https://github.com/mgwidmann/named_args) - Allows named arg style arguments in Elixir. * [ok_jose](https://github.com/vic/ok_jose) - Pipe elixir functions that match `{:ok,_}`, `{:error,_}` tuples or custom patterns. * [opus](https://github.com/zorbash/opus) - A framework for pluggable business logic components. * [pathex](https://github.com/hissssst/pathex) - Zero-dependency, blazing fast functional lenses. * [pattern_tap](https://github.com/mgwidmann/elixir-pattern_tap) - Macro for tapping into a pattern match while using the pipe operator. * [pipe_here](https://github.com/vic/pipe_here) - Easily pipe values into any argument position. * [pipe_to](https://github.com/taiansu/pipe_to) - The enhanced pipe operator which can specify the target position. * [pipes](https://github.com/batate/elixir-pipes) - Macros for more flexible composition with the Elixir Pipe operator. * [pit](https://github.com/vic/pit) - Transform values as they flow inside a pipe. * [rebind](https://github.com/camshaft/rebind) - rebind parse transform for Erlang. * [rulex](https://github.com/awetzel/rulex) - Simple rule handler using Elixir pattern matching. * [shorter_maps](https://github.com/meyercm/shorter_maps) - ~M sigil for map shorthand. `~M{id name} ~> %{id: id, name: name}`. * [typed_struct](https://github.com/ejpcmac/typed_struct) - An Elixir library for defining structs with a type without writing boilerplate code. * [unsafe](https://github.com/whitfin/unsafe) - Generate easy unsafe (!) bindings for Elixir functions. ## Markdown *Libraries and tools working with Markdown and such.* * [cmark](https://github.com/asaaki/cmark.ex) - Elixir NIF for CommonMark (in C), a parser following the CommonMark spec. * [discount](https://github.com/asaaki/discount.ex) - Elixir NIF for discount, a Markdown parser. * [earmark](https://github.com/pragdave/earmark) - Markdown parser for Elixir. * [Markdown](https://github.com/devinus/markdown) - Implemented entirely as a NIF binding to the Hoedown library. * [Pandex](https://github.com/filterkaapi/pandex) - Lightweight Elixir wrapper for Pandoc. Converts Markdown, CommonMark, HTML, Latex, HTML, HTML5, opendocument, rtf, texttile, asciidoc to each other. ## Miscellaneous *Useful libraries or tools that don't fit in the categories above.* * [address_us](https://github.com/smashedtoatoms/address_us) - Library for parsing US Addresses into their individual parts. * [AlloyCI](https://github.com/AlloyCI/alloy_ci) - AlloyCI is a Continuous Integration, Deployment, and Delivery coordinator, written in Elixir, that takes advantage of the GitLab CI Runner, and its capabilities as executor, to prepare and run your pipelines. * [Apex](https://github.com/bjro/apex) - Awesome Print for Elixir. * [AtomVM](https://github.com/bettio/AtomVM) - AtomVM allows to run Elixir/Erlang code on embedded devices such as ESP32 and STM32 microcontrollers. * [bupe](https://github.com/milmazz/bupe) - EPUB Generator and Parser. * [charm](https://github.com/tomgco/elixir-charm) - Use ANSI terminal characters to write colors and cursor positions. * [codec-beam](https://github.com/hkgumbs/codec-beam) - Generate Erlang VM byte code from Haskell. * [Countries](https://github.com/SebastianSzturo/countries) - Countries is a collection of all sorts of useful information for every country in the ISO 3166 standard. * [countriex](https://github.com/navinpeiris/countriex) - A pure elixir country data provider containing various information for every country in ISO 3166. * [cubdb](https://github.com/lucaong/cubdb) - CubDB is an embedded key-value database, written in the Elixir language. It runs locally, it is schema-less, and backed by a single file. * [dye](https://github.com/Kabie/dye) - A library for dyeing your terminal output. * [dynamic_compile](https://github.com/okeuday/dynamic_compile) - Compile and load Erlang modules from string input. * [ecto_autoslug_field](https://github.com/sobolevn/ecto_autoslug_field) - Automatically creates slugs for your Ecto models. * [egaugex](https://github.com/Brightergy/egaugex) - Client to fetch and parse realtime data from egauge devices. * [elixir-browser](https://github.com/tuvistavie/elixir-browser) - Browser detection for Elixir. * [epub_cover_extractor](https://github.com/zelazna/epub_cover_extractor) - Extract cover from EPUB files. * [erlang_term](https://github.com/okeuday/erlang_term) - Provide the in-memory size of Erlang terms, ignoring where these are stored. * [ex2ms](https://github.com/ericmj/ex2ms) - Translates Elixir functions to match specifications for use with `ets`. * [ex_phone_number](https://github.com/socialpaymentsbv/ex_phone_number) - Format, normalize, and validate phone numbers. * [ex_rated](https://github.com/grempe/ex_rated) - Simple and flexible rate-limiting for API's or anything. * [exfcm](https://github.com/Hajto/ExFCM) - Simple wrapper for posting Firebase Cloud Messages. * [exisbn](https://github.com/solar05/exisbn) - ISBN validation and formatting library. * [exldap](https://github.com/jmerriweather/exldap) - A module for working with LDAP from Elixir. * [exlibris](https://github.com/pragdave/exlibris) - A collection of random library functions. * [expool](https://github.com/whitfin/expool) - A small process pooling library for parallel tasks in Elixir. * [exprint](https://github.com/parroty/exprintf) - A printf / sprintf library for Elixir, works as a wrapper for :io.format. * [expyplot](https://github.com/MaxStrange/expyplot) - Elixir interface for Plotting/Graphing library using matplotlib.pyplot. * [exquisite](https://github.com/meh/exquisite) - LINQ-like match_spec generation for Elixir. * [exsync](https://github.com/falood/exsync) - Yet another Elixir reloader. * [funnel](https://github.com/chatgris/funnel) - Streaming Elixir API built upon ElasticSearch's percolation. * [gen_task](https://github.com/Nebo15/gen_task) - Generic Task behavior that helps to encapsulate worker errors and recover from them in classic GenStage's. * [gimei_ex](https://github.com/ma2gedev/gimei_ex) - Elixir port of gimei library. * [growl](https://github.com/zachallett/growl) - Simple wrapper for growl, the notification system for OSX. * [hammer](https://github.com/ExHammer/hammer) - A rate-limiter with pluggable storage backends, including Redis. * [html_entities](https://github.com/martinsvalin/html_entities) - Elixir module for decoding HTML entities in a string. * [huex](https://github.com/xavier/huex) - Elixir client for Philips Hue connected light bulbs. * [indicado](https://github.com/thisiscetin/indicado) - Technical indicator library for Elixir with no dependencies. * [japan_municipality_key](https://github.com/hykw/japan_municipality_key) - Elixir Library for Japan municipality key converting. * [Jisho-Elixir](https://github.com/nbw/jisho_elixir) - An API wrapper for Jisho.org, an online Japanese dictionary. Allows users to search by word, symbol, and or tags (refer to docs). * [keys1value](https://github.com/okeuday/keys1value) - Erlang set associative map for key lists. * [licensir](https://github.com/unnawut/licensir) - A mix task that lists the license(s) of all installed packages in your project. * [mixgraph](https://github.com/sivsushruth/mixgraph) - An interactive dependency plotter for your Hex Package. * [mixstar](https://github.com/ma2gedev/mix-star) - MixStar starred GitHub repository that depends on your project. * [netrc](https://github.com/ma2gedev/netrcex) - Reads netrc files implemented in Elixir. * [notifier](https://hex.pm/packages/notifier) - A pluggable architecture for desktop notifications. * [onetime](https://github.com/ryo33/onetime-elixir) - An onetime key-value store for Elixir. * [pact](https://github.com/BlakeWilliams/pact) - Better dependency injection in Elixir for cleaner code and testing. * [passbook](https://github.com/Bounceapp/ex_passbook) - Elixir library to create Apple Wallet (.pkpass) files. * [phone](https://github.com/fcevado/phone) - A parser to get useful info from telephone numbers. * [porcelain](https://github.com/alco/porcelain) - Porcelain implements a saner approach to launching and communicating with external OS processes from Elixir. * [presentex](https://github.com/Cobenian/Presentex) - Elixir to HTML/JavaScript based presentation framework. * [quarantine](https://github.com/leorog/quarantine) - Quarantine is a tiny OTP application for feature toggles. * [ratekeeper](https://github.com/whitered/ratekeeper) - Rate limiter and rate-limited actions scheduler. * [ratx](https://github.com/liveforeverx/ratx) - Rate limiter and overload protection for erlang application. * [reprise](https://github.com/herenowcoder/reprise) - Simplified module reloader for Elixir. * [spawndir](https://github.com/jtmoulia/spawndir) - Spawns processes from the file system. * [spotify_ex](https://github.com/jsncmgs1/spotify_ex) - An Elixir wrapper for the Spotify Web API. * [std_json_io](https://github.com/hassox/std_json_io) - Application for managing and communicating with IO servers via JSON. * [url_unroller](https://github.com/semanticart/url_unroller) - Simple URL unroller (un-shortener) in Elixir. * [vessel](https://github.com/whitfin/vessel) - Elixir MapReduce interfaces with Hadoop Streaming integration. ## Native Implemented Functions *Tools and libraries working with Erlang NIF.* * [hsnif](https://github.com/urbanserj/hsnif) - Tool that allows to write Erlang NIF libraries in Haskell. * [nifty](https://github.com/rossjones/nifty) - Helper script for setting up the boilerplate required when writing a NIF. * [Rustler](https://github.com/hansihe/Rustler) - Library for writing NIFs for Erlang or Elixir safely in Rust. No segfaults. ## Natural Language Processing (NLP) *Tools and libraries that work with human (natural) languages.* * [gibran](https://github.com/abitdodgy/gibran) - Gibran is an Elixir port of [WordsCounted](https://github.com/abitdodgy/words_counted), a natural language processor that extracts useful statistics from text. * [Paasaa](https://github.com/minibikini/paasaa) - Natural language detection for Elixir. * [Petrovich](https://github.com/petrovich/petrovich_elixir) - Elixir library to inflect Russian first, last, and middle names. * [Tongue](https://github.com/dannote/tongue) - Elixir port of Nakatani Shuyo's natural language detector. * [Woolly](https://github.com/pjhampton/woolly) - Woolly is an ambitious Text Mining and Natural Language Processing API for Elixir. ## Networking *Libraries and tools for using network related stuff.* * [asn](https://github.com/ephe-meral/asn) - Can be used to map from IP to AS to ASN. * [chatter](https://github.com/dbeck/chatter_ex) - Secure message broadcasting based on a mixture of UDP multicast and TCP. * [download](https://github.com/asiniy/download) - Download files from the internet easily. * [eio](https://github.com/falood/eio) - Elixir server of engine.io. * [ExPcap](https://github.com/cobenian/expcap) - PCAP parser written in Elixir. * [Firezone](https://github.com/firezone/firezone) - Open-source VPN server and egress firewall for Linux built on WireGuard. Firezone is easy to set up (all dependencies are bundled thanks to Chef Omnibus), secure, performant, and self hostable. * [FlyingDdns](https://gitlab.com/timopallach/FlyingDdns) - A dyndns server written in elixir. * [hades](https://github.com/fklement/hades) - A wrapper for NMAP written in Elixir. * [mac](https://github.com/ephe-meral/mac) - Can be used to find a vendor of a MAC given in hexadecimal string (according to IEEE). * [pool](https://github.com/slogsdon/pool) - Socket acceptor pool for Elixir. * [reagent](https://github.com/meh/reagent) - reagent is a socket acceptor pool for Elixir. * [sise](https://github.com/aytchell/sise) - A simple to use SSDP client. * [sockerl](https://github.com/Pouriya-Jahanbakhsh/sockerl) - Sockerl is an advanced Erlang/Elixir socket library for TCP protocols and provides fast, useful and easy-to-use API for implementing servers, clients and client connection pools. * [socket](https://github.com/meh/elixir-socket) - Socket wrapping for Elixir. * [sshex](https://github.com/rubencaro/sshex) - Simple SSH helpers for Elixir. * [sshkit](https://github.com/bitcrowd/sshkit.ex) - An Elixir toolkit for performing tasks on one or more servers, built on top of Erlang’s SSH application. * [torex](https://github.com/alexfilatov/torex) - Simple Tor connection library. * [tunnerl](https://github.com/surik/tunnerl) - SOCKS4 and SOCKS5 proxy server. * [wifi](https://github.com/gausby/wifi) - Various utility functions for working with the local Wifi network in Elixir. * [wpa_supplicant](https://github.com/fhunleth/wpa_supplicant.ex) - Elixir interface to the wpa_supplicant. ## Office *Libraries for working with office suite documents.* * [elixlsx](https://github.com/xou/elixlsx) - A writer for XLSX files. * [excellent](https://github.com/leifg/excellent) - An OpenXL (Excel 2000) Parser for Elixir. * [xlsxir](https://github.com/kennellroxco/xlsxir) - Xlsx file parser with support for ISO 8601 date formats. Data is extracted to an Erlang Term Storage (ETS) table and is accessed through various functions. ## ORM and Datamapping *Libraries that implement object-relational mapping or datamapping techniques.* * [amnesia](https://github.com/meh/amnesia) - Mnesia wrapper for Elixir. * [arbor](https://github.com/coryodaniel/arbor) - Ecto adjacency list and tree traversal. * [arc_ecto](https://github.com/stavro/arc_ecto) - Arc.Ecto provides an integration with Arc and Ecto. * [atlas](https://github.com/chrismccord/atlas) - Object Relational Mapper for Elixir. * [barrel_ex](https://github.com/jxub/barrel_ex) - [Barrel-db](https://barrel-db.org/) distributed document-oriented database REST client in Elixir. * [Bolt.Sips](https://github.com/florinpatrascu/bolt_sips) - Neo4j driver for Elixir using the Bolt protocol. * [boltun](https://github.com/bitgamma/boltun) - Transforms notifications from the Postgres LISTEN/NOTIFY mechanism into callback execution. * [caylir](https://github.com/mneudert/caylir) - Cayley driver for Elixir. * [comeonin_ecto_password](https://github.com/vic/comeonin_ecto_password) - Ecto custom type for storing encrypted password using Comeonin. * [couchdb_connector](https://github.com/locolupo/couchdb_connector) - A connector for CouchDB, the Erlang-based, JSON document database. * [craterl](https://github.com/crate/craterl) - Erlang client for crate. * [database_url](https://github.com/s-m-i-t-a/database_url) - Parse database URL and return keyword list for use with Ecto. * [datomex](https://github.com/edubkendo/datomex) - Elixir driver for the Datomic REST API. * [ddb_client](https://github.com/dalmatinerdb/ddb_client) - DalmatinerDB client. * [defql](https://github.com/fazibear/defql) - Create elixir functions with SQL as a body. * [dexts](https://github.com/meh/dexts) - Disk Elixir Terms Storage, dest wrapper. * [diver](https://github.com/novabyte/diver) - A HBase driver for Erlang/Elixir using Jinterface and the Asynchbase Java client to query the database. * [dproto](https://github.com/dalmatinerdb/dproto) - Protocols for DalmatinerDB. * [dqe](https://github.com/dalmatinerdb/dqe) - DalmatinerDB query engine. * [ecto](https://github.com/elixir-ecto/ecto) - A database wrapper and language integrated query for Elixir. * [ecto_anon](https://github.com/WTTJ/ecto_anon) - Simple way to handle data anonymization directly in your Ecto schemas. * [ecto_cassandra](https://github.com/cafebazaar/ecto-cassandra) - Cassandra DB Adapter for Ecto. * [ecto_enum](https://github.com/gjaldon/ecto_enum) - Ecto extension to support enums in models. * [ecto_facade](https://github.com/azranel/ecto_facade) - Ecto facade that allows to separate writes and reads to different databases. * [ecto_factory](https://hex.pm/packages/ecto_factory) - Easily generate structs based on your ecto schemas. * [ecto_fixtures](https://github.com/DockYard/ecto_fixtures) - Fixtures for Elixir apps using Ecto. * [ecto_lazy_float](https://github.com/joshdholtz/ecto-lazy-float) - Ecto.LazyFloat - An Ecto.Float that accepts binary and integers. * [ecto_list](https://github.com/popo63301/ecto_list) - Simple ordered model management with Ecto. * [ecto_migrate](https://github.com/xerions/ecto_migrate) - Ecto auto migration library. It allows to generate and run migrations for initial and update migrations. * [ecto_mnesia](https://github.com/Nebo15/ecto_mnesia) - Ecto adapter for Mnesia Erlang term database. * [ecto_ordered](https://github.com/zovafit/ecto-ordered) - Ecto extension for ordered models. * [ecto_paging](https://github.com/Nebo15/ecto_paging) - Cursor-based pagination for Ecto. * [ecto_psql_extras](https://github.com/pawurb/ecto_psql_extras) - Ecto PostgreSQL database performance insights. * [ecto_rut](https://github.com/sheharyarn/ecto_rut) - Simple and Powerful Ecto Shortcuts to simplify and speed up development. * [ecto_shortcuts](https://github.com/MishaConway/ecto_shortcuts) - Shortcuts for common operations in ecto. * [ecto_shortuuid](https://github.com/gpedic/ecto_shortuuid) - Ecto type which adds support for [ShortUUIDs](https://github.com/gpedic/ex_shortuuid). * [ecto_validation_case](https://github.com/danielberkompas/ecto_validation_case) - Simplify your Ecto model validation tests. Loosely inspired by shoulda matchers, but simpler. * [ectophile](https://github.com/gjaldon/ectophile) - Ecto extension to instantly support file uploads in models. * [elastic](https://github.com/radar/elastic) - A thin-veneer over HTTPotion to help you talk to Elastic Search. * [elastix](https://github.com/werbitzky/elastix) - A simple Elastic REST client written in Elixir. * [eredis](https://github.com/wooga/eredis) - Erlang Redis client. * [erlastic_search](https://github.com/tsloughter/erlastic_search) - An Erlang app for communicating with Elastic Search's rest interface. * [esqlite](https://github.com/mmzeeman/esqlite) - Erlang NIF for sqlite. * [eternal](https://github.com/whitfin/eternal) - Keep your ETS tables alive forever, safely and easily. * [ets_map](https://github.com/antipax/ets_map) - An Elixir package that provides a Map-like interface (Map/Access/Enumerable/Collectable) backed by an ETS table. * [eventstore](https://github.com/slashdotdash/eventstore) - A CQRS EventStore using Postgres for persistence, written in Elixir. * [ex_bitcask](https://github.com/JonGretar/ExBitcask) - Elixir wrapper of Basho's Bitcask Key/Value store. * [ex_sider](https://github.com/ephe-meral/ex_sider) - Elixir Map/List/Set interfaces for Redis data structures (uses Redix, but that is configurable). * [exleveldb](https://github.com/skovsgaard/exleveldb) - Elixir wrapper around Basho's eleveldb module for LevelDB. * [exnumerator](https://github.com/KamilLelonek/exnumerator) - Elixir enumerable type definition in a simple way to be used with any database. * [exredis](https://github.com/artemeff/exredis) - Redis client for Elixir. * [exseed](https://github.com/seaneshbaugh/exseed) - An Elixir library that provides a simple DSL for seeding databases through Ecto. * [exsolr](https://github.com/dcarneiro/exsolr) - A Solr wrapper written in Elixir. * [extreme](https://github.com/exponentially/extreme) - An Elixir library using [Eventstore](https://geteventstore.com) for persistence of events generated by aggregates (CQRS). * [exts](https://github.com/meh/exts) - Elixir Terms Storage, ets wrapper. * [github_ecto](https://github.com/wojtekmach/github_ecto) - Ecto adapter for GitHub API. * [gremlex](https://github.com/Revmaker/gremlex) - Apache Tinkerpop Gremlin Elixir Client. * [hstore](https://github.com/senecasystems/hstore) - Hstore support for Postgrex. * [inquisitor](https://github.com/dockyard/inquisitor) - Composable query builder for Ecto. * [isn](https://github.com/Frost/isn) - Ecto types for the postgreSQL isn extension. * [kalecto](https://github.com/lau/calecto) - Glue between Kalends and Ecto for saving dates, times and datetimes. * [kvs](https://github.com/synrc/kvs) - Erlang Abstract Term Database. * [level](https://github.com/gausby/level) - Level for Elixir implements various helper functions and data types for working with Googles Level data store. * [mariaex](https://github.com/xerions/mariaex) - MariaDB/MySQL driver for Elixir. * [memento](https://github.com/sheharyarn/memento) - Simple Mnesia Interface in Elixir. * [moebius](https://github.com/robconery/moebius) - A functional query tool for Elixir and PostgreSQL. * [mongo](https://github.com/checkiz/elixir-mongo) - MongoDB driver for Elixir. * [mongodb](https://github.com/ericmj/mongodb) - MongoDB driver for Elixir. * [mongodb_driver](https://github.com/zookzook/elixir-mongodb-driver) - Alternative driver for MongoDB with support for recent versions of MongoDB and comprehensive feature list. * [mongodb_ecto](https://github.com/michalmuskala/mongodb_ecto) - MongoDB adapter for Ecto. * [mysql](https://github.com/mysql-otp/mysql-otp) - MySQL/OTP – MySQL driver for Erlang/OTP. * [mysqlex](https://github.com/tjheeta/mysqlex) - An Ecto-compatible wrapper around the mysql-otp library. * [neo4j_sips](https://github.com/florinpatrascu/neo4j_sips) - Neo4j driver for Elixir. * [neo4j_sips_models](https://github.com/florinpatrascu/neo4j_sips_models) - Minimalistic Model support for the Neo4j.Sips Elixir driver. * [panoramix](https://github.com/gameanalytics/panoramix) - Apache Druid client for Elixir. * [paper_trail](https://github.com/izelnakri/paper_trail) - Ecto plugin for tracking and recording all the changes in your database. * [pillar](https://github.com/sofakingworld/pillar) - Clickhouse HTTP based client. * [postgrex](https://github.com/elixir-ecto/postgrex) - PostgreSQL driver for Elixir. * [ravix](https://github.com/YgorCastor/ravix) - RavenDB Driver for Elixir. * [ravix-ecto](https://github.com/YgorCastor/ravix-ecto) - RavenDB Ravix Driver adapter for Ecto. * [red](https://github.com/rodrigues/red) - Persist relationships between objects in Redis, in a graph-like way. * [rediscl](https://github.com/akdilsiz/elixir-rediscl) - A minimal redis client with connection pooling and pipe query builder. * [redix](https://github.com/whatyouhide/redix) - Superfast, pipelined, resilient Redis driver for Elixir. * [redo](https://github.com/heroku/redo) - Heroku's pipelining redis client for erlang. * [rethinkdb](https://github.com/hamiltop/rethinkdb-elixir) - Rethinkdb client in pure Elixir using JSON protocol. * [riak](https://github.com/drewkerrigan/riak-elixir-client) - A Riak client written in Elixir. * [riak_ecto](https://github.com/pma/riak_ecto) - Riak adapter for Ecto. * [shards](https://github.com/cabol/shards) - Transparent and out-of-box Sharding support for Erlang/Elixir ETS tables. * [sql_dust](https://github.com/bettyblocks/sql_dust) - Generate (complex) SQL queries using magical Elixir SQL dust. * [sqlite_ecto](https://github.com/jazzyb/sqlite_ecto) - SQLite3 adapter for Ecto. * [sqlitex](https://github.com/mmmries/sqlitex) - An Elixir wrapper around esqlite. Allows access to sqlite3 databases. * [ssdb_elixir](https://github.com/lidashuang/ssdb-elixir) - ssdb client for Elixir, with focus on performance. * [tds](https://github.com/livehelpnow/tds) - MSSQL / TDS Database driver for Elixir. * [tds_ecto](https://github.com/livehelpnow/tds_ecto) - MSSQL / TDS Adapter for Ecto. * [timex_ecto](https://github.com/bitwalker/timex_ecto) - An adapter for using Timex DateTimes with Ecto. * [tirexs](https://github.com/Zatvobor/tirexs) - An Elixir flavored DSL for building JSON based requests to Elasticsearch engine. * [triplex](https://github.com/ateliware/triplex) - Database multitenancy with postgres schemas for Elixir applications. * [triton](https://github.com/blitzstudios/triton) - Pure Elixir Cassandra ORM built on top of Xandra. * [udpflux](https://github.com/timbuchwaldt/udpflux) - An opinionated InfluxDB UDP only client. * [unreal](https://github.com/cart96/unreal) - Unofficial SurrealDB driver for Elixir. * [walex](https://github.com/cpursley/walex) - PostgreSQL Change Data Capture (CDC) events listener in Elixir. * [xandra](https://github.com/lexhide/xandra) - Cassandra driver built natively in Elixir and focused on speed, simplicity, and robustness. * [yar](https://github.com/dantswain/yar) - Yet another Redis client for Elixir. ## OTP *Libraries for working with OTP related things.* * [core](https://github.com/fishcakez/core) - Library for selective receive OTP processes. * [erlexec](https://github.com/saleyn/erlexec) - Execute and control OS processes from Erlang/OTP. * [immortal](https://github.com/danielberkompas/immortal) - Immortal is a small collection of helper modules intended to make it easier to build a fault-tolerant OTP application. * [libex_config](https://github.com/reset/libex-config) - Helpers for accessing OTP application configuration. ## Package Management *Libraries and tools for package and dependency management.* * [Hex](https://hex.pm/) - A package manager for the Erlang ecosystem. * [rebar3_hex](https://github.com/hexpm/rebar3_hex) - Hex.pm plugin for rebar3. ## PDF *Libraries and software for working with PDF files.* * [chromic_pdf](https://github.com/bitcrowd/chromic_pdf) - A client for Chrome's DevTools API to generate PDFs (HTML to PDF). * [gutenex](https://github.com/SenecaSystems/gutenex) - Native PDF generation for Elixir. * [pdf2htmlex](https://github.com/ricn/pdf2htmlex) - Convert PDF docs to beautiful HTML files without losing text or format. * [pdf_generator](https://github.com/gutschilla/elixir-pdf-generator) - A simple wrapper for wkhtmltopdf or puppeteer (HTML to PDF) for use in Elixir projects. * [puppeteer_pdf](https://github.com/coletiv/puppeteer-pdf) - Another wrapper around puppeteer (HTML to PDF) for use in Elixir projects. ## Protocols *Special protocol and format libraries.* * [borsh](https://github.com/alexfilatov/borsh) - Elixir implementation of the [BORSH](https://borsh.io) binary serializer. * [elixir_radius](https://github.com/bearice/elixir-radius) - RADIUS Protocol on Elixir. * [ex_hl7](https://github.com/jcomellas/ex_hl7) - Health Level 7 (HL7) is a protocol designed to model and transfer health-related data electronically. * [ex_marshal](https://github.com/gaynetdinov/ex_marshal) - Ruby Marshal format implemented in Elixir. * [exprotobuf](https://github.com/bitwalker/exprotobuf) - Protocol Buffers in Elixir, made easy. * [grpc-elixir](https://github.com/tony612/grpc-elixir) - The Elixir implementation of gRPC. * [message_pack](https://github.com/mururu/msgpack-elixir) - MessagePack Implementation for Elixir. * [msgpax](https://github.com/lexmag/msgpax) - MessagePack (de)serializer implementation for Elixir. * [protox](https://github.com/ahamez/protox) - Elixir implementation for Protocol Buffers. * [riffed](https://github.com/pinterest/riffed) - Provides idiomatic Elixir bindings for Apache Thrift. * [Sippet](https://github.com/balena/elixir-sippet) - An Elixir library designed to be used as SIP protocol middleware. * [SMPPEX](https://github.com/savonarola/smppex) - SMPP 3.4 protocol and framework implementation in Elixir. ## Queue *Libraries for working with event and task queues.* * [adap](https://github.com/awetzel/adap) - Create a data stream across your information systems to query, augment and transform data according to Elixir matching rules. * [amqp](https://github.com/pma/amqp) - Simple Elixir wrapper for the Erlang RabbitMQ client, based on Langohr. * [broadway](https://github.com/dashbitco/broadway) - Concurrent and multi-stage data ingestion and data processing with Elixir. * [conduit](https://github.com/conduitframework/conduit) - A framework for working with message queues, with adapters for SQS and AMQP, and plugs for reusable messaging patterns. * [cspex](https://github.com/costaraphael/cspex) - Simple, OTP compliant, Elixir implementation of CSP channels. * [dbus](https://github.com/aforward/sadbus) - A dumb message bus for sharing data between microservices decoupled using Redis. * [ecto_job](https://github.com/mbuhot/ecto_job) - A transactional job queue built with Ecto, PostgreSQL and GenStage. * [elixir_nsq](https://github.com/wistia/elixir_nsq) - NSQ client library for Elixir. * [elixir_talk](https://github.com/jsvisa/elixir_talk) - An Elixir client for beanstalkd. * [enm](https://github.com/basho/enm) - enm is an Erlang port driver that wraps the nanomsg C library. * [exdisque](https://github.com/mosic/exdisque) - Elixir client for [Disque](https://github.com/antirez/disque), an in-memory, distributed job queue. * [exq](https://github.com/akira/exq) - Job processing library for Elixir - compatible with Resque/Sidekiq. * [exrabbit](https://github.com/d0rc/exrabbit) - RabbitMQ bindings and DSL for Elixir. * [faktory_worker](https://github.com/opt-elixir/faktory_worker) - An Elixir library for working with [Faktory](https://contribsys.com/faktory/), a polyglot job processing system made by the author of Sidekiq. * [flume](https://github.com/scripbox/flume) - A blazing fast job processing system backed by GenStage & Redis. * [gen_rmq](https://github.com/meltwater/gen_rmq) - Set of behaviours meant to be used to create RabbitMQ consumers and publishers. * [heapq](https://github.com/takscape/elixir-heapq) - A Heap-based Priority Queue Implementation in Elixir. * [honeydew](https://github.com/koudelka/honeydew) - Honeydew is a worker pool library for Elixir. * [hulaaki](https://github.com/suvash/hulaaki) - An MQTT 3.1.1 client library written in Elixir. * [kaffe](https://github.com/spreedly/kaffe) - Kafka client library for Elixir. * [mqs](https://github.com/synrc/mqs) - RabbitMQ client library, routing keys, RPC over MQ and other stuff. * [oban](https://github.com/sorentwo/oban) - Robust asynchronous job processor powered by Elixir and modern PostgreSQL. * [opq](https://github.com/fredwu/opq) - A simple, in-memory queue with worker pooling and rate limiting in Elixir. * [pqueue](https://github.com/okeuday/pqueue) - Erlang Priority Queue Implementation. * [que](https://github.com/sheharyarn/que) - Simple Background Job Processing with Mnesia. * [queuex](https://github.com/falood/queuex) - Priority Queue with multiple backends. * [RBMQ](https://github.com/Nebo15/rbmq) - Simple API for spawning RabbitMQ Producers and Consumers. * [Rihanna](https://github.com/samphilipd/rihanna) - High performance postgres-backed job queue for Elixir. * [stream_weaver](https://hex.pm/packages/stream_weaver) - Library for working with streams. * [task_bunny](https://github.com/shinyscorpion/task_bunny) - background processing application written in Elixir and uses RabbitMQ as a messaging backend. * [toniq](https://github.com/joakimk/toniq) - Simple and reliable background job library for Elixir. * [verk](https://github.com/edgurgel/verk) - Verk is a job processing system backed by Redis. It uses the same job definition of Sidekiq/Resque. * [work_queue](https://github.com/pragdave/work_queue) - Simple implementation of the hungry-consumer model in Elixir. ## QUIC *Libraries and tools for QUIC transport layer network protocol.* * [quicer](https://github.com/emqx/quic) - QUIC protocol erlang library. ## Release Management *Libraries and tools for release management.* * [changex](https://github.com/Gazler/changex) - Automated changelog generation from GIT logs. * [distillery](https://github.com/bitwalker/distillery) - A pure Elixir implementation of release packaging functionality for the Erlang VM. * [eliver](https://github.com/glasnoster/eliver) - Interactive semantic versioning for Elixir packages. * [exrm](https://github.com/bitwalker/exrm) - Automatically generate a release for your Elixir project. * [exrm_deb](https://github.com/johnhamelink/exrm_deb) - Create a deb for your Elixir release with ease. * [exrm_heroku](https://github.com/epsanchezma/exrm-heroku) - Publish your Elixir releases to Heroku with ease. * [exrm_rpm](https://github.com/smpallen99/exrm-rpm) - Create a RPM for your Elixir release with ease. * [mix_docker](https://github.com/Recruitee/mix_docker) - Put your Elixir app production release inside minimal docker image. * [relex](https://github.com/yrashk/relex) - Erlang/Elixir Release Assembler. * [renew](https://github.com/Nebo15/renew) - Mix task to create mix projects that builds into Docker containers. * [versioce](https://github.com/mpanarin/versioce) - An extensible version bumping and changelog generation for your mix project. ## REST and API *Libraries and web tools for developing REST-ful APIs.* * [accent](https://github.com/sticksnleaves/accent) - Plug for handling the conversion of JSON API keys to different cases. * [detergent](https://github.com/devinus/detergent) - An emulsifying Erlang SOAP library. * [detergentex](https://github.com/r-icarus/detergentex) - Elixir binding to Detergent erlang library used to call WSDL/SOAP Services. * [maru](https://github.com/falood/maru) - Elixir copy of grape for creating REST-like APIs. * [mazurka](https://github.com/exstruct/mazurka) - Hypermedia API toolkit. * [plug_rest](https://github.com/christopheradams/plug_rest) - REST behaviour and Plug router for hypermedia web applications. * [signaturex](https://github.com/edgurgel/signaturex) - Simple key/secret based authentication for APIs. * [SOAP client](https://github.com/elixir-soap/soap) - Hex-documented SOAP client based on HTTPoison. * [urna](https://github.com/meh/urna) - Urna is a simple DSL around cauldron to implement REST services. * [versionary](https://github.com/sticksnleaves/versionary) - API versioning for Elixir Plug and Phoenix. ## Search *Libraries related to search indexing, search algorithms and search clients.* * [algoliax](https://github.com/WTTJ/algoliax) - An Algolia library for Elixir, usable with Ecto schemas. * [elasticlunr](https://github.com/heywhy/ex_elasticlunr) - A small, full-text search library for use in the Elixir environment. * [elasticsearch](https://github.com/infinitered/elasticsearch-elixir) - A simple, no-nonsense Elasticsearch library for Elixir. * [elasticsearch_elixir_bulk_processor](https://github.com/sashman/elasticsearch_elixir_bulk_processor) - An efficient and flexible way to insert into Elasticsearch. * [giza_sphinxsearch](https://github.com/Tyler-pierce/giza_sphinxsearch) - Client for Sphinx Search compatible with Manticore. ## Security *Libraries and tools regarding security.* * [ca](https://github.com/synrc/ca) - Certificate Authority. * [clamxir](https://github.com/ramortegui/clamxir) - ClamAV wrapper for elixir. * [code_signing](https://github.com/benknowles/code_signing) - Signing and verifying BEAM files with Ed25519 signatures. * [Ockam](https://github.com/ockam-network/ockam) - A suite of tools, programming libraries and infrastructure that make it easy to build devices that communicate securely, privately and trustfully with cloud services and other devices. [Docs](https://www.ockam.io/learn/concepts/) . * [pwned](https://github.com/thiamsantos/pwned) - Check if your password has been pwned. * [safetybox](https://github.com/aforward/safetybox) - Security oriented helper functions for Elixir. * [site_encrypt](https://github.com/sasa1977/site_encrypt) - Integrated certification via Let's encrypt for Elixir-powered sites. * [sobelow](https://github.com/nccgroup/sobelow) - Security-focused static analysis for the Phoenix Framework. * [ssl_verify_fun](https://github.com/deadtrickster/ssl_verify_fun.erl) - Collection of ssl verification functions for Erlang. ## SMS *SMS related libraries and tools.* * [exsms](https://hex.pm/packages/exsms) - An Elixir library for sending transactional SMS - supports Sendinblue, mailjet, msg91 and textlocal. ## Static Page Generation *Tools and libraries for generating static websites and content.* * [blogit](https://github.com/meddle0x53/blogit) - An OTP application for generating blogs from git repositories containing markdown files. * [coil](https://github.com/badosu/coil) - Minimalistic static content engine. * [glayu](https://github.com/pablomartinezalvarez/glayu) - A static site generator for mid-sized sites. * [medusa](https://github.com/Vesuvium/medusa) - Elixir static site generator that supports Pug. * [NimblePublisher](https://github.com/dashbitco/nimble_publisher) - Minimal filesystem-based publisher with markdown and syntax highlighting. * [obelisk](https://github.com/BennyHallett/obelisk) - Static blog and website generator. * [pardall_markdown](https://github.com/alfredbaudisch/pardall_markdown) - Reactive publishing framework, filesystem-based with support for Markdown, nested hierarchies, and instant content rebuilding. * [phoenix_pages](https://github.com/jsonmaur/phoenix-pages) - Add blogs, documentation, and other static pages to Phoenix apps. * [serum](https://github.com/Dalgona/Serum) - A simple static website generator written in Elixir. ## Statistics *Libraries around the topic statistics.* * [descriptive_statistics](https://github.com/pusewicz/descriptive_statistics) - Descriptive Statistics for Elixir. * [mtx](https://github.com/synrc/mtx) - MTX supports front-end API for tracking Histogram, Meter, Counter, Gauge, Timing keys. * [numerix](https://github.com/safwank/Numerix) - A collection of useful mathematical functions with a slant towards statistics, linear algebra and machine learning. * [simple_stat_ex](https://github.com/Tyler-pierce/simplestatex) - Ecto compatible library for simple stat keeping by time period. * [statistics](https://github.com/msharp/elixir-statistics) - Some basic statistical functions for Elixir. ## Templating *Libraries parsing and helping with templates* * [bbmustache](https://github.com/soranoba/bbmustache) - Binary pattern match Based Mustache template engine for Erlang/OTP. * [calliope](https://github.com/nurugger07/calliope) - An Elixir HAML parser. * [eml](https://github.com/zambal/eml) - Library for writing and manipulating (HTML) markup in Elixir. * [exgen](https://github.com/rwdaigle/exgen) - A templating library for quickly generating Elixir projects. * [expug](https://github.com/rstacruz/expug) - Pug templates for Elixir. * [mustache](https://github.com/schultyy/Mustache.ex) - Mustache templates for Elixir. * [mustachex](https://github.com/jui/mustachex) - Mustache for Elixir - Logic-less templates. * [slime](https://github.com/slime-lang/slime) - An Elixir library for rendering slim-like templates. * [sneeze](https://github.com/JuneKelly/sneeze) - Render elixir data structures to HTML. Inspired by [hiccup](https://github.com/weavejester/hiccup). * [taggart](https://github.com/ijcd/taggart) - HTML as code in Elixir. * [templates](https://github.com/sugar-framework/templates) - Helper library for adding templating to web applications. * [temple](https://github.com/mhanberg/temple) - An HTML DSL for Elixir and Phoenix. ## Testing *Libraries for testing codebases and generating test data.* * [amrita](https://github.com/josephwilk/amrita) - A polite, well mannered and thoroughly upstanding testing framework for Elixir. * [apocryphal](https://github.com/coryodaniel/apocryphal) - Swagger based document driven development for ExUnit. * [blacksmith](https://github.com/batate/blacksmith) - Data generation framework for Elixir. * [blitzy](https://github.com/benjamintanweihao/blitzy) - A simple HTTP load tester in Elixir. * [bypass](https://github.com/pspdfkit-labs/bypass) - Bypass provides a quick way to create a mock HTTP server with a custom plug. * [chaperon](https://github.com/polleverywhere/chaperon) - An HTTP service performance & load testing framework written in Elixir. * [chemistry](https://github.com/genericlady/chemistry) - Testing Framework for Elixir. * [cobertura_cover](https://github.com/PSPDFKit-labs/cobertura_cover) - Writes a coverage.xml from `mix test --cover` file compatible with Jenkins' Cobertura plugin. * [definject](https://github.com/definject/definject) - Unobtrusive dependency injector for Elixir. * [double](https://github.com/sonerdy/double) - Create stub dependencies for testing without overwriting global modules. * [dummy](https://github.com/Vesuvium/dummy) - An Elixir mocking library that makes sense by exposing meck in the right way. * [ecto_it](https://github.com/xerions/ecto_it) - Ecto plugin with default configuration for repos for testing different ecto plugins with databases. * [efrisby](https://github.com/FabioBatSilva/efrisby) - A REST API testing framework for erlang. * [elixir-auto-test](https://github.com/joaothallis/elixir-auto-test) - Run test when file is saved using inotify-tools. * [espec](https://github.com/antonmi/espec) - BDD test framework for Elixir inspired by RSpec. * [espec_phoenix](https://github.com/antonmi/espec_phoenix) - ESpec for Phoenix web framework. * [ex_integration_coveralls](https://github.com/yeshan333/ex_integration_coveralls) - A library for Elixir run-time system code line-level coverage analysis. You can use it to evaluate the integration tests code coverage. [Introduction article](https://github.com/yeshan333/explore_ast_app/blob/main/examples/README.md). * [ex_machina](https://github.com/thoughtbot/ex_machina) - Flexible test factories for Elixir. Works out of the box with Ecto and Ecto associations. * [ex_parameterized](https://github.com/KazuCocoa/ex_parameterized) - Simple macro for parameterized testing. * [ex_spec](https://github.com/drewolson/ex_spec) - BDD-like syntax for ExUnit. * [ex_unit_fixtures](https://github.com/obmarg/ex_unit_fixtures) - A library for defining modular dependencies for ExUnit tests. * [ex_unit_notifier](https://github.com/navinpeiris/ex_unit_notifier) - Desktop notifications for ExUnit. * [excheck](https://github.com/parroty/excheck) - Property-based testing library for Elixir (QuickCheck style). * [exkorpion](https://github.com/wesovilabs/exkorpion) - A BDD library for Elixir developers. * [factory_girl_elixir](https://github.com/sinetris/factory_girl_elixir) - Minimal implementation of Ruby's factory_girl in Elixir. * [fake_server](https://github.com/bernardolins/fake_server) - FakeServer is an HTTP server that simulates response and makes testing external APIs easier. * [faker](https://github.com/igas/faker) - Faker is a pure Elixir library for generating fake data. * [faker_elixir](https://github.com/GesJeremie/faker-elixir) - FakerElixir is an Elixir package that generates fake data for you. * [fqc](https://github.com/project-fifo/fqc) - FiFo Quickcheck helper, a set of helpers for running EQC. * [gimei](https://github.com/KazuCocoa/elixir-gimei) - Gimei is a pure Elixir library for generating Japanese fake data. * [hound](https://github.com/HashNuke/hound) - Elixir library for writing integration tests and browser automation. * [hypermock](https://github.com/stevegraham/hypermock) - HTTP request stubbing and expectation Elixir library. * [ignorant](https://github.com/campezzi/ignorant) - Partial `Map` comparison that ensures fields are present while ignoring their values. * [katt](https://github.com/for-GET/katt) - KATT (Klarna API Testing Tool) is an HTTP-based API testing tool for Erlang. * [kovacs](https://github.com/antp/kovacs) - A simple ExUnit test runner. * [markdown_test](https://github.com/MainShayne233/markdown_test) - A library that lets you test the Elixir code in your markdown files. * [meck](https://github.com/eproxus/meck) - A mocking library for Erlang. * [mecks_unit](https://github.com/archan937/mecks_unit) - A package to elegantly mock module functions within (asynchronous) ExUnit tests using [meck](https://github.com/eproxus/meck). * [mix_erlang_tasks](https://github.com/alco/mix-erlang-tasks) - Common tasks for Erlang projects that use Mix. * [mix_eunit](https://github.com/dantswain/mix_eunit) - A Mix task to execute eunit tests. * [mix_test_interactive](https://github.com/influxdata/mix_test_interactive) - Interactive test runner for mix test with watch mode. * [mix_test_watch](https://github.com/lpil/mix-test.watch) - Automatically run your Elixir project's tests each time you save a file. * [mixunit](https://github.com/talentdeficit/mixunit) - An EUnit task for Mix based projects. * [mneme](https://github.com/zachallaun/mneme) - Assertions that know how to update themselves, otherwise known as snapshot or approval testing. * [mock](https://github.com/jjh42/mock) - Mocking library for the Elixir language. * [mockery](https://github.com/appunite/mockery) - Simple mocking library for asynchronous testing. * [mockingbird](https://github.com/Driftrock/mockingbird) - A set of helpers to test code that involves http requests. * [mox](https://github.com/dashbitco/mox) - Mocks and explicit contracts for Elixir. * [patch](https://github.com/ihumanable/patch) - Ergonomic Mocking for Elixir. * [pavlov](https://github.com/sproutapp/pavlov) - BDD framework for your Elixir projects. * [plug_test_helpers](https://github.com/xavier/plug_test_helpers) - A simple testing DSL for Plugs. * [ponos](https://github.com/klarna/ponos) - Ponos is an Erlang application that exposes a flexible load generator API. * [power_assert](https://github.com/ma2gedev/power_assert_ex) - Power Assert in Elixir. Shows evaluation results each expression. * [propcheck](https://github.com/alfert/propcheck) - Property based testing for Elixir. * [proper](https://github.com/manopapad/proper) - PropEr (PROPerty-based testing tool for ERlang) is a QuickCheck-inspired open-source property-based testing tool for Erlang. * [setup_tag](https://github.com/vic/setup_tag) - Easily mix and match functions marked with tags to setup your test context. * [shouldi](https://github.com/batate/shouldi) - Elixir testing libraries with nested contexts, superior readability, and ease of use. * [test_selector](https://github.com/DefactoSoftware/test_selector) - A set of test helpers that make sure you always select the right elements in your Phoenix app. * [test_that_json](https://github.com/facto/test_that_json) - JSON assertions and helpers for your Elixir testing needs. * [toxiproxy_ex](https://github.com/Jcambass/toxiproxy_ex) - API client for the resilience testing tool Toxiproxy. * [tuco_tuco](https://github.com/stuart/tuco_tuco) - TucoTuco helps you test your web application by running a web browser and simulating user interaction with your application. * [Walkman](https://github.com/derekkraan/walkman) - Isolate tests from the real world, inspired by Ruby's VCR. * [wallaby](https://github.com/keathley/wallaby) - Wallaby helps test your web applications by simulating user interactions concurrently and manages browsers. * [white_bread](https://github.com/meadsteve/white-bread) - Story based BDD in Elixir using the gherkin syntax. ## Text and Numbers *Libraries for parsing and manipulating text and numbers.* * [abacus](https://github.com/narrowtux/abacus) - Evaluate math terms in Elixir. * [base58](https://github.com/jrdnull/base58) - Base58 encoding/decoding for Elixir. * [base58check](https://github.com/gjaldon/base58check) - Base58Check encoding/decoding for Bitcoin. * [base62](https://github.com/igas/base62) - Base62 encoder/decoder in pure Elixir. * [bencode](https://github.com/gausby/bencode) - A Bencode encoder and decoder for Elixir. The decoder will return the checksum value of the info dictionary, if an info dictionary was found in the input. * [bencoder](https://github.com/alehander42/bencoder) - bencode in Elixir. * [bitcoinex](https://github.com/RiverFinancial/bitcoinex) - Bitcoin utilities in Elixir. * [brcpfcnpj](https://github.com/williamgueiros/Brcpfcnpj) - Number format and Validation for Brazilian documents (CPF/CNPJ). * [caustic](https://github.com/agro1986/caustic) - Elixir cryptocurrency library for Bitcoin, Ethereum, and other blockchains. Includes cryptography, number theory (prime, congruence), and general mathematics library for exploratory math. * [ccc](https://github.com/Joe-noh/ccc) - Character Code Converter. * [chinese_translation](https://github.com/tyrchen/chinese_translation) - Translate between traditional chinese and simplified chinese based on wikipedia data, and translate chinese words/characters to pinyin (or slug with or without tone). * [cidr](https://github.com/c-rack/cidr-elixir) - Classless Inter-Domain Routing (CIDR) for Elixir. * [cirru_parser](https://github.com/Cirru/parser.ex) - Cirru Parser in Elixir. * [colorful](https://github.com/Joe-noh/colorful) - Elixir macros to decorate characters on CUI. * [colors](https://github.com/lidashuang/colors) - Colors util written in Elixir. * [convertat](https://github.com/whatyouhide/convertat) - An Elixir library for converting from and to arbitrary bases. * [curtail](https://github.com/seankay/curtail) - HTML tag-safe string truncation. * [custom_base](https://github.com/igas/custom_base) - Allow you to make custom base conversion in Elixir. * [decimal](https://github.com/ericmj/decimal) - Arbitrary precision decimal arithmetic for Elixir. * [dicer](https://github.com/olhado/dicer) - A dice roller expression evaluator. * [eden](https://github.com/jfacorro/Eden) - [EDN](https://github.com/edn-format/edn) encoder/decoder for Elixir. * [elixilorem](https://github.com/mgamini/elixilorem) - Lorem Ipsum generator for Elixir. * [elixir-range-extras](https://github.com/lnikkila/elixir-range-extras) - Elixir range utilities: constant-time random sampling and set operations. * [elixir_bencode](https://github.com/AntonFagerberg/elixir_bencode) - Bencode implemented in Elixir. * [erldn](https://github.com/marianoguerra/erldn) - [EDN](https://github.com/edn-format/edn) format parser for the Erlang platform. * [event_source_encoder](https://github.com/chatgris/event_source_encoder) - Encode data into EventSource compliant data. * [ex_brace_expansion](https://github.com/gniquil/ex_brace_expansion) - Brace expansion, as known from sh/bash, in Elixir. * [ex_cldr](https://github.com/kipcole9/cldr) - Cldr is an Elixir library for the Unicode Consortium's Common Locale Data Repository (CLDR). * [ex_rfc3966](https://github.com/marcelog/ex_rfc3966) - Elixir Tel URI parser compatible with RFC3966. * [ex_rfc3986](https://github.com/marcelog/ex_rfc3986) - RFC3986 URI/URL parser. * [ex_uc](https://github.com/carturoch/ex_uc) - Extensible Units Converter for Elixir. * [exmoji](https://github.com/mroth/exmoji) - Emoji encoding Swiss Army knife for Elixir/Erlang. * [expletive](https://github.com/xavier/expletive) - Profanity filter library for Elixir. * [expr](https://github.com/Rob-bie/Expr) - An Elixir library for parsing and evaluating mathematical expressions. * [faust](https://github.com/jquadrin/faust) - Markov Text Generator for Elixir. * [haikunator](https://github.com/knrz/Haikunator) - Generate Heroku-like memorable random names to use in your apps or anywhere else. * [hashids](https://github.com/alco/hashids-elixir) - Hashids lets you obfuscate numerical identifiers via reversible mapping. * [hexate](https://github.com/rjsamson/hexate) - Simple module for Hex encoding / decoding in Elixir. * [inet_cidr](https://github.com/cobenian/inet_cidr) - Classless Inter-Domain Routing (CIDR) for Elixir that is compatible with :inet and supports both IPv4 and IPv6. * [inflex](https://github.com/nurugger07/inflex) - An Inflector library for Elixir. * [kitsune](https://github.com/edubkendo/kitsune) - An Elixir library for transforming the representation of data. * [ltsvex](https://github.com/ma2gedev/ltsvex) - LTSV parser implementation in Elixir. * [mbcs](https://github.com/woxtu/elixir-mbcs) - Wrapper for erlang-mbcs. This module provides functions for character encoding conversion. * [mimetype_parser](https://github.com/camshaft/mimetype_parser) - parse mimetypes. * [minigen](https://github.com/mrdimosthenis/minigen) - Random data generators for the Erlang ecosystem. * [monetized](https://github.com/theocodes/monetized) - A lightweight solution for handling and storing money. * [money](https://github.com/liuggio/money) - Working with Money safer, easier, and fun, interpretation of the Fowler's Money pattern. * [mt940](https://github.com/my-flow/mt940) - MT940 (standard structured SWIFT Customer Statement message) parser for Elixir. * [namor](https://github.com/jsonmaur/namor) - A name generator that creates random, url-friendly slugs. * [nanoid](https://github.com/railsmechanic/nanoid) - Elixir port of NanoID, a secure and URL-friendly unique ID generator. * [near_api](https://github.com/alexfilatov/near_api) - A [NEAR](https://near.org) API in Elixir - a library for DApps development on the NEAR blockchain platform. * [neotomex](https://github.com/jtmoulia/neotomex) - A [PEG](http://bford.info/packrat/) implementation with a pleasant Elixir DSL. * [number](https://github.com/danielberkompas/number) - Number is a pretentiously-named Elixir library which provides functions to convert numbers into a variety of different formats. * [numero](https://github.com/alisinabh/numero) - A micro library for converting non-english utf-8 digits in elixir. * [palette](https://github.com/lpil/palette) - A handy library for colouring strings in Elixir. * [pinyin](https://github.com/lidashuang/pinyin) - Chinese Pinyin lib for Elixir. * [porterstemmer](https://github.com/frpaulas/porterstemmer) - Porter Stemmer in Elixir. * [pretty_hex](https://github.com/polsab/pretty_hex) - A binary hex dumping library in Elixir. * [quickrand](https://github.com/okeuday/quickrand) - Quick Random Number Generation. * [RandomStringGenerator](https://github.com/caioceccon/random_string_generator) - A module to generate a random string based on a given string pattern. * [ref_inspector](https://github.com/elixytics/ref_inspector) - Referer parser library in Elixir. Fetching info from URLs. * [remove_emoji](https://github.com/guanting112/elixir_remove_emoji) - Emoji text sanitizer in Elixir. It can remove any emoji symbol. * [secure_random](https://github.com/patricksrobertson/secure_random.ex) - Convenience library for random base64 strings modeled after my love for Ruby's SecureRandom. * [sentient](https://github.com/dantame/sentient) - Simple sentiment analysis based on the AFINN-111 wordlist. * [shortuuid](https://github.com/gpedic/ex_shortuuid) - Generate concise, unambiguous, URL-safe UUIDs. * [simetric](https://github.com/lexmag/simetric) - String similarity metrics for Elixir. * [slugger](https://github.com/h4cc/slugger) - Slugger can generate slugs from given strings that can be used in URLs or file names. * [smile](https://github.com/danigulyas/smile) - Small lib for converting emoji mappers to emoji characters, like in Slack messages. * [stemmer](https://github.com/fredwu/stemmer) - An English (Porter2) stemming implementation in Elixir. * [tau](https://github.com/FranklinChen/tau) - Provide the famous mathematical constant, tau, τ = 6.2831.... * [tomlex](https://github.com/zamith/tomlex) - A TOML parser for Elixir. * [transformer](https://github.com/ByeongUkChoi/transformer) - Flexible type conversion lightweight library. * [ua_inspector](https://github.com/elixytics/ua_inspector) - User agent parser library like `piwik/device-detector`. * [ua_parser2](https://github.com/nazipov/ua_parser2-elixir) - A port of ua-parser2 to Elixir. User agent parser library. * [unit_fun](https://github.com/meadsteve/unit_fun) - Attempt to add units to numbers in elixir to give some added type safety when dealing with numeric quantities. * [uuid](https://github.com/zyro/elixir-uuid) - UUID generator and utilities for Elixir. * [uuid_erl](https://github.com/okeuday/uuid) - Erlang Native UUID Generation. * [veritaserum](https://github.com/uesteibar/veritaserum) - Sentiment analysis based on afinn-165, emojis and some enhancements. ## Third Party APIs *Libraries for accessing third party APIs.* * [airbax](https://github.com/adjust/airbax) - Exception tracking from Elixir to Airbrake. * [airbrake](https://github.com/romul/airbrake-elixir) - An Elixir notifier for the Airbrake. * [airbrakex](https://github.com/fazibear/airbrakex) - Elixir client for the Airbrake service. * [amazon_product_advertising_client](https://github.com/zachgarwood/elixir-amazon-product-advertising-client) - Amazon Product Advertising API client for Elixir. * [apns](https://github.com/chvanikoff/apns4ex) - Apple Push Notifications Service client library for elixir. * [asanaficator](https://github.com/trenpixster/asanaficator) - Simple Elixir wrapper for the Asana API. Based on Tentacat. * [askimet_ex](https://github.com/mijailr/askimet_ex) - Elixir client for Askimet Anti-Spam service. * [assembla_api](https://github.com/Assembla/ex_assembla_api) - Assembla API client for Elixir. * [balalaika_bear](https://github.com/ayrat555/balalaika_bear) - Simple VK API client for Elixir. * [balanced](https://github.com/bryanjos/balanced-elixir) - Balanced API Client for Elixir. * [bandwidth](https://github.com/bandwidthcom/elixir-bandwidth) - An Elixir client library for the Bandwidth Application Platform. * [bing_translator](https://github.com/ikeikeikeike/bing_translator) - A simple Elixir interface to Bing's translation API. * [bitmex](https://github.com/nobrick/bitmex) - BitMEX client library for Elixir. * [bitpay](https://github.com/bitpay/elixir-client) - Elixir core library for connecting to bitpay.com. * [cashier](https://github.com/swelham/cashier) - Payment gateway offering a common interface into multiple payment providers. * [chargebeex](https://github.com/WTTJ/chargebeex) - An Elixir client for Chargebee API. * [cleverbot](https://github.com/BlakeWilliams/Elixir-Cleverbot) - Simple implementation of the Cleverbot API in Elixir. * [coinbase](https://github.com/gregpardo/coinbase-elixir) - A unofficial Coinbase API v1 Client. * [commerce_billing](https://github.com/joshnuss/commerce_billing) - A payment-processing library for Elixir that supports multiple gateways (e.g. Bogus & Stripe). * [conekta](https://github.com/echavezNS/conekta-elixir) - Elixir wrapper for Conekta API. * [correios_cep](https://github.com/prodis/correios-cep-elixir) - Find Brazilian addresses by zip code, directly from Correios database. No HTML parsers. * [currently](https://github.com/chatgris/currently) - A tool to display cards currently assigns on Trello. * [darkskyx](https://github.com/techgaun/darkskyx) - A Darksky.com (formerly forecast.io) API client for Elixir. * [digitalocean](https://github.com/lukeed/elixir-digitalocean) - Elixir wrapper for the Digital Ocean API v2. * [digoc](https://github.com/kevinmontuori/digoc) - Digital Ocean API v2 Elixir Client. * [diplomat](https://github.com/peburrows/diplomat) - A [Google Cloud Datastore](https://cloud.google.com/datastore/) client. * [dnsimple](https://github.com/dnsimple/dnsimple-elixir) - Elixir client for the DNSimple API v2. * [docker](https://github.com/hexedpackets/docker-elixir) - Elixir client for the Docker Remote API. * [dockerex](https://github.com/hisea/dockerex) - Lightweight Docker Remote API Client with SSL/TLS login/connection support. * [dogstatsd](https://github.com/adamkittelson/dogstatsd-elixir) - An Elixir client for [DogStatsd](https://www.datadoghq.com/). * [dpd_client](https://github.com/knewter/dpd_client) - An API client for the DPD service. * [dropbox](https://github.com/ammmir/elixir-dropbox) - Dropbox Core API client for Elixir. * [dublin_bus_api](https://github.com/carlo-colombo/dublin-bus-api) - Access to the Real Time Passenger Information (RTPI) for Dublin Bus services. * [edgarex](https://github.com/rozap/edgarex) - Elixir interface for fetching SEC filings from EDGAR. * [elixir_authorizenet](https://github.com/marcelog/elixir_authorizenet) - Unofficial client for the Authorize.Net merchant API. * [elixir_ipfs_api](https://github.com/zabirauf/elixir-ipfs-api) - IPFS (InterPlanetary File System) API client for Elixir. * [elixirfm](https://github.com/jrichocean/Elixirfm) - Last.fm API wrapper for Elixir. * [elixtagram](https://github.com/zensavona/elixtagram) - Instagram API client for Elixir. * [ethereumex](https://github.com/exthereum/ethereumex) - Elixir JSON-RPC client for the Ethereum blockchain. * [everex](https://github.com/jwarlander/everex) - Evernote API client for Elixir. * [everyoneapi](https://github.com/knewter/everyoneapi) - API Client for EveryoneAPI.com. * [ex_changerate](https://github.com/81dr/ex_changerate) - Elixir client for [exchangerate.host](https://exchangerate.host) API. * [ex_codeship](https://github.com/securingsincity/ex_codeship) - API Client for Codeship. * [ex_statsd](https://github.com/CargoSense/ex_statsd) - A statsd client implementation for Elixir. * [ex_twilio](https://github.com/danielberkompas/ex_twilio) - Twilio API client for Elixir. * [ex_twiml](https://github.com/danielberkompas/ex_twiml) - Generate TwiML for your Twilio integration, right inside Elixir. * [exdesk](https://github.com/deadkarma/exdesk) - Elixir library for the Desk.com API. * [exfacebook](https://github.com/oivoodoo/exfacebook) - Facebook API, written in Elixir using similar methods like Ruby koala gem. * [exgenius](https://github.com/jeffweiss/exgenius) - Elixir library for the (undocumented) Rap Genius API. * [exgravatar](https://github.com/scrogson/exgravatar) - An Elixir module for generating Gravatar URLs. * [exgrid](https://github.com/bradleyd/exgrid) - interact with Sendgrid's API. * [exjira](https://github.com/mattweldon/exjira) - JIRA client library for Elixir. * [exlingr](https://github.com/mtwtkman/exlingr) - A Lingr client module. * [explay](https://github.com/sheharyarn/explay) - Unofficial Google Play API in Elixir. * [exstagram](https://github.com/arthurcolle/exstagram) - Elixir library for Instagram v1 API. * [extwitter](https://github.com/parroty/extwitter) - Twitter client library for Elixir. * [exurban](https://github.com/oscar-lopez/exurban) - Elixir wrapper for UrbanAirship API. * [facebook](https://github.com/mweibel/facebook.ex) - Facebook Graph API Wrapper written in Elixir. * [feedlex](https://github.com/essenciary/feedlex) - Feedly RSS reader client for Elixir. * [fluent_client](https://github.com/trustatom-oss/elixir-fluent-client) - Minimalistic fluentd client. * [forcex](https://github.com/jeffweiss/forcex) - Elixir library for the Force.com REST API. * [forecast_io](https://github.com/r-icarus/forecast_io) - Simple wrapper for Forecast.IO API. * [gcmex](https://github.com/dukex/gcmex) - Google Cloud Messaging client library for elixir. * [google-cloud](https://github.com/GoogleCloudPlatform/elixir-google-api) - This repository contains all the client libraries to interact with Google APIs. * [google_sheets](https://github.com/GrandCru/GoogleSheets) - Elixir library for fetching and polling Google spreadsheet data in CSV format. * [govtrack](https://github.com/walterbm/govtrack-elixir) - A simple Elixir wrapper for the [govtrack.us](https://www.govtrack.us/developers) API. * [gringotts](https://github.com/aviabird/gringotts) - A complete payment library for Elixir and Phoenix Framework similar to [ActiveMerchant](https://github.com/activemerchant/active_merchant) from the Ruby world. * [hexoku](https://github.com/JonGretar/Hexoku) - Heroku API client and Heroku Mix tasks for Elixir projects. * [honeywell](https://github.com/jeffutter/honeywell-elixir) - A client for the Honeywell Lyric, Round and Water Leak & Freeze Detector APIs. * [kane](https://github.com/peburrows/kane) - A [Google Cloud Pub/Sub](https://cloud.google.com/pubsub/overview) client. * [keenex](https://github.com/bryanjos/keenex) - A Keen.io API Client. * [link_shrinkex](https://github.com/jonahoffline/link_shrinkex) - Elixir library for creating short URLs using Google's URL Shortener API. * [m2x](https://github.com/attm2x/m2x-elixir) - Elixir client for the AT&T M2X, a cloud-based fully managed time-series data storage service for network connected machine-to-machine (M2M) devices and the Internet of Things (IoT). ([Erlang Version](https://github.com/attm2x/m2x-erlang)). * [mailchimp](https://github.com/duartejc/mailchimp) - A basic Elixir wrapper for version 3 of the MailChimp API. * [mailgun](https://github.com/chrismccord/mailgun) - Elixir Mailgun Client. * [mandrill](https://github.com/slogsdon/mandrill-elixir) - A Mandrill wrapper for Elixir. * [marvel](https://github.com/bryanjos/marvel) - CLI and Elixir API Client for the Marvel API. * [mexpanel](https://github.com/blendmedia/mexpanel) - An Elixir client for the Mixpanel HTTP API. * [mixpanel](https://github.com/michihuber/mixpanel_ex) - An Elixir client for the Mixpanel HTTP API. * [mixpanel_data_client](https://github.com/jeregrine/mixpanel_data_client) - Client for interacting with the Mixpanel Data Export API. * [mmExchangeRate](https://github.com/Arkar-Aung/mmExchangeRate) - A simple exchange rate checker and calculator based on Central Bank of Myanmar Api. * [nacha](https://github.com/RiverFinancial/nacha) - Elixir library for generating and parsing NACHA files for US ACH transfers. * [nadia](https://github.com/zhyu/nadia) - Telegram Bot API Wrapper written in Elixir. * [omise](https://github.com/omise/omise-elixir) - Omise client library for Elixir. * [opbeat](https://github.com/teodor-pripoae/opbeat) - Elixir client for Opbeat. * [pagexduty](https://github.com/ride/pagexduty) - A Pagerduty client for Elixir. * [parse_client](https://github.com/elixircnx/parse_elixir_client) - Elixir client for the parse.com REST API. * [parsex](https://github.com/maarek/ParsEx) - ParsEx is an Elixir HTTP Client for communicating with Parse.com's Restful API. * [particle](https://github.com/jeffutter/particle-elixir) - An Elixir client for the Particle IoT platform's HTTP API. * [pathway](https://github.com/novabyte/pathway) - An Erlang/Elixir client for the [Trak.io](http://trak.io/) REST API. * [pay](https://github.com/era/pay) - An Elixir Lib to deal with Paypal and other payment solutions. * [pay_pal](https://github.com/zensavona/paypal) - Elixir library for working with the PayPal REST API. * [pigeon](https://github.com/codedge-llc/pigeon) - HTTP2-compliant wrapper for sending iOS and Android push notifications. * [pocketex](https://github.com/essenciary/pocketex) - Pocketex is an Elixir client for the Pocket read later service [getpocket.com](https://getpocket.com/). * [pusher](https://github.com/edgurgel/pusher) - Elixir library to access the Pusher REST API. * [qiita_ex](https://github.com/ma2gedev/qiita_ex) - A Qiita API v2 Interface for Elixir. * [qiniu](https://github.com/tony612/qiniu) - Qiniu SDK for Elixir. * [random_user](https://github.com/katgironpe/random_user) - An Elixir client for randomuser.me API. * [random_user_api](https://hex.pm/packages/random_user_api) - Another simple randomuser.me API client. * [reap](https://github.com/Raynes/reap) - Reap is a simple Elixir library for working with the refheap API. * [reddhl](https://github.com/MonkeyIsNull/reddhl) - An headline and link puller for Reddit and its various subreddits. * [redtube](https://github.com/kkirsche/Redtube_Elixir) - Redtube API Wrapper written in Elixir. * [reporter](https://github.com/KazuCocoa/simple_app_reporter_ex) - Reporter is simple reporting App reviews library. Support AppStore and GooglePlay. * [riemann](https://github.com/koudelka/elixir-riemann) - A [Riemann](http://riemann.io/) client for Elixir. * [rs_twitter](https://github.com/radzserg/rstwitter) - Low Level Twitter Client for Elixir. * [semver](https://github.com/lee-dohm/semver) - Utilities for working with semver.org-compliant version strings. * [sendgrid](https://github.com/alexgaribay/sendgrid_elixir) - Send composable, transactional emails with SendGrid. * [shopify](https://github.com/nsweeting/shopify) - Easily access the Shopify API. * [sift_ex](https://github.com/C404/sift_ex) - A Siftscience API Library for Elixir. * [simplex](https://github.com/adamkittelson/simplex) - An Elixir library for interacting with the Amazon SimpleDB API. * [slack](https://github.com/BlakeWilliams/Elixir-Slack) - Slack real time messaging client in Elixir. * [sparkpost](https://github.com/SparkPost/elixir-sparkpost) - An Elixir library for sending email using SparkPost. * [statix](https://github.com/lexmag/statix) - Expose app metrics in the StatsD protocol. * [stripe](https://github.com/SenecaSystems/stripe) - An Elixir Library wrapping Stripe's API. * [stripity_stripe](https://github.com/robconery/stripity-stripe) - An Elixir Library for [Stripe](https://stripe.com/). * [tagplay](https://github.com/tagplay/elixir-tagplay) - Elixir client for Tagplay API. * [telegex](https://github.com/telegex/telegex) - Telegram bot framework and API client written in Elixir. * [telephonist](https://github.com/danielberkompas/telephonist) - Elixir state machines for Twilio calls. * [tentacat](https://github.com/edgurgel/tentacat) - Simple Elixir wrapper for the GitHub API. * [tg_client](https://github.com/ccsteam/ex-telegram-client) - An Elixir wrapper which communicates with the Telegram-CLI. * [tradehub](https://github.com/anhmv/tradehub-elixir) - An Elixir client library for the Tradehub blockchain. * [traitify_elixir](https://github.com/traitify/traitify_elixir) - An Elixir client library for the Traitify Developer's API. * [ui_faces](https://github.com/katgironpe/ui_faces) - UIFaces API client for Elixir applications. * [unsplash-elixir](https://github.com/waynehoover/unsplash-elixir) - An Elixir library for Unsplash. * [vultr](https://github.com/avitex/elixir-vultr) - Simple wrapper for the Vultr API. * [xe](https://github.com/paulodiniz/xe) - Real time conversion for currencies. * [zanox](https://github.com/rafaelss/zanox) - Zanox API. ## Translations and Internationalizations *Libraries and tools providing translations or internationalizations.* * [exkanji](https://github.com/ikeikeikeike/exkanji) - A Elixir library for translating between hiragana, katakana, romaji and kanji. It uses Mecab. * [exromaji](https://github.com/ikeikeikeike/exromaji) - A Elixir library for translating between hiragana, katakana and romaji. * [free PO editor](https://pofile.net/free-po-editor) - A tool for translating PO files. * [getatrex](https://github.com/alexfilatov/getatrex) - Automatic translation tool of Gettext locales with Google Translate for Elixir/Phoenix projects. * [gettext](https://github.com/elixir-lang/gettext) - Internationalization and localization support for Elixir. * [linguist](https://github.com/change/linguist) - Elixir Internationalization library. * [parabaikElixirConverter](https://github.com/Arkar-Aung/ParabaikElixirConverter) - ParabaikElixirConverter is just a Elixir version of Parabaik converter. It can convert from Unicode to Zawgyi-One and Zawgyi-One to Unicode vice versa. * [trans](https://github.com/belaustegui/trans) - A Elixir library to manage embedded translations into models leveraging PostgreSQL JSONB datatype. ## Utilities *Utilities libraries.* * [ar2ecto](https://github.com/aforward/ar2ecto) - Ar2ecto is a set of mix tasks to help you migrate from ActiveRecord to Ecto. * [async_with](https://github.com/fertapric/async_with) - A modifier for Elixir's "with" to execute all its clauses in parallel. * [crutches](https://github.com/mykewould/crutches) - Utility library for Elixir, designed to complement the standard library bundled with the language. * [deppie](https://github.com/whitfin/deppie) - Elixir's coolest deprecation logger. * [dot-notes](https://github.com/whitfin/dot-notes-elixir) - Simple dot/bracket notation parsing/conversion for Maps/Lists. * [dress](https://github.com/veelenga/dress) - Cli app that makes your stdout fancy. * [erlang-history](https://github.com/ferd/erlang-history) - Hacks to add shell history to Erlang's shell. * [erlsh](https://github.com/proger/erlsh) - Family of functions and ports involving interacting with the system shell, paths and external programs. * [erlware_commons](https://github.com/erlware/erlware_commons) - Additional standard library for Erlang. * [ex_progress](https://github.com/acj/ex_progress) - A library for tracking progress across many tasks and sub-tasks. * [exjprop](https://github.com/stocks29/exjprop) - Elixir library for reading Java properties files from various sources. * [fitex](https://github.com/timdeputter/FitEx) - FitEx is a Macro-Module which provides a bit of sugar for function definitions. * [global](https://github.com/mgwidmann/global) - Wrapper of the Erlang `:global` module. * [mandrake](https://github.com/mbasso/mandrake) - Mandrake is a functional programming library that bring something else magic in elixir. * [mnemonix](https://github.com/christhekeele/mnemonix) - A unified interface to key/value stores. * [plasm](https://github.com/facto/plasm) - Plasm is Ecto's composable query multitool, containing higher-level functions such as .count, .random, .first, .last, .find, .inserted_before, .inserted_after, etc. * [plugmap](https://github.com/nerdslabs/plugmap) - Plugmap is sitemap generation library for Plug/Phoenix Framework. * [pubsub](https://github.com/simonewebdesign/elixir_pubsub) - A Publish-Subscribe utility library that implements a pub-sub mechanism to ease the burden of communication on the business logic processes. * [quark](https://github.com/robot-overlord/quark) - A library for common functional programming idioms: combinators, currying, and partial application. * [retry](https://github.com/safwank/ElixirRetry) - Simple Elixir macros for linear retry, exponential backoff and wait with composable delays. * [sips_downloader](https://github.com/DavsX/SipsDownloader) - Elixir module for downloading the ElixirSips episodes and all other files. * [sitemap](https://github.com/ikeikeikeike/sitemap) - Sitemap is the easiest way to generate Sitemaps in Elixir. * [sitemapper](https://github.com/tomtaylor/sitemapper) - A fast, stream based XML Sitemap generator. * [uef-lib](https://github.com/DOBRO/uef-lib) - Useful Erlang Functions Library that provides modules for manipulating lists, binaries, maps, numbers, date and time. It contains some functions optimized for performance in specific cases (e.g. for file I/O operations or binary transformations). * [vert.x](https://github.com/PharosProduction/ExVertx) - Elixir event bus bridge to Vert.x services using TCP socket. ## Validations *Libraries and implementations for validation of data.* * [bankster](https://github.com/railsmechanic/bankster) - A IBAN account number and BIC validation library for Elixir. * [ex_gtin](https://github.com/kickinespresso/ex_gtin) - A validation library for GTIN codes under GS1 specification. * [ex_nric](https://github.com/falti/ex_nric) - Validation for Singapore National Registration Identity Card numbers (NRIC). * [exop](https://github.com/madeinussr/exop) - A library that allows to encapsulate business logic and validate params with predefined contract. * [form](https://github.com/synrc/form) - Document forms and validation library. * [goal](https://github.com/martinthenth/goal) - A parameter validation library for LiveViews and JSON/HTML controllers - based on Ecto. * [is](https://github.com/bydooweedoo/is) - Fast, extensible and easy to use data structure validation for elixir with nested structures support. * [jeaux](https://github.com/zbarnes757/jeaux) - A light and easy schema validator. * [optimal](https://github.com/albert-io/optimal) - A schema based keyword list option validator. * [shape](https://github.com/prio/shape) - A data validation library for Elixir based on Prismatic Scheme. * [skooma](https://github.com/bcoop713/skooma) - Simple data validation library for describing and validating data structures. * [uk_postcode](https://github.com/KushalP/uk_postcode) - UK postcode parsing and validation library. * [vex](https://github.com/CargoSense/vex) - An extensible data validation library for Elixir. * [voorhees](https://github.com/danmcclain/voorhees) - A library for validating JSON responses. ## Version Control *Working with version control like git, mercury, subversion ...* * [gitex](https://github.com/awetzel/gitex) - Elixir implementation of the Git object storage, but with the goal to implement the same semantic with other storage and topics. ## Video *Libraries for working with and manipulating video and multimedia.* * [ffmpex](https://github.com/talklittle/ffmpex) - FFmpeg command line wrapper. * [silent_video](https://github.com/talklittle/silent_video) - Convert GIFs and videos to silent videos, optimized for mobile playback. ## WebAssembly *Libraries for running WebAssembly (WASM) in Elixir or running Elixir on WebAssembly.* * [lumen](https://github.com/lumen/lumen) - An alternative BEAM implementation, designed for WebAssembly. * [wasmex](https://github.com/tessi/wasmex/) - Execute WebAssembly / WASM binaries from Elixir. ## XML *Libraries and implementations working with XML (for html tools please go to the [HTML](#html) section).* * [elixir-map-to-xml](https://github.com/gunnar2k/elixir-map-to-xml) - Converts an Elixir map to an XML document. * [elixir-xml-to-map](https://github.com/homanchou/elixir-xml-to-map) - Creates an Elixir Map data structure from an XML string. * [erlsom](https://github.com/willemdj/erlsom) - Erlsom is an Erlang library to parse (and generate) XML documents. * [exmerl](https://github.com/pwoolcoc/exmerl) - Elixir wrapper for xmerl. * [exml](https://github.com/expelledboy/exml) - Most simple Elixir wrapper for xmerl xpath. * [exoml](https://github.com/Overbryd/exoml) - A module to decode/encode xml into a tree structure. * [fast_xml](https://github.com/processone/fast_xml) - Fast Expat based Erlang XML parsing library. * [meeseeks](https://github.com/mischov/meeseeks#xml) - A library for parsing and extracting data from HTML and XML with CSS or XPath selectors. * [quinn](https://github.com/nhu313/Quinn) - XML parser for Elixir. * [saxy](https://github.com/qcam/saxy) - Saxy is an XML parser and encoder in Elixir that focuses on speed and standard compliance. * [sweet_xml](https://github.com/awetzel/sweet_xml) - Query XML simply and effectively. * [xml_builder](https://github.com/joshnuss/xml_builder) - Elixir library for generating xml. * [xmlrpc](https://github.com/ewildgoose/elixir-xml_rpc) - Library for encoding and decoding XML-RPC for clients and servers. ## YAML *Libraries and implementations working with YAML.* * [fast_yaml](https://github.com/processone/fast_yaml) - Fast YAML is an Erlang wrapper for libyaml "C" library. * [yamerl](https://github.com/yakaz/yamerl) - YAML 1.2 parser in Erlang. * [yaml_elixir](https://github.com/KamilLelonek/yaml-elixir) - Yaml parser for Elixir based on native Erlang implementation. * [ymlr](https://github.com/ufirstgroup/ymlr) - A YAML encoder for Elixir. * [yomel](https://github.com/Joe-noh/yomel) - libyaml interface for Elixir. # Resources Various resources, such as books, websites and articles, for improving your Elixir development skills and knowledge. ## Books *Fantastic books and e-books.* * [Adopting Elixir](https://pragprog.com/book/tvmelixir/adopting-elixir) - Bring Elixir into your company, with real-life strategies from the people who built Elixir and use it successfully at scale. This book has all the information you need to take your application from concept to production (2017). * [Craft GraphQL APIs in Elixir with Absinthe](https://pragprog.com/book/wwgraphql/craft-graphql-apis-in-elixir-with-absinthe) - Upgrade your web API to GraphQL, leveraging its flexible queries to empower your users, and its declarative structure to simplify your code (2017). * [Elixir Cookbook](https://www.packtpub.com/application-development/elixir-cookbook) - This book is a set of recipes grouped by topic by Paulo A Pereira (2015). * [Elixir do zero à concorrência](https://www.casadocodigo.com.br/products/livro-elixir) - (Portuguese) The book provides introduction to functional and concurrent programming with Elixir by Tiago Davi (2014). * [Elixir in Action](https://www.manning.com/books/elixir-in-action) - A brief intro to the language followed by a more detailed look at building production-ready systems in Elixir by Saša Jurić (2015). * [Elixir in Action, Second Edition](https://www.manning.com/books/elixir-in-action-second-edition) - Revised and updated for Elixir 1.7, Elixir in Action, Second Edition teaches you how to apply Elixir to practical problems associated with scalability, fault tolerance, and high availability (2019). * [Elixir in Action, Third Edition](https://www.manning.com/books/elixir-in-action-third-edition) - Fully updated to Elixir 1.14, this authoritative bestseller reveals how Elixir tackles problems of scalability, fault tolerance, and high availability (2023). * [Elixir Succinctly](https://www.syncfusion.com/ebooks/elixir-succinctly) - A short book to learn the basic of Elixir and its ecosystem. * [Erlang and Elixir for Imperative Programmers](https://leanpub.com/erlangandelixirforimperativeprogrammers) - Introduction to Erlang and Elixir in the context of functional concepts by Wolfgang Loder (2016). * [Erlang in Anger](http://www.erlang-in-anger.com/) - This book intends to be a little guide about how to be the Erlang medic in a time of war by Fred Hebert (2014). * [Functional Web Development with Elixir, OTP, and Phoenix](https://pragprog.com/book/lhelph/functional-web-development-with-elixir-otp-and-phoenix) - Open doors to powerful new techniques that will get you thinking about web development in fundamentally new ways (2017). * [Getting Started - Elixir](https://github.com/potatogopher/elixir-getting-started) - PDF, MOBI, and EPUB documents for Elixir's Getting Started tutorial (2016). * [Hands-on Elixir & OTP: Cryptocurrency trading bot](https://www.elixircryptobot.com) - Want to learn Elixir & OTP by creating a real-world project? With Hands-on *Elixir & OTP: Cryptocurrency trading bot* you will gain hands-on experience by working on an interesting software project. We will explore all the key abstractions and essential principles through iterative implementation improvements. (2021). * [Introducing Elixir ](http://shop.oreilly.com/product/0636920030584.do) - A gentle introduction to the language, with lots of code examples and exercises by Simon St. Laurent and J. David Eisenberg (2013). * [Learn Functional Programming with Elixir](https://pragprog.com/book/cdc-elixir/learn-functional-programming-with-elixir) - Don’t board the Elixir train with an imperative mindset! To get the most out of functional languages, you need to think functionally (2017). * [Metaprogramming Elixir: Write Less Code, Get More Done (and Have Fun!)](https://pragprog.com/book/cmelixir/metaprogramming-elixir) - Thorough explanation on how to exploit Elixir's metaprogramming capabilities to improve your Elixir coding by Chris McCord (2015). * [Phoenix for Rails Developers](http://www.phoenixforrailsdevelopers.com) - This book shows how Rails developers can benefit from their existing knowledge to learn Phoenix. By Elvio Vicosa (2017). * [Phoenix in Action](https://manning.com/books/phoenix-in-action) - builds on your existing web dev skills, teaching you the unique benefits of Phoenix along with just enough Elixir to get the job done. By Geoffrey Lessel (2017). * [Phoenix Inside Out](https://shankardevy.com/phoenix-book/) - The goal of this series is to enable you as a Confident Phoenix developer. There are 3 different editions to address varied needs of devs jumping into Phoenix. * [Programming Elixir 1.6](https://pragprog.com/titles/elixir16/) - The book provides introduction to functional and concurrent programming with Elixir by Dave Thomas (2014). * [Programming Phoenix 1.4](https://pragprog.com/titles/phoenix14/) - Definitive guide to build web applications with the Phoenix framework by Chris McCord, José Valim and Bruce Tate (2015). * [The Beam Book](https://happi.github.io/theBeamBook/) - A description of the Erlang Runtime System ERTS and the virtual Machine BEAM. * [The Little Elixir & OTP Guidebook](https://www.manning.com/books/the-little-elixir-and-otp-guidebook) - A book for learning Elixir and OTP through small to medium-sized projects by Benjamin Tan Wei Hao (2014). * [Études for Elixir](https://www.oreilly.com/library/view/etudes-for-elixir/9781491917640/) - A collection of exercises to program in Elixir by J. David Eisenberg (2013) ([Github Repo](https://github.com/oreillymedia/etudes-for-elixir)). ## Cheat Sheets *Useful Elixir-related cheat sheets.* * [benjamintanweihao/elixir-cheatsheets](https://github.com/benjamintanweihao/elixir-cheatsheets/) - GenServer and Supervisor cheatsheets. ## Community *Getting in contact with the community via chat or mailinglist.* * [#elixir-lang](http://webchat.freenode.net/?channels=elixir-lang) - The IRC Channel #elixir-lang on Freenode. * [Elixir Forum](https://elixirforum.com/) - Community run discussion forums for all things Elixir. * [elixir-lang-core](https://groups.google.com/d/forum/elixir-lang-core) - Mailinglist for Elixir Core development, use "talk" for questions and general discussions. * [elixir-lang-talk](https://groups.google.com/d/forum/elixir-lang-talk) - Official Elixir Mailinglist for questions and discussions. * [ElixirSlack](https://elixir-slackin.herokuapp.com/) - Elixir Slack Community. ## Editors *Editors and IDEs useable for Elixir/Erlang* * [Alchemist](https://github.com/tonini/alchemist.el) - Elixir Tooling Integration Into Emacs. * [Alchemist-Server](https://github.com/tonini/alchemist-server) - Editor/IDE independent background server to inform about Elixir mix projects. * [Alchemist.vim](https://github.com/slashmili/alchemist.vim) - Elixir Tooling Integration Into Vim. * [Atom](https://atom.io/packages/language-elixir) - Elixir language support for Atom. * [atom-elixir](https://github.com/msaraiva/atom-elixir) - An Atom package for Elixir. * [atom-iex](https://github.com/indiejames/atom-iex) - Run an IEx session in Atom. * [elixir-ls](https://github.com/JakeBecker/elixir-ls) - A frontend-independent IDE "smartness" server for Elixir. Implements the JSON-based "Language Server Protocol" standard and provides debugger support via VS Code's debugger protocol. * [elixir-tmbundle](https://github.com/elixir-lang/elixir-tmbundle) - A TextMate and SublimeText bundle for Elixir. * [elixir_generator](https://github.com/jadercorrea/elixir_generator.vim) - Vim plugin to generate Elixir module and test files with one command. * [ElixirSublime](https://github.com/vishnevskiy/ElixirSublime) - Elixir plugin for SublimeText 3 that provides code completion and linting. * [ilexir](https://github.com/dm1try/ilexir) - IDE-like things for Elixir in Neovim. * [Jetbrains](https://github.com/KronicDeth/intellij-elixir) - Elixir for IntelliJ IDEA, RubyMine, WebStorm, PhpStorm, PyCharm, AppCode, Android Studio, 0xDBE. * [mix.nvim](https://github.com/brendalf/mix.nvim) - Mix wrapper plugin for Neovim. * [Notepad++](https://github.com/Hades32/elixir-udl-npp) - Elixir syntax highlighting for Notepad++. * [Nova Elixir](https://github.com/stollcri/elixir.novaextension) - Syntax highlighting and code completion for Elixir files (.ex, .exs, .eex) in Nova. * [nvim](https://github.com/dm1try/nvim) - Neovim host for writing plugins in Elixir. * [phoenix-snippets](https://github.com/phoenixframework-Brazil/phoenix-snippets) - Phoenix Snippets for Atom. * [vim-elixir](https://github.com/elixir-lang/vim-elixir) - Vim configuration files for Elixir. * [vim-ex_test](https://github.com/moofish32/vim-ex_test) - Vim test runner based on Thoughtbots vim-rspec. * [vim-mix-format](https://github.com/mhinz/vim-mix-format) - Async `mix format` for Vim and Neovim. * [vscode-elixir](https://github.com/mat-mcloughlin/vscode-elixir) - Elixir Support for Visual Studio Code. * [vscode-elixir-ls](https://github.com/JakeBecker/vscode-elixir-ls) - Elixir language support and debugger for VS Code, powered by ElixirLS. ## Newsletters *Useful Elixir-related newsletters.* * [Elixir Digest](http://elixirdigest.net) - A weekly newsletter with the latest articles on Elixir and Phoenix. * [Elixir Radar](http://plataformatec.com.br/elixir-radar) - The "official" Elixir newsletter, published weekly via email by Plataformatec. * [ElixirWeekly](https://elixirweekly.net) - The Elixir community newsletter, covering stuff you easily miss, shared on [ElixirStatus](http://elixirstatus.com) and the web. ## Other Awesome Lists *Other amazingly awesome lists can be found at [jnv/lists](https://github.com/jnv/lists#lists-of-lists) or [bayandin/awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness#awesome-awesomeness).* * [Awesome Elixir and CQRS](https://github.com/slashdotdash/awesome-elixir-cqrs) - A curated list of awesome Elixir and Command Query Responsibility Segregation (CQRS) and event sourcing resources. * [Awesome Elixir by LibHunt](https://elixir.libhunt.com) - A curated list of awesome Elixir and Erlang packages and resources. * [Awesome Erlang](https://github.com/drobakowski/awesome-erlang) - A curated list of awesome Erlang libraries, resources and shiny things. * [Curated Elixir Resources](https://hackr.io/tutorials/learn-elixir) - A collection of top recommended Elixir resources. * [Erlang Bookmarks](https://github.com/0xAX/erlang-bookmarks) - A collection of links for Erlang developers. ## Podcasts *Podcasts discussing the Elixir language and community.* * [Elixir Fountain](https://soundcloud.com/elixirfountain) - The Elixir Fountain podcast. * [Elixir Mix](https://devchat.tv/elixir-mix/) - The Elixir Mix podcast. * [Elixir Outlaws](https://elixiroutlaws.com) - The Elixir Outlaws podcast. * [Elixir Talk](https://soundcloud.com/elixirtalk) - The Elixir Talk podcast. * [Thinking Elixir](https://podcast.thinkingelixir.com) - The Thinking Elixir podcast. ## Reading *Elixir-related reading materials.* * [Discover Elixir & Phoenix](https://www.ludu.co/course/discover-elixir-phoenix/) - An online course that teaches both the Elixir language and the Phoenix framework. * [Elixir Cheat-Sheet](http://media.pragprog.com/titles/elixir/ElixirCheat.pdf) - A Elixir cheat sheet, by Andy Hunt & Dave Thomas. * [Elixir Code Smells](https://github.com/lucasvegi/Elixir-Code-Smells) - A catalog of Elixir-specific code smells that can harm the quality of software developed using this language. * [Elixir Functional Programming](https://github.com/kblake/functional-programming) - Material to introduce functional programming using the Elixir language. * [Elixir School](https://elixirschool.com/) - Lessons about the Elixir programming language. * [Elixir Tab](https://github.com/efexen/elixir-tab) - Chrome Extension which helps you learn the Elixir core lib. * [Elixir vs Ruby | How Switching To Elixir Made Our Team Better](https://foxbox.com/blog/elixir-vs-ruby/) - Long-form post that explains in detail when and why you should choose Elixir over Ruby. * [The Little Schemer in Elixir](https://github.com/jwhiteman/a-little-elixir-goes-a-long-way) - Exercises and algorithms from the Little Schemer book, ported to Elixir. * [xElixir](https://github.com/exercism/xelixir) - Exercism Exercises in Elixir. ## Screencasts *Cool video tutorials.* * [Alchemist Camp](https://alchemist.camp) - Alchemist.Camp has many hours of free, project-based Elixir-learning screencasts. * [Confreaks (Elixir)](http://confreaks.tv/tags/40) - Elixir related conference talks. * [Curso de Elixir de 0 a 100](https://www.youtube.com/watch?v=-K74G9nlzSY&list=PLMLox3fRb_I4_4-DnU3yS_EglDAuVpeEg) - Complete course of elixir (in spanish) for free. * [Elixir for Programmers](https://codestool.coding-gnome.com/courses/elixir-for-programmers) - Functional, Parallel, Reliable (and fun!), taught by Dave Thomas. * [Elixir Foundation](https://www.youtube.com/playlist?list=PLjQo0sojbbxXc4aWg5i2umjv7U8YDoHQT) - Learn Elixir by building a practical example. Learn how GenServer, Agents and many other elixir primitives work. * [Elixir Sips](http://elixirsips.com/) - Tiny screencasts for learning Elixir. * [ElixirCasts.io](https://elixircasts.io/) - Simple screencasts to help you learn Elixir and Phoenix. * [ExCasts](https://excasts.com) - Elixir and Phoenix screencasts for all skill levels. * [Kamil Skowron](https://www.youtube.com/c/kamilskowron) - YouTube channel dedicated to promote functional programming, publishing "real world" programming videos in Elixir like "Hands-on Elixir & OTP: Cryptocurrency trading bot" series. * [LearnElixir.tv](https://www.learnelixir.tv/) - Beginner friendly, in-depth, step by step screencasts. * [LearnPhoenix.tv](https://www.learnphoenix.tv/) - Learn how to build fast, dependable web apps with Phoenix. * [Meet Elixir](https://www.pluralsight.com/courses/meet-elixir) - Walk through some features and concepts of Elixir by José Valim. ## Styleguides *Styleguides for ensuring consistency while coding.* * [christopheradams/elixir_style_guide](https://github.com/christopheradams/elixir_style_guide) - A community-driven style guide for Elixir. * [lexmag/elixir-style-guide](https://github.com/lexmag/elixir-style-guide) - An opinionated Elixir style guide. * [rrrene/elixir-style-guide](https://github.com/rrrene/elixir-style-guide) - Style guide checked by [Credo](https://github.com/rrrene/credo). ## Websites *Useful Elixir-related websites.* * [30 Days of Elixir](https://github.com/seven1m/30-days-of-elixir) - A walk through the Elixir language in 30 exercises. * [BEAM Community](http://beamcommunity.github.io/) - From distributed systems, to robust servers and language design on the Erlang VM. * [Benjamin Tan - Learnings & Writings](http://benjamintan.io/blog/tags/elixir/) - A blog consisting of mostly Elixir posts. * [Elixir Career](https://elixir.career/) - A job board for Elixir, and community of Elixir developers. * [Elixir Examples](http://elixir-examples.github.io/) - A collection of small Elixir programming language examples. * [Elixir Flashcards](https://elixircards.co.uk/) - Flashcards are a powerful way to improve your knowledge. Elixircards are hand crafted, professionally printed flashcards for levelling up your Elixir. * [Elixir Github Repository](https://github.com/elixir-lang/elixir) - The project repository. * [Elixir Github Wiki](https://github.com/elixir-lang/elixir/wiki) - The project's wiki, containing much useful information. * [Elixir Online Courses list - Classpert](https://classpert.com/elixir-programming) - A list of Elixir Online Courses (some are free) from Classpert Online Course Search. * [Elixir Quiz](http://elixirquiz.github.io/) - Weekly programming problems to help you learn Elixir. * [Elixir Recipes](http://elixir-recipes.github.io/) - Collection of patterns & solutions to common problems in Elixir. * [ElixirLibs](https://elixirlibs.com) - A curated list of Elixir libraries. * [Hashrocket Today I Learned - Elixir](https://til.hashrocket.com/elixir) - Small posts about Elixir from the team at Hashrocket. * [How I start - Elixir](http://howistart.org/posts/elixir/1) - Explanation and intro to Elixir by José Valim. * [Learning Elixir](http://learningelixir.joekain.com/) - A blog about a Professional Software Engineer learning Elixir. # Contributing Please see [CONTRIBUTING](https://github.com/h4cc/awesome-elixir/blob/master/.github/CONTRIBUTING.md) for details.

# Awesome eBPF [](https://github.com/sindresorhus/awesome) > A curated list of awesome projects related to eBPF. BPF, as in _Berkeley Packet Filter_, is an in-kernel virtual machine running programs passed from user space. Initially implemented on BSD, then Linux, the (now legacy) "classic BPF" or cBPF machine would be used with tools like tcpdump for filtering packets in the kernel to avoid useless copies to user space. More recently, the BPF infrastructure in Linux has been completely reworked and gave life to the "extended BPF", or eBPF, which gained new features (safety and termination checks, JIT-compiling for programs, persistent maps, a standard library, hardware offload support, etc.) and is now used for many tasks. Processing packets at a very low level (XDP), tracing and monitoring events on the system, or enforcing access control over cgroups are but a few examples to which eBPF brings performance, programmability and flexibility. Recently [Cilium](https://cilium.io) launched a great website about eBPF called [ebpf.io](https://ebpf.io/). It serves a similar purpose to this list, with [an introduction to eBPF](https://ebpf.io/what-is-ebpf) and links to [related projects](https://ebpf.io/projects). > Note: eBPF is an exciting piece of technology, and its ecosystem is constantly evolving. We'd love help from _you_ to keep this awesome list up to date, and improve its signal-to-noise ratio in anyway we can. Please feel free to leave [any feedback](https://github.com/zoidbergwill/awesome-ebpf/issues). ## Contents - [Reference Documentation](#reference-documentation) - [Articles and Presentations](#articles-and-presentations) - [Tutorials](#tutorials) - [Examples](#examples) - [eBPF Workflow: Tools and Utilities](#ebpf-workflow-tools-and-utilities) - [Projects Related to eBPF](#projects-related-to-ebpf) - [eBPF in Security](#ebpf-in-security) - [The Code](#the-code) - [Development and Community](#development-and-community) - [Other Lists of Resources on eBPF](#other-lists-of-resources-on-ebpf) - [Acknowledgement](#acknowledgement) ## Reference Documentation ### eBPF Essentials - [ebpf.io](https://ebpf.io/) - A gateway to discover all the basics of eBPF, including a listing of the main related projects and of community resources. - [Cilium's BPF and XDP Reference Guide](http://docs.cilium.io/en/latest/bpf/) - In-depth documentation about most features and aspects of eBPF. ### Kernel Documentation - [BPF Documentation](https://www.kernel.org/doc/html/latest/bpf/index.html) - Index for BPF-related documentation coming with the Linux kernel. - [linux/Documentation/networking/filter.rst](https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/Documentation/networking/filter.rst) - eBPF specification (somewhat outdated; information should still be valid, but not exhaustive). - [BPF Design Q&A](https://www.kernel.org/doc/html/latest/bpf/bpf_design_QA.html) - Frequently Asked Questions on the decisions behind the BPF infrastructure. - [HOWTO interact with BPF subsystem](https://www.kernel.org/doc/html/latest/bpf/bpf_devel_QA.html) - Frequently Asked Questions about contributing to eBPF development. ### Manual Pages - [`bpf(2)`](http://man7.org/linux/man-pages/man2/bpf.2.html) - Manual page about the `bpf()` system call, used to manage BPF programs and maps from userspace. - [`tc-bpf(8)`](http://man7.org/linux/man-pages/man8/tc-bpf.8.html) - Manual page about using BPF with tc, including example commands and samples of code. - [`bpf-helpers(7)` man page](http://man7.org/linux/man-pages/man7/bpf-helpers.7.html) - Description of the in-kernel helper functions forming the BPF standard library. ### Other - [IO Visor's Unofficial eBPF spec](https://github.com/iovisor/bpf-docs/blob/master/eBPF.md) - Summary of eBPF syntax and operation codes. - [Jesper Dangaard Brouer's documentation](https://prototype-kernel.readthedocs.io/en/latest/bpf/index.html) - Work in progress, contributions welcome. - Emails from David Miller to the [xdp-newbies](http://vger.kernel.org/vger-lists.html#xdp-newbies) mailing list: - [bpf.h and you...](https://www.spinics.net/lists/xdp-newbies/msg00179.html) - [Contextually speaking...](https://www.spinics.net/lists/xdp-newbies/msg00181.html) - [BPF Verifier Overview](https://www.spinics.net/lists/xdp-newbies/msg00185.html) - [List of BPF features per kernel version](https://github.com/iovisor/bcc/blob/master/docs/kernel-versions.md) ## Articles and Presentations ### Generic eBPF Presentations and Articles If you are new to eBPF, you may want to try the links described as "introductions" in this section. - [A brief introduction to XDP and eBPF](https://blogs.igalia.com/dpino/2019/01/07/introduction-to-xdp-and-ebpf/) - An accessible introduction providing context, history, and details about the functioning of eBPF. - An eBPF Overview - Blog series by Adrian Ratiu, covering many aspects of the eBPF infrastructure: - [Part 1: Introduction](https://www.collabora.com/news-and-blog/blog/2019/04/05/an-ebpf-overview-part-1-introduction/) - [Part 2: Machine & Bytecode](https://www.collabora.com/news-and-blog/blog/2019/04/15/an-ebpf-overview-part-2-machine-and-bytecode/) - [Ferris Ellis's blog posts about eBPF](https://ferrisellis.com/tags/ebpf/) - They have a few posts about eBPF: - [Part 1: Past, Present, and Future](https://ferrisellis.com/content/ebpf_past_present_future/) - [Part 2: Syscall and Map Types](https://ferrisellis.com/content/ebpf_syscall_and_maps/) - [A BPF reference guide](https://github.com/iovisor/bcc/blob/master/docs/reference_guide.md) - About BPF C and bcc Python helpers, from bcc repository. - [Making the Kernel's Networking Data Path Programmable with BPF and XDP](http://schd.ws/hosted_files/ossna2017/da/BPFandXDP.pdf) - A set of slides covering all the basics about eBPF and XDP (mostly for network processing). - [The BSD Packet Filter](https://speakerdeck.com/tuxology/the-bsd-packet-filter) - An introduction mostly covering the tracing aspects. - [BPF: tracing and more](http://www.slideshare.net/brendangregg/bpf-tracing-and-more) - An introduction mostly covering the tracing aspects. - [Linux BPF Superpowers](http://www.slideshare.net/brendangregg/linux-bpf-superpowers) - An introduction mostly covering the tracing aspects, first part with flame graphs. - [IO Visor](https://www.socallinuxexpo.org/sites/default/files/presentations/Room%20211%20-%20IOVisor%20-%20SCaLE%2014x.pdf) - Also introduces [IO Visor project](https://www.iovisor.org/). - [BPF -- in-kernel virtual machine](http://vger.kernel.org/netconf2015Starovoitov-bpf_collabsummit_2015feb20.pdf) - Presentation by the author of eBPF. - [Extending extended BPF](https://lwn.net/Articles/603983/) - A blog post from 2014 on the development of BPF and demonstrating what can be done with it, using an example of stateful socket filtering by attaching an eBPF program to a socket. - Greg Marsden made some documentation about eBPF: - [A Tour of Program Types](https://blogs.oracle.com/linux/notes-on-bpf-1) - A description of all existing hooks for BPF program types, and of their interest. - [BPF helper functions](https://blogs.oracle.com/linux/notes-on-bpf-2) - A review of the kernel functions that can be called from within eBPF programs. - [Communicating with Userspace](https://blogs.oracle.com/linux/notes-on-bpf-3) - How BPF communicates with userspace - BPF maps, perf events, bpf_trace_printk. - [Building BPF Programs](https://blogs.oracle.com/linux/notes-on-bpf-4) - Setting up your environment to build BPF programs. - [The BPF Bytecode and the BPF Verifier](https://blogs.oracle.com/linux/notes-on-bpf-5) - How does BPF ensure that programs are safe? - [Using BPF to do Packet Transformation](https://blogs.oracle.com/linux/notes-on-bpf-6) - One eBPF usage about packet transformation. - [Linux Kernel Observability through eBPF](https://sematext.com/blog/linux-kernel-observability-ebpf/) - A blog post covering the basics of eBPF as well as code samples in Go on how to build and load a minimal eBPF program into the kernel. - [eBPF - From a Programmer's Perspective](https://www.researchgate.net/publication/349173667_eBPF_-_From_a_Programmer's_Perspective) - A short paper describing the fundamentals of eBPF and how to get started with writing eBPF programs. - [Cloudflare's blog posts on eBPF](https://blog.cloudflare.com/tag/ebpf/) - Different blog posts about networking use cases and low-level aspects of eBPF. - [Linux Extended BPF (eBPF) Tracing Tools](https://www.brendangregg.com/ebpf.html) - An in-depth collection of information around examples of performance analysis tools using eBPF. Contains also a section at the end of the page about other resources. - [Beginner's guide to eBPF](https://github.com/lizrice/ebpf-beginners) - A set of live-coding talks and the accompanying code examples, introducing eBPF programming using a variety of libraries and program types. ### BPF Internals - Daniel Borkmann has made several presentations and papers covering the internals of eBPF, in particular about its use with tc. - [eBPF and XDP walkthrough and recent (2017) updates](https://fosdem.org/2017/schedule/event/ebpf_xdp/) - [Advanced programmability and recent updates with tc's cls_bpf](http://netdevconf.org/1.2/session.html?daniel-borkmann) - Details on eBPF, its use for tunneling and encapsulation, direct packet access, and more. - [cls_bpf/eBPF updates since netdev 1.1](http://netdevconf.org/1.2/slides/oct5/07_tcws_daniel_borkmann_2016_tcws.pdf) - Part of [this tc workshop](http://netdevconf.org/1.2/session.html?jamal-tc-workshop). - [On getting tc classifier fully programmable with cls_bpf](http://www.netdevconf.org/1.1/proceedings/slides/borkmann-tc-classifier-cls-bpf.pdf) - Introduction to eBPF, including several features (map management, tail calls, verifier). The full paper [is also available here](http://www.netdevconf.org/1.1/proceedings/papers/On-getting-tc-classifier-fully-programmable-with-cls-bpf.pdf). - [Linux tc and eBPF](https://archive.fosdem.org/2016/schedule/event/ebpf/attachments/slides/1159/export/events/attachments/ebpf/slides/1159/ebpf.pdf) - [IO Visor blog](https://www.iovisor.org/resources/blog) - [Linux Networking Explained](http://www.slideshare.net/ThomasGraf5/linux-networking-explained) - Linux networking internals, with a part about eBPF. ### Kernel Tracing - [Full-system dynamic tracing on Linux using eBPF and bpftrace](https://www.joyfulbikeshedding.com/blog/2019-01-31-full-system-dynamic-tracing-on-linux-using-ebpf-and-bpftrace.html) - A detailed introduction to tracing with eBPF, from listing the available trace points to running bpftrace programs. - [Meet-cute between eBPF and Kernel Tracing](http://www.slideshare.net/vh21/meet-cutebetweenebpfandtracing) - Kprobes, uprobes, ftrace. - [Linux Kernel Tracing](http://www.slideshare.net/vh21/linux-kernel-tracing) - Systemtap, Kernelshark, trace-cmd, LTTng, perf-tool, ftrace, hist-trigger, perf, function tracer, tracepoint, kprobe/uprobe, and more. - Brendan Gregg's blog, and in particular [Linux BPF Superpowers](http://www.brendangregg.com/blog/2016-03-05/linux-bpf-superpowers.html) article. ### XDP - [The eXpress Data Path](https://blogs.igalia.com/dpino/2019/01/10/the-express-data-path/) - A very accessible introduction to XDP, providing sample code to show how to process packets. - All XDP details in a technical paper: [The eXpress Data Path: Fast Programmable Packet Processing in the Operating System Kernel](https://github.com/tohojo/xdp-paper), by Toke Høiland-Jørgensen, Jesper Dangaard Brouer, Daniel Borkmann, John Fastabend, Tom Herbert, David Ahern and David Miller, all being essential eBPF and XDP contributors. - [Work-in-progress documentation for XDP](https://prototype-kernel.readthedocs.io/en/latest/networking/XDP/index.html) - [BPF and XDP Reference Guide](http://docs.cilium.io/en/latest/bpf/) - Guide from the Cilium project. - [XDP Project overview](https://www.iovisor.org/technology/xdp) - [eXpress Data Path (XDP)](https://github.com/iovisor/bpf-docs/raw/master/Express_Data_Path.pdf) - The first presentation about XDP. - [BoF - What Can BPF Do For You?](https://events.linuxfoundation.org/sites/events/files/slides/iovisor-lc-bof-2016.pdf) - [eXpress Data Path](http://www.slideshare.net/IOVisor/express-data-path-linux-meetup-santa-clara-july-2016) - Contains some benchmark results obtained with the mlx4 driver. - Jesper Dangaard Brouer has several sets of slides describing the internals of XDP: - [XDP − eXpress Data Path, Intro and future use-cases](http://people.netfilter.org/hawk/presentations/xdp2016/xdp_intro_and_use_cases_sep2016.pdf) - Linux Kernel's fight against DPDK. Future plans (as of this writing) for XDP and comparison with DPDK. - [Network Performance Workshop](http://netdevconf.org/1.2/session.html?jesper-performance-workshop) - Additional hints about XDP internals and expected evolution. - [XDP – eXpress Data Path, Used for DDoS protection](http://people.netfilter.org/hawk/presentations/OpenSourceDays2017/XDP_DDoS_protecting_osd2017.pdf) - Details and use cases about XDP, with benchmark results, and code snippets for benchmarking as well as for basic DDoS protection with eBPF/XDP (based on an IP blacklisting scheme). - [Memory vs. Networking, Provoking and fixing memory bottlenecks](http://people.netfilter.org/hawk/presentations/MM-summit2017/MM-summit2017-JesperBrouer.pdf) - Advanced details about current memory issues faced by XDP developers. - [XDP for the Rest of Us](http://netdevconf.org/2.1/session.html?gospodarek) - How to get started with eBPF and XDP for normal humans. Also summarized by Julia Evans on [her blog](http://jvns.ca/blog/2017/04/07/xdp-bpf-tutorial/). - [XDP now with REDIRECT](http://people.netfilter.org/hawk/presentations/LLC2018/XDP_LLC2018_redirect.pdf) - Update on XDP, and in particular on the redirect actions. - [XDP workshop -- Introduction, experience, and future development (Video)](http://netdevconf.org/1.2/session.html?herbert-xdp-workshop) - [High Speed Packet Filtering on Linux](https://cdn.shopify.com/s/files/1/0177/9886/files/phv2017-gbertin.pdf) - About packet filtering on Linux, DDoS protection, packet processing in the kernel, kernel bypass, XDP and eBPF. - [How to drop 10 million packets per second](https://blog.cloudflare.com/how-to-drop-10-million-packets/) - Cloudflare's blog post talking about their move to using XDP for packet filtering. ### AF_XDP - [AF_XDP](https://www.kernel.org/doc/html/latest/networking/af_xdp.html) - Kernel documentation on the AF_XDP address family. - [Fast Packet Processing in Linux with AF_XDP](https://archive.fosdem.org/2018/schedule/event/af_xdp/) ### bpfilter - [Why is the kernel community replacing iptables with BPF?](https://cilium.io/blog/2018/04/17/why-is-the-kernel-community-replacing-iptables/) - A blog post by Cilium on the the motivations behind eBPF and bpfilter, with a couple examples and links to other projects using eBPF and bpfilter. - [bpfilter: Linux firewall with eBPF sauce](https://qmo.fr/docs/talk_20180316_frnog_bpfilter.pdf) - Slides from a talk by Quentin Monnet with a background on eBPF and comparing bpfilter to iptables. ### BTF - [BPF Type Format (BTF)](https://www.kernel.org/doc/html/latest/bpf/btf.html) - Kernel documentation about BTF, explaining how to use it. - [Enhancing the Linux kernel with BTF type information](https://facebookmicrosites.github.io/bpf/blog/2018/11/14/btf-enhancement.html) - A description of the work done with BTF to provide debugging information for BPF programs. ### cBPF - [The BSD Packet Filter: A New Architecture for User-level Packet Capture](http://www.tcpdump.org/papers/bpf-usenix93.pdf) - The original paper about (classic) BPF. - [The FreeBSD manual page about BPF](https://www.freebsd.org/cgi/man.cgi?query=bpf&sektion=4) - [Linux' packet mmap(2), BPF, and Netsniff-NG](http://borkmann.ch/talks/2013_devconf.pdf) - [tc and cls bpf: lightweight packet classifying with BPF](http://borkmann.ch/talks/2014_devconf.pdf) - [Introducing Cloudflare's BPF Tools](https://blog.cloudflare.com/introducing-the-bpf-tools/) - Usage of BPF bytecode with the `xt_bpf` module for iptables. - [Libpcap filters syntax](http://biot.com/capstats/bpf.html) ### Hardware Offload - [eBPF/XDP hardware offload to SmartNICs](http://netdevconf.org/1.2/session.html?jakub-kicinski) - Hardware offload for eBPF with TC or XDP (Linux kernel 4.9+), introduced by Netronome. - [Comprehensive XDP offload---Handling the edge cases](https://www.netdevconf.org/2.2/session.html?viljoen-xdpoffload-talk) - An update on the topic above. - [hBPF - eBPF in hardware](https://github.com/rprinz08/hBPF) - An eBPF CPU written for FPGAs. - [OpenCSD eBPF SSD offloading](https://github.com/Dantali0n/qemu-csd) - Computational Storage simulation (QEMU) platform with FUSE LFS filesystem for Zoned Namespaces NVMe SSDs using uBPF for compute kernel offloading, all in userspace. ## Tutorials - [bcc Reference Guide](https://github.com/iovisor/bcc/blob/master/docs/reference_guide.md) - Many incremental steps to start using bcc and eBPF, mostly centered on tracing and monitoring. - [bcc Python Developer Tutorial](https://github.com/iovisor/bcc/blob/master/docs/tutorial_bcc_python_developer.md) - Comes with bcc, but targets the Python bits across seventeen "lessons". - [Building BPF applications with libbpf-bootstrap](https://nakryiko.com/posts/libbpf-bootstrap/) - Helps generate minimal or advanced templates to bootstrap your own applications (kernel side and user space management for maps and programs) with features like CO-RE, global variables, and ring buffer. - [How I ended up writing opensnoop in pure C using eBPF](https://bolinfest.github.io/opensnoop-native/) - A thorough walk-through of how to write eBPF programs, first using only bpf() syscall, and then libbpf library, with reproducible code examples. - [Linux Tracing Workshops Materials](https://github.com/goldshtn/linux-tracing-workshop) - Involves the use of several BPF tools for tracing. - [Tracing a packet journey using Linux tracepoints, perf and eBPF](https://blog.yadutaf.fr/2017/07/28/tracing-a-packet-journey-using-linux-tracepoints-perf-ebpf/) - Troubleshooting ping requests and replies with perf and bcc programs. - [Open NFP platform](https://open-nfp.org/dataplanes-ebpf/technical-papers/) - Operated by Netronome: some tutorials for network-related eBPF use cases, including an eBPF Offload Starting Guide. - [XDP for the Rest of Us](http://netdevconf.org/2.1/session.html?gospodarek) - First edition of a workshop to get started with XDP. - [XDP for the Rest of Us](https://www.netdevconf.org/2.2/session.html?gospodarek-xdp-workshop) - Second edition, with new contents. - [Load XDP programs using the ip (iproute2) command](https://medium.com/@fntlnz/load-xdp-programs-using-the-ip-iproute2-command-502043898263) - [XDP Hands-On Tutorial](https://github.com/xdp-project/xdp-tutorial) - A progressive (three levels of difficulty) tutorial to learn how to process packets with XDP. - [All your tracing are belong to BPF](https://blog.trailofbits.com/2021/11/09/all-your-tracing-are-belong-to-bpf/) - A step-by-step walkthrough to integrate tracing capabilities in your C++ applications with the LLVM libraries. - [Firewalling with BPF/XDP: Examples and Deep Dive](https://arthurchiao.art/blog/firewalling-with-bpf-xdp/) - A simple guide to build basic firewalls with TC and XDP. - [A Deep Dive into eBPF: Writing an Efficient DNS Monitoring.](https://medium.com/@nurkholish.halim/a-deep-dive-into-ebpf-writing-an-efficient-dns-monitoring-2c9dea92abdf) - A detailed explanation of methods used to capture DNS requests at the socket filter layer. ## Examples - [linux/samples/bpf/](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/samples/bpf) - In the kernel tree: some sample eBPF programs. - [linux/tools/testing/selftests/bpf](https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/tools/testing/selftests/bpf) - In the kernel tree: Linux BPF selftests, with many eBPF programs. - [prototype-kernel/kernel/samples/bpf](https://github.com/netoptimizer/prototype-kernel/tree/master/kernel/samples/bpf) - Jesper Dangaard Brouer's prototype-kernel repository contains some additional examples that can be compiled outside of kernel infrastructure. - [iproute2/examples/bpf/](https://git.kernel.org/pub/scm/network/iproute2/iproute2-next.git/tree/examples/bpf) - Some networking programs to attach to the TC interface. - [Netronome sample network applications](https://github.com/Netronome/bpf-samples/) - Provides basic but complete examples of eBPF applications also compatible with hardware offload. - [bcc/examples](https://github.com/iovisor/bcc/tree/master/examples) - Examples coming along with the bcc tools, mostly about tracing. - [bcc/tools](https://github.com/iovisor/bcc/tree/master/tools) - These tools themselves can be seen as example use cases for BPF programs, mostly for tracing and monitoring. bcc tools have been packaged for some Linux distributions. - [MPLSinIP sample](https://github.com/fzakaria/eBPF-mpls-encap-decap) - A heavily commented sample demonstrating how to encapsulate & decapsulate MPLS within IP. The code is commented for those new to BPF development. - [ebpf-samples](https://github.com/vbpf/ebpf-samples) - A collection of compiled (as ELF object files) samples gathered from several projects, primarily intended to serve as test cases for user space verifiers. - [ebpf-kill-example](https://github.com/niclashedam/ebpf-kill-example) - A fully documented and tested example of an eBPF probe that logs all force-kills and prints them out in user-space. - [redbpf examples](https://github.com/foniod/redbpf/tree/main/examples) - Example programs for using RedBPF to write eBPF programs in Rust. ## eBPF Workflow: Tools and Utilities ### bcc - [bcc](https://github.com/iovisor/bcc/) - Framework and set of tools - One way to handle BPF programs, in particular for tracing and monitoring. Also includes some utilities that may help inspect maps or programs on the system. - [Lua front-end for BCC](https://github.com/iovisor/bcc/tree/master/src/lua) - Another alternative to C, and even to most of the Python code used in bcc. ### iproute2 - [iproute2](https://git.kernel.org/pub/scm/network/iproute2/iproute2.git) - Package containing tools for network management on Linux. In particular, it contains `tc`, used to manage eBPF filters and actions, and `ip`, used to manage XDP programs. Most of the code related to BPF is in lib/bpf.c. - [iproute2-next](https://git.kernel.org/pub/scm/network/iproute2/iproute2-next.git) - The development tree, synchronised with net-next. ### LLVM - [LLVM](https://llvm.org/) - Contains several tools used in eBPF workflows. Snapshots of the latest versions for Ubuntu/Debian can be retrieved from [here](http://apt.llvm.org/). - clang is used to compile C to eBPF object file under the ELF format (clang v3.7.1+). The BPF backend was added with [this commit](https://reviews.llvm.org/D6494). - llvm-objdump is used to dump the content of an object file in human-readable format, possibly with the initial C source code (llvm-objdump v4.0+). - llvm-mc is used to compile from LLVM intermediate representation to eBPF object file, so that one can compile from C to eBPF assembly, tinker with assembly, then compile to ELF file. ### libbpf - [libbpf](https://git.kernel.org/pub/scm/linux/kernel/git/davem/net-next.git/tree/tools/lib/bpf) - A C library used for handling BPF objects (programs and maps), and manipulating ELF object files containing them. It is shipped with the kernel and [mirrored on GitHub](https://github.com/libbpf/libbpf). - [libbpf-bootstrap](https://github.com/libbpf/libbpf-bootstrap) - Scaffolding for BPF application development with libbpf and BPF CO-RE. ### Go libraries - [cilium/ebpf](https://github.com/cilium/ebpf) - Pure-Go library to read, modify and load eBPF programs and attach them to various hooks in the Linux kernel. - [libbpfgo](https://github.com/aquasecurity/libbpfgo) - eBPF library for Go, powered by libbpf. - [gobpf](https://github.com/iovisor/gobpf) - Go bindings for BCC for creating eBPF programs. ### Aya - [aya](https://github.com/aya-rs/aya) - A pure Rust library for writing, loading, and managing eBPF objects, with a focus on developer experience and operability. It supports writing eBPF programs in Rust and distributing library code over crates.io to share it between eBPF programs. Aya does not depend on libbpf. - [aya-template](https://github.com/aya-rs/aya-template) - Templates for writing BPF applications in Aya that can be used with [`cargo generate`](https://github.com/cargo-generate/cargo-generate). ### zbpf - [zbpf](https://github.com/tw4452852/zbpf) - A pure Zig framework for writing cross platform eBPF programs, powered by libbpf and Zig toolchain. ### eunomia-bpf - [eunomia-bpf](https://github.com/eunomia-bpf/eunomia-bpf) - A compilation framework and runtime library to build, distribute, dynamically load, and run CO-RE eBPF applications in multiple languages and WebAssembly. It supports writing eBPF kernel code only (to build simple CO-RE libbpf eBPF applications), writing the kernel part in both BCC and libbpf styles, and writing userspace in multiple languages in a WASM module and distributing it with simple JSON data or WASM OCI images. The runtime is based on libbpf only and provides CO-RE to BCC-style eBPF programs without depending on the LLVM library. ### oxidebpf - [oxidebpf](https://github.com/redcanaryco/oxidebpf) - A pure Rust library for managing eBPF programs, designed for security use cases. The featureset is more limited than other libraries but emphasizes stability across a wide range of kernels and backwards-compatible compile-once-run-most-places. ### bpftool and Other Tools from the Kernel Tree - [bpftool](https://git.kernel.org/pub/scm/linux/kernel/git/bpf/bpf-next.git/tree/tools/bpf/bpftool) - Also some other tools in the kernel tree, under [linux/tools/net/](https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/tools/net?h=v4.14) for versions earlier than 4.15, or [linux/tools/bpf/](https://git.kernel.org/pub/scm/linux/kernel/git/davem/net-next.git/tree/tools/bpf) after that: - [`bpftool`](https://git.kernel.org/pub/scm/linux/kernel/git/bpf/bpf-next.git/tree/tools/bpf/bpftool) - A generic utility that can be used to interact with eBPF programs and maps from userspace, for example to show, dump, load, disassemble, pin programs, or to show, create, pin, update, delete maps, or to attach and detach programs to cgroups. - [`bpf_asm`](https://git.kernel.org/pub/scm/linux/kernel/git/bpf/bpf-next.git/tree/tools/bpf/bpf_asm.c) - A minimal cBPF assembler. - [`bpf_dbg`](https://git.kernel.org/pub/scm/linux/kernel/git/bpf/bpf-next.git/tree/tools/bpf/bpf_dbg.c) - A small debugger for cBPF programs. - [`bpf_jit_disasm`](https://git.kernel.org/pub/scm/linux/kernel/git/bpf/bpf-next.git/tree/tools/bpf/bpf_jit_disasm.c) - A disassembler for both BPF flavors and could be highly useful for JIT debugging. ### User Space eBPF - [uBPF](https://github.com/iovisor/ubpf/) - Written in C. Contains an interpreter, a JIT compiler for x86_64 architecture, an assembler and a disassembler. - [A generic implementation](https://github.com/YutaroHayakawa/generic-ebpf) - With support for FreeBSD kernel, FreeBSD user space, Linux kernel, Linux user space and macOS user space. Used for the [VALE software switch](https://www.unix.com/man-page/freebsd/4/vale/)'s [BPF extension module](https://github.com/YutaroHayakawa/vale-bpf). - [rbpf](https://github.com/qmonnet/rbpf) - Written in Rust. Interpreter for Linux, macOS and Windows, and JIT-compiler for x86_64 under Linux. - [PREVAIL](https://github.com/vbpf/ebpf-verifier) - A user space verifier for eBPF [using an abstract interpretation layer](https://elazarg.github.io/pldi19main-final.pdf), with support for loops. - [oster](https://github.com/grantseltzer/oster) - Written in Go. A tool for tracing execution of Go programs by attaching eBPF to uprobes. - [wachy](https://rubrikinc.github.io/wachy/) - A tracing profiler that aims to make eBPF uprobe-based debugging easier to use. This is done by displaying traces in a UI next to the source code and allowing interactive drilldown analysis. ### eBPF on Other Platforms - [eBPF for Windows](https://github.com/microsoft/ebpf-for-windows) - This project is a work-in-progress that allows using existing eBPF toolchains and APIs familiar in the Linux ecosystem to be used on top of Windows. ### Testing in Virtual Environments - [A Vagrant setup](https://github.com/iovisor/xdp-vagrant) - To easily test XDP. Less useful now that generic XDP (driver-independant, mostly for testing) exists. - [bcc in a Docker container](https://github.com/zlim/bcc-docker) ## Projects Related to eBPF ### Networking - P4 has some interactions with eBPF: - [P4 on the Edge](https://schd.ws/hosted_files/2016p4workshop/1d/Intel%20Fastabend-P4%20on%20the%20Edge.pdf) - P4 with eBPF to create high-performance programmable switches. - [OvS Orbit episode (#11), called P4 on the Edge](https://ovsorbit.org/#e11) - Related to the former item. Audio interview of John Fastabend by Ben Pfaff, one of the core maintainers of Open vSwitch. - [P4, EBPF and Linux TC Offload](https://open-nfp.org/m/documents/Open_NFP_P4_EBPF_Linux_TC_Offload_FINAL_5JHLETS.pdf) - P4 with some elements related to eBPF hardware offload on Netronome's NFP (Network Flow Processor) architecture. - [Old documentation for P4 usage with eBPF](https://github.com/iovisor/bcc/tree/master/src/cc/frontends/p4) - From bcc repository; deprecated by the P4_16 backend linked below. - [P4_16 backend for eBPF](https://github.com/p4lang/p4c/blob/master/backends/ebpf/README.md) - [Cilium](https://cilium.io/) project ([GitHub repository](https://github.com/cilium/cilium)) is a technology relying on BPF and XDP to provide "fast in-kernel networking and security policy enforcement for containers based on eBPF programs generated on the fly". Many presentations available (with overlap): - [Cilium: Networking & Security for Containers with BPF & XDP](http://www.slideshare.net/ThomasGraf5/clium-container-networking-with-bpf-xdp) - Also featuring a load balancer use case - [Cilium: Networking & Security for Containers with BPF & XDP](http://www.slideshare.net/Docker/cilium-bpf-xdp-for-containers-66969823) - [video](https://www.youtube.com/watch?v=TnJF7ht3ZYc&list=PLkA60AVN3hh8oPas3cq2VA9xB7WazcIgs) - [Cilium: Fast IPv6 container Networking with BPF and XDP](http://www.slideshare.net/ThomasGraf5/cilium-fast-ipv6-container-networking-with-bpf-and-xdp) - [Cilium: BPF & XDP for containers](https://fosdem.org/2017/schedule/event/cilium/) - [OvS Orbit episode (#4)](https://ovsorbit.benpfaff.org/) - Interview of Thomas Graf by Ben Pfaff. - [A generic introduction to Cilium](https://opensource.googleblog.com/2016/11/cilium-networking-and-security.html) - [A podcast interviewing Thomas Graf](http://blog.ipspace.net/2016/10/fast-linux-packet-forwarding-with.html) - Ivan Pepelnjak interviewing Thomas, October 2016, on eBPF, P4, XDP and Cilium. - Open vSwitch (OvS), and its related project Open Virtual Network (OVN, an open source network virtualization solution) are considering using eBPF at various level: - [Offloading OVS Flow Processing using eBPF](http://openvswitch.org/support/ovscon2016/7/1120-tu.pdf) - [Coupling the Flexibility of OVN with the Efficiency of IOVisor](http://openvswitch.org/support/ovscon2016/7/1245-bertrone.pdf) - [Katran](https://code.fb.com/open-source/open-sourcing-katran-a-scalable-network-load-balancer/) - A layer 4 load-balancer based on XDP, open-sourced by Facebook. - [XDP in practice: integrating XDP in our DDoS mitigation pipeline](http://netdevconf.org/2.1/session.html?bertin) - Protection against DDoS with XDP at Cloudflare. - [Droplet: DDoS countermeasures powered by BPF + XDP](http://netdevconf.org/2.1/session.html?zhou) - Protection against DDoS with XDP at Facebook. - [DPDK has a poll-mode driver (PMD) based on AF_XDP](https://dpdkuserspace2018.sched.com/event/G45Z/dpdk-pmd-for-afxdp) - [CETH for XDP](http://www.slideshare.net/IOVisor/ceth-for-xdp-linux-meetup-santa-clara-july-2016) - Common Ethernet Driver Framework for faster network I/O, a technology initiated by Mellanox. - Suricata, an open source intrusion detection system, [relies on eBPF components](https://www.stamus-networks.com/2016/09/28/suricata-bypass-feature/) for its "capture bypass" features: - ["eBPF and XDP" section of Suricata documentation](http://suricata.readthedocs.io/en/latest/capture-hardware/ebpf-xdp.html?highlight=XDP#ebpf-and-xdp) - [SEPTun-Mark-II](https://github.com/pevma/SEPTun-Mark-II) - Extreme Performance Tuning guide - Mark II. - [A blog post introducing the feature](https://www.stamus-networks.com/2016/09/28/suricata-bypass-feature/) - [The adventures of a Suricate in eBPF land](http://netdevconf.org/1.2/slides/oct6/10_suricata_ebpf.pdf) - [eBPF and XDP seen from the eyes of a meerkat](https://www.slideshare.net/ennael/kernel-recipes-2017-ebpf-and-xdp-eric-leblond) - [Project Calico](https://projectcalico.docs.tigera.io/about/about-calico) - Calico is an open source networking and network security solution for containers, virtual machines, and native host-based workloads. Calico's eBPF data plane delivers a low latency, high throughput data plane with a rich network security policy model. - [Enabling eBPF data plane with Calico](https://projectcalico.docs.tigera.io/maintenance/ebpf/enabling-bpf) - [merbridge](https://github.com/merbridge/merbridge/) - Use eBPF to speed up your Service Mesh. Merbridge replaces iptables rules with eBPF to intercept traffic. It also combines msg_redirect to reduce latency with a shortened datapath between sidecars and services. ### Observability - [InKeV: In-Kernel Distributed Network Virtualization for DCN](https://github.com/iovisor/bpf-docs/blob/master/university/sigcomm-ccr-InKev-2016.pdf) - [DEEP-mon](https://www.slideshare.net/necstlab/deepmon-dynamic-and-energy-efficient-power-monitoring-for-containerbased-infrastructures) - Helps with measuring power consumption for servers and uses eBPF programs for in-kernel aggregation of data. - [pixie](https://github.com/pixie-io/pixie) - Observability for Kubernetes using eBPF. Features include protocol tracing, application profiling, and support for distributed bpftrace deployments. - [SkyWalking Rover](https://github.com/apache/skywalking-rover) - [Apache SkyWalking](https://skywalking.apache.org/) is an open-source Application Performance Monitoring (APM) platform specially designed for distributed systems with microservices, cloud-native and container-based (Kubernetes) architectures. SkyWalking Rover is an eBPF-based profiler and metrics collector for C, C++, Golang, and Rust applications. - [parca-agent](https://github.com/parca-dev/parca-agent) - eBPF based always-on continuous profiler for analysis of CPU and memory usage, down to the line number and throughout time. - [rbperf](https://github.com/javierhonduco/rbperf) - Sampling profiler and tracer for Ruby. - [Hubble](https://github.com/cilium/hubble) - Network, service and security observability for Kubernetes using eBPF. - [Caretta](https://github.com/groundcover-com/caretta) - Instant Kubernetes service dependency map generated by eBPF, right to a Grafana instance. ### Security - [Falco](https://falco.org/) - A cloud-native runtime security project used as a Kubernetes threat detection engine. - [Sysmon for Linux](https://github.com/Sysinternals/SysmonForLinux) - A security monitoring tool. It depends on [SysinternalsEBPF](https://github.com/Sysinternals/SysinternalsEBPF). - [Red Canary Linux Agent](https://redcanary.com/blog/ebpf-for-security) - Red Canary has started to incorporate eBPF to their Linux security sensor. - [Tracee](https://github.com/aquasecurity/tracee) - A runtime security and forensics tool for Linux which uses eBPF technology to trace the system and applications at runtime, and analyze collected events to detect suspicious behavioral patterns. - [redcanary-ebpf-sensor](https://github.com/redcanaryco/redcanary-ebpf-sensor) - A set of BPF programs that gather security relevant event data from the Linux kernel. The BPF programs are combined into a single ELF file from which individual probes can be selectively loaded, depending on the running operating system and kernel version. - [bpflock - Lock Linux machines](https://github.com/linux-lock/bpflock) - An eBPF driven security tool for locking and auditing Linux machines. - [Tetragon](https://github.com/cilium/tetragon) - Kubernetes-aware, eBPF-based security observability and runtime enforcement. ### Tools - [ply](https://wkz.github.io/ply/) - A small but flexible open source dynamic tracer for Linux, with features similar to the bcc tools, but with a simpler language inspired by awk and DTrace. - [bpftrace](https://bpftrace.org/) - A tool for tracing with its own high-level tracing language. It is flexible enough to be envisioned as a Linux replacement for DTrace and SystemTap. - [bpftrace Cheat Sheet](https://www.brendangregg.com/BPF/bpftrace-cheat-sheet.html) - Summary and cheat sheet for programming in bpftrace. Contains information about syntax, probe types, variables and functions. - [kubectl trace](https://github.com/iovisor/kubectl-trace) - A kubectl plug-in for executing bpftrace programs in a Kubernetes cluster. - [inspektor-gadget](https://github.com/inspektor-gadget/inspektor-gadget) - A collection of eBPF-based tools to debug and inspect Kubernetes resources and applications. - [bpfd](https://github.com/genuinetools/bpfd) - Framework for running BPF programs with rules on Linux as a daemon. Container aware. - [BPFd](https://github.com/joelagnel/bpfd) - A distinct BPF daemon, trying to leverage the flexibility of the bcc tools to trace and debug remote targets, and in particular devices running with Android. - [adeb](https://github.com/joelagnel/adeb) - A Linux shell environment for using tracing tools on Android with BPFd. - [greggd](https://github.com/olcf/greggd) - System daemon to compile and load eBPF programs into the kernel, and forward program output to socket for metric aggregation. - [FUSE](https://events.linuxfoundation.org/wp-content/uploads/2017/11/When-eBPF-Meets-FUSE-Improving-Performance-of-User-File-Systems-Ashish-Bijlani-Georgia-Tech.pdf) - Considers using eBPF. - [upf-bpf](https://github.com/navarrothiago/upf-bpf) - An in-kernel solution based on XDP for 5G UPF. - [redbpf](https://github.com/foniod/redbpf) - Tooling and framework to write eBPF code in Rust efficiently. - [ebpf-explorer](https://github.com/ebpfdev/explorer) - A web interface to explore system's maps and programs. - [ebpfmon](https://github.com/redcanaryco/ebpfmon) - A TUI (terminal user interface) application for real time monitoring of eBPF programs. # eBPF in Security - [Embrace The Red: Offensive BPF!](https://embracethered.com/blog/tags/ebpf) - A series of posts around the introduction into BPF with a focus to an offensive setting, and also how its misuse can be detected. Posts include discussions on the rootkit capabilities of eBPF, or on which tracing type is needed for different use cases. - [eBPF: Block Linux Fileless Payload "Malware" Execution with BPF LSM](https://djalal.opendz.org/post/ebpf-block-linux-fileless-payload-execution-with-bpf-lsm/) - Blog post about how BPF can help detection and blocking fileless malware. - [Blackhat 2021: With Friends Like eBPF, Who Needs Enemies?](https://www.blackhat.com/us-21/briefings/schedule/#with-friends-like-ebpf-who-needs-enemies-23619) - Talk about an eBPF rootkit and how the capabilities of eBPF could be abused. The rootkit was also the object of a talk at Defcon, [eBPF, I thought we were friends !](https://defcon.org/html/defcon-29/dc-29-speakers.html#fournier). - [ebpfkit](https://github.com/Gui774ume/ebpfkit) - A rootkit that leverages multiple eBPF features to implement offensive security techniques. - [ebpfkit-monitor](https://github.com/Gui774ume/ebpfkit-monitor) - An utility to statically analyze eBPF bytecode or monitor suspicious eBPF activity at runtime. It was specifically designed to detect ebpfkit. - [Bad BPF](https://github.com/pathtofile/bad-bpf) - A collection of malicious eBPF programs that make use of eBPF's ability to read and write user data in between the usermode program and the kernel. - [TripleCross](https://github.com/h3xduck/TripleCross) - A Linux eBPF rootkit with a backdoor, C2, library injection, execution hijacking, persistence and stealth capabilities. ## The Code - [linux/include/linux/bpf.h](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/include/linux/bpf.h) - with [linux/include/uapi/bpf.h](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/include/uapi/linux/bpf.h): definitions related to eBPF, to be used respectively in the kernel and to interface with userspace programs. - [linux/include/linux/filter.h](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/include/linux/filter.h) - with [linux/include/uapi/filter.h](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/include/uapi/linux/filter.h): information used to run the BPF programs themselves. - [linux/kernel/bpf/](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/kernel/bpf) - This directory contains most of BPF-related code. In particular, those files are worth of interest: - [`syscall.c`](https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/kernel/bpf/syscall.c) - Different operations permitted by the system call, such as program loading or map management. - [`core.c`](https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/kernel/bpf/core.c) - BPF interpreter. - [`verifier.c`](https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/kernel/bpf/verifier.c) - BPF verifier. - [linux/net/core/filter.c](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/net/core/filter.c) - Functions and eBPF helpers related to networking (TC, XDP etc.); also contains the code to migrate cBPF bytecode to eBPF (all cBPF programs are translated to eBPF in recent kernels). - [linux/kernel/trace/bpf_trace.c](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/kernel/trace/bpf_trace.c) - Functions and eBPF helpers related to tracing and monitoring (kprobes, tracepoints, etc.). - The JIT compilers are under the directory of their respective architectures, such as file [linux/arch/x86/net/bpf_jit_comp.c](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/arch/x86/net/bpf_jit_comp.c) for x86\. Exception is made for JIT compilers used for hardware offload, sitting in their drivers, such as [linux/drivers/net/ethernet/netronome/nfp/bpf/jit.c](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/drivers/net/ethernet/netronome/nfp/bpf/jit.c) for Netronome NFP. - [linux/net/sched/](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/net/sched) - and in particular in files `act_bpf.c` (action) and `cls_bpf.c` (filter): code related to BPF actions and filters with TC. - [linux/kernel/seccomp.c](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/kernel/seccomp.c) - [linux/net/core/dev.c](https://git.kernel.org/cgit/linux/kernel/git/torvalds/linux.git/tree/net/core/dev.c) - contains the function `dev_change_xdp_fd()` that is called through a Netlink command to hook a XDP program to a device, after is has been loaded into the kernel from user space. This function in turns uses a callback from the relevant driver. ## Development and Community - [The bpf-next tree](https://git.kernel.org/pub/scm/linux/kernel/git/bpf/bpf-next.git/) - BPF patches land in this tree. It is regularly merged into [net-next](https://git.kernel.org/pub/scm/linux/kernel/git/davem/net-next.git), which is itself merged for each release to Linus' tree. - [Kernel documentation](https://git.kernel.org/pub/scm/linux/kernel/git/davem/net-next.git/tree/Documentation/bpf/bpf_devel_QA.rst) - About contributions to BPF. - [The netdev mailing list](http://lists.openwall.net/netdev/) - Mailing list for Linux kernel networking stack development. All patches are sent there for review and inclusion. - [XDP-newbies](http://vger.kernel.org/vger-lists.html#xdp-newbies) - A mailing list specially dedicated to XDP programming (both for architecture or for asking for help). - [IO Visor mailing list](http://lists.iovisor.org/pipermail/iovisor-dev/) - BPF is at the heart of the project, and is regularly discussed on the mailing list. - [@IOVisor Twitter account](https://twitter.com/IOVisor) - [The XDP Collaboration Project](https://github.com/xdp-project/xdp-project) - A GitHub repository with notes and ideas regarding the future evolutions of XDP. ## Other Lists of Resources on eBPF - [IO Visor's bcc documentation](https://github.com/iovisor/bcc/tree/master/docs) - [IO Visor's bpf-docs repository](https://github.com/iovisor/bpf-docs/) - [Dive into BPF: A List of Reading Material](https://qmonnet.github.io/whirl-offload/2016/09/01/dive-into-bpf/) ## Acknowledgement Thank you to Quentin Monnet and Daniel Borkmann for their original work on [Dive into BPF: A List of Reading Material](https://qmonnet.github.io/whirl-offload/2016/09/01/dive-into-bpf/) which became the basis for this list. ## Contributing Contributions welcome! Read the [contribution guidelines](contributing.md) first. ## License [](http://creativecommons.org/publicdomain/zero/1.0) To the extent possible under law, zoidbergwill has waived all copyright and related or neighboring rights to this work.

<!--lint disable awesome-heading--> <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 <!-- START doctoc generated TOC please keep comment here to allow auto update --> <!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE --> <!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE --> - [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) <!-- END doctoc generated TOC please keep comment here to allow auto update --> ## 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 ties 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. ### 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. - [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. ### 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. ### 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. - [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 Platform changelog](https://www.digitalocean.com/docs/platform/release-notes/) - [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)

# Awesome Windows Domain Hardening [](https://github.com/PaulSec/Windows-domain-hardening) A curated list of awesome Security Hardening techniques for Windows. Created by [gepeto42](https://twitter.com/gepeto42) and [PaulWebSec](https://twitter.com/PaulWebSec) but highly inspired from [PyroTek3](https://twitter.com/PyroTek3) research! ### Summary This document summarizes the information related to Pyrotek and Harmj0y's DerbyCon talk called "111 Attacking EvilCorp Anatomy of a Corporate Hack". Video and slides are available below. It also incorporates hardening techniques necessary to prevent other attacks, including techniques discussed by [gepeto42](https://twitter.com/gepeto42) and [joeynoname](https://twitter.com/joeynoname) during their [THOTCON 0x7 talk](https://evil.plumbing/). Something's missing? Create a Pull Request and add it. ### Initial foothold - No hardening effort should come at the expense of upgrading operating systems. - Deploy [EMET](https://support.microsoft.com/en-us/help/2458544/the-enhanced-mitigation-experience-toolkit) to Workstations (End of line in July 2018 - Consider keeping EMET for Windows 7 but prioritize upgrades to Windows 10 and Edge). - Use [AppLocker](https://technet.microsoft.com/en-us/library/dd759117(v=ws.11).aspx) to block exec content from running in user locations (home dir, profile path, temp, etc). - Hardening against DMA Attacks? [Here you go](http://docshare02.docshare.tips/files/17344/173447840.pdf) and an interesting article from [Synacktiv about DMA attacks](https://www.synacktiv.com/posts/pentest/practical-dma-attack-on-windows-10.html) - Manage PowerShell execution via Applocker or constrained language mode. - Enable [PowerShell logging](https://www.fireeye.com/blog/threat-research/2016/02/greater_visibilityt.html) (v3+) & command process logging. - [Block Office macros](https://blogs.technet.microsoft.com/mmpc/2016/03/22/new-feature-in-office-2016-can-block-macros-and-help-prevent-infection/) (Windows & Mac) on content downloaded from the Internet. - Deploy security tooling that monitors for suspicious behavior. Consider using [WEF](https://blogs.technet.microsoft.com/jepayne/2015/11/23/monitoring-what-matters-windows-event-forwarding-for-everyone-even-if-you-already-have-a-siem/) to forward only interesting events to your SIEM or logging system. - Limit capability by blocking/restricting attachments via email/download: - Executables extensions: - (ade, adp, ani, bas, bat, chm, cmd, com, cpl, crt, hlp, ht, hta, inf, ins, isp, job, js, jse, lnk, mda, mdb, mde, mdz, msc, msi, msp, mst, pcd, pif, reg, scr, sct, shs, url, vb, vbe, vbs, wsc, wsf, wsh, exe, pif, etc.) - Office files that support macros (docm, xlsm, pptm, etc.) - Ensure [these file types](https://support.office.com/en-us/article/blocked-attachments-in-outlook-434752e1-02d3-4e90-9124-8b81e49a8519) are blocked. - Block forgotten/unused [Excel file extensions](https://www.vmray.com/cyber-security-blog/forgotten-ms-office-features-used-deliver-malware/): IQY, SLK - Change default program for anything that opens with Windows scripting to notepad (test first!) - bat, js, jse, vbe, vbs, wsf, wsh, hta, vbs, etc. - GPO: User Configuration -> Preferences -> Control Panel Settings -> Folder Options -> Open With - Action: Replace - File Extension: (extension) - Associated Program: %windir%\system32\notepad.exe - Set as default: Enabled. - [Preventing activation of OLE packages](https://cloudblogs.microsoft.com/microsoftsecure/2016/06/14/wheres-the-macro-malware-author-are-now-using-ole-embedding-to-deliver-malicious-files/?source=mmpc) in Office with the PackagerPrompt registry setting ### Reconnaissance - Deploy Windows 10 and limit local group enumeration. - Limit workstation to workstation communication. - Increase security on sensitive [GPO](https://msdn.microsoft.com/en-us/library/bb742376.aspx)s. - Evaluate deployment of behavior analytics [(Microsoft ATA)](https://www.microsoft.com/en-us/cloud-platform/advanced-threat-analytics). BloodHound "prevention": - Use [NetCease](https://gallery.technet.microsoft.com/Net-Cease-Blocking-Net-1e8dcb5b) to prevent unprivileged session enumeration. - Use [Samri10](https://gallery.technet.microsoft.com/SAMRi10-Hardening-Remote-48d94b5b) to prevent unprivileged local admin collection (this fix already exists in Windows 10 1607 and above). ### Lateral Movement - Configure GPO to prevent local accounts from network authentication [(KB2871997)](https://support.microsoft.com/en-us/help/2871997/microsoft-security-advisory-update-to-improve-credentials-protection-and-management-may-13,-2014). In addition to this KB, [Countercept article](https://www.countercept.com/our-thinking/notpetya-ransomware-frequently-asked-questions/) is recommending two other changes in the registry: 1. Set ```HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Control\Lsa\TokenLeakDetectDelaySecs``` = 30. This will clear credentials of logged off users after 30 seconds (mimicking the behavior of Windows 8.1+) 2. Set ```HKEY_LOCAL_MACHINE\System\CurrentControlSet\Control\SecurityProviders\WDigest\UseLogonCredential``` = 0. This will prevent Wdigest credentials being stored in memory, again as is the default for Windows 8.1+. - Ensure local administrator account passwords are automatically changed [(Microsoft LAPS)](https://www.microsoft.com/en-us/download/details.aspx?id=46899) & remove extra local admin accounts. - Limit workstation to workstation communication [(Windows Firewall)](https://technet.microsoft.com/en-us/network/bb545423.aspx). - Test psexec with good credentials between two workstations. If it works, you have a lateral movement problem. ### Privilege Escalation - Remove files with passwords in SYSVOL [(including GPP)](https://adsecurity.org/?p=2288). - Ensure admins don’t log onto untrusted systems (regular workstations) by configuring **DENY** user right assignments with GPOs. - Provide Privileged Access Workstations or [PAWs](https://technet.microsoft.com/en-us/windows-server-docs/security/securing-privileged-access/privileged-access-workstations) for all highly privileged work. Those should never have access to the Internet. - Use Managed Service Accounts for SAs when possible [(FGPP)](https://technet.microsoft.com/en-us/library/cc770842%28v=ws.10%29.aspx) - For systems that do not support Managed Service Accounts, deploy a [Fine-Grained Password Policy](https://technet.microsoft.com/en-us/library/cc770842(v=ws.10).aspx) to ensure the passwords are >32 characters. - Ensure all computers are talking NTLMv2 & Kerberos, deny [LM/NTLMv1](https://support.microsoft.com/en-us/help/2793313/security-guidance-for-ntlmv1-and-lm-network-authentication). ### Protect Administration Credentials - Ensure all admins only log onto approved admin workstations & servers. (See PAW in Privilege Escalation section) - Ensure all built-in groups but Administrator are denied from logging on to Domain Controllers user User Right Assignments. By default, Backup operators, Account operators can login to Domain Controllers, which is dangerous. - Add all admin accounts to [Protected Users group](https://technet.microsoft.com/en-us/library/dn466518%28v=ws.11%29.aspx) (requires Windows 2012 R2 DCs). - Admin workstations & servers: - Control & limit access to admin workstations & servers. - Remove NetBIOS over TCP/IP - Disable [LLMNR](https://en.wikipedia.org/wiki/Link-Local_Multicast_Name_Resolution). - Disable [WPAD](https://en.wikipedia.org/wiki/Web_Proxy_Auto-Discovery_Protocol). ### Strengthen/Remove Legacy - **Start now by using [PingCastle](https://www.pingcastle.com/) which performs incredible AD audit** - Audit/Restrict NTLM. - Enforce [LDAP signing](https://technet.microsoft.com/en-us/library/dd941832%28v=ws.10%29.aspx). - Enable [SMB signing](https://blogs.technet.microsoft.com/josebda/2010/12/01/the-basics-of-smb-signing-covering-both-smb1-and-smb2/) (& encryption where poss.). - Disable WPAD & LLMNR & work to disable NetBIOS. - Windows 10, remove: - SMB 1.0/CIFS - Windows PowerShell 2.0 - Use [shims](https://technet.microsoft.com/en-ca/library/dd837644(v=ws.10).aspx) to enable old applications that require admin privileges to work by believing they have them. ### Tools - [PingCastle](https://www.pingcastle.com/) - an Active Directory audit tool (and free!) with pretty good metrics. - [Responder](https://github.com/lgandx/Responder) - A LLMNR, NBT-NS and MDNS poisoner - [BloodHound](https://github.com/BloodHoundAD/BloodHound) - Six Degrees of Domain Admin - [AD Control Path](https://github.com/ANSSI-FR/AD-control-paths) - Active Directory Control Paths auditing and graphing tools - [PowerSploit](https://github.com/PowerShellMafia/PowerSploit/) - A PowerShell Post-Exploitation Framework - [PowerView](https://github.com/PowerShellMafia/PowerSploit/tree/master/Recon) - Situational Awareness PowerShell framework - [Empire](https://github.com/EmpireProject/Empire) - PowerShell and Python post-exploitation agent - [Mimikatz](https://github.com/gentilkiwi/mimikatz) - Utility to extract plaintexts passwords, hash, PIN code and kerberos tickets from memory but also perform pass-the-hash, pass-the-ticket or build Golden tickets - [Tools Cheatsheets](https://github.com/HarmJ0y/CheatSheets) - (Beacon, PowerView, PowerUp, Empire, ...) - [UACME](https://github.com/hfiref0x/UACME) - Defeating Windows User Account Control - [Windows System Internals](https://technet.microsoft.com/en-us/sysinternals/bb545021.aspx) - (Including Sysmon etc.) - [Hardentools](https://github.com/securitywithoutborders/hardentools) - Collection of simple utilities designed to disable a number of "features" exposed by Windows - [CrackMapExec](https://github.com/byt3bl33d3r/CrackMapExec) - A swiss army knife for pentesting Windows/Active Directory environments - [SharpSploit](https://github.com/cobbr/SharpSploit) - [Rubeus](https://github.com/GhostPack/Rubeus/) - Rubeus is a C# toolset for raw Kerberos interaction and abuses - [Koadic](https://github.com/zerosum0x0/koadic) - Koadic, or COM Command & Control, is a Windows post-exploitation rootkit - [SILENTTRINITY](https://github.com/byt3bl33d3r/SILENTTRINITY) - A post-exploitation agent powered by Python, IronPython, C#/.NET ### Videos - [Beyond the Mcse: Active Directory for the Security Professional](https://www.youtube.com/watch?v=2w1cesS7pGY) - [BSides DC 2016 - PowerShell Security: Defending the Enterprise from the Latest Attack Platform](https://www.youtube.com/watch?v=_8yBjg7bRLo&feature=youtu.be&t=106) - [Six Degrees of Domain Admin... - Andy Robbins, Will Schroeder, Rohan Vazarkar](https://www.youtube.com/watch?v=lxd2rerVsLo) - [111 Attacking EvilCorp Anatomy of a Corporate Hack](https://www.youtube.com/watch?v=nJSMJyRNvlM&feature=youtu.be&t=16) - [Red vs Blue: Modern Active Directory Attacks & Defense](https://www.youtube.com/watch?v=rknpKIxT7NM) - [Offensive Active Directory with Powershell](https://www.youtube.com/watch?v=cXWtu-qalSs) - [Advanced Incident Detection and Threat Hunting using Sysmon and Splunk](https://www.youtube.com/watch?v=vv_VXntQTpE) - [Real Solutions From Real Incidents: Save Money and Your Job!](https://www.youtube.com/watch?v=313J20uPbcw) - [AppLocker Bypass Techniques](https://www.youtube.com/watch?v=z04NXAkhI4k) ### Slides - [From Workstation To Domain Admin - Why Secure Administration Isn't Secure](https://adsecurity.org/wp-content/uploads/2018/08/us-18-Metcalf-From-Workstation-To-Domain-Admin-Why-Secure-Administration-Isnt-Secure-Final.pdf) - [Exploiting AD Administrator Insecurities](https://adsecurity.org/wp-content/uploads/2018/08/2018-DEFCON-ExploitingADAdministratorInsecurities-Metcalf.pdf) - [How to go from Responding to Hunting with Sysinternals Sysmon](https://onedrive.live.com/view.aspx?resid=D026B4699190F1E6!2843&ithint=file%2cpptx&app=PowerPoint&authkey=!AMvCRTKB_V1J5ow) - [111 Attacking EvilCorp Anatomy of a Corporate Hack](https://adsecurity.org/wp-content/uploads/2016/09/DerbyCon6-2016-AttackingEvilCorp-Anatomy-of-a-Corporate-Hack-Presented.pdf) - [Real Solutions From Real Incidents: Save Money and Your Job!](https://evil.plumbing/Current-version-June.pdf) ### Additional resources - [ADSecurity](https://adsecurity.org/) - [Harmj0y's blog](http://blog.harmj0y.net/) - [Sysmon SecuriTay's configuration file](https://github.com/SwiftOnSecurity/sysmon-config) - template with default high-quality event tracing - [Explaining and adapting Tay’s Sysmon configuration](https://web.archive.org/web/20170531120041/https://medium.com/@lennartkoopmann/explaining-and-adapting-tays-sysmon-configuration-27d9719a89a8) and [here](https://github.com/SwiftOnSecurity/sysmon-config/blob/master/sysmonconfig-export.xml) - [Use of PSExec](https://www.toshellandback.com/2017/02/11/psexec/) - [Preventing Mimikatz attacks](https://medium.com/blue-team/preventing-mimikatz-attacks-ed283e7ebdd5) - [Useful list of Windows Security Log Events](https://www.ultimatewindowssecurity.com/securitylog/encyclopedia/default.aspx) - [Introducing SharpSploit: A C# Post-Exploitation Library](https://posts.specterops.io/introducing-sharpsploit-a-c-post-exploitation-library-5c7be5f16c51) - [From Kekeo to Rubeus](http://www.harmj0y.net/blog/redteaming/from-kekeo-to-rubeus/) - [Windows oneliners to download remote payload and execute arbitrary code](https://movaxbx.ru/2018/10/22/windows-oneliners-to-download-remote-payload-and-execute-arbitrary-code/amp/) - [Configuration guidance for implementing the Windows 10 and Windows Server 2016 DoD Secure Host Baseline settings.](https://github.com/nsacyber/Windows-Secure-Host-Baseline)

# Top deep learning Github repositories Here's a list of top 200 deep learning Github repositories sorted by the number of stars. The query that has been used with Github search API is: - `deep-learning OR CNN OR RNN OR "convolutional neural network" OR "recurrent neural network"` Trending deep learning Github repositories can be found [here](https://github.com/mbadry1/Trending-Deep-Learning). Date: 02-02-2020 compared to 09-01-2019 Note: This will be updated regularly. | | Pos | Name | Description | Language | Stars | Forks | |--------------------|-----|---------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------|--------|-------| | :heavy_minus_sign: | 1 | [tensorflow](https://github.com/tensorflow/tensorflow) | An Open Source Machine Learning Framework for Everyone | C++ | 140574 | 79704 | | :heavy_minus_sign: | 2 | [keras](https://github.com/keras-team/keras) | Deep Learning for humans | Python | 46627 | 17671 | | :heavy_minus_sign: | 3 | [opencv](https://github.com/opencv/opencv) | Open Source Computer Vision Library | C++ | 41817 | 32255 | | :arrow_up:1 | 4 | [DeepLearning-500-questions](https://github.com/scutan90/DeepLearning-500-questions) | 深度学习500问，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，以帮助自己及有需要的读者。 全书分为18个章节，50余万字。由于水平有限，书中不妥之处恳请广大读者批评指正。 未完待续............ 如有意合作，联系scutjy2015@163.com 版权所有，违权必究 Tan 2018.06 | None | 36349 | 11201 | | :arrow_down:1 | 5 | [TensorFlow-Examples](https://github.com/aymericdamien/TensorFlow-Examples) | TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2) | Jupyter Notebook | 36173 | 13657 | | :heavy_minus_sign: | 6 | [pytorch](https://github.com/pytorch/pytorch) | Tensors and Dynamic neural networks in Python with strong GPU acceleration | C++ | 35719 | 8990 | | :heavy_minus_sign: | 7 | [caffe](https://github.com/BVLC/caffe) | Caffe: a fast open framework for deep learning. | C++ | 29775 | 18028 | | :arrow_up:4 | 8 | [faceswap](https://github.com/deepfakes/faceswap) | Deepfakes Software For All | Python | 28863 | 9258 | | :new: | 9 | [100-Days-Of-ML-Code](https://github.com/Avik-Jain/100-Days-Of-ML-Code) | 100 Days of ML Coding | Python | 27766 | 6943 | | :arrow_down:1 | 10 | [deeplearningbook-chinese](https://github.com/exacity/deeplearningbook-chinese) | Deep Learning Book Chinese Translation | TeX | 27753 | 8098 | | :arrow_down:1 | 11 | [Deep-Learning-Papers-Reading-Roadmap](https://github.com/floodsung/Deep-Learning-Papers-Reading-Roadmap) | Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech! | Python | 25457 | 5818 | | :new: | 12 | [practicalAI](https://github.com/practicalAI/practicalAI) | 📚 A practical approach to machine learning. | Jupyter Notebook | 23437 | 4171 | | :arrow_down:2 | 13 | [machine-learning-for-software-engineers](https://github.com/ZuzooVn/machine-learning-for-software-engineers) | A complete daily plan for studying to become a machine learning engineer. | None | 23326 | 5466 | | :arrow_up:2 | 14 | [AiLearning](https://github.com/apachecn/AiLearning) | AiLearning: 机器学习 - MachineLearning - ML、深度学习 - DeepLearning - DL、自然语言处理 NLP | Python | 22923 | 7996 | | :arrow_down:2 | 15 | [Detectron](https://github.com/facebookresearch/Detectron) | FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet. | Python | 22754 | 5016 | | :arrow_down:1 | 16 | [awesome-deep-learning-papers](https://github.com/terryum/awesome-deep-learning-papers) | The most cited deep learning papers | TeX | 20574 | 3987 | | :arrow_up:1 | 17 | [handson-ml](https://github.com/ageron/handson-ml) | A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow. | Jupyter Notebook | 18622 | 10022 | | :arrow_down:1 | 18 | [incubator-mxnet](https://github.com/apache/incubator-mxnet) | Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more | Python | 18344 | 6528 | | :arrow_up:1 | 19 | [data-science-ipython-notebooks](https://github.com/donnemartin/data-science-ipython-notebooks) | Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines. | Python | 17947 | 5528 | | :arrow_up:1 | 20 | [fastai](https://github.com/fastai/fastai) | The fastai deep learning library, plus lessons and tutorials | Jupyter Notebook | 17001 | 6029 | | :arrow_down:2 | 21 | [CNTK](https://github.com/microsoft/CNTK) | Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit | C++ | 16658 | 4420 | | :heavy_minus_sign: | 22 | [darknet](https://github.com/pjreddie/darknet) | Convolutional Neural Networks | C | 16203 | 10402 | | :arrow_up:15 | 23 | [d2l-zh](https://github.com/d2l-ai/d2l-zh) | 《动手学深度学习》：面向中文读者、能运行、可讨论。英文版即伯克利“深度学习导论”教材。 | Python | 15910 | 4061 | | :arrow_up:1 | 24 | [openpose](https://github.com/CMU-Perceptual-Computing-Lab/openpose) | OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation | C++ | 15825 | 4682 | | :arrow_down:2 | 25 | [spaCy](https://github.com/explosion/spaCy) | 💫 Industrial-strength Natural Language Processing (NLP) with Python and Cython | Python | 15643 | 2755 | | :heavy_minus_sign: | 26 | [Mask_RCNN](https://github.com/matterport/Mask_RCNN) | Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow | Python | 15583 | 7251 | | :arrow_up:4 | 27 | [ML-From-Scratch](https://github.com/eriklindernoren/ML-From-Scratch) | Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning. | Python | 15327 | 2935 | | :arrow_up:2 | 28 | [pytorch-tutorial](https://github.com/yunjey/pytorch-tutorial) | PyTorch Tutorial for Deep Learning Researchers | Python | 15314 | 4813 | | :arrow_up:62 | 29 | [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 | Python | 15014 | 2651 | | :arrow_down:2 | 30 | [100-Days-Of-ML-Code](https://github.com/MLEveryday/100-Days-Of-ML-Code) | 100-Days-Of-ML-Code中文版 | Jupyter Notebook | 14977 | 4170 | | :arrow_down:4 | 31 | [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning) | A curated list of awesome Deep Learning tutorials, projects and communities. | None | 14565 | 4592 | | :arrow_down:8 | 32 | [lectures](https://github.com/oxford-cs-deepnlp-2017/lectures) | Oxford Deep NLP 2017 course | None | 14411 | 3477 | | :arrow_down:4 | 33 | [TensorFlow-Course](https://github.com/machinelearningmindset/TensorFlow-Course) | Simple and ready-to-use tutorials for TensorFlow | Python | 13938 | 2782 | | :arrow_down:2 | 34 | [Qix](https://github.com/ty4z2008/Qix) | Machine Learning、Deep Learning、PostgreSQL、Distributed System、Node.Js、Golang | None | 13091 | 4701 | | :arrow_down:2 | 35 | [cheatsheets-ai](https://github.com/kailashahirwar/cheatsheets-ai) | Essential Cheat Sheets for deep learning and machine learning researchers https://medium.com/@kailashahirwar/essential-cheat-sheets-for-machine-learning-and-deep-learning-researchers-efb6a8ebd2e5 | None | 13068 | 3175 | | :arrow_down:2 | 36 | [openface](https://github.com/cmusatyalab/openface) | Face recognition with deep neural networks. | Lua | 13043 | 3260 | | :arrow_up:2 | 37 | [DeepSpeech](https://github.com/mozilla/DeepSpeech) | A TensorFlow implementation of Baidu's DeepSpeech architecture | C++ | 12951 | 2417 | | :arrow_down:2 | 38 | [tfjs](https://github.com/tensorflow/tfjs) | A WebGL accelerated JavaScript library for training and deploying ML models. | TypeScript | 12566 | 1040 | | :arrow_down:4 | 39 | [Screenshot-to-code](https://github.com/emilwallner/Screenshot-to-code) | A neural network that transforms a design mock-up into a static website. | HTML | 12397 | 1226 | | :arrow_up:49 | 40 | [DeepFaceLab](https://github.com/iperov/DeepFaceLab) | DeepFaceLab is the leading software for creating deep fakes. | Python | 12237 | 2802 | | :arrow_up:13 | 41 | [deeplearning-models](https://github.com/rasbt/deeplearning-models) | A collection of various deep learning architectures, models, and tips | Jupyter Notebook | 11483 | 2678 | | :arrow_down:5 | 42 | [deeplearning4j](https://github.com/eclipse/deeplearning4j) | Eclipse Deeplearning4j, ND4J, DataVec and more - deep learning & linear algebra for Java/Scala with GPUs + Spark | Java | 11454 | 4803 | | :arrow_down:2 | 43 | [awesome-datascience](https://github.com/academic/awesome-datascience) | :memo: An awesome Data Science repository to learn and apply for real world problems. | None | 10992 | 3237 | | :arrow_up:6 | 44 | [pytorch-CycleGAN-and-pix2pix](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix) | Image-to-Image Translation in PyTorch | Python | 10911 | 3141 | | :arrow_down:5 | 45 | [pix2code](https://github.com/tonybeltramelli/pix2code) | pix2code: Generating Code from a Graphical User Interface Screenshot | Python | 10709 | 1160 | | :arrow_down:4 | 46 | [neural-networks-and-deep-learning](https://github.com/mnielsen/neural-networks-and-deep-learning) | Code samples for my book "Neural Networks and Deep Learning" | Python | 10687 | 5046 | | :arrow_down:3 | 47 | [Paddle](https://github.com/PaddlePaddle/Paddle) | PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署） | C++ | 10676 | 2823 | | :arrow_up:4 | 48 | [nndl.github.io](https://github.com/nndl/nndl.github.io) | 《神经网络与深度学习》 邱锡鹏著 Neural Network and Deep Learning | HTML | 10517 | 2356 | | :arrow_up:14 | 49 | [ray](https://github.com/ray-project/ray) | A fast and simple framework for building and running distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library. | Python | 10248 | 1484 | | :arrow_up:32 | 50 | [pytorch-handbook](https://github.com/zergtant/pytorch-handbook) | pytorch handbook是一本开源的书籍，目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门，其中包含的Pytorch教程全部通过测试保证可以成功运行 | Jupyter Notebook | 10163 | 3056 | | :arrow_down:8 | 51 | [FastPhotoStyle](https://github.com/NVIDIA/FastPhotoStyle) | Style transfer, deep learning, feature transform | Python | 10052 | 1041 | | :arrow_up:3 | 52 | [facenet](https://github.com/davidsandberg/facenet) | Face recognition using Tensorflow | Python | 9965 | 4055 | | :arrow_down:7 | 53 | [char-rnn](https://github.com/karpathy/char-rnn) | Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch | Lua | 9953 | 2370 | | :arrow_down:5 | 54 | [Machine-Learning-Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials) | machine learning and deep learning tutorials, articles and other resources | None | 9920 | 3029 | | :arrow_down:10 | 55 | [convnetjs](https://github.com/karpathy/convnetjs) | Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser. | JavaScript | 9888 | 1976 | | :arrow_down:3 | 56 | [stanford-cs-229-machine-learning](https://github.com/afshinea/stanford-cs-229-machine-learning) | VIP cheatsheets for Stanford's CS 229 Machine Learning | None | 9888 | 2402 | | :arrow_down:9 | 57 | [neural-enhance](https://github.com/alexjc/neural-enhance) | Super Resolution for images using deep learning. | Python | 9868 | 1118 | | :new: | 58 | [nsfw_data_scraper](https://github.com/alex000kim/nsfw_data_scraper) | Collection of scripts to aggregate image data for the purposes of training an NSFW Image Classifier | Shell | 9853 | 2605 | | :arrow_down:1 | 59 | [awesome-nlp](https://github.com/keon/awesome-nlp) | :book: A curated list of resources dedicated to Natural Language Processing (NLP) | None | 9846 | 1822 | | :arrow_down:13 | 60 | [dive-into-machine-learning](https://github.com/hangtwenty/dive-into-machine-learning) | Dive into Machine Learning with Python Jupyter notebook and scikit-learn! | None | 9786 | 1817 | | :new: | 61 | [spleeter](https://github.com/deezer/spleeter) | Deezer source separation library including pretrained models. | Python | 9752 | 853 | | :arrow_up:6 | 62 | [labelImg](https://github.com/tzutalin/labelImg) | 🖍️ LabelImg is a graphical image annotation tool and label object bounding boxes in images | Python | 9635 | 3282 | | :arrow_down:3 | 63 | [tensor2tensor](https://github.com/tensorflow/tensor2tensor) | Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research. | Python | 9522 | 2456 | | :arrow_down:8 | 64 | [CycleGAN](https://github.com/junyanz/CycleGAN) | Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more. | Lua | 9419 | 1575 | | :arrow_down:6 | 65 | [stanford-tensorflow-tutorials](https://github.com/chiphuyen/stanford-tensorflow-tutorials) | This repository contains code examples for the Stanford's course: TensorFlow for Deep Learning Research. | Python | 9377 | 4273 | | :arrow_down:15 | 66 | [tflearn](https://github.com/tflearn/tflearn) | Deep learning library featuring a higher-level API for TensorFlow. | Python | 9363 | 2396 | | :arrow_up:2 | 67 | [deep-learning-with-python-notebooks](https://github.com/fchollet/deep-learning-with-python-notebooks) | Jupyter notebooks for the code samples of the book "Deep Learning with Python" | Jupyter Notebook | 9349 | 4607 | | :arrow_down:11 | 68 | [turicreate](https://github.com/apple/turicreate) | Turi Create simplifies the development of custom machine learning models. | C++ | 9331 | 949 | | :arrow_up:7 | 69 | [learnopencv](https://github.com/spmallick/learnopencv) | Learn OpenCV : C++ and Python Examples | Jupyter Notebook | 9264 | 6080 | | :arrow_up:1 | 70 | [DeOldify](https://github.com/jantic/DeOldify) | A Deep Learning based project for colorizing and restoring old images (and video!) | Jupyter Notebook | 8949 | 988 | | :arrow_up:2 | 71 | [Awesome-pytorch-list](https://github.com/bharathgs/Awesome-pytorch-list) | A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc. | None | 8917 | 1954 | | :arrow_down:6 | 72 | [DeepCreamPy](https://github.com/deeppomf/DeepCreamPy) | Decensoring Hentai with Deep Neural Networks | Python | 8874 | 961 | | :arrow_down:11 | 73 | [awesome-deep-vision](https://github.com/kjw0612/awesome-deep-vision) | A curated list of deep learning resources for computer vision | None | 8842 | 2586 | | :arrow_down:7 | 74 | [fast-style-transfer](https://github.com/lengstrom/fast-style-transfer) | TensorFlow CNN for fast style transfer ⚡🖥🎨🖼 | Python | 8667 | 2160 | | :arrow_down:10 | 75 | [EffectiveTensorflow](https://github.com/vahidk/EffectiveTensorflow) | TensorFlow 1.x and 2.x tutorials and best practices. | None | 8566 | 964 | | :arrow_down:15 | 76 | [tfjs-core](https://github.com/tensorflow/tfjs-core) | WebGL-accelerated ML // linear algebra // automatic differentiation for JavaScript. | TypeScript | 8561 | 988 | | :arrow_down:5 | 77 | [dlib](https://github.com/davisking/dlib) | A toolkit for making real world machine learning and data analysis applications in C++ | C++ | 8546 | 2547 | | :heavy_minus_sign: | 78 | [horovod](https://github.com/horovod/horovod) | Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. | Python | 8517 | 1330 | | :arrow_down:15 | 79 | [caffe2](https://github.com/facebookarchive/caffe2) | Caffe2 is a lightweight, modular, and scalable deep learning framework. | Shell | 8482 | 2096 | | :arrow_down:1 | 80 | [conv_arithmetic](https://github.com/vdumoulin/conv_arithmetic) | A technical report on convolution arithmetic in the context of deep learning | TeX | 8169 | 1591 | | :arrow_down:11 | 81 | [sonnet](https://github.com/deepmind/sonnet) | TensorFlow-based neural network library | Python | 8138 | 1182 | | :arrow_down:2 | 82 | [ncnn](https://github.com/Tencent/ncnn) | ncnn is a high-performance neural network inference framework optimized for the mobile platform | C++ | 8071 | 2128 | | :arrow_up:1 | 83 | [imgaug](https://github.com/aleju/imgaug) | Image augmentation for machine learning experiments. | Python | 8013 | 1603 | | :arrow_down:9 | 84 | [TensorFlow-Tutorials](https://github.com/Hvass-Labs/TensorFlow-Tutorials) | TensorFlow Tutorials with YouTube Videos | Jupyter Notebook | 8007 | 3922 | | :arrow_down:8 | 85 | [libfacedetection](https://github.com/ShiqiYu/libfacedetection) | An open source library for face detection in images. The face detection speed can reach 1500FPS. | C++ | 7971 | 2267 | | :arrow_down:5 | 86 | [allennlp](https://github.com/allenai/allennlp) | An open-source NLP research library, built on PyTorch. | Python | 7949 | 1707 | | :arrow_down:13 | 87 | [MLAlgorithms](https://github.com/rushter/MLAlgorithms) | Minimal and clean examples of machine learning algorithms implementations | Python | 7907 | 1424 | | :arrow_up:5 | 88 | [netron](https://github.com/lutzroeder/netron) | Visualizer for neural network, deep learning and machine learning models | JavaScript | 7882 | 959 | | :arrow_up:1 | 89 | [shap](https://github.com/slundberg/shap) | A game theoretic approach to explain the output of any machine learning model. | Jupyter Notebook | 7792 | 1091 | | :arrow_down:5 | 90 | [onnx](https://github.com/onnx/onnx) | Open Neural Network Exchange | PureBasic | 7792 | 1281 | | :arrow_down:4 | 91 | [ml-agents](https://github.com/Unity-Technologies/ml-agents) | Unity Machine Learning Agents Toolkit | Python | 7685 | 2052 | | :arrow_down:6 | 92 | [mit-deep-learning-book-pdf](https://github.com/janishar/mit-deep-learning-book-pdf) | MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville | Java | 7534 | 1845 | | :arrow_down:10 | 93 | [pix2pix](https://github.com/phillipi/pix2pix) | Image-to-image translation with conditional adversarial nets | Lua | 7423 | 1289 | | :heavy_minus_sign: | 94 | [deep-learning-drizzle](https://github.com/kmario23/deep-learning-drizzle) | Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!! | None | 7284 | 1694 | | :arrow_down:7 | 95 | [fashion-mnist](https://github.com/zalandoresearch/fashion-mnist) | A MNIST-like fashion product database. Benchmark :point_right: | Python | 7160 | 1564 | | :arrow_up:1 | 96 | [deep_learning_object_detection](https://github.com/hoya012/deep_learning_object_detection) | A paper list of object detection using deep learning. | None | 7139 | 2009 | | :new: | 97 | [Dive-into-DL-PyTorch](https://github.com/ShusenTang/Dive-into-DL-PyTorch) | 本项目将《动手学深度学习》(Dive into Deep Learning)原书中的MXNet实现改为PyTorch实现。 | Jupyter Notebook | 7092 | 2054 | | :arrow_up:2 | 98 | [mit-deep-learning](https://github.com/lexfridman/mit-deep-learning) | Tutorials, assignments, and competitions for MIT Deep Learning related courses. | Jupyter Notebook | 6899 | 1543 | | :arrow_up:25 | 99 | [recommenders](https://github.com/microsoft/recommenders) | Best Practices on Recommendation Systems | Jupyter Notebook | 6899 | 977 | | :new: | 100 | [Deep-Learning-with-TensorFlow-book](https://github.com/dragen1860/Deep-Learning-with-TensorFlow-book) | 深度学习入门开源书，基于TensorFlow 2.0案例实战。Open source Deep Learning book, based on TensorFlow 2.0 framework. | Python | 6771 | 1848 | | :arrow_up:1 | 101 | [pytorch-book](https://github.com/chenyuntc/pytorch-book) | PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation (《深度学习框架PyTorch：入门与实战》) | Jupyter Notebook | 6685 | 2453 | | :arrow_up:7 | 102 | [bert-as-service](https://github.com/hanxiao/bert-as-service) | Mapping a variable-length sentence to a fixed-length vector using BERT model | Python | 6681 | 1357 | | :new: | 103 | [streamlit](https://github.com/streamlit/streamlit) | Streamlit — The fastest way to build custom ML tools | Python | 6650 | 575 | | :arrow_down:9 | 104 | [autokeras](https://github.com/keras-team/autokeras) | An AutoML system based on Keras | Python | 6561 | 1058 | | :arrow_down:13 | 105 | [py-faster-rcnn](https://github.com/rbgirshick/py-faster-rcnn) | Faster R-CNN (Python implementation) -- see https://github.com/ShaoqingRen/faster_rcnn for the official MATLAB version | Python | 6551 | 3875 | | :arrow_up:13 | 106 | [pytorch_geometric](https://github.com/rusty1s/pytorch_geometric) | Geometric Deep Learning Extension Library for PyTorch | Python | 6473 | 1036 | | :arrow_down:3 | 107 | [Keras-GAN](https://github.com/eriklindernoren/Keras-GAN) | Keras implementations of Generative Adversarial Networks. | Python | 6450 | 2323 | | :arrow_down:9 | 108 | [ludwig](https://github.com/uber/ludwig) | Ludwig is a toolbox built on top of TensorFlow that allows to train and test deep learning models without the need to write code. | Python | 6350 | 724 | | :arrow_down:13 | 109 | [lab](https://github.com/deepmind/lab) | A customisable 3D platform for agent-based AI research | C | 6052 | 1222 | | :arrow_down:7 | 110 | [deep-learning-models](https://github.com/fchollet/deep-learning-models) | Keras code and weights files for popular deep learning models. | Python | 5959 | 1986 | | :new: | 111 | [handson-ml2](https://github.com/ageron/handson-ml2) | A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2. | Jupyter Notebook | 5921 | 2144 | | :arrow_down:6 | 112 | [tensorlayer](https://github.com/tensorlayer/tensorlayer) | Deep Learning and Reinforcement Learning Library for Scientists 🔥 | Python | 5876 | 1344 | | :arrow_down:15 | 113 | [BossSensor](https://github.com/Hironsan/BossSensor) | Hide screen when boss is approaching. | Python | 5830 | 1091 | | :arrow_down:4 | 114 | [text_classification](https://github.com/brightmart/text_classification) | all kinds of text classification models and more with deep learning | Python | 5794 | 2200 | | :new: | 115 | [machine-learning-yearning-cn](https://github.com/deeplearning-ai/machine-learning-yearning-cn) | Machine Learning Yearning 中文版 - 《机器学习训练秘籍》 - Andrew Ng 著 | CSS | 5770 | 1232 | | :arrow_down:15 | 116 | [Swift-AI](https://github.com/Swift-AI/Swift-AI) | The Swift machine learning library. | Swift | 5666 | 549 | | :arrow_up:8 | 117 | [python-machine-learning-book-2nd-edition](https://github.com/rasbt/python-machine-learning-book-2nd-edition) | The "Python Machine Learning (2nd edition)" book code repository and info resource | Jupyter Notebook | 5569 | 2288 | | :arrow_down:13 | 118 | [awesome-rnn](https://github.com/kjw0612/awesome-rnn) | Recurrent Neural Network - A curated list of resources dedicated to RNN | None | 5559 | 1403 | | :arrow_down:11 | 119 | [DeepLearningFlappyBird](https://github.com/yenchenlin/DeepLearningFlappyBird) | Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning). | Python | 5507 | 1808 | | :arrow_down:13 | 120 | [SerpentAI](https://github.com/SerpentAI/SerpentAI) | Game Agent Framework. Helping you create AIs / Bots to play any game you own! | Jupyter Notebook | 5451 | 607 | | :arrow_down:10 | 121 | [tensorflow_cookbook](https://github.com/nfmcclure/tensorflow_cookbook) | Code for Tensorflow Machine Learning Cookbook | Jupyter Notebook | 5438 | 2331 | | :arrow_down:4 | 122 | [AdversarialNetsPapers](https://github.com/zhangqianhui/AdversarialNetsPapers) | The classical paper list with code about generative adversarial nets | None | 5356 | 1824 | | :arrow_down:8 | 123 | [darkflow](https://github.com/thtrieu/darkflow) | Translate darknet to tensorflow. Load trained weights, retrain/fine-tune using tensorflow, export constant graph def to mobile devices | Python | 5328 | 1909 | | :arrow_down:12 | 124 | [deepo](https://github.com/ufoym/deepo) | Set up deep learning environment in a single command line. | Python | 5308 | 654 | | :arrow_up:58 | 125 | [nni](https://github.com/microsoft/nni) | An open source AutoML toolkit for neural architecture search, model compression and hyper-parameter tuning. | Python | 5281 | 676 | | :arrow_down:10 | 126 | [chainer](https://github.com/chainer/chainer) | A flexible framework of neural networks for deep learning | Python | 5274 | 1369 | | :arrow_down:6 | 127 | [awesome-artificial-intelligence](https://github.com/owainlewis/awesome-artificial-intelligence) | A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers | None | 5239 | 1117 | | :arrow_down:5 | 128 | [tensorpack](https://github.com/tensorpack/tensorpack) | A Neural Net Training Interface on TensorFlow, with focus on speed + flexibility | Python | 5213 | 1593 | | :arrow_down:12 | 129 | [deep-residual-networks](https://github.com/KaimingHe/deep-residual-networks) | Deep Residual Learning for Image Recognition | None | 5193 | 2041 | | :arrow_up:12 | 130 | [nlp-tutorial](https://github.com/graykode/nlp-tutorial) | Natural Language Processing Tutorial for Deep Learning Researchers | Jupyter Notebook | 5176 | 1387 | | :arrow_down:11 | 131 | [cnn-text-classification-tf](https://github.com/dennybritz/cnn-text-classification-tf) | Convolutional Neural Network for Text Classification in Tensorflow | Python | 5107 | 2620 | | :arrow_down:19 | 132 | [neuraltalk](https://github.com/karpathy/neuraltalk) | NeuralTalk is a Python+numpy project for learning Multimodal Recurrent Neural Networks that describe images with sentences. | Python | 5086 | 1333 | | :arrow_down:19 | 133 | [srez](https://github.com/david-gpu/srez) | Image super-resolution through deep learning | Python | 5079 | 655 | | :arrow_down:5 | 134 | [xlnet](https://github.com/zihangdai/xlnet) | XLNet: Generalized Autoregressive Pretraining for Language Understanding | Python | 5046 | 976 | | :arrow_down:13 | 135 | [tiny-dnn](https://github.com/tiny-dnn/tiny-dnn) | header only, dependency-free deep learning framework in C++14 | C++ | 4992 | 1284 | | :new: | 136 | [incubator-tvm](https://github.com/apache/incubator-tvm) | Open deep learning compiler stack for cpu, gpu and specialized accelerators | Python | 4966 | 1324 | | :arrow_up:16 | 137 | [awesome-object-detection](https://github.com/amusi/awesome-object-detection) | Awesome Object Detection based on handong1587 github: https://handong1587.github.io/deep_learning/2015/10/09/object-detection.html | None | 4914 | 1474 | | :arrow_up:16 | 138 | [PySyft](https://github.com/OpenMined/PySyft) | A library for encrypted, privacy preserving machine learning | Python | 4819 | 1073 | | :arrow_up:11 | 139 | [wav2letter](https://github.com/facebookresearch/wav2letter) | Facebook AI Research's Automatic Speech Recognition Toolkit | C++ | 4806 | 767 | | :arrow_down:4 | 140 | [deep-learning-coursera](https://github.com/Kulbear/deep-learning-coursera) | Deep Learning Specialization by Andrew Ng on Coursera. | Jupyter Notebook | 4773 | 3710 | | :arrow_down:14 | 141 | [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） | C++ | 4770 | 993 | | :arrow_down:14 | 142 | [TopDeepLearning](https://github.com/aymericdamien/TopDeepLearning) | A list of popular github projects related to deep learning | Python | 4764 | 970 | | :arrow_up:2 | 143 | [faster-rcnn.pytorch](https://github.com/jwyang/faster-rcnn.pytorch) | A faster pytorch implementation of faster r-cnn | Python | 4764 | 1616 | | :arrow_down:14 | 144 | [face_classification](https://github.com/oarriaga/face_classification) | Real-time face detection and emotion/gender classification using fer2013/imdb datasets with a keras CNN model and openCV. | Python | 4703 | 1388 | | :arrow_down:19 | 145 | [keras-js](https://github.com/transcranial/keras-js) | Run Keras models in the browser, with GPU support using WebGL | JavaScript | 4685 | 507 | | :arrow_up:2 | 146 | [photoprism](https://github.com/photoprism/photoprism) | Personal Photo Management powered by Go and Google TensorFlow | Go | 4623 | 258 | | :arrow_down:13 | 147 | [h2o-3](https://github.com/h2oai/h2o-3) | Open Source Fast Scalable Machine Learning Platform For Smarter Applications: Deep Learning, Gradient Boosting & XGBoost, Random Forest, Generalized Linear Modeling (Logistic Regression, Elastic Net), K-Means, PCA, Stacked Ensembles, Automatic Machine Learning (AutoML), etc. | Java | 4580 | 1672 | | :arrow_down:17 | 148 | [TensorFlow-World](https://github.com/astorfi/TensorFlow-World) | :earth_americas: Simple and ready-to-use tutorials for TensorFlow | Python | 4468 | 426 | | :heavy_minus_sign: | 149 | [the-incredible-pytorch](https://github.com/ritchieng/the-incredible-pytorch) | The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch. | None | 4463 | 883 | | :new: | 150 | [mediapipe](https://github.com/google/mediapipe) | MediaPipe is a cross-platform framework for building multimodal applied machine learning pipelines | C++ | 4458 | 785 | | :arrow_down:12 | 151 | [keras-rl](https://github.com/keras-rl/keras-rl) | Deep Reinforcement Learning for Keras. | Python | 4445 | 1146 | | :arrow_down:19 | 152 | [edward](https://github.com/blei-lab/edward) | A probabilistic programming language in TensorFlow. 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Convert models between Caffe, Keras, MXNet, Tensorflow, CNTK, PyTorch Onnx and CoreML. | Python | 4421 | 839 | | :arrow_down:22 | 154 | [amazon-dsstne](https://github.com/amzn/amazon-dsstne) | Deep Scalable Sparse Tensor Network Engine (DSSTNE) is an Amazon developed library for building Deep Learning (DL) machine learning (ML) models | C++ | 4408 | 762 | | :new: | 155 | [TensorFlow-2.x-Tutorials](https://github.com/dragen1860/TensorFlow-2.x-Tutorials) | TensorFlow 2.x version's Tutorials and Examples, including CNN, RNN, GAN, Auto-Encoders, FasterRCNN, GPT, BERT examples, etc. TF 2.0版入门实例代码，实战教程。 | Jupyter Notebook | 4348 | 1415 | | :new: | 156 | [albumentations](https://github.com/albumentations-team/albumentations) | fast image augmentation library and easy to use wrapper around other libraries | Python | 4336 | 576 | | :arrow_up:9 | 157 | [Grokking-Deep-Learning](https://github.com/iamtrask/Grokking-Deep-Learning) | this repository accompanies the book "Grokking Deep Learning" | Jupyter Notebook | 4313 | 926 | | :arrow_down:21 | 158 | [machine-learning-mindmap](https://github.com/dformoso/machine-learning-mindmap) | A mindmap summarising Machine Learning concepts, from Data Analysis to Deep Learning. | None | 4309 | 762 | | :arrow_down:8 | 159 | [pix2pixHD](https://github.com/NVIDIA/pix2pixHD) | Synthesizing and manipulating 2048x1024 images with conditional GANs | Python | 4299 | 867 | | :arrow_down:25 | 160 | [neurojs](https://github.com/janhuenermann/neurojs) | A JavaScript deep learning and reinforcement learning library. | JavaScript | 4291 | 365 | | :arrow_up:34 | 161 | [pandas-profiling](https://github.com/pandas-profiling/pandas-profiling) | Create HTML profiling reports from pandas DataFrame objects | Python | 4290 | 588 | | :arrow_up:5 | 162 | [PyTorch-Tutorial](https://github.com/MorvanZhou/PyTorch-Tutorial) | Build your neural network easy and fast | Jupyter Notebook | 4286 | 1984 | | :arrow_down:3 | 163 | [machine_learning_examples](https://github.com/lazyprogrammer/machine_learning_examples) | A collection of machine learning examples and tutorials. | Python | 4232 | 4100 | | :arrow_down:20 | 164 | [Realtime_Multi-Person_Pose_Estimation](https://github.com/ZheC/Realtime_Multi-Person_Pose_Estimation) | Code repo for realtime multi-person pose estimation in CVPR'17 (Oral) | Jupyter Notebook | 4190 | 1252 | | :arrow_down:25 | 165 | [deeplearning-papernotes](https://github.com/dennybritz/deeplearning-papernotes) | Summaries and notes on Deep Learning research papers | None | 4162 | 891 | | :arrow_down:23 | 166 | [sketch-code](https://github.com/ashnkumar/sketch-code) | Keras model to generate HTML code from hand-drawn website mockups. 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See the wiki for more info. | Python | 3882 | 2137 | | :arrow_down:21 | 185 | [DenseNet](https://github.com/liuzhuang13/DenseNet) | Densely Connected Convolutional Networks, In CVPR 2017 (Best Paper Award). | Lua | 3833 | 923 | | :arrow_down:30 | 186 | [neon](https://github.com/NervanaSystems/neon) | Intel® Nervana™ reference deep learning framework committed to best performance on all hardware | Python | 3821 | 847 | | :arrow_down:7 | 187 | [OpenNMT-py](https://github.com/OpenNMT/OpenNMT-py) | Open Source Neural Machine Translation in PyTorch | Python | 3802 | 1453 | | :arrow_down:25 | 188 | [DeepLearningZeroToAll](https://github.com/hunkim/DeepLearningZeroToAll) | TensorFlow Basic Tutorial Labs | Jupyter Notebook | 3798 | 2394 | | :new: | 189 | [d2l-en](https://github.com/d2l-ai/d2l-en) | Dive into Deep Learning: an interactive deep learning book with code, math, and discussions, based on the NumPy interface. | Python | 3790 | 976 | | :arrow_down:17 | 190 | [Augmentor](https://github.com/mdbloice/Augmentor) | Image augmentation library in Python for machine learning. | Jupyter Notebook | 3767 | 714 | | :arrow_down:21 | 191 | [Deep-Learning-21-Examples](https://github.com/hzy46/Deep-Learning-21-Examples) | 《21个项目玩转深度学习———基于TensorFlow的实践详解》配套代码 | Python | 3750 | 1637 | | :arrow_down:20 | 192 | [mace](https://github.com/XiaoMi/mace) | MACE is a deep learning inference framework optimized for mobile heterogeneous computing platforms. | C++ | 3735 | 662 | | :arrow_down:17 | 193 | [Practical_RL](https://github.com/yandexdataschool/Practical_RL) | A course in reinforcement learning in the wild | Jupyter Notebook | 3716 | 1082 | | :arrow_down:29 | 194 | [dl-docker](https://github.com/floydhub/dl-docker) | An all-in-one Docker image for deep learning. Contains all the popular DL frameworks (TensorFlow, Theano, Torch, Caffe, etc.) | Python | 3706 | 823 | | :arrow_down:27 | 195 | [deep-learning-roadmap](https://github.com/machinelearningmindset/deep-learning-roadmap) | :satellite: All You Need to Know About Deep Learning - A kick-starter | Python | 3680 | 565 | | :arrow_down:21 | 196 | [SSD-Tensorflow](https://github.com/balancap/SSD-Tensorflow) | Single Shot MultiBox Detector in TensorFlow | Jupyter Notebook | 3651 | 1779 | | :arrow_down:28 | 197 | [MachineLearning](https://github.com/wepe/MachineLearning) | Basic Machine Learning and Deep Learning | Python | 3648 | 2722 | | :new: | 198 | [machine-learning-notes](https://github.com/roboticcam/machine-learning-notes) | My continuously updated Machine Learning, Probabilistic Models and Deep Learning notes and demos (1500+ slides) 我不间断更新的机器学习，概率模型和深度学习的讲义(1500+页)和视频链接 | Jupyter Notebook | 3612 | 1007 | | :new: | 199 | [ML-NLP](https://github.com/NLP-LOVE/ML-NLP) | 此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现，也是作为一个算法工程师必会的理论基础知识。 | Jupyter Notebook | 3603 | 1073 | | :arrow_down:9 | 200 | [attention-is-all-you-need-pytorch](https://github.com/jadore801120/attention-is-all-you-need-pytorch) | A PyTorch implementation of the Transformer model in "Attention is All You Need". | Python | 3603 | 953 |

# GitHub Trending 项目来自 [bonfy/github-trending](https://github.com/aneasystone/github-trending)。 - [Java](#Java) - [Python](#python) - [Go](#Go) - [other](#Unknown) ## All language * 【2023-08-17】[a16z-infra / ai-town](https://github.com/a16z-infra/ai-town) - A MIT-licensed, deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize. * 【2023-08-17】[varunshenoy / opendream](https://github.com/varunshenoy/opendream) - An extensible, easy-to-use, and portable diffusion web UI👨‍🎨 * 【2023-08-17】[normal-computing / outlines](https://github.com/normal-computing/outlines) - Generative Model Programming * 【2023-08-17】[DroidKaigi / conference-app-2023](https://github.com/DroidKaigi/conference-app-2023) - * 【2023-08-17】[dnakov / little-rat](https://github.com/dnakov/little-rat) - 🐀 Small chrome extension to monitor other extensions' network calls * 【2023-08-17】[Dicklesworthstone / llama_embeddings_fastapi_service](https://github.com/Dicklesworthstone/llama_embeddings_fastapi_service) - * 【2023-08-17】[EranBoudjnah / CleanArchitectureForAndroid](https://github.com/EranBoudjnah/CleanArchitectureForAndroid) - Clean Architecture for Android - a sample project * 【2023-08-17】[zouzhibin / vue-admin-perfect](https://github.com/zouzhibin/vue-admin-perfect) - 系统基于vite+vue3+pinia+element-plus+ts后台管理系统、一款开箱即用的 Vue 中后台管理系统框架， 兼容PC、移动端。vue-admin, vue-element-admin, vue后台, 后台系统, 后台框架, 管理后台, 管理系统 * 【2023-08-16】[llSourcell / DoctorGPT](https://github.com/llSourcell/DoctorGPT) - DoctorGPT is an LLM that can pass the US Medical Licensing Exam. 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Maintained by @workos. * 【2023-08-11】[charlesbel / Microsoft-Rewards-Farmer](https://github.com/charlesbel/Microsoft-Rewards-Farmer) - A simple bot that uses selenium to farm Microsoft Rewards written in Python * 【2023-08-09】[huggingface / candle](https://github.com/huggingface/candle) - Minimalist ML framework for Rust * 【2023-08-09】[vercel / commerce](https://github.com/vercel/commerce) - Next.js Commerce * 【2023-08-09】[wangdoc / typescript-tutorial](https://github.com/wangdoc/typescript-tutorial) - TypeScript 教程 * 【2023-08-09】[benjamincrozat / benjamincrozat.com](https://github.com/benjamincrozat/benjamincrozat.com) - Source code for Benjamin Crozat's blog built using the TALL stack and getting more than 20K monthly visitors. * 【2023-08-09】[shadcn-ui / ui](https://github.com/shadcn-ui/ui) - Beautifully designed components built with Radix UI and Tailwind CSS. * 【2023-08-09】[xverse-ai / XVERSE-13B](https://github.com/xverse-ai/XVERSE-13B) - XVERSE-13B: A multilingual large language model developed by XVERSE Technology Inc. * 【2023-08-09】[idoavrah / terraform-tui](https://github.com/idoavrah/terraform-tui) - Terraform textual UI * 【2023-08-08】[supabase / postgres_lsp](https://github.com/supabase/postgres_lsp) - A Language Server for Postgres * 【2023-08-08】[jamesmurdza / awesome-ai-devtools](https://github.com/jamesmurdza/awesome-ai-devtools) - Curated list of AI-powered developer tools. * 【2023-08-08】[AutomaApp / automa](https://github.com/AutomaApp/automa) - A browser extension for automating your browser by connecting blocks * 【2023-08-07】[vim / vim](https://github.com/vim/vim) - The official Vim repository * 【2023-08-07】[burn-rs / burn](https://github.com/burn-rs/burn) - Burn - A Flexible and Comprehensive Deep Learning Framework in Rust * 【2023-08-06】[ReVanced / revanced-manager](https://github.com/ReVanced/revanced-manager) - 💊Application to use ReVanced on Android * 【2023-08-06】[adrianhajdin / threads](https://github.com/adrianhajdin/threads) - Develop Threads, Next.js 13 app that skyrocketed to 100 million sign-ups in less than 5 days, and dethroned giants like Twitter, ChatGPT, and TikTok to become the fastest-growing app ever! * 【2023-08-06】[musabgultekin / functionary](https://github.com/musabgultekin/functionary) - Chat language model that can interpret and execute functions/plugins * 【2023-08-05】[QwenLM / Qwen-7B](https://github.com/QwenLM/Qwen-7B) - The official repo of Qwen-7B (通义千问-7B) chat & pretrained large language model proposed by Alibaba Cloud. * 【2023-08-05】[kuafuai / DevOpsGPT](https://github.com/kuafuai/DevOpsGPT) - Multi agent system for AI-driven software development. convert natural language requirements into working software. * 【2023-08-05】[liyupi / sql-mother](https://github.com/liyupi/sql-mother) - 免费的闯关式 SQL 自学教程网站，从 0 到 1 带大家掌握常用 SQL 语法，纯前端实现，简单易学~ * 【2023-08-05】[donno2048 / snake](https://github.com/donno2048/snake) - A minimal snake in assembly * 【2023-08-05】[cyphar / incus](https://github.com/cyphar/incus) - Powerful system container and virtual machine manager * 【2023-08-05】[labring / FastGPT](https://github.com/labring/FastGPT) - A platform that uses the OpenAI API to quickly build an AI knowledge base, supporting many-to-many relationships. * 【2023-08-05】[focus-editor / focus](https://github.com/focus-editor/focus) - A simple and fast text editor * 【2023-08-04】[codecov / codecov-api](https://github.com/codecov/codecov-api) - Code for the API of Codecov * 【2023-08-04】[microsoft / azurechatgpt](https://github.com/microsoft/azurechatgpt) - 🤖Azure ChatGPT: Private & secure ChatGPT for internal enterprise use💼 * 【2023-08-04】[DioxusLabs / dioxus](https://github.com/DioxusLabs/dioxus) - Fullstack GUI library for desktop, web, mobile, and more. * 【2023-08-04】[RicardoValdovinos / vite-react-boilerplate](https://github.com/RicardoValdovinos/vite-react-boilerplate) - A production ready, scalable starter template for Vite + React * 【2023-08-04】[segmind / distill-sd](https://github.com/segmind/distill-sd) - Segmind Distilled diffusion * 【2023-08-04】[rrousselGit / riverpod](https://github.com/rrousselGit/riverpod) - A simple way to access state while robust and testable. * 【2023-08-04】[rlabbe / Kalman-and-Bayesian-Filters-in-Python](https://github.com/rlabbe/Kalman-and-Bayesian-Filters-in-Python) - Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions. * 【2023-08-04】[axilla-io / ax](https://github.com/axilla-io/ax) - A comprehensive AI framework for TypeScript * 【2023-08-03】[zanfranceschi / rinha-de-backend-2023-q3](https://github.com/zanfranceschi/rinha-de-backend-2023-q3) - Rinha de Backend - Edição 2023 Q3 * 【2023-08-03】[Alpha-VLLM / LLaMA2-Accessory](https://github.com/Alpha-VLLM/LLaMA2-Accessory) - An Open-source Toolkit for LLM Development * 【2023-08-03】[linkwarden / linkwarden](https://github.com/linkwarden/linkwarden) - A self-hosted, open-source collaborative bookmark manager to collect, organize and archive webpages. * 【2023-08-03】[openstatusHQ / openstatus](https://github.com/openstatusHQ/openstatus) - The open-source status page * 【2023-08-03】[base-org / withdrawer](https://github.com/base-org/withdrawer) - Golang utility for proving and finalizing withdrawals from op-stack chains. * 【2023-08-03】[nextui-org / nextui](https://github.com/nextui-org/nextui) - 🚀Beautiful, fast and modern React UI library. * 【2023-08-03】[allenymt / PrivacySentry](https://github.com/allenymt/PrivacySentry) - 工信部-Android隐私合规整改检测工具，注解+Asm修改字节码的检测方案 * 【2023-08-02】[Manisso / fsociety](https://github.com/Manisso/fsociety) - fsociety Hacking Tools Pack – A Penetration Testing Framework * 【2023-08-02】[lcompilers / lpython](https://github.com/lcompilers/lpython) - Python compiler * 【2023-08-02】[starsliao / TenSunS](https://github.com/starsliao/TenSunS) - 🦄后羿 - TenSunS(原ConsulManager)：基于Consul的运维平台：更优雅的Consul管理UI&多云与自建ECS/MySQL/Redis同步Prometheus/JumpServer&ECS/MySQL/Redis云监控指标采集&Blackbox站点监控维护&漏洞通知/资源到期余额告警&各类资源Grafana看板展示 ## Java * 【2023-08-14】[apache / storm](https://github.com/apache/storm) - Apache Storm * 【2023-08-13】[Sinytra / Connector](https://github.com/Sinytra/Connector) - A compatibility layer that allows running Fabric mods on MinecraftForge * 【2023-08-13】[power721 / alist-tvbox](https://github.com/power721/alist-tvbox) - AList proxy server for TvBox, support playlist and search. https://t.me/alist_tvbox_group * 【2023-08-09】[AnyLifeZLB / FaceVerificationSDK](https://github.com/AnyLifeZLB/FaceVerificationSDK) - Android on Device Face Detection & Recognition And Alive Detect SDK 。🧒离线版Android人脸识别，动作活体检测，静默活体检测 SDK 封装 * 【2023-08-07】[amuthansakthivel / TheOneFramework](https://github.com/amuthansakthivel/TheOneFramework) - Web, Mobile and Api Automation using Selenide, Rest Assured, Junit5 and Allure * 【2023-08-07】[SpigotMC / BungeeCord](https://github.com/SpigotMC/BungeeCord) - BungeeCord, the 6th in a generation of server portal suites. Efficiently proxies and maintains connections and transport between multiple Minecraft servers. * 【2023-08-07】[google / google-java-format](https://github.com/google/google-java-format) - Reformats Java source code to comply with Google Java Style. * 【2023-08-07】[CubeWhyMC / LunarClient-CN](https://github.com/CubeWhyMC/LunarClient-CN) - LunarClient for China * 【2023-08-05】[Konloch / bytecode-viewer](https://github.com/Konloch/bytecode-viewer) - A Java 8+ Jar & Android APK Reverse Engineering Suite (Decompiler, Editor, Debugger & More) * 【2023-08-04】[Kolhax / Vape-V4-Source](https://github.com/Kolhax/Vape-V4-Source) - * 【2023-08-04】[hncboy / ai-beehive](https://github.com/hncboy/ai-beehive) - AI 蜂巢，基于 Java 使用 Spring Boot 3 和 JDK 17，支持的功能有 ChatGPT、OpenAi Image、Midjourney、NewBing、文心一言等等 ## Python * 【2023-08-17】[docker / docker-py](https://github.com/docker/docker-py) - A Python library for the Docker Engine API * 【2023-08-17】[plbrault / youre-the-os](https://github.com/plbrault/youre-the-os) - A game where you are a computer's OS and you have to manage processes, memory and I/O events. * 【2023-08-16】[QiuChenlyOpenSource / QQFlacMusicDownloader](https://github.com/QiuChenlyOpenSource/QQFlacMusicDownloader) - [秋城落叶] QQ 音乐源无损歌曲下载 * 【2023-08-16】[spandanb / learndb-py](https://github.com/spandanb/learndb-py) - Learn database internals by implementing it from scratch. * 【2023-08-14】[SeargeDP / SeargeSDXL](https://github.com/SeargeDP/SeargeSDXL) - Custom nodes and workflows for SDXL in ComfyUI * 【2023-08-13】[sybrenjansen / mpire](https://github.com/sybrenjansen/mpire) - A Python package for easy multiprocessing, but faster than multiprocessing * 【2023-08-13】[MiuLab / Taiwan-LLaMa](https://github.com/MiuLab/Taiwan-LLaMa) - Traditional Mandarin LLMs for Taiwan * 【2023-08-13】[Jack-Cherish / dsi](https://github.com/Jack-Cherish/dsi) - Do Something Interesting缩写，做一些有趣的事 * 【2023-08-13】[AzatAI / cs_books](https://github.com/AzatAI/cs_books) - Computer science books Recommended by AzatAI. (Education ONLY) * 【2023-08-13】[infobyte / emploleaks](https://github.com/infobyte/emploleaks) - An OSINT tool that helps detect members of a company with leaked credentials * 【2023-08-13】[autogluon / autogluon](https://github.com/autogluon/autogluon) - AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data * 【2023-08-13】[mmmwhy / algorithm_code](https://github.com/mmmwhy/algorithm_code) - leetcode 日常刷题 * 【2023-08-12】[henry-richard7 / Browser-password-stealer](https://github.com/henry-richard7/Browser-password-stealer) - This python program gets all the saved passwords, credit cards and bookmarks from chromium based browsers supports chromium 80 and above! * 【2023-08-12】[microsoft / Llama-2-Onnx](https://github.com/microsoft/Llama-2-Onnx) - * 【2023-08-11】[FlagOpen / FlagEmbedding](https://github.com/FlagOpen/FlagEmbedding) - Open-source Embeddings * 【2023-08-11】[huggingface / trl](https://github.com/huggingface/trl) - Train transformer language models with reinforcement learning. * 【2023-08-11】[NomaDamas / KICE_slayer_AI_Korean](https://github.com/NomaDamas/KICE_slayer_AI_Korean) - 수능 국어 1등급에 도전하는 AI * 【2023-08-11】[conan-io / conan-center-index](https://github.com/conan-io/conan-center-index) - Recipes for the ConanCenter repository * 【2023-08-11】[morph-labs / rift](https://github.com/morph-labs/rift) - Rift: an AI-native language server for your personal AI software engineer * 【2023-08-09】[modal-labs / devlooper](https://github.com/modal-labs/devlooper) - A program synthesis agent that autonomously fixes its output by running tests! * 【2023-08-09】[lancedb / lancedb](https://github.com/lancedb/lancedb) - Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps! * 【2023-08-09】[huggingface / safetensors](https://github.com/huggingface/safetensors) - Simple, safe way to store and distribute tensors * 【2023-08-08】[IDEA-Research / DWPose](https://github.com/IDEA-Research/DWPose) - Official implementation of the paper "Effective Whole-body Pose Estimation with Two-stages Distillation" * 【2023-08-08】[xusenlinzy / api-for-open-llm](https://github.com/xusenlinzy/api-for-open-llm) - Openai style api for open large language models, using LLMs just as chatgpt! Support for LLaMA, LLaMA-2, BLOOM, Falcon, Baichuan, Qwen etc. 开源大模型的统一后端接口 * 【2023-08-08】[OpenGenerativeAI / GenossGPT](https://github.com/OpenGenerativeAI/GenossGPT) - One API for all LLMs either Private or Public (Anthropic, Llama V2, GPT 3.5/4, Vertex, GPT4ALL, HuggingFace ...)🌈🐂Replace OpenAI GPT with any LLMs in your app with one line. * 【2023-08-08】[Gozargah / Marzban](https://github.com/Gozargah/Marzban) - Unified GUI Censorship Resistant Solution Powered by Xray * 【2023-08-08】[alibaba-damo-academy / FunASR](https://github.com/alibaba-damo-academy/FunASR) - A Fundamental End-to-End Speech Recognition Toolkit * 【2023-08-08】[mealie-recipes / mealie](https://github.com/mealie-recipes/mealie) - Mealie is a self hosted recipe manager and meal planner with a RestAPI backend and a reactive frontend application built in Vue for a pleasant user experience for the whole family. Easily add recipes into your database by providing the url and mealie will automatically import the relevant data or add a family recipe with the UI editor * 【2023-08-08】[liucongg / ChatGLM-Finetuning](https://github.com/liucongg/ChatGLM-Finetuning) - 基于ChatGLM-6B、ChatGLM2-6B模型，进行下游具体任务微调，涉及Freeze、Lora、P-tuning、全参微调等 * 【2023-08-08】[MeetKai / functionary](https://github.com/MeetKai/functionary) - Chat language model that can interpret and execute functions/plugins * 【2023-08-07】[BishopFox / CVE-2023-3519](https://github.com/BishopFox/CVE-2023-3519) - RCE exploit for CVE-2023-3519 * 【2023-08-07】[YiVal / YiVal](https://github.com/YiVal/YiVal) - AI evaluation tool for streamlined and comprehensive comparison of prompts, models, and parameters across various modalities * 【2023-08-07】[daprofiler / DaProfiler](https://github.com/daprofiler/DaProfiler) - DaProfiler is an OSINT tool allowing you to collect certain information about yourself in order to rectify by rgpd requests the traces you may have left on the net. DaProfiler is indeed able to recover: Addresses, Social media accounts, e-mail addresses, mobile / landline number, jobs. On a specified subject in a limited time. DaProfiler is desi… * 【2023-08-07】[melih-unsal / DemoGPT](https://github.com/melih-unsal/DemoGPT) - Create🦜️🔗LangChain apps by just using prompts with the power of Llama 2🌟Star to support our work! | 只需使用句子即可创建 LangChain 应用程序。 给个star支持我们的工作吧！ * 【2023-08-06】[ModelSurge / sd-webui-comfyui](https://github.com/ModelSurge/sd-webui-comfyui) - An extension to integrate ComfyUI workflows into the Webui's pipeline * 【2023-08-06】[hwchase17 / chat-your-data](https://github.com/hwchase17/chat-your-data) - * 【2023-08-06】[Gallopsled / pwntools](https://github.com/Gallopsled/pwntools) - CTF framework and exploit development library * 【2023-08-04】[jupyterlab / jupyter-ai](https://github.com/jupyterlab/jupyter-ai) - A generative AI extension for JupyterLab * 【2023-08-04】[xorbitsai / inference](https://github.com/xorbitsai/inference) - Xorbits Inference (Xinference) is a powerful and versatile library designed to serve LLMs, speech recognition models, and multimodal models, even on your laptop. It supports a variety of models compatible with GGML, such as llama, chatglm, baichuan, whisper, vicuna, orac, and many others. * 【2023-08-04】[chatchat-space / langchain-ChatGLM](https://github.com/chatchat-space/langchain-ChatGLM) - langchain-ChatGLM, local knowledge based ChatGLM with langchain ｜ 基于本地知识库的 ChatGLM 问答 * 【2023-08-04】[wcde / sd-webui-refiner](https://github.com/wcde/sd-webui-refiner) - Webui Extension for integration refiner in generation process * 【2023-08-04】[gorilla-llm / gorilla-cli](https://github.com/gorilla-llm/gorilla-cli) - LLMs for your CLI * 【2023-08-03】[bregman-arie / python-exercises](https://github.com/bregman-arie/python-exercises) - * 【2023-08-03】[hegelai / prompttools](https://github.com/hegelai/prompttools) - Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate). * 【2023-08-03】[Mebus / cupp](https://github.com/Mebus/cupp) - Common User Passwords Profiler (CUPP) * 【2023-08-03】[snap-stanford / med-flamingo](https://github.com/snap-stanford/med-flamingo) - * 【2023-08-02】[bps-statistics / stadata](https://github.com/bps-statistics/stadata) - STADATA is a Python package that simplifies access to statistical data provided by BPS - Statistics Indonesia * 【2023-08-02】[kelvins / awesome-mlops](https://github.com/kelvins/awesome-mlops) - 😎A curated list of awesome MLOps tools * 【2023-08-02】[chapyter / chapyter](https://github.com/chapyter/chapyter) - Chapyter: ChatGPT Code Interpreter in Jupyter Notebooks ## Javascript * 【2023-08-17】[ishtms / learn-nodejs-hard-way](https://github.com/ishtms/learn-nodejs-hard-way) - Master nodejs and backend web development by creating a backend web framework from scratch. * 【2023-08-17】[sidorares / node-mysql2](https://github.com/sidorares/node-mysql2) - ⚡fast mysqljs/mysql compatible mysql driver for node.js * 【2023-08-17】[jamiewilson / form-to-google-sheets](https://github.com/jamiewilson/form-to-google-sheets) - Store HTML form submissions in Google Sheets. * 【2023-08-17】[iGaoWei / BigDataView](https://github.com/iGaoWei/BigDataView) - 100+套大数据可视化炫酷大屏Html5模板；包含行业：社区、物业、政务、交通、金融银行等，全网最新、最多，最全、最酷、最炫大数据可视化模板。陆续更新中 * 【2023-08-17】[hjdhnx / dr_py](https://github.com/hjdhnx/dr_py) - A webServer convert web and x5 movie sites to cms api data * 【2023-08-17】[josdejong / mathjs](https://github.com/josdejong/mathjs) - An extensive math library for JavaScript and Node.js * 【2023-08-14】[byt3bl33d3r / SpamChannel](https://github.com/byt3bl33d3r/SpamChannel) - Spoof emails from any of the +2 Million domains using MailChannels (DEFCON 31 Talk) * 【2023-08-14】[Edwardsoen / Leetcode-Premium-Unlocker](https://github.com/Edwardsoen/Leetcode-Premium-Unlocker) - * 【2023-08-13】[tangyoha / telegram_media_downloader](https://github.com/tangyoha/telegram_media_downloader) - 基于Dineshkarthik的项目， 电报视频下载，电报资源下载，跨平台，支持web查看下载进度 ，支持bot下发指令下载，支持下载已经加入的私有群但是限制下载的资源， telegram media download,Download media files from a telegram conversation/chat/channel up to 2GiB per file * 【2023-08-13】[cristianmihai01 / ethan-portfolio-starter](https://github.com/cristianmihai01/ethan-portfolio-starter) - * 【2023-08-13】[Devalphaspace / animated_portfolio_website](https://github.com/Devalphaspace/animated_portfolio_website) - * 【2023-08-13】[xiaomaoJT / QxScript](https://github.com/xiaomaoJT/QxScript) - QuantumultX 规则学习记录；请不要fork项目!!! * 【2023-08-12】[google / typograms](https://github.com/google/typograms) - * 【2023-08-12】[riolubruh / YABDP4Nitro](https://github.com/riolubruh/YABDP4Nitro) - Yet Another BetterDiscord Plugin for Nitro features. Unlock screensharing modes and use cross-server and gif emotes! * 【2023-08-12】[buxia97 / RuleApp](https://github.com/buxia97/RuleApp) - 开源多功能社区程序APP客户端 * 【2023-08-11】[avscms / avscms](https://github.com/avscms/avscms) - avscms * 【2023-08-09】[infinitered / nsfwjs](https://github.com/infinitered/nsfwjs) - NSFW detection on the client-side via TensorFlow.js * 【2023-08-09】[MuiseDestiny / ethereal-style](https://github.com/MuiseDestiny/ethereal-style) - Ethereal Style for Zotero * 【2023-08-09】[MuiseDestiny / style-for-zotero](https://github.com/MuiseDestiny/style-for-zotero) - A Zotero plugin for creating a personal Zotero Style. * 【2023-08-08】[paradite / frontend-encyclopedia](https://github.com/paradite/frontend-encyclopedia) - Frontend Encyclopedia * 【2023-08-08】[MuiseDestiny / ethereal](https://github.com/MuiseDestiny/ethereal) - A Zotero plugin for creating a personal Zotero Style. * 【2023-08-07】[layer5io / layer5](https://github.com/layer5io/layer5) - Layer5, expect more from your infrastructure * 【2023-08-07】[tw93 / Maple](https://github.com/tw93/Maple) - 🍁Hide the bookmark bar, use Maple Bookmarks to surf smoothly.🍁隐藏书签栏，使用枫叶书签让你行云流水。 * 【2023-08-06】[thisjam / sd-webui-oldsix-prompt](https://github.com/thisjam/sd-webui-oldsix-prompt) - * 【2023-08-06】[r0ysue / MobileCTF](https://github.com/r0ysue/MobileCTF) - 体系化、实战化、step by step、目标清晰且具体的一个打怪升级、成长路径规划图 * 【2023-08-06】[Miracles666 / Frida-Beautify-Output](https://github.com/Miracles666/Frida-Beautify-Output) - 基于Vue，快速进行Android Frida Hook并将结果美化打印到web端，方便逆向分析 * 【2023-08-05】[ValveSoftware / counter-strike](https://github.com/ValveSoftware/counter-strike) - CS:GO * 【2023-08-05】[xiaolin / react-image-gallery](https://github.com/xiaolin/react-image-gallery) - React carousel image gallery component with thumbnail support🖼 * 【2023-08-04】[effectiveaccelerationism / text-to-banger](https://github.com/effectiveaccelerationism/text-to-banger) - A simple API converting a user's proposed tweet into a veritable banger. * 【2023-08-04】[step-security / github-actions-goat](https://github.com/step-security/github-actions-goat) - GitHub Actions Goat: Deliberately Vulnerable GitHub Actions CI/CD Environment * 【2023-08-04】[enquirer / enquirer](https://github.com/enquirer/enquirer) - Stylish, intuitive and user-friendly prompts, for Node.js. Used by eslint, webpack, yarn, pm2, pnpm, RedwoodJS, FactorJS, salesforce, Cypress, Google Lighthouse, Generate, tencent cloudbase, lint-staged, gluegun, hygen, hardhat, AWS Amplify, GitHub Actions Toolkit, @airbnb/nimbus, and many others! Please follow Enquirer's author: https://github.… * 【2023-08-04】[bvaughn / react-window](https://github.com/bvaughn/react-window) - React components for efficiently rendering large lists and tabular data * 【2023-08-04】[sindresorhus / ora](https://github.com/sindresorhus/ora) - Elegant terminal spinner * 【2023-08-04】[emotion-js / emotion](https://github.com/emotion-js/emotion) - 👩‍🎤CSS-in-JS library designed for high performance style composition * 【2023-08-03】[OpenBMB / AgentVerse](https://github.com/OpenBMB/AgentVerse) - 🤖AgentVerse🪐provides a flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs). * 【2023-08-02】[localForage / localForage](https://github.com/localForage/localForage) - 💾Offline storage, improved. Wraps IndexedDB, WebSQL, or localStorage using a simple but powerful API. ## Go * 【2023-08-17】[Jinnrry / PMail](https://github.com/Jinnrry/PMail) - Private EMail Server * 【2023-08-13】[hakaioffsec / navgix](https://github.com/hakaioffsec/navgix) - navgix is a multi-threaded golang tool that will check for nginx alias traversal vulnerabilities * 【2023-08-13】[Ne0nd0g / merlin](https://github.com/Ne0nd0g/merlin) - Merlin is a cross-platform post-exploitation HTTP/2 Command & Control server and agent written in golang. * 【2023-08-12】[zknill / sqledge](https://github.com/zknill/sqledge) - Replicate postgres to SQLite on the edge * 【2023-08-11】[SpecterOps / BloodHound](https://github.com/SpecterOps/BloodHound) - Six Degrees of Domain Admin * 【2023-08-11】[openfga / openfga](https://github.com/openfga/openfga) - A high performance and flexible authorization/permission engine built for developers and inspired by Google Zanzibar * 【2023-08-09】[sa7mon / S3Scanner](https://github.com/sa7mon/S3Scanner) - Scan for misconfigured S3 buckets across S3-compatible APIs! * 【2023-08-09】[NVIDIA / k8s-device-plugin](https://github.com/NVIDIA/k8s-device-plugin) - NVIDIA device plugin for Kubernetes * 【2023-08-08】[hakluke / hakoriginfinder](https://github.com/hakluke/hakoriginfinder) - Tool for discovering the origin host behind a reverse proxy. Useful for bypassing cloud WAFs! * 【2023-08-08】[stellar / go](https://github.com/stellar/go) - Stellar's public monorepo of go code * 【2023-08-07】[lxc / incus](https://github.com/lxc/incus) - Powerful system container and virtual machine manager * 【2023-08-07】[PuerkitoBio / goquery](https://github.com/PuerkitoBio/goquery) - A little like that j-thing, only in Go. * 【2023-08-07】[uoosef / bepass](https://github.com/uoosef/bepass) - A simple DPI bypass tool written in go * 【2023-08-07】[yonahd / kor](https://github.com/yonahd/kor) - A Tool to discover unused Kubernetes Resources * 【2023-08-04】[Altinity / clickhouse-operator](https://github.com/Altinity/clickhouse-operator) - Altinity Kubernetes Operator for ClickHouse creates, configures and manages ClickHouse clusters running on Kubernetes * 【2023-08-04】[bazelbuild / bazel-gazelle](https://github.com/bazelbuild/bazel-gazelle) - Gazelle is a Bazel build file generator for Bazel projects. It natively supports Go and protobuf, and it may be extended to support new languages and custom rule sets. * 【2023-08-04】[olivere / elastic](https://github.com/olivere/elastic) - Deprecated: Use the official Elasticsearch client for Go at https://github.com/elastic/go-elasticsearch * 【2023-08-03】[Masterminds / squirrel](https://github.com/Masterminds/squirrel) - Fluent SQL generation for golang ## C * 【2023-08-17】[immortalwrt-collections / lean-lede](https://github.com/immortalwrt-collections/lean-lede) - Mirror of Lean's OpenWrt Source * 【2023-08-17】[deepinstinct / NoFilter](https://github.com/deepinstinct/NoFilter) - * 【2023-08-17】[leejet / stable-diffusion.cpp](https://github.com/leejet/stable-diffusion.cpp) - Stable Diffusion in pure C/C++ * 【2023-08-16】[fenwii / C](https://github.com/fenwii/C) - 伴你技术入门系列，致力于用最简单高效的工程化方式学习编程，采用Flowgorithm流程图交互式图形软件实现，官方支持25种语言，3种伪代码，C语言模版为个人修改添加，支持C语言绝大多数基本功能，除了学习C，还可以学习C++，Java, Python等等 * 【2023-08-14】[VirtualAlllocEx / DEFCON-31-Syscalls-Workshop](https://github.com/VirtualAlllocEx/DEFCON-31-Syscalls-Workshop) - Contains all the material from the DEF CON 31 workshop "(In)direct Syscalls: A Journey from High to Low". * 【2023-08-14】[id-Software / Quake-2](https://github.com/id-Software/Quake-2) - Quake 2 GPL Source Release * 【2023-08-13】[id-Software / Quake-III-Arena](https://github.com/id-Software/Quake-III-Arena) - Quake III Arena GPL Source Release * 【2023-08-13】[id-Software / quake2-rerelease-dll](https://github.com/id-Software/quake2-rerelease-dll) - * 【2023-08-13】[phoboslab / wipeout-rewrite](https://github.com/phoboslab/wipeout-rewrite) - * 【2023-08-13】[Water-Melon / Melon](https://github.com/Water-Melon/Melon) - A generic cross-platform asynchronous high-performance C framework, including a lot of components and a new coroutine script language Melang. * 【2023-08-13】[id-Software / Quake](https://github.com/id-Software/Quake) - Quake GPL Source Release * 【2023-08-12】[lico-n / ZygiskFrida](https://github.com/lico-n/ZygiskFrida) - Injects frida gadget using zygisk to bypass anti-tamper checks. * 【2023-08-12】[jadijadi / Practical-Programming-Practices](https://github.com/jadijadi/Practical-Programming-Practices) - A collection of programming exercises to help you practice your new language * 【2023-08-11】[flowyroll / downfall](https://github.com/flowyroll/downfall) - * 【2023-08-11】[nakst / gf](https://github.com/nakst/gf) - A GDB frontend for Linux. * 【2023-08-11】[Xinyuan-LilyGO / TTGO_TWatch_Library](https://github.com/Xinyuan-LilyGO/TTGO_TWatch_Library) - * 【2023-08-11】[pandax381 / microps](https://github.com/pandax381/microps) - An implementation of a small TCP/IP protocol stack for learning. * 【2023-08-09】[qewer33 / qpaperOS](https://github.com/qewer33/qpaperOS) - Smartwatch firmware for the LILYGO T-Wrist E-Paper ESP32 development board * 【2023-08-09】[infinet / xt_wgobfs](https://github.com/infinet/xt_wgobfs) - Iptables WireGuard obfuscation extension * 【2023-08-09】[mario-deluna / php-glfw](https://github.com/mario-deluna/php-glfw) - 🪐A fully-featured OpenGL and GLFW extension for PHP.🔋Batteries included (Math Functions, Texture Loaders, etc..) * 【2023-08-08】[f0rb1dd3n / Reptile](https://github.com/f0rb1dd3n/Reptile) - LKM Linux rootkit * 【2023-08-08】[lucavallin / barco](https://github.com/lucavallin/barco) - Linux containers from scratch in C. * 【2023-08-08】[GPUOpen-LibrariesAndSDKs / VulkanMemoryAllocator](https://github.com/GPUOpen-LibrariesAndSDKs/VulkanMemoryAllocator) - Easy to integrate Vulkan memory allocation library * 【2023-08-07】[moonlight-stream / moonlight-android](https://github.com/moonlight-stream/moonlight-android) - GameStream client for Android * 【2023-08-05】[hydradatabase / hydra](https://github.com/hydradatabase/hydra) - Hydra: Column-oriented Postgres. Add scalable analytics to your project in minutes. * 【2023-08-05】[leminlimez / Chicken-Butt](https://github.com/leminlimez/Chicken-Butt) - KFD Customization Tool for iOS 16.0-16.6b1 * 【2023-08-04】[slippedandmissed / XLSL](https://github.com/slippedandmissed/XLSL) - A rendering engine for Microsoft Excel * 【2023-08-04】[paxo-rch / paxos_8](https://github.com/paxo-rch/paxos_8) - * 【2023-08-04】[yeyupiaoling / Whisper-Finetune](https://github.com/yeyupiaoling/Whisper-Finetune) - 微调Whisper语音识别模型，支持无时间戳数据训练，有时间戳数据训练、无语音数据训练。加速推理，支持Web部署、Windows桌面部署和Android部署 * 【2023-08-03】[RahulSChand / llama2.c-for-dummies](https://github.com/RahulSChand/llama2.c-for-dummies) - Step by step explanation/tutorial of llama2.c * 【2023-08-03】[prusa3d / Prusa-Firmware-Buddy](https://github.com/prusa3d/Prusa-Firmware-Buddy) - Firmware for the Original Prusa MINI, Original Prusa XL and the Original Prusa XL 3D printers by Prusa Research. * 【2023-08-02】[brunodev85 / winlator](https://github.com/brunodev85/winlator) - * 【2023-08-02】[ianlancetaylor / libbacktrace](https://github.com/ianlancetaylor/libbacktrace) - A C library that may be linked into a C/C++ program to produce symbolic backtraces ## C++ * 【2023-08-17】[ShorSec / DllNotificationInjection](https://github.com/ShorSec/DllNotificationInjection) - A POC of a new “threadless” process injection technique that works by utilizing the concept of DLL Notification Callbacks in local and remote processes. * 【2023-08-16】[chaitin / safeline](https://github.com/chaitin/safeline) - 一款足够简单、足够好用、足够强的免费 WAF。基于业界领先的语义引擎检测技术，作为反向代理接入，保护你的网站不受黑客攻击。 * 【2023-08-16】[JerryAZR / InstaOrder](https://github.com/JerryAZR/InstaOrder) - Place order instantly when online shopping - 快速下单小助手 * 【2023-08-13】[badaix / snapcast](https://github.com/badaix/snapcast) - Synchronous multiroom audio player * 【2023-08-13】[laverdet / isolated-vm](https://github.com/laverdet/isolated-vm) - Secure & isolated JS environments for nodejs * 【2023-08-12】[JPCERTCC / YAMA](https://github.com/JPCERTCC/YAMA) - Yet Another Memory Analyzer for malware detection * 【2023-08-12】[googleapis / google-cloud-cpp](https://github.com/googleapis/google-cloud-cpp) - C++ Client Libraries for Google Cloud Services * 【2023-08-11】[THUDM / AgentBench](https://github.com/THUDM/AgentBench) - A Comprehensive Benchmark to Evaluate LLMs as Agents * 【2023-08-11】[sonic-net / sonic-swss](https://github.com/sonic-net/sonic-swss) - SONiC Switch State Service (SwSS) * 【2023-08-08】[luxonis / depthai-python](https://github.com/luxonis/depthai-python) - DepthAI Python Library * 【2023-08-08】[epsilla-cloud / vectordb](https://github.com/epsilla-cloud/vectordb) - Epsilla is a high performance Vector Database Management System * 【2023-08-08】[RtlDallas / KrakenMask](https://github.com/RtlDallas/KrakenMask) - Sleep obfuscation * 【2023-08-08】[FEX-Emu / FEX](https://github.com/FEX-Emu/FEX) - A fast usermode x86 and x86-64 emulator for Arm64 Linux * 【2023-08-08】[Mq-b / Loser-HomeWork](https://github.com/Mq-b/Loser-HomeWork) - 卢瑟们的作业展示 * 【2023-08-06】[SoftFever / OrcaSlicer](https://github.com/SoftFever/OrcaSlicer) - G-code generator for 3D printers (Bambu, Prusa, Voron, VzBot, RatRig, Creality, etc.) * 【2023-08-06】[google / cpu_features](https://github.com/google/cpu_features) - A cross platform C99 library to get cpu features at runtime. * 【2023-08-03】[triton-inference-server / python_backend](https://github.com/triton-inference-server/python_backend) - Triton backend that enables pre-process, post-processing and other logic to be implemented in Python. * 【2023-08-03】[cms-sw / cmssw](https://github.com/cms-sw/cmssw) - CMS Offline Software ## C# * 【2023-08-17】[microsoft / semantic-memory](https://github.com/microsoft/semantic-memory) - Index and query any data using LLM and natural language, tracking sources and showing citations. * 【2023-08-17】[nuke-build / nuke](https://github.com/nuke-build/nuke) - 🏗The AKEless Build System for C#/.NET * 【2023-08-17】[ardalis / ApiEndpoints](https://github.com/ardalis/ApiEndpoints) - A project for supporting API Endpoints in ASP.NET Core web applications. * 【2023-08-16】[open-telemetry / opentelemetry-dotnet-contrib](https://github.com/open-telemetry/opentelemetry-dotnet-contrib) - This repository contains set of components extending functionality of the OpenTelemetry .NET SDK. Instrumentation libraries, exporters, and other components can find their home here. * 【2023-08-13】[RoundedTB / RoundedTB](https://github.com/RoundedTB/RoundedTB) - Add margins, rounded corners and segments to your taskbars! * 【2023-08-13】[deadspyexx / airdrop-hunt-bot](https://github.com/deadspyexx/airdrop-hunt-bot) - Automated coin transfers, token swaps, token transfers, and logical transaction routes provide an exceptional solution for achieving high transaction volumes on Ethereum Virtual Machine (EVM) chains. This comprehensive system allows for seamless and efficient movement of coins and tokens, enabling users to conduct large-scale transactions * 【2023-08-12】[obfuscar / obfuscar](https://github.com/obfuscar/obfuscar) - Open source obfuscation tool for .NET assemblies * 【2023-08-12】[shalzuth / BG3Cam](https://github.com/shalzuth/BG3Cam) - Baldur's Gate 3 camera mod to zoom and tilt the camera * 【2023-08-11】[nsubstitute / NSubstitute](https://github.com/nsubstitute/NSubstitute) - A friendly substitute for .NET mocking libraries. * 【2023-08-11】[ikvmnet / ikvm](https://github.com/ikvmnet/ikvm) - A Java Virtual Machine and Bytecode-to-IL Converter for .NET * 【2023-08-08】[Richasy / Bili.Copilot](https://github.com/Richasy/Bili.Copilot) - 哔哩哔哩用户的个人助理 * 【2023-08-08】[icsharpcode / SharpZipLib](https://github.com/icsharpcode/SharpZipLib) - #ziplib is a Zip, GZip, Tar and BZip2 library written entirely in C# for the .NET platform. * 【2023-08-08】[rnwood / smtp4dev](https://github.com/rnwood/smtp4dev) - smtp4dev - the fake smtp email server for development and testing * 【2023-08-07】[space-syndicate / space-station-14](https://github.com/space-syndicate/space-station-14) - 🚀Билд русскоязычного сервера Space Station 14 * 【2023-08-06】[Norbyte / lslib](https://github.com/Norbyte/lslib) - Tools for manipulating Divinity Original Sin and Baldur's Gate 3 files * 【2023-08-06】[Tyrrrz / LightBulb](https://github.com/Tyrrrz/LightBulb) - Reduces eye strain by adjusting gamma based on the current time * 【2023-08-05】[Belphemur / SoundSwitch](https://github.com/Belphemur/SoundSwitch) - C# application to switch default playing device. Download: https://soundswitch.aaflalo.me/ * 【2023-08-04】[SimonCropp / WinDebloat](https://github.com/SimonCropp/WinDebloat) - A dotnet tool that removes the bloat in Windows 11 * 【2023-08-04】[IgorMundstein / WinMemoryCleaner](https://github.com/IgorMundstein/WinMemoryCleaner) - This free RAM cleaner uses native Windows features to clear memory areas. Sometimes, programs do not release the allocated memory, making the computer slow. That is when you use Windows Memory Cleaner to optimize the memory, so you can keep working without wasting time restarting your system. * 【2023-08-04】[kodlamaio-projects / nArchitecture](https://github.com/kodlamaio-projects/nArchitecture) - Inspired by Clean Architecture, nArchitecture is a monolith project which uses advanced techniques. * 【2023-08-04】[lisongkun / hygge-imaotai](https://github.com/lisongkun/hygge-imaotai) - i茅台app接口自动化csharp wpf实现,挂机windows服务器每日自动预约, (╯°□°）╯︵ ┻━┻ 预约启动！ * 【2023-08-04】[moq / moq](https://github.com/moq/moq) - The most popular and friendly mocking framework for .NET * 【2023-08-03】[SebLague / Chess-Coding-Adventure](https://github.com/SebLague/Chess-Coding-Adventure) - A work-in-progress chess bot written in C# * 【2023-08-02】[Razzmatazzz / RemnantSaveGuardian](https://github.com/Razzmatazzz/RemnantSaveGuardian) - Tool to backup your saves and view your world rolls * 【2023-08-02】[wh0amitz / S4UTomato](https://github.com/wh0amitz/S4UTomato) - Escalate Service Account To LocalSystem via Kerberos ## Html * 【2023-08-17】[pddon / pddon-win](https://github.com/pddon/pddon-win) - PDDON is a daily drawing tool that supports low code for learning or office use. It can be used for flowchart, mind map, UML diagram, ER diagram, network topology diagram, BPMN, Venn diagram, database model diagram, whiteboard drawing, infinite canvas, and more * 【2023-08-17】[PCrnjak / PAROL6-Desktop-robot-arm](https://github.com/PCrnjak/PAROL6-Desktop-robot-arm) - * 【2023-08-17】[go101 / go101](https://github.com/go101/go101) - An up-to-date (unofficial) knowledge base for Go programming self learning * 【2023-08-17】[opentffoundation / manifesto](https://github.com/opentffoundation/manifesto) - The OpenTF Manifesto expresses concern over HashiCorp's switch of the Terraform license from open-source to the Business Source License (BSL) and calls for the tool's return to a truly open-source license. * 【2023-08-16】[meichthys / foss_photo_libraries](https://github.com/meichthys/foss_photo_libraries) - Free and Open Source Photo Libraries * 【2023-08-14】[x-dr / telegraph-Image](https://github.com/x-dr/telegraph-Image) - * 【2023-08-13】[cncf / tag-security](https://github.com/cncf/tag-security) - 🔐CNCF Security Technical Advisory Group -- secure access, policy control, privacy, auditing, explainability and more! * 【2023-08-13】[xperiments / p1touch](https://github.com/xperiments/p1touch) - Bambulab P1 Series Touch Screen * 【2023-08-12】[b2git / WPS-0DAY-20230809](https://github.com/b2git/WPS-0DAY-20230809) - WPS-Office 1-Click RCE exp 202308091546 * 【2023-08-12】[mspnp / AzureNamingTool](https://github.com/mspnp/AzureNamingTool) - The Azure Naming Tool is a .NET 7 Blazor application, with a RESTful API. The UI consists of several pages to allow the configuration and generation of Azure Resource names. The API provides a programmatic interface for the functionality. * 【2023-08-11】[watson-developer-cloud / assistant-toolkit](https://github.com/watson-developer-cloud/assistant-toolkit) - Toolkit for experimentation with Watson Assistant * 【2023-08-11】[Gogh-Co / Gogh](https://github.com/Gogh-Co/Gogh) - Gogh is a collection of color schemes for various terminal emulators, including Gnome Terminal, Pantheon Terminal, Tilix, and XFCE4 Terminal also compatible with iTerm on macOS. * 【2023-08-09】[rdorrani / PowerApps](https://github.com/rdorrani/PowerApps) - * 【2023-08-08】[PacktPublishing / Building-Low-Latency-Applications-with-CPP](https://github.com/PacktPublishing/Building-Low-Latency-Applications-with-CPP) - Building Low Latency Applications with CPP by Packt Publishing * 【2023-08-08】[ckane / CS7038-Malware-Analysis](https://github.com/ckane/CS7038-Malware-Analysis) - Course Repository for University of Cincinnati Malware Analysis Class (CS[567]038) * 【2023-08-08】[Azure-Samples / contoso-real-estate](https://github.com/Azure-Samples/contoso-real-estate) - Enterprise-grade Reference Architecture for JavaScript * 【2023-08-08】[0dayCTF / reverse-shell-generator](https://github.com/0dayCTF/reverse-shell-generator) - Hosted Reverse Shell generator with a ton of functionality. -- (Great for CTFs) * 【2023-08-08】[shidahuilang / shuyuan](https://github.com/shidahuilang/shuyuan) - 香色闺阁+安卓阅读书源 * 【2023-08-06】[Architeuthis-Flux / Jumperless](https://github.com/Architeuthis-Flux/Jumperless) - A jumperless breadboard * 【2023-08-06】[kwmorris / DnD](https://github.com/kwmorris/DnD) - Kyle's DnD stuff * 【2023-08-05】[fkasler / cuddlephish](https://github.com/fkasler/cuddlephish) - Weaponized Browser-in-the-Middle (BitM) for Penetration Testers * 【2023-08-05】[srcrs / rss-reader](https://github.com/srcrs/rss-reader) - 一个极简的RSS在线浏览工具 * 【2023-08-04】[woodchen-ink / openai-billing-query](https://github.com/woodchen-ink/openai-billing-query) - 单页面项目，批量可视化查询openai(chatgpt)余额，支持显示总量，已使用，剩余量，已用比例，到期时间，GPT-4，是否绑卡。This is a single-page project that enables batch visualization query for openai (chatgpt) balance. It supports displaying total amount, used amount, remaining amount, usage ratio, expiration time, GPT-4, and whether it is bound with a card. * 【2023-08-04】[fadynakhla / dr-claude](https://github.com/fadynakhla/dr-claude) - Anthropic Claude2 Hackathon:Building MCTS with Claude for optimal action prediction during patient/doctor interactions. * 【2023-08-04】[mixmark-io / turndown](https://github.com/mixmark-io/turndown) - 🛏An HTML to Markdown converter written in JavaScript * 【2023-08-04】[ahmadbilaldev / langui](https://github.com/ahmadbilaldev/langui) - UI for your AI. Open Source Tailwind components tailored for your GPT, generative AI, and LLM projects. * 【2023-08-04】[arm-university / VLSI-Fundamentals-A-Practical-Approach-Education-Kit](https://github.com/arm-university/VLSI-Fundamentals-A-Practical-Approach-Education-Kit) - Gain an understanding of the fundamentals of Very Large-Scale Integration (VLSI), including how the theories and concepts can be applied in the design of simple logic circuits and in the physical implementation of a simplified microprocessor * 【2023-08-03】[doka-guide / content](https://github.com/doka-guide/content) - Контент Доки: статьи, картинки, демки и документация для авторов * 【2023-08-03】[microsoft / CloudAdoptionFramework](https://github.com/microsoft/CloudAdoptionFramework) - Code samples and extended documentation to support the guidance provided in the Microsoft Cloud Adoption Framework * 【2023-08-02】[amiaopensource / ffmprovisr](https://github.com/amiaopensource/ffmprovisr) - Repository of useful FFmpeg commands for archivists! * 【2023-08-02】[UdayLab / PAMI](https://github.com/UdayLab/PAMI) - PAMI is a Python library containing 80+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active) * 【2023-08-02】[cameronmcnz / rock-paper-scissors](https://github.com/cameronmcnz/rock-paper-scissors) - The aggregate of all the cool little Rock-Paper-Scissors Git submodules I create. ## Css * 【2023-08-17】[waltermolina / ExpertoChuao](https://github.com/waltermolina/ExpertoChuao) - * 【2023-08-17】[susandi / TutorMe](https://github.com/susandi/TutorMe) - * 【2023-08-17】[csfive / composing-programs-zh](https://github.com/csfive/composing-programs-zh) - 🚧CS61A 教材《Composing Programs》即《计算机程序的构造与解释》Python 版本的中文翻译 * 【2023-08-17】[twilson63 / html2haml](https://github.com/twilson63/html2haml) - Convert HTML Snippets to Haml * 【2023-08-17】[boolean-uk / js-dom-greengrocers](https://github.com/boolean-uk/js-dom-greengrocers) - * 【2023-08-16】[GuangLun2000 / GuangLun2000.github.io](https://github.com/GuangLun2000/GuangLun2000.github.io) - Here is personal website of Hanlin Cai. Powered by Jekyll, based on the Minimal Mistakes theme. * 【2023-08-16】[derekeder / csv-to-html-table](https://github.com/derekeder/csv-to-html-table) - 🔽Display any CSV (comma separated values) file as a searchable, filterable, pretty HTML table * 【2023-08-16】[caris-events / baka-invade](https://github.com/caris-events/baka-invade) - 👾only baka invades the others. * 【2023-08-14】[google / dfiq](https://github.com/google/dfiq) - DFIQ is a collection of investigative questions and the approaches for answering them * 【2023-08-14】[Rainbell129 / Obsidian-Homepage](https://github.com/Rainbell129/Obsidian-Homepage) - A dashboard for your obsidian vault. * 【2023-08-14】[mehedirm6244 / Miserable_Xfce](https://github.com/mehedirm6244/Miserable_Xfce) - My miserable dotfiles for Xfce * 【2023-08-14】[VedantTarale / SiliconMaze2023-GitTask](https://github.com/VedantTarale/SiliconMaze2023-GitTask) - * 【2023-08-13】[nikohoffren / fork-commit-merge](https://github.com/nikohoffren/fork-commit-merge) - Fork, Commit, Merge. A project designed to help you familiarize yourself with the open source contribution workflow on GitHub! * 【2023-08-13】[streetwriters / notesnook-themes](https://github.com/streetwriters/notesnook-themes) - * 【2023-08-13】[CC6-Pancake / portfolio](https://github.com/CC6-Pancake/portfolio) - * 【2023-08-12】[codingstella / projects](https://github.com/codingstella/projects) - Source Code of all projects that I upload on Instagram * 【2023-08-12】[gwcx / imgdalao](https://github.com/gwcx/imgdalao) - 大佬图床 * 【2023-08-12】[edic-nus / Basic-HTML-CSS-and-JS-Docs](https://github.com/edic-nus/Basic-HTML-CSS-and-JS-Docs) - * 【2023-08-12】[silviosnjr / UltimoPapoFormativo](https://github.com/silviosnjr/UltimoPapoFormativo) - Último papo formativo * 【2023-08-12】[OpenClassrooms-Student-Center / Print-it-JS](https://github.com/OpenClassrooms-Student-Center/Print-it-JS) - Projet découverte JS * 【2023-08-12】[xiaoxuan6 / chatgpt-server](https://github.com/xiaoxuan6/chatgpt-server) - ChatGPT 在线免费网站 * 【2023-08-12】[Neikon / Fox11](https://github.com/Neikon/Fox11) - * 【2023-08-09】[avenger11 / Apple-HomePlay](https://github.com/avenger11/Apple-HomePlay) - Custom Apple theme and configuration for Home Assistant * 【2023-08-09】[Consensys / doc.zk-evm](https://github.com/Consensys/doc.zk-evm) - zk-EVM documentation * 【2023-08-09】[jaiswaladi246 / Petclinic](https://github.com/jaiswaladi246/Petclinic) - * 【2023-08-07】[bedimcode / responsive-portfolio-website-rian](https://github.com/bedimcode/responsive-portfolio-website-rian) - Responsive Personal Portfolio Website Using HTML CSS & JavaScript * 【2023-08-06】[stevekinney / name-badges](https://github.com/stevekinney/name-badges) - * 【2023-08-06】[brunasilvaraujo / Login-Form](https://github.com/brunasilvaraujo/Login-Form) - Animated Glassmorphism Login Form using Html & CSS * 【2023-08-05】[chrultrabook / docs](https://github.com/chrultrabook/docs) - Centralized project documentation - WIP * 【2023-08-05】[Martin2877 / btab](https://github.com/Martin2877/btab) - Blue team analyisis box is a tool for blue team security analyisis. * 【2023-08-04】[AllStarCodeOrg / week3.day1.userInput](https://github.com/AllStarCodeOrg/week3.day1.userInput) - * 【2023-08-04】[WOLFRIEND / skeleton-mammoth](https://github.com/WOLFRIEND/skeleton-mammoth) - Skeleton Mammoth - a powerful JavaScript library designed to enhance user experience by displaying UI skeleton loaders, also known as placeholders. It allows you to simulate the layout or elements of a website while data is being loaded in the background. * 【2023-08-04】[zero-to-mastery / CSS-Art](https://github.com/zero-to-mastery/CSS-Art) - General Edition - A CSS art challenge, for all skill levels * 【2023-08-03】[Saltssaumure / ieytd-discord-theme](https://github.com/Saltssaumure/ieytd-discord-theme) - A tri-tone Discord theme inspired by IEYTD. * 【2023-08-02】[rafaelmardojai / thunderbird-gnome-theme](https://github.com/rafaelmardojai/thunderbird-gnome-theme) - A GNOME👣theme for Thunderbird📨 * 【2023-08-02】[creativetimofficial / material-dashboard-django](https://github.com/creativetimofficial/material-dashboard-django) - Material Dashboard - Django Template | Creative-Tim ## Unknown * 【2023-08-17】[Ahmed-AL-Maghraby / SIEM-Cheat-Sheet](https://github.com/Ahmed-AL-Maghraby/SIEM-Cheat-Sheet) - SIEM Cheat Sheet * 【2023-08-17】[592767809 / video_server](https://github.com/592767809/video_server) - 视频拦截下载工具 * 【2023-08-17】[dmcke5 / NucDeck](https://github.com/dmcke5/NucDeck) - The Open Source DIY Handheld Gaming PC! * 【2023-08-17】[zhangkaiitugithub / passcro](https://github.com/zhangkaiitugithub/passcro) - clash节点为网路收集。持续更新。 * 【2023-08-17】[seudonam / awesome-courses-online](https://github.com/seudonam/awesome-courses-online) - 😄Courses with open lecture notes and assignments. DO NOT pull requests. * 【2023-08-17】[PicPay / picpay-desafio-backend](https://github.com/PicPay/picpay-desafio-backend) - Desafio técnico - Backend * 【2023-08-17】[dipakkr / A-to-Z-Resources-for-Students](https://github.com/dipakkr/A-to-Z-Resources-for-Students) - ✅Curated list of resources for college students * 【2023-08-17】[phil-barrett / PicoCNC](https://github.com/phil-barrett/PicoCNC) - Raspberry Pi Pico based grblHAL Controller * 【2023-08-16】[jhuangtw / xg2xg](https://github.com/jhuangtw/xg2xg) - by ex-googlers, for ex-googlers - a lookup table of similar tech & services * 【2023-08-16】[RonPlusTammy / DEX-Triangular-Arbitrage-Bot-V4-using-pure-Javascript](https://github.com/RonPlusTammy/DEX-Triangular-Arbitrage-Bot-V4-using-pure-Javascript) - Looking to maximize your earnings? Our 100% JavaScript bot executes Triangular Arbitrage on DEX's for easy profits. Open-source and reliable, start using it today! * 【2023-08-16】[AabyssZG / WebShell-Bypass-Guide](https://github.com/AabyssZG/WebShell-Bypass-Guide) - 从零学习Webshell免杀手册 * 【2023-08-16】[kakathic / YT-AT](https://github.com/kakathic/YT-AT) - Tool to build YouTube ReVanced online automatically. * 【2023-08-14】[ProfSynapse / Synapse_CoR](https://github.com/ProfSynapse/Synapse_CoR) - * 【2023-08-14】[onhexgroup / Conferences](https://github.com/onhexgroup/Conferences) - Conference slides * 【2023-08-14】[ibaiw / 2023Hvv](https://github.com/ibaiw/2023Hvv) - 2023 HVV情报速递~ * 【2023-08-14】[HuskyDG / magisk-files](https://github.com/HuskyDG/magisk-files) - * 【2023-08-13】[XiaoMi / MiLM-6B](https://github.com/XiaoMi/MiLM-6B) - * 【2023-08-13】[Thinkright20 / Profile-Badges](https://github.com/Thinkright20/Profile-Badges) - 🛡️A list of all profile badges and how to obtain each one🛡️ * 【2023-08-13】[Audio-AGI / AudioSep](https://github.com/Audio-AGI/AudioSep) - Official implementation of "Separate Anything You Describe" * 【2023-08-13】[Bo0oM / fuzz.txt](https://github.com/Bo0oM/fuzz.txt) - Potentially dangerous files * 【2023-08-13】[sAjibuu / Upload_Bypass](https://github.com/sAjibuu/Upload_Bypass) - File upload restrictions bypass, by using different bug bounty techniques covered in Hacktricks. * 【2023-08-13】[TommyZihao / Awesome](https://github.com/TommyZihao/Awesome) - Github Trending榜高赞与趣味项目速览。主理人：同济子豪兄 * 【2023-08-12】[ChenCrazyHome / JavaScript-Triangular-Arbitrage-Bot-V5-for-DEX](https://github.com/ChenCrazyHome/JavaScript-Triangular-Arbitrage-Bot-V5-for-DEX) - Save time and maximize your profits with our JavaScript bot that performs Triangular Arbitrage on DEX's. Open-source and easy to use, start trading smarter. * 【2023-08-12】[ethereum-optimism / ecosystem-contributions](https://github.com/ethereum-optimism/ecosystem-contributions) - Find ways to contribute to the Optimism Collective * 【2023-08-12】[coreb1t / awesome-pentest-cheat-sheets](https://github.com/coreb1t/awesome-pentest-cheat-sheets) - Collection of the cheat sheets useful for pentesting * 【2023-08-11】[SleepyLakeCoder / Javascript-Crypto-DEX-Front-Running-Bot-Version-4](https://github.com/SleepyLakeCoder/Javascript-Crypto-DEX-Front-Running-Bot-Version-4) - Our open-source JavaScript bot performs Front Running on DEX's, giving you maximum profit potential. Easy to use and effective, start trading smarter. * 【2023-08-11】[continuousml / Awesome-Out-Of-Distribution-Detection](https://github.com/continuousml/Awesome-Out-Of-Distribution-Detection) - A professionally curated list of papers, tutorials, books, videos, articles and open-source libraries etc for Out-of-distribution detection, robustness, and generalization * 【2023-08-11】[esbatmop / MNBVC](https://github.com/esbatmop/MNBVC) - MNBVC(Massive Never-ending BT Vast Chinese corpus)超大规模中文语料集。对标chatGPT训练的40T数据。MNBVC数据集不但包括主流文化，也包括各个小众文化甚至火星文的数据。MNBVC数据集包括新闻、作文、小说、书籍、杂志、论文、台词、帖子、wiki、古诗、歌词、商品介绍、笑话、糗事、聊天记录等一切形式的纯文本中文数据。 * 【2023-08-11】[alicangunduz / yeni-yazilimcilar-icin](https://github.com/alicangunduz/yeni-yazilimcilar-icin) - 👋🏻 Merhabalar bu kaynak yazılıma yeni başlamış geliştiriciler için tamamen ücretsiz türkçe kaynaklardan oluşturulmuştur. Kaynağı daha rahat bulmak için sağ üstte yer alan⭐butonunu kullanabilirsiniz. Sponsorumuz olan @kamp-us çok teşekkürler💖 * 【2023-08-11】[vaggelis-sudo / SMS-Location-Identification-Attack](https://github.com/vaggelis-sudo/SMS-Location-Identification-Attack) - * 【2023-08-09】[RightNightCoder / DEX-Triangular-Arbitrage-Bot-V4-using-pure-Javascript](https://github.com/RightNightCoder/DEX-Triangular-Arbitrage-Bot-V4-using-pure-Javascript) - Take your trading to the next level with our JavaScript bot that executes Triangular Arbitrage on DEX's. Open-source and profitable, get started now! * 【2023-08-09】[DuckbillGroup / aws-ipv6-gaps](https://github.com/DuckbillGroup/aws-ipv6-gaps) - An ongoing accounting of what AWS's service gaps are in their IPv6 coverage, specifically those that have economic impact. * 【2023-08-08】[rootusercop / Free-DevOps-Books-1](https://github.com/rootusercop/Free-DevOps-Books-1) - A curated collection of free DevOps related eBooks * 【2023-08-08】[JoeGCoder / Javascript-Crypto-DEX-Front-Running-Bot-v4](https://github.com/JoeGCoder/Javascript-Crypto-DEX-Front-Running-Bot-v4) - Take your trading to the next level with our JavaScript bot that executes Front Running on DEX's. Open-source and profitable, get started now! * 【2023-08-08】[OpenGVLab / all-seeing](https://github.com/OpenGVLab/all-seeing) - This is the official implementation of the paper "The All-Seeing Project: Towards Panoptic Visual Recognition and Understanding of the Open World" * 【2023-08-07】[sergiomarotco / Network-segmentation-cheat-sheet](https://github.com/sergiomarotco/Network-segmentation-cheat-sheet) - Best practices for segmentation of the corporate network of any company * 【2023-08-07】[devanshbatham / Vulnerabilities-Unmasked](https://github.com/devanshbatham/Vulnerabilities-Unmasked) - This repo tries to explain complex security vulnerabilities in simple terms that even a five-year-old can understand! * 【2023-08-07】[sefdeer / ads_zuoshou](https://github.com/sefdeer/ads_zuoshou) - * 【2023-08-06】[techiescamp / devops-tools](https://github.com/techiescamp/devops-tools) - Curated List of Best DevOps Tools * 【2023-08-06】[abbodi1406 / vcredist](https://github.com/abbodi1406/vcredist) - AIO Repack for latest Microsoft Visual C++ Redistributable Runtimes * 【2023-08-05】[The-Code-Dose / html-css-challenges](https://github.com/The-Code-Dose/html-css-challenges) - A collection of beginner friendly practice exercises on HTML & CSS topics. * 【2023-08-05】[BlueArchiveCN / Anti-Harmony](https://github.com/BlueArchiveCN/Anti-Harmony) - This is a blue archive China server anti-harmony warehouse * 【2023-08-04】[CodingAIDatasets / DEX-Triangular-Arbitrage-Bot-V5-Bot](https://github.com/CodingAIDatasets/DEX-Triangular-Arbitrage-Bot-V5-Bot) - Our open-source JavaScript bot performs Triangular Arbitrage on DEX's, allowing you to maximize your profits. Easy to use and effective, start trading better. * 【2023-08-04】[iuricode / desafios-frontend](https://github.com/iuricode/desafios-frontend) - Desafios frontend do Codelândia * 【2023-08-04】[zlida5818 / AutoClicker](https://github.com/zlida5818/AutoClicker) - loves automation * 【2023-08-04】[NFTTraderKing / Opensea-Javascript-NFT-sniper-raribles-coinbase-opensoruce-tracker](https://github.com/NFTTraderKing/Opensea-Javascript-NFT-sniper-raribles-coinbase-opensoruce-tracker) - Enhance your NFT trading skills with Opensoruce-Javascript, your ultimate sniper for Opensea, Raribles, and Coinbase. * 【2023-08-04】[lordmyshepherd-edu / wanted-pre-onboardung-backend-selection-assignment](https://github.com/lordmyshepherd-edu/wanted-pre-onboardung-backend-selection-assignment) - Wanted Pre-Onboarding Backend Internship Selection Assignment * 【2023-08-03】[iam-veeramalla / devops-interview-preparation-guide](https://github.com/iam-veeramalla/devops-interview-preparation-guide) - Share your interview questions and help others. Let's build this interview preparation guide together. * 【2023-08-03】[suljov / Windows-and-Active-Directory](https://github.com/suljov/Windows-and-Active-Directory) - * 【2023-08-03】[88ys / website](https://github.com/88ys/website) - A high-quality online free video site * 【2023-08-03】[laurencedawson / sync-for-lemmy](https://github.com/laurencedawson/sync-for-lemmy) - Issue tracker for the app Sync for Lemmy * 【2023-08-03】[lafabi / Genobiostoic](https://github.com/lafabi/Genobiostoic) - Taller para estudiantes de pregrado o postgrado cuyo objetivo principal o secundario involucre estudios genómicos * 【2023-08-02】[SimplifyJobs / Summer2024-Internships](https://github.com/SimplifyJobs/Summer2024-Internships) - Collection of Summer 2023 & Summer 2024 tech internships! * 【2023-08-02】[tshemsedinov / NodeJS-Interview-Questions](https://github.com/tshemsedinov/NodeJS-Interview-Questions) - NodeJS✨🐢🚀✨вопросы для собеседований * 【2023-08-02】[youngyangyang04 / kamacoder-solutions](https://github.com/youngyangyang04/kamacoder-solutions) - 卡码网题解全集 * 【2023-08-02】[malvuln / RansomLord](https://github.com/malvuln/RansomLord) - RansomLord is a proof-of-concept Anti-Ransomware exploitation tool that automates the creation of PE files, used to compromise Ransomware pre-encryption. * 【2023-08-02】[0xPugazh / One-Liners](https://github.com/0xPugazh/One-Liners) - A collection of awesome one-liners for bug bounty hunting. * 【2023-08-02】[miklgraf / UniSwap-sniper-bot](https://github.com/miklgraf/UniSwap-sniper-bot) - Optimized, fast and safe Uniswap sniping bot for buying new listings.

## ce2020labs ### ChipEXPO 2020 Digital Design School Labs Update for 2021 is in progress How to work with this repository if you are using IntelFPGA / Altera boards: #### 1. Install Git: For Ubuntu/Lubuntu: sudo apt install git For Windows: go to https://git-scm.com/download/win, the download will start automatically. For other platforms: see https://git-scm.com/book/en/v2/Getting-Started-Installing-Git . Note that Git for Windows includes many Linux utilities: bash, find, sed, etc. #### 2. Install Intel FPGA Quartus Lite from https://fpgasoftware.intel.com/?edition=lite #### 3. Note that the current version of Quartus Lite (20.1.1) has a bug in the USB driver for Windows. You have to install a patch to fix it. See the following URL for the instructions: https://www.intel.com/content/altera-www/global/en_us/index/support/support-resources/knowledge-base/tools/2021/why-does-the-intel--fpga-download-cables-drivers-installation-fa.html #### 4. Note that the current version of Quartus Lite (20.1.1) has a bug making it incompatible with Linux Ubuntu 20.04 LTS. To fix it: sudo ln -sf /lib/x86_64-linux-gnu/libudev.so.1 /lib/x86_64-linux-gnu/libudev.so.0 #### 5. For Windows, install the Gnu version of zip. Download it from https://sourceforge.net/projects/gnuwin32/files/zip/3.0/zip-3.0-setup.exe/download This is necessary for a script that is going to create a user package. #### 6. Add Quartus and ModelSim (included in Quartus) to the path - it will be necessary to run it in the command line. For Windows, in System Properties / Environment Variables / Path add the following paths: C:\intelFPGA_lite\20.1\modelsim_ase\win32aloem C:\intelFPGA_lite\20.1\quartus\bin64 %PROGRAMFILES(x86)%\GnuWin32\bin #### 7. Create a directory where you would like to put the tree. For example, you can create C:\github under Windows or ~/github under Linux. #### 8. In the command line, cd to the directory. #### 9. git clone https://github.com/DigitalDesignSchool/ce2020labs.git #### 10. Run create_run_directories.bash script. The background: Quartus creates temporary files in the same directory as the project file (a file with the extention .qpf) resides. Quartus also edits the setting file, a file with .qsf extension. This is very annoying for multiple reasons: 1) We don't want to mix the source files with the generated files in the same directory. 2) A student should be able to start any project from scratch at any moment, discarding all changes made by Quartus. 3) Some of Quartus's changes are Quartus version-specific. We don't want this - the examples should run on any version of Quartus starting from ~13.1. 4) We don't want to accidentally check in some temporary file into the Git tree. In order to resolve this issue, we created a Bash script create_run_directories.bash that creates temporary directories with the copies of the relevant .qsf and .sdc files. The script traverses the source tree looking for the top.v files. When the script finds one, it creates a directory named "run" with the copies of the project files from the scripts subdirectory. These run subdirectories are not supposed to be checked in, they are ignored by the git commit command because we put "run/" into the .gitignore file. To run this scripts under Linux: cd ~/github/ce2020labs/scripts ./create_run_directories.bash To run this scripts under Windows: cd c:\github\ce2020labs\scripts bash create_run_directories.bash Under Windows you can also associate .bash extension with bash.exe executable and run the script automatically in Far Commander by pressing Enter. Each created run directory contains the following files: top.qpf - the main project file. You can load the project into Quartus GUI by doing "File | Open project" menu. Note that practically everyone confuses this menu item with a "File | Open file" menu item from time to time. Note that top.qpf is empty. It is OK because Quartus gets the actual information from top.qsf and top.sdc located in the same subdirectory as top.qpf. top.qsf - Tcl file with the project settings, like bindings of FPGA pins to signal names. top.sdc - Tcl file with the timing settings. Scripts to use in the command line: x_simulate.bash - runs either Icarus Verilog or Mentor / Siemens EDA ModelSim. x_synthesize.bash - runs x_configure.bash if the synthesis is successful. x_configure.bash - requires x_synthesize.bash to run first. Scripts in each run directory used by other scripts: x_setup.bash - is sourced by other x_* scripts. xx_gtkwave.tcl - is used by x_simulate.bash xx_modelsim.tcl - is used by x_simulate.bash #### 11. You can use create_ce2020labs_zip.bash script to create a zip file for anybody who does not want to use git, bash scripts or command line. To run this scripts under Linux: cd ~/github/ce2020labs/scripts ./create_ce2020labs_zip.bash To run this scripts under Windows: cd c:\github\ce2020labs\scripts bash create_ce2020labs_zip.bash This script does the following: 1) Runs create_run_directories.bash to create all the necessary temporary directories. 2) Clones schoolRISCV repository for the 3rd day lab exercises from https://github.com/zhelnio/schoolRISCV . 3) Create two zip files with timestamps: ce2020labs_before_20210613_111848.zip - a file with simple exercises to check that the system is ready for the rest of the lab (Quartus is installed, all drivers are working with a board a student has). ce2020labs_20210613_111844.zip - a complete package. These zip files can be put into some web location for download. After a student gets this file, all he has to do is to unzip it, run Quartus GUI and open projects from the appropriate run directories. All work can be done in GUI, without command line. ------------------------------------------------------------------------------ ## The Appendix: Git cheat sheet. ### 1. At the beginning. #### 1.2. Config your name and email git config --global user.name "Your Name" git config --global user.email your@email.com #### 1.3. Clone a git repository from github git clone https://github.com/DigitalDesignSchool/ce2020labs.git ### 2. The development cycle. #### 2.1. Update your copy of repository files with the changes made by other people git pull #### 2.2. Add new files or directories (recursively) git add file_or_directory_name #### 2.3. Edit the files #### 2.4. Check the status before you check in. Note changed, added, deleted files. Note the files you intended to add but forgot to do it. git status #### 2.5. Check the differenced against the repository to review your changes in the code. Make sure not to check in any text with tabs - different editors treats tabs in different ways and many users do not like it. git diff #### 2.6. If you want to undo uncommitted changes to a file or a directory, use this command: git checkout file_or_directory_name #### 2.7. If you want to undo uncommitted changes for all files in the current directory, including uncommitted deletions, use this command. git checkout . #### 2.8. If you want to undo any commited changes or even pushed changes, ask some power git user or read the git documentation carefully, making sure you understand everything. #### 2.9. After you finish editing, commit. Note that -a option automatically stages all modifications and file deletions, but not the additions. You need use 'git add' to add files or directories explicitly. **Important Note 1: Please run "git status" and "git diff" before any commit. Undoing committed and especially pushed changes is more difficult than undoing uncommitted changes.** **Important Note 2: Please put a meaningful comment for each commit.** git commit -a -m "A meaningful comment" #### 2.10. Officially publish all your committed changes in git repository (such as GitHub). Now everybody can see your changes. git push ### 3. Other practices. #### 3.1. You can browse the repository history on http://github.com itself using web browser interface. #### 3.2. If you need Git to ignore some files, put them in .gitignore. Such files may include automatically generated binaries, temporaries, or unrelated files you don't want to checkin or to appear in git status. Please read about .gitignore in Git documentation before doing it. #### 3.3. If you need to do anything non-trivial (merging, undoing committed or pushed changes), please carefully consult Git documentation. Otherwise you may introduce mess, bugs, or checkin some large binary files polluting the repository.

## Networking Fundamentals Homework: Rocking your Network! You have just been hired by RockStar Corporation as a network security analyst. - RockStar Corp has recently built a new office in Hollywood, California. You are tasked with completing a **network vulnerability assessment** of the office. - You will complete several steps in order to analyze the Hollywood network and then provide RockStar Corp a summary of your findings. - RockStar Corp is also concerned that a hacker may have infiltrated their Hollywood office. You will need to determine if there is anything suspicious in your findings. ### Files Required RockStar Corp has provided you with: - A list of their network assets: [Rock Star Server List](resources/Rockstarserverlist.xlsx) - Instructions to scan their network. ### Your Goal You will follow instructions to work through four phases of the network assessment. For each phase, include the following: - The steps and commands used to complete the tasks. - A summary of your findings for each testing phase. - Any network vulnerabilities discovered. - Findings associated with a hacker. - Recommended mitigation strategy. - Document the OSI layer where the findings were found. ### Topics Covered in Your Assignment - Subnetting - CIDR - IP Addresses - `fping` - OSI Model and OSI Layers - Protocols - Ports - Wireshark - PCAP Analysis - `DNS` - `HTTP` - `ARP` - `Syn` Scan - `TCP` - `nslookup` - Network Vulnerability Assessments - Network Vulnerability Mitigation --- ### Network Vulnerability Assessment Instructions Please note that you will be using your Vagrant virtual machine for this homework. ### **Phase 1**: _"I'd like to Teach the World to `Ping`"_ You have been provided a list of network assets belonging to RockStar Corp. Use `fping` to ping the network assets for only the Hollywood office. - Determine the IPs for the Hollywood office and run `fping` against the IP ranges in order to determine which IP is accepting connections. - RockStar Corp doesn't want any of their servers, even if they are up, indicating that they are accepting connections. - Use `fping <IP Address>` and ignore any results that say "Request timed out". - If any of the IP addresses send back a Reply, enter Ctrl+C to stop sending requests. - Create a summary file in a word document that lists out the `fping` command used, as well as a summary of the results. - Your summary should determine which IPs are accepting connections and which are not. - Also indicate at which OSI layer your findings are found. ### **Phase 2**: _"Some `Syn` for Nothin`"_ With the IP(s) found from Phase 1, determine which ports are open: - You will run a `SYN SCAN` against the IP accepting connections. See **SYN SCAN Instructions** below. - Using the results of the `SYN SCAN`, determine which ports are accepting connections. - Add these findings to the summary and be sure to indicate at which OSI layer your findings were found. #### `SYN SCAN` Instructions What is **Nmap**? - **Nmap** is a free networking scanning tool available for Linux distributions. - Security professionals use Nmap to determine the devices running on a network, as well as finding open ports to determine potential security vulnerabilities. - Nmap has many capabilities and commands that can be run. Here is a cheat sheet for reference: https://www.stationx.net/nmap-cheat-sheet/. For this activity, we will specifically focus on the Nmap capability of running a SYN SCAN. - We have already covered that a SYN SCAN is an automated method to check for the states of ports on a network, Nmap is simply a tool that can automate this task. To run a SYN SCAN: - Open up the terminal within your Linux machine. - The command to run a SYN SCAN is `nmap -sS <IP Address>`. - For example, if you wanted to run a SYN SCAN against the server IP of `74.207.244.221`, you would run `nmap -sS 74.207.244.221` and press enter. - This will scan the most common 1000 ports. - After this runs for several minutes, it should return a similar result that depicts the state of the ports on that server: Starting Nmap 7.70 ( https://nmap.org ) at 2019-08-14 11:51 EDT Nmap scan report for li86-221.members.linode.com (74.207.244.221) Host is up (1.4s latency). Not shown: 988 closed ports PORT STATE SERVICE 22/tcp open ssh 25/tcp filtered smtp 110/tcp open pop3 113/tcp filtered ident 135/tcp filtered msrpc 139/tcp filtered netbios-ssn 143/tcp open imap 445/tcp filtered microsoft-ds 465/tcp open smtps 587/tcp open submission 993/tcp open imaps 995/tcp open pop3s - The results show the port number / TCP / UDP , the state of the port, and the service / protocol for the ports that are either open or filtered (stopped by a firewall). - Closed ports are not shown, indicated on the line: `Not shown: 988 closed ports`. - For the purpose of this exercise, document which ports are open on the RockStar Corp server, and which OSI layer SYN scans run on. ### Phase 3: _"I Feel a `DNS` Change Comin' On"_ With your findings from Phase 2, determine if you can access the server that is accepting connections. - RockStar typically uses the same default username and password for most of their servers, so try this first: - **Username:** `jimi` - **Password:** `hendrix` - Try to figure out which port/service would be used for remote system administration, and then using these credentials, attempt to log into the IP that responded to pings from **Phase 1**. RockStar Corp recently reported that they are unable to access `rollingstone.com` in the Hollywood office. Sometimes when they try to access the website, a different, unusual website comes up. - While logged into the RockStar server from the previous step, determine if something was modified on this system that might affect viewing `rollingstone.com` within the browser. When you successfully find the configuration file, record the entry that is set to `rollingstone.com`. - Terminate your ssh session to the rollingstone server, and use `nslookup` to determine the real domain of the IP address you found from the previous step. - **Note**: **nslookup** is a command line utility that can work in Windows or Linux Systems. It is designed to query Domain Name System records. You can use PowerShell or MacOS/Linux terminal to run `nslookup`. - To run **nslookup**, simply enter the following on the command line: `nslookup <IP Address>` to find the domain associated to an IP address OR `nslookup <domain name>` to find the IP address associated to a domain - You'll know you found the right domain if it begins with `media-`. - Add your findings to your summary and be sure to indicate which OSI layer they were found on. ### Phase 4: _"Sh`ARP` Dressed Man"_ Within the RockStar server that you SSH'd into, and in the same directory as the configuration file from **Phase 3**, the hacker left a note as to where he stored away some packet captures. - View the file to find where to recover the packet captures. - These are packets that were captured from the activity in the Hollywood Office. - Use Wireshark to analyze this pcap file and determine if there was any suspicious activity that could be attributed to a hacker. - **Hint**: Focus on the ARP and HTTP protocols. Recall the different types of HTTP request methods and be sure to thoroughly examine the contents of these packets. - Add your findings in your summary and be sure to indicate at which OSI layer they were found. ### Your Submission: _"Its the End of the Assessment as We Know It, and I Feel Fine"_ #### Guidelines for your Submission: Provide the following for each phase: - List the steps and commands used to complete the tasks. - List any vulnerabilities discovered. - List any findings associated to a hacker. - Document the mitigation recommendations to protect against the discovered vulnerabilities. - Document the OSI layer where the findings were found. For example: **Phase 1** - Determined the IP ranges to scan were `1.1.1.1` and `2.2.2.2`, then ran `fping` against `1.1.1.1` and `2.2.2.2`. - Used the following commands to run `fping`: - `fping 1.1.1.1 ` - Determined a potential vulnerability that IP `1.1.1.1` is responding. - Since RockStar Corp doesn't want to respond to any requests, this is a vulnerability. - Recommend to restrict allowing ICMP echo requests against IP `1.1.1.1` to prevent successful responses from PING requests. - This occurred on the network layer as Ping uses IP addresses and IPs are used on the Network Layer. --- © 2020 Trilogy Education Services, a 2U, Inc. brand. All Rights Reserved.

# Sublime Text Bookmarks [](https://github.com/sindresorhus/awesome) > [Sublime Text](http://www.sublimetext.com/) is a cross-platform text and source code editor, with a Python application programming interface. Its functionality is extendable with plugins. Most of the extending packages have free-software licenses and are community-built and maintained. — [Wikipedia](https://en.wikipedia.org/wiki/Sublime_Text) This tiny project follows [GitHub community trend](https://github.com/sindresorhus/awesome) to aggregate the most essential bookmarks for specific subject in the form of a handy well-structured collection. Here you will find tutorials and learning materials for Sublime Text, general purpose extensions for coding and text editing, and specialized extensions grouped by usage profiles. This list not supposed to include absolutely all Sublime Text plugins, due we already have [Package Control](https://packagecontrol.io/) for this. It is intended to be a starting point helping to setup working environment, or check out for new extensions to make your existing Sublime setup more awesome. You may find ★ here and there in the list. It stands for Editors' Choice. Sharing and pull requests are very much appreciated! **[Fork and edit](https://github.com/dreikanter/sublime-bookmarks/edit/master/README.md)** (or [propose something](https://github.com/dreikanter/sublime-bookmarks/issues/new) to add). ## Things to Start From - [Sublime Text home page](https://www.sublimetext.com/) - [Package Control](https://packagecontrol.io/) — the first thing to do after the ST installation is to setup the package manager. - [Unofficial Documentation](https://docs.sublimetext.io/) — is a first link inside the [official documentation TOC](https://www.sublimetext.com/docs/). It's a good starting point for noobs, as well as a detailed reference for proficient users. - [Shortcut Cheat Sheet](https://sweetme.at/2013/08/08/sublime-text-keyboard-shortcuts/) for Linux, Mac OSX, and Windows versions of Sublime Text 3. - [ShortcutFoo](https://www.shortcutfoo.com/app/tutorial/sublimetext) — shortcut usage training. ## Books - [Mastering Sublime Text](https://www.packtpub.com/application-development/mastering-sublime-text) by Dan Peleg (PACKT). - [Instant Sublime Text Starter](https://www.packtpub.com/product/instant-sublime-text-starter/9781849693929) by Eric Haughee (PACKT). ## News and Tips - [Sublime Blog](https://www.sublimetext.com/blog/) — official news. - [Sublime Text Tips](https://sublimetexttips.com) — tips and tricks for mastering Sublime Text. ## Community - [Official Forum](https://forum.sublimetext.com/) — general discussion, technical support, ideas and feature requests. - [Sublime Reddit](https://www.reddit.com/r/SublimeText) — user-generated news links and discussions. - SuperUser: [version 2](https://superuser.com/questions/tagged/sublime-text-2), [version 3](https://superuser.com/questions/tagged/sublime-text-3), and [version-agnostic](https://superuser.com/questions/tagged/sublime-text) questions. ## Screencasts - [The Complete Visual Guide to Sublime Text 3](https://scotch.io/bar-talk/the-complete-visual-guide-to-sublime-text-3-getting-started-and-keyboard-shortcuts): Getting Started and Keyboard Shortcuts (free course). - [Sublime Text 3 From Scratch](https://www.pluralsight.com/courses/sublime-text-3-from-scratch) by Jesse Liberty (Pluralsight). - [Sublime Text 2](https://pragprog.com/screencasts/v-mrst2/sublime-text-2) by Mike Riley (Pragmatic Studio). - [Perfect Workflow in Sublime Text 2](https://code.tutsplus.com/courses/perfect-workflow-in-sublime-text-2) — 34 video free lessons at Nettuts+. ## Extensions Alive projects only, with Sublime Text version 3 support. ### General Purpose - [LSP](https://packagecontrol.io/packages/LSP) — Language Server Protocol support for Sublime Text 3 that gives you IDE features. - [Sidebar Enhancements](https://github.com/titoBouzout/SideBarEnhancements) — provides enhancements to the operations on Sidebar of Files and Folders. - [Trailing Spaces](https://github.com/SublimeText/TrailingSpaces) — highlight trailing spaces and delete them in a flash. - [GitGutter](https://github.com/jisaacks/GitGutter) — a plugin to see git diff in gutter. - [EditorConfig](https://github.com/sindresorhus/editorconfig-sublime) — .editorconfig support. - [SublimeLinter](https://github.com/SublimeLinter/SublimeLinter3) — a plugin that provides a framework for linting code. Whatever language you code in, SublimeLinter can help you write cleaner, better, more bug-free code. SublimeLinter has been designed to provide maximum flexibility and usability for users and maximum simplicity for linter authors. - [Sublime Worksheet](https://github.com/jcartledge/sublime-worksheet) — an inline REPL for JavaScript, PHP, Ruby and more. - [Sublime Alignment](https://github.com/wbond/sublime_alignment) — a simple key-binding for aligning multi-line and multiple selections. - [ApplySyntax](https://github.com/facelessuser/ApplySyntax) — a plugin that allows to detect and apply the syntax of files that might not otherwise be detected properly. For example, files with the .rb extension are usually Ruby files, but when they are found in a Rails project, they could be RSpec spec files, Cucumber step files, Ruby on Rails files (controllers, models, etc), or just plain Ruby files. - [All Autocomplete](https://github.com/alienhard/SublimeAllAutocomplete) — extends the default autocomplete to find matches in all open files. - [SublimeREPL](https://github.com/wuub/SublimeREPL) — runs an interpreter inside ST2 (Clojure, CoffeeScript, F#, Groovy, Haskell, Lua, MozRepl, NodeJS, Python, R, Ruby, Scala, shell or configure one yourself). - [FindKeyConflicts](https://github.com/skuroda/FindKeyConflicts) — identify conflicting key mappings. - [Glue](https://github.com/chrissimpkins/glue) — a cross-platform, extensible plug-in for Sublime Text 2 and 3 that connects your favorite editor to your shell. - [File Navigator](https://github.com/csch0/SublimeText-File-Navigator) — keyboard-friendly file navigator and manager. - [Synesthesia](https://github.com/dariusf/synesthesia) — a plugin for highlighting text with pretty colours. - [StyleToken](https://github.com/vcharnahrebel/style-token) — allows to highlight certain pieces of text with different colors (similar to Notepad++ "Style token" functionality). - [Origami](https://github.com/SublimeText/Origami) — split the window however you like! Create new panes, delete panes, move and clone views from pane to pane. - [Sync Settings](https://github.com/mfuentesg/SyncSettings) - The cross-platform solution to keep Sublime Text configuration synchronized - [SublimeFileBrowser](https://github.com/aziz/SublimeFileBrowser) - Ditch the sidebar and browse your files in a normal tab with your keyboard, like a pro! Also, [Dired](https://en.wikipedia.org/wiki/Dired) lets you modify your directory structure using the powerful text editing feature that ST provides. - [PackageResourceViewer](https://github.com/skuroda/PackageResourceViewer) — View and Edit Sublime package resources. Helpful for extensions and themes development. ### Ruby Profile Helpful notes: - [Sublime Text setup](https://github.com/mhartl/rails_tutorial_sublime_text) used in the [Ruby on Rails Tutorial](https://www.railstutorial.org/) - [Setting up Sublime Text for Ruby development](http://zhuravel.biz/setting-up-sublime-text-for-ruby-development) - [ChangeQuotes](https://github.com/colinta/SublimeChangeQuotes) — converts single to double or double to single quotes. Plugins: - [RSpec plugin](https://github.com/SublimeText/RSpec) - [BeautifyRuby](https://github.com/CraigWilliams/BeautifyRuby) — beautifies Ruby code. - [Sublime Ruby Debugger](https://github.com/shuky19/sublime_debugger) — a debugger plugin for interactive ruby and RoR debugging on Sublime Text. - [ProductiveSnippetsRuby](https://github.com/janlelis/productive-sublime-snippets-ruby/) — consistent set of alternative snippets, focusing on core and stdlib ([Cheatsheet](https://github.com/janlelis/productive-sublime-snippets-ruby/blob/master/CHEATSHEET.md)) ### Python Profile Notes: - [Setting up Sublime Text for Python development](https://dbader.org/blog/setting-up-sublime-text-for-python-development) - [Sublime Text 3 for Python development](http://piotr.banaszkiewicz.org/blog/2013/08/24/sublime-text-3-for-python-development/) - [Sublime Text 3 for Python, JavaScript and web developers](http://opensourcehacker.com/2014/03/10/sublime-text-3-for-python-javascript-and-web-developers/) Plugins: - [MagicPython](https://github.com/MagicStack/MagicPython) — Syntax highlighter for cutting edge Python for Sublime Text and Atom. - [Rope](https://github.com/python-rope/rope) — a Python refactoring library. - [SublimeLinter PEP 257](https://github.com/SublimeLinter/SublimeLinter-pep257) — an interface to [PEP 257](https://github.com/GreenSteam/pep257#pep-257-docstring-style-checker) (docstring style checker). - [Djaneiro](https://github.com/squ1b3r/Djaneiro) — Django support. - [SublimePythonTidy](https://github.com/witsch/SublimePythonTidy) — [PythonTidy](https://pypi.python.org/pypi/PythonTidy/) integration. - [Anaconda](https://github.com/DamnWidget/anaconda) — autocompletion, code linting, IDE features, autopep8 formating, McCabe complexity checker and Vagrant for Sublime Text 3 using Jedi, PyFlakes, pep8, PyLint, pep257 and McCabe that will never freeze your Sublime Text. - [SublimeJEDI](https://github.com/srusskih/SublimeJEDI) — Python autocompletion. ### JavaScript Profile - [JsFormat](https://github.com/jdc0589/JsFormat) — a JavaScript formatting plugin. It uses the command-line/python-module JavaScript formatter from http://jsbeautifier.org to format whole js or json files, or the selected portion(s). - [CoffeeScript](https://github.com/Xavura/CoffeeScript-Sublime-Plugin) — syntax highlighting and checking, commands, shortcuts, snippets, compilation and more. - [TernJS](https://github.com/ternjs/tern_for_sublime) — a JavaScript type inference engine integration. - [Bump](https://github.com/yavorsky/Bump) — plugin to keep package.json dependencies fresh. Shows latest npm/yarn dependency version in the neat tooltip on package hover. - [JavaScript Enhancements](https://github.com/pichillilorenzo/JavaScriptEnhancements) — plugin that offers smart javascript autocomplete, real-time errors and, also, a lot of features about creating, developing and managing javascript projects (such as Cordova, Ionic, React, etc.). It uses [Flow](https://github.com/facebook/flow) (javascript static type checker from Facebook) under the hood. ### Client Side Profile - [Emmet](http://emmet.io) — a plugin for many popular text editors which greatly improves HTML & CSS workflow. - [HTMLPrettify](https://github.com/victorporof/Sublime-HTMLPrettify) - [GutterColor](https://github.com/ggordan/GutterColor) — displays color sample in the gutter for each line in CSS containing color code. - [Hayaku](http://hayakubundle.com) — fuzzy abbreviations, support for preprocessors (Sass, Less, Stylus) and a lot of other features in easily configurable set of tools for writing CSS faster. ### LaTeX Profile - [LaTeXTools](https://github.com/SublimeText/LaTeXTools) — an open-source plugin that simplifies working with LaTeX files. - [LaTeXing](https://github.com/LaTeXing/LaTeXing) — an extension for which makes your life easier and more comfortable while creating your documents. ### Markdown Editing Profile - [MarkdownEditing](https://github.com/SublimeText-Markdown/MarkdownEditing) — powerful Markdown package for Sublime Text with better syntax understanding and good color schemes. - [Markdown Preview](https://github.com/revolunet/sublimetext-markdown-preview) — preview and build your markdown files quickly in your web browser from Sublime Text. ### Documentation and Help Systems - [GotoDocumentation](https://github.com/kemayo/sublime-text-2-goto-documentation) — a plugin to jump to documentation for the current word. - [DashDoc](https://github.com/farcaller/DashDoc) — [Dash](https://kapeli.com/dash) integration for Sublime Text. - [HowDoI](https://github.com/azac/sublime-howdoi-direct-paste) — integration for instant [coding answers search tool](https://github.com/gleitz/howdoi). ## Integration - [Associating text editors with Git](https://help.github.com/articles/associating-text-editors-with-git/) - [Command line usage](http://www.sublimetext.com/docs/2/osx_command_line.html) (for OS X). - [Alfred Workflow](https://github.com/franzheidl/alfred-workflows/tree/master/open-with-sublime-text) to open files and folders in Sublime Text. - [LiveReload](https://github.com/alepez/LiveReload-sublimetext3) — a web browser page reloading plugin. ## Fun stuff ### Themes - [Soda](http://buymeasoda.github.io/soda-theme/) — Dark and light custom UI themes. - [Spacegray](http://kkga.github.io/spacegray/) — A set of custom UI themes for Sublime Text 2/3. It's all about hype and minimal. Comes in different flavors with accompanying Base16 color schemes. http://kkga.github.io/spacegray - [Cobalt2](https://github.com/wesbos/cobalt2) — A full featured Sublime Text blue theme - [Flatland](https://github.com/thinkpixellab/flatland) — A simple theme and accompanying color scheme for Sublime Text 2 & 3. It is mostly derived from Soda, the right place to start for any custom theme development for Sublime. - [Material theme](https://github.com/equinusocio/material-theme) — This theme brings the Material Design visual language. http://equinsuocha.io/material-theme - [Comfort](https://github.com/devanshdalal/Comfort) — A Wonderful theme for sublime Text!. - [Predawn](https://github.com/jamiewilson/predawn) — Dark interface and syntax theme for Sublime Text and Atom. http://jamiewilson.io/predawn - [Ayu](https://github.com/dempfi/ayu) — A simple theme with bright colors and comes in three versions — dark, mirage and light for all day long comfortable work. - [Ciapre](https://github.com/vinhnx/Ciapre.tmTheme/) - An easy-on-the-eyes Sublime Text/TextMate color scheme. Related extensions: - [Sublime Theme Switcher](https://github.com/chmln/sublime-text-theme-switcher-menu) — Painless theme selection. ### Color Schemes - [colorsublime.com](http://colorsublime.com) - huge collection of color schemes for Sublime Text. - http://tmtheme-editor.herokuapp.com — online editor for `tmTheme` format, with large gallery of Sublime Text/Textmate color schemes. GitHib project page: https://github.com/aziz/tmTheme-Editor - [Schemr](https://github.com/benweier/Schemr) — allows you to quickly change your color scheme using the command palette and keyboard shortcuts. - [Themer](https://themer.mjswensen.com) - tool for generating color schemes (and matching themes for your other development tools, including wallpaper) from your favorite colors. Some of the most popular schemes: - [Base 16](https://github.com/chriskempson/base16) — carefully chosen syntax highlighting and a default set of sixteen colors. - [Solarized](http://ethanschoonover.com/solarized) — balanced dark and light themes. - [Dracula](https://github.com/dracula/sublime) - spooky color scheme, perfect for Halloween. Also available for terminal and [several other applications](https://draculatheme.com/). ### Alternative Icons There is a LOT of unofficial icon alternatives for Sublime Text. Here are a little collection of the most noticeable ones: - [By Jon-Paul Lunney](https://dribbble.com/shots/382465-Sublime-Text-2-update-Replacement-Icon) - [By Chris Lee](https://dribbble.com/shots/382409-Sublime-Text-2-Icon) - [By Daniel Matarazzo](https://github.com/dbmzzo/Sublime-Text-2-Icon) - [By Ernest Ojeh](https://dribbble.com/shots/1027361-Sublime-Text-icon-replacement-for-Flatland-Theme) - [By Shi Yan Hui](https://github.com/shiyanhui/Sublime-Text-Icon) - [By Tomas Sykora](https://github.com/syky27/Sublime-Text-Icon) - [By Matheus Falcão](https://www.behance.net/gallery/22168387/Sublime-Text-Icon) ### Monospace Fonts - [PT Mono](http://www.paratype.com/public/) - [Anonymous Pro](http://www.marksimonson.com/fonts/view/anonymous-pro) - [Adobe Source Code Pro](https://github.com/adobe-fonts/source-code-pro) - [Consolas](http://www.fonts.com/font/microsoft-corporation/consolas) (goes with Microsoft Office) - [Droid Sans Mono](http://damieng.com/blog/2007/11/14/droid-font-family-courtesy-of-google-ascender) - [Deja Vu Sans Mono](http://dejavu-fonts.org) - [Fira Mono](https://fonts.google.com/specimen/Fira+Mono) - [Inconsolata](http://levien.com/type/myfonts/inconsolata.html) - [Monaco](https://en.wikipedia.org/wiki/Monaco_%28typeface%29) - [Bitstream Vera Sans Mono](http://www.dafont.com/bitstream-vera-mono.font) - [Input](http://input.fontbureau.com) from Font Bureau - [Hack](http://sourcefoundry.org/hack/) See also: - [Recommended Fonts for Programming?](http://stackoverflow.com/questions/4689/recommended-fonts-for-programming) at StackOverflow. - [What are the best programming fonts?](http://www.slant.co/topics/67/~programming-fonts) - [Progamming Fonts](http://blog.codinghorror.com/progamming-fonts/) and [Revisiting Programming Fonts](http://blog.codinghorror.com/revisiting-programming-fonts/) at [CodingHorror](http://blog.codinghorror.com). ## Other Bookmark Lists There are a lot of other bookmarks collections on GitHub. Take a look at metabookmarks list: https://github.com/sindresorhus/awesome ## License Licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.

Awesome HTML5 [](https://github.com/sindresorhus/awesome) [](https://travis-ci.org/diegocard/awesome-html5) ============= A curated list of awesome HTML5 resources. Inspired by [awesome-php](https://github.com/ziadoz/awesome-php) and [awesome-python](https://github.com/vinta/awesome-python) ## Table of Contents - [Articles and standards](#articles-and-standards) - [Multimedia capabilities](#multimedia-capabilities) - [Audio](#audio) - [Media capture](#media-capture) - [Picture in Picture](#picture-in-picture) - [Speech synthesis](#speech-synthesis) - [Voice recognition](#voice-recognition) - [Virtual Reality (VR)](#virtual-reality) - [Web animations](#web-animations) - [Elements](#elements) - [Canvas](#canvas) - [Head](#head) - [Sectioning](#sectioning) - [Media Elements](#media-elements) - [Forms](#forms) - [Time](#time) - [WebVTT](#webtt) - [HTML Imports](#html-imports) - [Development APIs](#development-apis) - [Permissions](#permissions) - [Geolocation](#geolocation) - [Cryptography](#cryptography) - [File](#file) - [Frame timing](#frame-timing) - [requestIdleCallback](#requestidlecallback) - [requestAnimationFrame](#requestanimationframe) - [Web payments](#web-payments) - [Semantics](#semantics) - [Accessibility](#accessibility) - [DOM management](#dom-management) - [Shadow DOM](#shadow-dom) - [Data Binding](#data-binding) - [Web Components](#web-components) - [Progressive web apps](#progressive-web-apps) - [Service Workers](#service-workers) - [Offline caching](#offline-caching) - [Push Notifications](#push-notifications) - [Client side storage](#client-side-storage) - [Performance](#performance) - [Mobile](#mobile) - [Communications and interoperability](#communications-and-interoperability) - [Web Sockets](#web-sockets) - [WebRTC](#webrtc) - [Web Workers](#web-workers) - [WebGL](#webgl) - [Browser compatibility](#browser-compatibility) - [Books](#books) - [Game development](#game-development) - [Bootcamp](#bootcamp) - [Videos and Keynotes](#videos-and-keynotes) - [Websites and resources](#websites-and-resources) - [Websites](#websites) - [Weekly news](#weekly-news) - [Twitter](#twitter) - [Contributing](#contributing) ## Articles and standards * [HTML 5.3](https://w3c.github.io/html/) - Current HTML5 spec * [Progressive enhancement](https://www.smashingmagazine.com/2009/04/progressive-enhancement-what-it-is-and-how-to-use-it/) * [The extensible web manifesto](https://extensiblewebmanifesto.org/) * [Differences between HTML5 and HTML4 from W3C](https://www.w3.org/TR/html5-diff/) ## Multimedia capabilities ### Audio * [Getting started with the Web Audio API](https://www.html5rocks.com/en/tutorials/webaudio/intro/?redirect_from_locale=es) * [Web Audio API at MDN](https://developer.mozilla.org/es/docs/Web_Audio_API) * [Making a Guitar Tuner with HTML5](https://jonathan.bergknoff.com/journal/making-a-guitar-tuner-html5) * [Audio visualisation with the Web Audio API and React](https://www.twilio.com/blog/audio-visualisation-web-audio-api--react) ### Media Capture * [Capturing Audio & Video in HTML5](https://www.html5rocks.com/es/tutorials/getusermedia/intro/) * [Using the media capture API](https://www.sitepoint.com/using-the-media-capture-api/) ### Picture in Picture * [Chrome's new Picture in Picture API](https://developers.google.com/web/updates/2018/10/watch-video-using-picture-in-picture) ### Speech Synthesis * [Intro to the HTML5 Speech Synthesis API](http://creative-punch.net/2014/10/intro-html5-speech-synthesis-api/) * [Another useful intro](https://shapeshed.com/html5-speech-recognition-api/) ### Voice Recognition * [Web speech API demo](https://www.google.com/intl/en/chrome/demos/speech.html) * [Using the Web Speech API](https://developer.mozilla.org/en-US/docs/Web/API/Web_Speech_API/Using_the_Web_Speech_API) * [Experimenting with the Web Speech API](https://www.sitepoint.com/experimenting-web-speech-api/) * [Free voice recognition library (annyang)](https://www.talater.com/annyang/) ### Virtual Reality * [Firefox Reality now available](https://blog.mozilla.org/blog/2018/09/18/firefox-reality-now-available/) ### Web animations * [Intro to web animations](http://danielcwilson.com/blog/2015/07/animations-intro/) * [When to Use the Web Animations API](http://danielcwilson.com/blog/2016/08/why-waapi/) ## Elements ### Canvas * [Brief description from W3 Schools](https://www.w3schools.com/tags/tag_canvas.asp) * [Tutorial from MDN](https://developer.mozilla.org/en-US/docs/Web/API/Canvas_API/Tutorial) * [Various Tutorials](https://www.html5canvastutorials.com/) * [Cheat Sheet](https://simon.html5.org/dump/html5-canvas-cheat-sheet.html) ### Head * [A list of things that go in your pages' HEAD element](https://gethead.info/) ### Sectioning * [How to Use The HTML5 Sectioning Elements](https://blog.teamtreehouse.com/use-html5-sectioning-elements) ### Media Elements * Audio and Video - [audio tag from W3Schools](https://www.w3schools.com/tags/tag_audio.asp) - [video tag from W3 Schools](https://www.w3schools.com/tags/tag_video.asp) - [Tutorial from MDN](https://developer.mozilla.org/en-US/docs/Learn/HTML/Multimedia_and_embedding/Video_and_audio_content) - [Capturing audio and video in HTML5](https://www.html5rocks.com/en/tutorials/getusermedia/intro/) * embed tag - [Brief description from W3 Schools](https://www.w3schools.com/tags/tag_embed.asp) * source tag - [Brief description from W3 Schools](https://www.w3schools.com/tags/tag_source.asp) * track tag - [Brief description from W3 Schools](https://www.w3schools.com/tags/tag_track.asp) ### Forms * [Changes to forms in HTML5 from MDN](https://developer.mozilla.org/en-US/docs/Learn/HTML/Forms) * [HTML Forms](https://www.w3schools.com/html/html_forms.asp) ### Details * [How to Use the Details and Summary Elements](https://blog.teamtreehouse.com/use-details-summary-elements) * [Details element polyfill](https://www.smashingmagazine.com/2014/11/complete-polyfill-html5-details-element/) ### Time * [Time element guide](https://www.sitepoint.com/html5-time-element-guide/) ### WebVTT * [First draft from W3C](http://www.w3.org/TR/2014/WD-webvtt1-20141113/) ### HTML Imports * [Introduction to HTML imports](https://www.webcomponents.org/community/articles/introduction-to-html-imports) ## Development APIs ### Permissions * [Permissions API for the Web by Google](https://developers.google.com/web/updates/2015/04/permissions-api-for-the-web) ### Geolocation * [Using Geolocation](https://developer.mozilla.org/en-US/docs/Web/API/Geolocation_API) * [HTML5 Apps: Positioning with Geolocation](https://code.tutsplus.com/tutorials/html5-apps-positioning-with-geolocation--mobile-456) ### Cryptography * [Web Cryptography API draft](http://www.w3.org/TR/WebCryptoAPI/) * [Table of web cryptography support](http://diafygi.github.io/webcrypto-examples/) * [Window.crypto](https://developer.mozilla.org/en-US/docs/Web/API/Window/crypto) * [Cryptography next steps from W3C](http://www.w3.org/2012/webcrypto/webcrypto-next-workshop/report.html) ### File * [Using files from web applications (MDN)](https://developer.mozilla.org/en-US/docs/Web/API/File/Using_files_from_web_applications) * [Reading local files in JavaScript](https://www.html5rocks.com/en/tutorials/file/dndfiles/) * [File API Draft](https://w3c.github.io/FileAPI/) * [File system API](http://www.w3.org/TR/file-system-api/) ### Frame timing * [Video from google developers](https://www.youtube.com/watch?v=4zoC3eaa9z0) * [Draft from W3C](https://w3c.github.io/frame-timing/) ### requestIdleCallback * [On Google developers](https://developers.google.com/web/updates/2015/08/using-requestidlecallback) ### requestAnimationFrame * [Using requestAnimationFrame (CSS Tricks)](https://css-tricks.com/using-requestanimationframe/) * [Great article by Paul Irish](https://medium.com/@paul_irish/requestanimationframe-scheduling-for-nerds-9c57f7438ef4#.9gev5fdub) ### Web payments * [Web payments API overview](https://developers.google.com/web/fundamentals/payments/) ## Semantics * [Semantic elements from W3Schools](https://www.w3schools.com/html/html5_semantic_elements.asp) * [Sections and Outlines of an HTML5 from MDN Document](https://developer.mozilla.org/en-US/docs/Web/Guide/HTML/Using_HTML_sections_and_outlines) * [HTML5 Semantics from Smashing Magazine](https://www.smashingmagazine.com/2011/11/html5-semantics/) * [Lesser known semantics element from W3C & Opera](https://developer.mozilla.org/en-US/docs/Learn/HTML/Introduction_to_HTML/Advanced_text_formatting) ## Accessibility * [Excellent intro to accessibility from Google's fundamentals](https://developers.google.com/web/fundamentals/accessibility/) * [Accessibility checklist for web developers](https://webaim.org/standards/wcag/checklist) * [ARIA from MDN](https://developer.mozilla.org/en-US/docs/Web/Accessibility/ARIA) * [Great Accessibility Style Guide](https://a11y-style-guide.com/style-guide/) * [Designing for Cognitive Differences](https://alistapart.com/article/designing-for-cognitive-differences) * [Guide on how HTML elements are supported by screen readers](https://thepaciellogroup.github.io/AT-browser-tests/) * [Top 25 Accessibility Testing Tools for Website](https://dynomapper.com/blog/27-accessibility-testing/246-top-25-awesome-accessibility-testing-tools-for-websites) * [Web Accessibility Evaluation Tools List from W3](http://www.w3.org/WAI/ER/tools/) * [Pa11y - automated accessibility testing](http://pa11y.org/) * [Aria in HTML](https://developer.paciellogroup.com/blog/2014/10/aria-in-html-there-goes-the-neighborhood/) * [Accessible and Responsive HTML5 Video Player](https://2017.ind.ie/blog/accessible-video-player/) ## DOM Management ### Shadow DOM * [Shadow DOM v1: self-contained web components](https://developers.google.com/web/fundamentals/web-components/shadowdom) * [What's New in Shadow DOM v1 (by examples)](https://hayato.io/2016/shadowdomv1/) ### Data Binding * [Data-binding Revolutions with Object.observe()](https://www.html5rocks.com/en/tutorials/es7/observe/) ### Web Components * [Custom elements v1: reusable web components](https://developers.google.com/web/fundamentals/web-components/customelements) * [The power of web components](https://hacks.mozilla.org/2018/11/the-power-of-web-components/) * [Polymer project](https://github.com/polymer) * [A Quick Introduction To Polymer](https://www.webcomponents.org/community/articles/a-quick-polymer-introduction) * [Building web components using Polymer and ES6 classes](https://www.polymer-project.org/blog/es6) * [Demythstifying Web Components](http://www.backalleycoder.com/2016/08/26/demythstifying-web-components/) * [HTML imports](https://www.html5rocks.com/en/tutorials/webcomponents/imports/) * [Building Webapps with Yeoman and Polymer](https://www.html5rocks.com/en/tutorials/webcomponents/yeoman/) ## Progressive web apps * [Intro to PWAs](https://developers.google.com/web/progressive-web-apps/) * [An Extensive Guide To Progressive Web Applications](https://www.smashingmagazine.com/2018/11/guide-pwa-progressive-web-applications/) * [The Business Case for Progressive Web Apps](https://cloudfour.com/thinks/the-business-case-for-progressive-web-apps/) ### Service Workers * [Service Worker fundamentals](https://developers.google.com/web/fundamentals/primers/service-workers/) * [ServiceWorkies - Learn SWs playing a game](https://serviceworkies.com/) * [The Service Worker Cookbook](https://serviceworke.rs/) * [Offline content with service workers](https://www.madebymike.com.au/writing/service-workers/) * [Making a Service Worker: a case study (Smashing Magazine)](https://www.smashingmagazine.com/2016/02/making-a-service-worker/) * [Service workers explained](https://github.com/w3c/ServiceWorker/blob/master/explainer.md) * [Service Worker Libraries, Totally Tooling Tips](https://www.youtube.com/watch?v=IIRj8DftkqE) * [ServiceWorker: Revolution of the Web Platform](https://ponyfoo.com/articles/serviceworker-revolution) ### Offline caching * [The Offline Cookbook](https://developers.google.com/web/fundamentals/instant-and-offline/offline-cookbook/) * [Instant-loading Offline-first (Progressive Web App Summit 2016)](https://www.youtube.com/watch?v=qDJAz3IIq18) * [Offline Storage for Progressive Web Apps (article by Addy Osmani)](https://medium.com/dev-channel/offline-storage-for-progressive-web-apps-70d52695513c#.jsbxgywzz) * [A Beginner's Guide to Using the Application Cache](https://www.html5rocks.com/en/tutorials/appcache/beginner/) ### Push Notifications * [Web Push Notifications (Google's Web fundamentals)](https://developers.google.com/web/fundamentals/push-notifications/) * [Push API W3C draft](http://w3c.github.io/push-api/) * [Notifications API spec](https://notifications.spec.whatwg.org/) ## Client side storage * [Client-Side Storage](https://www.html5rocks.com/en/tutorials/offline/storage/) * [Offline Cookbook](https://jakearchibald.com/2014/offline-cookbook/) * [Introduction to IndexedDB](https://www.codemag.com/Article/1411041) * [Real-World Off-Line Data Storage](https://code.tutsplus.com/tutorials/real-world-off-line-data-storage--net-34063) * [Local storage tutorial](https://developer.mozilla.org/en-US/docs/Archive/Add-ons/Overlay_Extensions/XUL_School/Local_Storage) ## Performance * [Accelerated Mobile Pages (AMP)](https://www.ampproject.org/learn/overview/) * [Google developers best practices](https://developers.google.com/speed/docs/insights/rules) * [Optimizing performance from Google Web Fundamentals](https://developers.google.com/web/fundamentals/performance/why-performance-matters/) * [Resource hints draft (preconnect and preload)](http://www.w3.org/TR/2014/WD-resource-hints-20141021/) * [Prefetching and prerendeding](https://medium.com/@luisvieira_gmr/html5-prefetch-1e54f6dda15d) * [Image compression](https://www.html5rocks.com/en/tutorials/speed/img-compression/) * [Text compression](https://www.html5rocks.com/en/tutorials/speed/txt-compression/) * [Resource timing spec](http://www.w3.org/TR/resource-timing/) ## Mobile * [The Web App Manifest (Google's fundamentals)](https://developers.google.com/web/fundamentals/web-app-manifest/) * [Field guide to web applications](https://www.html5rocks.com/webappfieldguide/toc/index/) * [Apache Cordova tutorial](http://ccoenraets.github.io/cordova-tutorial/) * [PhoneGap from Scratch](https://code.tutsplus.com/tutorials/phonegap-from-scratch-introduction--mobile-9171) * [Best practices for mobile web apps](https://www.html5rocks.com/en/tutorials/speed/quick/) * [Build mobile apps with Kendo UI](https://docs.telerik.com/kendo-ui/controls/hybrid/introduction) * [HTML5 Vibration API](https://code.tutsplus.com/tutorials/html5-vibration-api--mobile-22585) * [HTML5 Battery Status API](https://code.tutsplus.com/tutorials/html5-battery-status-api--mobile-22795) * [Privacy analysis of the HTML5 Battery Status API](https://eprint.iacr.org/2015/616.pdf) * [HTML5 Network Information API](https://code.tutsplus.com/tutorials/html5-network-information-api--cms-21598) * [Sencha Touch tutorials](https://docs.sencha.com/) ## Communications and interoperability ### Web Sockets * [Introducing Websockets](https://www.html5rocks.com/en/tutorials/websockets/basics/) * [About HTML5 WebSocket](https://www.websocket.org/aboutwebsocket.html) * [HTML5 Web Sockets API](http://www.tutorialspark.com/html5/HTML5_WebSockets.php) ### WebRTC * [What is WebRTC and how does it work](https://www.innoarchitech.com/what-is-webrtc-and-how-does-it-work/) * [WebRTC made simple](https://blog.carbonfive.com/2014/10/16/webrtc-made-simple/) * [WebRTC data channels tutorial](https://www.html5rocks.com/en/tutorials/webrtc/datachannels/) * [WebRTC data channels from MDN](https://developer.mozilla.org/en-US/docs/Games/Techniques/WebRTC_data_channels) ## Web Workers * [Web Worker Basics](https://www.html5rocks.com/en/tutorials/workers/basics/) * [How fast are web workers?](https://hacks.mozilla.org/2015/07/how-fast-are-web-workers/) * [Web Workers in MDN](https://developer.mozilla.org/en-US/docs/Web/API/Web_Workers_API/Using_web_workers) * [Getting started with Web Workers](https://code.tutsplus.com/tutorials/getting-started-with-web-workers--net-27667) ## WebGL * [WebGL Fundamentals](https://www.html5rocks.com/en/tutorials/webgl/webgl_fundamentals/) ## Browser compatibility * [I want to use](http://www.iwanttouse.com/) * [Can I use...](https://caniuse.com/) * [W3C quality tools](http://w3c.github.io/developers/tools/) * [HTML5 test](http://beta.html5test.com/) * [HTML5 demos](https://bestvpn.org/html5demos/) ## Books * [Dive Into HTML5](http://diveinto.html5doctor.com/) * [HTML5: Up and Running](https://www.amazon.com/HTML5-Running-Dive-Future-Development/dp/0596806027) * [Using the HTML5 Filesystem API](http://shop.oreilly.com/product/0636920021360.do) * [HTML5 Game Development Insights](https://www.apress.com/us/book/9781430266976) * [Web Design Playground: HTML & CSS The Interactive Way](https://www.manning.com/books/web-design-playground) ## Game development * [Getting started with HTML5 Game Development from Mozilla Hacks](https://hacks.mozilla.org/2013/09/getting-started-with-html5-game-development/) * [HTML 5 game development video series by Mozilla](https://hacks.mozilla.org/2016/02/html-5-game-development-video-series/) * [Info, news and tutorials](http://html5gamedevelopment.com/) * [Over 380 resources on HTML5 game development](https://html5-game-development.zeef.com/andre.antonio.schmitz) * Opensource JavaScript game engines - [Pixi.js](https://github.com/pixijs/pixi.js) - [Phaser](https://github.com/photonstorm/phaser) - [MelonJS](https://github.com/melonjs/melonJS) - [Kiwi.js](https://github.com/gamelab/kiwi.js) - [Crafty](https://github.com/craftyjs/Crafty) - [PhysicsJS](https://github.com/wellcaffeinated/PhysicsJS) - [Stage.js](https://github.com/shakiba/stage.js) - [Cocos2d](https://github.com/cocos2d/cocos2d-html5) ## Bootcamp *[Learn coding for free online](https://www.freecodecamp.org/) *[Free online cources](https://www.khanacademy.org/) ## Videos and Keynotes * [HTML5 Developer Conference](https://html5devconf.com/videos.html) * [Polymer: declarative, encapsulated, reusable components](https://www.youtube.com/watch?v=DH1vTVkqCDQ) * [Making the mobile web fast, feature-rich, and beautiful](https://www.youtube.com/watch?v=EXjPsvwIDwU) * [Dart: HTML of the Future, Today!](https://www.youtube.com/watch?v=euCNWhs7ivQ) ## Websites and resources ### Websites * [HTML official reference](https://webplatform.github.io/docs/Main_Page/index.html) (allows collaborative modification of content like wiki) * [HTML5 Rocks](https://www.html5rocks.com/en/) (news, tutorials and updates) * [HTML5 Gallery](http://html5gallery.com/) (a showcase of sites using HTML5 markup and API's) * [HTML5 development guide from MDN](https://developer.mozilla.org/en-US/docs/Learn/HTML) * [W3C Highlights form June 2014](http://www.w3.org/2014/06/w3c-highlights/) * [HTML5 Please](https://html5please.com/) (Know when HTML5 feature are ready to use) * [Keen HTML](https://keenhtml.com) (Free interactive lessons to learn HTML) * [A Complete Guide to the Table Element ](https://css-tricks.com/complete-guide-table-element/) ### Weekly news * [HTML5 Weekly](https://frontendfoc.us/) * [Mozilla Hacks Weekly Articles](https://hacks.mozilla.org/category/mozilla-hacks-weekly/) * [Responsive Design Newsletter](http://responsivedesignweekly.com/) ### Twitter * [@html5](https://twitter.com/html5) * [@html5rock](https://twitter.com/html5rock) * [@html5gallery](https://twitter.com/html5gallery) * [@html5doctor](https://twitter.com/html5doctor) * [@GameDevHTML5](https://twitter.com/GameDevHTML5) * [@mozhacks](https://twitter.com/mozhacks) * [@googlechrome](https://twitter.com/googlechrome) ## Other awesome lists * [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness) * [lists](https://github.com/jnv/lists) * [Community Curated Resources](https://hackr.io/tutorials/learn-html-5) ## Contributing Your contributions are always welcome!

# Awesome Swift Playgrounds [](https://awesome.re)  > A curated list of awesome Swift playgrounds. ### Contributing Please take a quick look at the [contribution guidelines](https://github.com/uraimo/awesome-swift-playgrounds/blob/master/CONTRIBUTING.md) first. Thanks to all [contributors](https://github.com/uraimo/awesome-swift-playgrounds/graphs/contributors); you rock! If you see a playground here that does not work anymore with the current release of Xcode or is not a good fit, please submit a pull request to improve this file or consider updating it, thank you! ### Downloading all the playgrounds Unless otherwise indicated, all playgrounds are compatible with Swift 3. All the playgrounds are available as submodules in the `playgrounds/` directory, to download them all in one go, just clone this repository with `git clone --recursive https://github.com/uraimo/Awesome-Swift-Playgrounds.git` or execute `git submodule update --init` after you have cloned the repository the usual way. Apple's playgrounds distributed as zip archives have to be downloaded manually. ### Tags 🌟 = My personal favorites 🍁 = Swift 4+ Playground ⏳ = Pre-Swift 3 Playground ### Contents - [PlaygroundBooks](#playgroundbooks) - [Learning Swift](#learning-swift) - [Learning Swift: Advanced Topics](#learning-swift-advanced-topics) - [Design Patterns](#design-patterns) - [Protocol Oriented Programming](#protocol-oriented-programming) - [Functional Reactive Programming](#functional-reactive-programming) - [Apple's Playgrounds](#apples-playgrounds) - [WWDC Students Submissions](#wwdc-students-submissions) - [Playgrounds about Playgrounds](#playgrounds-about-playgrounds) - [Playgrounds from Playgroundbooks](#playgrounds-from-playgroundbooks) - [Theoretical Computer Science](#theoretical-computer-science) - [Algorithms and Data Structures](#algorithms-and-data-structures) - [Languages](#languages) - [Machine Learning](#machine-learning) - [UIKit And Graphics](#uikit-and-graphics) - [Core Image](#core-image) - [Metal](#metal) - [Animations](#animations) - [SpriteKit](#spritekit) - [Audio](#audio) - [Mathematics](#mathematics) - [Libraries and APIs](#libraries-and-apis) - [Playground sets](#playground-sets) - [Miscellaneous](#miscellaneous) ## PlaygroundBooks *Playgrounds that can be run on your iPad* * [Guilloche Pattern Playground Book](https://github.com/TheWildHorse/GuillochePlayground) - Learn more about this pattern you see every day, but probably never knew it was really carefully designed. 🍁 * [Accessibility](https://github.com/xReee/wwdc2018) - Accessibility for iOS developers. 🍁 * [TJBot Playground](https://github.com/jweisz/tjbot-playground) - Swift Playground for interacting with IBM's TJBot. 🍁 * [Tree Trouble Playbook](https://github.com/joelrorseth/Tree-Trouble) - An interactive Swift Playground Book about Binary Search Trees. * [Auto Pong](https://github.com/cardoso/AutoPong) - A tutorial to implement a pong based on a simple AI. * [Neural Network Playground](https://github.com/hetelek/Neural-Network-Playground) - A neural network Swift playground, with no third party dependencies. * [Window Manager Playground](https://github.com/steventroughtonsmith/windowmanager-playgroundbook) - Playground for an experimental window manager. * [AudioKit Playground Book](https://github.com/audiokit/Playgrounds) - A set of playgrounds using AudioKit designed for the iPad Playgrounds app. * [Numsw](https://github.com/sonsongithub/numsw) - A swift playground book that mimics some of the features of numpy and jupyter notebook. * [File Browser Playground](https://github.com/steventroughtonsmith/files-playgroundbook) - Simple File Browser for Swift Playgrounds on iOS. * [Geometry with Swift](https://github.com/dbbudd/Geometry-Swift-PlaygroundBook) - In this course your students will learn the fundamentals of Swift 3 programming, using geometry as their context for learning. * [Image Filtering](https://github.com/lennet/image-filtering) - A Swift playgroundbook about Image Filtering. 🍁🌟 * [Spacetime Rhapsody](https://github.com/hollisliu/Spacetime-Rhapsody) - A Swift Playground visualizing gravity based on Einstein's Theory of General Relativity. 🌟 * [Neural Network](https://github.com/lennet/neuralnetwork) - A Swift PlaygroundBook about Neural Networks. 🍁 * [coreml-playground](https://github.com/kkk669/coreml-playground) - Core ML examples for Swift Playgrounds. 🍁 * [SF Symbols Viewer](https://github.com/kkk669/SF-Symbols-Viewer) - An SF Symbols Viewer for Swift Playgrounds. 🍁 * [jscore-playground](https://github.com/kkk669/jscore-playground) - A JavaScript REPL using JavaScriptCore. 🍁 * [Accessible Reality](https://github.com/aheze/AccessibleReality) - for learning the basics of ARKit through interactive lessons. 🍁 ## Learning Swift *Some interesting playgrounds to learn Swift* * [What's new in Swift 4](https://github.com/ole/whats-new-in-swift-4) - An Xcode playground showing off the new features in Swift 4.0. 🍁 🌟 * [What's new in Swift 4.2](https://github.com/ole/whats-new-in-swift-4-2) - An Xcode playground showing off the new features in Swift 4.2. 🍁 🌟 * [Codable Playground](https://github.com/filip-zielinski/CodablePlayground) - Playground that demonstrates advanced uses of Codable. 🍁 * [Generics In Swift](https://github.com/LukeSkywalker55/Generics-In-Swift) - Playground that explains generics. 🍁 * [Swift String Cheat Sheet](https://github.com/kharrison/Playground-Strings) - A quick guide to using Strings with Swift. 🍁 * [About Swift](https://github.com/NicolaLancellotti-About/About-Swift) - A playground about Swift language. 🍁 * [The Swift Programming Language Playgrounds](https://github.com/danielpi/Swift-Playgrounds) - 40+ playgrounds, one for each chapter of Apple's Swift book. 🌟 * [Swift Hack Pack](https://github.com/GuildSA/swift-hack-pack) - Collection of playgrounds that teaches Swift. * [The Swift Summary Book](https://github.com/jakarmy/swift-summary) - A summary of Apple's Swift language. 🌟 * [Swifter Tips](https://github.com/swifter-tips/Playground) - Examples for every feature of the Swift language. * [MPCS51032 UChicago iOS Course](https://github.com/uchicago-mobi/mcps51032-2017-spring-playground) - Playgrounds from the 2017 Spring iOS course of the University of Chicago. ## Learning Swift: Advanced Topics *Advanced topics, useful once you have mastered the basics of the language* * [A Swift Introduction to Core Data](https://github.com/andyshep/CoreDataPlaygrounds) - Learn Core Data experimenting directly in this playground. 🌟 * [TDDSwiftPlayground](https://github.com/sshrpe/TDDSwiftPlayground) - Demonstration of using Swift Playgrounds in Test Driven Development with XCTest. * [Concurrency on iOS](https://github.com/sammyd/2017AtSwift_Concurrency) - Concurrency and Parallelism in iOS. * [Modern Core Data](https://github.com/dfreniche/modern-core-data-playground) - An introduction to Core Data. * [Swift DSL Example](https://github.com/cfdrake/swift-dsl-example) - Implementation of a DSL in Swift. * [Katan](https://github.com/marciok/katan) - A micro web server that replies "Hello world!" to every request, an example of how to use sockets in Swift. * [Swift Regular Expressions](https://github.com/ogulcan/SwiftRegEx) - A playground to learn regular expressions with Swift. * [Network Stack](https://github.com/AndrejKolar/NetworkStack) - Clean & simple Swift networking stack playground. * [Swiftly Typed Resources](https://github.com/jstart/Swiftly-Typed-Resources) - A playground showing how Swift makes Strings, Colors, Fonts, Images, etc easier to deal with. ⏳ * [Swift KVO Closures](https://github.com/rectalogic/KVOPlayground) - Swift KVO playground. ⏳ * [Swift Date Tutorial](https://github.com/liuyubobobo/Swift-NSDate-Tutorial) - Learn everythig about NSDate. ⏳ * [Swift And C](https://github.com/MacMark/SwiftAndC) - Examples about using C with Swift. ⏳ * [Swift Memory Management](https://github.com/ndethore/swift-memory-management) - How to avoid retain cycles, from [this post](http://detho.re/2016/01/21/writing-memory-efficient-swift-code/). ⏳ ### Design Patterns * [The Principles of OOD in Swift 4](https://github.com/ochococo/OOD-Principles-In-Swift) - The Principles of OOD based on Uncle Bob articles.🍁 * [Design Patterns Playground](https://github.com/edopelawi/DesignPatternsPlayground) - Learning GoF's Design Patterns in Swift 3. * [iOS Design Patterns](https://github.com/haxpor/ios-design-patterns) - Sample projects for MVC, MVP, MVVM, and VIPER. * [Design Patterns in Swift](https://github.com/ochococo/Design-Patterns-In-Swift) - Design patterns in Swift 3. * [GOF Swift](https://github.com/SebastianBoldt/Gang-of-Four-and-Solid-Principles-in-Swift) - Learn all 23 Gang of Four patterns using Swift. ### Protocol Oriented Programming * [Swift Diagram Playgrounds](https://github.com/alskipp/Swift-Diagram-Playgrounds) - Adaptation of the Protocol-Oriented Programming in Swift talk from WWDC 2015. * [Swift Protocol Extensions](https://github.com/davidahouse/SwiftProtocolExtensions) - A playground to explore Protocol Extensions. ⏳ * [Battleship Example](https://github.com/vichudson1/Battleship-POP-Example) - An example of how to use Protocol Oriented Programming with the battleship game. ⏳ ### Functional Reactive Programming * [ReactiveCocoa Playground](https://github.com/nikita-leonov/ReactiveCocoaPlayground) - The easiest way to get a taste of ReactiveCocoa. ⏳ * [Swift Reactive Playground](https://github.com/ColinEberhardt/SwiftReactivePlayground) - Companion to the article: ReactiveCocoa made Simple With Swift. ⏳ ## Apple's Playgrounds *Playgrounds from Apple, usually presented at some WWDC* * [Apple's Mandelbrot Playground](https://github.com/palmerc/Mandelbrot-Swift-Playground) - A playground with the mandelbrot fractal (updated to Swift 3 by @palmerc, @kemalenver). * [Interactive Newton's Cradle](https://github.com/p-sun/iOS-Effects-and-Animations/tree/master/Newton'sCradle) - Apple's interactive playground of a Newton's Cradle where collisions and gravity are applyed with UIKit dynamics. 🌟 (updated to Swift 3 by @p-sun) * [Apple's Balloons Playground](https://developer.apple.com/swift/blog/downloads/Balloons.zip) - The balloons playground showed at WWDC14. ⏳ * [Apple's Crustacean Playground](https://developer.apple.com/sample-code/wwdc/2015/downloads/Crustacean.zip) - Protocol-Oriented Programming with Value Types. ⏳ * [Apple's Swift Standard Library Playground](https://developer.apple.com/sample-code/swift/downloads/Standard-Library.zip) - experiment with Swift standard library types and high-level concepts using visualizations and practical examples. ⏳ ## WWDC Students Submissions *Playgrounds submitted by students for the WWDC scholarship* - [2022](https://github.com/wwdc/2022) - [2021](https://github.com/wwdc/2021) - [2020](https://github.com/wwdc/2020) - [2019](https://github.com/wwdc/2019) - [2018](https://github.com/wwdc/2018) - [2017](https://github.com/wwdc/2017) - [2016](https://github.com/wwdc/2016) - [2015](https://github.com/wwdc/2015) - [2014](https://github.com/wwdc/2014) ## Playgrounds about Playgrounds *Playgrounds that describe what you can do with playgrounds* * [XCTest Playground](https://github.com/Liquidsoul/XCTestPlayground) - Better looking tests for playgrounds. * [Interactive Playground](https://github.com/dasdom/InteractivePlayground) - Exploring interactivity in Playgrounds. * [Mondrian](https://github.com/timbellay/Mondrian) - Make iOS app mockups in Swift 2.x playgrounds. ⏳ ## Playgrounds from Playgroundbooks *Playgrounds derived from iPad Swift Playgroundbooks* * [iPad Swift Playgrounds](https://github.com/kushtaneja/iPad_Swift_Playgrounds) - The sample playgroundbooks converted to playgrounds. ## Theoretical Computer Science * [Functional Debug View](https://github.com/tomquist/DebugView) - Playground to visualize functional programming with graphical sequences. 🍁 🌟 * [OOP with Functions in Swift](https://github.com/iamleeg/OOPInFPInSwift) - Object-Oriented Programming in Functional Programming in Swift. 🍁 * [Logician](https://github.com/mdiep/Logician) - Logic programming in Swift. 🌟 * [Function Composition in Swift](https://github.com/ijoshsmith/function-composition-in-swift) - Exploration of function composition in Swift. 🌟 * [Swift Adventures in Monad Land](https://github.com/alskipp/Swift-Adventures-In-Monad-Land) - Learn about monads. * [Functional Design Patterns](https://github.com/cmvicentehe/FunctionalProgrammingDesignPatterns) - A few functional programming concept and patterns. * [Learn about transducers](https://github.com/mbrandonw/learn-transducers-playground) - A little tutorial that explains transducers. ⏳ * [Swift Functors, Applicatives, and Monads in Pictures](https://github.com/mokacoding/Swift-Functors-Applicative-Monads-In-Pictures-Playground) - Companion to the article: Swift Functors, Applicatves, and Monads in Pictures. ⏳ * [Functors in Swift](https://github.com/mokagio/Swift-Functor-Introduction-Playground) - A playground to introduce Functors in Swift, and their practical usage. ⏳ ### Algorithms and Data Structures *Algorithms and data structures implemented in Swift* * [Animated Sorting Algorithms](https://github.com/p-sun/Animated-Sorting-Algorithms) - Swift 4 playgrounds to view and manipulate sorting algorithms.🍁 * [Expressions](https://github.com/mpangburn/Expressions) - Arithmetic and logical expressions elegantly modeled and visualized using protocol-oriented binary trees.🍁 * [Swift Algorithm Club](https://github.com/raywenderlich/swift-algorithm-club) - Algorithms and data structures in Swift with explanations. 🌟 * [Sorting Experiments](https://github.com/adrfer/Sort) - Alluring experiments with sorting algorithms in Swift, sort of. * [Visual Binary Trees](https://github.com/akpw/VisualBinaryTrees) - Effortless visualization of arbitrary Binary Trees, along with their pluggable traversal implementations. 🌟 * [Julia Fractal Playground](https://github.com/gongzhang/julia-set-playground#julia-set-playground) - A Swift playground that generates beautiful Julia set fractal images. * [A Star](https://github.com/Dev1an/A-Star) - Protocol oriented A* pathfinding algorithm implementation in Swift 4.🍁 * [DataStructures Playground](https://github.com/oliverfoggin/DataStructuresPlayground) - Data Structures and Algorithms in Swift. ⏳ * [Swiftography](https://github.com/sketchytech/Swiftography) - Standard cryptographic algorithms in a Swift Playground. ⏳ * [Algorithms Playground](https://github.com/ashokgelal/AlgorithmsPlayground) - Various algorithm implementation in Swift. ⏳ * [The Jelly Bean Problem](https://github.com/kyleweiner/Jelly-Bean-Problem) - The Jelly Bean problem from Wait But Why. ⏳ * [Euclidean Strings](https://github.com/modulusMathews/ReEuclid) - A playground leveraging ReSwift to generate Euclidean Strings. ⏳ ### Languages *Programming language interpreters implemented in Swift* * [Introduction to Compilers](https://github.com/ahoppen/introduction-to-compilers) - Great introduction to the inner workings of compilers. 🍁🌟 * [Pascal Interpreter](https://github.com/igorkulman/SwiftPascalInterpreter) - Simple Swift interpreter for the Pascal language inspired by the Let’s Build A Simple Interpreter article series. 🍁 * [Write your own language: Mu](https://github.com/marciok/Mu) - A playground explaining how to create a tiny programming language named Mu. 🌟 * [ASM Swift](https://github.com/NSExceptional/ASM-Swift) - A playground for learning Assembly language through Swift. 🌟 * [Let's build a compiler in Swift](https://github.com/mkchoi212/LBAC-Swift) - Let's Build a Compiler by Jack Crenshaw translated to Swift Playgrounds. 🌟 * [Register VM](https://github.com/brianhill/register-vm-in-swift) - A register-based VM in a Swift playground. 🌟 ⏳ * [Turtle Playground](https://github.com/dimsumthinking/TurtlePlayground) - A playground with Logo-like commands. 🌟 ⏳ * [Swift Brainfuck](https://github.com/xavieryao/Swift-Brainfuck) - Brainfuck interpreter written in Swift using Playground. ⏳ ### Machine Learning * [Emoji Intelligence](https://github.com/BilalReffas/EmojiIntelligence) - Neural Network built in Apple Playground using Swift. 🌟 ## UIKit And Graphics *A list of playgrounds that demostrate various aspect of UIKit and other graphical frameworks* * [UIStackView Playground](https://github.com/dasdom/UIStackViewPlayground) - Interesting examples of use of UIStackViews.🌟 * [Bezier Path Playgrounds](https://github.com/DigitalLeaves/BezierPathPlaygrounds) - Some playgrounds to better understand UIBezierPaths. * [UIKit playground](https://github.com/ralfebert/uikit-playground) - Playgrounds to experiment interactively with UIKit views. * [UIDynamic Playground](https://github.com/andresbrun/UIDynamicsPlayground) - Multiple Playgrounds using almost every behaviour of UIDynamic. * [WWDC16 Typography](https://github.com/tototti/wwdc16_typography_playground) 🇯🇵 - Draw a logo or any text with the WWDC16 ASCII texture. * [Animated GIF Playground](https://github.com/danielrhammond/GIF-Playground) - Swift playground for generating animated GIFs. * [RPClarity](https://github.com/RobotsAndPencils/RPClarity) - Shows a technique for blurring an image behind the characters behind one or more UILabels. ⏳ * [Swift Clock](https://github.com/nickoneill/swiftclock) - An animated clock in a swift playground. ⏳ * [WatchKit Asset Playground](https://github.com/cwimberger/WatchKitAssetPlayground) - A swift playground for creating awesome animations for your WatchKit Apps. ⏳ * [Swift 2.0 Protocol Extension Example](https://github.com/jhurray/Swift2-Protocol-Extension-Example) - Showing how to use Swift2 protocol extensions to render errors in UIViews and UIViewControllers without subclassing or creating classes. ⏳ * [Tinting](https://github.com/Jesse-calkin/tinting) - A small playground to demonstrate image tinting in UIKit. ⏳ * [Ray tracing Playground](https://github.com/mhorga/Raytracing) - A playground and a series of articles on ray tracing, see also part [2](https://github.com/mhorga/Raytracing2), [3](https://github.com/mhorga/Raytracing3), [4](https://github.com/mhorga/Raytracing4), [5](https://github.com/mhorga/Raytracing5) 🌟 ⏳ * [WWDC16 Logo Playground](https://github.com/krutarth/WWDC16Logo) - Drawing the WWDC16 logo in a playground. ⏳ ### Core Image * [Interpolation Playground](https://github.com/FlexMonkey/Interpolation-Playground-) - Playground demonstrating lerp, smooth step, Catcall-Rom and others! ⏳ * [CoreImage for Swift Playgrounds](https://github.com/FlexMonkey/CoreImageForSwiftPlaygrounds) - Growing collection of CoreImage playgrounds from the upcoming book "CoreImage For Swift". 🌟 ⏳ * [Image Processor](https://github.com/mortenbrudvik/ImageProcessor) - Implementing different image filter algorithms. ⏳ ### Metal * [Metalbrot](https://github.com/jtbandes/metalbrot-playground) - Interactive playground that draws the Mandelbrot fractal with Metal. 🌟 * [METAL Playground](https://github.com/haawa799/METAL_Playground) - Apple Metal framework playground. 🌟 ⏳ ### Animations * [Core Animation Swift Playgrounds](https://github.com/rmirabelli/CoreAnimationSwiftPlaygrounds) - A set of interesting Core Animation playgounds. * [UIViewPropertyAnimator Playground](https://github.com/mathewsanders/Scrubber) - Playground demonstrating UIViewPropertyAnimator. * [WWDC Crowd Simulator 2017](https://github.com/neilsardesai/WWDC-Crowd-Simulator-2017) - A SpriteKit experiment to simulate the WWDC2017 logo crowd. * [Duet-Inspired Trail Effect](https://github.com/dionlarson/Duet-Trail-Effect-SpriteKit-Playground) - How to get a Duet style trailing effect in SpriteKit. * [Additive Animations](https://github.com/d-ronnqvist/Additive-Animations-Playground) - Experiment with multiple additive animations in Core Animation. ⏳ * [Core Animation Playground](https://github.com/knightsc/CoreAnimationPlayground) - Companion to Apple's Core Animation Programming Guide. ⏳ * [Core Animation Timing](https://github.com/Kentzo/CoreAnimationTiming) - Playground demonstrating effects of CAMediaTiming properties. 🍁 ### SpriteKit * [SceneKit ARKit Demo](https://github.com/mhanlon/ARKitDemoPlayground) - The Xcode 9 ARKit SpriteKit demo as a playground.🍁 * [SpriteKit Swift 3](https://github.com/MacMeDan/SpriteKitCollisions) - Playground for exploring Sprite Kit. * [SpriteKit Collisions](https://github.com/jaredmpayne/SpriteKitCollisionsPlayground) - Demonstrates how to perform physics collision detection using Swift and SpriteKit. ⏳ * [SceneKit Examples](https://github.com/UCh/swift-scene-kit-playgrounds) - Experiment with SceneKit and Swift. ⏳ * [Astronomy](https://github.com/cl7/Astronomy) - A 3D earth model written in swift playground using SceneKit. ## Audio *Sounds and music* * [Bach Playground](https://github.com/dreamwieber/BachPlayground) - A Simple Swift Playground that plays a brief piece by Bach with AVAudioEngine and AVMIDIPlayer. * [PlayerNode Playground](https://github.com/genedelisa/PlayerNodePlayground) - Playground using AVAudioEngine with a playernode and effects to play an audio file. 🌟 * [Miles](https://github.com/lalomts/Miles) - A Swift Playground that creates jazz improvisations in any key using AudioToolbox and AVFoundation. * [Rhythm Snap](https://github.com/carlosmbe/Rhythm-Snap) - A Swift Playground using Vision and AVFoundation to help you practice rhythm in a fun way.🍁 ## Mathematics *Live math with playgrounds* * [Guilloche Pattern Playground Book](https://github.com/TheWildHorse/GuillochePlayground) - Learn more about this pattern you see every day, but probably never knew it was really carefully designed. 🍁 * [Lindenmayer Systems](https://github.com/henrinormak/lindenmayer) - A Swift playground exploring Lindemayer systems. * [Swift Natural Numbers](https://github.com/jakebromberg/Swift-Natural-Numbers) - A playground for implementing the natural numbers and more concepts in number theory. * [Polydoxical](https://github.com/kirkbyo/Polydoxical) - Interactive playground to experiment with roulettes and polygons. * [Abstract Algebra](https://github.com/taketo1024/SwiftyMath) - Abstract algebra concepts implemented in Swift. * [Swift Accelerate](https://github.com/haginile/SwiftAccelerate) - Using the Accelerate framework and Swift for Linear Algebra. ⏳ * [Swifty Mathematics](https://github.com/DylanModesitt/swiftyMathematics) - A collection of swift playground about mathematics. ⏳ * [Numerical Algorithms](https://www.raywenderlich.com/99559/numeric-algorithms-using-playgrounds) - Numerical argorithms playground from Ray Wenderlich. ⏳ ## Libraries and APIs *Library tutorials, in a playground* * [AudioKit Playgrounds](https://audiokit.io/playgrounds/) - 130+ Audio synthesis, processing, playback, and analysis playgrounds with AudioKit. * [AIToolbox](https://github.com/KevinCoble/AIToolbox/tree/master/Playgrounds) - A set of playgrounds showing machine learning algorithms, all implemented with pieces of the AIToolbox framework code. * [Cognitive Service APIs](https://github.com/codePrincess/playgrounds) - Get started with the Microsoft Cognitive Services APIs. * [Rx Playground](https://github.com/sgr-ksmt/RxPlayground) - A playground with RxSwift examples. ## Playground Sets *Sets of playgrounds about various topics* * [Parks And Recreation](https://github.com/zwaldowski/ParksAndRecreation) - Great collection of interesting playgrounds, for fun and for profit. 🍁🌟 * [URaimo's Playgrounds](https://github.com/uraimo/Swift-Playgrounds) - My playgrounds, various topics. 🍁 * [Public Extensions](https://github.com/Jasdev/Public-Extension) - A set of useful extensions from [@PublicExtension](https://twitter.com/publicextension). 🌟 * [ManuelCarlos's Playgrouds](https://github.com/manuelCarlos/Swift-Playgrounds) - Various playgrounds. * [Mgrebenets's Playgrounds](https://github.com/mgrebenets/playgrounds) - Various playgrounds.c 🌟 * [Cocoa With Love Playgrounds](https://github.com/mattgallagher/CocoaWithLovePlaygrounds) - Playground versions of select articles from Cocoa with Love. 🌟 * [Sketchytech's Playgrounds](https://github.com/sketchytech/SwiftPlaygrounds) - Various Playgrounds. 🌟 ⏳ * [Swift fun playgrounds](https://github.com/madbat/Swift-fun-playgrounds) - A few playgrounds to showcase Swift peculiar features. ⏳ * [BradLarson's Playgrounds](https://github.com/BradLarson/PersonalSwiftPlaygrounds) - Various playgrounds. ⏳ * [Dmikusa's Playgrounds](https://github.com/dmikusa/swift_playgrounds) - Playgrounds that show basic Swift, JSON parsing, sending HTTP requests and basic file IO. ⏳ * [Cananito's Playgrounds](https://github.com/Cananito/Playgrounds) - Various playgrounds. ⏳ * [Uberbruns's Playgrounds](https://github.com/uberbruns/SwiftPlaygrounds) - Various playgrounds. ⏳ ## Miscellaneous *What doesn't fit anywhere else, but still awesome* * [Rubik's Cube](https://github.com/codelynx/CoreRubiksCube) - Implementing basic model and behavior of Rubic's Cube in Swift. 🍁 * [Icon Creator](https://github.com/tnantoka/IconCreator) - Create app icons on Swift playground. * [2048 Playground](https://github.com/robin/2048_Playground) - The 2048 game implemented with a playground. * [SwiftShell](https://github.com/JustinJiaDev/SwiftShell) - Bash shell in a playground. * [LaunchPad Playground](https://github.com/Juniorlimaivd/LaunchPad-Playground) - A playground that simulates a real LaunchPad for making music. * [Super Maze](https://github.com/W00dL3cs/Super-Maze) - A programmatic maze generator and solver. * [Tic Tac Toe](https://github.com/aabosh/Tic-Tac-Toe) - Tic tac toe in a playground. * [Pixel Art Maker](https://github.com/BenEmdon/PixelArtMaker) - A playground where you can make pixel art. * [SwiftCoin](https://github.com/Thomvis/Swiftcoin) - A simplistic blockchain & cryptocurrency in a playground. * [SentimentlySwift](https://github.com/benbahrenburg/SentimentlySwift) - Sentiment analysis in Swift. * [SwiftChain](https://github.com/gg2001/SwiftChain) - Simple Cryptocurrency in a Swift Playground. * [Game Boards](https://github.com/joalbright/Gameboard) - Chess, checkers, tic-tac-toe, sudoku and many others in playground. 🌟 ⏳ * [StarWars Seals](https://github.com/jeremyconkin/StarWarsSeals) - Emblems from Star Wars in Swift playgrounds via CoreGraphics and UIViews. ⏳ * [SwiftFiles](https://github.com/sketchytech/SwiftFiles) - Save, Load and Delete files easily from within a Swift playground. ⏳ * [Earth photos](https://github.com/jtbandes/DSCOVR.playground) - A slideshow of Earth photos taken by DSCOVR/EPIC. 🌟 ⏳

# Magento 2 Resources [](CONTRIBUTING.md) [](#table-of-contents) [](https://github.com/aleron75/mageres/actions?query=workflow%3A%22Check+Links+Health%22) <p align="center"> <img src="https://raw.githubusercontent.com/aleron75/mageres/master/media/mageres.png" alt="mageres logo"/> </p> We believe in a **bright future for Magento Open Source** and so we keep this curated list of **useful Magento 2 resources**. Resources are listed **alphabetically** within each category. This file is automatically generated from the [resources.csv](resources.csv) file by an automatic GitHub action. If you want to contribute, just update the `resources.csv` and submit a PR. Note: we also have archived [resources list related to the glorious Magento 1](README-M1.md). ## Stay up to date! If you want to **stay up to date with changes**, you can [subscribe to the monthly digest](https://mailchi.mp/6a498018d9ef/mageres). ## Support the community! If you want to support Mageres, the [Mage-OS](https://mage-os.org/) project, and the Magento community in general, you can buy me a coffee. <a href="https://www.buymeacoffee.com/mageres" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/default-orange.png" alt="Buy Me A Coffee" height="41" width="174"></a> ## Table of Contents * [Official Resources](#official-resources) * [Other Resources](#other-resources) * [Certification](#certification) * [Books](#books) * [Performance](#performance) * [Tools](#tools) * [Security](#security) * [Extensions](#extensions) * [Testing](#testing) * [PWA](#pwa) * [Blogs](#blogs) * [Quickies & Tutorials](#quickies--tutorials) * [Podcasts](#podcasts) * [Newsletters & Digests](#newsletters--digests) * [Screencasts](#screencasts) * [Communities](#communities) * [Associations](#associations) * [Events](#events) * [Module Repositories & Marketplaces](#module-repositories--marketplaces) * [Dev boxes](#dev-boxes) ## Official Resources * [Adobe Commerce Documentation](https://experienceleague.adobe.com/docs/commerce.html) - Adobe Commerce product and technical documentation home page. * [Adobe Commerce Performance Best Practices](https://experienceleague.adobe.com/docs/commerce-operations/performance-best-practices/overview.html) - Recommendations and instructions for optimizing the performance of your production deployment. * [Beginner's Guide to Contribution](https://github.com/magento/magento2/wiki/Getting-Started) - All you have to know to start contributing to Magento. * [Magento 2 code repository](https://github.com/magento/magento2) - Official Magento 2 GitHub repository * [Magento 2.x User Guide](https://docs.magento.com/user-guide/) - Merchant-focused documentation for both Magento Commerce and Magento Open Source * [Magento Blog](https://business.adobe.com/blog/tags/commerce) - Get the latest news, tips and advice for maximizing your online store. * [Magento Commerce Tips & Tricks Video Series](https://business.adobe.com/resources/main.html?Products+%26+Services=Commerce) - Adobe video resource center, filterred by Commerce technology * [Magento DevBlog](https://community.magento.com/t5/Magento-DevBlog/bg-p/devblog) - The official Magento developers blog * [Magento Glossary](https://glossary.magento.com/) - The place where all the terminology for Magento products lives. * [Magento Open Source Roadmap](https://devdocs.magento.com/release/roadmap.html) * [Magento Translation Projects](https://github.com/magento-l10n/i18n) - This is a home repository for all activities related to translation of Magento itself including all available editions and extensions developed by Magento, an Adobe Company and 3rd party Magento components. * [Magento U Videos](https://www.youtube.com/playlist?list=PLZur_lHjB8biFVdYncLbvFg_vKPUqio40) - Samples of Magento U instructor-led and On-Demand courses. * [README template for Magento modules](https://gist.github.com/magento-docbot/dfb8cc7db6519da14fc92b890d49b7d3) * [Support Tools](https://support.magento.com/hc/en-us/categories/360004245632-Support-Tools) - An official list of support tools by Magento Help Center ## Other Resources * [Awesome Magento 2](https://github.com/run-as-root/awesome-magento2/) - A curated list of awesome Magento 2 Extensions & Resources by David Lambauer * [Community Resources](https://devdocs.magento.com/community/resources/resources.html) - Collection of resources links to blog posts, podcasts, presentations, and books separated into popular topics. * [ExtDN Resources](https://extdn.org/resources/) - Resources that help improve the ecosystem of Magento extensions. * [Fooman Magento Mirror](https://repo-magento-mirror.fooman.co.nz/) - An alternative authentication free Magento 2 mirror * [GravDept’s Magento 2 Manuals](https://manuals.gravitydept.com/frameworks/magento-2) * [Mage Mastery](https://magemastery.net/) - Learning resources for Magento 2 developers * [MageQuest](https://magequest.io/) - An online learning platform aimed at getting more developers up and running with Magento 2 via a wide variety of learning resources and challenges. * [The Magento Guidebook](https://jetrails.com/blog/the-magento-terms-glossary-guide/) - A Glossary of Magento Terms and Phrases ## Certification * [M2 Certification Study Guides](https://github.com/df2k2/m2cert) - Magento2 Study Guides in MD syntax for note-taking while researching and studying each of the exam topics * [Magento 2 Associate Developer Exam notes](https://docs.google.com/document/d/1t61AugL-wE2B7uBzw5ak_ZQTo3Yju_sjb42ecjnWkpc/edit) - A collection of notes about Magento 2 Associate Developer Exam. * [Magento 2 Certified Professional Developer notes](https://github.com/magento-notes/magento2-exam-notes) - Preparation notes for Magento 2 Certified Professional Developer exam * [Magento Certification](https://learning.adobe.com/certification.html?solution=Adobe%20Magento%20Commerce) - Adobe Magento Commerce certifications * [Magento Certification Integration FAQ](https://express.adobe.com/page/XQ6iZmLsFsHhi/) * [Magento Certified Developer - Cost, Benefits & Steps](https://m.academy/blog/magento-certified-developer/) - Explore the benefits and costs of becoming a Magento-certified developer, including the steps to get an Adobe Commerce certification. * [Resources for the Magento 2 Certified Professional Front End Developer exam](https://github.com/fisheye-academy/m2cpfed-training) - Slide decks used internally at Fisheye to help them prepare for taking the Magento 2 front end certification * [SwiftOtter Certification Resources](https://swiftotter.com/training) - Courses, Study Guides and Practice Tests for Magento 2 Certifications * [SwiftOtter’s Training Environment](https://github.com/swiftotter-certifications/training-environment) - A course to embed super-problem-solving strategies into your workflow: turning you into a super developer. ## Books * [Learning Magento 2 Administration](https://www.packtpub.com/product/learning-magento-2-administration/9781783288250) - A step-by-step course in setting up your Magento 2 website; by Bret Williams & Cyndi Williams, May 2016 * [Magento 2 Beginners Guide](https://www.packtpub.com/product/magento-2-beginners-guide/9781785880766) - An introductory guide on managing a Magento 2 store; by Gabriel Guarino, March 2017 * [Magento 2 Cookbook](https://www.packtpub.com/product/magento-2-cookbook/9781785887062) - Over 50 practical recipes that will help you realize the full potential of Magento in order to build a professional online store; by Ray Bogman & Vladimir Kerkhoff, March 2016 * [Magento 2 Developer's Guide](https://www.packtpub.com/product/magento-2-developers-guide/9781785886584) - A step-by-step guide on how to extend the core functionality of your Magento 2 store; by Branko Ajzele, December 2015 * [Magento 2 Development Cookbook](https://www.packtpub.com/product/magento-2-development-cookbook/9781785882197) - Over 60 recipes that will tailor and customize your experience with Magento 2; by Bart Delvaux, December 2015 * [Magento 2 Development Essentials](https://www.packtpub.com/product/magento-2-development-essentials/9781785289897) - A fast-paced tutorial that provides you with skills to successfully create themes, extensions, and solutions to Magento 2 projects; by Fernando J Miguel, February 2016 * [Magento 2 Development Quick Start Guide](https://www.packtpub.com/product/magento-2-development-quick-start-guide/9781789343441) - This book guides you through Magento development; by Branko Ajzele, September 2018 * [Magento 2 DIY. The Complete Guide](https://leanpub.com/magento2diy) - An overview of the platform and its current technology stack, API, and features; by Viktor Khliupko, March 2016 * [Magento 2 Extensions Development](https://www.packtpub.com/product/magento-extensions-development/9781783286775) - A book about the writing of innovative and complex extensions; by Jérémie Bouchet, June 2016 * [Magento 2 Guida allo sviluppo](https://www.goodreads.com/book/show/52703436-magento-2) - This book focuses on module developing best practices (Italian version only); by Michele Fantetti, May 2018 * [Magento 2 Theme Design – Second Edition](https://www.packtpub.com/product/magento-2-theme-design-second-edition/9781785888229) - A starting guide to create responsive Magento 2 themes; by Fernando J Miguel & Richard Carter, October 2016 * [Mastering Magento 2 - Second Edition](https://www.packtpub.com/product/mastering-magento-2-second-edition/9781785882364) - This book offers you advanced guidance on managing a Magento 2 store; by Bret Williams & Jonathan Bownds, June 2016 ## Performance * [Blackfire.io](https://www.blackfire.io/) - Commercial code profiler (free tier available) which provides Magento-specific metrics and recommendations * [Mage.coach](https://magecoach.raybogman.com/) - Your Magento Performance Coach * [Magento2 performance fixes](https://github.com/maritos/magento2-performance-fixes) - A set of patches to prevent useless concurrent cache building. * [Magento default MySql settings](https://github.com/magenx/Magento-mysql) - Default/startup settings for MySql database. * [Magento Speed Test](https://www.magespeedtest.com/) - Magento Speed Test with Siege * [Magepack](https://github.com/magesuite/magepack) - Easy-to-use tool for making Magento 2 frontend as fast as never before. ## Tools ### Commercial with freemium/trial * [Beeline](https://m.academy/beeline-magento-2-phpstorm/) - This PhpStorm plugin allows us to create entire files, classes & blocks with just a few keystrokes. * [Commerce Bug](https://store.pulsestorm.net/l/commerce-bug-three) - Magento debugging extension for both Magento 1 and 2 * [Mage2Gen](https://mage2gen.com/) - Magento 2 module creator with web interface and CLI tool for M2.2 and M2.3 * [MageCloud](https://www.magecloud.net/) - Allows store owners and developers to deploy Magento instances automatically * [Magerror](https://www.magerror.com) - All your Magento reports in one place * [PhpStorm Plugin by Atwix](https://stormplugin.atwix.com/) - This tool is meant to help software engineers build and efficiently maintain software solutions in Magento projects with both free and paid features. * [RESP.app](https://resp.app/) - Open Source GUI for Redis with automatic Magento Cache and Session decompression and decoding. * [Tinkerwell](https://tinkerwell.app/) - A desktop application that allows you to run PHP code; it includes Magento drivers. ### Free * [Aligent Magento Integration and API Functional Testing Pipe](https://github.com/aligent/magento-integration-test-pipe) - A bitbucket pipe for running Magento integration and API functional tests; designed to be run parallelly so you can leverage bitbucket parallel steps. * [Ampersand Magento2 Upgrade Patch Helper](https://github.com/AmpersandHQ/ampersand-magento2-upgrade-patch-helper) - Helper scripts to aid upgrading Magento 2 websites by detecting overrides * [baler](https://github.com/magento/baler) - AMD module bundler and preloader for Magento 2 stores * [Butter - Smooth Magento 2 Versions Installer](https://github.com/redchamps/butter) - A specialized tool to install a Magento version with just a single command. * [Capistrano::Magento2](https://github.com/davidalger/capistrano-magento2) - A Capistrano extension for Magento 2 deployments. * [Composer Patches](https://github.com/cweagans/composer-patches) - Simple patches plugin for Composer - usage guide: https://devdocs.magento.com/guides/v2.4/comp-mgr/patching.html#custom-patches * [ConvertM1M2](https://github.com/unirgy/convertm1m2) - A script to automate as much as possible the conversion of a Magento 1 extension to Magento 2. * [Database Anonymizer](https://github.com/mpchadwick/dbanon) - A run-anywhere, dependency-less database anonymizer. * [Database synchronizer for Magento 2](https://github.com/jellesiderius/mage-db-sync) - A tool to download clean/stripped Magento databases over SSH, import and configure it for development purposes. * [Divante Anonymizer](https://github.com/DivanteLtd/anonymizer) - Universal tool to create anonymized DBs * [DotEnv](https://github.com/zepgram/magento-dotenv) - Magento 2 component implementing Symfony dotenv to create environment variables * [ExtDN Installer for Magento 2 modules](https://github.com/extdn/installer-m2) - Universal extension installer for Magento 2 * [Gitlab CI/CD pipeline with AWS integration for Magento 2 deployment](https://github.com/bijay135/gitlab-aws-magento2-deploy) - A CI/CD pipeline inspired by the Magento Cloud pipeline with zero downtime, provided at least two nodes are available. * [integer_net Magento 2 Module Template](https://github.com/integer-net/magento2-module-template) - A template to easily get started with Magento open source module development. * [JS Layout Parser](https://github.com/pragmatic-modules/jslayout-parser) - A lightweight standalone PHP library that was created to make work with $jsLayout in Magento 2 less spaghetti, and more object-oriented. * [Laragento](https://github.com/Genaker/laragento) - A collection of Model classes that allows you to get data directly from a Magento 2 database using Laravel’s Eloquent ORM. * [M2 PHP version compatibility check](https://github.com/willtran/magento2-php-8-compatibility-check) - This tool can be used to check all modules in an M2 application for PHP8 compatibility * [Mage-OS Database Changelog Generator](https://github.com/EcomDev/mage-os-database-changelog) - A tool that connects to MySQL as a replication service and aggregates updates into database tables into easy to use event aggregates. * [MageDIAnalyzer](https://github.com/roma-glushko/mage-di-analyzer) - A tool that helps to calculate and report how Magento modules affect Magento2 DI compilation and bootsrapping process. * [Magento 2 - composer patches helper](https://chrome.google.com/webstore/detail/magento-2-composer-patche/gfndadbceejgfjahpfaijcacnmdloiad?hl=en-GB) - Chrome Extension to create copy/pastable composer patch definition for vaimo/composer-patches. * [Magento 2 Changelog](https://github.com/tdgroot/magento2-changelog) - A simple bash tool to easily get insight into what has changed between Magento releases. * [Magento 2 Code + DB Backup](https://github.com/MagePsycho/magento2-db-code-backup-bash-script) - An utility SSH script to backup the code + database of Magento 2 * [Magento 2 Code Generator](https://github.com/ORBA/magento2-codegen) - A tool to automatize the generation of high-quality boilerplate code that can be merged with existing code. * [Magento 2 Code Generator Tool](https://github.com/staempfli/magento2-code-generator/) - Code generator for Magento 2 * [Magento 2 Database Backup Manager](https://github.com/Space48/magedbm2) - A database backup manager for Magento 2 written with developers in mind. * [Magento 2 DevTools](https://github.com/magento/m2-devtools) - Helpful in-browser debugging/inspection tools for the Magento 2 Front-End * [Magento 2 DI Lookup](https://m2-dependency-injection-lookup.pulsestorm.net/) - A dependency injection reference that lets you statically search for any reference to a particular type/symbol. * [Magento 2 Model Generator](https://github.com/michielgerritsen/magento2-model-generator) - With this app, you can create models for Magento 2 very fast. Ready-to-use on https://www.model-generator.com/ * [Magento 2 PHPStorm Preferences](https://github.com/staempfli/magento2-phpstorm-templates) - PHPStorm Live template preferences for Magento 2 Projects * [Magento 2 Simplistic Installer](https://github.com/MagePsycho/magento2-installer-bash-script) - A simplistic tool to install Magento 2 from different sources like tar & composer * [Magento 2 Ultimate Module Creator](https://github.com/UltimateModuleCreator/umc) - A standalone application for creating Magento 2 CRUD modules * [Magento 2 Upgrade GUI](https://github.com/elgentos/magento2-upgrade-gui) - A GUI tool to help you visually and easily spot differences in a three-way comparison between the version you upgraded from, the version you upgraded to, and your Magento preferences, plugins and overrides. * [Magento administrative tool](https://github.com/magento-architects/magento-tool) - Used to perform administrative tasks on Magento instances remotely. * [MagentoApiClient](https://github.com/rantalainen/magento-api-client) - A third-party Magento API client for Node.js and TypeScript. * [Magento Coding Standard](https://github.com/magento/magento-coding-standard) - A set of Magento rules for PHP_CodeSniffer tool. * [Magento Root Update Composer plugin](https://github.com/magento/composer-root-update-plugin) - A Composer plugin that resolves changes that need to be made to the root project composer.json file before updating to a new Magento product requirement. * [Magento Semantic Version Checker](https://github.com/magento/magento-semver) - A tool to determine semantic versioning changes and backward incompatible changes between two sources. * [Magento utilities Tap for Homebrew](https://github.com/fballiano/homebrew-mageutils) * [MageSuite](https://magesuite.io/) - A collection of OpenSource modules that enhance several Magento 2 capabilities (CMS, Performance, Security, Search, Marketin, UX) * [Masquerade](https://github.com/elgentos/masquerade) - Faker-driven, configuration-based, platform-agnostic, locale-compatible data faker/anonymizer tool * [MRM Commerce Magento 2 Coding Standard](https://github.com/mrm-commerce/magento-coding-standard-phpcs) - A set of PHP Code Sniffer rules meant to ensure or increase the code quality of Magento 2 projects. * [netz98 magerun2 addons by Elgentos](https://github.com/elgentos/magerun2-addons) - Some additional commands for the excellent m98-magerun2 Magento 2 command-line tool. * [netz98 magerun CLI tools for Magento 2](https://github.com/netz98/n98-magerun2) - The swiss army knife for Magento 2 developers * [NodeJento](https://github.com/Genaker/nodejento) - NodeJS implementation of the Magento 2 ORM without using legacy PHP * [Oh My ZSH Plugin - Magento 2](https://github.com/dambrogia/oh-my-zsh-plugin-magento-2) - Magento 2 autocomplete plugin for oh-my-zsh * [Optimize Composer for Magento 2 projects](https://github.com/fooman/composer-magento2-optimizations) - A composer-plugin that contains a set of improvements that makes running heavy-duty composer commands (i.e. composer update or composer require) much faster. * [Pacemaker](https://pacemaker.techdivision.com/en) - Import and process management tool for Magento * [Pestle by Alan Storm](https://github.com/astorm/pestle) - A collection of command line scripts for Magento 2 code generation * [PHPStorm Live Templates for Magento 2 by Mark Shust](https://github.com/markshust/phpstorm-magento-live-templates) - Magento 2 live templates for PHPStorm that help speed up the development process. * [PHPStorm Live Templates for Magento 2 by Nathan McBride](https://github.com/brideo/phpstorm-live-templates-magento-2) - A bunch of Magento 2 Live Templates for PHPStorm * [PhpStorm Magento 2 Plugin](https://github.com/magento/magento2-phpstorm-plugin) - Magento PhpStorm plugin, created to improve life-work balance while working with Magento 2 * [PyGento](https://github.com/Genaker/PyGento) - A Python module to work with Magento Database directly without using native Magento 2 core * [Rest client for Magento 2](https://github.com/springimport/magento2-api-v1) - A wrapper over Guzzle for Magento 2 REST API. * [Simple Import / Export tool](https://github.com/EcomDev/sync-magento-2-migration) - A tool that allows to quickly export data from Magento 1 and Magento 2 store and import it back into Magento 2. * [SwiftOtter Driver](https://github.com/SwiftOtter/Driver) - A database task-runner specifically used for transforming a production database to a sandbox. * [SwiftOtter Magento CI Script System](https://github.com/SwiftOtter/MagentoCI) - Magento continuous integration bash scripts. Makes deploying Magento easy. * [Terraform Adobe Commerce Quick Start](https://github.com/aws-ia/terraform-adobe-magento) - A module that uses Terraform Cloud to deploy Magento on the Amazon Web Services (AWS) Cloud. * [The Installer](https://github.com/jacquesbh/installer) - PHP command line tool for Magento extension development and scaffolding * [Vaimo Composer Patches](https://github.com/vaimo/composer-patches) - Applies a patch from a local or remote file to any package that is part of a given composer project. Example https://gist.github.com/amenk/908e80748662d896718685c778cd4db4 * [Velvet](https://github.com/danslo/velvet) - An administration backend for Magento 2 websites built with modern web technologies such as React, Typescript, GraphQL, and MUI. Requires the Magento 2 Velvet extension to work within Magento. * [Visual Studio Code startup task for cache-clean.js on Magento 2.](https://gist.github.com/jrosell/f062e5be7468f620ab7c78a45ea9729e) - A useful gist to add a startup task to automate the Magento 2 Cache Clean process. * [Warden Aliases](https://github.com/MagePsycho/magento2-warden-aliases) - Some shell aliases to make your Warden-based development life easier ## Security * [Adobe Security Notification Service](https://www.adobe.com/subscription/adbeSecurityNotifications.html) - A free e-mail notification service that Adobe uses to send information to customers about the security of Adobe products. * [Adobe Vulnerability Disclosure Program and Magento Bug Bounty Program](https://hackerone.com/adobe?type=team) - The place where you can report new vulnerabilities and get rewards. * [End-of-life dates of Magento 2](https://endoflife.date/magento) - End-of-life dates, and support lifecycles of Magento 2 * [InvalidateAdminPasswords Extension](https://github.com/sdinteractive/Magento2_SomethingDigital_InvalidateAdminPasswords) - A tool by SomethingDigital to invalidate all Magento admin user passwords * [mage2_ext_csp](https://github.com/flancer32/mage2_ext_csp) - The main goal of this extension is to remove CSP errors from JS console and use it to collect reports and generate rules to automatically lock not-allowed content. * [MageDef](https://www.magedef.com/) - Free resources to build more reliable and defensible eCommerce platforms and software. * [Magento Malware Scanner](https://github.com/gwillem/magento-malware-scanner) - Scanner, signatures and the largest Magento malware collection on earth * [Magento Patches](https://github.com/brentwpeterson/magento-patches) - As many Magento patches as Brent Peterson can find! * [Magento Security Checklist](https://github.com/talesh/magento-security-checklist) - A Magento community-sourced security pre-flight checklist. * [Magento Security Guide](https://elogic.co/blog/magento-security-guide-how-to-protect-your-website-from-hackers/) - A useful guide full of Magento security best practices. * [Magento Security Resources](https://github.com/gwillem/magento-security-resources) - Crowd-sourced resources to help merchants mitigate and prevent Magento security incidents. * [Magento Security Scan Tool](https://account.magento.com/scanner/) - Monitor your sites for security risks, update malware patches, and detect unauthorized access with Magento Security Scan, the latest FREE tool from Magento Commerce (requires login with Magento account). * [Magento Vulnerability Database](https://github.com/sansecio/magevulndb) - List of Magento 1 and 2 integrations with known security issues * [MageReport.com](https://www.magereport.com/) - Scan your Magento shop for known security vulnerabilities * [Official Magento Security Center](https://helpx.adobe.com/security.html) - The dedicated resource to stay abreast of the latest security news, best practices, patch releases and bug fixes * [Release & Hotfix matrix for Magento 2 / Adobe Commerce](https://docs.google.com/spreadsheets/d/17w2TxP0Vw-ik45yNwVTW8orfoIKOXCtvBpIFvbEKiTY/edit) - A handy sheet by Sansec summarizing Magento 2 / Adobe Commerce release management. * [Sansec Composer Integrity Checker](https://github.com/element119/module-sansec-composer-integrity-checker) - This extension performs Composer packages integrity checks based on the Sansec Composer integrity plugin. * [Sansec eComscan](https://sansec.io/ecomscan) - A professional and advanced malware scanner for Magento 1 and 2 that detects hacks and vulnerabilities. * [Security.txt](https://github.com/kalpmehta/securitytxt) - Security.txt for Magento 2 websites ## Extensions * [Add an order comments field in the default checkout for Magento 2](https://github.com/boldcommerce/magento2-ordercomments) - Add an order comments field in the default checkout for Magento 2. * [Additional Payment Checks](https://github.com/smaex/additional-payment-checks) - Enables additional checks for payment methods in Magento 2. * [Add Miscellaneous HTML and Scripts to Magento2 Checkout Success Page](https://github.com/magepal/magento2-checkout-success-misc-script) - This extension makes it easy to add miscellaneous HTML and scripts to the checkout success page. * [Admin Notification Blocker](https://github.com/redchamps/admin-notification-blocker) - A Magento 2 extension that allows us to block admin notification based on Severities/Categories. * [Aimes Checkout Designs](https://github.com/robaimes/module-checkout-designs) - This module provides the ability to change checkout page designs/layout per store and customer group * [Aimes_AddressAttributesSortOrder](https://github.com/robaimes/module-address-attributes-sort-order) - Allows reordering of the customer address attributes via the backend form using the 'Sort Order' input. * [Aimes_PageBuilderCodeBlock](https://github.com/robaimes/module-pagebuilder-code-block) - An extension tat adds a new PageBuilder content type to display code snippets nicely, using highlight.js. * [Ajax Newsletter Subscription for Magento 2](https://github.com/magepal/magento2-ajax-newsletter-subscribe) - This extension makes it easy to add an AJAX subscription to the Magento newsletter. * [Akeneo Connector for Magento 2](https://github.com/akeneo/magento2-connector-community) - A module that allows you to export your catalog data and structure from Akeneo PIM Community Edition to Magento 2 through API calls. * [Align MSI reservation logic](https://github.com/comwrap/msi-reservation) - This extension allows avoid ingissues with MSI’s reservations when stocks are managed by external systems. * [Amazon Personalize for Magento 2](https://github.com/Imagination-Media/aws-personalize-magento2) - This extension integrates with Amazon Personalize recommendation service. * [Authorize.net's Customer Information Manager for Magento 2](https://github.com/ParadoxLabs-Inc/authnetcim) * [Automatic Persisted Queries](https://github.com/danslo/magento2-module-automatic-persisted-queries) - Apollo-compatible automatic persisted queries, to improve GraphQL network performance. * [AvS_DisableModules](https://github.com/avstudnitz/AvS_DisableModules) - Adds a shell command info:dependencies:show-removable which exports all modules which have no dependencies * [AvS_ScopeHint for Magento 2](https://github.com/avstudnitz/AvS_ScopeHint2) - This extension displays a hint when a configuration value is overwritten on a lower scope (website or store view). * [BitExpert_ForceCustomerLogin](https://github.com/bitExpert/magento2-force-login) - Magento 2 module that forces customer login to see website pages. * [Braintree Payments](https://github.com/genecommerce/module-braintree-magento2) - Implements integration with the Braintree payment system, overwriting the original Magento module, to provide additional features and bug fixes. * [Breeze](https://github.com/breezefront/module-breeze) - A Magento 2 extension that replaces Luma's js stack with its own implementation. * [Catalog Images Lazy Load](https://github.com/magepal/magento2-catalog-lazy-load) - Improves page loading time and Google Page Ranking by only loading product images as the user scrolls. * [Change Customer Password In Admin](https://github.com/tuyennn/magento2-change-customer-password) - This extension allows the admin to change the customer's password directly, like old-fashion way Magento 1. * [CheckoutTester module for Magento 2](https://github.com/yireo/Yireo_CheckoutTester2) - A simple extension to preview the checkout success-page at any time. * [Clean Admin Menu](https://github.com/redchamps/clean-admin-menu) - Merge all 3rd party extensions menu items in a common menu item * [CLI Plugin List for Magento 2](https://github.com/magento-hackathon/cli-plugin-list) - Get a good overview of plugins installed and be aware of their influence on your Magento 2 instance. * [Cloudinary Image Product Option](https://github.com/develodesign/magento-extension-cloudinary-option) - This module adds a new product option for Cloudinary image uploads, site visitors can upload images to Cloudinary storage, or select images from a range of Social networks. * [CmsImportExport](https://github.com/magespecialist/m2-MSP_CmsImportExport) - An extension for Magento 2 allowing users to import/export CMS pages or blocks. * [ConfigImportExport](https://github.com/semaio/Magento2-ConfigImportExport) - This extension provides CLI commands for Magento 2 to import/export system configuration data. * [Content Fuzzyfyr Module for Magento 2](https://github.com/hivecommerce/magento2-content-fuzzyfyr) - The Content Fuzzyfyr module for Magento2 replaces real content with dummy content. This is for development purposes to prepare test data that matches GDPR restrictions. * [Ctasca MageBundle](https://github.com/ctasca/mage-bundle) - This extension allows the creation of Magento2/AdobeCommerce PHP/XML/JS files from a set of templates via the command line. * [Customer Account Links Manager for Magento2](https://github.com/magepal/magento2-customer-account-links-manager) - Allows you to quickly and easily remove unwanted links from your customer navigation dashboard sidebar in Magento. * [Customer and Address Form Fields Manager for Magento2](https://github.com/magepal/magento2-form-field-manager) - This extension allows us to quickly and easily remove unwanted form fields from admin order creation and customer account. * [Customer Group Payments](https://github.com/smaex/customer-group-payments) - Restricts payment methods to specific customer groups in Magento 2. * [Custom Flat Fee Shipping Rates](https://github.com/magepal/magento2-custom-shipping-rate) - This extension adds custom flat fee shipping rates to admin order creation or displays a simple list of flat rates to customers. * [CustomGento_CliTaxEditor](https://github.com/customgento/module-cli-tax-editor-m2) - Magento 2 module, which provides new console commands to edit the tax configuration. * [Custom Product Relation Sample Extension](https://github.com/magepal/magento2-link-product) - This extension creates a new product accessory relationship in addition to the default ones. * [CyberSource for Magento 2](https://github.com/ParadoxLabs-Inc/cybersource) - This extension brings CyberSource’s enterprise payment services to Magento 2. * [Danslo CleanCheckout](https://github.com/danslo/CleanCheckout) - A drop-in replacement for the Magento 2 checkout * [Dark Mode for Admin Panel](https://github.com/enanobots/m2-admin-darkmode) - A dark mode theme for Magento Admin Panel. * [Data Faker For Magento 2](https://github.com/experius/Magento-2-Module-Experius-FakeMyData) - Replaces existing customer data for fake/anonymous data. * [Developer Toolbar by vpietri](https://github.com/vpietri/magento2-developer-quickdevbar) - The structure of this toolbar is extremely simple you just need to add a new block in the layout to get your tab running. * [DisableLog2 for Magento 2](https://github.com/yireo/Yireo_DisableLog2) - This module disables various log attempts of the Magento core, improving performance slightly. * [DisableServiceWorkerInAdmin for Magento 2](https://github.com/yireo/Yireo_DisableServiceWorkerInAdmin) - Module used to unregister any ServiceWorkers when entering the backend. * [Dutchento VAT Fallback](https://github.com/dutchento/m2-vatfallback) - Port of the Magento 1 VAT fallback for Magento 2 - provides an extra API based validation and a fallback offline regex validation for the unstable VIES database * [EAV Cleaner Console Command](https://github.com/magento-hackathon/EAVCleaner) - Provides cleanup commands to check for different flaws that can occur due to EAV * [Elastic APM Integration for Magento 2](https://github.com/cmtickle/elastic-apm-magento/) - Elastic Application Performance Management (APM) Integration for Magento 2 to diagnose application performance problems. * [ElasticSuite for Magento 2](https://github.com/Smile-SA/elasticsuite) - A feature-rich merchandising suite for Magento 2. * [Elgentos' EU Tax Rates Importer](https://github.com/elgentos/magento2-eu-tax-rates) - A module that makes it possible to import a CSV file containing all the tax rates for all countries in the EU. * [elgentos/magento2-algolia-performance](https://github.com/elgentos/magento2-algolia-performance) - A Magento 2 module that makes it possible to set a debounce and a minimum character amount for Algolia Autocomplete * [Elgentos Kiyoh for Magento 2](https://github.com/elgentos/magento2-kiyoh) - Fetches site review scores from Kiyoh NL and stores them in the Magento database. * [elgentos Large Config Products](https://github.com/elgentos/LargeConfigProducts) - Workaround extension to work with extremely large configurable products (5000+ skus) * [elgentos Prismic.io](https://github.com/elgentos/magento2-prismicio) - Extension to integrate headless CMS Prismic.io into Magento 2 * [Elgento’s Regenerate Catalog URLs](https://github.com/elgentos/magento2-regenerate-catalog-urls) - Set of console commands to regenerate catalog URLs. * [EmailTester 2 by Yireo](https://github.com/yireo/Yireo_EmailTester2) - Preview any transactional email in your Magento 2 backend. * [Enable/Disable Newsletter Signup Email](https://github.com/magepal/magento2-newsletter-signup-email) - To quickly disable unwanted newsletter signup and unsubscribe emails. * [Extension Dashboard](https://github.com/extdn/extension-dashboard-m2) - A Magento 2 dashboard to display installed extensions. * [Extension for Cookie SameSite attribute](https://github.com/Veriteworks/CookieFix) - This extension is adjusting the Cookie SameSite attribute issue since Chrome 80. * [Fisheye_UrlRewriteOptimiser](https://github.com/fisheyehq/module-url-rewrite-optimiser) - A Magento module that stops URL rewrites with category paths being generated for products when 'Use Categories Path for Product URLs' setting is disabled in the config. * [Fooman Email Attachments](https://github.com/fooman/emailattachments-m2) - This module allows you to automatically attach transactional PDF documents to Magento 2 sales emails * [Galactic Labs - Customer Group Payment Filters](https://github.com/galacticlabs/customer-group-payment-filters) - Magento 2 extension to exclude payment methods for selected customer groups. * [Google Tag Manager with Advance Data Layer](https://github.com/magepal/magento2-google-tag-manager) - The extension provides a vast array of over 60 preconfigure data layer elements to make integrating your Magento store with any other third-party service a breeze using Google Tag Manager. * [Goomento Page Builder](https://github.com/Goomento/PageBuilder) - A free Magento Page Builder extension that allows you to efficiently set up your website by simply dragging and dropping manipulation * [Green Flying Panda Sales Automation](https://github.com/licentia/panda) - A sales automation suite for Magento. Includes, among other features: Customer Segments, Product Recommendations, Email & SMS Marketing, Equity, Lifetime Value and Dynamic Pricing, Reports, Info Windows, Two-Factor Authentication, Forms, Customer KPIs * [Hyva Sales Grids](https://github.com/redmonks/magento2-module-hyva-admin-sales-grids) - An extension that implements sales grids (order, invoice, shipment, credit memo) using Hyva Admin. * [Hyvä Admin](https://github.com/hyva-themes/magento2-hyva-admin) - This module aims to make creating grids and forms in the Magento 2 adminhtml area joyful and fast, without usage of UI components. * [Indexer Deploy Config](https://github.com/pykettk/module-indexer-deploy-config) - An extension that allows developers to lock indexer modes via deployment config. * [IntegerNet_EnableSwagger Magento Module](https://github.com/integer-net/magento2-enable-swagger) - Adds the option to re-enable Swagger via configuration. It's disabled in production mode since Magento 2.4.4. * [IntegerNet_RewriteMap Magento Module](https://github.com/integer-net/magento2-rewritemap) - Generate RewriteMap files for Apache from custom Magento URL rewrites (redirects). * [Integer_Net GlobalCustomLayout](https://github.com/integer-net/magento2-global-custom-layout) - Module for Magento 2 that allows you to add global layout update files to be selected from admin, by using '0' instead of an entity_id. * [Integer_Net Session Unblocker](https://github.com/integer-net/magento2-session-unblocker) - Module for Magento 2 that prevents session blocking between concurrent AJAX requests * [Kiyoh Magento 2 Extension by Dutchwebdesign](https://github.com/dutchwebdesign/magento2-kiyoh) - Integrates with KiyohNL's product and shop reviews. * [Legacy Mysql Search](https://github.com/swissup/module-search-mysql-legacy) - MySQL is no longer supported for search since Magento 2.4. This extension brings back the usage of the MySQL search engine on Magento 2. * [Lightspeed for Lighthouse optimizations](https://github.com/elgentos/magento2-lightspeed) - This module defines several sections where you can define common feedback from Google Lighthouse. * [Limit Guest Checkout Coupon Code](https://github.com/magepal/magento2-coupon-limit-guest-checkout) - This extension restricts the maximum use of coupons for guest checkout. * [Mage2 Module Experius WysiwygDownloads](https://github.com/experius/Magento-2-Module-Experius-WysiwygDownloads) - This extension makes it possible to upload different filetypes inside the WYSIWYG-editor. * [Magehook](https://github.com/wpoortman/magehook) - This extension adds an abstraction layer to create and dispatch custom webhooks for Magento 2. * [MageKey AdcPopup](https://github.com/magekey/module-adc-popup) - Add to cart popup with upsell products * [MageMojo cron project](https://github.com/magemojo/m2-ce-cron) - This module for Magento 2 overrides base Magento cron functionality, fixes known bugs, and provides a cron service model to control cron process execution. * [Magenizr ResetUiBookmarks](https://github.com/magenizr/Magenizr_ResetUiBookmarks) - Allows admin users to reset their own UI bookmarks such as state of filters, column positions and applied sorting * [Magento 2 - Admin Activity by Catgento](https://github.com/catgento/magento2-admin-activity) - Easily track every admin activity, record login attempts and admin page visits, track field changes and give the ability to revert them. * [Magento 2 - Admin Activity by Itonomy](https://github.com/Itonomy/magento2-admin-activity) - Easily track every admin activity, record login attempts and admin page visits, track field changes and give the ability to revert them. * [Magento2 - Edit Order Email Address](https://github.com/magepal/magento2-edit-order-email) - This extension allows us to edit the customer email on the order admin page. * [Magento 2 - Inventory Log](https://github.com/elgentos/magento2-inventory-log) - This extension allows to keep the log of product inventory for every single transaction. * [Magento 2 Admin Locale Switcher](https://github.com/enanobots/admin-locale-switcher) - A simple module that allows you to switch locale in Magento 2 Admin Panel. * [Magento 2 Admin Order Status Color](https://github.com/mateussantin/magento2-admin-order-status-color) - An extension to change the color of the order status column in the UI grid, based on the current status of the order. * [Magento 2 Admin UI](https://github.com/graschik/magento-2-admin-ui/) - This extension allows using UI components in widgets and adds new Admin UI components. * [Magento 2 Attribute Options Pagination](https://github.com/enanobots/m2-attribute-pagination) - A simple Magento 2 extension that adds pagination to attribute options in the Admin Panel. * [Magento 2 Auto Proxy to CLI class arguments](https://github.com/run-as-root/magento-cli-auto-proxy) - This component automatically injects proxy for any argument defined in CLI command class constructor to speed up the php bin/magento command execution and eliminate .flag table not found installation issues. * [Magento 2 bash completion](https://github.com/yvoronoy/magento2-bash-completion) - This plugin adds autocompletion for Magento 2 CLI Sub Commands and their Options * [Magento 2 Bash Install/Restore Script](https://github.com/yvoronoy/m2install) - A script designed to simplify the installation process of Magento 2 and rapid deployment of merchant code and DB dumps. * [Magento 2 Blog Extension by Magefan](https://github.com/magefan/module-blog) - Magento 2 Blog is an extension that allows you to manage your store and blog from one place without having to rely on some third-party platforms. * [Magento 2 Cache Clean](https://github.com/mage2tv/magento-cache-clean) - A faster drop-in replacement for bin/magento cache:clean with a file watcher * [Magento 2 CloudFlare Cache Cleaner](https://github.com/enanobots/m2-cloudflare-cache-cleaner) - An extension that allows clearing CloudFlare cache from CLI. * [Magento 2 Composer Quality Patches](https://github.com/elgentos/magento2-composer-quality-patches) - This extension adds a command to generate a composer.quality-patches.json file to use with the vaimo/composer-patches package. * [Magento 2 Configurable Options](https://github.com/Beraa995/configurable-product-options) - This module provides functionality for preselecting configurable product options and updating attribute values from selected simple product. * [Magento 2 CORS](https://github.com/graycoreio/magento2-cors) - Enables configurable CORS Headers on GraphQL and REST APIs * [Magento 2 Cron Job Manager](https://github.com/Ethan3600/magento2-CronjobManager) - A Cron Job Manager Module by Ethan Yehuda * [Magento 2 Cron Schedule extension Free](https://github.com/mageplaza/magento-2-cron-schedule) - Helps you to execute tasks with no effort from the Admin Panel. * [Magento 2 DataPatchCreator](https://github.com/enanobots/m2-datapatchcreator) - Allows us to create PHP Data Patch Files in Magento 2 Admin panel and export them to PHP files which we can add to our code repositories. * [Magento 2 DataPatchCreator - Compatibility for MarkShust SimpleData](https://github.com/enanobots/m2-datapatchcreator-simpledata) - A compatibility extension to use with Magento 2 DataPatchCreator and MarkShust_SimpleData extensions. * [Magento 2 Debug Helper](https://github.com/shkoliar/magento-debug-helper) - Automatic breakpoints on PhpStorm based on search parameters. * [Magento2 Defer Javascripts](https://github.com/fballiano/magento2-defer-javascripts) - Defer Javascripts module for Magento 2 * [Magento 2 Deployer Plus](https://github.com/jalogut/magento2-deployer-plus) - Tool based on deployer.org to perform zero downtime deployments of Magento 2 projects * [Magento 2 Easy Template Path Hints](https://github.com/MagePsycho/magento2-easy-template-path-hints) - Magento 2 module to enable the template path hints on the fly just by using query strings. * [Magento 2 extension for Imgix](https://github.com/elgentos/magento2-imgix) - An extension to automatically processes product images with Imgix service. * [Magento 2 FAQ extension](https://github.com/landofcoder/module-faq) - The extension will help you to set up nice informative & SEO-friendly magento 2 FAQ page. * [Magento2 Flysystem](https://github.com/flagbit/Magento2-Flysystem) - Integrate Flysystem for local and remote filesystems into Magento2. * [Magento 2 FREE SEO Suite](https://github.com/MagePsycho/magento2-seo-suite) - This extension optimizes SEO strategies for your e-commerce store. * [Magento 2 Frontools](https://github.com/SnowdogApps/magento2-frontools) - Set of front-end tools for Magento 2, based on Gulp.js * [Magento2 GeoIp Extension](https://github.com/magepal/magento2-geoip) - Automatically detect visitor country code based on their IP address. * [Magento 2 Google Shopping Feed](https://github.com/run-as-root/Magento-2-Google-Shopping-Feed) - An extension to generate a Google Shopping feed with product data. * [Magento 2 GraphQL Introspection Cache](https://github.com/graycoreio/magento2-graphql-introspection-cache) - This module allows you to use the same mechanism that is used for caching regular GraphQL resolvers, for introspection queries. This helps minimize the number of times Magento is bootstrapped. * [Magento 2 Grid Colors](https://github.com/shkoliar/magento-grid-colors) - Adds extra coloring features to admin grids * [Magento 2 Interceptor classes generator](https://github.com/creatuity/magento2-interceptors) - New interceptors approach for Magento 2 * [Magento 2 Lazy Loading extension](https://github.com/mageplaza/magento-2-lazy-loading) - This extension allows speeding up the site load by showing the image only at the demanding time. * [Magento 2 Menu](https://github.com/SnowdogApps/magento2-menu) - Provides powerful menu editor to replace category based menus in Magento 2. * [Magento 2 Message Queue Retry](https://github.com/run-as-root/magento2-message-queue-retry) - An extension that allows processing the same queue message more than once, utilizing RabbitMQ's dead letter exchange feature. * [Magento 2 Micro Features Module](https://github.com/Lingaro/magento2-module-micro-features) - A collection of useful micro-features packed into the same extension. * [Magento 2 module for NextGenImages](https://github.com/yireo/Yireo_NextGenImages) - Magento 2 module to add next-gen image support to Magento 2. * [Magento 2 Module for showing Landofcoder FAQs on the Hyvä category page](https://github.com/develodesign/magento-2-category-faq-extension-hyva) - Displays a FAQ accordian at the bottom of the Magento Category page from a linked FAQ category. Hyvä compatible. * [Magento 2 module for WebP](https://github.com/yireo/Yireo_Webp2) - This extension adds WebP support to Magento 2. * [Magento 2 module for Whoops](https://github.com/yireo/Yireo_Whoops) - Magento 2 module integrating Whoops error handling. * [Magento 2 Nostalgia Admin Theme](https://github.com/magespices/mage2nostalgia) - A brand new, compact and eye friendly admin theme, inspired by Magento 1. * [Magento 2 Package Integrity checker](https://github.com/run-as-root/Magento-2-Dependency-Checker) - This tool allows to run static analysis on Magento 2 Module Packages to provide an integrity check. * [Magento 2 Price Decimal Precision](https://github.com/lillik/magento2-price-decimal) - This extension allows customizing decimal precision visualization for the prices and other currency values (discounts, taxes, sales amounts, etc.) both for the frontend and the backend areas. * [Magento 2 Private Packagist Integration](https://packagist.org/packages/wizkunde/magento2-packagist) - Connect your Magento 2 webshop to private packagist and distribute extensions to your customer smarter * [Magento 2 Product Discount Label](https://github.com/MagePsycho/magento2-product-discount-label) - This extension allows displaying custom discount labels with calculated savings on catalog and cart pages. * [Magento 2 Quicklink Module](https://github.com/rafaelstz/magento2-quicklink) - An extension that attempts to make navigations to to subsequent pages faster through prefetching in-viewport links during idle time. * [Magento 2 removal of all optional modules](https://github.com/yireo/magento2-replace-all) - A composer meta-package that removes numerous Magento 2 modules * [Magento 2 Sentry Logger](https://github.com/justbetter/magento2-sentry) - This extension integrates the Sentry SDK into Magento 2 to directly send notifications and errors to Sentry. * [Magento 2 SMTP](https://github.com/mageplaza/magento-2-smtp) - This extension allows custom SMTP server configuration to transmit email messages. * [Magento 2 SMTP by MagePal](https://github.com/magepal/magento2-gmail-smtp-app) - Configure Magento 2 to send email using custom SMTP server, Gmail, Amazon SES, Office365 and other * [Magento 2 Store View Pricing](https://github.com/MagePsycho/magento2-store-view-pricing) - This extension helps store owners to set up different product prices per store view. * [Magento 2 Storyblok Integration](https://github.com/Media-Lounge/magento2-storyblok-integration) - This extension allows to create content-rich pages that are easily editable using the Storyblok interface. * [Magento 2 Velvet](https://github.com/danslo/magento2-module-velvet) - The metapackage that bundles all the different GraphQL modules required for Velvet. * [Magento 2 Verbose Log Request](https://github.com/AmpersandHQ/magento2-verbose-log-request) - An extension that allows to dynamically change the log level per request to DEBUG, enabling database, debug log, and verbose logging for a specifically defined request. * [Magento 2 – Cloudflare](https://github.com/jetrails/magento2-cloudflare) - Interact with popular Cloudflare features through Magento 2's backend portal. * [Magento Asynchronous Events](https://github.com/aligent/magento-async-events) - This extension adds a framework for reliably handling asynchronous events with Magento and RabbitMQ. * [MagePal Magento 2 System.xml Color Picker](https://github.com/magepal/magento2-color-picker) - This extension adds a color picker frontend model to be used in system configuration fields. * [MagePal_GuestToCustomer](https://github.com/magepal/magento2-guest-to-customer) - Quickly and easily convert existing guest checkout customers to registered customers. * [MageQuest LiteYouTube](https://github.com/MageQuest/magento2-module-lite-youtube) - A Magento 2 module that adds performant YouTube embeds with no user experience impact. * [MageQuest_PpcLandingPages](https://github.com/MageQuest/magento2-module-ppc-landing-pages) - Customise your PDP (Product Detail Pages) for PPC (Pay Per Click) visitors. * [MageSpecialist CodeMonkey](https://github.com/magespecialist/m2-MSP_CodeMonkey) - Magento 2 code generator * [MageSpecialist DevTools for Magento 2](https://github.com/magespecialist/m2-MSP_DevTools) - intended to be used with [MSP Chrome Toolbar](https://github.com/magespecialist/mage-chrome-toolbar) * [Magewire](https://github.com/magewirephp/magewire) - A Hyva Themes first Magento 2 extension to make it fun and easy to build modern, reactive and dynamic interfaces. * [Magewire Examples](https://github.com/magewirephp/magewire-examples) - A Magewire showcase to give easy insights on where Magewire could possibly fit in our project. * [Mailchimp for Magento 2](https://github.com/mailchimp/mc-magento2) - The official Mailchimp for Magento 2 extension * [Marketplace](https://github.com/swissup/module-marketplace) - Magento modules and themes CLI/GUI downloader and installer * [MarkShust_DisableTwoFactorAuth](https://github.com/markshust/magento2-module-disabletwofactorauth) - Adds the missing toggle to turn 2FA on or off from the admin. * [MarkShust_ExtraBodyClasses](https://github.com/markshust/magento2-module-extrabodyclasses) - Adds the website and store codes to the body class attribute. * [MarkShust_HierarchyComplexIdCompatibility](https://github.com/markshust/magento2-module-hierarchycomplexidcompatibility) - This module changes the functionality when saving a hierarchy, making these longer URL strings compatible with long URL identifiers containing subpaths. * [MarkShust_Messages](https://github.com/markshust/magento2-module-messages) - This extensions allows us to send success, notice, warning, and error messages with embedded HTML. * [MarkShust_OrderGrid](https://github.com/markshust/magento2-module-ordergrid) - Adds Order Items details to the order grid in the admin. * [MarkShust_PageBuilderSourceCode](https://github.com/markshust/magento2-module-pagebuildersourcecode) - Adds a Source Code button to the toolbar of the Page Builder WYSIWYG editor. * [MarkShust_RemoveFavicon](https://github.com/markshust/magento2-module-removefavicon) - Remove all favicons from the HTML head. * [MarkShust_SimpleData](https://github.com/markshust/magento2-module-simpledata) - A module that simplifies calling Magento data structures and provides a SimpleDataPatch class which simplifies writing data patch scripts. * [MarkShust_SpecialRouter](https://github.com/markshust/magento2-module-specialrouter) - This extension provides the ability to use special characters in controller or action names. * [MarkShust_Twilio](https://github.com/markshust/magento2-module-twilio) - Sends SMS messages in response to Magento events. * [Mgt Developer Toolbar for Magento 2](https://github.com/mgtcommerce/Mgt_Developertoolbar) - A dev toolbar that shows all important information for performance optimization and Magento development. * [MSP_SMTP](https://github.com/magespecialist/m2-MSP_SMTP) - MSP_SMTP is a module for Magento 2 allowing send mail via SMTP * [Multi-Threading for Magento 2](https://github.com/zepgram/module-multi-threading) - This extension allows processing large data collections in parallel using multiple child processes, improving performance and reducing processing time. * [MX Phinx Migrations](https://github.com/inviqa/MX_PhinxMigrations) - Integrates https://phinx.org/ migrations as a replacement for Magento's built-in setup upgrade process, enabling zero-downtime deployments. * [N98_Guillotine](https://github.com/netz98/headless-guillotine) - A simple but useful module to disable frontend requests to implement a headless approach. * [Performance Dashboard Extension for Magento 2](https://github.com/magehost/performance-dashboard) - An extension that adds a screen to the Admin Panel to get a clear overview of areas where the performance of your Magento 2 can be improved. * [Phoenix Media Storage Sync](https://github.com/PHOENIX-MEDIA/magento2-mediastoragesync) - An easy way to retrieve files in media from an origin server to a local development environment. * [Preload Images via HTTP Link response header](https://github.com/friends-of-hyva/magento2-preload-images) - This extension improves the user experience by loading images that are guaranteed to be displayed above the fold earlier. * [Preview Order Confirmation Page](https://github.com/magepal/magento2-preview-checkout-success-page) - Easily preview and make changes to the success page without placing a new order or modifying Magento's core code. * [Product Collective Packages Module for Magento 2 / Adobe Commerce](https://github.com/enanobots/m2-product-pack) - This (Hyva-compatible) extension enhances the functionality of Magento 2 by providing a new feature for product collective packages. * [Product Data Pre-Loader](https://github.com/EcomDev/magento2-product-preloader) - This extension provides an easy way to pre-load data for product collections like prices, stock data, and many more by using different types of load types. * [Proof of Concept: using PHP attributes in Magento 2](https://github.com/renttek/magento2-attributes-experiment) - A proof of concept for implementing some Magento 2 configuration using PHP attributes. * [Reindex from Admin](https://github.com/magepal/magento2-reindex) - To quickly and easily update individual or all indexes from within your Magento admin. * [Rixxo IntroJS](https://bitbucket.org/rxmodules-development/rixxo-introjs/src/master/) - Add Google IntroJS to Magento2 * [SamueleMartini_GPT3 module](https://github.com/SamueleMartini/Magento-GPT-3-integration/) - This extension integrates some Open AI GPT-3 features into Magento 2 to generate product and category descriptions from the admin panel automatically. * [Serverless Framework for Magento 2](https://github.com/Imagination-Media/magento-serverless) - An extension to implement data validation, add custom functionality, and much more using serverless functions that aren't part of the codebase. * [Serve Side Analytics for Magento 2](https://github.com/elgentos/magento2-serversideanalytics) - This extension aims to solve the problem of discrepancies between Magento revenue reports and the revenue reports in Google Analytics. * [Siment_HttpHeaderThemeSwitch](https://github.com/siment/magento2-http-header-theme-switch) - Magento 2 module that enables automatic theme switching based on the X-UA-Device HTTP header. (Or any other header). * [Siteation - Magento 2 Module Store Info](https://github.com/Siteation/magento2-module-storeinfo) - An (Hyva compatible) extension to add the option to get the store info with ease in your own block. * [Siteation - Magento 2 Module Store Info Extra](https://github.com/Siteation/magento2-module-storeinfo-extra) - An (Hyva compatible) extension to add the option to show social buttons or more extras with ease. * [System Configuration Toolkit](https://github.com/pragmatic-modules/magento2-module-system-configuration-toolkit) - A Magento 2 extension that shows sort order of system configuration's tabs, sections, groups, and fields. * [UMC CRUD for Magento 2](https://github.com/UltimateModuleCreator/umc-crud) - A module intended to reduce the boilerplate code when creating a CRUD extension. * [Url data integrity checker module for Magento 2](https://github.com/baldwin-agency/magento2-module-url-data-integrity-checker) - An extension to give store owners some insights into what URL-related problems they have in their products, categories and URL rewrites. * [Wagento Prune Customer](https://bitbucket.org/wagento-global/prune-customer-accounts/) - An extension that adds CLI commands to prune SPAM customers. * [Yireo AutoFlushCache](https://github.com/yireo/Yireo_AutoFlushCache) - Automatically flush the cache whenever you save something in the System Configuration. * [Yireo DevHacks](https://github.com/yireo/Yireo_DevHacks) - Magento 2 module with various hacks and solutions for custom development * [Yireo ExtensionChecker](https://github.com/yireo/Yireo_ExtensionChecker) - Magento 2 module to check upon the code of Magento 2 modules from the CLI * [Yireo GoogleTagManager2](https://github.com/yireo/Yireo_GoogleTagManager2) - Add Google Tag Manager to Magento2 * [Yireo LinkPreload](https://github.com/yireo/Yireo_LinkPreload) - Magento 2 extension to set HTTP Link headers for primary resources to allow for HTTP/2 Server Push * [Yireo’s Common ViewModels](https://github.com/yireo/Yireo_CommonViewModels) - Common ViewModels for usage in Magento 2.2.1+ frontends. * [Zepgram DisableSearchEngine](https://github.com/zepgram/module-disable-search-engine) - This Magento 2 module allow you to disable entirely Elasticsearch service: useful when research and categories are not used. * [Zepgram JsonSchema](https://github.com/zepgram/module-json-schema) - Magento 2 module to validate JSON Structures against a given Schema. * [Zepgram Rest](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. * [Zepgram ZeroDownTimeDeployment](https://github.com/zepgram/module-zero-downtime-deployment) - Disable native change detection from Magento 2 to allow implementation of Zero Downtime Deployment Strategy (ZDD). ## Testing * [bitexpert/phpstan-magento](https://github.com/bitExpert/phpstan-magento) - Magento specific extension for PHPStan * [Elgentos Magento 2 Cypress Testing Suite](https://github.com/elgentos/magento2-cypress-testing-suite) - A community-driven Cypress testing suite for Magento 2. * [ExtDN PHP_CodeSniffer rules for Magento 2](https://github.com/extdn/extdn-phpcs) - Advanced PHP CodeSniffer rules to aid in Magento 2 development. * [GitHub Actions for Magento 2 Extensions](https://github.com/extdn/github-actions-m2) - A repository that provides a set of open-sourced GitHub actions to write better tested Magento 2 extensions. * [Magento 2 Docker images for extension testing](https://github.com/michielgerritsen/magento2-extension-integration-test) - Docker images that can be used to run Magento unit/integration/browser tests for your Magento 2 extensions. * [Magento 2 GitHub Actions](https://github.com/graycoreio/github-actions-magento2) - Opinionated Github Actions and Workflows to make building, testing, and maintaining Magento 2 Modules easier. * [Magento 2 integration testing helper](https://github.com/yireo/Yireo_IntegrationTestHelper) - This module adds various utilities to aid in creating integration tests for Magento 2. * [ReachDigital Magento 2 Performance tuned integration tests](https://github.com/ho-nl/magento2-ReachDigital_TestFramework) - Boots up the integration test framework in less than 300ms when caches are primed. * [Tdd Wizard Repository](https://github.com/tddwizard) - A collection of libraries and exercises for the Test Driven Development Magento course by Fabian Schmengler * [Testing in Magento 2](https://gist.github.com/ProcessEight/fb7141d120ce05fa837ff4457ca6a747) - Special notes by Simon Frost on setting up PHPUnit and writing/troubleshooting tests in Magento 2. * [Ultimate Unit Test Generator (UUTG)](https://github.com/UltimateModuleCreator/uutg) - A standalone application for generating the boilerplate for unit tests for PHP unit. * [Yireo Codeception utilities for Magento 2](https://github.com/yireo/magento2-codeception-utilities) - A package containing utilities for using Codeception in Magento 2. ## PWA * [Additional GraphQL endpoints for Magento 2](https://github.com/yireo/Yireo_AdditionalEndpointsGraphQl) - Additional endpoints for loading information through GraphQL. * [Daffodil](https://next.daff.io/) - A multi-platform frontend toolkit that intends to improve developer workflow when writing a frontend for online stores. * [Fallback Studio](https://github.com/Jordaneisenburger/fallback-studio) - Magento 2 PWA fallback wrapper to easily create custom theme's on top of pwa-studio (deprecated) * [GraphCommerce](https://www.graphcommerce.org/) - An open-source front-end framework used for building Magento 2 PWA storefronts in React and Next.js. * [GravDept’s PWA Studio Manuals](https://manuals.gravitydept.com/frameworks/magento-pwa-studio) * [Integer_Net ReactApp](https://github.com/integer-net/magento2-reactapp) - A boilerplate for React apps to be loaded into the Magento 2 (Venia/Blank) theme. * [Magento PWA Documentation](https://magento.github.io/pwa-studio/) - Everything you need to build a Magento PWA. * [Monsoon PWA](https://github.com/monsoonconsulting/magento2-pwa) - Adds icons, a web manifest file and a service-worker file to make magento 2 a PWA. * [PWA - E-Commerce - Compare List](https://docs.google.com/spreadsheets/d/1nx5jcHa6reIH20q20uDnZLQNjuK2ohk-HmQ09hy9NCE/edit) - A collection of the main eCommerce PWA technologies * [PWA Studio](https://github.com/magento/pwa-studio) - A collection of tools that lets developers build complex Progressive Web Applications on top of Magento 2 stores. * [PWA Studio extension generator](https://github.com/larsroettig/create-pwa-studio-extension) - An extension generator for Magento PWA Studio: includes all you need to build an amazing extension. * [PWA Studio Roadmap](https://github.com/magento/pwa-studio/wiki/Roadmap) - The official roadmap of PWA Studio * [ScandiPWA](https://github.com/scandipwa) - Progressive Web App for Magento by ScandiWeb * [Venia UI Override Resolver](https://github.com/fooman/venia-ui-override-resolver) - A Magento PWA Studio extension that enables extending Venia & Peregrine * [Vue Storefront](https://github.com/vuestorefront/vue-storefront) - A standalone PWA storefront for your eCommerce, possible to connect with any eCommerce backend through the API. * [Yireo CustomGraphQlQueryLimiter](https://github.com/yireo/Yireo_CustomGraphQlQueryLimiter) - Magento 2 module to enhance performance and security of your headless Magento. * [Yireo GraphQlRateLimiting](https://github.com/yireo/Yireo_GraphQlRateLimiting) - Magento 2 module to add rate limiting to GraphQL resources. * [Yireo SyncGraphQlSessionWithFrontend](https://github.com/yireo/Yireo_SyncGraphQlSessionWithFrontend) - Magento 2 module to sync a GraphQL session with the regular session. ## Blogs ### English * [121eCommerce](https://121ecommerce.com/resources/blog/) * [Adobe Experience Cloud Blog](https://business.adobe.com/blog/tags/commerce) * [Aheadworks Blog](https://aheadworks.com/blog/magento-2-extensions) * [Alan Kent](https://alankent.me/) * [Alan Storm](https://alanstorm.com/category/magento/) * [Alexander Turiak](https://zifius.github.io/) * [Amasty Blog](https://amasty.com/blog/) * [Andrew Smart](https://www.smartiehastheanswer.co.uk/) * [Anna Völkl](https://anna.voelkl.at/) * [Atwix blog](https://www.atwix.com/blog/) * [Belvg](https://belvg.com/blog/) * [Ben Marks](http://bhmarks.com/blog/) * [Bitbull](https://www.bitbull.it/en/categories/magento-2/) * [bitExpert AG](https://blog.bitexpert.de/blog/tags/magento) * [C3Media Blog](https://c3.agency/insights) * [Cadence Labs](https://www.cadence-labs.com/category/magento/magento-2/) * [Chirag Dodia](https://www.codextblog.com) * [Classyllama](https://www.classyllama.com/blog/category/development) * [Cloudways Blog](https://www.cloudways.com/blog/magento/) * [Commerce CO-OP by Magento Association](https://www.magentoassociation.org/commerce-co-op) * [Creare Blog](https://www.creare.co.uk/blog/magento) * [Customer Paradigm](https://www.customerparadigm.com/blog/) * [CustomGento](https://www.customgento.com/en/blog/) * [Cyrill Schumacher](https://cyrillschumacher.com/) * [Dave Macaulay](https://davemacaulay.com/blog/) * [David Alger](https://davidalger.com/tags/magento/) * [DCKAP Blog](https://www.dckap.com/blog/) * [Dev98](https://dev98.de/) * [Develo](https://www.develodesign.co.uk/blog) * [Dev Hooks](https://devhooks.in/blog/category/magento-2) * [Elogic](https://elogic.co/blog/) * [Elogic Commerce](https://elogic.co/blog/) * [Excellence Technologies](https://excellencemagentoblog.com/) * [Fabian Schmengler](http://www.schmengler-se.de/en/blog/) * [Firebear Studio Blog](https://firebearstudio.com/blog/) * [Fooman](https://fooman.com/blog) * [Giel Berkers](https://gielberkers.com/) * [Ibnab Blog](https://www.ibnab.com/en/blog/magento-2) * [Inchoo](https://inchoo.net/magento/) * [integer_net Blog](https://www.integer-net.com/blog/) * [InteractOne Blog](https://www.interactone.com/category/adobe-magento-news/) * [Inviqa](https://inviqa.com/blog) * [JetRails](https://jetrails.com/blog/) * [Konstantin Gerasimov](https://www.goivvy.com/blog) * [Lars Roettig](https://larsroettig.dev/) * [LexiConn](https://www.lexiconn.com/blog/category/magento/) * [M.academy](https://m.academy/blog/) * [MageComp Magento Blog](https://magecomp.com/blog/) * [Magenable](https://magenable.com.au/category/magento-ecommerce/page/1/) * [Magenticians](https://magenticians.com/) * [Magently Blog](https://magently.com/blog/) * [Magento Fox Blog](https://adammoss.co.uk/magentofox/) * [MagePsycho](https://blog.magepsycho.com/) * [Magestore](https://blog.magestore.com/) * [MageVision](https://www.magevision.com/blog) * [MageWorx on Magento 2](https://www.mageworx.com/blog/magento-2/) * [Marcel Hauri](https://magento.marcelhauri.ch/blog/) * [Mark Shust](https://markshust.com/blog/) * [Max Chadwick](https://maxchadwick.xyz/blog/) * [Maxime Huran on Magento 2](https://www.maximehuran.fr/en/category/magento-two/) * [Max Pronko](https://www.maxpronko.com/) * [Meanbee](https://meanbee.com/developers.html) * [Meetanshi Magento Blog](https://meetanshi.com/blog/) * [MGT-Commerce Blog](https://www.mgt-commerce.com/blog/tag/magento/) * [Michiel Gerritsen](https://www.michiel-gerritsen.com/) * [Mobecls](https://mobecls.com/e-commerce-tips/) * [Nexcess Blog](https://www.nexcess.net/blog/category/magento/) * [OneStepCheckout](https://blog.onestepcheckout.com/tag/magento-2/) * [Onilab](https://onilab.com/blog/) * [ParadoxLabs](https://paradoxlabs.com/blog/) * [Phuc Vo](http://thienphucvx.com/) * [Pierre Fay](https://www.pierrefay.com/blog.html) * [Pinpoint](https://www.pinpointdesigns.co.uk/insights/) * [Qaisar Satti](https://blog.qaisarsatti.com/) * [Rakesh Jesadiya](https://www.rakeshjesadiya.com/) * [Revampix](https://www.revampix.com/) * [Rixxo](https://www.rixxo.com/blog/) * [Rocket Web](https://rocketweb.com/blog) * [Rohan Hapani](https://www.rohanhapani.com/category/magento/magento-2/) * [Shero Blog](https://sherocommerce.com/blog/) * [Sonassi](https://www.sonassi.com/blog) * [Space48 Blog](https://www.space48.com/blog/) * [SwiftOtter](https://swiftotter.com/technical) * [Talesh Seeparsan](https://www.seeparsan.net/magento-blog/) * [Tigren](https://www.tigren.com/blog/category/magento/) * [Timon de Groot](https://blog.timpack.org/) * [WebMeridian](https://webmeridian.net/category/magento/) * [Yireo Blog](https://www.yireo.com/blog) ### French * [Agence DnD](https://www.dnd.fr/blog/) ### German * [Christian Münch](https://muench.dev/) * [E-CONOMIX](https://www.e-conomix.at/blog) * [Matthias Zeis](https://www.matthias-zeis.com/magento-2) * [Maxcluster](https://maxcluster.de/blog/category:Magento) * [NeoShops](http://neoshops.de/category/magento-blog/) ### Italian * [Bitbull](https://www.bitbull.it/categories/magento-2/) * [Magentiamo](https://www.magentiamo.it/blog) * [MageSpecialist](https://www.magespecialist.it/blog/) ### Japanese * [Principleworks](https://principle-works.jp/blog) ### Portuguese * [Mageflix](https://mageflix.com/) * [Magenteiro](https://www.magenteiro.com/blog/) - Weekly articles and Magento courses in Portuguese * [Tiago Sampaio](https://tiagosampaio.com/) ### Spanish * [Damian Culotta](https://www.damianculotta.com.ar/) ## Quickies & Tutorials * [DDEV configuration for Magento 2](https://github.com/jellesiderius/ddev-magento2-setup) - A step-by-step guide for setting up DDEV for Magento 2. * [Deployer recipe for Magento 2](https://github.com/deployphp/deployer/blob/master/recipe/magento2.php) - Michał Giza’s Deployer recipe for Magento 2. * [E-commerce Gorilla](http://www.ecommercegorilla.com/category/magento-e-commerce-platform/) * [Fishpig's Magento Tutorials](https://fishpig.co.uk/magento/tutorials/) * [Fix the order item list in customized order/invoice email templates](https://gist.github.com/peterjaap/6dc68f12a9ce38f6d826ada89747fa3f) - A set of queries that fix the order item list in customized order/invoice email templates. * [How to Deploy a Magento 2 Project](https://deployer.org/docs/7.x/recipe/magento2) - A Deployer 7.x recipe for deploying a Magento 2 project. * [M.academy snippets](https://mdotacademy.snippets.cc/collection/magento-2) - A collection of useful Magento 2 code snippets * [Mage2DB.com](https://mage2db.com/) - Magento 2.x Learning & Knowledge & Troubleshooting * [Magentip](https://magentip.com/) - Magento 2 tutorials, reviews, and fixes. * [Magento 2 / PHP versions Matrix](https://gist.github.com/fooman/b1d70ca2954c05c3e11a7a9db04a8a10) * [Magento 2 Cache Cheat Sheet](https://gist.github.com/scottsb/ed3058501520aa092675f763e2b93f9b) * [Magento 2 Delete Test Data](https://gist.github.com/leek/f7fd2c41668b0f8a0a5f6e5209fe8f4e) - A set of Magento 2 scripts to delete test data. * [Magento 2 JavaScript CheatSheet](https://jason.codes/2019/08/magento-2-javascript-cheatsheet/) - A quick go-to reference to see the different ways of handling JavaScript. * [Magento 2 Quick Tips ebook](https://resources.fooman.com/ebooks/Magento-2-Quick-Tips-ebook-by-Fooman.pdf) - Quick tips from Fooman to easier Magento 2 development. * [Magento 2 Repository Example](https://github.com/pronkoconsulting/magento-2-repository-example) - Example on how Magento 2 project should look like in a repository * [Magento 2 Supported Versions](https://github.com/navarr/magento2-supported-versions) - This repository is an up-to-date table of the versions of various software that various versions of Magento support. * [Magento 2 Tutorials](https://www.mag-manager.com/magento-2-tutorials/) - Easy to follow guides that will help you dive into Magento 2 specifics and familiarize yourself with basic concepts. * [Magento 2 zero-downtime deployment GitHub actions](https://github.com/marketplace/actions/magento-2-actions) - Do a Magento 2 zero-downtime deployment using GitHub actions. * [Magento 2.3.x - List of all dispatched events](https://cyrillschumacher.com/magento-2.3-list-of-all-dispatched-events/) - A cheat sheet that lists all dispatched events in Magento 2.3. * [Magento: The Right Way](https://magentotherightway.com/) * [Magento Cheat Sheets](https://cheatography.com/tag/magento/) - A collection of cheat sheets for Magento 2 * [Magento Module LarsRoettig_GraphQLStorePickup](https://github.com/larsroettig-dev/module-graphqlstorepickup) - Example of how to create a GraphQL Endpoint for Magento 2.3 * [Magento Postman repository](https://github.com/nuzil/magento-postman/) - A storage of Postman collections for Magento * [Magento Quickies](https://alanstorm.com/category/programming-quickies/) * [Magento Snippets and Code Samples](https://makandracards.com/magento) * [Magento Tweetorials](https://tweetorials.tumblr.com/) * [NGINX – Magento 2 Static files optimization](https://gist.github.com/JeroenBoersma/6ece510192ce4292c79d010284544c56) - An Nginx configuration of Magento that optimizes the handling of static files with Varnish. * [Patch Elastic Suite without MSI](https://gist.github.com/peterjaap/978122fa6dd3afa7fc3ce4d1cc78fb2b) - A useful Gist by Peter Jaap Blaakmeer to remove Elastic Suite dependency on MSI modules * [The Ultimate Magento 2 Tutorial](https://firebearstudio.com/blog/the-ultimate-magento-2-tutorial.html) * [The Ultimate Magento Launch Checklist for Adobe Commerce & Magento Open Source](https://www.rixxo.com/the-ultimate-magento-launch-checklist/) - A collection of over 500 checkpoints to be tested before launching an e-commerce site. * [Tjitse Efdé’s public gists](https://gist.github.com/Tjitse-E) - A collection of useful gists from Tjitse Efdé ## Podcasts ### Dutch * [Dutchento Experts Podcast](https://www.dutchento.org/podcast) - E-commerce experts and retailers interviews by Dutchento. Some episodes are recorded in English. ### English * [Actionable Insights](https://actionableinsights.fm/) - Practical insights by SwiftOtter * [Core of Commerce](https://twitter.com/CoreOfCommerce) - Core of Commerce equips you with cutting-edge knowledge to help you achieve and exceed your digital commerce goals * [MageRoundTable](https://mageroundtable.com/) - A developer-focussed podcast hosted by James Cowie * [MageTalk](https://magetalk.com/) - A Magento Podcast * [Talk Commerce](https://talk-commerce.com/podcasts/) - Brent Peterson’s interviews about digital commerce topics. * [The JetRails Podcast](https://jetrails.com/podcast/) - The JetRails Podcast for the Ecommerce Community * [The Registry](https://podcast.theregistry.io/) - Two Dutch Magento developers Jisse Reitsma and Peter Jaap Blaakmeer rambling on about their daily grind! ### Portuguese * [Discorgento](https://discorgento.com/) - Tech Community discussing Magento, JavaScript, PHP, MySQL, React, and Vue. ## Newsletters & Digests * [Atwix MageNews](https://www.atwix.com/tag/magenews/) - A selection of the most interesting and important topics that popped up in Magento Community * [Magento Community Digest](https://community.magento.com/t5/forums/searchpage/tab/message?filter=location&q=%23MagentoMonday%7C%23MagentoTuesday&advanced=true&location=forum-board:newsannouncements&sort_by=-topicPostDate&collapse_discussion=true&search_type=thread) - #MagentoMonday (sometimes #MagentoTuesday) Community Digest by [@sherrierohde](https://twitter.com/sherrierohde). You can submit your content here: https://docs.google.com/forms/d/e/1FAIpQLSfXNbNQ0WZ5pK-zPA0Uw9SC3uRQv3SRFZIdunPKqd27CznVGQ/viewform * [Magento Ecosystem](https://t.me/magentoecosystem) - Telegram channel by Firebear Studio. Best content from Magento world, curated materials from trusted blogs, Twitter, Reddit and more! Everything you need to know about Magento ecosystem as developer, SI or merchant. * [Mageres](https://mailchi.mp/6a498018d9ef/mageres) - A hand-curated monthly newsletter collecting useful Magento resources. * [Magezine](https://magezine.co/) - A professional paper journal for Magento community * [The Devletter](https://www.maxpronko.com/the-devletter/) - Free weekly email digest by Max Pronko ## Screencasts ### English * [Another Magento Dev](https://www.youtube.com/channel/UC1sw8JiCquPamqlBDmFYB9w) - Another Magento Dev YouTube’s Channel * [Code Crunch](https://www.youtube.com/channel/UC9XnIsLZnZLd7uikPqbyqzQ) - A lot of useful videos for Magento beginners. * [Codilar](https://www.youtube.com/channel/UCH5SxO6vPM7il7_8q2GINOA) - A channel full of videos by a Magento development company in India. The topics are numerous, both for beginners and more experienced developers. * [Digital Startup](https://www.youtube.com/c/DigitalstartupUk/videos) - Magento tutorials for beginners * [Ecommerce Aholic](https://www.youtube.com/channel/UCSH4_56yf5khLwTK9q71IGw) - Discussions about Magento eCommerce platform by TJ Gamble * [Hyvä Themes](https://www.youtube.com/channel/UCEyLeHSxRdjaF70X76RF8GA) - The YouTube channel dedicated to making the development of Magento frontend (and backend) great again! * [IWD Agency](https://www.youtube.com/c/Interiorwebdesign) - A channel providing a variety of topics on e-commerce, not only related to the Magento platform. * [JetRails](https://www.youtube.com/channel/UCKeHrJ2U0aKdZJdwLqnv1Gg) - YouTube Channel by JetRails * [Kalen Jordan](https://www.youtube.com/channel/UCPhNOx-KzCzU72HDXhrugRg) - YouTube channel by Kalen Jordan * [Lars Roettig](https://www.youtube.com/c/LarsRoettig) - YouTube channel with focus on Magento development and Progressive Web Application topics. * [Load In The Loop](https://www.youtube.com/channel/UC7mcoC5hdn2yekrBUl9h8pQ) - Magento Performance Podcast * [M.academy](https://m.academy/) - Learn the basics of Magento 2 programming & architecture * [Mage2.tv](https://www.mage2.tv/) - Magento 2 Developer Screencasts * [Mage2Katas](https://www.youtube.com/c/Mage2Katas) - TDD practice sessions for Magento 2 development by Vinai Kopp * [Mage Coverage](https://www.youtube.com/channel/UCJUD_kYYf2kioarixdsGDRw) - YouTube channel by several Magento Meetups in India * [Mage Engage](https://www.youtube.com/channel/UCmceWHPxpYr2FaMe4M-H1ZQ) - Video interviews of Magento people on YouTube * [Magento DevChannel](https://www.youtube.com/c/MaxPronko) - YouTube channel by Max Pronko * [Matheus Gontijo](https://www.youtube.com/channel/UCnxvjCccLZQuSpYsotH5uWQ) - Matheus Gontijo’s YouTube channel * [SwiftOtter](https://www.youtube.com/channel/UCD4FUoiuDt2UWhyOKiZm6rQ) - YouTube Channel by SwiftOtter * [Yireo On-Demand training](https://www.yireo.com/education/on-demand) - Magento 2 Developer video on-demand training ### Russian * [Макс Пронько](https://www.youtube.com/channel/UCB8LoPmC2MCVgohn_-gzU3A) - YouTube channel by Max Pronko on Magento 2 development and programming in general ## Communities ### Argentina * [MugAr](https://www.mugar.io) - Magento Users Group Argentina ### India * [Magento Meetup – Nagpur](https://www.meetup.com/it-IT/Magento-Meetup-Nagpur/) - The official Magento Meetup Group for Nagpur, India. ### Italy * [Magentiamo](https://www.magentiamo.it/) - A community of Magento enthusiasts in Italy ### Netherlands * [Mage-OS Nederlands](https://nl.mage-os.org/) - Mage-OS Nederlands is an association that supports the Dutch Magento community. ### Online * [Commerce Hero](https://commercehero.io) - Good Magento Developers at your fingertips * [MageChat](https://www.magechat.club/) - A private, invite-only community for eCommerce professionals. * [MageFounders](https://magefounders.com/) - A colection of stories by people from the Magento community to inspire and encourage others. * [Magento Community Portal](https://developer.adobe.com/open/magento) - Join thousands of community developers working on different projects * [Magento Forum](https://community.magento.com/) - The "brand new" Magento forum * [Magento Stack Exchange](https://magento.stackexchange.com/) - Q&A site for users of Magento e-Commerce platform * [Reddit](https://www.reddit.com/r/Magento/) - Magento Sub-Reddit ### Russia * [PRO Magento](https://promagento.org) - A community of Russian Magento developers with monthly meetups and Telegram chat ### Ukraine * [Mage2click](https://mage2.click) - Magento Users Group from Khmelnytskyi, Ukraine ## Associations * [Dutchento](https://www.dutchento.org/) - The Magento community in the Netherlands * [ExtDN](https://extdn.org/) - A network of leading Magento extension developers * [Firegento](https://firegento.com/) - A group of Magento enthusiasts developing open source modules and organizing Hackathons and other events * [Mage-OS Association](https://mage-os.org/) - The Magento Open Source Community Alliance’s initiative to ensure the accessibility, longevity, and success of the Magento platform and ecosystem. * [Magento Association](https://www.magentoassociation.org/home) - The open and powerful Magento ecosystem * [OpenGento](https://opengento.fr/) - The Magento community in France ## Events * [Contribution Day Organizer's Handbook](https://opensource.magento.com/contribution-day-handbook) - This handbook aims to answer any questions you have on the matter. * [Magento Community Engineering](https://calendar.google.com/calendar/embed?src=sn3me3pduhd92hhk9s7frkn57o@group.calendar.google.com) - A publicly available Google calendar with Magento Community Engineering’s schedule * [Magento Event Listing](https://www.adobe.com/events.html) - List of Adobe Events * [Magento Events Google Calendar](https://calendar.google.com/calendar/embed?src=9ns1e12ucfd84tpnsehekkc6g0@group.calendar.google.com) - A publicly available Google calendar with almost all Magento events around the world ### Conferences * [Adobe Summit](https://business.adobe.com/summit/adobe-summit.html) - Where Magento Imagine happens! * [MageCONF](https://www.mageconf.com.ua/) - The main Magento event in Ukraine * [MageTestFest](https://magetestfest.com/) - Magento. Software Testing. Party. * [Mage Titans](http://www.magetitans.com/) - A non-profit event for Magento developers in NL * [Mage Unconference](https://www.mageunconference.org/) - A unique Magento community event * [Reacticon](https://reacticon.org/) - The Magento Frontend Development Conference ### Meetups * [All official Magento Meetups around the World](https://www.meetup.com/it-IT/pro/magento/) ## Module Repositories & Marketplaces * [Firegento Composer Repository](https://packages.firegento.com/) - Magento Module Composer Repository * [Magento Marketplace](https://marketplace.magento.com) - The new Magento extension marketplace ## Dev boxes ### Docker * [Alan Kent's Docker image](https://hub.docker.com/r/alankent/gsd/) - Docker image for use with the book series "Getting Stuff Done with Magento 2" * [Bitnami Docker Image for Magento](https://github.com/bitnami/containers/tree/main/bitnami/magento) - Bitnami closely tracks upstream source changes and promptly publishes new versions of this image * [Colin Tickle’s Docker Stack](https://github.com/cmtickle/docker-stack) - A dockerized system to run LEMP stack applications; primarily developed to run Magento 2. * [DDEV-Local](https://github.com/drud/ddev) - Open source tool that makes it simple to get local PHP development environments up and running in minutes, including Magento 1 and 2. * [Docker Configuration for Magento 2](https://github.com/magenx/Magento-2-docker-configuration) * [Docker Devbox](https://github.com/giuseppemorelli/docker-devbox/) - A Docker dev box based on Devilbox * [Docker for Magento2](https://github.com/EmakinaFR/docker-magento2) - Environment for a Magento2 application using Docker. * [Docker Hub by Mage Inferno](https://hub.docker.com/u/mageinferno/) - Magento 2 Docker containers by Mage Inferno * [Dockerize Magento 2](https://github.com/tddwizard/magento2-dockerized) - Composer package for Docker test environment * [Fabrizio Balliano's Magento2](https://github.com/fballiano/docker-magento2) - Varnish PHP7 Redis cluster ready docker-compose infrastructure * [Karen Baker's Magento 2 simple docker build](https://github.com/wsakaren/m2SimpleDocker) - A simple and “get things done” Magento 2 local docker build * [Mage2click Docker Magento](https://github.com/mage2click/m2c) - Docker-based development environment for Magento with mutagen.io sync for files on macOS and native filesystem mounts on Linux. * [Mage2Docker](https://github.com/graycoreio/mage2docker) - An opinionated, performant, replicable, and production-like Magento 2 local development environment that leverages Docker. * [Magedev](https://github.com/teamneusta/php-cli-magedev) - A shell tool for local Magento 1 & 2 development. * [Magento 2 DevBox](https://github.com/magento/magento2devbox-web) - Official Magento 2 DevBox repository * [Magento 2 Docker](https://github.com/meanbee/docker-magento2) - A collection of Docker images for running Magento 2 through nginx and on the command line * [Magento 2 Dockergento](https://github.com/ModestCoders/magento2-dockergento) - Magento 2 docker setup for development optimized for Mac * [Magento 2 Docker image](https://hub.docker.com/r/chadrien/magento2) * [Magento 2 Docker to development](https://github.com/clean-docker/Magento2) - Docker image optimized to develop on Mac, Windows, and Linux * [Magento 2 MEQP with Docker](https://hub.docker.com/r/wizkunde/docker-meqp) - Use docker to automatically test your extensions with MEQP, usable with CI tools like CircleCI * [Magento 2 with DB manager](https://github.com/ilampirai/docker-magento2) - Magento 2 with DB manager running easily in just one build/run * [Magento 2.4 environment under Docker](https://github.com/bijay135/docker-magento2) - Yet another Docker-based dev env for Magento 2. * [Magento Cloud Docker](https://github.com/magento/magento-cloud-docker) - A collection of build configurations for Magento Cloud Docker images * [Magento Open Source - ddev setup](https://github.com/ivancukns/magento2-ddev) - This repository is meant for quickly starting Magento Open Source software locally, with the help of ddev. * [Mark Shust's Docker Configuration for Magento](https://github.com/markshust/docker-magento) - Magento 1 & 2 support on Linux and Mac * [Meanbee Environment Example](https://github.com/meanbee/magento2-environment) - Development environment for Magento 2 builds based on PHP 7 NGINX MySql * [MGT Development Environment](https://www.mgt-commerce.com/cms/mgt-development-environment) - Local Development Environment for Magento 1 and Magento 2 based on Docker * [OrbStack](https://orbstack.dev/) - Seamless and efficient Docker Desktop alternative for Mac * [Skywire Docker](https://github.com/skywire/skywire-docker) - The Skyware team development environment. * [The Devilbox](https://github.com/cytopia/devilbox) - A modern dockerized LAMP and MEAN stack alternative to XAMPP ### Kubernetes * [Magento 2 Kubernetes DevBox](https://github.com/magento/magento2-kubernetes-devbox) - DevBox supporting multi-service deployment in one click, optimized for development scenarios using the local environment. ### Other * [Den](https://github.com/swiftotter/den) - Den is a fork of Warden with AMD64 support, smaller image sizes, and a quicker update schedule. * [Mage-OS Magento 2 Gitpod Cloud Development Environment](https://github.com/mage-os/magento-gitpod) - A Gitpod configuration for a Magento 2 cloud development environment using Mage-OS as the composer repository. * [Magento 2 Gitpod Cloud Development Environment](https://github.com/develodesign/magento-gitpod) - This repository contains a Gitpod configuration for a Magento 2 cloud development environment. * [magento2gitpod](https://github.com/nemke82/magento2gitpod) - Magento 2 optimized setup for https://gitpod.io workspace. * [MDOQ](https://www.mdoq.io/) - Effortlessly replicate, configure, develop, review and deploy your Magento site. * [Valet+](https://github.com/weprovide/valet-plus) - A development environment for macOS. No Vagrant, no Docker, no /etc/hosts file. Refer to this article by Dave Macaulay for an easy installation on macOS: https://davemacaulay.com/the-easiest-way-to-install-magento-2-on-macos-using-valet-plus/ * [Warden](https://warden.dev/) - A CLI utility for working with docker-compose environments. ### Vagrant * [Chef Devbox](https://github.com/AOEpeople/chef-devbox) - Designed by AOE with Magento in mind but usable for every LAMP stack based applications * [Development Environment](https://github.com/davidalger/devenv) - Magento 1 and Magento 2 Vagrant Development Environment for Mac OS X Hosts * [Fast Hypernode Vagrant Box](https://github.com/ecomdev/fast-hypernode/) - The fastest Magento Vagrant VM Fast Byte Hypernode Box * [Magento 2 SE box](https://github.com/studioemma/vagrant-mage2) - A box coming with two flavors (PHP 7.0 and PHP 7.1) * [Magento 2 Vagrant Box](https://github.com/rgranadino/mage2_vagrant) - A simple way to get Magento 2 up and running * [MageScotch Box (PHP 5)](https://github.com/joshuaswarren/magescotch5) - The (deprecated) PHP 5-based version of Magescotch * [MageScotch Box (PHP 7)](https://github.com/joshuaswarren/magescotch) - The PHP 7-based version of Magescotch * [Vagrant for Magento 2 CE](https://github.com/paliarush/magento2-vagrant-for-developers) - Vagrant project for Magento 2 developers (optimized for Mac, Windows and *nix hosts) * [Vagrant Magento (1.9.2.2) PHP-7.0.0](https://github.com/roman204/vagrant-magento-php7) - This Vagrantbox will build a Virtual Server for Virtualbox based on Ubuntu 14.04 * [Vagrant Magento 2 Demo](https://github.com/davidalger/m2demo) - A complete demo environment powered by Vagrant using either Digital Ocean or Virtual Box as a provider * [Vagrant Magento 2 Fast VM](https://github.com/zepgram/magento2-fast-vm) - Developer box for Magento2: supporting Linux, Windows and Mac. Also providing full support for PHP version compatible with Magento2

Awesome Deep Learning for Natural Language Processing (NLP) [](https://github.com/sindresorhus/awesome) ==== Contents ---- - __[Courses ](#courses)__ - __[Books](#books)__ - __[Tutorials / Demos](#tutorials)__ - __[Talks / Lectures](#talks)__ - __[Frameworks](#frameworks)__ - __[Papers](#papers)__ - __[Blog Posts](#blog-posts)__ - __[Researchers](#researchers)__ - __[Datasets](#datasets)__ - __[NLP Specific Areas](#specific-areas)__ - __[Miscellaneous](#miscellaneous)__ - __[Contributing](#contributing)__ Courses ---- 1. CS224d: Deep Learning for Natural Language Processing from Stanford - [Course homepage](http://web.stanford.edu/class/cs224n/) A complete survey of the field with videos, lecture slides, and sample student projects. - [Course Lectures](https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6) Video playlist. - [Course notes](https://github.com/stanfordnlp/cs224n-winter17-notes) Probably the best "book" on DL for NLP. 1. Neural Networks for NLP from Carnegie Mellon University - [Coures homepage](http://phontron.com/class/nn4nlp2017/) - [Course Lectures](https://www.youtube.com/user/neubig/videos) - [Course code](https://github.com/neubig/nn4nlp2017-code/) 1. Deep Learning for Natural Language Processing from University of Oxford and DeepMind - [Coures homepage](https://www.cs.ox.ac.uk/teaching/courses/2016-2017/dl/) - [Coures Slides](https://github.com/oxford-cs-deepnlp-2017/lectures) - [Course Lectures](https://www.youtube.com/playlist?list=PL613dYIGMXoZBtZhbyiBqb0QtgK6oJbpm) Books ----- 1. [Neural Network Methods in Natural Language Processing](https://www.amazon.com/gp/product/1627052984) by Yoav Goldberg and Graeme Hirst 2. [Deep Learning in Natural Language Processing](http://www.springer.com/us/book/9789811052088) by Li Deng and Yang Liu 3. [Natural Language Processing in Action](https://www.manning.com/books/natural-language-processing-in-action) by Hobson Lane, Cole Howard, and Hannes Hapke Tutorials ---- 1. [Deep Learning for Natural Language Processing (without Magic)](http://www.socher.org/index.php/DeepLearningTutorial/DeepLearningTutorial) 1. [A Primer on Neural Network Models for Natural Language Processing](https://arxiv.org/abs/1510.00726) 1. [Deep Learning for Natural Language Processing: Theory and Practice (Tutorial)](https://www.microsoft.com/en-us/research/publication/deep-learning-for-natural-language-processing-theory-and-practice-tutorial/) 1. [TensorFlow Tutorials](https://www.tensorflow.org/tutorials/mandelbrot) 1. [Practical Neural Networks for NLP](https://github.com/clab/dynet_tutorial_examples) from EMNLP 2016 using DyNet framework 1. [Recurrent Neural Networks with Word Embeddings](http://deeplearning.net/tutorial/rnnslu.html) 1. [LSTM Networks for Sentiment Analysis](http://deeplearning.net/tutorial/lstm.html) 1. [TensorFlow demo using the Large Movie Review Dataset](http://ai.stanford.edu/~amaas/data/sentiment/) 1. [LSTMVis: Visual Analysis for Recurrent Neural Networks](http://lstm.seas.harvard.edu/client/index.html) Talks ---- 1. Ali Ghodsi's lecture on word2vec [part 1](https://www.youtube.com/watch?v=TsEGsdVJjuA) and [part 2](https://www.youtube.com/watch?v=nuirUEmbaJU) 2. [Richard Socher's talk on sentiment analysis, question answering, and sentence-image embeddings](https://www.youtube.com/watch?v=tdLmf8t4oqM) 3. [Deep Learning, an interactive introduction for NLP-ers](http://www.slideshare.net/roelofp/220115dlmeetup) 4. [Deep Natural Language Understanding](http://videolectures.net/deeplearning2016_cho_language_understanding/) 5. [Deep Learning Summer School, Montreal 2016](http://videolectures.net/deeplearning2016_montreal/) Includes state-of-art language modeling. Frameworks ---- 1. [Keras](https://keras.io/) - _The Python Deep Learning library_ Emphasis on user friendliness, modularity, easy extensibility, and Pythonic. 1. [TensorFlow](https://www.tensorflow.org/) - A cross-platform, general purpose Machine Intelligence library with Python and C++ API. 1. [Genism: Topic modeling for humans](https://pypi.python.org/pypi/gensim) - A Python package that includes word2vec and doc2vec implementations. 1. [DyNet](https://github.com/clab/dynet) - _The Dynamic Neural Network Toolkit_ "work well with networks that have dynamic structures that change for every training instance". 1. [Google’s original word2vec implementation](https://code.google.com/archive/p/word2vec/) 1. [Deeplearning4j’s NLP framework](http://deeplearning4j.org/nlp) - Java implementation. 1. [deepnl](https://github.com/attardi/deepnl) - A Python library for NLP based on Deep Learning neural network architecture. 1. [PyTorch](http://pytorch.org/) - PyTorch is a deep learning framework that puts Python first. "Tensors and Dynamic neural networks in Python with strong GPU acceleration." Papers ---- 1. [Deep or shallow, NLP is breaking out](http://dl.acm.org/citation.cfm?id=2874915) - General overview of how Deep Learning is impacting NLP. 2. [Natural Language Processing from Research at Google](http://research.google.com/pubs/NaturalLanguageProcessing.html) - Not all Deep Learning (but mostly). 2. [Distributed Representations of Words and Phrases and their Compositionality](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf) - The original word2vec paper. 3. [word2vec Parameter Learning Explained](http://www-personal.umich.edu/~ronxin/pdf/w2vexp.pdf) 4. [Distributed Representations of Sentences and Documents](http://cs.stanford.edu/~quocle/paragraph_vector.pdf) 5. [Context Dependent Recurrent Neural Network Language Model](http://www.msr-waypoint.com/pubs/176926/rnn_ctxt.pdf) 6. [Translation Modeling with Bidirectional Recurrent Neural Networks](https://www-i6.informatik.rwth-aachen.de/publications/download/936/SundermeyerMartinAlkhouliTamerWuebkerJoernNeyHermann--TranslationModelingwithBidirectionalRecurrentNeuralNetworks--2014.pdf) 7. [Contextual LSTM (CLSTM) models for Large scale NLP tasks](https://arxiv.org/abs/1602.06291) 8. [LSTM Neural Networks for Language Modeling](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.248.4448&rep=rep1&type=pdf) 9. [Exploring the Limits of Language Modeling](http://arxiv.org/pdf/1602.02410.pdf) 10. [Conversational Contextual Cues](https://arxiv.org/abs/1606.00372) - Models context and participants in conversations. 11. [Sequence to sequence learning with neural networks](http://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf) 12. [Efficient Estimation of Word Representations in Vector Space](http://arxiv.org/pdf/1301.3781.pdf) 13. [Learning Character-level Representations for Part-of-Speech Tagging](http://jmlr.org/proceedings/papers/v32/santos14.pdf) 14. [Representation Learning for Text-level Discourse Parsing](http://www.cc.gatech.edu/~jeisenst/papers/ji-acl-2014.pdf) 15. [Fast and Robust Neural Network Joint Models for Statistical Machine Translation](http://acl2014.org/acl2014/P14-1/pdf/P14-1129.pdf) 16. [Parsing With Compositional Vector Grammars](http://www.socher.org/index.php/Main/ParsingWithCompositionalVectorGrammars) 17. [Smart Reply: Automated Response Suggestion for Email](https://arxiv.org/abs/1606.04870) 18. [Neural Architectures for Named Entity Recognition](https://arxiv.org/abs/1603.01360) - State-of-the-art performance in NER with bidirectional LSTM with a sequential conditional random layer and transition-based parsing with stack LSTMs. 19. [GloVe: Global Vectors for Word Representation](http://www-nlp.stanford.edu/pubs/glove.pdf) - A "count-based"/co-occurrence model to learn word embeddings. 20. [Grammar as a Foreign Language](https://arxiv.org/abs/1412.7449) - State-of-the-art syntactic constituency parsing using generic sequence-to-sequence approach. 22. Skip-Thought Vectors - "unsupervised learning of a generic, distributed sentence encoder" - [Paper](http://arxiv.org/abs/1506.06726) - [Code](https://github.com/ryankiros/skip-thoughts) Blog Posts ---- 1. [the morning paper: The amazing power of word vectors](https://blog.acolyer.org/2016/04/21/the-amazing-power-of-word-vectors/) - Overview of word vectors. 1. [Word embeddings in 2017: Trends and future directions](http://ruder.io/word-embeddings-2017/) 2. [Deep Learning, NLP, and Representations](http://colah.github.io/posts/2014-07-NLP-RNNs-Representations/) 3. [The Unreasonable Effectiveness of Recurrent Neural Networks](http://karpathy.github.io/2015/05/21/rnn-effectiveness/) 1. [Neural Language Modeling From Scratch](http://ofir.io/Neural-Language-Modeling-From-Scratch/?a=1) 4. [Machine Learning for Emoji Trends](http://instagram-engineering.tumblr.com/post/117889701472/emojineering-part-1-machine-learning-for-emoji) 5. [Teaching Robots to Feel: Emoji & Deep Learning](http://getdango.com/emoji-and-deep-learning.html) 6. [Computational Linguistics and Deep Learning](http://www.mitpressjournals.org/doi/pdf/10.1162/COLI_a_00239) - Opinion piece on how Deep Learning fits into the broader picture of text processing. 7. [Deep Learning NLP Best Practices](http://ruder.io/deep-learning-nlp-best-practices/index.html) Researchers ---- 1. [Christopher Manning](http://nlp.stanford.edu/manning/) 2. [Ali Ghodsi](https://uwaterloo.ca/data-science/) 3. [Richard Socher](http://www.socher.org/) 4. [Yoshua Bengio](http://www.iro.umontreal.ca/~bengioy/yoshua_en/index.html) Datasets ---- 1. [Dataset from "One Billion Word Language Modeling Benchmark"](http://www.statmt.org/lm-benchmark/1-billion-word-language-modeling-benchmark-r13output.tar.gz) - Almost 1B words, already pre-processed text. 1. [Stanford Sentiment Treebank](https://nlp.stanford.edu/sentiment/treebank.html) - Fine grained sentiment labels for 215,154 phrases in the parse trees of 11,855 sentences. 1. [Quora Question Pairs Dataset](https://data.quora.com/First-Quora-Dataset-Release-Question-Pairs) - Identify question pairs that have the same intent. Specific Areas ---- ## Deep Learning for NLP [Stanford Natural Language Processing](https://www.coursera.org/learn/nlp) Intro NLP course with videos. This has **no deep learning**. But it is a good primer for traditional nlp. Covers topics such as [sentence segmentation](https://github.com/diasks2/pragmatic_segmenter), word tokenizing, word normalization, n-grams, named entity recognition, part of speech tagging. **Currently not available** [Stanford CS 224D: Deep Learning for NLP class](http://cs224d.stanford.edu/syllabus.html) [Richard Socher](https://scholar.google.com/citations?user=FaOcyfMAAAAJ&hl=en). (2016) Class with syllabus, and slides. Videos: [2015 lectures](https://www.youtube.com/channel/UCsGC3XXF1ThHwtDo18d7WVw/videos) / [2016 lectures](https://www.youtube.com/playlist?list=PLcGUo322oqu9n4i0X3cRJgKyVy7OkDdoi) [A Primer on Neural Network Models for Natural Language Processing](https://www.jair.org/media/4992/live-4992-9623-jair.pdf) Yoav Goldberg. Submitted 9/2015, published 11/16. 75 page summary of state of the art. [Oxford Deep Learning for NLP class](http://www.cs.ox.ac.uk/teaching/courses/2016-2017/dl/) [Phil Blunsom](https://scholar.google.co.uk/citations?user=eJwbbXEAAAAJ&hl=en). (2017) Class by Deep Mind NLP Group. Lecture slides, videos, and practicals: [Github Repository](https://github.com/oxford-cs-deepnlp-2017) ## Word Vectors Resources about word vectors, aka word embeddings, and distributed representations for words. Word vectors are numeric representations of words where similar words have similar vectors. Word vectors are often used as input to deep learning systems. This process is sometimes called pretraining. [A neural probabilistic language model.](http://papers.nips.cc/paper/1839-a-neural-probabilistic-language-model.pdf) Bengio 2003. Seminal paper on word vectors. ___ [Efficient Estimation of Word Representations in Vector Space](http://arxiv.org/pdf/1301.3781v3.pdf) Mikolov et al. 2013. Word2Vec generates word vectors in an unsupervised way by attempting to predict words from a corpus. Describes Continuous Bag-of-Words (CBOW) and Continuous Skip-gram models for learning word vectors. Skip-gram takes center word and predict outside words. Skip-gram is better for large datasets. CBOW - takes outside words and predict the center word. CBOW is better for smaller datasets. [Distributed Representations of Words and Phrases and their Compositionality](http://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf) Mikolov et al. 2013. Learns vectors for phrases such as "New York Times." Includes optimizations for skip-gram: heirachical softmax, and negative sampling. Subsampling frequent words. (i.e. frequent words like "the" are skipped periodically to speed things up and improve vector for less frequently used words) [Linguistic Regularities in Continuous Space Word Representations](http://www.aclweb.org/anthology/N13-1090) [Mikolov](https://scholar.google.com/citations?user=oBu8kMMAAAAJ&hl=en) et al. 2013. Performs well on word similarity and analogy task. Expands on famous example: King – Man + Woman = Queen [Word2Vec source code](https://code.google.com/p/word2vec/) [Word2Vec tutorial](http://tensorflow.org/tutorials/word2vec/index.html) in [TensorFlow](http://tensorflow.org/) [word2vec Parameter Learning Explained](http://www-personal.umich.edu/~ronxin/pdf/w2vexp.pdf) Rong 2014 Articles explaining word2vec: [Deep Learning, NLP, and Representations](http://colah.github.io/posts/2014-07-NLP-RNNs-Representations/) and [The amazing power of word vectors](https://blog.acolyer.org/2016/04/21/the-amazing-power-of-word-vectors/) ___ [GloVe: Global vectors for word representation](http://nlp.stanford.edu/projects/glove/glove.pdf) Pennington, Socher, Manning. 2014. Creates word vectors and relates word2vec to matrix factorizations. [Evalutaion section led to controversy](http://rare-technologies.com/making-sense-of-word2vec/) by [Yoav Goldberg](https://plus.google.com/114479713299850783539/posts/BYvhAbgG8T2) [Glove source code and training data](http://nlp.stanford.edu/projects/glove/) ___ [Enriching Word Vectors with Subword Information](https://arxiv.org/pdf/1607.04606v1.pdf) Bojanowski, Grave, Joulin, Mikolov 2016 [FastText Code](https://github.com/facebookresearch/fastText) ## Sentiment Analysis Thought vectors are numeric representations for sentences, paragraphs, and documents. This concept is used for many text classification tasks such as sentiment analysis. [Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank](http://nlp.stanford.edu/~socherr/EMNLP2013_RNTN.pdf) Socher et al. 2013. Introduces Recursive Neural Tensor Network and dataset: "sentiment treebank." Includes [demo site](http://nlp.stanford.edu/sentiment/ ). Uses a parse tree. [Distributed Representations of Sentences and Documents](http://cs.stanford.edu/~quocle/paragraph_vector.pdf) [Le](https://scholar.google.com/citations?user=vfT6-XIAAAAJ), Mikolov. 2014. Introduces Paragraph Vector. Concatenates and averages pretrained, fixed word vectors to create vectors for sentences, paragraphs and documents. Also known as paragraph2vec. Doesn't use a parse tree. Implemented in [gensim](https://github.com/piskvorky/gensim/). See [doc2vec tutorial](http://rare-technologies.com/doc2vec-tutorial/) [Deep Recursive Neural Networks for Compositionality in Language](http://www.cs.cornell.edu/~oirsoy/files/nips14drsv.pdf) Irsoy & Cardie. 2014. Uses Deep Recursive Neural Networks. Uses a parse tree. [Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks](https://aclweb.org/anthology/P/P15/P15-1150.pdf) Tai et al. 2015 Introduces Tree LSTM. Uses a parse tree. [Semi-supervised Sequence Learning](http://arxiv.org/pdf/1511.01432.pdf) Dai, Le 2015 Approach: "We present two approaches that use unlabeled data to improve sequence learning with recurrent networks. The first approach is to predict what comes next in a sequence, which is a conventional language model in natural language processing. The second approach is to use a sequence autoencoder..." Result: "With pretraining, we are able to train long short term memory recurrent networks up to a few hundred timesteps, thereby achieving strong performance in many text classification tasks, such as IMDB, DBpedia and 20 Newsgroups." [Bag of Tricks for Efficient Text Classification](https://arxiv.org/abs/1607.01759) Joulin, Grave, Bojanowski, Mikolov 2016 Facebook AI Research. "Our experiments show that our fast text classifier fastText is often on par with deep learning classifiers in terms of accuracy, and many orders of magnitude faster for training and evaluation." [FastText blog](https://research.facebook.com/blog/fasttext/) [FastText Code](https://github.com/facebookresearch/fastText) ## Neural Machine Translation In 2014, neural machine translation (NMT) performance became comprable to state of the art statistical machine translation(SMT). [Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation](http://arxiv.org/pdf/1406.1078v3.pdf) ([abstract](https://arxiv.org/abs/1406.1078)) Cho et al. 2014 Breakthrough deep learning paper on machine translation. Introduces basic sequence to sequence model which includes two rnns, an encoder for input and a decoder for output. [Neural Machine Translation by jointly learning to align and translate](http://arxiv.org/pdf/1409.0473v6.pdf) ([abstract](https://arxiv.org/abs/1409.0473)) Bahdanau, Cho, Bengio 2014. Implements attention mechanism. "Each time the proposed model generates a word in a translation, it (soft-)searches for a set of positions in a source sentence where the most relevant information is concentrated" Result: "comparable to the existing state-of-the-art phrase-based system on the task of English-to-French translation." [English to French Demo](http://104.131.78.120/) [On Using Very Large Target Vocabulary for Neural Machine Translation](https://arxiv.org/pdf/1412.2007v2.pdf) Jean, Cho, Memisevic, Bengio 2014. "we try replacing each [UNK] token with the aligned source word or its most likely translation determined by another word alignment model." Result: English -> German bleu score = 21.59 (target vocabulary of 50,000) [Sequence to Sequence Learning with Neural Networks](http://arxiv.org/pdf/1409.3215v3.pdf) Sutskever, Vinyals, Le 2014. ([nips presentation](http://research.microsoft.com/apps/video/?id=239083)). Uses seq2seq to generate translations. Result: English -> French bleu score = 34.8 (WMT’14 dataset) A key contribution is improvements from reversing the source sentences. [seq2seq tutorial](http://tensorflow.org/tutorials/seq2seq/index.html) in [TensorFlow](http://tensorflow.org/). [Addressing the Rare Word Problem in Neural Machine Translation](https://arxiv.org/pdf/1410.8206v4.pdf) ([abstract](https://arxiv.org/abs/1410.8206)) Luong, Sutskever, Le, Vinyals, Zaremba 2014 Replace UNK words with dictionary lookup. Result: English -> French BLEU score = 37.5. [Effective Approaches to Attention-based Neural Machine Translation](http://stanford.edu/~lmthang/data/papers/emnlp15_attn.pdf) Luong, Pham, Manning. 2015 2 models of attention: global and local. Result: English -> German 25.9 BLEU points [Context-Dependent Word Representation for Neural Machine Translation](http://arxiv.org/pdf/1607.00578v1.pdf) Choi, Cho, Bengio 2016 "we propose to contextualize the word embedding vectors using a nonlinear bag-of-words representation of the source sentence." "we propose to represent special tokens (such as numbers, proper nouns and acronyms) with typed symbols to facilitate translating those words that are not well-suited to be translated via continuous vectors." [Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation](http://arxiv.org/abs/1609.08144) Wu et al. 2016 [blog post](https://research.googleblog.com/2016/09/a-neural-network-for-machine.html) "WMT’14 English-to-French, our single model scores 38.95 BLEU" "WMT’14 English-to-German, our single model scores 24.17 BLEU" [Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation](https://arxiv.org/abs/1611.04558) Johnson et al. 2016 [blog post](https://research.googleblog.com/2016/11/zero-shot-translation-with-googles.html) Translations between untrained language pairs. Google has started [rolling out NMT](https://blog.google/products/translate/found-translation-more-accurate-fluent-sentences-google-translate/) to it's production system, and it's a [significant improvement](http://www.nytimes.com/2016/12/14/magazine/the-great-ai-awakening.html?_r=0). [Convolutional Sequence to Sequence Learning](https://arxiv.org/abs/1705.03122) Gehring et al. 2017 Facebook AI research [blog post](https://code.facebook.com/posts/1978007565818999/a-novel-approach-to-neural-machine-translation/) Architecture: Convolutional sequence to sequence. ConvS2s. Results: "We outperform the accuracy of the deep LSTM setup of Wu et al. (2016) on both WMT'14 English-German and WMT'14 English-French translation at an order of magnitude faster speed, both on GPU and CPU." [Facebook is transitioning entirely to neural machine translation](https://code.facebook.com/posts/289921871474277/transitioning-entirely-to-neural-machine-translation/) [Transformer: A Novel Neural Network Architecture for Language Understanding](https://research.googleblog.com/2017/08/transformer-novel-neural-network.html) Arcitecture: Transformer, a T2T model introduced by Google in [Attention is all you need](https://arxiv.org/abs/1706.03762) Results: "we show that the Transformer outperforms both recurrent and convolutional models on academic English to German and English to French translation benchmarks." [T2T Source code](https://github.com/tensorflow/tensor2tensor) [T2T blog post](https://research.googleblog.com/2017/06/accelerating-deep-learning-research.html) [DeepL Translator](https://www.deepl.com/translator) claims to [outperform competitors](https://www.deepl.com/press.html) but doesn't disclose their architecture. "Specific details of our network architecture will not be published at this time. DeepL Translator is based on a single, non-ensemble model." ## Image Captioning [Show, Attend and Tell: Neural Image Caption Generation with Visual Attention](http://arxiv.org/pdf/1502.03044v3.pdf) Xu et al. 2015 Creates captions by feeding image into a CNN which feeds into hidden state of an RNN that generates the caption. At each time step the RNN outputs next word and the next location to pay attention to via a probability over grid locations. Uses 2 types of attention soft and hard. Soft attention uses gradient descent and backprop and is deterministic. Hard attention selects the element with highest probability. Hard attention uses reinforcement learning, rather than backprop and is stochastic. [Open source implementation in TensorFlow](https://research.googleblog.com/2016/09/show-and-tell-image-captioning-open.html) ## Conversation modeling / Dialog [Neural Responding Machine for Short-Text Conversation](http://arxiv.org/pdf/1503.02364v2.pdf) Shang et al. 2015 Uses Neural Responding Machine. Trained on Weibo dataset. Achieves one round conversations with 75% appropriate responses. [A Neural Network Approach to Context-Sensitive Generation of Conversational Responses](http://arxiv.org/pdf/1506.06714v1.pdf) Sordoni et al. 2015. Generates responses to tweets. Uses [Recurrent Neural Network Language Model (RLM) architecture of (Mikolov et al., 2010).](http://www.fit.vutbr.cz/research/groups/speech/publi/2010/mikolov_interspeech2010_IS100722.pdf) source code: [RNNLM Toolkit](http://www.rnnlm.org/) [Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models](http://arxiv.org/pdf/1507.04808v3.pdf) Serban, Sordoni, Bengio et al. 2015. Extends [hierarchical recurrent encoder-decoder](https://arxiv.org/abs/1507.02221) neural network (HRED). [Attention with Intention for a Neural Network Conversation Model](http://arxiv.org/pdf/1510.08565v3.pdf) Yao et al. 2015 Architecture is three recurrent networks: an encoder, an intention network and a decoder. [A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues](http://arxiv.org/pdf/1605.06069v3.pdf) Serban, Sordoni, Lowe, Charlin, Pineau, Courville, Bengio 2016 Proposes novel architecture: VHRED. Latent Variable Hierarchical Recurrent Encoder-Decoder Compares favorably against LSTM and HRED. ___ [A Neural Conversation Model](http://arxiv.org/pdf/1506.05869v3.pdf) Vinyals, [Le](https://scholar.google.com/citations?user=vfT6-XIAAAAJ) 2015. Uses LSTM RNNs to generate conversational responses. Uses [seq2seq framework](http://tensorflow.org/tutorials/seq2seq/index.html). Seq2Seq was originally designed for machine translation and it "translates" a single sentence, up to around 79 words, to a single sentence response, and has no memory of previous dialog exchanges. Used in Google [Smart Reply feature for Inbox](http://googleresearch.blogspot.co.uk/2015/11/computer-respond-to-this-email.html) [Incorporating Copying Mechanism in Sequence-to-Sequence Learning](http://arxiv.org/pdf/1603.06393v3.pdf) Gu et al. 2016 Proposes CopyNet, builds on seq2seq. [A Persona-Based Neural Conversation Model](http://arxiv.org/pdf/1603.06155v2.pdf) Li et al. 2016 Proposes persona-based models for handling the issue of speaker consistency in neural response generation. Builds on seq2seq. [Deep Reinforcement Learning for Dialogue Generation](https://arxiv.org/pdf/1606.01541v3.pdf) Li et al. 2016. Uses reinforcement learing to generate diverse responses. Trains 2 agents to chat with each other. Builds on seq2seq. [Adversarial Learning for Neural Dialogue Generation](https://arxiv.org/pdf/1701.06547.pdf) Li et al. 2017. [Source code for Li papers](https://github.com/jiweil/Neural-Dialogue-Generation) ___ [Deep learning for chatbots](http://www.wildml.com/2016/04/deep-learning-for-chatbots-part-1-introduction/) Article summary of state of the art, and challenges for chatbots. [Deep learning for chatbots. part 2](http://www.wildml.com/2016/07/deep-learning-for-chatbots-2-retrieval-based-model-tensorflow/) Implements a retrieval based dialog agent using dual encoder lstm with TensorFlow, based on the Ubuntu dataset [[paper](http://arxiv.org/pdf/1506.08909v3.pdf)] includes [source code](https://github.com/dennybritz/chatbot-retrieval/) [ParlAI](https://github.com/facebookresearch/ParlAI) A framework for training and evaluating AI models on a variety of openly available dialog datasets. Released by FaceBook. ## Memory and Attention Models Attention mechanisms allows the network to refer back to the input sequence, instead of forcing it to encode all information into one fixed-length vector. - [Attention and Memory in Deep Learning and NLP](http://www.opendatascience.com/blog/attention-and-memory-in-deep-learning-and-nlp/) [Memory Networks](http://arxiv.org/pdf/1410.3916v10.pdf) Weston et. al 2014, and [End-To-End Memory Networks](http://arxiv.org/pdf/1503.08895v4.pdf) Sukhbaatar et. al 2015. Memory networks are implemented in [MemNN](https://github.com/facebook/MemNN). Attempts to solve task of reason attention and memory. [Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks](http://arxiv.org/pdf/1502.05698v7.pdf) Weston 2015. Classifies QA tasks like single factoid, yes/no etc. Extends memory networks. [Evaluating prerequisite qualities for learning end to end dialog systems](http://arxiv.org/pdf/1511.06931.pdf) Dodge et. al 2015. Tests Memory Networks on 4 tasks including reddit dialog task. See [Jason Weston lecture on MemNN](https://www.youtube.com/watch?v=Xumy3Yjq4zk) [Neural Turing Machines](http://arxiv.org/pdf/1410.5401v2.pdf) Graves, Wayne, Danihelka 2014. We extend the capabilities of neural networks by coupling them to external memory resources, which they can interact with by attentional processes. The combined system is analogous to a Turing Machine or Von Neumann architecture but is differentiable end-toend, allowing it to be efficiently trained with gradient descent. Preliminary results demonstrate that Neural Turing Machines can infer simple algorithms such as copying, sorting, and associative recall from input and output examples. [Olah and Carter blog on NTM](http://distill.pub/2016/augmented-rnns/#neural-turing-machines) [Inferring Algorithmic Patterns with Stack-Augmented Recurrent Nets](http://arxiv.org/pdf/1503.01007v4.pdf) Joulin, Mikolov 2015. [Stack RNN source code](https://github.com/facebook/Stack-RNN) and [blog post](https://research.facebook.com/blog/1642778845966521/inferring-algorithmic-patterns-with-stack/) [Reasoning, Attention and Memory RAM workshop at NIPS 2015. slides included](http://www.thespermwhale.com/jaseweston/ram/) # Deep Learning for NLP resources State of the art resources for NLP sequence modeling tasks such as machine translation, image captioning, and dialog. [My notes on neural networks, rnn, lstm](https://github.com/andrewt3000/MachineLearning/blob/master/neuralNets.md) # NLP-DATASETS -- all you can eat and burn on your GPUs 😅 ----- Alphabetical list of free/public domain datasets with text data for use in Natural Language Processing (NLP). Most stuff here is just raw unstructured text data, if you are looking for annotated corpora or Treebanks refer to the sources at the bottom. ## Datasets * [Apache Software Foundation Public Mail Archives](http://aws.amazon.com/de/datasets/apache-software-foundation-public-mail-archives/): all publicly available Apache Software Foundation mail archives as of July 11, 2011 (200 GB) * [Blog Authorship Corpus](http://u.cs.biu.ac.il/~koppel/BlogCorpus.htm): consists of the collected posts of 19,320 bloggers gathered from blogger.com in August 2004. 681,288 posts and over 140 million words. (298 MB) * [Amazon Fine Food Reviews [Kaggle]](https://www.kaggle.com/snap/amazon-fine-food-reviews): consists of 568,454 food reviews Amazon users left up to October 2012. [Paper](http://i.stanford.edu/~julian/pdfs/www13.pdf). (240 MB) * [Amazon Reviews](https://snap.stanford.edu/data/web-Amazon.html): Stanford collection of 35 million amazon reviews. (11 GB) * [ArXiv](http://arxiv.org/help/bulk_data_s3): All the Papers on archive as fulltext (270 GB) + sourcefiles (190 GB). * [ASAP Automated Essay Scoring [Kaggle]](https://www.kaggle.com/c/asap-aes/data): For this competition, there are eight essay sets. Each of the sets of essays was generated from a single prompt. Selected essays range from an average length of 150 to 550 words per response. Some of the essays are dependent upon source information and others are not. All responses were written by students ranging in grade levels from Grade 7 to Grade 10. All essays were hand graded and were double-scored. (100 MB) * [ASAP Short Answer Scoring [Kaggle]](https://www.kaggle.com/c/asap-sas/data): Each of the data sets was generated from a single prompt. Selected responses have an average length of 50 words per response. Some of the essays are dependent upon source information and others are not. All responses were written by students primarily in Grade 10. All responses were hand graded and were double-scored. (35 MB) * [Classification of political social media](https://www.crowdflower.com/data-for-everyone/): Social media messages from politicians classified by content. (4 MB) * [CLiPS Stylometry Investigation (CSI) Corpus](http://www.clips.uantwerpen.be/datasets/csi-corpus): a yearly expanded corpus of student texts in two genres: essays and reviews. The purpose of this corpus lies primarily in stylometric research, but other applications are possible. (on request) * [ClueWeb09 FACC](http://lemurproject.org/clueweb09/FACC1/): [ClueWeb09](http://lemurproject.org/clueweb09/) with Freebase annotations (72 GB) * [ClueWeb11 FACC](http://lemurproject.org/clueweb12/FACC1/): [ClueWeb11](http://lemurproject.org/clueweb12/) with Freebase annotations (92 GB) * [Common Crawl Corpus](http://aws.amazon.com/de/datasets/common-crawl-corpus/): web crawl data composed of over 5 billion web pages (541 TB) * [Cornell Movie Dialog Corpus](http://www.cs.cornell.edu/~cristian/Cornell_Movie-Dialogs_Corpus.html): contains a large metadata-rich collection of fictional conversations extracted from raw movie scripts: 220,579 conversational exchanges between 10,292 pairs of movie characters, 617 movies (9.5 MB) * [Corporate messaging](http://aws.amazon.com/de/datasets/common-crawl-corpus/): A data categorization job concerning what corporations actually talk about on social media. Contributors were asked to classify statements as information (objective statements about the company or it’s activities), dialog (replies to users, etc.), or action (messages that ask for votes or ask users to click on links, etc.). (600 KB) * [Crosswikis](http://nlp.stanford.edu/data/crosswikis-data.tar.bz2/): English-phrase-to-associated-Wikipedia-article database. Paper. (11 GB) * [DBpedia](http://aws.amazon.com/de/datasets/dbpedia-3-5-1/?tag=datasets%23keywords%23encyclopedic): a community effort to extract structured information from Wikipedia and to make this information available on the Web (17 GB) * [Death Row](http://www.tdcj.state.tx.us/death_row/dr_executed_offenders.html): last words of every inmate executed since 1984 online (HTML table) * [Del.icio.us](http://arvindn.livejournal.com/116137.html): 1.25 million bookmarks on delicious.com * [Disasters on social media](https://www.crowdflower.com/data-for-everyone/): 10,000 tweets with annotations whether the tweet referred to a disaster event (2 MB). * [Economic News Article Tone and Relevance](https://www.crowdflower.com/data-for-everyone/): News articles judged if relevant to the US economy and, if so, what the tone of the article was. Dates range from 1951 to 2014. (12 MB) * [Enron Email Data](http://aws.amazon.com/de/datasets/enron-email-data/): consists of 1,227,255 emails with 493,384 attachments covering 151 custodians (210 GB) * [Event Registry](http://eventregistry.org/): Free tool that gives real time access to news articles by 100.000 news publishers worldwide. [Has API](https://github.com/gregorleban/EventRegistry/). (query tool) * [Examiner.com - Spam Clickbait News Headlines [Kaggle]](https://www.kaggle.com/therohk/examine-the-examiner): 3 Million crowdsourced News headlines published by now defunct clickbait website The Examiner from 2010 to 2015. (200 MB) * [Federal Contracts from the Federal Procurement Data Center (USASpending.gov)](http://aws.amazon.com/de/datasets/federal-contracts-from-the-federal-procurement-data-center-usaspending-gov/): data dump of all federal contracts from the Federal Procurement Data Center found at USASpending.gov (180 GB) * [Flickr Personal Taxonomies](http://www.isi.edu/~lerman/downloads/flickr/flickr_taxonomies.html): Tree dataset of personal tags (40 MB) * [Freebase Data Dump](http://aws.amazon.com/de/datasets/freebase-data-dump/): data dump of all the current facts and assertions in Freebase (26 GB) * [Freebase Simple Topic Dump](http://aws.amazon.com/de/datasets/freebase-simple-topic-dump/): data dump of the basic identifying facts about every topic in Freebase (5 GB) * [Freebase Quad Dump](http://aws.amazon.com/de/datasets/freebase-quad-dump/): data dump of all the current facts and assertions in Freebase (35 GB) * [GigaOM Wordpress Challenge [Kaggle]](https://www.kaggle.com/c/predict-wordpress-likes/data): blog posts, meta data, user likes (1.5 GB) * [Google Books Ngrams](http://storage.googleapis.com/books/ngrams/books/datasetsv2.html): available also in hadoop format on amazon s3 (2.2 TB) * [Google Web 5gram](https://catalog.ldc.upenn.edu/LDC2006T13): contains English word n-grams and their observed frequency counts (24 GB) * [Gutenberg Ebook List](http://www.gutenberg.org/wiki/Gutenberg:Offline_Catalogs): annotated list of ebooks (2 MB) * [Hansards text chunks of Canadian Parliament](http://www.isi.edu/natural-language/download/hansard/): 1.3 million pairs of aligned text chunks (sentences or smaller fragments) from the official records (Hansards) of the 36th Canadian Parliament. (82 MB) * [Harvard Library](http://library.harvard.edu/open-metadata#Harvard-Library-Bibliographic-Dataset): 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. (4 GB) * [Hate speech identification](https://github.com/t-davidson/hate-speech-and-offensive-language): Contributors viewed short text and identified if it a) contained hate speech, b) was offensive but without hate speech, or c) was not offensive at all. Contains nearly 15K rows with three contributor judgments per text string. (3 MB) * [Hillary Clinton Emails [Kaggle]](https://www.kaggle.com/kaggle/hillary-clinton-emails): nearly 7,000 pages of Clinton's heavily redacted emails (12 MB) * [Home Depot Product Search Relevance [Kaggle]](https://www.kaggle.com/c/home-depot-product-search-relevance/data): contains a number of products and real customer search terms from Home Depot's website. The challenge is to predict a relevance score for the provided combinations of search terms and products. To create the ground truth labels, Home Depot has crowdsourced the search/product pairs to multiple human raters. (65 MB) * [Identifying key phrases in text](https://www.crowdflower.com/data-for-everyone/): Question/Answer pairs + context; context was judged if relevant to question/answer. (8 MB) * [Jeopardy](http://www.reddit.com/r/datasets/comments/1uyd0t/200000_jeopardy_questions_in_a_json_file/): archive of 216,930 past Jeopardy questions (53 MB) * [200k English plaintext jokes](https://github.com/taivop/joke-dataset): archive of 208,000 plaintext jokes from various sources. * [Machine Translation of European Languages](http://statmt.org/wmt11/translation-task.html#download): (612 MB) * [Material Safety Datasheets](http://aws.amazon.com/de/datasets/material-safety-data-sheets/): 230,000 Material Safety Data Sheets. (3 GB) * [Million News Headlines - ABC Australia [Kaggle]](https://www.kaggle.com/therohk/million-headlines): 1.3 Million News headlines published by ABC News Australia from 2003 to 2017. (56 MB) * [MCTest](http://research.microsoft.com/en-us/um/redmond/projects/mctest/index.html): a freely available set of 660 stories and associated questions intended for research on the machine comprehension of text; for question answering (1 MB) * [NEGRA](http://www.coli.uni-saarland.de/projects/sfb378/negra-corpus/negra-corpus.html): A Syntactically Annotated Corpus of German Newspaper Texts. Available for free for all Universities and non-profit organizations. Need to sign and send form to obtain. (on request) * [News Headlines of India - Times of India [Kaggle]](https://www.kaggle.com/therohk/india-headlines-news-dataset): 2.7 Million News Headlines with category published by Times of India from 2001 to 2017. (185 MB) * [News article / Wikipedia page pairings](https://www.crowdflower.com/data-for-everyone/): Contributors read a short article and were asked which of two Wikipedia articles it matched most closely. (6 MB) * [NIPS2015 Papers (version 2) [Kaggle]](https://www.kaggle.com/benhamner/nips-2015-papers/version/2): full text of all NIPS2015 papers (335 MB) * [NYTimes Facebook Data](http://minimaxir.com/2015/07/facebook-scraper/): all the NYTimes facebook posts (5 MB) * [One Week of Global News Feeds [Kaggle]](https://www.kaggle.com/therohk/global-news-week): News Event Dataset of 1.4 Million Articles published globally in 20 languages over one week of August 2017. (115 MB) * [Objective truths of sentences/concept pairs](https://www.crowdflower.com/data-for-everyone/): Contributors read a sentence with two concepts. For example “a dog is a kind of animal” or “captain can have the same meaning as master.” They were then asked if the sentence could be true and ranked it on a 1-5 scale. (700 KB) * [Open Library Data Dumps](https://openlibrary.org/developers/dumps): dump of all revisions of all the records in Open Library. (16 GB) * [Personae Corpus](http://www.clips.uantwerpen.be/datasets/personae-corpus): collected for experiments in Authorship Attribution and Personality Prediction. It consists of 145 Dutch-language essays by 145 different students. (on request) * [Reddit Comments](https://www.reddit.com/r/datasets/comments/3bxlg7/i_have_every_publicly_available_reddit_comment/): every publicly available reddit comment as of july 2015. 1.7 billion comments (250 GB) * [Reddit Comments (May ‘15) [Kaggle]](https://www.kaggle.com/reddit/reddit-comments-may-2015): subset of above dataset (8 GB) * [Reddit Submission Corpus](https://www.reddit.com/r/datasets/comments/3mg812/full_reddit_submission_corpus_now_available_2006/): all publicly available Reddit submissions from January 2006 - August 31, 2015). (42 GB) * [Reuters Corpus](http://trec.nist.gov/data/reuters/reuters.html): a large collection of Reuters News stories for use in research and development of natural language processing, information retrieval, and machine learning systems. This corpus, known as "Reuters Corpus, Volume 1" or RCV1, is significantly larger than the older, well-known Reuters-21578 collection heavily used in the text classification community. Need to sign agreement and sent per post to obtain. (2.5 GB) * [SaudiNewsNet](https://github.com/ParallelMazen/SaudiNewsNet): 31,030 Arabic newspaper articles alongwith metadata, extracted from various online Saudi newspapers. (2 MB) * [SMS Spam Collection](http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/): 5,574 English, real and non-enconded SMS messages, tagged according being legitimate (ham) or spam. (200 KB) * [SouthparkData](https://github.com/BobAdamsEE/SouthParkData): .csv files containing script information including: season, episode, character, & line. (3.6 MB) * [Stackoverflow](http://data.stackexchange.com/): 7.3 million stackoverflow questions + other stackexchanges (query tool) * [Twitter Cheng-Caverlee-Lee Scrape](https://archive.org/details/twitter_cikm_2010): Tweets from September 2009 - January 2010, geolocated. (400 MB) * [Twitter New England Patriots Deflategate sentiment](https://www.crowdflower.com/data-for-everyone/): Before the 2015 Super Bowl, there was a great deal of chatter around deflated footballs and whether the Patriots cheated. This data set looks at Twitter sentiment on important days during the scandal to gauge public sentiment about the whole ordeal. (2 MB) * [Twitter Progressive issues sentiment analysis](https://www.crowdflower.com/data-for-everyone/): tweets regarding a variety of left-leaning issues like legalization of abortion, feminism, Hillary Clinton, etc. classified if the tweets in question were for, against, or neutral on the issue (with an option for none of the above). (600 KB) * [Twitter Sentiment140](http://help.sentiment140.com/for-students/): Tweets related to brands/keywords. Website includes papers and research ideas. (77 MB) * [Twitter sentiment analysis: Self-driving cars](https://www.crowdflower.com/data-for-everyone/): contributors read tweets and classified them as very positive, slightly positive, neutral, slightly negative, or very negative. They were also prompted asked to mark if the tweet was not relevant to self-driving cars. (1 MB) * [Twitter Tokyo Geolocated Tweets](http://followthehashtag.com/datasets/200000-tokyo-geolocated-tweets-free-twitter-dataset/): 200K tweets from Tokyo. (47 MB) * [Twitter UK Geolocated Tweets](http://followthehashtag.com/datasets/170000-uk-geolocated-tweets-free-twitter-dataset/): 170K tweets from UK. (47 MB) * [Twitter USA Geolocated Tweets](http://followthehashtag.com/datasets/free-twitter-dataset-usa-200000-free-usa-tweets/): 200k tweets from the US (45MB) * [Twitter US Airline Sentiment [Kaggle]](https://www.kaggle.com/crowdflower/twitter-airline-sentiment): A sentiment analysis job about the problems of each major U.S. airline. Twitter data was scraped from February of 2015 and contributors were asked to first classify positive, negative, and neutral tweets, followed by categorizing negative reasons (such as "late flight" or "rude service"). (2.5 MB) * [U.S. economic performance based on news articles](https://www.crowdflower.com/data-for-everyone/): News articles headlines and excerpts ranked as whether relevant to U.S. economy. (5 MB) * [Urban Dictionary Words and Definitions [Kaggle]](https://www.kaggle.com/therohk/urban-dictionary-words-dataset): Cleaned CSV corpus of 2.6 Million of all Urban Dictionary words, definitions, authors, votes as of May 2016. (238 MB) * [Wesbury Lab Usenet Corpus](http://aws.amazon.com/de/datasets/the-westburylab-usenet-corpus/): anonymized compilation of postings from 47,860 English-language newsgroups from 2005-2010 (40 GB) * [Wesbury Lab Wikipedia Corpus](http://www.psych.ualberta.ca/~westburylab/downloads/westburylab.wikicorp.download.html) Snapshot of all the articles in the English part of the Wikipedia that was taken in April 2010. It was processed, as described in detail below, to remove all links and irrelevant material (navigation text, etc) The corpus is untagged, raw text. Used by [Stanford NLP](https://scholar.google.com/scholar?oi=bibs&hl=en&cites=9060444488071171966&as_sdt=5) (1.8 GB). * [Wikipedia Extraction (WEX)](http://aws.amazon.com/de/datasets/wikipedia-extraction-wex/): a processed dump of english language wikipedia (66 GB) * [Wikipedia XML Data](http://aws.amazon.com/de/datasets/wikipedia-xml-data/): complete copy of all Wikimedia wikis, in the form of wikitext source and metadata embedded in XML. (500 GB) * [Yahoo! Answers Comprehensive Questions and Answers](http://webscope.sandbox.yahoo.com/catalog.php?datatype=l): Yahoo! Answers corpus as of 10/25/2007. Contains 4,483,032 questions and their answers. (3.6 GB) * [Yahoo! Answers consisting of questions asked in French](http://webscope.sandbox.yahoo.com/catalog.php?datatype=l): Subset of the Yahoo! Answers corpus from 2006 to 2015 consisting of 1.7 million questions posed in French, and their corresponding answers. (3.8 GB) * [Yahoo! Answers Manner Questions](http://webscope.sandbox.yahoo.com/catalog.php?datatype=l): subset of the Yahoo! Answers corpus from a 10/25/2007 dump, selected for their linguistic properties. Contains 142,627 questions and their answers. (104 MB) * [Yahoo! HTML Forms Extracted from Publicly Available Webpages](http://webscope.sandbox.yahoo.com/catalog.php?datatype=l): contains a small sample of pages that contain complex HTML forms, contains 2.67 million complex forms. (50+ GB) * [Yahoo! Metadata Extracted from Publicly Available Web Pages](http://webscope.sandbox.yahoo.com/catalog.php?datatype=l): 100 million triples of RDF data (2 GB) * [Yahoo N-Gram Representations](http://webscope.sandbox.yahoo.com/catalog.php?datatype=l): This dataset contains n-gram representations. The data may serve as a testbed for query rewriting task, a common problem in IR research as well as to word and sentence similarity task, which is common in NLP research. (2.6 GB) * [Yahoo! N-Grams, version 2.0](http://webscope.sandbox.yahoo.com/catalog.php?datatype=l): n-grams (n = 1 to 5), extracted from a corpus of 14.6 million documents (126 million unique sentences, 3.4 billion running words) crawled from over 12000 news-oriented sites (12 GB) * [Yahoo! Search Logs with Relevance Judgments](http://webscope.sandbox.yahoo.com/catalog.php?datatype=l): Annonymized Yahoo! Search Logs with Relevance Judgments (1.3 GB) * [Yahoo! Semantically Annotated Snapshot of the English Wikipedia](http://webscope.sandbox.yahoo.com/catalog.php?datatype=l): English Wikipedia dated from 2006-11-04 processed with a number of publicly-available NLP tools. 1,490,688 entries. (6 GB) * [Yelp](https://www.yelp.com/academic_dataset): including restaurant rankings and 2.2M reviews (on request) * [Youtube](https://www.reddit.com/r/datasets/comments/3gegdz/17_millions_youtube_videos_description/): 1.7 million youtube videos descriptions (torrent) ## Sources * [Awesome public datasets/NLP](https://github.com/caesar0301/awesome-public-datasets#natural-language) (includes more lists) * [AWS Public Datasets](http://aws.amazon.com/de/datasets/) * [CrowdFlower: Data for Everyone](https://www.crowdflower.com/data-for-everyone/) (lots of little surveys they conducted and data obtained by crowdsourcing for a specific task) * [Kaggle 1](https://www.kaggle.com/datasets), [2](https://www.kaggle.com/competitions) (make sure though that the kaggle competition data can be used outside of the competition!) * [Open Library](https://openlibrary.org/developers/dumps) * [Quora](https://www.quora.com/Datasets-What-are-the-major-text-corpora-used-by-computational-linguists-and-natural-language-processing-researchers-and-what-are-the-characteristics-biases-of-each-corpus) (mainly annotated corpora) * [/r/datasets](https://www.reddit.com/r/datasets) (endless list of datasets, most is scraped by amateurs though and not properly documented or licensed) * [rs.io](http://rs.io/100-interesting-data-sets-for-statistics/) (another big list) * [Stackexchange: Opendata](http://opendata.stackexchange.com/) * [Stanford NLP group](http://www-nlp.stanford.edu/links/statnlp.html) (mainly annotated corpora and TreeBanks or actual NLP tools) * [Yahoo! Webscope](http://webscope.sandbox.yahoo.com/) (also includes papers that use the data that is provided) Miscellaneous ---- 1. [word2vec analogy demo](http://deeplearner.fz-qqq.net/) ----- Contributing ---- Have anything in mind that you think is awesome and would fit in this list? Feel free to send a pull request! ----- License ---- [](http://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, [Tarry Singh](http://www.linkedin.com/in/tarrysingh/) has waived all copyright and related or neighboring rights to this work.

# Awesome Radare2 [](https://github.com/sindresorhus/awesome) [<img src="r2.svg" align="right" width="100">](http://rada.re/) A curated list of awesome projects, articles and the other materials powered by Radare2. ## What is Radare2? Radare is a portable reversing framework that can... - Disassemble (and assemble for) many different architectures - Debug with local native and remote debuggers (gdb, rap, r2pipe, winedbg, windbg, ...) - Run on Linux, *BSD, Windows, OSX, Android, iOS, Solaris and Haiku - Perform forensics on filesystems and data carving - Be scripted in Python, Javascript, Go and more - Visualize data structures of several file types - Patch programs to uncover new features or fix vulnerabilities - Use powerful analysis capabilities to speed up reversing - Aid in software exploitation More info [here](http://rada.re/). ### Table of Contents - [Books](#books) - [Videos](#videos) + [Recordings](#recordings) + [Asciinemas](#asciinemas) + [Conferences](#conferences) - [Slides](#slides-and-workshops) - [Tutorials and Blogs](#tutorials-and-blogs) - [Tools](#tools) - [Scripts](#scripts) - [Contributing](#contributing) # Awesome Radare2 Materials ## Books - [R2 "Book"](https://legacy.gitbook.com/book/radare/radare2book/details) - [Radare2 Explorations](https://legacy.gitbook.com/book/monosource/radare2-explorations/details) - [Radare2 wiki](http://r2wiki.readthedocs.io/en/latest/) - [Binary Analysis Course](https://maxkersten.nl/binary-analysis-course/) ## Videos ### Recordings - [r2pipe - connector to r2](https://www.youtube.com/watch?v=xGn_xbb28mE) - [Solving a Self-modifying Crackme with r2pipe EMU vs DBG vs XOR](https://www.youtube.com/watch?v=ODCNbM9_U4M) - [Creating a keygen for FrogSek KGM#1](https://www.youtube.com/watch?v=4xGAwI10VNM) - by @binaryheadache - [Radare2 - An Introduction with a simple CrackMe - Part 1](https://www.youtube.com/watch?v=8dXhrOEGHTY) - by @antojosep007 - [Introduction To Reverse Engineering With Radare2](https://www.youtube.com/watch?v=LAkYW5ixvhg) - [Scripting radare2 with python for dynamic analysis - TUMCTF 2016 Zwiebel part 2](https://www.youtube.com/watch?v=y69uIxU0eI8) - [Solving a Crackme with Cutter and Z3](https://www.youtube.com/watch?v=oNGLIkSUgQo) - [Handling self modifying code (SMC) with radare2](https://www.youtube.com/watch?v=BBWtpBZVJvQ) - [Introduction to r2dec](https://www.youtube.com/watch?v=zc8AC5LWvOU) - [radare2 explained - write over](https://www.youtube.com/watch?v=8GsiQWVlyLg) - [radare2 explained - Text transformations](https://www.youtube.com/watch?v=pkUw4oX96Fw) - [Solving "Dialtone" from Google CTF 2019 Quals using Cutter](https://www.youtube.com/watch?v=B3kz_yzNjEw) ### Asciinemas - [metasploit x86/shikata_ga_nai decoder using r2pipe and ESIL](https://asciinema.org/a/26594) - [ESIL for Windows programm (IOLI-crackme 0x02)](https://asciinema.org/a/42850) - [Filter for string's searching (urls, emails)](https://asciinema.org/a/b429iwj4cx5ixpba4l01qxzmk) - [Manual unpacking UPX on linux 64-bit](https://asciinema.org/a/bei8od5pxnihypp0j91o4ukj0) - [radare2 classes recovery from rtti itanium](https://asciinema.org/a/201053) - [example of finding ROP gadgets in dyld library cache](https://asciinema.org/a/IVqUALBLZOxkZu3agxkRydlSn) ### Conferences - [HITB2019AMS - Overcoming Fear: Reversing with radare2](https://www.youtube.com/watch?v=317dNavABKo) - by @arnaugamez - [r2con 2019 - videos](https://www.youtube.com/watch?v=yTXNTRV3KbQ&list=PLjIhlLNy_Y9OVAEI5KYs_4jSStmTy-24l), [r2con 2019 - materials](https://github.com/radareorg/r2con2019) - [r2con 2018](https://www.youtube.com/watch?v=hzz0qTIynPI&list=PLjIhlLNy_Y9Po69BDCTEnrKvwLneSkG26) - [r2con 2017](https://www.youtube.com/watch?v=URyd4bcV-Ik&list=PLjIhlLNy_Y9Oe-nfcPEpaki0_En5dhQ5S) - [LinuxDays 2017 - Disassembling with radare2](https://www.youtube.com/watch?v=zhQ1GhlgCMY) - [SUE 2017 - Reverse Engineering Embedded ARM Devices](https://www.youtube.com/watch?v=oXSx0Qo2Upk) - [radare demystified (33c3)](https://www.youtube.com/watch?v=fnpBy3wWabA) - [r2con 2016](https://www.youtube.com/watch?v=QVjrqlo5A9g&list=PLjIhlLNy_Y9O62rjwYD48pVER0EVh1-aU) - [Reversing with Radare2 - OverDrive Conference](https://www.youtube.com/watch?v=GTreWP1lPzU) - [Radare2 & frida hack-a-ton 2015](https://vimeo.com/151753106) - [Radare from A to Z 2015](https://vimeo.com/151753230) - [Reverse engineering embedded software using Radare2 - Linux.conf.au 2015](https://www.youtube.com/watch?v=R3sGlzXfEkU) - [OggCamp - Shellcode - vext01](http://blip.tv/file/get/Oggcamp-ReversingShell888.mp4) - [radare2 In Conversation - Richard Seymour](https://www.youtube.com/watch?v=Fqr19rpcY1w) - [recon2017 - Bubble Struggle Call Graph Visualization with Radare2 - by mari0n](https://www.youtube.com/watch?v=ofRP2PorryU) ## Slides and Workshops - [Radare2 cheat-sheet](https://github.com/zxgio/r2-cheatsheet) - [r2m2 - radare2 + miasm2 = ♥](https://guedou.github.io/r2m2_talks/2016_r2con/slides.pdf) - [Radare2 Workshop 2015 (Defcon)](https://github.com/maijin/workshop2015) - [Emulating Code In Radare2](http://radare.org/get/lacon2k15-esil.pdf) - [Radare from A to Z 2015](http://radare.org/get/RadareAZ-NN2015.pdf) - [Radare2 Workshop 2015 (Hack.lu)](http://2015.hack.lu/archive/2015/radare2-workshop/) - [Radare2 & frida hack-a-ton 2015](http://lolcathost.org/b/radare2-ncn2015-hack-a-ton.pdf) - [radare2: evolution](http://rada.re/get/lacon2k11.pdf) - [radare2: from forensics to bindiffing ](http://radare.org/get/rooted2011.pdf) - [ESIL, the Universal IL for radare2 (ZeroNights)](https://www.slideshare.net/AntonKochkov/slidesen) - [Brief intro to RE using @radareorg](https://github.com/arnaugamez/talks/tree/master/2018/02_noconname-lab) ## Tutorials and Blogs - [Configuring and running radare2 on mobile Android phones](http://www.blackstormsecurity.com/docs/radare2_arm.pdf) - [Arbitrary Code Guard vs. Kernel Code Injections](https://www.countercraft.eu/blog/post/arbitrary-vs-kernel/) - [Radare2 Practical Guide](https://koffiedrinker.be/notes/radare2_practical_guide/) - by @koffiezuiper - [Radare2 Supporting a new architecture](https://koffiedrinker.be/notes/radare2_cpu_architecture/) - by @koffiezuiper - [Reversing a Self-Modifying Binary with radare2](https://www.megabeets.net/reversing-a-self-modifying-binary-with-radare2/) - by @megabeets_ - [Linux Malware by @MalwareMustDie](https://www.reddit.com/r/LinuxMalware/) - [Radare2 - Using Emulation To Unpack Metasploit Encoders](https://blog.xpnsec.com/radare2-using-emulation-to-unpack-metasploit-encoders/) - by @_xpn_ - [Reverse engineering a Gameboy ROM with radare2](https://www.megabeets.net/reverse-engineering-a-gameboy-rom-with-radare2/) - by @megabeets_ - [radare2 as an alternative to gdb-peda](https://monosource.github.io/2016/10/26/radare2-peda/) - [How to find offsets for v0rtex (by Siguza)](https://gist.github.com/uroboro/5b2b2b2aa1793132c4e91826ce844957) - [Debugging a Forking Server with r2](https://blankhat.blogspot.ru/2018/01/debugging-forking-server-with-r2_1.html) - [Defeating IOLI with radare2 in 2017](https://dustri.org/b/defeating-ioli-with-radare2-in-2017.html) - [Using r2 to analyse Minidumps](http://radare.today/posts/minidump/) - [Android malware analysis with Radare: Dissecting the Triada Trojan](https://www.nowsecure.com/blog/2016/11/21/android-malware-analysis-radare-triada-trojan/) - [Reversing EVM bytecode with radare2](https://blog.positive.com/reversing-evm-bytecode-with-radare2-ab77247e5e53) - [Radare2’s Visual Mode](https://moveax.me/radare2-visual-mode/) - [Crackme0x03 Dissected with Radare2](https://moveax.me/crackme0x03/) - [Crackme0x02 Dissected with Radare2](https://moveax.me/crackme0x02/) - [Crackme0x01 Dissected with Radare2](https://moveax.me/crackme0x01/) - [Debugging Using Radare2… and Windows!](https://goggleheadedhacker.com/blog/post/5) - by @jacob16682 - [Decrypting APT33’s Dropshot Malware with Radare2 and Cutter – Part 1](https://www.megabeets.net/decrypting-dropshot-with-radare2-and-cutter-part-1/) - by @megabeets_ - [Decrypting APT33’s Dropshot Malware with Radare2 and Cutter – Part 2](https://www.megabeets.net/decrypting-dropshot-with-radare2-and-cutter-part-2/) - by @megabeets_ - [A journey into Radare 2 – Part 2: Exploitation](https://www.megabeets.net/a-journey-into-radare-2-part-2/) - by @megabeets_ - [A journey into Radare 2 – Part 1: Simple crackme](https://www.megabeets.net/a-journey-into-radare-2-part-1/) - by @megabeets_ - [Reverse Engineering With Radare2](https://insinuator.net/tag/radare2/) - by @insinuator - [radare2 redux: Single-Step Debug a 64-bit Executable and Shared Object](http://davidjwalling.blogspot.ru/2016/10/radare2-redux-single-step-debug-64-bit.html) - [Reversing and Exploiting Embedded Devices: The Software Stack (Part 1)](https://p16.praetorian.com/blog/reversing-and-exploiting-embedded-devices-part-1-the-software-stack) - [Binary Bomb with Radare2](https://www.unlogic.co.uk/2016/04/12/binary-bomb-with-radare2-prelude/) - by @binaryheadache - [crackserial_linux with radare2](https://www.unlogic.co.uk/2016/06/13/crackserial_linux-with-radare2/#crackserial_linux-with-radare2) - by @binaryheadache - [Examining malware with r2](https://www.unlogic.co.uk/2017/06/28/examining-malware-with-r2/) - by @binaryheadache - [Breaking Cerber strings obfuscation with Python and radare2](http://aassfxxx.infos.st/article26/breaking-cerber-strings-obfuscation-with-python-and-radare2) - by @aaSSfxxx - [Radare2 of the Lost Magic Gadget](https://0xabe.io/howto/exploit/2016/03/30/Radare2-of-the-Lost-Magic-Gadget.html) - by @0xabe_io - [Radare 2 in 0x1E minutes](https://blog.techorganic.com/2016/03/08/radare-2-in-0x1e-minutes/) - by @superkojiman - [Pwning With Radare2](https://crowell.github.io/blog/2014/11/23/pwning-with-radare2/) - by @crowell - [How to radare2 a fake openssh exploit](https://dustri.org/b/how-to-radare2-a-fake-openssh-exploit.html) - by jvoisin - [Disassembling 6502 code with Radare – Part I](https://retro.moe/2015/11/18/disassembling-6502-code-with-radare-part-i/) - by @ricardoquesada - [Disassembling 6502 code with Radare – Part II](https://retro.moe/2015/12/09/disassembling-6502-core-with-radare-part-ii/) - by @ricardoquesada - [Unpacking shikata-ga-nai by scripting radare2](http://radare.today/posts/unpacking-shikata-ga-nai-by-scripting-radare2/) - [This repository contains a collection of documents, scripts and utilities that will allow you to use IDA and R2](https://github.com/radare/radare2ida) - [Raspberry PI hang instruction](https://www.nowsecure.com/blog/2015/08/16/raspberry-pi-hang-instruction/) - by @pancake - [Reverse Engineering With Radare2, Part 1](https://samsymons.com/blog/reverse-engineering-with-radare2-part-1/) - by @sam_symons - [Simple crackme with Radare2](http://remchp.com/blog/?p=126) - by @futex90 - [Pwning With Radare2](http://crowell.github.io/blog/2014/11/23/pwning-with-radare2/) - by @crowell - [Reversing the FBI malware's payload (shellcode) with radare2](https://www.reddit.com/r/ReverseEngineering/comments/2de2ud/reversing_the_fbi_malwares_payload_shellcode_with/) - by @MalwareMustDie - [ROPping to Victory](https://jmpesp.me/rop-emporium-ret2win-with-radare-and-pwntools/) - [ROPping to Victory - Part 2, split](https://jmpesp.me/ropping-to-victory-part-2-split/) - [Radare2 IO plugin tutorial](https://wenzel.github.io/2018/04/15/radare2-io-plugin-tutorial.html) - [Unpacking Executables - The ESP Trick](https://goggleheadedhacker.com/blog/post/6) - [Linux Malware Analysis — Why Homebrew Encryption is Bad](https://goggleheadedhacker.com/blog/post/4) - [Writing A Malware Config Parser Using Radare2 And Ruby](https://boozallenmts.com/resources/news/writing-malware-config-parser-using-radare2-and-ruby) - [Hackaday Superconference Badge Hacking](https://citizengadget.com/post/167530351112/hackaday-superconference-badge-hacking) - [OnePlus Device Root Exploit: Backdoor in EngineerMode App for Diagnostics Mode](https://www.nowsecure.com/blog/2017/11/14/oneplus-device-root-exploit-backdoor-engineermode-app-diagnostics-mode/) - [GSoC 2018 Final: Debugging and Emulation Support for Cutter](http://radare.today/posts/cutter_debug/) - [GSoC 2018 Final: Console Interface Improvementes](http://radare.today/posts/cli_improvements/) - [GSoC 2018 Radeco Pseudo C Code Generation](http://radare.today/posts/gsoc_2018_radeco_pseudo_c_code_generation/) - [GSoC'18 Final: Type inference](http://radare.today/posts/type_inference/) - [Easy way for analyzing the GootKit banking malware with radare2](http://reversingminds-blog.logdown.com/posts/7369479where) - by @D00RT - [Decrypting Mirai Configuration With Radare2 (Part 1)](https://www.taintedbits.com/2018/09/03/decrypting-mirai-configuration-with-radare2-part-1/) - [Decrypting Mirai Configuration With Radare2 (Part 2)](https://www.taintedbits.com/2018/09/15/decrypting-mirai-configuration-with-radare2-part-2/) - [Reversing Bushido IOT Botnet by ZullSec](https://www.taintedbits.com/2018/09/02/reversing-bushido-iot-botnet-by-zullsec/) - [Emulating Decryption Function With Radare2](https://www.taintedbits.com/2018/08/15/emulating-decryption-function-with-radare2/) - [Automating RE Using r2pipe](https://goggleheadedhacker.com/blog/post/8) - [Unstacking Strings with Cutter and Radare2](https://securitykitten.github.io/2018/07/06/unstacking-strings-with-cutter-and-radare2.html) - [English Report of "FHAPPI Campaign" : FreeHosting APT PowerSploit Poison Ivy](http://blog.0day.jp/p/english-report-of-fhappi-freehosting.html) - [Binary patching and intro to assembly with r2](https://www.leungs.xyz/reversing/2018/06/18/radare2-binary-patching-introduction.html) - [Ground Zero: Part 3-2 – Reverse Engineering – Patching Binaries with Radare2 – ARM64](https://scriptdotsh.com/index.php/2018/08/13/reverse-engineering-patching-binaries-with-radare2-arm-aarch64/) - [Intro to radare2 for malware analysi](https://malwology.com/2018/11/30/intro-to-radare2-for-malware-analysis/) - by @asoni - [Intro to cutter for malware analysis](https://malwology.com/2019/03/14/intro-to-cutter-for-malware-analysis/) - by @asoni - [Binary Analysis with Jupyter and Radare2](https://isc.sans.edu/forums/diary/Binary+Analysis+with+Jupyter+and+Radare2/24748/) - [Down the Rabbit Hole - Part II: Analyzing an EFI Application with Radare2](https://erfur.github.io/down_the_rabbit_hole_pt2/) - by @ihavelotsofspac - [Down the Rabbit Hole - Part III: Patching the Whitelist](https://erfur.github.io/down_the_rabbit_hole_pt3/) - by @ihavelotsofspac - [Reversing C code in x64 systems with Radare2 part I](http://ly0n.me/2019/01/10/reversing-c-code-in-x64-systems-with-radare2-part-i/) - [Reversing x64 linux code with Radare2 part II](http://ly0n.me/2019/01/14/reversing-x64-linux-code-with-radare2-part-ii/) - [Deobfuscating APT32 Flow Graphs with Cutter and Radare2](https://research.checkpoint.com/deobfuscating-apt32-flow-graphs-with-cutter-and-radare2/) - [Intro to Reversing iOS Swift Apps with radare2](https://grepharder.github.io/blog/0x01_intro_to_reversing_ios_swift_apps_with_radare2.html) - [MMD-0064-2019 - Linux/AirDropBot](https://blog.malwaremustdie.org/2019/09/mmd-0064-2019-linuxairdropbot.html) - [Dynamic Instrumentation: Frida And r2frida For Noobs](https://bananamafia.dev/post/r2frida-1/) ## CTF Writeups - [Reversing MalwareTech challenge with Radare2 and inline assembly](https://prsecurity.org/reversing-malwaretech-challange-with-radare2-and-inline-assembly/) - [Solving avatao's "R3v3rs3 4"](https://github.com/sghctoma/writeups/blob/master/hacktivity2015-avatao/01-reverse4/01-reverse4.md) - by @sghctoma - [Solving ‘heap’ from defcon 2014 qualifier with r2](https://www.securityartwork.es/2015/12/16/head-defcon-2/) - by @alvaro_fe - [Exploiting ezhp (pwn200) from PlaidCTF 2014 with radare2](https://dustri.org/b/exploiting-ezhp-pwn200-from-plaidctf-2014-with-radare2.html) - [Write-ups from RHME3 pre-qualifications at RADARE2 conference](https://www.riscure.com/blog/write-ups-rhme3-pre-qualifications-radare2-conference/) - [Hackover CTF 2016 - tiny_backdoor writeup](http://karabut.com/hackover-ctf-2016-tiny_backdoor-writeup.html) - [Baleful was a challenge relased in picoctf](http://lolcathost.org/b/BalefulRadare_EN_part_1of2.pdf) - [At Gunpoint Hacklu 2014 With Radare2](https://crowell.github.io/blog/2014/11/23/at-gunpoint-hacklu-2014-with-radare2/) - by @crowell - [Solving game2 from the badge of Black Alps 2017 with radare2](https://dustri.org/b/solving-game2-from-the-badge-of-black-alps-2017-with-radare2.html) - [ROPEmporium: Pivot 64-bit CTF Walkthrough With Radare2](http://radiofreerobotron.net/blog/2017/12/04/ropemporium-pivot-ctf-walkthrough2/) - [ROPEmporium: Pivot 32-bit CTF Walkthrough With Radare2](http://radiofreerobotron.net/blog/2017/11/23/ropemporium-pivot-ctf-walkthrough/) - [Gynvael - Mission 22 - Solution](https://ctfs.ghost.io/gynvael-mission-22-solution/) - [Xiomara CTF 2018 - Slammer](https://jbzteam.github.io/xiomaractf2018/Slammer) - [mrmcd ctf 2017 - once_upon_a_time](https://github.com/chrysh/ctf_writeups/tree/master/mrmcd_ctf_2017/once_upon_a_time) - [Pinky's Palace siege](https://capsop.com/itsec/english/ctf/vulnhub/2018/09/17/Pinkys-Palace-siege.html) - [Introduction to Reverse Engineering with radare2 Cutter - Part I](https://www.jamieweb.net/blog/radare2-cutter-part-1-key-terminology-and-overview/) - [Introduction to Reverse Engineering with radare2 Cutter - Part II](https://www.jamieweb.net/blog/radare2-cutter-part-2-analysing-a-basic-program/) - [Introduction to Reverse Engineering with radare2 Cutter - Part III](https://www.jamieweb.net/blog/radare2-cutter-part-3-solving-a-crackme-challenge/) - [Android OWASP crackmes: Write-up UnCrackable Level 2](https://enovella.github.io/android/reverse/2017/05/20/android-owasp-crackmes-level-2.html) ## Tools - [Docker image encapsulates the reverse-engineering framework](https://hub.docker.com/r/remnux/radare2/) - [Malfunction - Malware Analysis Tool using Function Level Fuzzy Hashing](https://github.com/Dynetics/Malfunction) - [rarop - graphical ROP chain builder using radare2 and r2pipe](https://github.com/jpenalbae/rarop) - [Radare2 and Frida better together](https://github.com/nowsecure/r2frida) - [r2frida wiki](https://github.com/enovella/r2frida-wiki) - [Android APK analyzer based on radare2](https://github.com/mhelwig/apk-anal) - [Cutter - A Qt and C++ GUI for radare2](https://github.com/radareorg/cutter) - [Fuzzing tool (TFuzz): a fuzzing tool based on program transformation](https://github.com/HexHive/T-Fuzz) - [Radare2 VMI IO and debugger plugins](https://github.com/Wenzel/r2vmi) - [Radare2 module for Yara](https://r2yara.readthedocs.io/en/latest/) - [predator - genetic Algorithm in C++ to evolve assembly opcodes to harm the linux system in order to identify red flags or vulnerabilities](https://github.com/sha0coder/predator) - [radare2 + miasm2](https://github.com/guedou/r2m2) - [Use angr inside the radare2 debugger. Create an angr state from the current debugger state.](https://github.com/andreafioraldi/r2angrdbg) - [Bootloader research tools (very much a work in progress)](https://github.com/bx/bootloader_instrumentation_suite) - [ICSREF: ICS Reverse Engineering Framework](https://github.com/momalab/ICSREF) - [Extract labels from IDA .lst or Ghidra .csv file and export x64dbg database. Supporting radare2](https://github.com/utkonos/lst2x64dbg) - [Deep ghidra decompiler integration for radare2](https://github.com/radareorg/r2ghidra-dec) ## Scripts - [r2kit - a set of scripts for a radare-based malware code analysis workflow](https://github.com/cmatthewbrooks/r2kit) - by @cmatthewbrooks - [Malware analysis toolbox](https://github.com/redmed666/malware_analysis_tools) - [helper radare2 script to analyze UEFI firmware modules](https://github.com/mytbk/radare-uefi) - [ThinkPwn Scanner](https://github.com/Cr4sh/ThinkPwn/blob/master/scan_thinkpwn.py) - by @d_olex and @trufae - [radare2-lldb integration](https://github.com/nowsecure/r2lldb) - [create a YARA signature for the bytes of the current function](https://gist.github.com/cmatthewbrooks/ea38729ec5f69c8c7c966d3e37016020) - [A radare2 Plugin to perform symbolic execution with a simple macro call (r2 + angr)](https://github.com/gast04/r4ge) - [Just a simple radare2 Jupyter kernel](https://github.com/guedou/jupyter-radare2) - [r2scapy - a radare2 plugin that decodes packets with Scapy](https://github.com/guedou/r2scapy) - [A plugin for Hex-Ray's IDA Pro and radare2 to export the symbols recognized to the ELF symbol table](https://github.com/danigargu/syms2elf) - [radare2 plugin - converts asm to pseudo-C code (experimental)](https://github.com/wargio/r2dec-js) - [A python script using radare2 for decrypt and patch the strings of GootKit malware](https://github.com/d00rt/gootkit_string_patcher) - [Collection of scripts for radare2 for MIPS arch](https://github.com/mrmacete/r2scripts/) - [Extract functions and opcodes with radare2](https://github.com/andrewaeva/strange-functions) - by @andrewaeva - [r2-ropstats - a set of tools based on radare2 for analysis of ROP gadgets and payloads](https://github.com/shaded-enmity/r2-ropstats) - [Patch kextd using radare2](https://github.com/Tyilo/kextd_patcher) - [Python-r2pipe script that draws ascii and graphviz graphs of library dependencies](https://github.com/radare/radare2-r2pipe/blob/master/python/examples/libgraph.py) - [Simple XOR DDOS strings deobfuscator](https://github.com/jpenalbae/r2-scripts/tree/master/ddos-xor-deobfuscator) - by @NighterMan - [Decode multiple shellcodes encoded with msfencode](https://github.com/jpenalbae/r2-scripts/tree/master/msfdecoder) - by @NighterMan - [Baleful CTF task plugins](https://github.com/radare/radare2-extras/tree/master/baleful) - [Integration of pwntools and radare2](https://bannsecurity.com/index.php/tutorials/48-integration-of-pwntools-and-radare2) - [r2scapy - a radare2 plugin that decodes packets with Scapy](https://github.com/guedou/r2scapy) - by @guedou - [Deobfuscation of API calls in Bitpaymer (v2)](https://github.com/mauronz/malware_analysis/blob/master/deobf_bitpaymer_cutter.py) - [Prints agx (cross reference graph) with 2 caller levels](https://github.com/apasamar/radare_stuff/blob/master/agx_depth.py) - [radare2 script to autoname functions by taking it from the assert calls](https://gist.github.com/radare/04612d3804fa72c0cc832d06208cadaf) - [r2 plugin to read/write memory using the checkm8 exploit](https://github.com/radareorg/radare2-extras/tree/master/checkm8) ## Contributing [Please refer the guidelines at contributing.md for details](CONTRIBUTING.md).

<!--lint disable awesome-heading--> <p align="center"> <a href="https://github.com/kdeldycke/awesome-iam#readme"> <img src="https://raw.githubusercontent.com/kdeldycke/awesome-iam/main/assets/awesome-iam-header.jpg" alt="Awesome IAM"> </a> </p> <p align="center"> <a href="https://github.com/kdeldycke/awesome-iam#readme" hreflang="en"><img src="https://img.shields.io/badge/lang-English-blue?style=flat-square" lang="en" alt="English"></a> <a href="https://github.com/kdeldycke/awesome-iam/blob/main/readme.zh.md" hreflang="zh"><img src="https://img.shields.io/badge/lang-汉语-blue?style=flat-square" lang="zh" alt="汉语"></a> </p> <p align="center"> ^{This list is <a href="#sponsor-def">sponsored<sup id="sponsor-ref">[0]}</a> by:</sup><br> </p> <p align="center"> <a href="https://www.descope.com/?utm_source=awesome-iam&utm_medium=referral&utm_campaign=awesome-iam-oss-sponsorship"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/kdeldycke/awesome-iam/main/assets/descope-logo-dark-background.svg"> <source media="(prefers-color-scheme: light)" srcset="https://raw.githubusercontent.com/kdeldycke/awesome-iam/main/assets/descope-logo-light-background.svg"> <img width="300" src="https://raw.githubusercontent.com/kdeldycke/awesome-iam/main/assets/descope-logo-light-background.svg"> </picture> <br/> <strong>Drag and drop your auth.</strong><br/> Add authentication, user management, and authorization to your app with a few lines of code. </a> <!-- Comment this sponsorship call-to-action if there is a sponsor logo to increase its impact. --> <!-- <a href="https://github.com/sponsors/kdeldycke"> <strong>Yᴏᴜʀ Iᴅᴇɴᴛɪᴛʏ & Aᴜᴛʜᴇɴᴛɪᴄᴀᴛɪᴏɴ Pʀᴏᴅᴜᴄᴛ ʜᴇʀᴇ!</strong> <br/> ^{Add a link to your company or project here: back me up via a GitHub sponsorship.} </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. It is a complex domain which covers **user accounts, authentication, authorization, roles, permissions and privacy**. 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 curated [](https://github.com/sindresorhus/awesome) list expose all the technologies, protocols and jargon of the domain in a comprehensive and actionable manner. <!--lint enable double-link--> ## Contents <!-- mdformat-toc start --slug=github --no-anchors --maxlevel=6 --minlevel=2 --> - [Overview](#overview) - [Security](#security) - [Account Management](#account-management) - [Cryptography](#cryptography) - [Identifiers](#identifiers) - [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) - [Competitive Analysis](#competitive-analysis) - [History](#history) <!-- mdformat-toc end --> ## 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. - [SuperTokens](https://github.com/supertokens/supertokens-core) - Open-source project for login and session management which supports passwordless, social login, email and phone logins. - [UserFrosting](https://github.com/userfrosting/UserFrosting) - Modern PHP user login and management framework. ## 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. - [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”. ### Identifiers Tokens, primary keys, UUIDs, … Whatever the end use, you'll have to generate these numbers with some randomness and uniqueness properties. - [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.” - [RFC #4122: UUID - Security Considerations](https://www.rfc-editor.org/rfc/rfc4122#section-6) - “Do not assume that UUIDs are hard to guess; they should not be used as security capabilities (identifiers whose mere possession grants access)”. UUIDs are designed to be unique, not to be random or unpredictable: do not use UUIDs as a secret. - [Awesome Identifiers](https://adileo.github.io/awesome-identifiers/) - A benchmark of all identifier formats. - [Awesome GUID](https://github.com/secretGeek/AwesomeGUID) - Funny take on the global aspect of unique identifiers. ## 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. - [API Tokens: A Tedious Survey](https://fly.io/blog/api-tokens-a-tedious-survey/) - An overview and comparison of all token-based authentication schemes for end-user APIs. - [A Child's Garden of Inter-Service Authentication Schemes](https://web.archive.org/web/20200507173734/https://latacora.micro.blog/a-childs-garden/) - In the same spirit as above, but this time at the service level. - [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. - [Magic Links – Are they Actually Outdated?](https://zitadel.com/blog/magic-links) - What are magic links, their origin, pros and cons. - [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://maximiliangolla.com/files/2019/papers/usec2019-30-wip-fallback-long-term-study-finalv5.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 Multifactor Authentication in Antarctica](https://brr.fyi/posts/sms-mfa) - Doesn't work because there are no cell phone towers at stations in Antarctica. - [Authelia](https://github.com/authelia/authelia) - Open-source authentication and authorization server providing two-factor authentication and single sign-on (SSO) for your applications via a web portal. - [Kanidm](https://github.com/kanidm/kanidm) - Simple, secure and fast identity management platform. ### 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://gist.github.com/hoffa/5a939fd0f3bcd2a6a0e4754cb2cf3f1b) - 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). - [jwtXploiter](https://github.com/DontPanicO/jwtXploiter) - A tool to test security of json web token. ### OAuth2 & OpenID [OAuth 2.0](https://en.wikipedia.org/wiki/OAuth#OAuth_2.0) is a *delegated 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. - [The problem with OAuth for Authentication](http://www.thread-safe.com/2012/01/problem-with-oauth-for-authentication.html) - “The problem is that OAuth 2.0 is a Delegated Authorization protocol, and not a Authentication protocol.” 10 years after, this article is still the best explanation on [why use OpenID Connect instead of plain OAuth2](https://security.stackexchange.com/a/260519)? - [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. - [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/blog/engineering/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. - [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. - [authentik](https://goauthentik.io/?#correctness) - Open-source Identity Provider similar to Keycloak. - [ZITADEL](https://github.com/zitadel/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. - [a12n-server](https://github.com/curveball/a12n-server) - A simple authentication system which only implements the relevant parts of the OAuth2 standards. - [Logto](https://github.com/logto-io/logto) - Build the sign-in, auth, and user identity with this OIDC-based identity service. - [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 and the Road to Hell](https://gist.github.com/nckroy/dd2d4dfc86f7d13045ad715377b6a48f) - The resignation letter from the lead author and editor of the Oauth 2.0 specification. ### 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://web.archive.org/web/20230327071347/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. - [SAML is insecure by design](https://joonas.fi/2021/08/saml-is-insecure-by-design/) - Not only weird, SAML is also insecure by design, as it relies on signatures based on XML canonicalization, not XML byte stream. Which means you can exploit XML parser/encoder differences. - [The Difficulties of SAML Single Logout](https://wiki.shibboleth.net/confluence/display/CONCEPT/SLOIssues) - On the technical and UX issues of single logout implementations. - [The SSO Wall of Shame](https://sso.tax) - A documented rant on the exessive pricing practiced by SaaS providers to activate SSO on their product. The author's point is, as a core security feature, SSO should be reasonnably priced and not part of an exclusive tier. ## Authorization Now we know you are you. But are you allowed to do 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. - [Why Authorization is Hard](https://www.osohq.com/post/why-authorization-is-hard) - Because it needs multiple tradeoffs on Enforcement which is required in so many places, on Decision architecture to split business logic from authorization logic, and on Modeling to balance power and complexity. - [The never-ending product requirements of user authorization](https://alexolivier.me/posts/the-never-ending-product-requirements-of-user-authorization) - How a simple authorization model based on roles is not enough and gets complicated fast due to product packaging, data locality, enterprise organizations and compliance. - [RBAC like it was meant to be](https://tailscale.com/blog/rbac-like-it-was-meant-to-be/) - How we got from DAC (unix permissions, secret URL), to MAC (DRM, MFA, 2FA, SELinux), to RBAC. Details how the latter allows for better modeling of policies, ACLs, users and groups. - [The Case for Granular Permissions](https://cerbos.dev/blog/the-case-for-granular-permissions) - Discuss the limitations of RBAC and how ABAC (Attribute-Based Access Control) addresses them. - [In Search For a Perfect Access Control System](https://goteleport.com/blog/access-controls/) - The historical origins of authorization schemes. Hints at the future of sharing, trust and delegation between different teams and organizations. - [AWS IAM Roles, a tale of unnecessary complexity](https://infosec.rodeo/posts/thoughts-on-aws-iam/) - The history of fast-growing AWS explains how the current sheme came to be, and how it compares to GCP's resource hierarchy. - [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). [Zanzibar Academy](https://zanzibar.academy/) is a site dedicated to explaining how Zanzibar works. - [SpiceDB](https://github.com/authzed/spicedb) - An open source database system for managing security-critical application permissions inspired by Zanzibar. - 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/opa) - An open-source general-purpose decision engine to create and enforce attribute-based access control (ABAC) policies. - [Topaz](https://github.com/aserto-dev/topaz) - An open-source project which combines the policy-as-code and decision logging of OPA with a Zanzibar-modeled directory. - [Open Policy Administration Layer](https://github.com/permitio/opal) - Open Source administration layer for OPA, detecting changes to both policy and policy data in realtime and pushing live updates to OPA agents. OPAL brings open-policy up to the speed needed by live applications. - [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.” - [Oso](https://github.com/osohq/oso) - A batteries-included library for building authorization in your application. - [Cerbos](https://github.com/cerbos/cerbos) - An authorization endpoint to write context-aware access control policies. ### 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. - [IAMbic](https://github.com/noqdev/iambic) - GitOps for IAM. The Terraform of Cloud IAM. IAMbic is a multi-cloud identity and access management (IAM) control plane that centralizes and simplifies cloud access and permissions. It maintains an eventually consistent, human-readable, bi-directional representation of IAM in version control. ### Macaroons A clever curiosity to distribute and delegate authorization. - [Google's Macaroons in Five Minutes or Less](https://blog.bren2010.io/blog/googles-macaroons) - 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. - [Facebook Dangerous Individuals and Organizations List](https://theintercept.com/document/2021/10/12/facebook-dangerous-individuals-and-organizations-list-reproduced-snapshot/) - Some groups and content are illegal in some juridictions. This is an example of a blocklist. - [Ballerine](https://github.com/ballerine-io/ballerine) - An open-source infrastructure for user identity and risk management. - [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://web.archive.org/web/20230526073109/https://www.bloomberg.com/news/articles/2019-07-11/mercedes-thieves-showed-just-how-vulnerable-car-sharing-can-be) - 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”. - [You either die an MVP or live long enough to build content moderation](https://mux.com/blog/you-either-die-an-mvp-or-live-long-enough-to-build-content-moderation/) - “You can think about the solution space for this problem by considering three dimensions: cost, accuracy and speed. And two approaches: human review and machine review. Humans are great in one of these dimensions: accuracy. The downside is that humans are expensive and slow. Machines, or robots, are great at the other two dimensions: cost and speed - they're much cheaper and faster. But the goal is to find a robot solution that is also sufficiently accurate for your needs.” - [Keep out the bad apples: How to moderate a marketplace](https://www.twosided.io/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://web.archive.org/web/20190611190134/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.com/wp-content/uploads/2021/10/PETs-Decision-Tree.pdf) - 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-aspen.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. ## 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. ## Competitive Analysis Keep track on the activity of open-source projects and companies operating in the domain. - [Best-of Digital Identity](https://github.com/jruizaranguren/best-of-digital-identity) - Ranking, popularity and activity status of open-source digital identity projects. - [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="sponsor-def">\[0\]</a>: You can <a href="https://github.com/sponsors/kdeldycke">add your Identity & Authentication product in the list of sponsors via a GitHub sponsorship</a>. [\[↑\]](#sponsor-ref) <a name="intro-quote-def">\[1\]</a>: [*Poison Study*](https://www.amazon.com/dp/0778324338?&linkCode=ll1&tag=kevideld-20&linkId=0b92c3d92371bd53daca5457bdad327e&language=en_US&ref_=as_li_ss_tl) (Mira, 2007). [\[↑\]](#intro-quote-ref)

- [machine-learning](#machine-learning) - [Documentation Listings](#documentation-listings) - [deep learning](#deep-learning) - [model deployment](#model-deployment) - [operation research](#operation-research) - [reinforcement learning](#reinforcement-learning) - [ad](#ad) - [search](#search) - [time series](#time-series) - [projects](#projects) - [ab tests](#ab-tests) - [model selection](#model-selection) - [dim reduct](#dim-reduct) - [recsys](#recsys) - [trees](#trees) - [clustering](#clustering) - [keras](#keras) - [text classification](#text-classification) - [regularization](#regularization) - [networkx](#networkx) - [association rule](#association-rule) - [big data](#big-data) - [data science is software](#data-science-is-software) - [ga](#ga) - [unbalanced](#unbalanced) - [clustering old](#clustering-old) - [linear regression](#linear-regression) - [Python Programming](#python-programming) # machine-learning [](https://github.com/ethen8181/machine-learning/blob/master/LICENSE)   This is a continuously updated repository that documents personal journey on learning data science, machine learning related topics. **Goal:** Introduce machine learning contents in Jupyter Notebook format. The content aims to strike a good balance between mathematical notations, educational implementation from scratch using Python's scientific stack including numpy, numba, scipy, pandas, matplotlib, pyspark etc. and open-source library usage such as scikit-learn, fasttext, huggingface, onnx, xgboost, lightgbm, pytorch, keras, tensorflow, gensim, h2o, ortools, ray tune etc. ## Documentation Listings ### deep learning Curated notes on deep learning. - Softmax Regression from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/softmax.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/softmax.html)] - Softmax Regression - Tensorflow hello world. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/softmax_tensorflow.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/softmax_tensorflow.html)] - Multi-layers Neural Network - Tensorflow. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/nn_tensorflow.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/nn_tensorflow.html)] - Convolutional Neural Network (CNN) - Tensorflow. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/cnn_image_tensorflow.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/cnn_image_tensorflow.html)] - Recurrent Neural Network (RNN). - Vanilla RNN - Tensorflow. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/rnn/1_tensorflow_rnn.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/rnn/1_tensorflow_rnn.html)] - Long Short Term Memory (LSTM) - Tensorflow. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/rnn/2_tensorflow_lstm.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/rnn/2_tensorflow_lstm.html)] - RNN, LSTM - PyTorch hello world. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/rnn/1_pytorch_rnn.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/rnn/1_pytorch_rnn.html)] - Word2vec (skipgram + negative sampling) using Gensim. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/word2vec/word2vec_detailed.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/word2vec/word2vec_detailed.html)] - Sequence to Sequence Neural Network (Seq2Seq). - Seq2Seq for German to English Machine Translation - PyTorch. Includes quick intro to torchtext [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/seq2seq/1_torch_seq2seq_intro.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/seq2seq/1_torch_seq2seq_intro.html)] - Seq2Seq with Attention for German to English Machine Translation - PyTorch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/seq2seq/2_torch_seq2seq_attention.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/seq2seq/2_torch_seq2seq_attention.html)] - Subword Tokenization. - Byte Pair Encoding (BPE) from scratch and quick walkthrough of sentencepiece. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/subword/bpe.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/subword/bpe.html)] - Fasttext. - Multi-Label Text Classification with Fasttext and Huggingface Tokenizers. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/multi_label/fasttext.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/multi_label/fasttext.html)] - Product Quantization for Model Compression. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/multi_label/product_quantization.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/multi_label/product_quantization.html)] - Approximate Nearest Neighborhood Search with Navigable Small World. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/multi_label/nsw.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/multi_label/nsw.html)] - Graph Neural Network (GNN). - Quick Introduction to Graph Neural Network Node Classification Task (DGL, GraphSAGE). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/gnn/gnn_node_classification_intro.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/gnn/gnn_node_classification_intro.html)] - Transformer. - Transformer, Attention is All you Need - PyTorch, Huggingface Datasets. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/seq2seq/torch_transformer.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/seq2seq/torch_transformer.html)] - Machine Translation with Huggingface Transformers mT5. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/seq2seq/translation_mt5/translation_mt5.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/seq2seq/translation_mt5/translation_mt5.html)] - Fine Tuning Pre-trained Encoder on Question Answer Task. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/question_answer/question_answer.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/question_answer/question_answer.html)] - Training Bi-Encoder Models with Contrastive Learning Notes. [[nbviewer](https://nbviewer.org/github/ethen8181/machine-learning/blob/master/deep_learning/contrastive/contrastive_learning_notes.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/contrastive/contrastive_learning_notes.html)] - Sentence Transformer: Training Bi-Encoder via Contrastive Loss. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/contrastive/sentence_transformer.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/contrastive/sentence_transformer.html)] - Introduction to CLIP (Contrastive Language-Image Pre-training) [[nbviewer](https://nbviewer.org/github/ethen8181/machine-learning/blob/master/deep_learning/contrastive/clip/clip.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/contrastive/clip/clip.html)] - Self Supervised (SIMCLR) versus Supervised Contrastive Learning. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/contrastive/self_supervised_vs_supervised_contrastive/self_supervised_vs_supervised_contrastive.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/contrastive/self_supervised_vs_supervised_contrastive/self_supervised_vs_supervised_contrastive.html)] - Deep Learning for Tabular Data - PyTorch, PyTorch Lightning, ONNX Runtime. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/deep_learning/tabular/tabular.ipynb)][[html](http://ethen8181.github.io/machine-learning/deep_learning/tabular/tabular.html)] ### model deployment - FastAPI & Azure Kubernetes Cluster. End to end example of training a model and hosting it as a service. [[folder](https://github.com/ethen8181/machine-learning/blob/master/model_deployment/fastapi_kubernetes)] - Quick Intro to Gradient Boosted Tree Inferencing. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_deployment/gbt_inference/gbt_inference.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_deployment/gbt_inference/gbt_inference.html)] - Speeding Up Transformers Inferencing. [[folder](https://github.com/ethen8181/machine-learning/blob/master/model_deployment/transformers)] - Working with AWS (Amazon Web Services). [[folder](https://github.com/ethen8181/machine-learning/blob/master/model_deployment/aws/)] ### operation research - Operation Research Quick Intro Via Ortools. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/operation_research/ortools.ipynb)][[html](http://ethen8181.github.io/machine-learning/operation_research/ortools.html)] ### reinforcement learning - Introduction to Multi-armed Bandits. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/reinforcement_learning/multi_armed_bandits.ipynb)][[html](http://ethen8181.github.io/machine-learning/reinforcement_learning/multi_armed_bandits.html)] ### ad Notes related to advertising domain. - Quick introduction to generalized second price auction. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/ad/gsp_ad_auction.ipynb)][[html](http://ethen8181.github.io/machine-learning/ad/gsp_ad_auction.html)] ### search Information Retrieval, some examples are demonstrated using ElasticSearch. - Introduction to BM25 (Best Match). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/search/bm25_intro.ipynb)][[html](http://ethen8181.github.io/machine-learning/search/bm25_intro.html)] ### time series Forecasting methods for timeseries-based data. - Getting started with time series analysis with Exponential Smoothing (Holt-Winters). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/time_series/1_exponential_smoothing.ipynb)][[html](http://ethen8181.github.io/machine-learning/time_series/1_exponential_smoothing.html)] - Framing time series problem as supervised-learning. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/time_series/3_supervised_time_series.ipynb)][[html](http://ethen8181.github.io/machine-learning/time_series/3_supervised_time_series.html)] - First Foray Into Discrete/Fast Fourier Transformation. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/time_series/fft/fft.ipynb)][[html](http://ethen8181.github.io/machine-learning/time_series/fft/fft.html)] ### projects End to end project including data preprocessing, model building. - [Kaggle: Rossman Store Sales](https://www.kaggle.com/c/rossmann-store-sales/) Predicting daily store sales. Also introduces deep learning for tabular data. [[folder](https://github.com/ethen8181/machine-learning/blob/master/projects/kaggle_rossman_store_sales/)] - [Kaggle: Quora Insincere Questions Classification](https://www.kaggle.com/c/quora-insincere-questions-classification/) Predicting insincere questions. [[folder](https://github.com/ethen8181/machine-learning/blob/master/projects/kaggle_quora_insincere/)] ### ab tests A/B testing, a.k.a experimental design. Includes: Quick review of necessary statistic concepts. Methods and workflow/thought-process for conducting the test and caveats to look out for. - Frequentist A/B testing (includes a quick review of concepts such as p-value, confidence interval). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/ab_tests/frequentist_ab_test.ipynb)][[html](http://ethen8181.github.io/machine-learning/ab_tests/frequentist_ab_test.html)] - Quantile Regression and its application in A/B testing. - Quick Introduction to Quantile Regression. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/ab_tests/quantile_regression/quantile_regression.ipynb)][[html](http://ethen8181.github.io/machine-learning/ab_tests/quantile_regression/quantile_regression.html)] - Quantile Regression's application in A/B testing. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/ab_tests/quantile_regression/ab_test_regression.ipynb)][[html](http://ethen8181.github.io/machine-learning/ab_tests/quantile_regression/ab_test_regression.html)] - Casual Inference - Propensity Score Matching. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/ab_tests/causal_inference/matching.ipynb)][[html](http://ethen8181.github.io/machine-learning/ab_tests/causal_inference/matching.html)] - Inverse Propensity Weighting. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/ab_tests/causal_inference/inverse_propensity_weighting.ipynb)][[html](http://ethen8181.github.io/machine-learning/ab_tests/causal_inference/inverse_propensity_weighting.html)] - Quick introduction to difference in difference. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/ab_tests/causal_inference/diff_in_diff.ipynb)][[html](http://ethen8181.github.io/machine-learning/ab_tests/causal_inference/diff_in_diff.html)] ### model selection Methods for selecting, improving, evaluating models/algorithms. - K-fold cross validation, grid/random search from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/model_selection.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/model_selection.html)] - AUC (Area under the ROC curve and precision/recall curve) from scratch (includes the process of building a custom scikit-learn transformer). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/auc/auc.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/auc/auc.html)] - Evaluation metrics for imbalanced dataset. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/imbalanced/imbalanced_metrics.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/imbalanced/imbalanced_metrics.html)] - Detecting collinearity amongst features (Variance Inflation Factor for numeric features and Cramer's V statistics for categorical features), also introduces Linear Regression from a Maximum Likelihood perspective and the R-squared evaluation metric. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/collinearity.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/collinearity.html)] - Curated tips and tricks for technical and soft skills. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/tips_and_tricks/tips_and_tricks.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/tips_and_tricks/tips_and_tricks.html)] - Partial Dependence Plot (PDP), model-agnostic approach for directional feature influence. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/partial_dependence/partial_dependence.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/partial_dependence/partial_dependence.html)] - Kullback-Leibler (KL) Divergence. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/kl_divergence.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/kl_divergence.html)] - Probability Calibration for classification models with Platt Scaling, Histogram Binning, Isotonic Regression. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/prob_calibration/prob_calibration.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/prob_calibration/prob_calibration.html)] - Probability Calibration for deep learning classification models with Temperature Scaling. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/prob_calibration/deeplearning_prob_calibration.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/prob_calibration/deeplearning_prob_calibration.html)] - HyperParameter Tuning with Ray Tune and Hyperband. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/model_selection/ray_tune_hyperband.ipynb)][[html](http://ethen8181.github.io/machine-learning/model_selection/ray_tune_hyperband.html)] ### dim reduct Dimensionality reduction methods. - Principal Component Analysis (PCA) from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/dim_reduct/PCA.ipynb)][[html](http://ethen8181.github.io/machine-learning/dim_reduct/PCA.html)] - Introduction to Singular Value Decomposition (SVD), also known as Latent Semantic Analysis/Indexing (LSA/LSI). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/dim_reduct/svd.ipynb)][[html](http://ethen8181.github.io/machine-learning/dim_reduct/svd.html)] ### recsys Recommendation system with a focus on matrix factorization methods. Starters into the field should go through the first notebook to understand the basics of matrix factorization methods. - Alternating Least Squares with Weighted Regularization (ALS-WR) from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/recsys/1_ALSWR.ipynb)][[html](http://ethen8181.github.io/machine-learning/recsys/1_ALSWR.html)] - ALS-WR for implicit feedback data from scratch & Mean Average Precision at k (mapk) and Normalized Cumulative Discounted Gain (ndcg) evaluation. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/recsys/2_implicit.ipynb)][[html](http://ethen8181.github.io/machine-learning/recsys/2_implicit.html)] - Bayesian Personalized Ranking (BPR) from scratch & AUC evaluation. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/recsys/4_bpr.ipynb)][[html](http://ethen8181.github.io/machine-learning/recsys/4_bpr.html)] - WARP (Weighted Approximate-Rank Pairwise) Loss using lightfm. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/recsys/5_warp.ipynb)][[html](http://ethen8181.github.io/machine-learning/recsys/5_warp.html)] - Factorization Machine from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/recsys/factorization_machine/factorization_machine.ipynb)][[html](http://ethen8181.github.io/machine-learning/recsys/factorization_machine/factorization_machine.html)] - Content-Based Recommenders: - (Text) Content-Based Recommenders. Introducing Approximate Nearest Neighborhood (ANN) - Locality Sensitive Hashing (LSH) for cosine distance from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/recsys/content_based/lsh_text.ipynb)][[html](http://ethen8181.github.io/machine-learning/recsys/content_based/lsh_text.html)] - Approximate Nearest Neighborhood (ANN): - Benchmarking ANN implementations (nmslib). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/recsys/ann_benchmarks/ann_benchmarks.ipynb)][[html](http://ethen8181.github.io/machine-learning/recsys/ann_benchmarks/ann_benchmarks.html)] - Calibrated Recommendation for reducing bias/increasing diversity in recommendation. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/recsys/calibration/calibrated_reco.ipynb)][[html](http://ethen8181.github.io/machine-learning/recsys/calibration/calibrated_reco.html)] - Maximum Inner Product for Speeding Up Generating Recommendations. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/recsys/max_inner_product/max_inner_product.ipynb)][[html](http://ethen8181.github.io/machine-learning/recsys/max_inner_product/max_inner_product.html)] ### trees Tree-based models for both regression and classification tasks. - Decision Tree from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/trees/decision_tree.ipynb)][[html](http://ethen8181.github.io/machine-learning/trees/decision_tree.html)] - Random Forest from scratch and Extra Trees. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/trees/random_forest.ipynb)][[html](http://ethen8181.github.io/machine-learning/trees/random_forest.html)] - Gradient Boosting Machine (GBM) from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/trees/gbm/gbm.ipynb)][[html](http://ethen8181.github.io/machine-learning/trees/gbm/gbm.html)] - Xgboost API walkthrough (includes hyperparameter tuning via scikit-learn like API). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/trees/xgboost.ipynb)][[html](http://ethen8181.github.io/machine-learning/trees/xgboost.html)] - LightGBM API walkthrough and a discussion about categorical features in tree-based models. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/trees/lightgbm.ipynb)][[html](http://ethen8181.github.io/machine-learning/trees/lightgbm.html)] - Monotonic Constraint with Boosted Tree. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/trees/monotonic.ipynb)][[html](http://ethen8181.github.io/machine-learning/trees/monotonic.html)] ### clustering TF-IDF and Topic Modeling are techniques specifically used for text analytics. - TF-IDF (text frequency - inverse document frequency) from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/clustering/tfidf/tfidf.ipynb)][[html](http://ethen8181.github.io/machine-learning/clustering/tfidf/tfidf.html)] - K-means, K-means++ from scratch; Elbow method for choosing K. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/clustering/kmeans.ipynb)][[html](http://ethen8181.github.io/machine-learning/clustering/kmeans.html)] - Gaussian Mixture Model from scratch; AIC and BIC for choosing the number of Gaussians. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/clustering/GMM/GMM.ipynb)][[html](http://ethen8181.github.io/machine-learning/clustering/GMM/GMM.html)] - Topic Modeling with gensim's Latent Dirichlet Allocation(LDA). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/clustering/topic_model/LDA.ipynb)][[html](http://ethen8181.github.io/machine-learning/clustering/topic_model/LDA.html)] ### keras For those interested there's also a [keras cheatsheet](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf) that may come in handy. - Multi-layers Neural Network (keras basics). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/keras/nn_keras_basics.ipynb)][[html](http://ethen8181.github.io/machine-learning/keras/nn_keras_basics.html)] - Multi-layers Neural Network hyperparameter tuning via scikit-learn like API. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/keras/nn_keras_hyperparameter_tuning.ipynb)][[html](http://ethen8181.github.io/machine-learning/keras/nn_keras_hyperparameter_tuning.html)] - Convolutional Neural Network (CNN) - Image classification basics. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/keras/cnn_image_keras.ipynb)][[html](http://ethen8181.github.io/machine-learning/keras/cnn_image_keras.html)] - Introduction to Residual Networks (ResNets) and Class Activation Maps (CAM). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/keras/resnet_cam/resnet_cam.ipynb)][[html](http://ethen8181.github.io/machine-learning/keras/resnet_cam/resnet_cam.html)] - Recurrent Neural Network (RNN) - language modeling basics. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/keras/rnn_language_model_basic_keras.ipynb)][[html](http://ethen8181.github.io/machine-learning/keras/rnn_language_model_basic_keras.html)] - Text Classification - Word2vec for Text Classification. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/keras/text_classification/word2vec_text_classification.ipynb)][[html](http://ethen8181.github.io/machine-learning/keras/text_classification/word2vec_text_classification.html)] - Leveraging Pre-trained Word Embedding for Text Classification. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/keras/text_classification/keras_pretrained_embedding.ipynb)][[html](http://ethen8181.github.io/machine-learning/keras/text_classification/keras_pretrained_embedding.html)] - Sentencepiece Subword tokenization for Text Classification. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/keras/text_classification/keras_subword_tokenization.ipynb)][[html](http://ethen8181.github.io/machine-learning/keras/text_classification/keras_subword_tokenization.html)] ### text classification Deep learning techniques for text classification are categorized in its own section. - Building intuition with spam classification using scikit-learn (scikit-learn hello world). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/text_classification/basics/basics.ipynb)][[html](http://ethen8181.github.io/machine-learning/text_classification/basics/basics.html)] - Bernoulli and Multinomial Naive Bayes from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/text_classification/naive_bayes/naive_bayes.ipynb)][[html](http://ethen8181.github.io/machine-learning/text_classification/naive_bayes/naive_bayes.html)] - Logistic Regression (stochastic gradient descent) from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/text_classification/logistic.ipynb)][[html](http://ethen8181.github.io/machine-learning/text_classification/logistic.html)] - Chi-square feature selection from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/text_classification/chisquare.ipynb)][[html](http://ethen8181.github.io/machine-learning/text_classification/chisquare.html)] ### regularization Building intuition on Ridge and Lasso regularization using scikit-learn. - View [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/regularization/regularization.ipynb)][[html](http://ethen8181.github.io/machine-learning/regularization/regularization.html)] ### networkx Graph library other than `networkx` are also discussed. - PyCon 2016: Practical Network Analysis Made Simple. Quickstart to networkx's API. Includes some basic graph plotting and algorithms. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/networkx/networkx.ipynb)][[html](http://ethen8181.github.io/machine-learning/networkx/networkx.html)] - Short Walkthrough of PageRank. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/networkx/page_rank.ipynb)][[html](http://ethen8181.github.io/machine-learning/networkx/page_rank.html)] - Influence Maximization from scratch. Includes discussion on Independent Cascade (IC), Submodular Optimization algorithms including Greedy and Lazy Greedy, a.k.a Cost Efficient Lazy Forward (CELF) [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/networkx/max_influence/max_influence.ipynb)][[html](http://ethen8181.github.io/machine-learning/networkx/max_influence/max_influence.html)] ### association rule Also known as market-basket analysis. - Apriori from scratch. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/association_rule/apriori.ipynb)][[html](http://ethen8181.github.io/machine-learning/association_rule/apriori.html)] - Using R's arules package (aprori) on tabular data. [[Rmarkdown](http://ethen8181.github.io/machine-learning/association_rule/R/apriori.html)] ### big data Exploring big data tools, such as Spark and H2O.ai. For those interested there's also a [pyspark rdd cheatsheet](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PySpark_Cheat_Sheet_Python.pdf) and [pyspark dataframe cheatsheet](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PySpark_SQL_Cheat_Sheet_Python.pdf) that may come in handy. - Local Hadoop cluster installation on Mac. [[markdown](https://github.com/ethen8181/machine-learning/tree/master/big_data/local_hadoop.md)] - PySpark installation on Mac. [[markdown](https://github.com/ethen8181/machine-learning/tree/master/big_data/spark_installation.md)] - Examples of manipulating with data (crimes data) and building a RandomForest model with PySpark MLlib. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/big_data/spark_crime.ipynb)][[html](http://ethen8181.github.io/machine-learning/big_data/spark_crime.html)] - PCA with PySpark MLlib. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/big_data/spark_pca.ipynb)][[html](http://ethen8181.github.io/machine-learning/big_data/spark_pca.html)] - Tuning Spark Partitions. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/big_data/spark_partitions.ipynb)][[html](http://ethen8181.github.io/machine-learning/big_data/spark_partitions.html)] - H2O API walkthrough (using GBM as an example). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/big_data/h2o/h2o_api_walkthrough.ipynb)][[html](http://ethen8181.github.io/machine-learning/big_data/h2o/h2o_api_walkthrough.html)] - Spark MLlib Binary Classification (using GBM as an example). [[raw zeppelin notebook](https://github.com/ethen8181/machine-learning/blob/master/big_data/sparkml/sparkml.json)][[Zepl](https://www.zepl.com/explore)] ### data science is software Best practices for doing data science in Python. - View [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/data_science_is_software/notebooks/data_science_is_software.ipynb)][[html](http://ethen8181.github.io/machine-learning/data_science_is_software/notebooks/data_science_is_software.html)] ### ga Genetic Algorithm. Math-free explanation and code from scratch. - Start from a simple optimization problem and extending it to traveling salesman problem (tsp). - View [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/ga/ga.ipynb)][[html](http://ethen8181.github.io/machine-learning/ga/ga.html)] ### unbalanced Choosing the optimal cutoff value for logistic regression using cost-sensitive mistakes (meaning when the cost of misclassification might differ between the two classes) when your dataset consists of unbalanced binary classes. e.g. Majority of the data points in the dataset have a positive outcome, while few have negative, or vice versa. The notion can be extended to any other classification algorithm that can predict class’s probability, this documentation just uses logistic regression for illustration purpose. - Visualize two by two standard confusion matrix and ROC curve with costs using ggplot2. - View [[Rmarkdown](http://ethen8181.github.io/machine-learning/unbalanced/unbalanced.html)] ### clustering old A collection of scattered old clustering documents in R. - Toy sample code of the LDA algorithm (gibbs sampling) and the topicmodels library. [[Rmarkdown](http://ethen8181.github.io/machine-learning/clustering_old/topic_model/LDA.html)] - k-shingle, Minhash and Locality Sensitive Hashing for solving the problem of finding textually similar documents. [[Rmarkdown](http://ethen8181.github.io/machine-learning/clustering_old/text_similarity/text_similarity.html)] - Introducing tf-idf (term frequency-inverse document frequency), a text mining technique. Also uses it to perform text clustering via hierarchical clustering. [[Rmarkdown](http://ethen8181.github.io/machine-learning/clustering_old/tf_idf/tf_idf.html)] - Some useful evaluations when working with hierarchical clustering and K-means clustering (K-means++ is used here). Including Calinski-Harabasz index for determine the right K (cluster number) for clustering and boostrap evaluation of the clustering result’s stability. [[Rmarkdown](http://ethen8181.github.io/machine-learning/clustering_old/clustering/clustering.html)] ### linear regression - Training Linear Regression with gradient descent in R, briefly covers the interpretation and visualization of linear regression's summary output. [[Rmarkdown](http://ethen8181.github.io/machine-learning/linear_regression/linear_regession.html)] ## Python Programming - Extremely Quick Guide to Unicode. [[markdown](https://github.com/ethen8181/machine-learning/blob/master/python/unicode.md)] - Quick Example of Factory Design Pattern. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/factory_pattern.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/factory_pattern.html)] - Parallel programming with Python (threading, multiprocessing, concurrent.futures, joblib). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/parallel.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/parallel.html)] - Understanding iterables, iterator and generators. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/iterator/iterator.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/iterator/iterator.html)] - Cohort analysis. Visualizing user retention by cohort with seaborn's heatmap and illustrating pandas's unstack. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/cohort/cohort.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/cohort/cohort.html)] - Logging module. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/logging.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/logging.html)] - Data structure, algorithms from scratch. [[folder](https://github.com/ethen8181/machine-learning/tree/master/python/algorithms)] - Cython and Numba quickstart for high performance Python. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/cython/cython.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/cython/cython.html)] - Optimizing Pandas (e.g. reduce memory usage using category type). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/pandas/pandas.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/pandas/pandas.html)] - Unittest. [[Python script](https://github.com/ethen8181/machine-learning/blob/master/python/test.py)] - Using built-in data structure and algorithm. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/python3_cookbook/1_data_structure.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/python3_cookbook/1_data_structure.html)] - Tricks with strings and text. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/python3_cookbook/2_strings_and_text.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/python3_cookbook/2_strings_and_text.html)] - Python's decorators (useful script for logging and timing function). [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/decorators/decorators.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/decorators/decorators.html)] - Pandas's pivot table. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/pivot_table/pivot_table.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/pivot_table/pivot_table.html)] - Quick introduction to classmethod, staticmethod and property. [[nbviewer](http://nbviewer.jupyter.org/github/ethen8181/machine-learning/blob/master/python/class.ipynb)][[html](http://ethen8181.github.io/machine-learning/python/class.html)]

<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. &nbsp;<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 /> &nbsp;<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> &nbsp;<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? > **Spoiler!**<br/> > Netdata Integrations Marketplace is coming... <details><summary>Click to see our immediate development plans and a summary view of the last 12 months' releases...</summary> &nbsp;<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! | soon | finishing | | 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&divide=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&divide=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&divide=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&divide=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&divide=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> &nbsp;<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> &nbsp;<br/>&nbsp;<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). &nbsp;<br/>&nbsp;<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> &nbsp;<br/>&nbsp;<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. &nbsp;<br/>&nbsp;<br/> </details> ### :scroll: How much retention can I have? As much as you need! <details><summary>Click to see detailed answer ...</summary> &nbsp;<br/>&nbsp;<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. &nbsp;<br/>&nbsp;<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> &nbsp;<br/>&nbsp;<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.  &nbsp;<br/>&nbsp;<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> &nbsp;<br/>&nbsp;<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. &nbsp;<br/>&nbsp;<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> &nbsp;<br/>&nbsp;<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. - 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. &nbsp;<br/>&nbsp;<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> &nbsp;<br/>&nbsp;<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. &nbsp;<br/>&nbsp;<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> &nbsp;<br/>&nbsp;<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. &nbsp;<br/>&nbsp;<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> &nbsp;<br/>&nbsp;<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. &nbsp;<br/>&nbsp;<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> &nbsp;<br/>&nbsp;<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). &nbsp;<br/>&nbsp;<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> &nbsp;<br/>&nbsp;<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). &nbsp;<br/>&nbsp;<br/> </details> ### :smirk: Who uses Netdata? Netdata is a widely adopted project... <details><summary>Click to see detailed answer ...</summary> &nbsp;<br/>&nbsp;<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: &nbsp;<br/>&nbsp;<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 The Netdata Agent is [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).

# Cybersecurity-Books Here you will get awesome collection of mostly all well-known and usefull cybersecurity books from beginner level to expert for all cybersecurity positions 1) [Cyber_Sec_Roadmap_ (1).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089100/Cyber_Sec_Roadmap_.1.pdf) 2) [21 days free CCNA complete videos.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089215/21.days.free.CCNA.complete.videos.pdf) 3) [101 Labs - CompTIA Linux+.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089220/101.Labs.-.CompTIA.Linux%2B.pdf) 4) [7839+ Awesome Deep Web Onion Links List (Uncensored Content).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089223/7839%2B.Awesome.Deep.Web.Onion.Links.List.Uncensored.Content.pdf) 5) [Bash Scripting.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089224/Bash.Scripting.pdf) 6) [bash scripting-1.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089225/bash.scripting-1.pdf) 7) [Basic knowldges of Pentesting (1).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089227/Basic.knowldges.of.Pentesting.1.pdf) 8) [Beginning Ethical Hacking with Kali Linux.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089228/Beginning.Ethical.Hacking.with.Kali.Linux.pdf) 9) [Bug Bounty Automation With Python The secrets of bug hunting.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089229/Bug.Bounty.Automation.With.Python.The.secrets.of.bug.hunting.pdf) 10) [Bug Bounty Field Manual.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089230/Bug.Bounty.Field.Manual.pdf) 11) [Bug-Bounty-Field-Manual-complete-ebook (1).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089231/Bug-Bounty-Field-Manual-complete-ebook.1.pdf) 12) [CLICKJACKING AND SNIFFING.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089232/CLICKJACKING.AND.SNIFFING.pdf) 13) [Cyber Security_ Analytics, Technology and Automation.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089233/Cyber.Security_.Analytics.Technology.and.Automation.pdf) 14) [Dark Web in ten minutes.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089234/Dark.Web.in.ten.minutes.pdf) 15) [Data Analysis For Network Cyber-Security.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089235/Data.Analysis.For.Network.Cyber-Security.pdf) 16) [Developing Burp Suite Extensions _ security automation.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089237/Developing.Burp.Suite.Extensions._.security.automation.pdf) 17) [Digital Forensics Explained, 2nd Edition.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089238/Digital.Forensics.Explained.2nd.Edition.pdf) 18) [Ethical Hacking MindMap.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089239/Ethical.Hacking.MindMap.pdf) 19) [Exploiting Misconfigurations.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089241/Exploiting.Misconfigurations.pdf) 20) [Hacking with Python_ The Ultimate Beginners Guide.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089242/Hacking.with.Python_.The.Ultimate.Beginners.Guide.pdf) 21) [Hacking_ Computer Hacking Beginners Guide ( PDFDrive.com ).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089243/Hacking_.Computer.Hacking.Beginners.Guide.PDFDrive.com.pdf) 22) [How Linux Works 3rd - Early access (1).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089244/How.Linux.Works.3rd.-.Early.access.1.pdf) 23) [How Linux Works 3rd - Early access.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089245/How.Linux.Works.3rd.-.Early.access.pdf) 24) [InsidetheDarkWeb.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089246/InsidetheDarkWeb.pdf) 24) [LINUX_FOR_BEGINNERS_How_to_Master_the_Linux_Operating_System_and.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089247/LINUX_FOR_BEGINNERS_How_to_Master_the_Linux_Operating_System_and.pdf) 26) [Machine Learning with Python for Everyone.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089248/Machine.Learning.with.Python.for.Everyone.pdf) 27) [Mastering_Kali_Linux_for_Advanced_Penetration_Testing_Beggs,_Robert.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089249/Mastering_Kali_Linux_for_Advanced_Penetration_Testing_Beggs._Robert.pdf) 28) [Mastering_Reverse_Engineering_Re_engineer_your_ethical_hacking_skills.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089250/Mastering_Reverse_Engineering_Re_engineer_your_ethical_hacking_skills.pdf) 29) [Metasploit.Penetration.Testing.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089253/Metasploit.Penetration.Testing.pdf) 30) [Nmap 6_ Network exploration and security auditing Cookbook.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089254/Nmap.6_.Network.exploration.and.security.auditing.Cookbook.pdf) 31) [OSCP 2.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089258/OSCP.2.pdf) 32) [OSCP Like Vulns Machines.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089261/OSCP.Like.Vulns.Machines.pdf) 33) [PenTest in Office365 and Security.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089262/PenTest.in.Office365.and.Security.pdf) 34) [Practical_Social_Engineering_A_Primer_for_the_Ethical_Hacker_by (1).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089264/Practical_Social_Engineering_A_Primer_for_the_Ethical_Hacker_by.1.pdf) 35) [practical-reverse-engineering.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089265/practical-reverse-engineering.pdf) 36) [Purple Team Field Manual.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089268/Purple.Team.Field.Manual.pdf) 37) [Quick_Start_Guide_to_Penetration_Testing_With_NMAP,_OpenVAS_and.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089269/Quick_Start_Guide_to_Penetration_Testing_With_NMAP._OpenVAS_and.pdf) 38) [RE_for_beginners-en.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089271/RE_for_beginners-en.pdf) 39) [Real_World_Bug_Hunting_A_Field_Guide_to_Web_Hacking_by_Peter_Yaworski.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089272/Real_World_Bug_Hunting_A_Field_Guide_to_Web_Hacking_by_Peter_Yaworski.pdf) 40) [recon .pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089275/recon.pdf) 41) [SAST Scanners - We Hack Purple Cheat Sheet.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089276/SAST.Scanners.-.We.Hack.Purple.Cheat.Sheet.pdf) 42) [ShellS.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089277/ShellS.pdf) 43) [SoC Analyst Career .pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089279/SoC.Analyst.Career.pdf) 44) [SQL INJECTION.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089280/SQL.INJECTION.pdf) 45) [SQL squid game .pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089282/SQL.squid.game.pdf) 46) [The Hacker Playbook 3 Practical Guide To Penetration Testing.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089285/The.Hacker.Playbook.3.Practical.Guide.To.Penetration.Testing.pdf) 47) [The_Basics_Of_Hacking_And_Penetration_Testing_Ethical_Hacking_And.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089315/The_Basics_Of_Hacking_And_Penetration_Testing_Ethical_Hacking_And.pdf) 48) [The_Code_Book__How_to_Make_It,_Break.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089317/The_Code_Book__How_to_Make_It._Break.pdf) 49) [the-underground-hacker-s-handbook.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089288/the-underground-hacker-s-handbook.pdf) 50) [Web Application Security For Dummies.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089289/Web.Application.Security.For.Dummies.pdf) 51) [Web_Scraping_with_Python_Collecting_More_Data_from_the_Modern_Web.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089290/Web_Scraping_with_Python_Collecting_More_Data_from_the_Modern_Web.pdf) 52) [WiFi(HackProofYourWirelessNetwork).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089291/WiFi.HackProofYourWirelessNetwork.pdf) 53) [Linux_Basics_for_Hackers_Getting_Started_with_Networking,_Scripting.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089293/Linux_Basics_for_Hackers_Getting_Started_with_Networking._Scripting.pdf) 54) [D1T2_Philippe_Langlois_Hacking_HLR_HSS_and_MME_Core_Network_Elements.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089847/D1T2_Philippe_Langlois_Hacking_HLR_HSS_and_MME_Core_Network_Elements.pdf) 55) [HAXPO D1 - Hacking LTE Public Warning Systems - Weiguang Li.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089848/HAXPO.D1.-.Hacking.LTE.Public.Warning.Systems.-.Weiguang.Li.pdf) 56) [WiFi_Hacking_for_Beginners_Learn(1).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089849/WiFi_Hacking_for_Beginners_Learn.1.pdf) 57) [WiFi(HackProofYourWirelessNetwork).pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089852/WiFi.HackProofYourWirelessNetwork.pdf) 58) [Understanding_Network_Hacks_Attack_and_Defense_with_Python_Bastian.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089853/Understanding_Network_Hacks_Attack_and_Defense_with_Python_Bastian.pdf) 59) [Ultimate_Linux_Projects_First_Edition_2022_etc_z_lib_org.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089855/Ultimate_Linux_Projects_First_Edition_2022_etc_z_lib_org.pdf) 60) [The_NICE_Cyber_Security_Framework_Cyber_Security_Intelligence_and.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089858/The_NICE_Cyber_Security_Framework_Cyber_Security_Intelligence_and.pdf) 61) [The_Basics_Of_Hacking_And_Penetration_Testing_Ethical_Hacking_And.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089860/The_Basics_Of_Hacking_And_Penetration_Testing_Ethical_Hacking_And.pdf) 62) [RE_for_beginners-en.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089862/RE_for_beginners-en.pdf) 63) [Perl Programming for Beginners.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089863/Perl.Programming.for.Beginners.pdf) 64) [ML_download.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089864/ML_download.pdf) 65) [malwaredatascience.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089866/malwaredatascience.pdf) 66) [long_short_term_memory_networks_with_python.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089869/long_short_term_memory_networks_with_python.pdf) 67) [Linux_system_programming_talking_directly_to_the_kernel_and_C_library.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089873/Linux_system_programming_talking_directly_to_the_kernel_and_C_library.pdf) 68) [Linux_Command_Line_and_Shell_Scripting_Bible_Richard_Blum,_Christine.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089875/Linux_Command_Line_and_Shell_Scripting_Bible_Richard_Blum._Christine.pdf) 69) [Kali_Linux_Wireless_Pentesting_and_Security_for_Beginners_@VPPOfficial.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089876/Kali_Linux_Wireless_Pentesting_and_Security_for_Beginners_%40VPPOfficial.pdf) 70) [Hide Data in AUDfile.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089878/Hide.Data.in.AUDfile.pdf) 71) [Hacking Android.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089879/Hacking.Android.pdf) 72) [Google Hacking for Penetration Testers Volume2 .pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089880/Google.Hacking.for.Penetration.Testers.Volume2.pdf) 73) [Deep_learning_with_python--develop_deep.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089884/Deep_learning_with_python--develop_deep.pdf) 74) [Data Analysis For Network Cyber-Security.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089885/Data.Analysis.For.Network.Cyber-Security.pdf) 75) [Dark_Web_Exploring_and_Data_Mining_the_Dark_Side_of_the_Web_@HackingCraze.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089887/Dark_Web_Exploring_and_Data_Mining_the_Dark_Side_of_the_Web_%40HackingCraze.pdf) 76) [Cybersecurity_–_Attack_and_Defense_Strategies_Infrastructure_security.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089889/Cybersecurity_._Attack_and_Defense_Strategies_Infrastructure_security.pdf) 77) [Cyber Security_ Analytics, Technology and Automation.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089890/Cyber.Security_.Analytics.Technology.and.Automation.pdf) 78) [010SessionHijacking.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089894/010SessionHijacking.pdf) 79) [009DOS LAB.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089895/009DOS.LAB.pdf) 80) [007Sniffers LAB.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089897/007Sniffers.LAB.pdf) 81) [005System Hacking LAB.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089899/005System.Hacking.LAB.pdf) 82) [005Metasploit Framework.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089903/005Metasploit.Framework.pdf) 83) [002Foot Printing and Reconnaissance LAB.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089906/002Foot.Printing.and.Reconnaissance.LAB.pdf) 84) [001Introduction To Ethical Hacking.pdf](https://github.com/zealraj/Cybersecurity-Books/files/9089909/001Introduction.To.Ethical.Hacking.pdf)

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <hr> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <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> _{Stop struggling with scattered API keys, hacking together home-brewed tools,} <br> ^{and avoiding access controls. Keep your team and servers in sync with Doppler.} </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> _{Start selling to enterprise customers with just a few lines of code.} <br> ^{Add Single Sign-On (and more) in minutes instead of months.} </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> ^{It’s 100% JavaScript, fully customizable, and developer-first.} </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> ^{<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>} </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> ^{Import any dataset in seconds, share with anyone with a click, try without signing up} </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> _{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.} </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>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <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"> _{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>.} </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. - [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/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. - [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.

# Awesome Log4Shell [](https://awesome.re) A curated list of awesome links related to the [Log4Shell](https://security.snyk.io/vuln/SNYK-JAVA-ORGAPACHELOGGINGLOG4J-2314720) vulnerability. ## Contents - [Explanation](#explanation) - [Videos](#videos) - [Vulnerable Software](#vulnerable-software) - [Detection & Remediation](#detection--remediation) - [Articles](#articles) - [Twitter Discussions](#twitter-discussions) - [Examples & Proofs of Concept](#examples--proofs-of-concept) - [Memes](#memes) - [Contribute](#contribute) ## Explanation - [MITRE CVE](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-44228) - Official CVE page from MITRE. - [Snyk Blog Writeup](https://snyk.io/blog/log4j-rce-log4shell-vulnerability-cve-2021-4428/) - Java Champion Brian Vermeer's in depth explanation of the Log4Shell vuln. - [SANS](https://isc.sans.edu/diary/rss/28120) - Initiall analysis and [follow up](https://isc.sans.edu/diary/rss/28122). - [Fastly Blog](https://www.fastly.com/blog/digging-deeper-into-log4shell-0day-rce-exploit-found-in-log4j) - Impact, how it works, and timeline. - [Luna Sec](https://www.lunasec.io/docs/blog/log4j-zero-day) - Good tips for detection and remediation. - [Tech Solvency](https://www.techsolvency.com/story-so-far/cve-2021-44228-log4j-log4shell/) - List of affected vendors and writeups. - [Cado Security](https://www.cadosecurity.com/analysis-of-initial-in-the-wild-attacks-exploiting-log4shell-log4j-cve-2021-44228/) - Analysis of the attacks in the wild. - [Rapid7](https://www.rapid7.com/blog/post/2021/12/10/widespread-exploitation-of-critical-remote-code-execution-in-apache-log4j/) - Analysis, remediation, and detection. - [Cloudflare](https://blog.cloudflare.com/actual-cve-2021-44228-payloads-captured-in-the-wild/) - Cloudflare analysis of payloads in the wild. - [Exploiting JNDI injections in Java](https://www.veracode.com/blog/research/exploiting-jndi-injections-java) - Previous article on JNDI injection exploits. - [SLF4J](http://slf4j.org/log4shell.html) - Comments from SLF4J project. - [Understanding Log4Shell: vulnerability, attacks and mitigations](https://www.slideshare.net/BertJanSchrijver/understanding-log4shell-vulnerability-attacks-and-mitigations-250846006/) - Slide deck for webcast (see under [videos](#Videos)) by Roy van Rijn & Bert Jan Schrijver (OpenValue). - [MOGWAI LABS vulnerability notes: Log4Shell](https://mogwailabs.de/en/blog/2021/12/vulnerability-notes-log4shell/) - General explanation of Log4Shell (CVE-2021-44228). - [Log4j Vulnerability – Things You Should Know](https://redhuntlabs.com/blog/log4j-vulnerability-things-you-should-know.html) - Redhunt Labs coverage around log4shell: Explanation, detection and remediation. Along with tool for mass scanning targets. - [TL;DR: Log4j Vulnerability](https://www.tldr.engineering/tldr-log4j-vulnerability/) - Bite sized technical summary of the vulnerability. ## Videos - [CVE-2021-44228 - Log4j - MINECRAFT VULNERABLE! (and SO MUCH MORE)](https://www.youtube.com/watch?v=7qoPDq41xhQ) - John Hammond, Cybersecurity Researcher @HuntressLabs. - [Blackhat2016 - JNDI manipulation to RCE Dream Land](https://www.youtube.com/watch?v=Y8a5nB-vy78) - Blackhat talk from 2016 describing the exploit path. - [Understanding Log4Shell: vulnerability, attacks and mitigations](https://www.youtube.com/watch?v=TX1SF2dhMc4) - Webcast by Roy van Rijn & Bert Jan Schrijver (OpenValue). - [Log4Shell Deep Dive](https://www.youtube.com/watch?v=ZL9wq8XHqEY) - breakpoint your way through the JNDI and HTTP calls leading to an RCE. - [Log4JShell Vulnerability Explained in Simple Terms](https://www.linkedin.com/posts/marknca_hugops-cybersecurity-log4j-ugcPost-6876931995008602113-q9oJ/) - [The Log4j vulnerability | The Backend Engineering Show](https://www.youtube.com/watch?v=77XnEaWNups) - Explanation of the Log4Shell vulnerability(CVE-2021-44228). - [Can we find Log4Shell with Java Fuzzing? 🔥 (CVE-2021-44228 - Log4j RCE)](https://www.youtube.com/watch?v=t7frgKkQ1J4) - Finding the famous Java Log4Shell RCE (CVE-2021-44228) using fuzzing. ## Vulnerable Software - [NCSC-NL repository](https://github.com/NCSC-NL/log4shell/tree/main/software) - National Cyber Security Centrum list of vulnerable/non-vulnerable software. - [Swithak](https://gist.github.com/SwitHak/b66db3a06c2955a9cb71a8718970c592) - List of vendor advisories related to log4shell. - [Elastic](https://xeraa.net/blog/2021_mitigate-log4j2-log4shell-elasticsearch/) - Deep dive into which versions of Elastic are vulnerable and how to fix. - [CISA](https://github.com/cisagov/log4j-affected-db) - CISA list of vulnerable software. ## Detection & Remediation - [Snyk Detection and Remediation](https://snyk.io/blog/find-fix-log4shell-quickly-snyk/) - Find and fix using Snyk. - [Remediation cheat sheet](https://snyk.io/blog/log4shell-remediation-cheat-sheet/) - Remediation cheat sheet from Snyk. - [OWASP Core Rule Set](https://coreruleset.org/20211216/public-hunt-for-log4j-log4shell-evasions-waf-bypasses/) - Detection and Bypass guidelines - [Log4Shell Tester from Trendmicro](https://log4j-tester.trendmicro.com/) - Tool to determine vulnerability. - [Exploiting and Mitigating CVE-2021-44228: Log4j Remote Code Execution (RCE) by Sysdig](https://sysdig.com/blog/exploit-detect-mitigate-log4j-cve/) - Mitigation steps and explanation using Falco and Sysdig Secure. - [Curated Intelligence Trust Group](https://github.com/curated-intel/Log4Shell-IOCs) - Aggregated list of indicators of compromise feeds and threat reports. - [Community Sourced Log4J Attack Surface](https://github.com/YfryTchsGD/Log4jAttackSurface) - List of Log4j attack vectors in popular manufacturers' products. - [MSSP Alert](https://www.msspalert.com/cybersecurity-news/java-vulnerability-log4shell-zero-day-details-patches-and-updates/) - Good mitigation practices. - [log4shell-detector](https://github.com/Neo23x0/log4shell-detector) - Checks logs for exploitation attempts. - [Huntress vulnerability tester](https://log4shell.huntress.com/) - Web based tester. - [Container scanners](https://hackmd.io/e9RUrXSwRKyERCOBDo96RA) - How to detect using container scanners. - [Bash IOC scanner](https://github.com/Neo23x0/Fenrir) - Latest Fenrir supports checking for log4shell compromise and vulnerability. - [Burp Plugin detector](https://blog.silentsignal.eu/2021/12/12/our-new-tool-for-enumerating-hidden-log4shell-affected-hosts/) - Burp plugin to detect vulnerable hosts. - [Threatview IP list](https://github.com/Malwar3Ninja/Exploitation-of-Log4j2-CVE-2021-44228) - List of IP addresses currently exploiting log4shell. - [LizardLabs query tool](https://github.com/lizardlabs/Log-Parser-Lizard-Queries/blob/master/queries/log4shell/log4shell.search.MD5.sql) - Search for vulnerable jar files using MS Log Parser. - [Canary tokens](https://help.canary.tools/hc/en-gb/articles/4413465229201) - Use a canary token to test for vulnerable systems. - [Exploit Strings data](https://github.com/rapid7/data/tree/master/log4shell/heisenberg) - JNDI exploit strings seen in the wild by Rapid7. - [log4j-detector](https://github.com/mergebase/log4j-detector) - Detects vulnerable log4j versions on your file-system within any application. - [log4jshell-bytecode-detector from CodeShield](https://github.com/CodeShield-Security/Log4JShell-Bytecode-Detector) - Analyses jar files and detects the vulnerability on a class file level. The repository additionally contains a list of Artifacts on Maven Central that are also affected. - [Mitigate attacks using Nginx](https://www.infiniroot.com/blog/1155/using-nginx-lua-script-mitigate-log4shell-cve-2021-44228-vulnerability) - A simple and effective way to use Nginx (using a Lua block) to protect against attacks. - [OWASP Core Rule Set](https://coreruleset.org/20211213/crs-and-log4j-log4shell-cve-2021-44228/) - Modsecurity CRS rules. - [AWS daemonset](https://github.com/aws-samples/kubernetes-log4j-cve-2021-44228-node-agent) - Daemonset from AWS to mitigate vulnerable instances in Kubernetes. - [Hotpatch tool](https://github.com/corretto/hotpatch-for-apache-log4j2) - JVM level hotpatch tool from AWS. - [Public hunt for WAF bypasses](https://coreruleset.org/20211216/public-hunt-for-log4j-log4shell-evasions-waf-bypasses/) - Public hunt for WAF bypasses. - [log4j-resources](https://gitlab.com/gitlab-de/log4j-resources) - Resources and guides collected by GitLab's Developer Evangelism team. - [How Traefik Plugins Protect Your Apps Against the Log4j Vulnerability](https://traefik.io/blog/how-traefik-plugins-protect-your-apps-against-the-log4j-vulnerability/) - How Traefik Plugins Protect Your Apps Against the Log4j Vulnerability. - [Google Cloud recommendations for investigating and responding to the Apache “Log4j 2” vulnerability](https://cloud.google.com/blog/products/identity-security/recommendations-for-apache-log4j2-vulnerability) - Google Cloud recommendations for Detection and Remediation of the Log4Shell vulnerability. - [Security Vulnerability in Minecraft: Java Edition](https://help.minecraft.net/hc/en-us/articles/4416199399693-Security-Vulnerability-in-Minecraft-Java-Edition) - Remediation for Java minecraft servers affected by log4j ## Articles - [Log4Shell: Redefining Painful Disclosure](https://jerichoattrition.wordpress.com/2022/01/05/log4shell-redefining-painful-disclosure/) - [The Gift of It's Your Problem Now](https://apenwarr.ca/log/20211229) - [Discoveries as a Result of the Log4j Debacle](https://shehackspurple.ca/2021/12/23/discoveries-as-a-result-of-the-log4j-debacle/) - [LOG4J / LOG4SHELL (PART 1): MISCONCEPTIONS](https://appsecphoenix.com/log4j-log4shell-part-1-misconceptions/) ## Twitter Discussions - [Log4Shell spreadsheet](https://twitter.com/GossiTheDog/status/1470056396968374273?s=20) - Spreadsheet for defenders listing vendors and products. - [Incredible discussion around Log4j](https://twitter.com/kurtseifried/status/1469345530182455296) - Best list of vulnerable software, services and patches ## Examples & Proofs of Concept - [Log4Shell PoC](https://github.com/snyk-labs/java-goof) - Full stack demo including Java LDAP and HTTP servers and vulnerable Java client. **NOTE**: It's part of the larger `java-goof` repo. Look at the `log4shell-goof` module. - [Log4Shell vulnerable Java application](https://github.com/christophetd/log4shell-vulnerable-app) - Spring Boot web application vulnerable to Log4shell for easy reproduction. - [Various Log4Shell PoC](https://attackerkb.com/topics/in9sPR2Bzt/cve-2021-44228-log4shell/rapid7-analysis) - Analysis of various products with curl-based proof of concepts. Includes Struts2, Solr, VSphere, Druid, James, and more. - [Gamifying Log4j Vulnerability](https://application.security/free-application-security-training/understanding-apache-log4j-vulnerability) - Exploit Log4J in example code. - [CVE-2021-44228 log4j Exploitation in Action: RCE reverse shell on AWS cloud](https://www.youtube.com/watch?v=dguVlEpPFgg) - Log4Shell exploitation with RCE reverse shell on AWS Cloud. - [Analysis](https://github.com/righettod/log4shell-analysis) of the Log4Shell vulnerability in addition to protection codes and unit tests. - [Tool](https://github.com/righettod/log4shell-payload-grabber) to retrieve the payload from a server delivering Log4Shell payloads. ## Memes - [Log4J memes](https://github.com/snyk-labs/awesome-log4shell/blob/main/memes.md) - Sometimes we still need a smile. ## Contribute Contributions welcome! Read the [contribution guidelines](contributing.md) first.

# Awesomes My personal list of valuable resources and people to follow: - [people](#people) - [videos](#videos) - [tools/apps](#tools) - [snippets](#snippets) ---- # people 👷🏼‍♂️👷🏾‍♀️ ## architecture - [Martin Fowler](https://martinfowler.com/bliki/) - [Mark Seemann](https://twitter.com/ploeh), [blog](https://blog.ploeh.dk) - [Mathias Verraes](https://twitter.com/mathiasverraes) - [Greg Young](https://twitter.com/gregyoung) - [Kevlin Henney](https://twitter.com/KevlinHenney) - [Dan North](https://twitter.com/tastapod) - [Udi Dahan](https://twitter.com/UdiDahan) - [Sam Newmann](https://twitter.com/samnewman) - [Michael Feathers](https://twitter.com/mfeathers) - [Daniel Bryant](https://twitter.com/danielbryantuk) - [Simon Brown](https://twitter.com/simonbrown) - [Eric Evans](https://twitter.com/ericevans0) - [Vaugn Vernon](https://twitter.com/VaughnVernon) - [Bartosz Milewski](https://twitter.com/BartoszMilewski) - [Dino Esposito](https://twitter.com/despos) - [Kent Beck](https://twitter.com/KentBeck) - [Anders Hejlsberg](https://twitter.com/ahejlsberg) - [Alberto Brandolini](https://twitter.com/ziobrando) - [Adam Dymitruk](https://twitter.com/adymitruk) - [Kelsey Hightower](https://twitter.com/kelseyhightower) - [Jimmy Boggard](https://twitter.com/jbogard) - [Tomasz Nurkiewicz](https://twitter.com/tnurkiewicz) - [Venkat Subramaniam](https://twitter.com/venkat_s) - [Bob Martin](https://twitter.com/unclebobmartin), [blog](http://cleancoder.com) - [Michael Nygard](https://twitter.com/mtnygard) - [Dan Abramov](https://twitter.com/dan_abramov) - [André Staltz](https://twitter.com/andrestaltz) - [Ryan Cavanaugh](https://twitter.com/SeaRyanC) - [Titian Cernicova Dragomir](https://twitter.com/TitianCernicova) - [Franziska Hinkelmann](https://twitter.com/fhinkel) - [Rich Harris](https://twitter.com/Rich_Harris) - [Sarah Drasner](https://twitter.com/sarah_edo) - [Guillermo Rauch](https://twitter.com/rauchg) - [Matteo Collina](https://twitter.com/matteocollina) - [Max Koretskiy](https://twitter.com/maxkoretskyi) - and [me](https://twitter.com/tomasz_ducin) 😇 and last but not least, [faces in things](https://twitter.com/FacesPics) # Videos 📹🤔 - [_Vyacheslav Egorov: JavaScript Performance Through the Spyglass_](https://www.youtube.com/watch?v=r76ZjdzFExg) - JavaScript JIT - what people usually get wrong - [_Philip Roberts: What the heck is the event loop anyway?_](https://www.youtube.com/watch?v=8aGhZQkoFbQ) - Async internals - event loop - [Jake Archibald: In The Loop](https://www.youtube.com/watch?v=cCOL7MC4Pl0) - Async revisited, including RAF - [_Tomasz Ducin: 5 Architectures of Asynchronous JavaScript_](https://www.youtube.com/watch?v=YXo4YOLDK1k) - a walkthrough over various JS async APIs - callbacks, events, promises, async/await, RxJS - [_Tomasz Ducin: Async Functions Awaiting You_](https://www.youtube.com/watch?v=IYikhsDVvic) - deep-dive into async/await and its foundations - [_Dan Abramov: Hot Reloading with Time Travel_](https://www.youtube.com/watch?v=xsSnOQynTHs) - introduced redux along with its devtools - [_Rich Harris - Rethinking reactivity_](https://www.youtube.com/watch?v=AdNJ3fydeao) - Svelte challenging React with a new approach to reactivity - [_David Khourshid: Simplifying Complex UIs with Finite Automata & Statecharts_](https://www.youtube.com/watch?v=RqTxtOXcv8Y) - State Machines in UIs - [_Maxim Koretskyi: A sneak peek into super optimized code in JS frameworks_](https://www.youtube.com/watch?v=_VHNTC67NR8) - low-level optimizations in JS frameworks (including object shapes) - [_Kris Kowal: A General Theory of Reactivity_](https://www.youtube.com/watch?v=2p51PE1MZ8U) - high-level description of reactivity - [A General Theory of Reactivity (essay)](https://github.com/kriskowal/gtor) - [_Tomasz Ducin: Architect's Guide to Frontend Frameworks_](https://www.youtube.com/watch?v=HI2vFGxiwkM) - high-level comparison of frontend frameworks internals - [_Tomasz Ducin: The many meanings of Inversion of Control (IoC) in JavaScript_](https://www.youtube.com/watch?v=grF-BVK1vzM) - IoC as an approach - problems solved & various implementations in JavaScript - [_Pascal Precht: Angular Change Detection explained_](https://www.youtube.com/watch?v=aAMMXRwoPXI) - change detection & NgZone - [_Eliran Eliassy: Bye bye NgModules_](https://www.youtube.com/watch?v=MwFl2Rd_RJ0) - design flaws behind NgModules in Angular - [_Pascal Precht: Angular Elements_](https://www.youtube.com/watch?v=9zyq7FcIuvM) and last but not least, [️️⚡️ WAT ⚡️](https://www.destroyallsoftware.com/talks/wat) also: - [*The Problem with Time & Timezones*](https://www.youtube.com/watch?v=-5wpm-gesOY) # tools 🔨🛠🔩 ### online demos - http://stackblitz.com - [stackblitz choosing console via iframe](https://i.imgur.com/kPvFjmV.png) - https://jsfiddle.net - https://codesandbox.io ### fake online APIs - https://jsonplaceholder.typicode.com/comments?name_like=earum - https://dog.ceo/dog-api/documentation/ - https://dog.ceo/api/breeds/image/random - https://icanhazdadjoke.com/api - https://www.thecocktaildb.com/api.php, https://www.thecocktaildb.com/api/json/v1/1/search.php?s=margarita - https://ergast.com/api/f1/2018/results/1.json, https://ergast.com/mrd/ ### free stock photos - https://unsplash.com/ - https://pixabay.com/ - https://picjumbo.com/ - https://www.pexels.com/ ### UI design, sketches, mockups - https://freebiesupply.com/free-sketch-websites/traders-social-network-concept-free-sketch/ - refactoring UI (tips): https://twitter.com/i/moments/994601867987619840 - https://uxmyths.com ### placeholder images - https://loremipsum.io/21-of-the-best-placeholder-image-generators/ (!) - https://loremflickr.com/ - https://placeimg.com ### icons - [Material UI **ICONS**](https://www.materialui.co/icons) - https://simpleicons.org/ - https://streamlineicons.com/free/ ### emmet extremely concise syntax that generates standard HTML (dev-friendly) - [syntax, docs](https://docs.emmet.io/abbreviations/syntax/) - VSCode has Emmet built-in. - emmet [cheat-sheet](https://docs.emmet.io/cheat-sheet/) use within template files: - `ul#list>li.item{item no. $}*5` - `ul>li*3>a>lorem10` (lorem ipsum) ### some emojis - `(╯°□°)╯︵ ┻━┻` - `(┛◉Д◉)┛彡 ¡ɹǝƃuɐ¡` - `¯\_(ツ)_/¯` - [emoji4fun](https://emojipedia.org): 🏦💰💸✨⚡🌩️🧟🔨👠🏳️‍🌈💀⚰️🥥🍕☃🎸 - flags: 🇫🇷🇩🇪🇵🇱🇪🇸🇮🇹🇳🇱🇬🇧🇺🇸 ---- # snippets Improve your developer productivity with tailored code snippets used throughout your apps. **good practice**: - think about the order in which you think about your code. THe order in which you define piece by piece might make it more smooth - or more cumbersome - to achieve your goal. Define the order with `${N:ELEMENT}`, where `N` number defines the order and `ELEMENT` is a default name (likely to change), best describing what this piece is. Example: `${1:AGGR}` - Declare multiple bieces with the same number: `${1:ELEMENT} ${1:ELEMENT}` if you want both o change at the same time. Example below: React Component along with its props interface name **create**: VSCode's custom snippets: - `ctrl` + `shift` + `P` (windows) - `cmd` + `shift` + `P` (mac) then: _user snippets_ > `javascript.json` / `typescript.json` > add following: ```json { "Array-Reduce": { "prefix": "reduce", "body": [ "${1:COLLECTION}.reduce( (${3:ACC}, ${2:ITEM}) => ${5:NEWACC}, ${4:INIT} )", "$0" ], "description": "Call Array.reduce FTW!" }, "Array-Reduce-Function": { "prefix": "reduce-fn", "body": [ "${1:COLLECTION}.reduce((${3:ACC}, ${2:ITEM}) => {", " return ${5:NEWACC}", "}, ${4:INIT})", "$0" ], "description": "Call Array.reduce FTW!" } } ``` or `typescriptreact.json` (TSX): ```json "FunctionComponent": { "prefix": "fc", "description": "typed function component", "body": [ "import React from 'react';", "", "type ${1:Component}Props = {", " ${2:...}", "}", "", "export const ${1:Component}: React.FC<${1:Component}Props> = (${4:props}) => {", " return <>${3:siema}</>", "}", "$0" ] }, ```

# Practical Network Defense - Prof. Angelo Spognardi - Website (https://sites.google.com/di.uniroma1.it/netdef2021/home) #### Overview The course explains the fundamentals of the methods and tools for the protection of computer networks. Particular attention is paid to the practical application of the concepts learned: commonly-seen threats arising from the use of particular protocols in networked computer systems, mechanisms commonly used by intruders and designers of malware in order to compromise a computer system's security, the basic mechanisms used for the detection of intrusion attempts in computer systems. At the end of the course students will be able to monitor traffic in networks, apply a security policy, perform a network scan and search for vulnerabilities in a computer network. Students will develop the ability to select the appropriate firewall rules to protect a network, select the most appropriate mechanisms to protect a networked computer system and to make the most appropriate design choices to implement a "defense in depth" strategy, using isolated networks and dedicated tools (VPN, proxy and firewall). Students will develop the analytical skills necessary to evaluate different alternatives during the design process of a computer network, with particular reference to the evaluation of the architectural choices and related risks and to the security objectives that the system wants to pursue. Students will learn how to document their choices, also through the use of automated reporting tools. They will also have acquired the ability to prepare presentations related to specific scientific topics. The concepts acquired during the course will provide students with a solid knowledge base in order to further deepen the more technical aspects, explore the alternatives not dealt with for time reasons and to autonomously keep themselves informed on the continuous developments and updates of network security and protection. #### Topics covered - Network subnetting - IPv6 - Firewalls - NAT - Network attacks - VPN - Proxies - IPSec - SIEM - IDS #### Useful Resources - Slides of the course, they are done very well - In [tests](https://github.com/edoardottt/MSc-CyberSecurity-Sapienza/tree/main/Practical-Network-Defense/tests) folder there are solved exercises on Kathara. - [iptables tutorial](https://www.frozentux.net/iptables-tutorial/iptables-tutorial.html) - [Wireshark cheat sheet](https://www.comparitech.com/net-admin/wireshark-cheat-sheet/) #### Tools - Linux shell - OpenVPN - OpnSense - Wireshark - modsecurity - Squid - fail2ban - bettercap - rsyslog --------- If you're interested in the Assignment solutions or you have any question write me ([edoardoottavianelli.it](https://www.edoardoottavianelli.it/))

<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) - [Chat](https://gitter.im/sindresorhus/awesome) Just type [`awesome.re`](https://awesome.re) to go here. ✨ - Check out my [blog](https://blog.sindresorhus.com) and follow me on [Twitter](https://twitter.com/sindresorhus). ## 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) - [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) - [macOS](https://github.com/iCHAIT/awesome-macOS) - [Command-Line](https://github.com/herrbischoff/awesome-osx-command-line) - [Screensavers](https://github.com/aharris88/awesome-macos-screensavers) - [watchOS](https://github.com/yenchenlin/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/Awesome-Windows/Awesome) - [IPFS](https://github.com/ipfs/awesome-ipfs) - [Fuse](https://github.com/vinkla/awesome-fuse) - [Heroku](https://github.com/ianstormtaylor/awesome-heroku) - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt) - Cross-platform GUI app framework. ## 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) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science) - [Maintenance Modules](https://github.com/maxogden/maintenance-modules) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm) - Package manager. - [AVA](https://github.com/avajs/awesome-ava) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js) - [Observables](https://github.com/sindresorhus/awesome-observables) - [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) - [Asyncio](https://github.com/timofurrer/awesome-asyncio) - Asynchronous I/O in Python 3. - [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) - [Events](https://github.com/planetruby/awesome-events) - [Clojure](https://github.com/razum2um/awesome-clojure) - [ClojureScript](https://github.com/hantuzun/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) - [RxJava](https://github.com/eleventigers/awesome-rxjava) - [Kotlin](https://github.com/KotlinBy/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) - [Core](https://github.com/thangchung/awesome-dotnet-core) - [PHP](https://github.com/ziadoz/awesome-php) - [Composer](https://github.com/jakoch/awesome-composer) - Package manager. - [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi) - [Assembler](https://github.com/brainblowjob/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) - [Frege](https://github.com/sfischer13/awesome-frege) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake) - Build, test, and package software. ## 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 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) - [Protips](https://github.com/AllThingsSmitty/css-protips) - [React](https://github.com/enaqx/awesome-react) - App framework. - [Relay](https://github.com/expede/awesome-relay) - Framework for building data-driven React apps. - [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) - App framework. - [Angular](https://github.com/gianarb/awesome-angularjs) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone) - App framework. - [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/petk/awesome-dojo) - [Inspiration](https://github.com/NoahBuscher/Inspire) - [Ember](https://github.com/nmec/awesome-ember) - App framework. - [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) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails) - [jQuery](https://github.com/petk/awesome-jquery) - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know) - [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/cyclejs-community/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) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette) - App framework. - [Aurelia](https://github.com/behzad888/awesome-aurelia) - App framework. - [Charting](https://github.com/zingchart/awesome-charting) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic2) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools) - [PostCSS](https://github.com/jjaderg/awesome-postcss) - [Draft.js](https://github.com/nikgraf/awesome-draft-js) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps) - [choo](https://github.com/YerkoPalma/awesome-choo) - App framework. - [Redux](https://github.com/brillout/awesome-redux) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack) - Module bundler. - [Browserify](https://github.com/ungoldman/awesome-browserify) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design) - Enterprise-class UI design language. ## 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) - [Education](https://github.com/Symfonisti/awesome-symfony-education) - [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) - Packages. - [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) - [Lumen](https://github.com/unicodeveloper/awesome-lumen) - [Serverless Framework](https://github.com/JustServerless/awesome-serverless) - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome) - Toolkit for building reactive apps on the JVM. ## 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) - [Spanish](https://github.com/dav009/awesome-spanish-nlp) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby) - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics) - [Cryptography](https://github.com/sobolevn/awesome-cryptography) - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow) - Library for machine intelligence. - [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) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval) - Learn to develop your own search engine. ## 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) - Framework for distributed storage and processing of very large data sets. - [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 Programming](https://github.com/lnishan/awesome-competitive-programming) - [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) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring) - [Elixir Books](https://github.com/sger/ElixirBooks) ## 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/love2d-community/awesome-love2d) - Game engine. - [PICO-8](https://github.com/felipebueno/awesome-PICO-8) - Fantasy console. - [Game Boy Development](https://github.com/avivace/awesome-gbdev) ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv) - [Dotfiles](https://github.com/webpro/awesome-dotfiles) - [Shell](https://github.com/alebcay/awesome-shell) - [Fish](https://github.com/fisherman/awesome-fish) - User-friendly 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 & Git Flow](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) - Enhance the `git` CLI. - [SSH](https://github.com/moul/awesome-ssh) - [FOSS for Developers](https://github.com/httpsGithubParty/FOSS-for-Dev) - [Hyper](https://github.com/bnb/awesome-hyper) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell) - Cross-platform object-oriented shell. ## 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. - [MongoDB](https://github.com/ramnes/awesome-mongodb) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop) - Graph computing framework. ## 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/davisonio/awesome-gif) - [Music](https://github.com/ciconia/awesome-music) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization) - [Broadcasting](https://github.com/ebu/awesome-broadcasting) ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper) - Interactive tutorials. - [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) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids) - [Educational Games](https://github.com/vinkla/awesome-educational-games) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning) ## 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) - 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) - [Vehicle Security and Car Hacking](https://github.com/jaredmichaelsmith/awesome-vehicle-security) ## Content Management Systems - [Umbraco](https://github.com/leekelleher/awesome-umbraco) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail) – Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal) - Extensible PHP-based CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics) - [Internet of Things](https://github.com/HQarroum/awesome-iot) - [Electronics](https://github.com/monostable/awesome-electronics) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/beaconinside/awesome-beacon) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs) - Checklist for building your own electric guitar. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json) - [GeoJSON](https://github.com/tmcw/awesome-geojson) - [Datasets](https://github.com/jdorfman/awesome-json-datasets) - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev) - [Slack](https://github.com/matiassingers/awesome-slack) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack) - [Conferences](https://github.com/RichardLitt/awesome-conferences) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin) - [Radio](https://github.com/kyleterry/awesome-radio) - [Awesome](https://github.com/sindresorhus/awesome) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics) - [Open Companies](https://github.com/opencompany/awesome-open-company) - [REST](https://github.com/marmelab/awesome-rest) - [Selenium](https://github.com/christian-bromann/awesome-selenium) - [Appium](https://github.com/SrinivasanTarget/awesome-appium) - Test automation tool for apps. - [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/cyberglot/awesome-answers) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch) - Design app for macOS. - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup) - [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) - [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) - Task runner. - [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) - Cross-platform API for rendering 2D and 3D graphics. - [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) - [Microservices](https://github.com/mfornos/awesome-microservices) - [Unicode](https://github.com/jagracey/Awesome-Unicode) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions) - [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) - [Citizen Science](https://github.com/dylanrees/citizen-science) - For community-based and non-institutional scientists. - [TAP](https://github.com/sindresorhus/awesome-tap) - Test Anything Protocol. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt) - "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. - [Vulkan](https://github.com/vinjn/awesome-vulkan) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX) - Typesetting language. - [Network Analysis](https://github.com/briatte/awesome-network-analysis) - [Economics](https://github.com/antontarasenko/awesome-economics) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics) - [Colorful](https://github.com/Siddharth11/Colorful) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/willempienaar/awesome-quantified-self) - Self-tracking through technology. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows) - Productivity app for macOS. - [SaltStack](https://github.com/hbokh/awesome-saltstack) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design) - For digital designers. - [JMeter](https://github.com/aliesbelik/awesome-jmeter) - Load testing and performance measurement tool. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps) - Web apps that work without login. ## 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.

# Splunk-cheat-sheet index=<Your-Index-Name>_* cf_app_name=*<Appname>* <anysearch key> index="<index>_*" cf_app_name="<APP-NAME>*" sourcetype="cf:logmessage" cf_space_name="*" source_type="APP/PROC/WEB" "msg.logLevel"=INFO "*<keyword for search>*"  * Enter the keyword you want to search and click on search example If you want to search for errors in your environment just type error in searchbox and hit enter Below is screenshot of sample results you get: #### AND ,OR operator in splunk search "error" AND "databse" "error" or "databse" #### Splunk Top command error | top limit=1 error #### wildcards in splunk search keyword 2* it will shows all logs which contains 2 or 200 or 21,207 etc. #### dedup command Dedup command removes duplicate values from the result. * | dedup uid #### head and tail If searched for all errors and pipe it to head it will display first 10 most recent logs for errors and vice versa for tail error | head or error | head limit=10 #### stats Give you statics i.e number of occurrence of the event/Filed. error |stats count by error #### eval Eval modifies or creates new filed.Eval is normally used to evaluate an arbitery expression,perform mathematical operations,renaming fields etc ----------------------------------------------------------------------- #### Splunk Search book - http://docs.splunk.com/index.php?title=Documentation:Splunk:SearchReference:WhatsInThisManual:6.0beta&action=pdfbook More refrences: - http://docs.splunk.com/Documentation/Splunk/6.2.1/SearchReference/ListOfPopularSearchCommands - http://docs.splunk.com/Documentation/Splunk/6.2.1/SearchReference/Commandsbycategory - http://docs.splunk.com/Documentation/Splunk/6.2.1/SearchReference/SearchCheatsheet - https://www.splunk.com/pdfs/solution-guides/splunk-quick-reference-guide.pdf - https://wiki.splunk.com/images/2/2b/Cheatsheet.pdf - http://www.innovato.com/splunk/RefCard.pdf - https://mindmajix.com/splunk-regex-cheatsheet - https://lzone.de/cheat-sheet/Splunk -

# Quality in mobile apps Table of Contents ================= * [Quality in mobile apps](#quality-in-mobile-apps) * [Table of Contents](#table-of-contents) * [Legend](#legend) * [Accessibility](#accessibility) * [Android](#android) * [Tools](#tools) * [iOS](#ios) * [Developer settings](#developer-settings) * [Android](#android-1) * [iOS](#ios-1) * [Debug](#debug) * [Android](#android-2) * [Multiplatform](#multiplatform) * [Reverse engineering](#reverse-engineering) * [Android](#android-3) * [Screen mirroring](#screen-mirroring) * [Android](#android-4) * [iOS](#ios-2) * [Emulator/simulator](#emulatorsimulator) * [Android](#android-5) * [iOS](#ios-3) * [Manual testing](#manual-testing) * [Visual testing](#visual-testing) * [Android](#android-6) * [iOS](#ios-4) * [Stress testing](#stress-testing) * [Android](#android-7) * [iOS](#ios-5) * [Linked](#linked) * [Android](#android-8) * [Performance](#performance) * [Security](#security) * [iOS](#ios-6) * [Security](#security-1) * [React Native](#react-native) * [Flutter](#flutter) * [UI Tests](#ui-tests) * [All](#all) * [Books](#books) * [Security](#security-2) * [Android](#android-9) * [iOS](#ios-7) * [React Native](#react-native-1) * [Multiplatform](#multiplatform-1) * [Static analysis](#static-analysis) * [Android](#android-10) * [iOS](#ios-8) * [Multiplatform](#multiplatform-2) * [App state restoring](#app-state-restoring) * [Android](#android-11) * [Fill RAM](#fill-ram) * [Web Services](#web-services) * [Analytics](#analytics) * [Cloud Testing](#cloud-testing) * [Device Farm](#device-farm) * [Crowd Testing](#crowd-testing) * [Stats](#stats) * [CPU](#cpu) * [Android](#android-12) * [iOS](#ios-9) * [RAM](#ram) * [Android](#android-13) * [iOS](#ios-10) * [Battery](#battery) * [Android](#android-14) * [iOS](#ios-11) * [Speed](#speed) * [Android](#android-15) * [iOS](#ios-12) * [Monitoring](#monitoring) * [Duration of the method](#duration-of-the-method) * [Android](#android-16) * [iOS](#ios-13) * [Binary size](#binary-size) * [Android](#android-17) * [Other](#other) * [Network Usage](#network-usage) * [Time between multiple independent events](#time-between-multiple-independent-events) * [Backend](#backend) * [API Chaos](#api-chaos) * [Endpoint performance](#endpoint-performance) * [Health status](#health-status) * [Network](#network) * [Proxy](#proxy) * [Tools](#tools-1) * [Automated checking](#automated-checking) * [Unit test](#unit-test) * [Android](#android-18) * [iOS](#ios-14) * [Network Stubbing](#network-stubbing) * [Coverage](#coverage) * [Android](#android-19) * [iOS](#ios-15) * [Techniques](#techniques) * [e2e](#e2e) * [Android](#android-20) * [iOS](#ios-16) * [Multiplatform](#multiplatform-3) * [Helpers](#helpers) * [Android](#android-21) * [iOS](#ios-17) * [Network Stubbing](#network-stubbing-1) * [React Native](#react-native-2) * [Multiplatfom](#multiplatfom) * [Pattern](#pattern) * [Robot](#robot) * [Other](#other-1) * [Android](#android-22) * [Android](#android-23) * [Test farm](#test-farm) * [Android](#android-24) * [Other](#other-2) * [Leaks](#leaks) * [Android](#android-25) * [iOS](#ios-18) * [Publishing](#publishing) * [Android](#android-26) * [Multiplatform](#multiplatform-4) * [Continous Integration](#continous-integration) * [Android](#android-27) * [Other](#other-3) * [Android](#android-28) * [React Native](#react-native-3) * [Flutter](#flutter-1) * [Contributing](#contributing) * [License](#license) ## Legend :moneybag: - Paid services, tools, etc ## Accessibility ### Android * [Accessibility - docs](https://developer.android.com/guide/topics/ui/accessibility/index.html) * [Accessibility Developer Checklist](https://developer.android.com/guide/topics/ui/accessibility/checklist.html) * [Android Accessibility Tutorial: Getting Started](https://www.raywenderlich.com/182100/android-accessibility-tutorial-getting-started) #### Tools * [Accessibility Scanner](https://play.google.com/store/apps/details?id=com.google.android.apps.accessibility.auditor) ### iOS * [Accessibility - docs](https://developer.apple.com/accessibility/ios/) * [iOS Accessibility Tutorial: Getting Started](https://www.raywenderlich.com/142058/ios-accessibility-tutorial) * [Google Toolbox for Accessibility for iOS](https://github.com/google/GTXiLib) * [UBKAccessibilityKit](https://github.com/NAB/UBKAccessibilityKit) * [AccessibilitySnapshot](https://github.com/cashapp/AccessibilitySnapshot) * [A11yUITests](https://github.com/rwapp/A11yUITests) ## Developer settings ### Android * [Barstool](https://github.com/wmbest2/Barstool) * [QualityMatters](https://github.com/artem-zinnatullin/qualitymatters) * [Bee](https://github.com/orhanobut/bee) * [U+2020](https://github.com/JakeWharton/u2020) * [Under the Hood - Android App Debug View Library](https://github.com/patrickfav/under-the-hood) * [Debug artist](https://github.com/BaristaVentures/debug-artist) * [Cockpit](https://github.com/Polidea/Cockpit) * [Hyperion](https://github.com/willowtreeapps/Hyperion-Android) * [Pluto](https://github.com/mocklets/pluto) ### iOS * [Yoshi](https://github.com/prolificinteractive/Yoshi) * [FLEX](https://github.com/Flipboard/FLEX) * [Tweaks](https://github.com/facebook/Tweaks) * [CocoaDebug](https://github.com/CocoaDebug/CocoaDebug) ## Debug ### Android * [Stetho](http://facebook.github.io/stetho/) * [Stetho-Realm](https://github.com/uPhyca/stetho-realm) * [PID Cat](https://github.com/JakeWharton/pidcat) * [HyperLog Android](https://github.com/hypertrack/hyperlog-android) * [Realm Browser for Android](https://scand.com/products/realmbrowser/) * [Dagger Browser](https://github.com/Snapchat/dagger-browser) * [RoomExplorer](https://github.com/wajahatkarim3/RoomExplorer) * [Chucker](https://github.com/ChuckerTeam/chucker) ### Multiplatform * [Realm Studio](https://github.com/realm/realm-studio) ## Reverse engineering ### Android * [Apktool](https://ibotpeaches.github.io/Apktool/) * [JADX](https://github.com/skylot/jadx) * [smali](https://github.com/JesusFreke/smali) ## Screen mirroring ### Android * [Mobizen](https://www.mobizen.com/) * [Vysor](https://www.vysor.io/) :moneybag: * [scrcpy](https://github.com/Genymobile/scrcpy) ### iOS * QuickTime ## Emulator/simulator ### Android * [Android SDK](https://developer.android.com/studio/run/managing-avds.html) * [Intel HAXM](https://software.intel.com/en-us/android/articles/intel-hardware-accelerated-execution-manager) * [Genymotion](https://www.genymotion.com/) :moneybag: ### iOS * [Xcode simulator](https://developer.apple.com/library/content/documentation/IDEs/Conceptual/iOS_Simulator_Guide/Introduction/Introduction.html) * [simctl: Control iOS Simulators from Command Line](http://shashikantjagtap.net/simctl-control-ios-simulators-command-line/?utm_content=buffer5c6da) * [Sherlock](https://sherlock.inspiredcode.io/) :moneybag: ## Manual testing * Eploratory testing - sprints * Checklists * Bug Hunts * [Mob testing](http://www.slideshare.net/maaretp/mob-testing) * [Testing dojo](http://www.methodsandtools.com/archive/archive.php?id=114) ## Visual testing ### Android * [screenshot-tests-for-android](http://facebook.github.io/screenshot-tests-for-android/) * [Shot](https://github.com/Karumi/Shot) * [Designer Tools](https://play.google.com/store/apps/details?id=com.scheffsblend.designertools) * [nakal](https://github.com/saikrishna321/nakal_java) * [Hyperion - App Inspection Tool](https://github.com/willowtreeapps/Hyperion-Android) * [FontSizeActivityScenario and FontSizeTestRule](https://github.com/sergio-sastre/FontSizeTestRule) ### iOS * [iOSSnapshotTestCase](https://github.com/uber/ios-snapshot-test-case/) * [Hyperion - In App Design Review Tool](https://github.com/willowtreeapps/Hyperion-iOS) ## Stress testing ### Android * [UI/Application Exerciser Monkey](https://developer.android.com/studio/test/monkey.html) * [Android Developer Toolbelt](https://github.com/T-Spoon/Android-Developer-Toolbelt) ### iOS * [ui-auto-monkey](https://github.com/jonathanpenn/ui-auto-monkey) - DEPRECATED * [CrashMonkey](https://github.com/mokemokechicken/CrashMonkey) * [SwiftMonkey](https://github.com/zalando/SwiftMonkey) ## Linked ### Android * [Android Development Culture. The Document. #qualitymatters](https://artemzin.com/blog/android-development-culture-the-document-qualitymatters/) * [QualityMatters](https://github.com/artem-zinnatullin/qualitymatters) * [Useful tips to inspect your Android app — Part 1](https://medium.com/freenet-engineering/useful-tips-to-inspect-your-android-app-part-1-34415239e91a#.t59kbicht) * [The 2016 Android Developer Toolbox](https://realm.io/news/mobilization-gautier-mechling-the-2016-android-developer-toolbox/) * [Mobile Testing of Location-Powered Android Apps](http://blog.perfectomobile.com/mobile-application-testing/continuous-mobile-testing-of-location-powered-apps-with-perfecto/) * [Ultimate Android Reference](https://github.com/aritraroy/UltimateAndroidReference) * [Android UI Automation: Part 1, Building Trust](https://slack.engineering/android-ui-automation-part-1-building-trust-de3deb1c5995) * [Android UI Automation: Part 2, Making It Easy](https://slack.engineering/android-ui-automation-part-2-making-it-easy-57335c7379cc) * [Kotlin: Using (Test) Robots to make Espresso](https://proandroiddev.com/kotlin-using-test-robots-to-make-espresso-8cec2d746973) * [Testing in-app purchases on Android](https://medium.com/bleeding-edge/testing-in-app-purchases-on-android-a6de74f78878) * [Using Gradle build cache with Kotlin](https://blog.jetbrains.com/kotlin/2018/02/using-gradle-build-cache-with-kotlin/) * [Add Superpowers to your Appium-Android tests](https://badootech.badoo.com/add-superpowers-to-your-appium-android-tests-f408ac2f1b59) * [Running arbitrary ADB commands via Appium](https://appiumpro.com/editions/3) * [Kotlin Static Analysis — why and how?](https://proandroiddev.com/kotlin-static-analysis-why-and-how-a12042e34a98) * [Android Testing Codelab](https://codelabs.developers.google.com/codelabs/android-testing/index.html) * [Android CI with kubernetes](https://medium.com/@Malinskiy/android-ci-with-kubernetes-684713a83eec) * [Taming the UI test monster](https://medium.com/stepstone-tech/taming-the-ui-test-monster-26c017848ae0) * [Android testing with Espresso’s Idling Resources and testing fidelity](https://medium.com/androiddevelopers/android-testing-with-espressos-idling-resources-and-testing-fidelity-8b8647ed57f4) #### Performance * [Test UI performance](https://developer.android.com/training/testing/performance) * [Testing Android UI Performance](http://dtmilano.blogspot.com/2017/04/testing-android-ui-performance.html) * [Android Performance Case Study: Memory vs. Frame Time](http://blog.karumi.com/android-performance-case-study-memory-vs-frame-time/) * [Android Performance monitoring [Part 1]](https://blog.mindorks.com/android-performance-monitoring-part-1-1ce1b8df8a12#.xvmd7s505) * [Performance Testing of Android Apps](https://appiumpro.com/editions/5) #### Security * [Cyber-Sec-Resources](https://github.com/scspcommunity/Cyber-Sec-Resources/tree/master/Mobile%20Application%20Security#android) ### iOS * [Optimizing Swift build times](https://github.com/fastred/Optimizing-Swift-Build-Times) * [Testing iOS App Upgrades](https://appiumpro.com/editions/6) * [5 Tools for Uploading iOS apps to iTunes Connect](http://shashikantjagtap.net/5-tools-uploading-ios-apps-itunes-connect/) * [Using unit tests to identify & avoid memory leaks in Swift](https://medium.com/@johnsundell/using-unit-tests-to-identify-avoid-memory-leaks-in-swift-607c97465b62) * [Xcode UI Tests with Embassy and Succulent](https://medium.com/@timefrancesco/xcode-ui-tests-with-embassy-and-succulent-808e068ee4e8) * [UI Testing Cheat Sheet and Examples](http://masilotti.com/ui-testing-cheat-sheet/) * [Getting started with XCUITest framework for testing iOS apps.](https://blog.novoda.com/getting-started-with-xcuitest-framework-for-testing-ios-apps/) * [New XCUITest Features With Xcode 9: Hands-on Exploration](https://dzone.com/articles/new-xcuitest-features-with-xcode-9-hands-on-explor) * [User Interface Testing - Apple Docs](https://developer.apple.com/library/content/documentation/DeveloperTools/Conceptual/testing_with_xcode/chapters/09-ui_testing.html) * [Xcode UI Testing Cheat Sheet](https://www.hackingwithswift.com/articles/148/xcode-ui-testing-cheat-sheet) #### Security * [Cyber-Sec-Resources](https://github.com/scspcommunity/Cyber-Sec-Resources/tree/master/Mobile%20Application%20Security#ios) ### React Native * [How to Apply UI Test Automation in React Native Apps?](https://www.polidea.com/blog/how-to-apply-ui-test-automation-in-react-native-apps/) ### Flutter * [Bluetooth Low Energy Simulator—A New Hope in IoT Development](https://www.polidea.com/blog/bluetooth-low-energy-simulator-a-new-hope-in-iot-development/) #### UI Tests * [It’s Flutter Time—Introduction to UI Tests](https://www.polidea.com/blog/its-flutter-time-introduction-to-ui-tests/) * [Widget Testing With Flutter: Getting Started](https://www.raywenderlich.com/9591040-widget-testing-with-flutter-getting-started) ### All * [Visualizing and optimizing real user performance on mobile - LinkedIn](https://www.facebook.com/atscaleevents/videos/vl.531312673697503/1693979707541793/?type=1) * [10 Mobile App Testing Mistakes to Avoid](http://adventuresinqa.com/2016/05/03/10-mobile-app-testing-mistakes-to-avoid/) * [Smartwatch Testing Cheat Sheet](http://adventuresinqa.com/2016/05/30/smartwatch-testing-cheat-sheet/) * [Mobile Testing Cheat Sheet](http://adventuresinqa.com/2016/01/11/mobile-testing-cheat-sheet/) * [The Mobile Test Pyramid](http://www.ministryoftesting.com/2014/10/mobile-test-pyramid/) * [Introducing the Software Testing Cupcake (Anti-Pattern)](https://www.thoughtworks.com/insights/blog/introducing-software-testing-cupcake-anti-pattern) * [Richard Bradshaw, keynote: "Mobile - the clue is in the name"](https://www.youtube.com/watch?v=CWMZXmkGPEI) * [Understanding Your Mobile User](http://www.slideshare.net/sjanaway/understanding-your-mobile-user) * [The complete Checklist for Mobile Testing | David Tzemach](http://www.machtested.com/2016/07/mobile-testing-checklist-david-tzemach.html) * [Applying the SFDPOT heuristic to mobile testing](http://karennicolejohnson.com/2012/05/applying-the-sfdpot-heuristic-to-mobile-testing/) * [Mobile App Test Coverage Model : LONG FUN CUP](https://testingideas.wordpress.com/2014/08/17/mobile-app-test-coverage-model-long-fun-cup/) * [Ooga-chaka: Git hooks to enforce code quality](https://proandroiddev.com/ooga-chaka-git-hooks-to-enforce-code-quality-11ce8d0d23cb) * [A Comprehensive Guide To Mobile App Design](https://www.smashingmagazine.com/2018/02/comprehensive-guide-to-mobile-app-design/) * [Mobile A11y - Resources](https://mobilea11y.com/resources/) ## Books * [Hands-On Mobile App Testing By Daniel Knott](http://www.informit.com/store/hands-on-mobile-app-testing-a-guide-for-mobile-testers-9780134191713) ## Security ### Android * [android-security-awesome](https://github.com/ashishb/android-security-awesome) * [Awesome-Android-Security ](https://github.com/saeidshirazi/awesome-android-security) * [Fridump](https://github.com/Nightbringer21/fridump) * [How to get started with mobile penetration testing for Android](https://learn.techbeacon.com/units/how-get-started-mobile-penetration-testing-android) * [drozer](https://github.com/mwrlabs/drozer) * [androguard](https://github.com/androguard/androguard) * [gradle-bodyguard](https://github.com/dotanuki-labs/gradle-bodyguard) * [MOBEXLER](https://mobexler.com/) * [PiracyChecker](https://github.com/javiersantos/PiracyChecker) * [Oversecured](https://oversecured.com/) :moneybag: * [CRYLOGGER](https://github.com/lucapiccolboni/crylogger) * [apkLeaks](https://github.com/dwisiswant0/apkleaks) * [REX](https://www.digitalinterruption.com/rex) :moneybag: * [Mariana Trench](https://github.com/facebook/mariana-trench) ### iOS * [Hacking iOS Applications](https://web.securityinnovation.com/hubfs/iOS%20Hacking%20Guide.pdf) * [How to get started with mobile penetration testing for iOS](https://learn.techbeacon.com/units/how-get-started-mobile-penetration-testing-ios) * [Introspy-iOS](https://github.com/iSECPartners/Introspy-iOS) * [iOS Security Suite](https://github.com/securing/IOSSecuritySuite) ### React Native * [npm audit](https://docs.npmjs.com/auditing-package-dependencies-for-security-vulnerabilities) * [yarn audit](https://classic.yarnpkg.com/en/docs/cli/audit/) ### Multiplatform * [Mobile Security Framework (MobSF)](https://github.com/MobSF/Mobile-Security-Framework-MobSF) * [Dependency-Check](https://github.com/jeremylong/DependencyCheck) * OWSAP * [OWASP Mobile Security Project](https://www.owasp.org/index.php/OWASP_Mobile_Security_Project) * [OWASP Mobile AppSec Verification Standard (MASVS) v1.1.4 4 - notes](https://github.com/mgasiorowski/quality_mobile_apps/blob/master/documents/owasp_mobile_security_project/OWASP_Mobile_AppSec_Verification_Standard.png) * [OWASP Mobile Security Testing Guide (MSTG) v1.1.3 - notes](https://github.com/mgasiorowski/quality_mobile_apps/blob/master/documents/owasp_mobile_security_project/OWASP_Mobile_Security_Testing_Guide.png) * [OWASP Mobile Security Testing Guide](https://www.owasp.org/index.php/OWASP_Mobile_Security_Testing_Guide) * [Mobile Security Wiki](https://mobilesecuritywiki.com/) * [Mobile Application Penetration Testing Cheat Sheet](https://github.com/tanprathan/MobileApp-Pentest-Cheatsheet) ## Static analysis ### Android * [SDK lint](https://developer.android.com/studio/write/lint.html) * [How To Create Your Own Lint Rule](http://blog.xebia.com/how-to-create-your-own-lint-rule/) * [PMD](https://pmd.github.io/) * [error-prone](https://github.com/google/error-prone) * [FindBugs](http://findbugs.sourceforge.net/) * [rxlint](https://bitbucket.org/littlerobots/rxlint) * [checkstyle](http://checkstyle.sourceforge.net/) * [klint](https://github.com/shyiko/ktlint) * [SonarLint](http://www.sonarlint.org/intellij/) * [detekt](https://github.com/arturbosch/detekt) * [Dependency Injection usage Checks](https://github.com/groupon/dependency-injection-checks) * [Static Code Analysis](https://github.com/Monits/static-code-analysis-plugin) ### iOS * [SwiftLint](https://github.com/realm/SwiftLint) * [Xcode Analyze](https://developer.apple.com/library/content/documentation/DeveloperTools/Conceptual/debugging_with_xcode/chapters/static_analyzer.html) * [Periphery](https://github.com/peripheryapp/periphery) ### Multiplatform * [SonarQube](https://www.sonarqube.org/) * [Danger](https://github.com/danger/danger) ## App state restoring ### Android * [Don’t Keep Activities](http://stackoverflow.com/a/22402360) * [Venom](https://github.com/YarikSOffice/venom) #### Fill RAM * [Fill RAM memory](https://play.google.com/store/apps/details?id=me.empirical.android.application.fillmemory&hl=pl) * [Android Toollbelt](https://play.google.com/store/apps/details?id=com.tspoon.androidtoolbelt&hl=pl) * [Android Developer Toolbelt](https://github.com/T-Spoon/Android-Developer-Toolbelt) ## Web Services ### Analytics * [Dynatrace](https://www.dynatrace.com/solutions/application-monitoring/) :moneybag: * [monit24](https://monit24.pl/) :moneybag: * [New Relic](https://newrelic.com/mobile-monitoring) :moneybag: * [FlowUp](http://flowup.io/):moneybag: * [Raygun](https://raygun.com/products/real-user-monitoring) :moneybag: * [Bugsee](https://www.bugsee.com/) :moneybag: * [Fabric](https://fabric.io) * [Hockeyapp](https://www.hockeyapp.net/) :moneybag: * [Splunk](https://mint.splunk.com/) :moneybag: * [Appsee](https://www.appsee.com/) :moneybag: * [Appachhi](https://appachhi.com/) :moneybag: * [AppSpector](https://appspector.com/) :moneybag: * [Perfetto](https://perfetto.dev/) * [Bugfender](https://bugfender.com/) :moneybag: * [Shake](https://www.shakebugs.com/) :moneybag: * [Smartlook](https://www.smartlook.com/) :moneybag: * [Apptim](https://www.apptim.com/) :moneybag: ### Cloud Testing * [Monkop](https://appachhi.com/) :moneybag: * [NimbleDroid](https://nimbledroid.com) :moneybag: * [Appdiff](https://www.appdiff.com/) :moneybag: * [waldo](https://www.waldo.io/) :moneybag: ### Device Farm * [Kobiton (free beta)](https://kobiton.com/) * [Testdroid](http://bitbar.com/testing/) :moneybag: * [TestObject](https://testobject.com/) :moneybag: * [Perfecto Mobile](https://www.perfectomobile.com/) :moneybag: * [Nativetap.io](https://nativetap.io/) :moneybag: * [AWS Device Farm](https://aws.amazon.com/device-farm/) :moneybag: * [Google Firebase](https://firebase.google.com/docs/test-lab/) :moneybag: * [Flank](https://github.com/TestArmada/flank) * [Xamarin Test Cloud](https://www.xamarin.com/test-cloud) :moneybag: * [Experitest](https://experitest.com/) :moneybag: * [Samsung Remote Test Lab](http://developer.samsung.com/rtlLanding.do) * [pCloudy](https://www.pcloudy.com/) :moneybag: * [robotic.mobi](https://robotic.mobi/) :moneybag: ### Crowd Testing * [Ubertesters](https://ubertesters.com/) :moneybag: * [TestFairy](https://testfairy.com/) :moneybag: * [Beta Family](https://betafamily.com/) :moneybag: * [Applause](https://www.applause.com) :moneybag: * [Testarmy](http://testarmy.com/) :moneybag: * [crowdsourcedtesting](https://crowdsourcedtesting.com/) :moneybag: * [Comparing 11 Mobile Beta Testing Tools](https://dzone.com/articles/comparing-11-mobile-beta-testing-tools) ## Stats ### CPU #### Android * [CPU Monitor](https://developer.android.com/studio/profile/am-cpu.html) #### iOS * [Measure CPU Use](https://developer.apple.com/library/content/documentation/DeveloperTools/Conceptual/InstrumentsUserGuide/MeasuringCPUUse.html) ### RAM #### Android * [Memory Monitor](https://developer.android.com/studio/profile/am-memory.html) * [A useful memory debugger plugin for Android Studio](https://medium.com/@m_mirhoseini/a-useful-memory-debugger-plugin-for-android-studio-2d9d95bddc24#.mwvfhldy5) * [JVM Debugger Memory View for IntelliJ IDEA](https://plugins.jetbrains.com/idea/plugin/8537-jvm-debugger-memory-view) #### iOS * [Monitor Memory Usage](https://developer.apple.com/library/content/documentation/DeveloperTools/Conceptual/InstrumentsUserGuide/MonitoringMemoryUsage.html) ### Battery #### Android * [[Guide] Finding battery issues with Google's Battery Historian (no root)](https://www.reddit.com/r/Android/comments/5bb606/guide_finding_battery_issues_with_googles_battery/) #### iOS * [Optimising battery while building iOS apps](https://medium.com/@nikhilmshchs/optimising-ios-battery-5f0f3beadae7#.ulsuwrn0z) * [Debugging Energy Issues](https://developer.apple.com/videos/play/wwdc2015/708/) ### Speed #### Android * [Takt](https://github.com/wasabeef/Takt) * [AndroidDevMetric](https://github.com/frogermcs/AndroidDevMetrics) * [Pury](https://github.com/NikitaKozlov/Pury) * [Tiny Dancer](https://github.com/friendlyrobotnyc/TinyDancer) * [FrameMetrics](https://medium.com/@froger_mcs/framemetrics-realtime-app-smoothness-tracking-3d8550413c1c#.jzhowg88o) * [AndroidGodEye](https://github.com/Kyson/AndroidGodEye) * [Booster](https://github.com/didi/booster) #### iOS * [WatchdogInspector](https://github.com/tapwork/WatchdogInspector) * [FPSStatusBar](https://github.com/asaday/FPSStatusBar) * [GodEye](https://github.com/zixun/GodEye) ### Monitoring * [Grafana](http://grafana.org/) ### Duration of the method #### Android * [Hugo](https://github.com/JakeWharton/hugo) #### iOS * [Continuous Performance Testing of an iOS Apps using XCTest](http://shashikantjagtap.net/continuous-performance-testing-ios-apps-using-xctest/) ### Binary size #### Android * [apkscale](https://github.com/twilio/apkscale) * [Apk Size Analyze](https://github.com/amank22/ApkSize-Analyzer) ### Other #### Network Usage #### Time between multiple independent events ## Backend ### API Chaos ### Endpoint performance ### Health status ## Network ### Proxy * [Charles Proxy](https://www.charlesproxy.com/) :moneybag: * [Bandwidth Throttle](https://www.charlesproxy.com/documentation/proxying/throttling/) * [Rewrite Tool](https://www.charlesproxy.com/documentation/tools/rewrite/) * [Breakpoints Tool](https://www.charlesproxy.com/documentation/proxying/breakpoints/) * [Map Remote Tool](https://www.charlesproxy.com/documentation/tools/map-remote/) * [Map Local Tool](https://www.charlesproxy.com/documentation/tools/map-local/) * [Trusting custom root certificates on ios 10.3](http://www.neglectedpotential.com/2017/04/trusting-custom-root-certificates-on-ios-10-3/) * [How to get charles proxy work with Android 7 nougat?](https://stackoverflow.com/questions/39215229/how-to-get-charles-proxy-work-with-android-7-nougat) * [Add Securiy Exception to APK](https://github.com/levyitay/AddSecurityExceptionAndroid) * [Burp](https://portswigger.net/burp/) * [Fiddler](http://www.telerik.com/fiddler) * [Proxyman](https://proxyman.io/) :moneybag: ### Tools * [Augmented Traffic Control](https://github.com/facebook/augmented-traffic-control) * [Network Link Conditioner](http://nshipster.com/network-link-conditioner/) * [Cellular Data Network Simulator](https://github.com/Polidea/Cellular-Data-Network-Simulator) ## Automated checking ### Unit test #### Android * [Roboelectric](http://robolectric.org/) * [JUnit](https://developer.android.com/training/testing/unit-testing/local-unit-tests.html) * [RoboSpock](http://robospock.github.io/RoboSpock/) #### iOS * [XCTest](https://developer.apple.com/library/content/documentation/DeveloperTools/Conceptual/testing_with_xcode/chapters/04-writing_tests.html) ##### Network Stubbing * [Mockingjay](https://github.com/kylef/Mockingjay) * [Hippolyte](https://github.com/JanGorman/Hippolyte) * [OHHTTPStubs](https://github.com/AliSoftware/OHHTTPStubs) * [Succulent](https://github.com/cactuslab/Succulent) ### Coverage #### Android * [JacocoEverywhere](https://github.com/paveldudka/JacocoEverywhere) #### iOS * [slather](https://github.com/SlatherOrg/slather) * [Continuous iOS Code Coverage With Jenkins and Slather](https://pspdfkit.com/blog/2016/continuous-ios-code-coverage-with-jenkins-and-slather/) * [xcov](https://github.com/nakiostudio/xcov) ### Techniques * [Test Driven Development (TDD)](https://www.agilealliance.org/glossary/tdd/) * [Behaviour Driven Development (BDD)](https://www.agilealliance.org/glossary/bdd/) * [Acceptance Test Driven Development (ATDD)](https://www.agilealliance.org/glossary/atdd/) ### e2e #### Android * [Espresso](https://developer.android.com/training/testing/espresso/) * [Cappuccino](https://github.com/autonomousapps/Cappuccino) * [Barista](https://github.com/SchibstedSpain/Barista) * [kappuccino](https://github.com/concretesolutions/kappuccino) * [Green Coffee](https://github.com/mauriciotogneri/green-coffee) * [Robotium](https://github.com/RobotiumTech/robotium) * [UI Automator](https://developer.android.com/topic/libraries/testing-support-library/index.html#UIAutomator) * [Selendroid](http://selendroid.io/) * [Magneto](http://getmagneto.com/) * [Mobly](https://github.com/google/mobly) * [AndroidViewClient](https://github.com/dtmilano/AndroidViewClient) * [monkey](https://developer.android.com/studio/test/monkeyrunner/index.html) * [DroidBot](https://github.com/honeynet/droidbot) * [Detox](https://github.com/wix/detox) * [Detox Helper for CodeceptJS](https://github.com/Codeception/detox-helper) #### iOS * [XCTest](https://developer.apple.com/library/ios/documentation/DeveloperTools/Conceptual/testing_with_xcode/chapters/01-introduction.html) * [KIF](https://github.com/kif-framework/KIF) * [EarlGrey](https://github.com/google/EarlGrey) * [iOS-driver](http://ios-driver.github.io/ios-driver/) * [Cucumberish](https://github.com/Ahmed-Ali/Cucumberish) * [Cucumberish Example Application and Tests](https://blog.novoda.com/cucumberish-bdd-testing-framework-for-ios-applications-sample-application/) ### Multiplatform * [Calabash](http://calaba.sh/) - DEPRECATED * [Appium](http://appium.io/) * [Appium Studio](https://experitest.com/appium-studio/) ### Helpers #### Android * [Test Butler](https://github.com/linkedin/test-butler) * [Spoon](https://github.com/square/spoon) * [Composer](https://github.com/gojuno/composer) * [Swarmer](https://github.com/gojuno/swarmer) * [Fork tools](https://github.com/agoda-com/fork) * [Awaitility](https://github.com/awaitility/awaitility) * [AndroidTestXRunner](https://github.com/stepstone-tech/AndroidTestXRunner) * [OkHttp Idling Resource](https://github.com/JakeWharton/okhttp-idling-resource) * [RxIdler](https://github.com/square/RxIdler) * [Fladle](https://github.com/runningcode/fladle/) #### iOS * [Bluepill](https://github.com/linkedin/bluepill) * [Open Sourcing Bluepill: Run iOS Tests in Multiple Simulators](https://engineering.linkedin.com/blog/2017/01/open-sourcing-bluepill--run-ios-tests-in-multiple-simulators) * [pxctest](https://github.com/plu/pxctest) * [Cachi](https://github.com/Subito-it/Cachi) ##### Network Stubbing * [Swifter](https://github.com/httpswift/swifter) * [SBTUITestTunnel](https://github.com/Subito-it/SBTUITestTunnel) ##### React Native * [Reactotron](https://github.com/infinitered/reactotron) ##### Multiplatfom * [App Inspector](https://macacajs.github.io/app-inspector/) * [AppiumTestDistribution](https://github.com/saikrishna321/AppiumTestDistribution) * [Flank](https://github.com/Flank/flank) ### Pattern #### Robot * [Instrumentation Testing Robots](https://realm.io/news/kau-jake-wharton-testing-robots/) * [Robot Pattern Testing for XCUITest](https://medium.com/capital-one-tech/robot-pattern-testing-for-xcuitest-4c2f0c40b4ad) ### Other #### Android * [Mobile Testing of Location Powered Android Apps](http://blog.perfectomobile.com/mobile-application-testing/continuous-mobile-testing-of-location-powered-apps-with-perfecto/) ## Android * [AndroidTestingBox](https://roroche.github.io/AndroidTestingBox) * [Android Testing Guide](https://ravidsrk.github.io/android-testing-guide/) * [Android Testing with Kotlin](https://fernandocejas.com/2017/02/03/android-testing-with-kotlin/) * [Using Kotlin to test Android Applications](https://stories.nevercode.io/using-kotlin-to-test-android-applications-6a8549dc411a) * [Running Android UI Tests](https://www.reddit.com/r/androiddev/comments/622a9u/running_android_ui_tests_collect_logs_record_a) * [Test apps on Android](https://developer.android.com/training/testing) ## Test farm ### Android * [STF](https://openstf.io/) * [Android Device Farm at Mercari](https://medium.com/mercari-engineering/android-device-farm-at-mercari-3197237df0e1) * [Introducing “gnirehtet”, a reverse tethering tool for Android](https://medium.com/genymobile/gnirehtet-reverse-tethering-android-2afacdbdaec7) * [android-farm](https://github.com/agoda-com/android-farm) ### Other * [DeviceNanny](https://github.com/hudl/DeviceNanny) * [Building a Device Lab Slides & Links](https://larahogan.me/devicelab/) * [Cambrionix - proffesional USB hubs](https://cambrionix.com/) ## Leaks ### Android * [LeakCanary](https://github.com/square/leakcanary) * [BlockCanary](https://github.com/markzhai/AndroidPerformanceMonitor) * [BlockCanaryEx](https://github.com/seiginonakama/BlockCanaryEx) ### iOS * [Finding iOS Memory Leaks with Xcode’s Instruments](https://spin.atomicobject.com/2016/01/25/ios-memory-leak-xcode) * [LifetimeTracker](https://github.com/krzysztofzablocki/LifetimeTracker) ## Publishing ### Android * [Autoplay](https://github.com/beworker/autoplay) * [GloballyDynamic](https://github.com/jeppeman/GloballyDynamic) ### Multiplatform * [fastlane](https://fastlane.tools/) ## Continous Integration ### Android * [Android Emulator Container Scripts](https://github.com/google/android-emulator-container-scripts) ## Other ### Android * [ADB Event Mirror](https://github.com/JakeWharton/adb-event-mirror) * [ADB Enhanced](https://github.com/ashishb/adb-enhanced) * [Radiography](https://github.com/square/radiography) * [Diffuse](https://github.com/JakeWharton/diffuse) * [Dependency Tree Diff](https://github.com/JakeWharton/dependency-tree-diff) * [Gradle Doctor](https://github.com/runningcode/gradle-doctor) * [Scabbard](https://github.com/arunkumar9t2/scabbard) * [Version Checker Gradle Lint](https://github.com/PicPay/version-checker-gradle-lint) * [ANR-WatchDog](https://github.com/SalomonBrys/ANR-WatchDog) * [apkeep](https://github.com/EFForg/apkeep) ### React Native * [react-native-blemulator](https://github.com/Polidea/react-native-blemulator) ### Flutter * [BLEmulator Flutter](https://github.com/Polidea/blemulator_flutter) # Contributing 1. Fork it! 2. Create your feature branch: `git checkout -b my-new-feature` 3. Commit your changes: `git commit -am 'Add some feature'` 4. Push to the branch: `git push origin my-new-feature` 5. Submit a pull request :D # License ``` MIT License Copyright (c) 2020 Maciej Gąsiorowski Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ```

# Data Science Cheatsheet 2.0 A helpful 5-page data science cheatsheet to assist with exam reviews, interview prep, and anything in-between. It covers over a semester of introductory machine learning, and is based on MIT's Machine Learning courses 6.867 and 15.072. The reader should have at least a basic understanding of statistics and linear algebra, though beginners may find this resource helpful as well. Inspired by Maverick's *Data Science Cheatsheet* (hence the 2.0 in the name), located [here](https://github.com/ml874/Data-Science-Cheatsheet). Topics covered: - Linear and Logistic Regression - Decision Trees and Random Forest - SVM - K-Nearest Neighbors - Clustering - Boosting - Dimension Reduction (PCA, LDA, Factor Analysis) - Natural Language Processing - Neural Networks - Recommender Systems - Reinforcement Learning - Anomaly Detection - Time Series - A/B Testing This cheatsheet will be occasionally updated with new/improved info, so consider a follow or star to stay up to date. Future additions (ideas welcome): - ~~Time Series~~ Added! - ~~Statistics and Probability~~ Added! - Data Imputation - Generative Adversarial Networks - Graph Neural Networks ## Links * [Data Science Cheatsheet 2.0 PDF](https://github.com/aaronwangy/Data-Science-Cheatsheet/blob/main/Data_Science_Cheatsheet.pdf) ## Screenshots Here are screenshots of a couple pages - the link to the full cheatsheet is above!   ### Why is Python/SQL not covered in this cheatsheet? I planned for this resource to cover mainly algorithms, models, and concepts, as these rarely change and are common throughout industries. Technical languages and data structures often vary by job function, and refreshing these skills may make more sense on keyboard than on paper. ## License Feel free to share this resource in classes, review sessions, or to anyone who might find it helpful :) This work is licensed under the <a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/">Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License</a> <a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png" /></a><br/> Images are used for educational purposes, created by me, or borrowed from my colleagues [here](https://stanford.edu/~shervine/teaching/cs-229/) ## Contact Feel free to suggest comments, updates, and potential improvements! Author - [Aaron Wang](https://www.linkedin.com/in/axw/) If you'd like to support this cheatsheet, you can buy me a coffee [here](https://www.paypal.me/aaxw). I also do resume, application, and tech consulting - send me a message if interested.

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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 />

[](https://confluence.jetbrains.com/display/ALL/JetBrains+on+GitHub) [](https://teamcity.jetbrains.com/buildConfiguration/Kotlin_KotlinPublic_Compiler?branch=%3Cdefault%3E&buildTypeTab=overview&mode=builds) [](https://search.maven.org/#search%7Cga%7C1%7Cg%3A%22org.jetbrains.kotlin%22) [](https://www.apache.org/licenses/LICENSE-2.0) [](https://ge.jetbrains.com/scans?search.rootProjectNames=Kotlin) # Kotlin Programming Language Welcome to [Kotlin](https://kotlinlang.org/)! It is an open-source, statically typed programming language supported and developed by [JetBrains](https://www.jetbrains.com/) and open-source contributors. Some handy links: * [Kotlin Site](https://kotlinlang.org/) * [Getting Started Guide](https://kotlinlang.org/docs/tutorials/getting-started.html) * [Try Kotlin](https://play.kotlinlang.org/) * [Kotlin Standard Library](https://kotlinlang.org/api/latest/jvm/stdlib/index.html) * [Issue Tracker](https://youtrack.jetbrains.com/issues/KT) * [Kotlin YouTube Channel](https://www.youtube.com/channel/UCP7uiEZIqci43m22KDl0sNw) * [Forum](https://discuss.kotlinlang.org/) * [Kotlin Blog](https://blog.jetbrains.com/kotlin/) * [Subscribe to Kotlin YouTube channel](https://www.youtube.com/channel/UCP7uiEZIqci43m22KDl0sNw) * [Follow Kotlin on Twitter](https://twitter.com/kotlin) * [Public Slack channel](https://slack.kotlinlang.org/) * [TeamCity CI build](https://teamcity.jetbrains.com/project.html?tab=projectOverview&projectId=Kotlin) ## Kotlin Multiplatform capabilities Support for multiplatform programming is one of Kotlin’s key benefits. It reduces time spent writing and maintaining the same code for [different platforms](https://kotlinlang.org/docs/reference/mpp-supported-platforms.html) while retaining the flexibility and benefits of native programming. * [Kotlin Multiplatform Mobile](https://kotlinlang.org/lp/mobile/) for sharing code between Android and iOS * [Getting Started with Kotlin Multiplatform Mobile Guide](https://kotlinlang.org/docs/mobile/create-first-app.html) * [Kotlin Multiplatform Benefits](https://kotlinlang.org/docs/reference/multiplatform.html) * [Share code on all platforms](https://kotlinlang.org/docs/reference/mpp-share-on-platforms.html#share-code-on-all-platforms) * [Share code on similar platforms](https://kotlinlang.org/docs/reference/mpp-share-on-platforms.html#share-code-on-similar-platforms) ## Editing Kotlin * [Kotlin IntelliJ IDEA Plugin](https://kotlinlang.org/docs/tutorials/getting-started.html) ([source code](https://github.com/JetBrains/intellij-community/tree/master/plugins/kotlin)) * [Kotlin Eclipse Plugin](https://kotlinlang.org/docs/tutorials/getting-started-eclipse.html) * [Kotlin Sublime Text Package](https://github.com/vkostyukov/kotlin-sublime-package) ## Build environment requirements This repository is using [Gradle toolchains](https://docs.gradle.org/current/userguide/toolchains.html) feature to select and auto-provision required JDKs from [AdoptOpenJdk](https://adoptopenjdk.net) project. Unfortunately [AdoptOpenJdk](https://adoptopenjdk.net) project does not provide required JDK 1.6 and 1.7 images, so you could either download them manually and provide path to installation via `JDK_16` and `JDK_17` environment variables or use following SDK managers: - [Asdf-vm](https://asdf-vm.com/) - [Jabba](https://github.com/shyiko/jabba) - [SDKMAN!](https://sdkman.io/) Alternatively, it is still possible to only provide required JDKs via environment variables (see [gradle.properties](./gradle.properties#L5) for supported variable names). To ensure Gradle uses only JDKs from environmental variables - disable Gradle toolchain auto-detection by passing `-Porg.gradle.java.installations.auto-detect=false` option (or put it into `$GRADLE_USER_HOME/gradle.properties`). For local development, if you're not working on the standard library, it's OK to avoid installing JDK 1.6 and JDK 1.7. Add `kotlin.build.isObsoleteJdkOverrideEnabled=true` to the `local.properties` file, so build will only use JDK 1.8+. Note, that in this case, build will have Gradle remote build cache misses for some tasks. Note: The JDK 6 for MacOS is not available on Oracle's site. You can install it by ```bash $ brew tap homebrew/cask-versions $ brew install --cask java6 ``` On Windows you might need to add long paths setting to the repo: git config core.longpaths true ## Building The project is built with Gradle. Run Gradle to build the project and to run the tests using the following command on Unix/macOS: ./gradlew <tasks-and-options> or the following command on Windows: gradlew <tasks-and-options> On the first project configuration gradle will download and setup the dependencies on * `intellij-core` is a part of command line compiler and contains only necessary APIs. * `idea-full` is a full blown IntelliJ IDEA Community Edition to be used in the plugin module. These dependencies are quite large, so depending on the quality of your internet connection you might face timeouts getting them. In this case, you can increase timeout by specifying the following command line parameters on the first run: ./gradlew -Dhttp.socketTimeout=60000 -Dhttp.connectionTimeout=60000 ## Important gradle tasks - `clean` - clean build results - `dist` - assembles the compiler distribution into `dist/kotlinc/` folder - `install` - build and install all public artifacts into local maven repository - `coreLibsTest` - build and run stdlib, reflect and kotlin-test tests - `gradlePluginTest` - build and run gradle plugin tests - `compilerTest` - build and run all compiler tests To reproduce TeamCity build use `-Pteamcity=true` flag. Local builds don't run proguard and have jar compression disabled by default. **OPTIONAL:** Some artifacts, mainly Maven plugin ones, are built separately with Maven. Refer to [libraries/ReadMe.md](libraries/ReadMe.md) for details. To build Kotlin/Native, see [kotlin-native/README.md](kotlin-native/README.md#building-from-source). ## <a name="working-in-idea"></a> Working with the project in IntelliJ IDEA Working with the Kotlin project requires at least IntelliJ IDEA 2019.1. You can download IntelliJ IDEA 2019.1 [here](https://www.jetbrains.com/idea/download). After cloning the project, to import the project in IntelliJ choose the project directory in the Open project dialog. Then, after project opened, select `File` -> `New` -> `Module from Existing Sources...` in the menu, and select `build.gradle.kts` file in the project's root folder. In the import dialog, select `use default gradle wrapper`. To be able to run tests from IntelliJ easily, check `Delegate IDE build/run actions to Gradle` and choose `Gradle Test Runner` in the Gradle runner settings after importing the project. At this time, you can use the latest released `1.6.x` version of the Kotlin plugin for working with the code. To make sure you have the latest version installed, use `Tools` -> `Kotlin` -> `Configure Kotlin Plugin Updates`. For handy work with compiler tests it's recommended to use [ Kotlin Compiler Test Helper](https://github.com/demiurg906/test-data-helper-plugin) ### Dependency verification We have a [dependencies verification](https://docs.gradle.org/current/userguide/dependency_verification.html) feature enabled in the repository for all Gradle builds. Gradle will check hashes (md5 and sha256) of used dependencies and will fail builds with `Dependency verification failed` errors when local artifacts are absent or have different hashes listed in the [verification-metadata.xml](https://github.com/JetBrains/kotlin/blob/master/gradle/verification-metadata.xml) file. It's expected that `verification-metadata.xml` should only be updated with the commits that modify the build. There are some tips how to perform such updates: - Use auto-generation for getting an initial list of new hashes (verify updates relate to you changes). `./gradlew -M sha256,md5 help` *(any other task may be used instead of `help`)* - Consider removing old versions from the file if you are updating dependencies. - Leave meaningful `origin` attribute (instead of `Generated by Gradle`) if you did some manual verification of the artifact. - Always do manual verification if several hashes are needed, and a new `also-trust` tag has to be added. - If you’re adding a dependency with OS mentioning in an artifact name (`darwin`, `mac`, `osx`, `linux`, `windows`), remember to add counterparts for other platforms. ## Using -dev and -SNAPSHOT versions We publish `-dev` and `-SNAPSHOT` versions frequently. For `-dev` versions you can use the [list of available versions](https://maven.pkg.jetbrains.space/kotlin/p/kotlin/bootstrap/org/jetbrains/kotlin/kotlin-compiler/maven-metadata.xml) and include this maven repository: `maven { url = uri("https://maven.pkg.jetbrains.space/kotlin/p/kotlin/bootstrap") }` For `-SNAPSHOT` versions that are updated daily, you can use the [list of available versions](https://oss.sonatype.org/content/repositories/snapshots/org/jetbrains/kotlin/kotlin-compiler/maven-metadata.xml) and include this maven repository: `maven { url = uri("https://oss.sonatype.org/content/repositories/snapshots/") }` # License Kotlin is distributed under the terms of the Apache License (Version 2.0). See [license folder](license/README.md) for details. # Contributing Please be sure to review Kotlin's [contributing guidelines](docs/contributing.md) to learn how to help the project.

# Detección y Respuesta [[TOC]] ## Organización de Servicios de detección y respuesta ante ciberincidentes Tipos de servicios: - Vigilancia Digital en el ciberespacio. Monitorizar el ciberespacio para detectar: - Dominios similares a los de la organización que puedan utilizarse para fines no lícitos ([domain squatting o typo squatting](https://es.wikipedia.org/wiki/Typosquatting)) - Uso no autorizado de las marcas de la organización - Contenidos ofensivos para las marcas de la organización - Seguimiento de la identidad digital (de personas de la organización) - Fugas de información - Hacktivismo y activismo en la red - Robo de credenciales - Phishing y farming - Aplicaciones móviles sospechosas - Monitorización y detección, en sistemas propios: - Gestión de logs, envío a SIEM, correlación, alertas - Respuesta - Triaje inicial, contención, análisis de malware, análisis forense ## Soluciones del CCN para gestión de ciberincidentes - [SAT-INET](https://www.ccn-cert.cni.es/gestion-de-incidentes/sistema-de-alerta-temprana-sat/sat-inet.html). Sonda del CCN para detectar tráfico malicioso y abrir incidente en LUCIA. - [SAT-ICS](https://www.ccn-cert.cni.es/gestion-de-incidentes/sistema-de-alerta-temprana-sat/sat-ics.html) Sonda del CCN para detectar tráfico malicioso, especialmente orientado a protocolos industriales. - [LUCIA](ccn-cert.cni.es/soluciones-seguridad/lucia.html). Gestión del ciclo de vida de los ciberincidentes. - [CARMEN](https://www.ccn-cert.cni.es/soluciones-seguridad/carmen.html). Detección de APTs. - [GLORIA](https://www.ccn-cert.cni.es/soluciones-seguridad/gloria.html)- SIEM. - [MONICA](https://www.ccn-cert.cni.es/soluciones-seguridad/monica.html) - SIEM. - [MARIA](https://www.ccn-cert.cni.es/soluciones-seguridad/maria-publico.html). Como un virustotal, pero subiendo las muestras al CCN. - [MARTA](https://www.ccn-cert.cni.es/soluciones-seguridad/marta.html). Sandboxing para ficheros maliciosos, en la nube del CCN. - [REYES](https://www.ccn-cert.cni.es/soluciones-seguridad/reyes.html). Inteligencia de amenazas. Compartición de IOCs. - [CLAUDIA](https://www.ccn-cert.cni.es/soluciones-seguridad/claudia.html) - Seguridad en el endpoint integrada con CARMEN. - [MICROCLAUDIA](https://www.ccn-cert.cni.es/soluciones-seguridad/microclaudia.html) - Protección contra código dañino tipo ransomware en los endpoints. - [VANESA](https://vanesa.ccn-cert.cni.es/userportal/#/home/channel/5e89c77de4b02b452626aff2) Sesiones en vídeo sobre cada una de las herramientas. ## Inteligencia de amenazas - IOCs ¿Qué son los indicadores de compromiso? Los indicadores de compromiso (IOC) son elementos observados en una red o en un sistema operativo que, con alta confianza, indica una intrusión informática. Ejemplos de IOCs son: direcciones IP, URL, hashes de ficheros, nombres de ficheros, cadenas de texto en ficheros, entradas del registro del sistema, etc. Monitorizando la presencia de indicadores de compromiso, las organizaciones pueden detectar ataques y actuar rápidamente para evitar que ocurran brechas o limitar los daños al detener los ataques en etapas anteriores. [CCN-STIC 423 Indicadores de compromiso](https://www.ccn-cert.cni.es/series-ccn-stic/guias-de-acceso-publico-ccn-stic/1090-ccn-stic-423-indicadores-de-compromiso/file.html) Además de elementos concretos, también se puede hablar de [indicadores de ataque](http://www.darkreading.com/attacks-breaches/top-15-indicators-of-compromise/d/d-id/1140647?) como: - Tráfico de red saliente inusual - Anomalías en la actividad de la cuenta de usuario privilegiado - Irregularidades geográficas - Inicio de sesión sospechosos - Aumentos en el volumen de lectura de la base de datos - Tamaños de respuesta HTML - Gran cantidad de solicitudes para el mismo archivo - Tráfico de aplicaciones de puerto no coincidente - Cambios sospechosos en el registro o en los archivos del sistema - Solicitudes de DNS inusuales - Parcheo inesperado de sistemas - Cambios en el perfil del dispositivo móvil - Paquetes de datos en el lugar equivocado - Tráfico web con comportamiento inhumano - Señales de actividad DDoS ¿Cómo compartir IOCs? - [REYES](https://www.ccn-cert.cni.es/soluciones-seguridad/reyes.html). Inteligencia de amenazas. Compartición de IOCs. Solo accesible para organismos públicos. - [TAXII & STIX](https://oasis-open.github.io/cti-documentation/) Trusted Automated Exchange of Indicator Information (TAXII) y Structured Threat Information Expression (STIX). - [MISP](https://www.misp-project.org/) Open Source Threat Intelligence Platform Lista de recursos: - [VirusTotal](https://www.virustotal.com/gui/home) Analiza ficheros y URLs sospechosas para detectar malware y compartirlo automáticamente con la comunidad. - [VirusTotal for Investigators](https://storage.googleapis.com/vt-gtm-wp-media/virustotal-for-investigators.pdf) 150 páginas sobre cómo usar VirusTotal en tus investigaciones de malware. - [Metadefender](https://metadefender.opswat.com/?lang=en) Similar a VirusTotal - [YARA](https://yara.readthedocs.io/en/stable/) - [How to write Yara Rules Guides](https://github.com/neo23x0/blueledger/blob/main/README.md#how-to-write-yara-rules-guides) - [IOC Scanners](https://github.com/neo23x0/blueledger/blob/main/README.md#scanners) - [IOC Bucket (gratuito)](https://www.iocbucket.com/) - [Cisco Talos](https://talosintelligence.com/) - [IBM X-Force Exchange](https://exchange.xforce.ibmcloud.com/) - [URLhaus](https://urlhaus.abuse.ch/) Sharing malicious URLs that are being used for malware distribution. - [Recopilatorio de Threat Inteligence sources](https://github.com/hslatman/awesome-threat-intelligence) - [Intezer](https://analyze.intezer.com/) - [urlscan.io](https://urlscan.io/) - [BinaryEdge](https://app.binaryedge.io/login) - [GreyNoise](https://viz.greynoise.io/) ## Análisis de malware El análisis de malware es la práctica de determinar la funcionalidad, la fuente y el posible impacto de un malware dado, como un virus, gusano, troyano, rootkit o puerta trasera. Este análisis implica dos técnicas fundamentales: análisis estático y análisis dinámico. ### Análisis de malware estático El análisis estático de malware implica la investigación de archivos ejecutables sin que se ejecuten realmente las instrucciones del programa. El análisis estático puede validar si un archivo es malicioso, brindar información sobre su funcionalidad y, en ocasiones, brindar información que puede permitir la creación de firmas (patrones reconocibles). Es básico y puede ser rápido, pero en su mayoría es inútil contra software malicioso sofisticado y puede pasar por alto comportamientos importantes. Recursos interesantes sobre reversing y análisis de malware: - [Practical Malware Analysis](https://www.jaiminton.com/Tutorials/PracticalMalwareAnalysis/) por [Jai Minton](twitter.com/CyberRaiju) - [Reversing WannaCry Part 1 - Finding the killswitch and unpacking the malware in #Ghidra](https://www.youtube.com/watch?v=Sv8yu12y5zM) - [Curso sobre reversing](https://www.youtube.com/channel/UCPNPSP20z4FGfgMJ71VOJjw) - [The Art of Mac Malware](https://taomm.org/vol1/analysis.html) - Curso sobre Reverse Engineering [101](https://malwareunicorn.org/workshops/re101.html#0) [102](https://malwareunicorn.org/workshops/re102.html#0) - [Vídeos de formación sobre malware analysis](https://www.youtube.com/c/0xf0x) ### Análisis dinámico de malware A diferencia del análisis estático, el análisis dinámico ejecuta el malware para observar sus actividades, comprender su funcionalidad e identificar indicadores técnicos que se pueden utilizar para revelar firmas. El análisis dinámico puede revelar nombres de dominio, direcciones IP, ubicaciones de rutas de archivo, claves de registro, ubicaciones de archivos adicionales y también puede clasificar la comunicación con un servidor externo controlado por el atacante para propósitos de comando y control o para descargar otros archivos de malware. Lista de sandboxes y tutoriales para análisis dinámico de malware: - [Any.Run](https://app.any.run/) Plataforma interactiva que permite controlar en tiempo real la aplicación o archivo a analizar. - [EMOTET - Interactive Malware Analysis with ANY.RUN](https://www.youtube.com/watch?v=YLnBPNenH9k) - [Hybrid Analysis](hybrid-analysis.com) [Complete your first Hybrid-Analysis](https://www.youtube.com/watch?v=PQZ2w4XVyEI) - [Joe Sandbox](https://www.joesandbox.com/) - [Valkyrie Sandbox](https://verdict.valkyrie.comodo.com/) - [Cuckoo Sandbox](https://cuckoosandbox.org/) [Malware Analysis Using a Cuckoo Sandbox](https://www.youtube.com/watch?v=7Nm48OQWmA8) - [Blueliv Community](https://community.blueliv.com/#!/sandbox) [Analyzing a malware sample with Blueliv sandbox](https://roman-ramirez.medium.com/analyzing-a-malware-sample-with-blueliv-sandbox-7145a7e6620e) by [Román Ramírez](https://twitter.com/patowc) - [NoDistribute](https://nodistribute.com/) Análisis de malware sin compartir los resultados con terceros. ## Registros de actividad (gestión de logs) Es importante tener en cuenta que no todas las fuentes de logs tienen el mismo volumen generado, ni aportan lo mismo desde un punto de vista de detección de ataques. Por tanto, es conveniente realizar un análisis coste/beneficio para establecer prioridades. Se incluye aquí, una posible lista de fuentes priorizada, elaborada por [@cyb3rops](https://twitter.com/cyb3rops/status/1221580082667499522?s=20):  A modo de ejemplo, en este documento se analizan los diferentes tipos de logs que genera un antivirus, y se destacan aquellos que pueden ser mas relevantes para la detección de amenazas: [Antivirus Event Analysis Cheat Sheet](https://www.nextron-systems.com/wp-content/uploads/2019/10/Antivirus_Event_Analysis_CheatSheet_1.7.2.pdf) elaborado por [@cyb3rops](https://twitter.com/cyb3rops/status/1221580082667499522?s=20) Otro ejemplo sobre qué buscar en los logs del proxy de navegación para detectar actividad maliciosa, elaborado por [@Cyb3rmonk](https://twitter.com/cyb3rmonk)  Otros recursos interesantes: - [OSSEM](https://ossemproject.com/intro.html) Es un proyecto dirigido por la comunidad que se centra principalmente en la documentación y estandarización de los registros de eventos de seguridad de diversas fuentes de datos y sistemas operativos. - Como interpretar los logs de diferentes tecnologías o servicios: - [Windows security logs](https://www.ultimatewindowssecurity.com/securitylog/encyclopedia/default.aspx) - [Azure AD logs](https://docs.microsoft.com/en-us/azure/active-directory/reports-monitoring/reference-azure-monitor-audit-log-schema) - [Interpretando logs de inicio de sesión en Azure AD](https://docs.microsoft.com/en-us/azure/active-directory/reports-monitoring/reference-azure-monitor-sign-ins-log-schema) - [Office 365 logs](https://docs.microsoft.com/en-us/microsoft-365/compliance/detailed-properties-in-the-office-365-audit-log?view=o365-worldwide) - [Linux logs](https://www.plesk.com/blog/featured/linux-logs-explained/) - [DHCP logs](https://www.serverbrain.org/network-planning-2003/understanding-dhcp-server-log-file-format.html) - DNS logs - [DNS Logs](https://nxlog.co/whitepapers/dns-logging) - [DNS Logging parte 1](https://www.domaintools.com/resources/blog/dns-and-domain-logging-a-birds-eye-view) - [DNS Logging parte 2](https://www.domaintools.com/resources/blog/how-targeted-log-collection-strengthens-your-client-and-network-defenses) - [DNS Logging parte 3](https://www.domaintools.com/resources/blog/maximizing-your-defense-with-windows-dns-logging) - [DNS Logging parte 4](https://www.domaintools.com/resources/blog/increase-the-visibility-of-your-linux-dns-servers-with-log-collection) - [DNS Logging parte 5](https://www.domaintools.com/resources/blog/maximizing-your-defense-with-windows-dns-logging) - [Proxy logs](https://www.vanimpe.eu/2016/10/21/proxy-server-logs-incident-response/) - [Security Logs en entornos Cloud](https://www.marcolancini.it/2021/blog-security-logging-cloud-environments-gcp/) - [Logs de Sistema Operativo: Windows y Ubuntu](https://what2log.com/) ## Correlación eventos - SIEM ¿Qué es un SIEM? Es un sistema de seguridad compuesto por múltiples componentes de monitorización y análisis destinados a ayudar a las organizaciones a detectar amenazas y mitigarlas. Un SIEM combina una serie disciplinas y herramientas de seguridad bajo un paraguas integral: * Gestión de registros (LMS): herramientas utilizadas para la recopilación y el almacenamiento de registros tradicionales. * Gestión de la información de seguridad (SIM): herramientas o sistemas que se centran en recopilar y gestionar datos relacionados con la seguridad de múltiples fuentes de datos. Estas fuentes de datos pueden ser, por ejemplo, firewalls, servidores DNS, enrutadores, aplicaciones antivirus. * Gestión de eventos de seguridad (SEM): sistemas que se basan en la supervisión y el análisis proactivos, incluida la visualización de datos, la correlación de eventos y las alertas. SIEM es el término que se utiliza hoy en día para un sistema de gestión que fusiona todo lo anterior en una sola capa que sabe cómo recopilar y procesar automáticamente información de fuentes distribuidas, almacenarla en una ubicación centralizada, correlacionar entre diferentes eventos y producir alertas e informes basados en esta información. Componentes de un SIEM: * Agregación: al representar la salida sin procesar de los procesos en ejecución en un entorno digital, los registros son la fuente perfecta para proporcionar una imagen precisa de lo que está sucediendo en tiempo real. * Procesamiento y normalización: el mayor desafío en la recopilación de datos en el contexto de SIEM es superar la variedad de formatos de registro. Un sistema SIEM, por su propia naturaleza, extraerá datos de una gran cantidad de capas (servidores, firewalls, enrutadores de red, bases de datos), por nombrar solo algunas, cada una de las cuales registrará un formato diferente. * Correlación: una vez recopilados, analizados y almacenados, el siguiente paso en los sistemas SIEM es el de conectar los puntos y correlacionar los eventos de las diferentes fuentes de datos. Este trabajo de correlación se basa en reglas proporcionadas por varias herramientas SIEM, predefinidas para diferentes escenarios de ataque, o creadas y ajustadas por el analista. * Presentación: la capacidad de visualizar datos y eventos es otro componente clave en los sistemas SIEM, ya que permite a los analistas ver datos fácilmente. Los paneles que contienen múltiples visualizaciones o vistas ayudan a identificar tendencias, anomalías y monitorizar el estado general o de seguridad de un entorno. Algunas herramientas SIEM vendrán con paneles prefabricados, mientras que otras permitirán a los usuarios crear y ajustar los suyos propios. * Mitigación y remediación: una vez que se implementan las reglas de correlación y se crean los paneles de control para proporcionar una descripción general completa del sistema, el último componente clave de un sistema SIEM es cómo se manejan los incidentes una vez identificados. La mayoría de los sistemas SIEM admiten mecanismos para contener y mitigar automáticamente los eventos de seguridad. Por ejemplo, según las reglas de correlación, se puede configurar un sistema SIEM para que comience automáticamente un proceso de escalamiento interno: ejecutar scripts que inician el proceso de contención y pasar el balón al recurso correcto en la organización activando una alerta, abriendo un ticket, etc. Recursos interesantes:: - [SIGMA Rules](https://github.com/Neo23x0/sigma). Lenguaje para describir reglas de correlación. - [Godmode Sigma Rule](https://gist.github.com/Neo23x0/811db09add59068a7a80273d7e5f6e0f) - [Godmode Yara Rule](https://gist.github.com/Neo23x0/f1bb645a4f715cb499150c5a14d82b44) - [2021. 600 reglas para tu SIEM](https://docs.splunksecurityessentials.com/content-detail/) - [2020. 8 WAYS TO DETECT MALICIOUS FIREWALL TRAFFIC USING SIEM](https://blueteamblog.com/8-ways-to-detect-malicious-firewall-traffic-using-siem) - [2020. 18 WAYS TO DETECT MALCIOUS ACTIONS IN YOUR ACTIVE DIRECTORY LOGS USING SIEM](https://blueteamblog.com/18-ways-to-detect-malcious-actions-in-your-active-directory-logs-using-siem) - [2020. Tips to improve your SIEM](https://blueteamblog.com/tips-to-improve-your-siem) - [2020. 7 WAYS TO MONITOR YOUR ORACLE DATABASE USING SIEM](https://blueteamblog.com/7-ways-to-monitor-your-oracle-database-using-siem) - [2020. 7 WAYS TO MONITOR YOUR OFFICE 365 LOGS USING SIEM](https://blueteamblog.com/7-ways-to-monitor-your-office-365-logs-using-siem) - [2019. A Blue Team guide to Azure & Office 365 monitoring](https://0x00sec.org/t/a-blue-team-guide-to-azure-office-365-monitoring/14411) - [Using the ELK Stack for SIEM](https://logz.io/blog/elk-siem/) - [How to Elastic SIEM](https://itnext.io/how-to-elastic-siem-part-1-a39167b8bd23) - [Elastic Training](https://www.elastic.co/es/training/free) - [how I setup my ELK-SIEM + Wazuh workstations](https://github.com/watsoninfosec/ELK-SIEM) - Splunk (enlaces cortesía de [@blueteamblog](https://twitter.com/blueteamblog)) - [Curso gratuito Splunk](https://www.splunk.com/en_us/training/free-courses/overview.html) - [Install Splunk](https://docs.splunk.com/Documentation/Splunk/latest/Installation/Whatsinthismanual) - [Ejemplos de investigación en SIEM con Splunk](https://cyberdefenders.org/search/labs/?q=Boss) - [Blog Splunk](https://www.splunk.com/en_us/blog) - QRadar (enlaces cortesía de [@blueteamblog](https://twitter.com/blueteamblog)) - [Curso gratuito QRadar](https://www.securitylearningacademy.com/local/navigator/index.php?level=sisi01) - [Howto setup QRadar](https://www.youtube.com/watch?v=_fltNyDIkq4&list=PLHh9jhztlMyoySfUKODp-z4RYZTM6aWIx&index=3) - Azure Sentinel (enlaces cortesía de [@blueteamblog](https://twitter.com/blueteamblog)) - [Learning Path Azure Sentinel](https://docs.microsoft.com/en-us/learn/paths/security-ops-sentinel/) - [Overview](https://www.youtube.com/watch?v=zTMFX0KytiU) - [Howto setup Sentinel](https://techcommunity.microsoft.com/t5/azure-sentinel/azure-sentinel-to-go-part1-a-lab-w-prerecorded-data-amp-a-custom/ba-p/1260191) - [Blog sobre Sentinel](https://azurecloudai.blog/category/azure-sentinel/) ## Centros de Operaciones de Seguridad (SOCs) ### CSIRTs en España Un equipo de respuesta a emergencias informáticas es un término histórico para un grupo de expertos que maneja incidentes de seguridad informática. "CERT" no debe usarse genéricamente como un acrónimo de este término, ya que está registrado como una marca comercial en la Oficina de Patentes y Marcas Registradas de los Estados Unidos. Por esta razón, se propone como nombre alternativo "Computer Security Incident Response Team (CSIRT), en español, equipo de respuesta a incidentes de seguridad informática. [Equipos de Ciberseguridad y Gestión de Incidentes españoles (CSIRT)](https://www.csirt.es/index.php/es/) Enlaces interesantes: - [El SOC de la AGE](https://www.ccn.cni.es/index.php/es/ccn-cert-menu-es/soc-age/soc-age-faq) Preguntas y respuestas. - [2020 Setting up a CSIR](https://www.enisa.europa.eu/topics/trainings-for-cybersecurity-specialists/online-training-material/setting-up-a-csirt) ENISA - [2020. Expel. Performance metrics, part 1: Measuring SOC efficiency](https://expel.io/blog/performance-metrics-measuring-soc-efficiency/) - [2020. Expel. Performance metrics, part 2: Keeping things under control](https://expel.io/blog/performance-metrics-keeping-things-under-control/) - [2019. Introducing the Funnel of Fidelity](https://posts.specterops.io/introducing-the-funnel-of-fidelity-b1bb59b04036)  - [2019. 7 habits of highly effective SOCs](https://expel.io/blog/7-habits-highly-effective-socs/) - [2020. Expel. Behind the scenes in the Expel SOC: Alert-to-fix in AWS](https://expel.io/blog/behind-the-scenes-expel-soc-alert-aws/) - [2020. Introducing a mind map for AWS investigations](https://expel.io/blog/mind-map-for-aws-investigations/) - [Evaluar el nivel de madurez. SOC-CMM](https://www.soc-cmm.com/introduction/) - [Cómo montar un SOC en casa](https://www.youtube.com/watch?v=TOnlk1AHn1Q) Alejandro Aliaga. Navaja Negra. 2019. - [Código ético para equipos de respuesta a ciberincidentes](https://ethicsfirst.org/) FIRST. ## Threat Hunting - [2020. From threat intelligence to client scanning](https://www.vanimpe.eu/2020/11/13/from-threat-intelligence-to-client-scanning/) MISP -> Loki -> Logstash -> Kibana - [2020. ElevenPaths. "TheTHE: The Threat Hunting Environment"](https://empresas.blogthinkbig.com/thethe-threat-hunting-environment-nuestra-herramienta-para-investigadores/) - [2020. Blog de Menasec sobre threat hunting](https://blog.menasec.net/) - [2020. Sesión del CCN sobre Threat Hunting](https://vanesa.ccn-cert.cni.es/userportal/#/player/vod/Uec62bde1a8764b1983d7b871811afbf5) - [2020 - TODO sobre cómo defenderse de Cobalt Strike](https://github.com/MichaelKoczwara/Awesome-CobaltStrike-Defence) - [2019. Detecting the Unknown: A Guide to Threat Hunting](https://hodigital.blog.gov.uk/wp-content/uploads/sites/161/2020/03/Detecting-the-Unknown-A-Guide-to-Threat-Hunting-v2.0.pdf?utm_content=146241199&utm_medium=social&utm_source=twitter&hss_channel=tw-2462899111) - [Guía de referencia sobre Movimiento Lateral](https://secureservercdn.net/160.153.138.53/x27.24e.myftpupload.com/download/Lateral-Movement-Analyst-Reference.pdf?time=1599801482) - [Lateral Movement Detection GPO Settings Cheat Sheet](https://compass-security.com/fileadmin/Datein/Research/White_Papers/lateral_movement_detection_basic_gpo_settings_v1.0.pdf) - [Guía de referencia sobre Windows Event Log](https://secureservercdn.net/160.153.138.53/x27.24e.myftpupload.com/download/Windows-Event-Log-Analyst-Reference.pdf?time=1599801482) - [Catching Lazarus: Threat Intelligence to Real Detection Logic - Part One](https://labs.f-secure.com/blog/catching-lazarus-threat-intelligence-to-real-detection-logic/) - [Catching Lazarus: Threat Intelligence to Real Detection Logic - Part Two](https://labs.f-secure.com/blog/catching-lazarus-threat-intelligence-to-real-detection-logic-part-two) - Threat hunting: cazando sin salir de casa. SecurityAtWork [ParteI](https://www.securityartwork.es/2020/09/21/threat-hunting-cazando-sin-salir-de-casa-i/) [Parte2](https://www.securityartwork.es/2020/09/25/threat-hunting-cazando-sin-salir-de-casa-ii/), [Parte3](https://www.securityartwork.es/2020/09/29/threat-hunting-iii-cazando-sin-salir-de-casa-kibana/), [Parte4](https://www.securityartwork.es/2020/10/07/threat-hunting-cazando-sin-salir-de-casa-grafiki-iv/), [Parte5](https://www.securityartwork.es/2020/10/15/threat-hunting-v-cazando-sin-salir-de-casa-jupyter-notebooks/) - [Detecting Kerberoasting Activity](https://www.hub.trimarcsecurity.com/post/trimarc-research-detecting-kerberoasting-activity) - [Detecting Password Spraying with Security Event Auditing](https://www.hub.trimarcsecurity.com/post/trimarc-research-detecting-password-spraying-with-security-event-auditing) - [LogonTracer](https://github.com/JPCERTCC/LogonTracer) Herramienta del JPCERT para investigar logons en directorio activo presentándolos de forma gráfica. - [What’s Lateral Movement?](https://hencinski.medium.com/whats-lateral-movement-71c54201140a) [Modelo de madurez en Threat Hunting](https://hodigital.blog.gov.uk/wp-content/uploads/sites/161/2020/03/Detecting-the-Unknown-A-Guide-to-Threat-Hunting-v2.0.pdf?utm_content=146241199&utm_medium=social&utm_source=twitter&hss_channel=tw-2462899111)  ## Vulnerability Disclosure y Bug Bounties - [Security.txt](https://securitytxt.org/). Propuesta de estándar para que los investigadores puedan contactar con los responsable de seguridad de los sitios y aplicaciones web a través del fichero https://xxxx.org/.well-known/security.txt ¿Qué es un Bug Bounty? Un "Bug Bounty" es un "trato" ofrecido por muchos sitios web, organizaciones y desarrolladores de software mediante el cual los investigadores pueden recibir reconocimiento y compensación por informar de errores, especialmente aquellos relacionados con vulnerabilidades de seguridad. Estos programas permiten a los desarrolladores descubrir y resolver errores antes de que el público en general los conozca, evitando su abuso por parte de actores maliciosos. En los últimos años, un gran número de organizaciones han implementado programas de "Bug Bounty". Es destacable que organizaciones tradicionalmente conservadoras, como el Departamento de Defensa de los Estados Unidos, han comenzado a utilizar "Bug Bounties" (véase ["Hack the Pentagon"](https://www.hackerone.com/hack-the-pentagon) o [Hack the Air Force](https://www.hackerone.com/press-release/us-department-defense-concludes-third-hack-air-force-bug-bounty-challenge-hackerone)). Se trata de un cambio de posición importante ya que, históricamente, este tipo de organizaciones eran mas proclives a amenazar a los investigadores con demandas legales en lugar de incentivarles a participar en estos programas como parte de una política de divulgación de vulnerabilidades integral. [Cómo llevar a cabo un programa de "Bug Bounty"](https://medium.com/@berton.julian/part-5-a-guide-to-running-a-bug-bounty-program-71a829f90f94) ## Defensa Activa (Deception) - [MITRE SHIELD](https://shield.mitre.org/matrix/) - [2020. The Art of the Honeypot Account: Making the Unusual Look Normal](https://www.hub.trimarcsecurity.com/post/the-art-of-the-honeypot-account-making-the-unusual-look-normal) - [2019. How Deception Technology Can Defend Networks](https://medium.com/@eddies_47682/how-deception-technology-can-defend-networks-914864bf9f53#:~:text=Modern%20deception%20technology%20involves%20distributing,be%20accessed%20by%20anyone%20legitimately.) - [2015. ¿Qué es la Defensa Activa?](https://www.ccn-cert.cni.es/documentos-publicos/ix-jornadas-stic-ccn-cert/1258-p2-01-defensa-activa-dbarroso/file.html) - HoneyTokens o [CanaryTokens](https://blog.thinkst.com/p/canarytokensorg-quick-free-detection.html) - [Kushtaka](https://kushtaka.io/) - [Recopilatorio recursos honeypots](https://github.com/paralax/awesome-honeypots) <!-- Ejemplos de alertas que se pueden configurar con honeytokens:  --> ## Reflexiones Redteam-Blueteam-Purpleteam-Yellowteam - [RedBluePurple](https://danielmiessler.com/study/red-blue-purple-teams/) ¿Qué significa cada color?  ## Respuesta a ciberincidentes ### Procedimientos generales de alto nivel #### Por organismos españoles - [GUÍA NACIONAL DE NOTIFICACIÓN Y GESTIÓN DE CIBERINCIDENTES](https://www.incibe-cert.es/sites/default/files/contenidos/guias/doc/guia_nacional_notificacion_gestion_ciberincidentes.pdf) aprobada por el Consejo Nacional de Ciberseguridad. 2020.  - [CCN-STIC-817](https://www.ccn-cert.cni.es/series-ccn-stic/800-guia-esquema-nacional-de-seguridad/988-ccn-stic-817-gestion-de-ciberincidentes/file.html) Esquema Nacional de Seguridad. Gestión de ciberincidentes  <!---->  - [GESTIÓN DE CIBERCRISIS. BUENAS PRÁCTICAS EN LA GESTIÓN DE CRISIS DE CIBERSEGURIDAD](https://www.ccn-cert.cni.es/informes/informes-ccn-cert-publicos/5428-ccn-cert-bp-20-buenas-pra-cticas-en-la-gestio-n-de-cibercrisis-1/file.html) CCN-CERT. #### Por organismos internacionales - [Computer Security Incident Handling Guide. NIST](https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.800-61r2.pdf) ### Reflexiones generales sobre Incident Response - [NIST SP 800-61. Computer Security Incident Handling Guide](https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.800-61r2.pdf) - [Cyber Security Incident Management Guide by Cyber Security Coalition](https://www.cybersecuritycoalition.be/content/uploads/cybersecurity-incident-management-guide-EN.pdf) - [Incident Response Plan 101: How to Build One, Templates and Examples](https://www.exabeam.com/incident-response/incident-response-plan/) ### Respondiendo a Ransomware - [CCN-CERT BP/04 Ransomware (2018)](https://www.ccn-cert.cni.es/informes/informes-ccn-cert-buenas-practicas-bp/2088-ccn-cert-bp-04-ransomware/file.html) - [Ransomware Protection and Containment Strategies for Endpoints. FIREEYE](https://www.fireeye.com/content/dam/fireeye-www/current-threats/pdfs/wp-ransomware-protection-and-containment-strategies.pdf) - [NoMoreRansom](https://www.nomoreransom.org/es/index.html) Iniciativa de Europol y fabricantes para proporcionar ayuda a afectados por ransomware. ### Respondiendo a DDoS - [CCN Abstract - Ataques DDoS. Recomendaciones y buenas prácticas (2020)](https://www.ccn-cert.cni.es/informes/abstracts/4925-ataques-ddos-recomendaciones-y-buenas-practicas/file.html) ### Respondiendo a brechas de datos personales - [AEPD - Guía para la notificación de brechas de datos personales](https://www.aepd.es/sites/default/files/2019-09/guia-brechas-seguridad.pdf) - [AEPD - Notificación de brechas de datos personales a la Autoridad de Control](https://www.aepd.es/es/derechos-y-deberes/cumple-tus-deberes/medidas-de-cumplimiento/brechas-de-datos-personales-notificacion) - [AEPD - Comunicación de brechas de datos personales a las personas afectadas](https://www.aepd.es/es/derechos-y-deberes/cumple-tus-deberes/medidas-de-cumplimiento/comunicacion-de-brechas-de-datos) - [AEPD - Herramienta Comunica-Brecha RGPD](https://www.aepd.es/es/guias-y-herramientas/herramientas/comunica-brecha-rgpd) - [AEPD - Formulario de notificación de brechas de datos personales a la AEPD](https://sedeagpd.gob.es/sede-electronica-web/vistas/formBrechaSeguridad/procedimientoBrechaSeguridad.jsf) - [EDPB - Guidelines 01/2021 on Examples regarding Data Breach Notification](https://edpb.europa.eu/our-work-tools/our-documents/guidelines/guidelines-012021-examples-regarding-personal-data-breach_en) ### Respondiendo a incidentes con el correo electrónico - Business Email Compromise (BEC) - [Consejos y recomendaciones para responder a un BEC](https://iheartmalware.medium.com/bec-response-guide-tips-for-responding-to-business-email-compromise-incidents-fbb6744e056a) ### Respondiendo a incidentes en tecnologías concretas - [Respuesta a un compromiso del Directorio Activo](https://m365internals.com/2021/04/27/practical-compromise-recovery-guidance-for-active-directory/) - [AWS Security Incident Response Guide](https://d1.awsstatic.com/whitepapers/aws_security_incident_response.pdf) - [AWS Incident Response template. Web Application Dos/DDoS Attack](https://github.com/aws-samples/aws-incident-response-runbooks/blob/master/runbooks/runbook%20sample%20-%20DoS%20or%20DDoS%20attack.md) - [2020. Introducing a mind map for AWS investigations](https://expel.io/blog/mind-map-for-aws-investigations/) ### SOAR / Playbooks - [IncidentResponse.com](https://www.incidentresponse.com/playbooks/) Multitud de playbooks estructurados. - [Malware](https://www.incidentresponse.com/playbooks/malware-outbreak) - [Phishing](https://www.incidentresponse.com/playbooks/phishing) - [Robo de datos](https://www.incidentresponse.com/playbooks/data-theft) - [Virus](https://www.incidentresponse.com/playbooks/virus-outbreak) - [Denegación de Servicio (DoS)](https://www.incidentresponse.com/playbooks/ddos) - [Acceso no autorizado](https://www.incidentresponse.com/playbooks/unauthorized-access) - [Elevación de privilegios](https://www.incidentresponse.com/playbooks/elevation-of-privilege) - [Acceso root](https://www.incidentresponse.com/playbooks/root-access) - [Uso impropio](https://www.incidentresponse.com/playbooks/improper-computer-usage) - [Top 5 Cyber Security Incident Response Playbooks](https://ayehu.com/cyber-security-incident-response-automation/top-5-cyber-security-incident-response-playbooks/) ### Análisis Forense - ["Chuleta" Digital Forensics and Incident Response](https://www.jaiminton.com/cheatsheet/DFIR/#) - [Windows Forensic Analysis](https://www.geeksforgeeks.org/windows-forensic-analysis/) - [Autopsy](https://www.autopsy.com/) Plataforma opensource para análisis forense en Windows. - [Linux Forensics — Some Useful Artifacts](https://medium.com/@tho.le/linux-forensics-some-useful-artifacts-74497dca1ab2) - [Análsis Forense en OSX](https://www.kitploit.com/2019/07/osxcollector-forensic-evidence.html?m=1) - [Android Forensic Acquisition Techniques](https://medium.com/@lucideus/android-forensic-acquisition-techniques-lucideus-forensics-e7671dbac984) - [DFRWS](https://www.youtube.com/c/DFRWS/videos) Canal de Youtube con vídeos sobre forensic en inglés. - [Recopilatorio de ficheros PCAP para análisis](https://www.netresec.com/?page=PcapFiles) - [Otro recopilatorio de ficheros PCAP para análisis](https://www.malware-traffic-analysis.net/) - [Módulo powershell para recuperar logs O365](https://github.com/ANSSI-FR/DFIR-O365RC) ## Otros recursos Lista de CTFs con orientación defensiva (blue): - [Cyberdefenders Challenges](https://cyberdefenders.org/labs/?type=ctf) Incluye investigaciones en SIEM, análisis de PCAPs, análisis de memoria, etc. La parte de Challenges es free, la parte de labs tiene coste. - [Splunk Boss of the SOC V](https://www.splunk.com/en_us/blog/conf-splunklive/bots-v-at-conf20.html) - [DFIR CTF Challenges - Unizar](https://ctf.unizar.es/) - [DFIR CTF images](https://dfir.training/ctfs-images) Recursos generales de "Blue Team": - [Megarepositorio BlueTeam](https://github.com/fabacab/awesome-cybersecurity-blueteam) - [30 Herramientas para BlueTeam](https://securitytrails.com/blog/blue-team-tools) - [Machine Learning for cibersecurity](https://github.com/jivoi/awesome-ml-for-cybersecurity) Respositorio - [Lista de herramientas gratuitas creadas por instructores de SANS](https://www.sans.org/img/free-faculty-tools.pdf?msc=sans-free-lp) Hay blue+red. - [Blue Team Training Toolkit](https://www.bt3.no/) - [Repositorio sobre Incident Response](https://github.com/meirwah/awesome-incident-response) - [151 páginas con CheatSheets para BlueTeam](https://itblogr.com/wp-content/uploads/2020/04/The-Concise-Blue-Team-cheat-Sheets.pdf) Herramientas para gestión ciberincidentes: ## Otras soluciones para gestión de ciberincidentes - [TheHive](https://github.com/TheHive-Project/TheHive/) y [Cortex](https://github.com/TheHive-Project/Cortex)

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <hr> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <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> _{Stop struggling with scattered API keys, hacking together home-brewed tools,} <br> ^{and avoiding access controls. 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Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </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. - [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/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. - [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. ## 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. - [Golem](https://github.com/golemfactory/awesome-golem#readme) - Open source peer-to-peer marketplace for computing resources. ## 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. ## 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.

# RAPIDS Community Contrib --- ## Table of Contents * [Intro](#intro) * [Exploring the Repo](#exploring) * [Great places to get started](#get_started) * [Additional Resources](#more) --- ## Introduction <a name="intro"></a> Welcome to the community contributed notebooks repo! (formerly known as Notebooks-Extended) The purpose of this collection is to introduce RAPIDS to new users by providing useful jupyter notebooks as learning aides. This collection of notebooks are direct community contributions by the RAPIDS team, our Ecosystem Partners, and RAPIDS users like you! ### What do you mean "Community Notebooks" These notebooks are for the community. It means: 1. YOU can contribute workflow examples, tips and tricks, or tutorials for others to use and share! [We ask that you follow our Testing and PR process.](#contributing) 2. If your notebook is awesome, your notebook can be featured There are some additional Community Responsibilities, as the RAPIDS team isn't maintaining these notebooks - If you write an awesome notebook, please try to keep it maintained. You'll be mentioned on the issue. - If you find an issue, don't just file an issue - please attempt to fix it! - If a notebook has a problem and/or its last tested RAPIDS release version is in legacy, it may be removed to archives. ### RAPIDS Showcase Notebooks These notebooks are built by the RAPIDS team and will be maintained by them. When we remove the notebooks, it will become community maintained until it hits `the_archive` ### RAPIDS Event Notebooks [These notebooks that we presented at conferences or meetups](https://github.com/rapidsai-community/event-notebooks). While we strive to use open source or easily accessible data, some notebooks may require datasets that have restricted access. They also will be frozen in time and not maintained as RAPIDS progresses. Please download the appropriate RAPIDS version that these workflows were build on or expect to update them to the newer verisons. Your favorite notebooks from our previous events can now be found there as well! ### How to Contribute <a name="contributing"></a> Please see our [guide for contributing to notebooks-contrib](CONTRIBUTING.md). Once you've followed our guide, please don't forget to [test your notebooks!](TESTING.md) before making a PR. ## Exploring the Repo <a name="exploring"></a> ### Folders - `getting_started_notebooks` - “how to start using RAPIDS”. Contains notebooks showing "hello worlds", getting started with RAPIDS libraries, and tutorials around RAPIDS concepts. - `community_tutorials_and_guides` - community contributed “how to accomplish your workflows with RAPIDS”. Contains notebooks showing algorithm and workflow examples, benchmarking tools, and some complete end-to-end (E2E) workflows. - `community_archive` - This contains notebooks with known issues that have not have not been fixed in 45 days or more. contains shared notebooks mentioned and used in blogs that showcase RAPIDS workflows and capabilities - `the_archive` - contains older notebooks from community members as well as notebooks that the RAPIDS team no longer updates, but are useful to the community, such as [`archived_rapids_blog_notebooks`](community_relaunch/the_archive/archived_rapids_blog_notebooks), [`archived_rapids_event_notebooks`](the_archive/archived_rapids_event_notebooks), and [`competition_notebooks`](the_archive/archived_rapids_competition_notebooks) - `data` - contains small data samples used for purely functional demonstrations. Some notebooks include cells that download larger datasets from external websites. ## Great places to get started <a name="get_started"></a> ### Topics Click each topic to expand <details> <summary>RAPIDS Libraries Basics</summary> #### Teaching Notebooks and User Guides * [Intro to RAPIDS Crash Course](getting_started_materials/README.md) * [Intro Notebooks to RAPIDS](getting_started_materials/intro_tutorials_and_guides)- covers cuDF, Dask, cuML and XGBoost. * [Official RAPIDS User Guides](https://docs.rapids.ai/user-guide) * [10 Minutes to cuDF and Dask cuDF](https://docs.rapids.ai/api/cudf/stable/user_guide/10min/) * [cuDF for Data Scientists: Functions for Data Wrangling (External)](https://medium.com/@tiraldj/cudf-for-data-scientists-part-1-2-functions-for-data-wrangling-12a8f889b33e#e7ee) - by [Mohammed R. Osman]() * [Learn RAPIDS Getting Started Tour (External)](https://github.com/RAPIDSAcademy/rapidsacademy/tree/master/tutorials/datasci/tour) * [Hello Worlds](getting_started_materials/hello_worlds) #### Official Cheat Sheets * [cuDF Cheat Sheet (PDF Download)](https://forums.developer.nvidia.com/uploads/short-url/mIndAvHNud3UXeWwC7Ore3d021D.pdf) * [BlazingSQL Cheat Sheet (PDF Download)](https://forums.developer.nvidia.com/uploads/short-url/v0Wt2kUisxHUwr9fJSD6yA1J2bP.pdf) * [cuGraph Cheat Sheet (PDF Download)](https://forums.developer.nvidia.com/uploads/short-url/kIbMG6LZjFfLFibbyqvVl2XcSbB.pdf) * [RAPIDS-Dask Cheat Sheet (PDF Download)](https://forums.developer.nvidia.com/uploads/short-url/xiN07MC8FSHsXS6lekxSaY1CWs4.pdf) * [CLX and cyBert Cheat Sheet (PDF Download)](https://forums.developer.nvidia.com/uploads/short-url/edzS5WizVTYZMWRtTl3AqHI5AL4.pdf) * [cuSignal Cheat Sheet (PDF Download)](https://forums.developer.nvidia.com/uploads/short-url/hkh6vQ2rzl6mAHL8Vt0CYhctark.pdf) </details> <details> <summary>Deploying RAPIDS</summary> * [Official RAPIDS Deployment Guide](Deploying RAPIDS — RAPIDS Deployment Documentation documentation) * [Video- Tutorial of RAPIDS on AWS Sagemaker](https://www.youtube.com/watch?v=BtE4d0v6Css) * [Video- Tutorial of RAPIDS on AzureML](https://www.youtube.com/watch?v=aqTmVVFnEwI) * [Bursting Data Science Workloads to GPUs on Google Cloud Platform with Dask Cloud Provider (Blog with Code snippets)](https://medium.com/rapids-ai/bursting-data-science-workloads-to-gpus-on-google-cloud-platform-with-dask-cloud-provider-685be1eff204) * [Step by Step - Tutorial of RAPIDS on IBM Virtual Server Instance](https://medium.com/@ahmed_82744/deploy-rapids-on-ibm-cloud-virtual-server-for-vpc-ce3e4b3ede1c)- by [Muhammad Arif](https://www.linkedin.com/in/arifnafees/) in collabaration with [Syed Afzal Ahmed](https://www.linkedin.com/in/syed-ahmed-6927749/) * [Step by Step - Tutorial of RAPIDS on IBM Kubernetes Service](https://medium.com/@ahmed_82744/deploy-rapids-on-ibm-cloud-kubernetes-service-920de68dc6c4)- by [Muhammad Arif](https://www.linkedin.com/in/arifnafees/) in collabaration with [Syed Afzal Ahmed](https://www.linkedin.com/in/syed-ahmed-6927749/) </details> <details> <summary>Multi GPU </summary> #### Getting Started * [Hello Word to Dask](getting_started_materials/hello_worlds/Dask_Hello_World.ipynb) * [Intro to Dask](getting_started_materials/intro_tutorials_and_guides/03_Introduction_to_Dask.ipynb) * [Dask using cuDF](getting_started_materials/intro_tutorials_and_guides/04_Introduction_to_Dask_using_cuDF_DataFrames.ipynb) * [Learn RAPIDS Multi GPU Mini Tour (External)](https://github.com/RAPIDSAcademy/rapidsacademy/tree/master/tutorials/multigpu/minitour) #### Example Workflows * [NYC Taxi on Dataproc (or Local)](https://github.com/rapidsai-community/notebooks-contrib/blob/main/community_tutorials_and_guides/taxi/NYCTaxi-E2E.ipynb) * [Weather Analysis](community_tutorials_and_guides/intermediate_notebooks/examples/weather.ipynb) * Dask Mortgage Analysis * Performance Mortgage Analysis * [State of the art NLP at scale with RAPIDS, HuggingFace and Dask (Blog and Code)](https://medium.com/rapids-ai/state-of-the-art-nlp-at-scale-with-rapids-huggingface-and-dask-a885c19ce87b) * [LearnRAPIDS Multi-GPU Mini Tour (External)](https://github.com/RAPIDSAcademy/rapidsacademy/tree/master/tutorials/multigpu/minitour) #### Dask Tricks * [Monitoring Dask RAPIDS with Prometheus and Grafana (Blog with Code)](https://medium.com/rapids-ai/monitoring-dask-rapids-with-prometheus-grafana-96eaf6b8f3a0) * [Scheduling & Optimizing RAPIDS Workflows with Dask and Prefect (Blog and Code)](https://medium.com/rapids-ai/scheduling-optimizing-rapids-workflows-with-dask-and-prefect-6fc26d011bf) * [Filtered Reading with RAPIDS & Dask to Optimize ETL (Blog and Code)](https://medium.com/rapids-ai/filtered-reading-with-rapids-dask-to-optimize-etl-5f1624f4be55) </details> <details> <summary>RAPIDS and Deep Learning </summary> * [Official RAPIDSAI Deep Learning Repo](https://github.com/rapidsai/deeplearning) * [GPU Hackthons RAPIDS + Deep Learning Crash Course](https://github.com/gpuhackathons-org/gpubootcamp/blob/master/ai/RAPIDS/) * [deeplearningwizard.com's Wizard Tutorial](https://github.com/ritchieng/deep-learning-wizard/) (External, uses Google Colab) </details> <details> <summary>Data Visualizations with RAPIDS </summary> #### Offical RAPIDS Demos * [Intro to cuXFilter](https://github.com/rapidsai-community/showcase/blob/main/team_contributions/cuxfilter-tutorial/cuxfilter_tutorial.ipynb) * [Spatial Analytics Viz](https://github.com/exactlyallan/Spatial-Analytics-Viz/tree/main) #### Tutorials * [Visual EDA on NYC Taxi Spatial Analytics (As Shown in PyDataDC Meetup 11/2020)](https://github.com/taureandyernv/rapidsai_visual_eda) * [RAPIDS + Plot.ly Dask Tutorial (As shown in PyDataTT on 05/2021)](https://github.com/taureandyernv/rapids-plotly-webapps/tree/main). </details> <details> <summary>Streaming Data </summary> * [Chinmay Chandak's cuStreamz Gists (External)](https://gist.github.com/chinmaychandak) * [Using cuStreamz to Accelerate your Kafka Datasource (Blog)](https://medium.com/rapids-ai/the-custreamz-series-the-accelerated-kafka-datasource-4faf0baeb3f6) * [GPU accelerated Stream processing with RAPIDS (Blog)](https://medium.com/rapids-ai/gpu-accelerated-stream-processing-with-rapids-f2b725696a61) * [Hello World Streaming Data](getting_started_materials/hello_worlds/hello_streamz.ipynb) </details> <details> <summary>NLP</summary> * [NLP with Hashing Vectorizer (Blog)](https://medium.com/rapids-ai/gpu-text-processing-now-even-simpler-and-faster-bde7e42c8c8a) * [Show me the Word Count (Archives)](the_archive/archived_rapids_blog_notebooks/nlp/show_me_the_word_count_gutenberg) </details> <details> <summary>Graph Analytics </summary> </details> <details> <summary>GIS/Spatial Analytics </summary> * [Seismic Facies Analysis (External)](https://github.com/NVIDIA/energy-sdk/tree/master/rapids_seismic_facies) </details> <details> <summary>Genomics </summary> * [Clara Parabricks Single Cell Analytics Repo](https://github.com/clara-parabricks/rapids-single-cell-examples) - [Notebooks](https://github.com/clara-parabricks/rapids-single-cell-examples/tree/master/notebooks) * [RAPIDS Single Cell Analytics with updated scanpy wrappers](https://github.com/Intron7/rapids_singlecell) - by [Severin Dicks](https://github.com/Intron7) ([Institute of Medical Bioinformatics and Systems Medicine](https://www.uniklinik-freiburg.de/institut-fuer-medizinische-bioinformatik-und-systemmedizin/englisch/en.html), Freiburg) * [Video - GPU accelerated Single Cell Analytics](https://www.youtube.com/watch?v=nYneL_uif3Q) * [Video - Accelerate and scale genomic analysis with open source analytics](https://cloudonair.withgoogle.com/events/genomic-analysis) (Free Google registration required) </details> <details> <summary>Cybersecurity </summary> * [RAPIDS CLX](https://docs.rapids.ai/api/clx/stable/) * [CLX API Docs](https://docs.rapids.ai/api/clx/stable/api.html) * [10 Minutes to CLX](https://docs.rapids.ai/api/clx/stable/10min-clx.html) * [Getting Started with CLX and Streamz](https://docs.rapids.ai/api/clx/stable/intro-clx-streamz.html) * [Learn RAPIDS Cyber Security Mini Tour (External)](https://github.com/RAPIDSAcademy/rapidsacademy/tree/master/tutorials/security/tour) * [Cyber Blog Notebooks (Archives)](the_archive/archived_rapids_blog_notebooks/cyber) </details> <details> <summary>Past Competitions </summary> - [RAPIDS.AI KGMON Competition Notebooks](the_archive/archived_competition_notebooks/kaggle)- contains a selection of notebooks that were used in Kaggle competitions. </details> <details> <summary>Benchmarks </summary> * [MultiGPU PageRank Benchmark (Archived)](the_archive/archived_rapids_benchmarks/cugraph) * [RAPIDS Decomposition (Archived)](the_archive/archived_rapids_benchmarks/rapids_decomposition.ipynb) </details> <details> <summary>Random Tips and Tricks </summary> * [Synthetic 3D End-to-End ML Workflow](community_tutorials_and_guides/synthetic) * [Reading Larger than Memory CSVs with RAPIDS and Dask (Blog)](https://medium.com/rapids-ai/reading-larger-than-memory-csvs-with-rapids-and-dask-e6e27dfa6c0f) </details> ### How-Tos with our Ecosystem Partners <details> <summary>LearnRAPIDS</summary> * [Main Website](https://www.learnrapids.com/) * [Tutorial Github Repo](https://github.com/RAPIDSAcademy/rapidsacademy/tree/master/tutorials) </details> <details> <summary>Graphistry</summary> * [Graph viz/connectors/transforms for cuGraph/cuDF with Demos](https://github.com/graphistry/pygraphistry) - Demos in /demos * [RAPIDS dashboarding with Graphistry with Demos](https://github.com/graphistry/graph-app-kit) - Various demos in /python/views * [Graphistry Hub](https://hub.graphistry.com/) - Includes no-code file uploader + free API keys </details> ## Additional Resources <a name="more"></a> Beyond our [Official RAPIDS Docs](https://docs.rapids.ai/api), please: - Visit the [NVIDIA Developer Forums](https://forums.developer.nvidia.com/c/ai-data-science/86) - [Visit our Youtube Channel](https://www.youtube.com/channel/UCsoi4wfweA3I5FsPgyQnnqw/featured?view_as=subscriber) or see [list of videos](multimedia_links.md) by RAPIDS or our community. Feel free to contribute your videos and RAPIDS themed playlists as well! - [Visit our Blogs on Medium](https://medium.com/rapids-ai/) ### Additional Information * The `data` folder also includes the full image set from the [Fashion MNIST dataset](https://github.com/zalandoresearch/fashion-mnist). * `utils`: contains a set of useful scripts for interacting with RAPIDS Community Notebooks * For our notebook examples and tutorials found on [github](https://github.com/rapidsai), in each respective repo.

# TOC - [Use Cases](#use-cases) - [3D recognition](#3d-recognition) - [Semantic Segmentation](#semantic-segmentation) - [Audio recognition](#audio-recognition) - [Speech to Text](#speech-to-text) - [Data Agumentation](#data-augmentation) - [Design](#design) - [Games](#games) - [Gesture Recognition](#gesture-recognition) - [Hyperparameter Tuning](#hyperparameter-tuning) - [Image Recognition](#image-recognition) - [Face Recognition](#face-recognition) - [Food Recognition](#food-recognition) - [Image Captioning](#image-captioning) - [Person Detection](#person-detection) - [Semantic Segmentation](#semantic-segmentation-1) - [Interpretability](#interpretability) - [Programming and ML](#programming-and-ml) - [Predict defects](#predict-defects) - [Predict performance](#predict-performance) - [Searchinng code](#searching-code) - [Writing code](#writing-code) - [NLP](#nlp) - [Chatbots](#chatbots) - [Crossword question answerers](#crossword-question-answerers) - [Database queries](#database-queries) - [Named entity resolution](#named-entity-resolution) - [Reverse dictionaries](#reverse-dictionaries) - [Sequence to sequence](#sequence-to-sequence) - [Semantic analysis](#semantic-analysis) - [Spelling](#spelling) - [Summarization](#summarization) - [Text classification](#text-classification) - [Text to Image](#text-to-image) - [Text to Speech](#text-to-speech) - [Performance](#performance) - [Personality recognition](#personality-recognition) - [Search](#search) - [Robotics](#robotics) - [Transfer Learning](#transfer-learning) - [Uber](#uber) - [Video recognition](#video-recognition) - [Pose Recognition](#pose-recognition) - [Object Detection](#object-detection) - [Scene Segmentation](#scene-segmentation) - [Video Captioning](#video-captioning) - [Video Classification](#video-classification) - [Visualization](#visualization) - [Multiple Modalities](#multiple-modalities) - [Open problems](#open-problems) - [Tools](#tools) - [Amazon SageMaker](#amazon-sagemaker) - [Apple ARCore](#apple-arcore) - [Apple Core ML](#apple-core-ml) - [Apple Create ML](#apple-create-ml) - [Apple Natural Language Framework](#apple-natural-language-framework) - [Firebase ML Kit](#firebase-ml-kit) - [Google AutoML](#google-automl) - [Google Datalab](#google-datalab) - [Google Dataprep](#google-dataprep) - [Google ML Engine](#google-ml-engine) - [Google Natural language](#google-cloud-natural-language) - [Google Deep Learning Virtual Machine](#google-deep-learning-virtual-machine) - [Google Mobile Vision](#google-mobile-vision) - [Google Speech API](#google-speech-api) - [Google Translation API](#google-translation-api) - [Google Video Intelligence](#google-video-intelligence) - [Google Vision API](#google-vision-api) - [Experiments Frameworks](#experiments-frameworks) - [Jupyter Notebook](#jupyter-notebook) - [Lobe](#lobe) - [Microsoft Azure Bot Service](#microsoft-azure-bot-service) - [Microsoft Azure Machine Learning](#microsoft-azure-machine-learning) - [Microsoft Cognitive Services](#microsoft-cognitive-services) - [Microsoft Cognitive Toolkit](#microsoft-cognitive-toolkit) - [Supervisely](#supervisely) - [Syn Bot Oscova](#syn-bot-oscova) - [Tableau](#tableau) - [TensorFlow](#tensorflow) - [Turi Create](#turi-create) - [Playgrounds](#playgrounds) - [Google AIY](#google-aiy) - [IDEs](#ides) - [Repositories](#repositories) - [Models](#models) - [Decision trees](#decision-trees) - [Distillation](#distillation) - [Embedding models](#embedding-models) - [Evolutionary Algorithms](#evolutionary-algorithms) - [Metrics of dataset quality](#metrics-of-dataset-quality) - [Neural Networks](#neural-networks) - [Capsule Networks](#capsule-networks) - [Convolutional Neural Networks](#convolutional-neural-networks) - [Deep Residual Networks](#deep-residual-networks) - [Distributed Neural Networks](#distributed-neural-networks) - [Feed-Forward Neural Networks](#feed-forward-neural-networks) - [Generative Adversarial Networks](#generative-adversarial-networks) - [Gated Recurrent Neural Networks](#gated-recurrent-neural-networks) - [Long-Short Term Memory Networks](#long-short-term-memory-networks) - [Recurrent Neural Networks](#recurrent-neural-networks) - [Symmetrically Connected Networks](#symmetrically-connected-networks) - [Reinforcement Learning](#reinforcement-learning) - [Guidelines](#guidelines) - [Deep learning](#deep-learning) - [Interview preparation](#interview-preparation) - [Books](#books) - [NLP](#nlp-1) - [Statistics](#statistics) - [MOOC](#mooc) - [Google oriented courses](#google-oriented-courses) - [Datasets](#datasets) - [3D](#3d) - [Images](#images) - [Videos](#videos) - [Research groups](#research-groups) - [Cartoons](#cartoons) # Use Cases - [Sample Projects for Data Scientists in Training by V Granville, 2018](https://www.datasciencecentral.com/profiles/blogs/sample-projects-for-data-scientists-in-training) ## 3D Recognition - https://github.com/IsaacGuan/PointNet-Plane-Detection - accuracy around 85% for 100 epochs using TensorFlow - [PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation, 2017](https://github.com/IsaacGuan/PointNet-Plane-Detection) - https://github.com/charlesq34/pointnet ### Semantic Segmentation - [SemanticFusion: Dense 3D Semantic Mapping with Convolutional Neural Networks by John McCormac et al, 2016](https://arxiv.org/abs/1609.05130) ## Audio Recognition - [CNN Architectures for Large-Scale Audio Classification, S. Hershey et al, 2017](https://research.google.com/pubs/pub45611.html) - [vggish model used to generate google's AudioSet](https://github.com/tensorflow/models/tree/master/research/audioset) - [vggish model adapted for Keras](https://github.com/DTaoo/VGGish) - [Audio Set: An ontology and human-labeled dataset for audio events, 2017](https://research.google.com/pubs/pub45857.html) - [Large-Scale Audio Event Discovery in One Million YouTube Videos, A. Jansen et al, ICASSP 2017](https://research.google.com/pubs/pub45760.html) - [How do I listen for a sound that matches a pre-recorded sound?](https://arduino.stackexchange.com/questions/8781/how-do-i-listen-for-a-sound-that-matches-a-pre-recorded-sound) - The Sound Sensor Alert App [sentector](http://sentector.com/) ## Speech to Text - [Google Duplex: An AI System for Accomplishing Real-World Tasks Over the Phone, 2018](https://ai.googleblog.com/2018/05/duplex-ai-system-for-natural-conversation.html) - [Looking to Listen at the Cocktail Party: A Speaker-Independent Audio-Visual Model for Speech Separation by Ariel Ephrat et al, 2018](https://arxiv.org/abs/1804.03619) - blogpost: [Looking to Listen: Audio-Visual Speech Separation, 2018](https://ai.googleblog.com/2018/04/looking-to-listen-audio-visual-speech.html) - https://github.com/facebookresearch/wav2letter - [Letter-Based Speech Recognition with Gated ConvNets by Vitaliy Liptchinsky et al, 2017](https://arxiv.org/abs/1712.09444) - [Wav2Letter: an End-to-End ConvNet-based Speech Recognition System by Ronan Collobert et al, 2016](https://arxiv.org/abs/1609.03193) ## Data Augmentation - [Data Augmentation Techniques in CNN using Tensorflow, 2017](https://medium.com/ymedialabs-innovation/data-augmentation-techniques-in-cnn-using-tensorflow-371ae43d5be9) - [How HBO’s Silicon Valley built “Not Hotdog” with mobile TensorFlow, Keras & React Native, 2017](https://medium.com/@timanglade/how-hbos-silicon-valley-built-not-hotdog-with-mobile-tensorflow-keras-react-native-ef03260747f3) - [My solution for the Galaxy Zoo challenge, 2014](http://benanne.github.io/2014/04/05/galaxy-zoo.html) ## Design - [Google Design: People + AI Research](https://design.google/library/ai/) - [PAIR | People+AI Research Initiative](https://ai.google/pair) ## Games - [Niantic is opening its AR platform so others can make games like Pokémon Go, 2018](https://www.theverge.com/2018/6/28/17511606/niantic-labs-pokemon-go-real-world-platform-ar) - [Facebook Open Sources ELF OpenGo, 2018](https://research.fb.com/facebook-open-sources-elf-opengo/) - [Mastering the game of Go without human knowledge by David Silver et al, 2017](https://www.gwern.net/docs/rl/2017-silver.pdf) ## Gesture Recognition ### Using wearable sensors (phones, watches etc.) - [Physical Human Activity Recognition Using Wearable Sensors by Ferhat Attal et al, 2015](http://www.mdpi.com/1424-8220/15/12/29858) - [Activity Recognition with Smartphone Sensors by Xing Su et al, 2014](http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6838194&tag=1) - [Motion gesture detection using Tensorflow on Android](http://blog.lemberg.co.uk/motion-gesture-detection-using-tensorflow-android) - [Run or Walk : Detecting Motion Activity Type with Machine Learning and Core ML](https://towardsdatascience.com/run-or-walk-detecting-user-activity-with-machine-learning-and-core-ml-part-1-9658c0dcdd90) - Android [DetectedActivity class](https://developers.google.com/android/reference/com/google/android/gms/location/DetectedActivity) - Android [ActivityRecognitionApi](https://developers.google.com/android/reference/com/google/android/gms/location/ActivityRecognitionApi) Apps - [Exercise Tracker: Wear Fitness](https://play.google.com/store/apps/details?id=vimo.co.seven) - [Google Fit - Fitness Tracking](https://play.google.com/store/apps/details?id=com.google.android.apps.fitness) Code repositories - https://github.com/droiddeveloper1/android-wear-gestures-recognition - https://github.com/drejkim/AndroidWearMotionSensors ## Hyperparameter Tuning - [Hyperparameter tuning on Google Cloud Platform is now faster and smarter](https://cloud.google.com/blog/big-data/2018/03/hyperparameter-tuning-on-google-cloud-platform-is-now-faster-and-smarter) - [Hyperparameter tuning in Cloud Machine Learning Engine using Bayesian Optimization, 2017](https://cloud.google.com/blog/big-data/2017/08/hyperparameter-tuning-in-cloud-machine-learning-engine-using-bayesian-optimization) ## Image Recognition - [MobileNetV2: The Next Generation of On-Device Computer Vision Networks, 2018](https://research.googleblog.com/2018/04/mobilenetv2-next-generation-of-on.html) - [Large-Scale Evolution of Image Classifiers by Esteban Real et al, 2017](https://arxiv.org/pdf/1703.01041.pdf) - [Rethinking the Inception Architecture for Computer Vision by Christian Szegedy et al, 2015](https://arxiv.org/abs/1512.00567) - [Inception in TensorFlow](https://github.com/tensorflow/models/tree/master/research/inception) - 1.4M images and 1000 classes - [MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications by Andrew G. Howard et al, 2017](https://arxiv.org/abs/1704.04861) - [TensorFlow-Slim image classification model library](https://github.com/tensorflow/models/tree/master/research/slim) - Similar approach on practice: [How HBO’s Silicon Valley built “Not Hotdog” with mobile TensorFlow, Keras & React Native](https://medium.com/@timanglade/how-hbos-silicon-valley-built-not-hotdog-with-mobile-tensorflow-keras-react-native-ef03260747f3) - [Deep Residual Learning for Image Recognition by Kaiming He et al, 2015](https://arxiv.org/abs/1512.03385) - [Going Deeper with Convolutions by C. Szegedy et al, 2014](https://arxiv.org/abs/1409.4842) - [ImageNet Classification with Deep Convolutional Neural Networks by Alex Krizhevsky et al, 2012](https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks) - [ImageNet](http://image-net.org/) - the model is based on CNN - [Xception: Deep Learning with Depthwise Separable Convolutions by François Chollet, 2017](https://arxiv.org/abs/1610.02357) - [ImageNet Classification with Deep Convolutional Neural Networks by Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton, 2012](https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf) ### Face Recognition - [Вы и Брэд Питт похожи на 99%](https://habr.com/company/rambler-co/blog/417329/) - telegram bot telling you which celebrity your face is similar to - dlib + resnet + [nmslib](https://github.com/nmslib/nmslib) - [Умные фотографии ВКонтакте, 2018](https://vk.com/@td-highload-face-recognition) (Smart photos in Vkontakte) - [FaceNet: A Unified Embedding for Face Recognition and Clustering by Florian Schroff et al, 2015](https://arxiv.org/abs/1503.03832) - the model: FaceNet ### Food Recognition - [NutriNet: A Deep Learning Food and Drink Image Recognition System for Dietary Assessment by Simon Mezgec et al, 2017](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5537777/) - uses 520 food and drink items (in Slovene) and the [Google Custom Search API to search for these images](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5537777/#app1-nutrients-09-00657title) - [Food Classification with Deep Learning in Keras / Tensorflow, 2017](http://blog.stratospark.com/deep-learning-applied-food-classification-deep-learning-keras.html) - [Creating a Deep Learning iOS App with Keras and Tensorflow](http://blog.stratospark.com/creating-a-deep-learning-ios-app-with-keras-and-tensorflow.html) - https://github.com/stratospark/food-101-keras - [Im2Calories: towards an automated mobile vision food diary by Austin Myers et al, 2015](http://www.cs.ubc.ca/~murphyk/Papers/im2calories_iccv15.pdf) - [Food 101 Dataset, 2014](https://www.vision.ee.ethz.ch/datasets_extra/food-101/) - [Calories nutrition dataset](http://www.fatsecret.com/calories-nutrition/) ### Image Captioning - [Building an image caption generator with Deep Learning in Tensorflow, 2018](https://medium.freecodecamp.org/building-an-image-caption-generator-with-deep-learning-in-tensorflow-a142722e9b1f) - https://github.com/ColeMurray/medium-show-and-tell-caption-generator with docker - [Show and Tell: A Neural Image Caption Generator by Oriol Vinyals et al, 2014](https://arxiv.org/abs/1411.4555) - [Exploring the Limits of Weakly Supervised Pretraining by Dhruv Mahajan et al, 2018](https://arxiv.org/abs/1805.00932) - blogpost: [Advancing state-of-the-art image recognition with deep learning on hashtags](https://code.facebook.com/posts/1700437286678763/advancing-state-of-the-art-image-recognition-with-deep-learning-on-hashtags/) - [https://github.com/neural-nuts/Cam2Caption](https://github.com/neural-nuts/Cam2Caption) - An Android application which converts camera feed to natural language captions in real time - tested: low accuracy, slow (big .pb file is used) - [Show and Tell: Lessons learned from the 2015 MSCOCO Image Captioning Challenge by Oriol Vinyals et al, 2016](https://arxiv.org/abs/1609.06647) - https://github.com/tensorflow/models/tree/master/research/im2txt - training python scripts - requires a pretrained Inception v3 checkpoint - https://github.com/KranthiGV/Pretrained-Show-and-Tell-model with checkpoints - [TensorFlow Deep Learning Machine ezDIY](https://jeffxtang.github.io/deep/learning,/hardware,/gpu,/performance/2017/02/14/deep-learning-machine.html) - https://github.com/LitleCarl/ShowAndTell - swift app and training scripts using Keras - [Show, Attend and Tell: Neural Image Caption Generation with Visual Attention by Kelvin Xu et al, 2016](https://arxiv.org/abs/1502.03044) ### Performance - [Quantizing deep convolutional networks for efficient inference: A whitepaper by Raghuraman Krishnamoorthi, 2018](https://arxiv.org/abs/1806.08342) - Model sizes can be reduced by a factor of 4 by quantizing weights to 8-bits - speedup of 2x-3x for quantized implementations compared to floating point on CPUs - [Fixed Point Quantization with tensorflow](https://www.tensorflow.org/performance/quantization) - [Graph transform](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/graph_transforms/README.md) with TensorFlow - [Removing training-only nodes](https://www.tensorflow.org/mobile/prepare_models#removing_training_only_nodes) with Tensorflow - [Optimize for inference](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/tools/optimize_for_inference.py) with TensorFlow - See example in [TensorFlow for Poets 2: TFMobile](https://codelabs.developers.google.com/codelabs/tensorflow-for-poets-2/#3) codelab ### Person Detection - [Automatic Portrait Segmentation for Image Stylization by Xiaoyong Shen1 et al, 2016](http://www.cse.cuhk.edu.hk/leojia/papers/portrait_eg16.pdf) ### Semantic Segmentation - [What do we learn from region based object detectors (Faster R-CNN, R-FCN, FPN)? 2018](https://medium.com/@jonathan_hui/what-do-we-learn-from-region-based-object-detectors-faster-r-cnn-r-fcn-fpn-7e354377a7c9) - [What do we learn from single shot object detectors (SSD, YOLOv3), FPN & Focal loss (RetinaNet)? 2018](https://medium.com/@jonathan_hui/what-do-we-learn-from-single-shot-object-detectors-ssd-yolo-fpn-focal-loss-3888677c5f4d) - [Design choices, lessons learned and trends for object detections?](https://medium.com/@jonathan_hui/design-choices-lessons-learned-and-trends-for-object-detections-4f48b59ec5ff) - [Semantic Image Segmentation with DeepLab in Tensorflow, 2018](https://research.googleblog.com/2018/03/semantic-image-segmentation-with.html) - model DeepLab-v3+ built on top of CNN - https://github.com/tensorflow/models/tree/master/research/deeplab - has [Checkpoints and frozen inference graphs](https://github.com/tensorflow/models/blob/master/research/deeplab/g3doc/model_zoo.md) - [Deeplab demo on python](https://colab.research.google.com/github/tensorflow/models/blob/master/research/deeplab/deeplab_demo.ipynb) - support adopting MobileNetv2 for mobile devices and Xception for server-side deployment - evaluates results in terms of mIOU (mean intersection-over-union) - use PASCAL VOC 2012 and Cityscapes semantic segmentation benchmarks as an example in the code - https://github.com/lankastersky/deeplab_background_segmentation (not working android app) - [Rethinking Atrous Convolution for Semantic Image Segmentation by Liang-Chieh Chen et al, 2017](https://arxiv.org/pdf/1706.05587.pdf) MaskLab: Instance Segmentation by Refining Object Detection with Semantic and Direction Features by Liang-Chieh Chen et al, 2017](https://arxiv.org/abs/1712.04837) - present a model, called MaskLab, which produces three outputs: box detection, semantic segmentation, and direction prediction - built on top of the Faster-RCNN object detector - evaluated on the COCO instance segmentation benchmark and shows comparable performance with other state-of-art models - [Mask R-CNN by Kaiming He et al, 2017](https://arxiv.org/abs/1703.06870) - https://github.com/facebookresearch/Detectron - see links to articles at the end of the page - extends Faster R-CNN by adding a branch for predicting an object mask in parallel with the existing branch for bounding box recognition - simple to train and adds only a small overhead to Faster R-CNN, running at 5 fps - easy to generalize to other tasks, e.g., allowing us to estimate human poses in the same framework - outperforms all existing, single-model entries on every task, including the COCO 2016 challenge winners - uses [the area under the precision recall curve (AP)](https://github.com/cocodataset/cocoapi/issues/56) metrics - [A Brief History of CNNs in Image Segmentation: From R-CNN to Mask R-CNN, 2017](https://blog.athelas.com/a-brief-history-of-cnns-in-image-segmentation-from-r-cnn-to-mask-r-cnn-34ea83205de4) ## Interpretability - [The Building Blocks of Interpretability, 2018](https://distill.pub/2018/building-blocks/) - GoogleNet for image classification is used as an example - [Attributing a deep network’s prediction to its input features by MUKUND SUNDARARAJAN, 2017](http://www.unofficialgoogledatascience.com/2017/03/attributing-deep-networks-prediction-to.html) - Integrated Gradients method - [A unified approach to interpreting model predictions by Scott M Lundberg et al, 2017](https://nips.cc/Conferences/2017/Schedule?showEvent=10008) - ["Why Should I Trust You?": Explaining the Predictions of Any Classifier by Marco Tulio Ribeiro et al, 2016](https://arxiv.org/abs/1602.04938) - [Lime Framework: Explaining the predictions of any machine learning classifier](https://github.com/marcotcr/lime) - [Monotonic Calibrated Interpolated Look-Up Tables by Maya Gupta et al, 2016](http://jmlr.org/papers/v17/15-243.html) - see [Decision trees](#decision-trees) - see [Distillation](#distillation) ## Programming and ML - [TREE-TO-TREE NEURAL NETWORKS FOR PROGRAM TRANSLATION by Xinyun Chen et al, 2018](https://openreview.net/pdf?id=rkxY-sl0W) - [Software is eating the world, but ML is going to eat software by Erik Meijer, Facebook, 2018](https://pps2018.soic.indiana.edu/files/2017/12/PPS2018Meijer.pdf) - [A Survey of Machine Learning for Big Code and Naturalness by Miltiadis Allamanis et al, 2017](https://arxiv.org/abs/1709.06182) ### Predict defects - [To type or not to type: quantifying detectable bugs in JavaScript by Gao et al, 2017](https://blog.acolyer.org/2017/09/19/to-type-or-not-to-type-quantifying-detectable-bugs-in-javascript/) - [Predicting Defects for Eclipse by T Zimmermann at al, 2007](http://thomas-zimmermann.com/publications/files/zimmermann-promise-2007.pdf) - used code complexity metrics as features and logistic regression for classification (if file/module has defects) and linear regression for ranking (how many defects) - [Predicting Component Failures at Design Time by Adrian Schroter et al, 2006](http://thomas-zimmermann.com/publications/files/schroeter-isese-2006.pdf) - showed that design data such as import relationships can predict failures - used the number of failures in a component as dependent variable and the imported resources used from this component as input features - [Mining Version Histories to Guide Software Changes by T Zimmermann at al, 2004](http://www.ics.uci.edu/~andre/ics228s2006/zimmermanweissgerberdiehlzeller.pdf) - used [apriory algorithm](https://en.wikipedia.org/wiki/Apriori_algorithm) to predict likely changes in files/modules ### Predict performance - https://codescene.io - [3 ways AI will change project management for the better, 2017](https://www.atlassian.com/blog/software-teams/3-ways-ai-will-change-project-management-better) - [A deep learning model for estimating story points by Morakot Choetkiertikul et al, 2016](https://arxiv.org/pdf/1609.00489.pdf) - estimating story points based on long short-term memory and recurrent highway network ### Searching code - [Deep code search by Xiaodong Gu1 et al, 2018](https://guxd.github.io/papers/deepcs.pdf) - [blog post](https://blog.acolyer.org/2018/06/26/deep-code-search/) - [How To Create Natural Language Semantic Search For Arbitrary Objects With Deep Learning, 2018](https://towardsdatascience.com/semantic-code-search-3cd6d244a39c) - https://github.com/hamelsmu/code_search - you can use similar techniques to search video, audio, and other objects ### Writing code - https://github.com/capergroup/bayou - [NEURAL SKETCH LEARNING FOR CONDITIONAL PROGRAM GENERATION by Vijayaraghavan Murali et al, 2018](https://arxiv.org/pdf/1703.05698.pdf) - [Program Synthesis in 2017-18](https://alexpolozov.com/blog/program-synthesis-2018/) - https://www.deepcode.ai ## NLP - [Improving Language Understanding with Unsupervised Learning](https://blog.openai.com/language-unsupervised/) - OpenAI - [SentEval: An Evaluation Toolkit for Universal Sentence Representations by A. Conneau et al, 2018](https://arxiv.org/abs/1803.05449) - https://github.com/facebookresearch/SentEval - the benchmarks may not be appropriate for domain-specific problems - [Text Embedding Models Contain Bias. Here's Why That Matters, 2018](https://developers.googleblog.com/2018/04/text-embedding-models-contain-bias.html) - [How to Clean Text for Machine Learning with Python](https://machinelearningmastery.com/clean-text-machine-learning-python/) ### Chatbots - https://ipavlov.ai/ - open-source conversational AI framework built on TensorFlow and Keras (En, Ru) - https://github.com/deepmipt/DeepPavlov - [Behind the Chat: How E-commerce Robot Assistant AliMe Works, 2018](https://medium.com/mlreview/behind-the-chat-how-e-commerce-bot-alime-works-1b352391172a) - [How I Used Deep Learning To Train A Chatbot To Talk Like Me (Sorta), 2017](https://adeshpande3.github.io/How-I-Used-Deep-Learning-to-Train-a-Chatbot-to-Talk-Like-Me) - Short-Text Conversations generative model based on Tensorflow’s embedding_rnn_seq2seq() with custom dataset. Deployed as a Facebook chatbot using heroku (hosting)+express(frontend)+flask(backend) - [Deep Learning for Chatbots, Part 1 – Introduction, 2016](http://www.wildml.com/2016/04/deep-learning-for-chatbots-part-1-introduction/) - [Deep Learning for Chatbots, Part 2 – Implementing a Retrieval-Based Model in Tensorflow, 2016](http://www.wildml.com/2016/07/deep-learning-for-chatbots-2-retrieval-based-model-tensorflow/) - https://github.com/gunthercox/ChatterBot - Retrieval-based model based on [naive Bayesian classification and search algorithms](http://chatterbot.readthedocs.io/en/stable/faq.html#what-kinds-of-machine-learning-does-chatterbot-use) - see [Sequence to sequence](#sequence-to-sequence) - [A Persona-Based Neural Conversation Model by Jiwei Li et al, 2016](https://arxiv.org/abs/1603.06155) - Smart reply - [Smart Reply: Automated Response Suggestion for Emai by Anjuli Kannan et al, 2016](https://arxiv.org/abs/1606.04870) - [Computer, respond to this email, 2015](https://research.googleblog.com/2015/11/computer-respond-to-this-email.html) - Chatbot projects: https://github.com/fendouai/Awesome-Chatbot - see [Chatbot platforms](#chatbot-platforms) ### Crossword question answerers - see [Reverse dictionaries](#reverse-dictionaries) ### Database queries - [LEARNING A NATURAL LANGUAGE INTERFACE WITH NEURAL PROGRAMMER by Arvind Neelakantan et al, 2017](https://arxiv.org/pdf/1611.08945.pdf) - weakly supervised, end-to-end neural network model mapping natural language queries to logical forms or programs that provide the desired response when executed on the database ### Named entity resolution Also known as deduplication and record linkage (but [not entity recognition](https://stackoverflow.com/questions/8589005/difference-between-named-entity-recognition-and-resolution) which is picking up the names and classifying them in running text) - [Collective Entity Resolution in Familial Networks by Pigi Kouki et al, 2017](https://linqspub.soe.ucsc.edu/basilic/web/Publications/2017/kouki:icdm17/kouki-icdm17.pdf) - combines machine learning (although not NNs) with collective inference - [Entity Resolution Using Convolutional Neural Network by Ram DeepakGottapu et al, 2016](https://www.sciencedirect.com/science/article/pii/S1877050916324796) - [Adaptive Blocking: Learning to Scale Up Record Linkage by Mikhail Bilenko et al, 2006](http://www.cs.utexas.edu/~ml/papers/blocking-icdm-06.pdf) - extremely high recall but low precision - https://stats.stackexchange.com/questions/136755/popular-named-entity-resolution-software ### Reverse dictionaries Other name is concept finders Return the name of a concept given a definition or description: - [Learning to Understand Phrases by Embedding the Dictionary by Felix Hill et al, 2016](http://www.aclweb.org/anthology/Q16-1002) - used models: Bag-of-Words NLMs and LSTM - comparing definitions in a database to the input query, and returning the word whose definitionis ‘closest’ to that query - see RNNs (with LSTMs) - see bag-of-word ### Sequence to sequence - [Smart Compose: Using Neural Networks to Help Write Emails, 2018](https://ai.googleblog.com/2018/05/smart-compose-using-neural-networks-to.html) - [Introducing Semantic Experiences with Talk to Books and Semantris by Rey Kurzweil et al, 2018](https://research.googleblog.com/2018/04/introducing-semantic-experiences-with.html) - [Universal Sentence Encoder Daniel Cer et al, 2018](https://arxiv.org/abs/1803.11175) - [Pretrained semantic TensorFlow module](https://www.tensorflow.org/hub/modules/google/universal-sentence-encoder/1) - [Keras LSTM tutorial – How to easily build a powerful deep learning language model by Andy, 2018](http://adventuresinmachinelearning.com/keras-lstm-tutorial/) - [Generating High-Quality and Informative Conversation Responses with Sequence-to-Sequence Models by Louis Shao et al, 2017](https://research.google.com/pubs/pub45936.html) - trained on a combined data set of over 2.3B conversation messages mined from the web - The model: LSTM on tensorflow - [Unsupervised Learning of Sentence Embeddings using Compositional n-Gram Features by Matteo Pagliardini et al, 2017](https://arxiv.org/pdf/1703.02507.pdf) - the model: Sent2Vec based on vec2vec - [Skip-Thought Vectors by Ryan Kiros et al, 2015](https://arxiv.org/abs/1506.06726) - based on RNN encoder-decoder models - [Sequence to Sequence Learning with Neural Networks by Ilya Sutskever et al, 2014](https://arxiv.org/abs/1409.3215) - the model: seq2seq based on LSTM - [Distributed Representations of Sentences and Documents by Quoc V. Le, Mikolov, 2014](https://arxiv.org/abs/1405.4053) - [gensim's doc2vec](https://radimrehurek.com/gensim/models/doc2vec.html) - [python example to train doc2vec model (with or without pre-trained word embeddings)](https://github.com/jhlau/doc2vec) - [Distributed Representations of Words and Phrases and their Compositionality by Tomas Mikolov et al, 2013](https://arxiv.org/abs/1310.4546) - word2vec based on Mikolov's Skip-gram model - [Learning Continuous Phrase Representations and Syntactic Parsing with Recursive Neural Networks by Richard Socher et al, 2010](http://ai.stanford.edu/~ang/papers/nipsdlufl10-LearningContinuousPhraseRepresentations.pdf) - based on context-sensitive recursive neural networks (CRNN) - see [Reverse dictionaries](#reverse-dictionaries) - [How to calculate the sentence similarity using word2vec model](https://stackoverflow.com/questions/22129943/how-to-calculate-the-sentence-similarity-using-word2vec-model-of-gensim-with-pyt) - Doc2Vec - Average w2v vectors - Weighted average w2v vectors (e.g. tf-idf) - RNN-based embeddings (e.g. deep LSTM networks) - [Document Similarity With Word Movers Distance](http://jxieeducation.com/2016-06-13/Document-Similarity-With-Word-Movers-Distance/) - [From Word Embeddings To Document Distances by Matt J. Kusner et al, 2015](http://proceedings.mlr.press/v37/kusnerb15.pdf) - [A SIMPLE BUT TOUGH-TO-BEAT BASELINE FOR SENTENCE EMBEDDINGS by Sanjeev Arora et al, 2017](https://openreview.net/pdf?id=SyK00v5xx) - uses smooth inverse frequency - computing the weighted average of word vectors in the sentence and then remove the projections of the average vectors on their first principal component - [example](http://sujitpal.blogspot.com/2017/05/evaluating-simple-but-tough-to-beat.html) - https://github.com/peter3125/sentence2vec - requires writing the get_word_frequency() method which can be easily accomplished by using Python's Counter() and returning a dict with keys: unique words w, values: #w/#total doc len ### Semantic analysis - [Advances in Semantic Textual Similarity, 2018](https://ai.googleblog.com/2018/05/advances-in-semantic-textual-similarity.html) - [Learning Semantic Textual Similarity from Conversations by Yinfei Yang et al, 2018](https://arxiv.org/abs/1804.07754) - [Universal Sentence Encoder by Daniel Cer et al, 2018](https://arxiv.org/abs/1803.11175) - [Semantic Textual Similarity Wiki, 2017](http://ixa2.si.ehu.es/stswiki/index.php/Main_Page) - [A Deeper Look into Sarcastic Tweets Using Deep Convolutional Neural Networks by Soujanya Poria et al, 2017](https://arxiv.org/abs/1610.08815) - Blog post: [Detecting Sarcasm with Deep Convolutional Neural Networks](https://medium.com/dair-ai/detecting-sarcasm-with-deep-convolutional-neural-networks-4a0657f79e80) - [Twitter Sentiment Analysis Using Combined LSTM-CNN Models by SOSAVPM, 2018](http://konukoii.com/blog/2018/02/19/twitter-sentiment-analysis-using-combined-lstm-cnn-models/) - https://github.com/pmsosa/CS291K - used pre-trained embeddings with LSTM-CNN model with dropouts - 75.2% accuracy for binary classification (positive-negative tweet) - [doc2vec example, 2015](http://linanqiu.github.io/2015/10/07/word2vec-sentiment/) ### Spelling - [How to Write a Spelling Corrector](http://norvig.com/spell-correct.html) ### Summarization - [How To Create Data Products That Are Magical Using Sequence-to-Sequence Models](https://towardsdatascience.com/how-to-create-data-products-that-are-magical-using-sequence-to-sequence-models-703f86a231f8) - A tutorial on how to summarize text and generate features from Github Issues using deep learning with Keras and TensorFlow - https://github.com/hamelsmu/Seq2Seq_Tutorial - [Generating Wikipedia by Summarizing Long Sequences by Peter J. Liu et al, 2018](https://arxiv.org/abs/1801.10198) ### Text classification - [Universal Language Model Fine-tuning for Text Classification by Jeremy Howard et al, 2018](https://arxiv.org/pdf/1801.06146.pdf) - outperforms the state-of-the-art on six text classification tasks, reducing the error by 18-24% on the majority of datasets. - with only 100 labeled examples, it matches the performance of training from scratch on 100× more data - http://nlp.fast.ai/ulmfit ### Text to Image - [ChatPainter: Improving text-to-image generation by using dialogue](https://www.microsoft.com/en-us/research/blog/chatpainter-improving-text-image-generation-using-dialogue/) - [AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks by Tao Xu et al, 2017](https://arxiv.org/abs/1711.10485) - [Microsoft researchers build a bot that draws what you tell it to, 2018](https://blogs.microsoft.com/ai/drawing-ai/) ### Text to Speech - [Efficient Neural Audio Synthesis by Nal Kalchbrenner et al, 2018](https://arxiv.org/abs/1802.08435) - [Pytorch implementation of Deepmind's WaveRNN model](https://github.com/fatchord/WaveRNN) on github - [Efficiently Trainable Text-to-Speech System Based on Deep Convolutional Networks with Guided Attention by Hideyuki Tachibana et al, 2017](https://arxiv.org/abs/1710.08969) - https://github.com/Kyubyong/ - https://github.com/r9y9/ (Ryuichi Yamamoto) - https://github.com/keithito/ - [WaveNet: A Generative Model for Raw Audio, 2016](https://deepmind.com/blog/wavenet-generative-model-raw-audio/) ## Personality recognition - Mining Facebook Data for Predictive Personality Modeling (Dejan Markovikj,Sonja Gievska, Michal Kosinski, David Stillwell) - Personality Traits Recognition on Social Network — Facebook (Firoj Alam, Evgeny A. Stepanov, Giuseppe Riccardi) - The Relationship Between Dimensions of Love, Personality, and Relationship Length (Gorkan Ahmetoglu, Viren Swami, Tomas Chamorro-Premuzic) ## Robotics - [Grasp2Vec: Learning Object Representations from Self-Supervised Grasping](https://sites.google.com/site/grasp2vec/) - Achieved a success rate of 80 percent on objects seen during data collection and 59% on novel objects the robot hasn’t encountered before ## Search - [Can word2vec be used for search?](https://www.reddit.com/r/MachineLearning/comments/4mw927/can_word2vec_be_used_for_search/) - alternative search queries can be built using approximate nearest neighbors in embedding vectors space of terms (using https://github.com/spotify/annoy e.g.) - [Improving Document Ranking with Dual Word Embeddings by Eric Nalisnick et al, 2016](https://www.microsoft.com/en-us/research/publication/improving-document-ranking-with-dual-word-embeddings/?from=http%3A%2F%2Fresearch.microsoft.com%2Fapps%2Fpubs%2Fdefault.aspx%3Fid%3D260867) ## Transfer Learning - [Life-Long Disentangled Representation Learning with Cross-Domain Latent Homologies by Alessandro Achille et al, 2018](https://arxiv.org/abs/1808.06508) - possible solution of catastrophic forgetting - [Deep Learning & Art: Neural Style Transfer – An Implementation with Tensorflow in Python, 2018](https://www.datasciencecentral.com/profiles/blogs/deep-learning-amp-art-neural-style-transfer-an-implementation) - [Image Classification using Flowers dataset on Cloud ML Enginge, 2018](https://cloud.google.com/ml-engine/docs/flowers-tutorial) - [Android & TensorFlow: Artistic Style Transfer, 2018](https://codelabs.developers.google.com/codelabs/tensorflow-style-transfer-android/index.html#0) codelab - [The TensorFlow Poet tutorial](https://codelabs.developers.google.com/codelabs/tensorflow-for-poets/#0) shows how to retrain a tensorflow graph to classify images of flowers. ## Uber - [Engineering More Reliable Transportation with Machine Learning and AI at Uber, 2017](https://eng.uber.com/machine-learning/) ## Video recognition ### Pose recognition - [Everybody Dance Now by CAROLINE CHAN et al, 2018](https://arxiv.org/pdf/1808.07371.pdf) - [Motion retargeting video](https://www.youtube.com/watch?v=PCBTZh41Ris&feature=youtu.be) - [Real-time Human Pose Estimation in the Browser with TensorFlow.js, 2018](https://medium.com/tensorflow/real-time-human-pose-estimation-in-the-browser-with-tensorflow-js-7dd0bc881cd5) (Medium post) - [Pose Detection in the Browser: PoseNet Model](https://github.com/tensorflow/tfjs-models/tree/master/posenet) (github) - [Enabling full body AR with Mask R-CNN2Go by Fei Yang et al, 2018](https://research.fb.com/enabling-full-body-ar-with-mask-r-cnn2go/) - [PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model by George Papandreou et al, 2018](https://arxiv.org/abs/1803.08225) - [Towards Accurate Multi-person Pose Estimation in the Wild by George Papandreou et al, 2017](https://arxiv.org/abs/1701.01779) - [Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields by Zhe Cao et al, 2017](https://arxiv.org/abs/1611.08050) - https://github.com/ZheC/Realtime_Multi-Person_Pose_Estimation ### Object detection Here are video-specific methods. See also [Semantic Segmentation](#semantic-segmentation). - [Training and serving a realtime mobile object detector in 30 minutes with Cloud TPUs, 2018](https://medium.com/tensorflow/training-and-serving-a-realtime-mobile-object-detector-in-30-minutes-with-cloud-tpus-b78971cf1193) - includes checkpoints - [YOLO: Real-Time Object Detection](https://pjreddie.com/darknet/yolo/) - [YOLOv3: An Incremental Improvement by Joseph Redmon, Ali Farhadi, 2018](https://pjreddie.com/media/files/papers/YOLOv3.pdf) - [Mobile Real-time Video Segmentation, 2018](https://research.googleblog.com/2018/03/mobile-real-time-video-segmentation.html) - integrated into Youtube stories - [The Instant Motion Tracking Behind Motion Stills AR, 2018](https://ai.googleblog.com/2018/02/the-instant-motion-tracking-behind.html) - [Behind the Motion Photos Technology in Pixel 2, 2018](https://ai.googleblog.com/2018/03/behind-motion-photos-technology-in.html) - [Supercharge your Computer Vision models with the TensorFlow Object Detection API, 2017](https://research.googleblog.com/2017/06/supercharge-your-computer-vision-models.html) - https://github.com/tensorflow/models/tree/master/research/object_detection - [Ridiculously Fast Shot Boundary Detection with Fully Convolutional Neural Networks by Michael Gygli, 2017](https://arxiv.org/abs/1705.08214) - [Video Shot Boundary Detection based on Color Histogram by J. Mas and G. Fernandez, 2003](http://www-nlpir.nist.gov/projects/tvpubs/tvpapers03/ramonlull.paper.pdf) ### Scene Segmentation Detects when one video (shot/scene/chapter) ends and another begins - [Recurrent Switching Linear Dynamical Systems by Scott W. Linderman et al, 2016](https://arxiv.org/abs/1610.08466) - [Video Scene Segmentation Using Markov Chain Monte Carlo by Yun Zha et al, 2006](http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=1658031) - [Automatic Video Scene Segmentation based on Spatial-Temporal Clues and Rhythm by Walid Mahdi et al, 2000](https://arxiv.org/abs/1412.4470) ### Video Captioning - [Temporal Relational Reasoning in Videos by Bolei Zhou et al, 2018](https://arxiv.org/abs/1711.08496) - Recognizing and forecasting activities by a few frames - https://www.youtube.com/watch?time_continue=54&v=JBwSk6nJOyM - https://github.com/metalbubble/TRN-pytorch - http://relation.csail.mit.edu/ - http://news.mit.edu/2018/machine-learning-video-activity-recognition-0914 - [DeepStory: Video Story QA by Deep Embedded Memory Networks by Kyung-Min Kim et al, 2017](https://arxiv.org/abs/1707.00836) - https://github.com/Kyung-Min/Deep-Embedded-Memory-Networks - [Video Understanding: From Video Classification to Captioning by Jiajun Sun et al, 2017](http://cs231n.stanford.edu/reports/2017/pdfs/709.pdf) - [Unsupervised Learning from Narrated Instruction Videos by Jean-Baptiste Alayrac et al, 2015](https://arxiv.org/abs/1506.09215) ### Video Classification - [Learnable pooling with Context Gating for video classification by Antoine Miech et al, 2018](https://arxiv.org/abs/1706.06905) - Rank #1 at [Google Cloud & YouTube-8M Video Understanding Challenge](https://www.kaggle.com/c/youtube8m) - Slow for inference/training - NOT a sequential problem - Needs lots of data for training - not clear about very long videos - [The Monkeytyping Solution to the YouTube-8M Video Understanding Challenge, 2017](https://static.googleusercontent.com/media/research.google.com/en//youtube8m/workshop2017/c04.pdf) - Rank #2 at [Google Cloud & YouTube-8M Video Understanding Challenge](https://www.kaggle.com/c/youtube8m) - [Hierarchical Deep Recurrent Architecture for Video Understanding by Luming Tang et al, 2017](https://arxiv.org/abs/1707.03296) - [Can Spatiotemporal 3D CNNs Retrace the History of 2D CNNs and ImageNet? by Kensho Hara et al, 2017](https://arxiv.org/abs/1711.09577) - https://github.com/kenshohara/video-classification-3d-cnn-pytorch - trained on the Kinetics dataset from scratch using only RGB input - pretrained ResNeXt-101 achieved 94.5% and 70.2% on UCF-101 and HMDB-51 - [Appearance-and-Relation Networks for Video Classification by Limin Wang et al, 2017](https://arxiv.org/abs/1711.09125) - https://github.com/wanglimin/ARTNet - trained on the Kinetics dataset from scratch using only RGB input - 70.9% and 94.3% on HMDB51 UCF101 - [Five video classification methods implemented in Keras and TensorFlow by Matt Harvey, 2017](https://blog.coast.ai/five-video-classification-methods-implemented-in-keras-and-tensorflow-99cad29cc0b5) - https://github.com/harvitronix/five-video-classification-methods - [Video Understanding: From Video Classification to Captioning by Jiajun Sun et al, 2017](http://cs231n.stanford.edu/reports/2017/pdfs/709.pdf) - [Video Classification using Two Stream CNNs, 2016](https://github.com/wadhwasahil/Video-Classification-2-Stream-CNN) code based on articles below - Two-Stream Convolutional Networks for Action Recognition in Videos - Fusing Multi-Stream Deep Networks for Video Classification - Modeling Spatial-Temporal Clues in a Hybrid Deep Learning Framework for Video Classification - Towards Good Practices for Very Deep Two-Stream ConvNets - [Beyond Short Snippets: Deep Networks for Video Classification by Joe Yue-Hei Ng et al, 2015](https://www.cv-foundation.org/openaccess/content_cvpr_2015/papers/Ng_Beyond_Short_Snippets_2015_CVPR_paper.pdf) - In order to learn a global description of the video while maintaining a low computational footprint, we propose processing only one frame per second - [Large-scale Video Classification with Convolutional Neural Networks by Andrej Karpathy et al, 2014](https://cs.stanford.edu/people/karpathy/deepvideo/) - 63.3% on UCF-101 ## Visualization - [Google Datalab](#google-datalab) - [Google Dataprep](#google-dataprep) - [Tableau](#tableau) - [Google Brain: Big Picture Group](https://research.google.com/bigpicture/) - [Deeplearn.js](https://github.com/tensorflow/tfjs-core) - open source hardware-accelerated machine intelligence library for the web - [Facets](https://pair-code.github.io/facets/) - open source visualizations for machine learning datasets - [Facets: An Open Source Visualization Tool for Machine Learning Training Data, 2017](https://ai.googleblog.com/2017/07/facets-open-source-visualization-tool.html) - https://github.com/PAIR-code/facets - [Embedding Projector](https://github.com/tensorflow/tensorboard/tree/master/tensorboard/plugins/projector) - an open source, visualization tool for high-dimensional data ## Multiple Modalities - [Multimodal Classification for Analysing Social Media by Chi Thang Duong et al, 2017](https://arxiv.org/abs/1708.02099) - Blog post: [Detecting Emotions with CNN Fusion Models](https://medium.com/dair-ai/detecting-emotions-with-cnn-fusion-models-b066944969c8) - https://emoclassifier.github.io/ ## Open problems - Recycled goods (not solved, no dataset) - [Recycling symbols explained](https://www.recyclenow.com/recycling-knowledge/packaging-symbols-explained) - similar to traffic signs recognition - Safety symbols on cardboard boxes (not solved, no dataset) # Tools - [50+ Useful Machine Learning & Prediction APIs, 2018](https://www.kdnuggets.com/2018/05/50-useful-machine-learning-prediction-apis-2018-edition.html) - Face and Image Recognition - Text Analysis, NLP, Sentiment Analysis - Language Translation - Machine Learning and prediction - [Command-line tricks data scientists](https://www.kdnuggets.com/2018/06/command-line-tricks-data-scientists.html) - [Deep Video Analytics](https://www.deepvideoanalytics.com/) - Data-centric platform for Computer Vision - https://github.com/akshayubhat/deepvideoanalytics ## [Amazon SageMaker](https://aws.amazon.com/sagemaker/) - Distributed Training: You can’t choose the number of workers and parameter servers independently - Job Startup Latency: Up to 5 minutes single node - Hyper Parameters Tuning: In-Preview, and only supports the built-in algorithms - Batch Prediction: Not supported - GPU readiness: Bring your own docker image with CUDA installed - Auto-scale Online Serving: You need to specify the number of nodes - Training Job Monitoring: No monitoring ## [Apple ARCore](https://developers.google.com/ar/develop/) - https://github.com/google-ar/arcore-android-sdk - https://github.com/google-ar/sceneform-android-sdk - [Cloud Anchors android codelab](https://codelabs.developers.google.com/codelabs/arcore-cloud-anchors/#0) - https://github.com/google-ar/arcore-ios-sdk ## [Apple Core ML](https://developer.apple.com/documentation/coreml) iOS framework from Apple to integrate machine learning models into your app. ## [Apple Create ML](https://developer.apple.com/documentation/create_ml) Apple framework used with familiar tools like Swift and macOS playgrounds to create and train custom machine learning models on your Mac. - [Introducing Create ML](https://developer.apple.com/videos/play/wwdc2018/703/) on wwdc2018 ## [Apple Natural Language Framework](https://developer.apple.com/documentation/naturallanguage) - [Introducing Natural Language Framework](https://developer.apple.com/videos/play/wwdc2018/713/) on wwdc2018 ## [Firebase ML Kit](https://firebase.google.com/docs/ml-kit/) - [ML Kit: Machine Learning SDK for mobile developers (Google I/O '18)](https://www.youtube.com/watch?v=Z-dqGRSsaBs) - Uses Google Cloud APIs under the hood - Uses custom TensorFlow Lite models - Can compress TensorFlow to TensorFlow Lite models - Runs on a device (fast, inaccurate) or on a cloud - Examples and codelabs - [Recognize text in images with ML Kit for Firebase: iOS](https://codelabs.developers.google.com/codelabs/mlkit-ios/#0) - [Recognize text in images with ML Kit for Firebase: Android](https://codelabs.developers.google.com/codelabs/mlkit-android/#0) - [Identify objects in images using custom machine learning models with ML Kit for Firebase: Android](https://codelabs.developers.google.com/codelabs/mlkit-android-custom-model/#0) - [ML Vision iOS example](https://github.com/firebase/quickstart-ios/tree/master/mlvision) - [Custom model iOS example](https://github.com/firebase/quickstart-ios/tree/master/mlmodelinterpreter) - [android examples](https://github.com/firebase/quickstart-android/tree/master/mlkit) ## [Google AutoML](https://cloud.google.com/automl/) Pros: - let users train their own custom machine learning algorithms from scratch, without having to write a single line of code - uses Transfer Learning (the more data and customers, the better results) - is fully integrated with other Google Cloud services (Google Cloud Storage to store data, use Cloud ML or Vision API to customize the model etc.) Cons: - limited to image recognition (2018-Q1) - doesn't allow to download a trained model ## [Google Datalab](https://cloud.google.com/datalab/) - Powerful interactive tool created to explore, analyze, transform and visualize data and build machine learning models on Google Cloud Platform. It runs on Google Compute Engine and connects to multiple cloud services easily so you can focus on your data science tasks. - Built on Jupyter (formerly IPython), which boasts a thriving ecosystem of modules and a robust knowledge base. - Enables analysis of your data on Google BigQuery, Cloud Machine Learning Engine, Google Compute Engine, and Google Cloud Storage using Python, SQL, and JavaScript (for BigQuery user-defined functions). ## [Google Dataprep](https://cloud.google.com/dataprep/) Intelligent data service for visually exploring, cleaning, and preparing structured and unstructured data for analysis. Cloud Dataprep is serverless and works at any scale. Easy data preparation with clicks and no code. ## [Google ML Engine](https://cloud.google.com/ml-engine/) - [Samples & Tutorials](https://cloud.google.com/ml-engine/docs/tutorials) - [Samples for usage](https://github.com/GoogleCloudPlatform/cloudml-samples) - Distributed Training: Specify number of nodes, types, (workers/PS), associated accelerators, and sizes - Job Startup Latency: 90 seconds for single node - Hyper Parameters Tuning: Grid Search, Random Search, and Bayesian Optimisation - Batch Prediction: You can submit a batch prediction job for high throughputs - GPU readiness: Out-of-the box, either via scale-tier, or config file - Auto-scale Online Serving: Scaled up to your specified maximum number of nodes, down to 0 nodes if no requests for 5 minutes - Training Job Monitoring: Full monitoring to the cluster nodes (CPU, Memory, etc.) - Automation of ML: AutoML - Vision, NLP, Speech, etc. - Specialised Hardware: Tensor Processing Units (TPUs) - SQL-supported ML: [BQML](https://cloud.google.com/blog/big-data/2018/07/bridging-the-gap-between-data-and-insights) # [Google Natural language](https://cloud.google.com/natural-language/) - entiry recognition: extract information about people, places, events, and much more mentioned in text documents, news articles, or blog posts - sentiment analysis: understand the overall sentiment expressed in a block of text - multilingual support - syntax analysis: extract tokens and sentences, identify parts of speech (PoS) and create dependency parse trees for each sentence ## [Google Deep Learning Virtual Machine](https://cloud.google.com/deep-learning-vm/docs/) - VMs with CPU and GPU ## [Google Mobile Vision](https://developers.google.com/vision/) - Detect Faces (finds facial landmarks such as the eyes, nose, and mouth; doesn't identifies a person) - Scan barcodes - Recognize Text ## [Google Speech API](https://cloud.google.com/speech-to-text/) - speech recognition - word hints: Can provide context hints for improved accuracy. Especially useful for device and app use cases. - noise robustness: No need for signal processing or noise cancellation before calling API; can handle noisy audio from a variety of environments - realtime results: can stream text results, returning partial recognition results as they become available. Can also be run on buffered or archived audio files. - over 80 languages - can also filter inappropriate content in text results ## [Google Translation API](https://cloud.google.com/translate/) - Supports more than 100 languages and thousands of language pairs - automatic language detection - continuous updates: Translation API is learning from logs analysis and human translation examples. Existing language pairs improve and new language pairs come online at no additional cost ## [Google Video Intelligence](https://cloud.google.com/video-intelligence/) - Label Detection - Detect entities within the video, such as "dog", "flower" or "car" - Shot Change Detection - Detect scene changes within the video - Explicit Content Detection - Detect adult content within a video - Video Transcription - Automatically transcribes video content in English ## [Google Vision API](https://cloud.google.com/vision/) - Object recognition: detect broad sets of categories within an image, ranging from modes of transportation to animals - Facial sentiment and logos: Analyze facial features to detect emotions: joy, sorrow, anger; detect logos - Extract text: detect and extract text within an image, with support of many languages and automatic language identification - Detect inapropriate content: fetect different types of inappropriate content from adult to violent content ## Experiments Frameworks Tools to help you configure, organize, log and reproduce experiments - https://www.reddit.com/r/MachineLearning/comments/5gyzqj/d_how_do_you_keep_track_of_your_experiments/, 2017 - [How to Plan and Run Machine Learning Experiments Systematically by Jason Brownlee, 2017](https://machinelearningmastery.com/plan-run-machine-learning-experiments-systematically/) - using a speadsheet with a template - https://github.com/IDSIA/sacred ## Jupyter Notebook - [Top 5 Best Jupyter Notebook Extensions](https://www.kdnuggets.com/2018/03/top-5-best-jupyter-notebook-extensions.html) - [Version Control for Jupyter Notebook](https://towardsdatascience.com/version-control-for-jupyter-notebook-3e6cef13392d) ## [Lobe](https://lobe.ai/) Lobe is an easy-to-use _visual_ tool (no coding required) that lets you build custom deep learning models, quickly train them, and ship them directly in your app without writing any code. ## [Microsoft Azure Bot Service](https://azure.microsoft.com/en-us/services/bot-service/) ## [Microsoft Azure Machine Learning](https://azure.microsoft.com/en-us/overview/machine-learning/) ## [Microsoft Cognitive Services](https://azure.microsoft.com/en-us/services/cognitive-services) ## [Microsoft Cognitive Toolkit](https://www.microsoft.com/en-us/cognitive-toolkit/) ### [Supervisely](https://supervise.ly/) - Annotate images for computer vision tasks using AI - https://github.com/supervisely/supervisely ## [Syn Bot Oscova](https://developer.syn.co.in/tutorial/bot/oscova/machine-learning.html) - [finds similarity between the expressions](https://forum.syn.co.in/viewtopic.php?t=1845&p=3209) - https://github.com/SynHub/syn-bot-samples - MS Visual Studio is required (doesn't work with VS Code) - activating Deep Learning feature requires [license activating](https://developer.syn.co.in/tutorial/bot/activate-license.html) - number of requests to the server is limited by the license ## [Tableau](https://www.tableau.com/) - Data visualization tool created by Tableau Software. - Connects to files, relational and Big Data sources, allows transforming data into dashboards that look amazing and are also interactive. ## [TensorFlow](https://www.tensorflow.org/) - [TensorFlow Hub](https://www.tensorflow.org/hub/) - https://github.com/tensorflow/models/tree/master/research - https://github.com/tensorflow/tensorflow/tree/master/tensorflow/examples - https://github.com/tensorflow/tensorflow/tree/master/tensorflow/examples/android - TF Classify - TF Detect - TF Stylize - TF Speech - https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/lite/examples - TF Classify - TF Detect - TF Speech - https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/lite/java/demo - TF classify using tflite model - [Freeze tensorflow model graph](https://www.tensorflow.org/mobile/tflite/devguide#freeze_graph) - [TensorFlow Estimator APIs Tutorials](https://github.com/GoogleCloudPlatform/tf-estimator-tutorials) ## [Turi Create](https://github.com/apple/turicreate) Apple python framework that simplifies the development of custom machine learning models. You don't have to be a machine learning expert to add recommendations, object detection, image classification, image similarity or activity classification to your app. - Export models to Core ML for use in iOS, macOS, watchOS, and tvOS apps. - [A Guide to Turi Create](https://developer.apple.com/videos/play/wwdc2018/712/) from wwdc2018 # Playgrounds - [Training Data Analyst](https://github.com/GoogleCloudPlatform/training-data-analyst) - Labs and demos for Google Cloud Platform courses - [SEEDBANK](http://tools.google.com/seedbank/) - Collection of Interactive Machine Learning Examples - [AI Lab: Learn to Code with the Cutting-Edge Microsoft AI Platform, 2018](https://blogs.technet.microsoft.com/machinelearning/2018/06/19/ai-lab-learn-about-experience-code-with-the-cutting-edge-microsoft-ai-platform/) - [Teachable Machine by Google](https://teachablemachine.withgoogle.com/) ## [Google AIY](https://aiyprojects.withgoogle.com) - [Vision Kit](https://aiyprojects.withgoogle.com/vision/) - Do-it-yourself intelligent camera. Experiment with image recognition using neural networks on Raspberry Pi. - [Voice Kit](https://aiyprojects.withgoogle.com/voice/) - Do-it-yourself intelligent speaker. Experiment with voice recognition and the Google Assistant on Raspberry Pi. # IDEs - https://colab.research.google.com - [Weka](https://www.cs.waikato.ac.nz/ml/weka/) - [Getting Started with Weka - Machine Learning Recipes #10](https://www.youtube.com/watch?v=TF1yh5PKaqI) # Repositories - https://github.com/bulutyazilim/awesome-datascience # Models ## Decision Trees Pros: - can model nonlinearities - are highly interpretable - do not require extensive feature preprocessing - do not require enormous data sets Cons: - tend to overfit - fixed by building a decision forest with boosting - unstable/undeterministic (generate different results while trained on the same data) - fixed by using bootstrap aggregation/bagging (a boosted forest) - do mapping directly from the raw input to the label - better use neural nets that can learn intermediate representations Hyperparameters: - tree depth - maximum number of leaf nodes ## Distillation - trains a model to mimic the behavior of a pretrained model so it can work independently of the pretrained model - can train the smaller model with unlabeled examples - not all target classes need to be represented in the distillation training set - reduces the need for regularization - [Distilling the Knowledge in a Neural Network by Geoffrey Hinton et al, 2015](https://arxiv.org/abs/1503.02531) - [“Why Should I Trust You?” Explaining the Predictions of Any Classifier by Marco Tulio Ribeiro et al, 2016](https://arxiv.org/abs/1602.04938) - [Detecting Bias in Black-Box Models Using Transparent Model Distillation by Sarah Tan et al, 2017](https://arxiv.org/abs/1710.06169) ## Embedding models - https://github.com/Hironsan/awesome-embedding-models - [gensim's word2vec](https://code.google.com/archive/p/word2vec/source) (embedded words and phrases) - [online vocaburary update tutorial](https://github.com/RaRe-Technologies/gensim/blob/develop/docs/notebooks/online_w2v_tutorial.ipynb) - [How to Develop Word Embeddings in Python with Gensim](https://machinelearningmastery.com/develop-word-embeddings-python-gensim/) - [gensim's doc2vec](https://radimrehurek.com/gensim/models/doc2vec.html) - https://github.com/jhlau/doc2vec - see recursive autoencoders - see bag-of-words models ## Evolutionary Algorithms - [Using Evolutionary AutoML to Discover Neural Network Architectures by by Esteban Real, 2018](https://research.googleblog.com/2018/03/using-evolutionary-automl-to-discover.html) - [Regularized Evolution for Image Classifier Architecture Search by Esteban Real et al, 2018](https://arxiv.org/abs/1802.01548) - [Welcoming the Era of Deep Neuroevolution by Jeff Clune, 2017](https://eng.uber.com/deep-neuroevolution/) - [Hierarchical Representations for Efficient Architecture Search by Hanxiao Liu et al, 2017](https://arxiv.org/abs/1711.00436) - [Learning Transferable Architectures for Scalable Image Recognition by Barret Zoph et al, 2017](https://arxiv.org/abs/1707.07012) - [Large-Scale Evolution of Image Classifiers by Esteban Real et al, 2017](https://arxiv.org/abs/1703.01041) - [Evolving Neural Networks through Augmenting Topologies by Stanley and Miikkulainen, 2002](http://nn.cs.utexas.edu/downloads/papers/stanley.ec02.pdf) ## Metrics of dataset quality - Statistical metrics - descriptive statistics: dimensionality, unique subject counts, systematic replicates counts, pdfs, cdfs (probability and cumulative distribution fx's) - cohort design - power analysis - sensitivity analysis - multiple testing correction analysis - dynamic range sensitivity - Numerical analysis metrics - number of clusters - PCA dimensions - MDS space dimensions/distances/curves/surfaces - variance between buckets/bags/trees/branches - informative/discriminative indices (i.e. how much does the top 10 features differ from one another and the group) - feature engineering differnetiators ## Neural Networks [Approaches](https://medium.com/@sayondutta/nuts-and-bolts-of-applying-deep-learning-by-andrew-ng-89e1cab8b602) when our model doesn’t work: - Fetch more data - Add more layers to Neural Network - Try some new approach in Neural Network - Train longer (increase the number of iterations) - Change batch size - Try Regularisation - Check Bias Variance trade-off to avoid under and overfitting - Use more GPUs for faster computation Back-propagation problems: - it requires labeled training data; while almost all data is unlabeled - the learning time does not scale well, which means it is very slow in networks with multiple hidden layers - it can get stuck in poor local optima, so for deep nets they are far from optimal. ### Capsule Networks - [Understanding Hinton’s Capsule Networks by Max Pechyonkin, 2017](https://medium.com/ai%C2%B3-theory-practice-business/understanding-hintons-capsule-networks-part-i-intuition-b4b559d1159b) - [Capsule Networks (CapsNets) – Tutorial, 2017](https://www.youtube.com/watch?v=pPN8d0E3900) ### Convolutional Neural Networks ### Deep Residual Networks - [Understand Deep Residual Networks — a simple, modular learning framework that has redefined state-of-the-art, 2017](https://blog.waya.ai/deep-residual-learning-9610bb62c355) ### Distributed Neural Networks - [Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer by Jeff Dean et al](https://arxiv.org/abs/1701.06538) - [PathNet: Evolution Channels Gradient Descent in Super Neural Networks by deepmind](https://deepmind.com/research/publications/pathnet-evolution-channels-gradient-descent-super-neural-networks/) - Feature extraction - uses layers of a pretrained model as inputs to another model, effectively chaining two models together ### Feed-Forward Neural Networks - Perceptrons ### Gated Recurrent Neural Networks - [Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling by Junyoung Chung et al, 2014](https://arxiv.org/pdf/1412.3555v1.pdf) ### Generative Adversarial Networks - [Progressive Growing of GANs for Improved Quality, Stability, and Variation by Tero Karras et al, 2017](https://arxiv.org/abs/1710.10196) ### Long-Short Term Memory Networks - [Exploring LSTMs, 2017](http://blog.echen.me/2017/05/30/exploring-lstms/) - [Understanding LSTM Networks by Christopher Olah, 2015](http://colah.github.io/posts/2015-08-Understanding-LSTMs/) - “Almost all exciting results based on recurrent neural networks are achieved with [LSTMs].” - [Offline Handwriting Recognition with Multidimensional Recurrent Neural Networks by Graves & Schmidhuber, 2009](http://people.idsia.ch/~juergen/nips2009.pdf) - showed that RNNs with LSTM are currently the best systems for reading cursive writing - [LONG SHORT-TERM MEMORY by Hochreiter & Schmidhuber, 1997](http://www.bioinf.jku.at/publications/older/2604.pdf) ### Recurrent Neural Networks - [The Unreasonable Effectiveness of Recurrent Neural Networks by Andrej Karpathy, 2015](http://karpathy.github.io/2015/05/21/rnn-effectiveness/) - see [Long-Short Term Memory Networks](https://github.com/lankastersky/neuromantic/blob/master/readme.md#long-short-term-memory-networks) ### Symmetrically Connected Networks - Hopfield Nets (without hidden units) - [Neural networks and physical systems with emergent collective computational abilities by Hopfield, 1982](http://www.pnas.org/content/pnas/79/8/2554.full.pdf) - Boltzmann machines (stochastic recurrent neural network with hidden units) - Restricted Boltzmann Machines by Salakhutdinov and Hinton, 2014 - [Deep Boltzmann Machines by Salakhutdinov and Hinton, 2012](http://proceedings.mlr.press/v5/salakhutdinov09a/salakhutdinov09a.pdf) ## Reinforcement Learning - [Deep Reinforcement Learning Doesn't Work Yet, 2018](https://www.alexirpan.com/2018/02/14/rl-hard.html) - [Introducing a New Framework for Flexible and Reproducible Reinforcement Learning Research, 2018](https://ai.googleblog.com/2018/08/introducing-new-framework-for-flexible.html) - https://github.com/google/dopamine - [Neural Architecture Search with Reinforcement Learning by Barret Zoph et al, 2017](https://arxiv.org/abs/1611.01578) # Guidelines - [Stanford CS-230 cheatsheets](https://stanford.edu/~shervine/teaching/cs-230/cheatsheet-deep-learning-tips-and-tricks) - The top concepts of Deep Learning, CNNs and RNNs summarized in 3 short pages - [AI Transformation Playbook by Andrew Ng, 2018](https://landing.ai/ai-transformation-playbook/?utm_source=MLYList&utm_medium=ButtonLink&utm_campaign=Playbook) - Steps for transforming your enterprise with AI, which I will explain in this playbook: - Execute pilot projects to gain momentum - Build an in-house AI team - Provide broad AI training - Develop an AI strategy - Develop internal and external communications - [AI at Google: our principles, 2018](https://blog.google/topics/ai/ai-principles/) - [Rules of Machine Learning: Best Practices for ML Engineering by Martin Zinkevich, 2018](https://developers.google.com/machine-learning/rules-of-ml/) - [Practical advice for analysis of large, complex data sets by PATRICK RILEY, 2016](http://www.unofficialgoogledatascience.com/2016/10/practical-advice-for-analysis-of-large.html) - [What’s your ML test score? A rubric for ML production systems by Eric Breck, 2016](https://research.google.com/pubs/pub45742.html) - [Machine Learning: The High Interest Credit Card of Technical Debt by D. Sculley et al, 2014](https://research.google.com/pubs/pub43146.html) - Complex Models Erode Boundaries - Entanglement - Hidden Feedback Loops - Undeclared Consumers - Data Dependencies Cost More than Code Dependencies - Unstable Data Dependencies - Underutilized Data Dependencies - Static Analysis of Data Dependencies - Correction Cascades - System-level Spaghetti - Glue Code - Pipeline Jungles - Dead Experimental Codepaths - Configuration Debt - Dealing with Changes in the External World - Fixed Thresholds in Dynamic Systems - When Correlations No Longer Correlate - Monitoring and Testing - [Principles of Research Code by Charles Sutton, 2012](http://www.theexclusive.org/2012/08/principles-of-research-code.html) - [Patterns for Research in Machine Learning by Ali Eslami, 2012](http://arkitus.com/patterns-for-research-in-machine-learning/) - [Lessons learned developing a practical large scale machine learning system by Simon Tong, 2010](https://research.googleblog.com/2010/04/lessons-learned-developing-practical.html) - [The Professional Data Science Manifesto](http://www.datasciencemanifesto.org/) - [Machine Learning Glossary](https://developers.google.com/machine-learning/glossary/) ## Deep learning - [Deep Learning: A Critical Appraisal by Gary Marcus, 2018](https://arxiv.org/abs/1801.00631) - Deep learning thus far is data hungry - Deep learning thus far is shallow and has limited capacity for transfer - Deep learning thus far has no natural way to deal with hierarchical structure - Deep learning thus far has struggled with open-ended inference - Deep learning thus far is not sufficiently transparent - Deep learning thus far has not been well integrated with prior knowledge - Deep learning thus far cannot inherently distinguish causation from correlation - Deep learning presumes a largely stable world, in ways that may be problematic - Deep learning thus far works well as an approximation, but its answers often cannot be fully trusted - Deep learning thus far is difficult to engineer with - [Software 2.0 by Andrej Karpathy, 2017](https://medium.com/@karpathy/software-2-0-a64152b37c35) # Interview preparation - [20 Questions to Detect Fake Data Scientists and How to Answer Them, 2018](https://medium.com/@kojinoshiba/20-questions-to-detect-fake-data-scientists-and-how-to-answer-them-16c816829294) - [Собеседование по Data Science: чего от вас ждут, 2018](https://habr.com/company/epam_systems/blog/350654/) - [Acing AI Interviews](https://medium.com/acing-ai/acing-ai-interviews/home) # MOOC ## Google oriented courses - https://developers.google.com/machine-learning/crash-course/ - for beginners, explains hard things with simple words - from google gurus - uses TensorFlow and codelabs - https://www.coursera.org/specializations/gcp-data-machine-learning - shows how to use GCP for machine learning # Books ## NLP - [Natural Language Processing with Python by Steven Bird et al, 2014](http://www.nltk.org/book/) ## Statistics - [Bayesian Methods for Hackers: Probabilistic Programming and Bayesian Inference by Cameron Davidson-Pilon, 2015](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers) - [Statistics is Easy! by Dennis Shasha, 2010](https://www.amazon.com/Statistics-Second-Synthesis-Lectures-Mathematics/dp/160845570X) # Datasets - https://ai.google/tools/datasets/ - https://toolbox.google.com/datasetsearch - [Making it easier to discover datasets, 2018](https://www.blog.google/products/search/making-it-easier-discover-datasets/) - [Microsoft Research Open Data](https://msropendata.com/) - users can also copy datasets directly to an Azure based Data Science virtual machine ## 3D - [ScanNet](http://www.scan-net.org/) - RGB-D video dataset annotated with 3D camera poses, surface reconstructions, and instance-level semantic segmentations - [SceneNet](https://robotvault.bitbucket.io/scenenet-rgbd.html) - Photorealistic Images of Synthetic Indoor Trajectories with Ground Truth ## Audios - [The VU sound corpus](https://github.com/CrowdTruth/vu-sound-corpus) - based on https://freesound.org/ database - See article [The VU Sound Corpus by Emiel van Miltenburg et al](http://www.lrec-conf.org/proceedings/lrec2016/pdf/206_Paper.pdf) - [AudioSet](https://research.google.com/audioset/) - consists of an expanding ontology of 632 audio event classes and a collection of 2,084,320 human-labeled 10-second sound clips drawn from YouTube videos ## Images - [Conceptual Captions: A New Dataset and Challenge for Image Captioning, 2018](https://ai.googleblog.com/2018/09/conceptual-captions-new-dataset-and.html) - [Landmarks 2018](https://research.googleblog.com/2018/03/google-landmarks-new-dataset-and.html) - [ImageNet](http://www.image-net.org/) - [COCO](http://cocodataset.org/#home) - [SUN](https://groups.csail.mit.edu/vision/SUN/) - [Caltech 256](https://authors.library.caltech.edu/7694/) - [Pascal](https://www.cs.stanford.edu/~roozbeh/pascal-context/) - [CIFAR-10](https://www.cs.toronto.edu/~kriz/cifar.html) - 60000 32x32 colour images in 10 classes, with 6000 images per class - commonly used to train image classifiers ## Videos - [Microsoft multimedia challenge dataset, 2017](http://ms-multimedia-challenge.com/2017/dataset) - largest dataset in terms of sentence and vocabulary - challenge: to automatically generate a complete and natural sentence to describe video content - [Kinetics, 2017](https://deepmind.com/research/open-source/open-source-datasets/kinetics/) - [YouTube-8M, 2017](https://research.google.com/youtube8m/) - large, but annotations are slightly noisy and only video-level labels have been assigned (include frames that do not relate to target actions) - [youtube-dl](https://github.com/rg3/youtube-dl) - Command-line program to download videos from YouTube.com and other video sites - [Sports-1M by A. Karpathy, 2016](https://github.com/gtoderici/sports-1m-dataset/blob/wiki/ProjectHome.md) - large, but annotations are slightly noisy and only video-level labels have been assigned (include frames that do not relate to target actions) - [FCVID](http://lsvc17.azurewebsites.net/#data) - [ActivityNet](http://activity-net.org/download.html) - http://crcv.ucf.edu/data/UCF101.php 2013 - [Hollywood2](http://www.di.ens.fr/~laptev/actions/hollywood2/) - [HMDB-51](http://serre-lab.clps.brown.edu/resource/hmdb-a-large-human-motion-database/) - [CCV](http://www.ee.columbia.edu/ln/dvmm/CCV/) # Research Groups - [DeepMind](https://deepmind.com/) - [Facebook AI Research (FAIR)](https://research.fb.com/category/facebook-ai-research-fair/) - [Google Brain](https://research.google.com/teams/brain/) - [Microsoft Research AI](https://www.microsoft.com/en-us/research/lab/microsoft-research-ai/) - [OpenAI](http://openai.com/) - [Sentient Labs](https://www.sentient.ai/) - [Uber Labs](https://eng.uber.com/tag/ai/) # Cartoons [The Browser of a Data Scientist](https://www.datasciencecentral.com/profiles/blogs/the-browser-of-a-data-scientist) -  ## Jokes A statistician drowned crossing a river that was only three feet deep on average

# Awesome Piracy [](https://awesome.re) ​ > A curated list of arrrrrrrrr! ​ ## Preamble I forked this from [Igglybuff's Awesome Piracy list](https://github.com/Igglybuff/awesome-piracy). I just took this and decided to update it, replace dead links, etc. # I'm getting far too lazy to update this, so just go to [this guy's list](https://github.com/Shakil-Shahadat/awesome-piracy) I'm also mirroring this onto [rentry](https://rentry.org/tosoju-awesome-piracy). [My github repo](https://github.com/Tosoju/awesome-piracy) ​ Please ensure you use an adblocker like :star2: [uBlock Origin](https://github.com/gorhill/uBlock) to access any of the websites listed here, otherwise, you will have a bad time. ​ For discussion and feedback, please head to [the Reddit thread on /r/Piracy](https://www.reddit.com/r/Piracy/comments/9nontk/awesome_piracy_a_curated_list_of_awesome_warez/). If you come across dead links, please report them by making an issue/pullrequest​ ## How to use this list Some items in this list could easily fit in more than one category, so to make sure you find what you're looking for please use `Ctrl + F` (or `Cmd + F` on macOS). ​ ## Emoji You will notice some items on this list have a :star2: next to them. Items with a :star2: represent the author's top pick for that category. This is an entirely opinionated rating from someone who doesn't know everything about every item on the list, so be sure to check out alternative options before assuming something is "the best". That said, I do explore and test every resource I add to this list wherever possible. ​ ## Background Information - [Wikipedia "File sharing" category](https://en.wikipedia.org/wiki/Category:File_sharing) Wikipedia's full list of file-sharing related articles. ​ ## Contents - [VPNs](#vpns) - [VPN Guides and Tutorials](#vpn-guides-and-tutorials) - [VPN Subscription Services](#vpn-subscription-services) - [Self-hosted VPNs](#self-hosted-vpns) - [Browser Extensions](#browser-extensions) - [Userscripts](#userscripts) - [Password Vaults](#password-vaults) - [Antivirus](#antivirus) - [Privacy](#privacy) - [Windows 10 Privacy](#windows-10-privacy) - [Email](#email) - [Operating Systems](#operating-systems) - [Decentralised Networks](#decentralised-networks) - [Domain Names](#domain-names) - [Torrenting](#torrenting) - [Trackers](#trackers) - [Private Trackers](#private-trackers) - [Semi-Private Trackers](#semi-private-trackers) - [Public Trackers](#public-trackers) - [Tracker Aggregators](#tracker-aggregators) - [Tracker Proxies](#tracker-proxies) - [Tracker Invites](#tracker-invites) - [Torrent Clients](#torrent-clients) - - [Deluge](#deluge) - [rTorrent](#rtorrent) - [WebTorrent Clients](#webtorrent-clients) - [autodl-irssi](#autodl-irssi) - [Seedboxes](#seedboxes) - [Web-based Cloud Seedboxes](#web-based-cloud-seedboxes) - [Seedbox Hosting Providers](#seedbox-hosting-providers) - [Seedbox Setup Tools and Guides](#seedbox-setup-tools-and-guides) - [Tracker Frameworks](#tracker-frameworks) - [Usenet](#usenet) - [Usenet Providers](#usenet-providers) - [Usenet Indexers](#usenet-indexers) - [Usenet Indexing Software](#usenet-indexing-software) - [Paid Indexers](#paid-indexers) - [Free Indexers](#free-indexers) - [Usenet Clients](#usenet-clients) - [Direct Downloads](#direct-downloads) - [Download Managers](#download-managers) - [DDL Tools](#ddl-tools) - [Custom Google Search Engines](#custom-google-search-engines) - [FTP Indexers](#ftp-indexers) - [DDL Search Engines and Crawlers](#ddl-search-engines-and-crawlers) - [DDL Link Sites](#ddl-link-sites) - [Premium Link Generators](#premium-link-generators) - [Premium Link Hosts](#premium-link-hosts) - [Open Directories](#open-directories) - [Streaming Sites](#streaming-sites) - [HD Streaming](#hd-streaming) - [Big Media Libraries](#big-media-libraries) - [TV](#tv) - [Anime Torrenting](#anime-torrents) - [Anime Streaming](#anime-streaming) - [Cartoons](#cartoons) - [Sports Streaming](#sports-streaming) - [Specialty Sites](#specialty-sites) - [Openload Hosts](#third-party-hosts) - [Media Centre Applications](#media-centre-applications) - [Stremio](#stremio) - [Plex](#plex) - [Plex Plugins](#plex-plugins) - [Plex Requests](#plex-requests) - [Plex Scripts and Tools](#plex-scripts-and-tools) - [Plex Shares](#plex-shares) - [Plex Transcoding](#plex-transcoding) - [Plex Logging and Metrics](#plex-logging-and-metrics) - [Plex Clients](#plex-clients) - [Kodi](#kodi) - [Gaming](#gaming) - [Repacks](#repacks) - [Emulators](#emulators) - [ROMs](#roms) - [Console Games](#console-games) - [Homebrew and Custom Firmware](#homebrew-and-custom-firmware) - [Music](#music) - [Music Streaming](#music-streaming) - [Music Downloading](#music-downloading) - [Spotify](#spotify) - [iTunes](#itunes) - [Software](#software) - [Ebooks](#ebooks) - [Magazines](#magazines) - [Academic Papers and Material](#academic-papers-and-material) - [Textbooks](#textbooks) - [Courses and Tutorials](#courses-and-tutorials) - [Audiobooks](#audiobooks) - [Comicbooks](#comicbooks) - [Manga](#manga) - [Documentaries](#documentaries) - [Fonts, Icons and Graphics](#fonts-icons-and-graphics) - [Automation](#automation) - [TV Automation](#tv-automation) - [Movie Automation](#movie-automation) - [Music Automation](#music-automation) - [Subtitles Automation](#subtitles-automation) - [P2P Networks](#p2p-networks) - [Ripping, Transcoding, Converting, Encoding](#ripping-transcoding-converting-encoding) - [Cloud Storage](#cloud-storage) - [Self-hosted File Storage/Sharing](#Self-hosted-File-Storage-or-Sharing) - [3rd Party Cloud Storage](#3rd-party-cloud-storage) - [File Renaming and Tagging](#file-renaming-and-tagging) - [Mobile Apps](#mobile-apps) - [Streaming Apps](#streaming-apps) - [Torrent Apps](#torrent-apps) - [APKs](#apks) - [Discord Servers](#discord-servers) - [IPTV and DVR](#iptv-and-dvr) - [Acestreams](#acestreams) - [IRC](#irc) - [IRC Clients](#irc-clients) - [IRC Networks](#irc-networks) - [IRC Search Engines](#irc-search-engines) - [DC++](#dc) - [Full Movies On](#full-movies-on) - [Piracy Blogs and News](#piracy-blogs-and-news) - [Content Discovery](#content-discovery) - [PreDB Sites](#predb-sites) - [Dashboards and Homepages](#dashboards-and-homepages) - [File Sharing Tools](#file-sharing-tools) - [Hosters of Miscellaneous Projects](#hosters-of-miscellaneous-projects) - [Stream Synchronisation](#stream-synchronisation) - [Telegram Piracy](#telegram-piracy) - [Porn](#adult-content) - [Miscellaneous](#miscellaneous) ​ ## VPNs ​ ### VPN Guides and Tutorials - [privacyguides.org](https://privacyguides.org) 🌟 From the team that headed privacytools.io. More updated information to protect your privacy online. - [privacytools.io](https://www.privacytools.io/) "Encryption against global mass surveillance". Plenty of information to help protect your privacy online. - [Techlore's VPN Comparison Table](https://techlore.tech/vpn) A vpn comparison table compiled by Techlore and his team. - [VPN over SSH](https://wiki.archlinux.org/index.php/VPN_over_SSH) ArchWiki page describing how to achieve a poor man's VPN with SSH tunneling - [/r/VPNTorrents](https://www.reddit.com/r/VPNTorrents) This is for the discussion of torrenting (and similar P2P protocols) using VPN type technology. - [/r/VPN Comparison Table](https://docs.google.com/spreadsheets/d/1ijfqfLrJWLUVBfJZ_YalVpstWsjw-JGzkvMd6u2jqEk/edit#gid=231869418) Compare VPNs to each other to find what's right for you. - - [Choosing the VPN that's right for you](https://ssd.eff.org/en/module/choosing-vpn-thats-right-you) Helpful guide from the EFF - - [Which VPN Providers Really Take Privacy Seriously in 2021?](https://torrentfreak.com/best-vpn-anonymous-no-logging/) TorrentFreak Article by Ernesto ​ ### VPN Subscription Services - [Mullvad](https://mullvad.net/en/) :star2: A Bitcoin-friendly, privacy-first VPN. - [ProtonVPN](https://protonvpn.com/) High-speed Swiss VPN that safeguards your privacy. - [Windscribe](https://windscribe.com/) Simple VPN, has a free plan that gives you 10gb/mo bandwidth, paid version even has port forwarding for static IPs, privacy-focused. - [IVPN](https://www.ivpn.net) Resist online surveillance ​ ### Self-hosted VPNs - [n2n](https://github.com/ntop/n2n) Peer-to-peer VPN - [PeerVPN](https://peervpn.net/) PeerVPN is a software that builds virtual ethernet networks between multiple computers. - [OpenVPN](https://openvpn.net/) OpenVPN provides flexible VPN solutions to secure your data communications, whether it's for Internet privacy, remote access for employees, securing IoT, or for networking Cloud data centers. - [Nebula](https://github.com/slackhq/nebula) A scalable overlay networking tool with a focus on performance, simplicity and security - [Pritunl](https://pritunl.com/) Enterprise Distributed OpenVPN and IPsec Server - [WireGuard VPN](https://www.wireguard.com/) :star2: WireGuard is an extremely simple yet fast and modern VPN that utilizes state-of-the-art cryptography. It aims to be faster, simpler, leaner, and more useful than IPSec. - [sshuttle](https://github.com/sshuttle/sshuttle) Transparent proxy server that works as a poor man's VPN. - [ZeroTier](https://www.zerotier.com) Peer-to-peer multi-platform VPN - [Outline by Alphabet](https://www.getoutline.org/) Not exactly a VPN, but is strong in privacy and security. Works with DO, Google Cloud, AWS and more. - [Mysterium Network](https://mysterium.network/) Open-source VPN client and server software. It can be used to sell your spare bandwidth for cryptocurrency. - [tinc](https://tinc-vpn.org/) Peer-to-peer VPN software with mesh routing. - [OpenConnect](https://www.infradead.org/openconnect/) Multiplatform VPN compatible with Cisco's AnyConnect. Uses well-tested, standard TLS connections which easily bypass DPI. - [Shadowsocks](https://shadowsocks.org/) Secure SOCKS proxy used in China for bypassing the Great Firewall. ​ ## Browser Extensions - [Arkenfox.js Browser Extension Recommendations](https://github.com/arkenfox/user.js/wiki/4.1-Extensions) 🌟 Arkenfox Browser Extensions recommendation along with ones to avoid. - [uBlock Origin](https://github.com/gorhill/uBlock) :star2: An efficient blocker for Chromium and Firefox. Fast and lean. - [TamperMonkey](https://chrome.google.com/webstore/detail/tampermonkey/dhdgffkkebhmkfjojejmpbldmpobfkfo?hl=en) The world's most popular userscript manager - [Burlesco](https://burles.co/en/) Read the news without subscribing, bypass the paywall - [Violentmonkey](https://violentmonkey.github.io/) An open-source userscript manager. - [Anti-Paywall](https://github.com/nextgens/anti-paywall) A browser extension that maximizes the chances of bypassing paywalls - [Google Unlocked](https://github.com/Ibit-to/google-unlocked) Uncensor google search results. - [Fast Forward](https://fastforward.team/) A maintained fork of Universal Bypass. Use FastForward to skip annoying URL "shorteners." ​ ## Userscripts - [IMDb Scout](https://greasyfork.org/en/scripts/3967-imdb-scout) Add links from IMDb pages to torrent sites -- easy downloading from IMDb - [IMDb Scout Mod](https://greasyfork.org/en/scripts/407284-imdb-scout-mod) Adds links to IMDb pages from the torrent, ddl, subtitles, streaming, usenet and other sites. - [AdsBypasser](https://adsbypasser.github.io/) This user script helps you to skip countdown ads or continue pages and prevent ad pop-up windows. - [Direct download from Google Play](https://greasyfork.org/en/scripts/33005-direct-download-from-google-play/) Adds APKPure, APKMirror and Evozi download buttons to Google Play when browsing apps. - [AdGuard Popup Blocker](https://github.com/AdguardTeam/PopupBlocker) Popup Blocker by AdGuard is a userscript that blocks all unwanted pop-up windows in different browsers. - [Torrentz2 Magnet](https://greasyfork.org/en/scripts/21547-torrentz2-magnet) Add magnet link to torrentz2 - [Sci-hub button](https://greasyfork.org/it/scripts/370246-sci-hub-button) Add sci-hub button on article page. Add sci-hub button after article link. Support Google scholar, bing academic and baidu xueshu. Jump CNKI English article to Chinese article. - [Bypass Google Sorry (reCAPTCHA)](https://greasyfork.org/en/scripts/33226-bypass-google-sorry-recaptcha) Redirect Google reCAPTCHA to a new search window. - [Google Image "View Image" button](https://greasyfork.org/en/scripts/392076-google-images-direct-link-fix) Add "View Image" button. This is a fork of the original. - [MoreCAPTCHA](https://greasyfork.org/en/scripts/31088-morecaptcha) Speeds up solving Google reCAPTCHA challenges by shortening transition effects and providing continuous selection ability. - [MAL-Sync](https://greasyfork.org/en/scripts/372847-mal-sync) Integrates MyAnimeList into various sites, with auto episode tracking. - [Get DLC Info from SteamDB](https://cs.rin.ru/forum/viewtopic.php?t=71837) For use with CreamAPI and similar tools. - [The Pirate Bay Cleaner](https://greasyfork.org/en/scripts/1573-the-pirate-bay-cleaner) Auto-sorting, torrentifying, theme-change, search-change, SSL/HTTPS and more. 1337x.to and rarbg.org coming soon. ​ ## Password Vaults - [BitWarden](https://bitwarden.com/) :star2: Open source password management solution, can be self-hosted - [1Password](https://1password.com/) Popular cloud-hosted password manager - [KeePass](https://keepass.info/) Free, open source, light-weight, and easy-to-use password manager. - [Plugins](https://keepass.info/plugins.html) : A list of third-party plugins for KeePass - Android: [Keepass2Android](https://github.com/PhilippC/keepass2android) - iPhone: [KeePassium](https://keepassium.com/) - Chrome: [Tusk](https://chrome.google.com/webstore/detail/keepass-tusk-password-acc/fmhmiaejopepamlcjkncpgpdjichnecm) - Firefox: [Tusk](https://addons.mozilla.org/en-US/firefox/addon/keepass-tusk) - Web App: [KeeWeb](https://keeweb.info/) - [~~LastPass~~](https://www.lastpass.com/) ~~LastPass remembers all your passwords, so you don't have to.~~ Lastpass has gotten breached so many times that I cannot in good conscience recommend this. - [Pass](https://www.passwordstore.org/) Simple GPG/Git password manager. Follows the Unix philosophy. - [Dashlane](https://www.dashlane.com/) An intuitive password manager with over with over 8 million users worldwide. - [Passbolt](https://www.passbolt.com/) Free, open source, self-hosted, extensible, OpenPGP based. - [LessPass](https://lesspass.com/) Stateless open source password manager - [Psono](https://psono.com/) Open source and self-hosted password manager for teams - [Buttercup](https://buttercup.pw/) Another open source password manager with desktop, mobile, and browser clients. ​ ## Antivirus - [MalwareBytes](https://www.malwarebytes.com/) :star2: "crushes malware so you are protected and your machine keeps running smoothly." - [HitmanPro](https://www.hitmanpro.com) Antivirus product from Sophos - [VirusTotal](https://www.virustotal.com/) Web service for scanning files and URLs for viruses - [How to remove viruses and malware on your Windows PC](https://www.howtogeek.com/126911/what-to-do-if-you-get-a-virus-on-your-computer/) Helpful HowToGeek article on cleaning out the pipes. - [Random Anti Virus Tier List](https://www.youtube.com/watch?v=P_kaSPvGEsI) ​ ## Privacy - [Prism Break](https://prism-break.org/en/) Opt out of global data surveillance programs like PRISM, XKeyscore, and Tempora. - [/r/privacy](https://www.reddit.com/r/privacy/) The intersection of technology, privacy, and freedom in a digital world. - [Any Soft Keyboard](https://github.com/AnySoftKeyboard/AnySoftKeyboard) A privacy-focused keyboard - [Floris Board](https://github.com/florisboard/florisboard) An open-source keyboard for Android which respects your privacy. ​ ### Windows 10 Privacy - [O&O ShutUp10](https://www.oo-software.com/en/shutup10) O&O ShutUp10 means you have full control over which comfort functions under Windows 10 you wish to use, and you decide when the passing on of your data goes too far. - [Windows 10 Privacy Guide](https://github.com/adolfintel/Windows10-Privacy) :star2: an In-depth guide on purging Windows 10 of Microsoft's attempts to track you - [Winaero](https://winaero.com/blog/about-us/) Free, small and useful software for Windows. - [WPD](https://wpd.app/) The real privacy dashboard for Windows - [Destroy-Windows-10-Spying](http://m.majorgeeks.com/files/details/destroy_windows_10_spying.html) Destroy Windows Spying tool - [Tron](https://www.reddit.com/r/TronScript) Tron, an automated PC cleanup script - [Tallow](https://github.com/basil00/TorWall) Tallow is a transparent Tor firewall and proxying solution for Windows. ​ ## Email - [Privacyguides Recommended Email List](https://www.privacyguides.org/email) I also listed the recommendations down here. - [ProtonMail](https://protonmail.com/) Secure Email Based in Switzerland - [10 Minute Mail](https://10minutemail.net/) Disposable, private mailboxes - [Cock.li](https://cock.li/) Yeah it's mail with cocks - [Tutanota](https://tutanota.com/) Secure, open source email service - [Mailbox](https://mailbox.org/en/) - [Disroot](https://disroot.org/) - [Startmail](https://startmail.com/) ## Decentralised Networks - [Tor](https://www.torproject.org/) :star2: Tor is free software and an open network that helps you defend against traffic analysis. - [I2P](https://geti2p.net/en/) I2P is an anonymous overlay network - a network within a network. It is intended to protect communication from dragnet surveillance and monitoring by third parties such as ISPs. - [Freenet](https://freenetproject.org) Freenet is free software which lets you anonymously share files, browse and publish "freesites" (web sites accessible only through Freenet) and chat on forums, without fear of censorship. - [Zeronet](https://zeronet.io/) Open, free and uncensorable websites, using Bitcoin cryptography and BitTorrent network - [Loki](https://github.com/loki-project/loki-network) Lokinet is an anonymous, decentralized and IP based overlay network for the internet. - [IPFS](https://ipfs.io/) A peer-to-peer hypermedia protocol designed to make the web faster, safer, and more open. - [Yggdrasil](https://yggdrasil-network.github.io/about.html) Makes use of a global spanning tree to form a scalable IPv6 encrypted mesh network. ​ ## Operating Systems - [Qubes OS](https://www.qubes-os.org/) Qubes OS is a security-oriented operating system - [Tails](https://tails.boum.org/) Tails is a live operating system that you can start on almost any computer from a USB stick or a DVD. - [Whonix](https://www.whonix.org/) Another OS that forces connections through TOR. Comes with Qubes. - [Arch Linux](https://archlinux.org/) :star2: A lightweight and flexible Linux® distribution that tries to Keep It Simple. Recommended for those with experience. Uses pacman package manager - [Fedora Linux](https://getfedora.org/) :star2: A Linux OS developed by Red Hat. Good for all levels of linux experience. Uses dnf package manager - [Nobara OS](https://nobaraproject.org/) A Fedora derivative/fork maintained by GloriousEggroll, who does WINE/Proton fixes. Recommended by r/LinuxGaming - [Pika OS](https://pikaos.ferreo.dev/) A ubuntu derivative with Nobara patches. - [Linux Mint](https://linuxmint.com/) A Ubuntu derivative designed to be user friendly. Recommended for beginners. Uses apt package manager. - [Manjaro](https://manjaro.org/) An arch-based OS with rolling releases designed to be a little bit more user friendly. - [EndeavourOS](https://endeavouros.com/) Another arch-based terminal-centric distro with a vibrant and friendly community at its core. - [OpenSUSE Tumbleweed](https://get.opensuse.org/tumbleweed/) Another OS for all levels. Uses zypper package manager. ​ ## Domain Names - [Njalla](https://njal.la/) a privacy-aware domain registration service - [Domainr](https://domainr.com/) Domainr finds domain names and short URLs. Instantly check availability and register for all top-level domains. ​ ## Torrenting - [/r/torrents](https://www.reddit.com/r/torrents) Questions and discussion about all things torrent-related - [BitTorrent](https://en.wikipedia.org/wiki/BitTorrent) Wikipedia's article on the BitTorrent file sharing protocol - [mgnet.me](http://mgnet.me/) Magnet URI shortener - [Torrent🧲Parts](https://torrent.parts/) - Inspect and edit what's in your Torrent file or Magnet link - [Torrage](https://torrage.info/) Torrage is a free service for caching torrent files online. - [peerflix Google Search](https://www.google.com/search?q=peerflix+site%3Aherokuapp.com) Searches Heroku-deployed instances of Peerflix for streaming torrents - [Torznab](https://nzbdrone.readthedocs.io/Implementing-a-Torznab-indexer/) Newznab-like API offering a standardized recent/search API for both TV and movies - [torrents-csv.ml](https://torrents-csv.ml) The above torrents.csv hosted. Torrents.csv is a collaborative repository of torrents, consisting of a single, searchable torrents.csv file. - [mktorrent](https://github.com/Rudde/mktorrent) mktorrent is a simple command line utility to create BitTorrent metainfo files. - [magnetico](https://github.com/boramalper/magnetico) Autonomous (self-hosted) BitTorrent DHT search engine suite ​ ### Trackers - [/r/trackers](https://www.reddit.com/r/trackers) :star2: A subreddit for discussing public & private trackers. - [A Simple Guide To A Better Ratio](https://www.reddit.com/r/trackers/comments/fthja/a_simple_guide_to_a_better_ratio/) A good tracker requires you to upload what you download. This guide explains many of the methods involved with keeping on top of this sometimes difficult task. - [Tracker Twitters](https://filenetworks.blogspot.com/2010/12/list-of-private-torrent-trackers.html) List Of Private Torrent Trackers & BitTorrent News Accounts To Follow On Twitter - [Bravo List](http://www.bvlist.com/) Tracker directory ​ #### Private Trackers - [AlphaRatio ](https://alpharatio.cc) (AR) :star2: A good starter tracker with lots of freeleech content. - [AnimeBytes](https://animebytes.tv/) (AB) community centralized around Japanese media, including anime, manga, and music - [Audionews](https://audionews.org/) (AN) Private torrent tracker for music production audio. (DJ apps, audio editor, DAW apps, etc) Open signups on the 1st-2nd every month. - [BakaBT](https://bakabt.me/) (BBT) a torrent tracker which specializes in serving anime fans - [Bibliotik](https://bibliotik.me/) (BI) Popular ebooks/audiobooks private tracker - [Bitspyder](http://bitspyder.net/) (BS) Bitspyder is an educational torrent site devoted to e-Learning content such as e-Books, video courses, and audiobooks. - [Blutopia](https://blutopia.xyz) (BLU) Blutopia is a private tracker for HD movies and HD TV shows. - [CGPeers](https://www.cgpeers.com/) (CGP) CGPeers is a private torrent tracker for all things computer graphics: tutorials, graphics software, 3D, visual effects, design, and computer-assisted art. - [Filelist](https://filelist.io/) (FL) Large Romanian general tracker with mostly English content. No RAR files allowed. (Scene torrents are unrared, and then allowed.) - [GazelleGames](https://gazellegames.net/login.php) (GGn) Currently the largest private tracker for games. - [HD-Forever](https://hdf.world/) (HD-F) HD-Forever is a French private tracker for HD movies. - [HD-Space](https://hd-space.org/) (HDS) HD-Space is a private torrent tracker hosting HD movies, TV shows, and music torrents. Good tracker for beginners. - [IPTorrents](https://iptorrents.com/) (IPT) Private tracker with movies, books, and more. - [JPopsuki](https://jpopsuki.eu/) (JPop) JPopsuki is a torrent tracker focused on Asian music. - [MyAnonaMouse](https://www.myanonamouse.net/) (MAM) Private E-Learning tracker with about 360 000 torrents including audiobooks, e-learning, musicology, and radio. - [MySpleen](http://www.myspleen.org/login.php) (MS) MySpleen is a private tracker which specialises in comedy, animation, and TV series. - [PassThePopcorn](https://passthepopcorn.me/) (PTP) ratio-based torrent tracker for movies - [PolishTracker](https://pte.nu/) (PT) PolishTracker is the oldest private Polish tracker existing to this day - [PolishSource](https://polishsource.cz/) (PS) PolishSource is a big private Polish ratio-less tracker - [PrivateHD](https://privatehd.to/) (PhD) PrivateHD is a private BitTorrent tracker focused on high definition movies and TV show torrents. - [Redacted](https://redacted.ch/) (RED) Largest private music tracker at 1.5 million torrents. - [TheGeeks](https://thegeeks.click/) (TGBZ) Private tracker for e-learning - [TorrentLeech](https://torrentleech.org/) (TL) Well-known popular private tracker - [TVChaos UK](https://www.tvchaosuk.com/) (TVCUK) Private tracker for British television - [UHDBits](https://uhdbits.org/) (UHD) UHDBits is a Vietnamese private torrent tracker focused on HD movies and TV shows. - [0QoLttS.jpg](https://i.imgur.com/0QoLttS.jpg) Screenshot of a table from somewhere of private trackers and their sign-up requirements - [Private Tracker Flowchart](https://wiki.installgentoo.com/images/9/97/Private_tracker_flowchart.png) V4 of the private tracker flowchart. Somewhat out of date. - [Private trackers](https://wiki.installgentoo.com/index.php/Private_trackers) Guide on how to get into (and survive) the world of private trackers. - [RED Interview Prep](https://interviewfor.red/en/index.html) This site was written as a guide for potential users to learn about music formats, transcodes, torrenting, and burning and ripping — everything you need to know to pass the RED interview. - [Tracker Spreadsheet](https://docs.google.com/spreadsheets/d/1zYZ2107xOZwQ37AjLTc5A4dUJl0ilg8oMrZyA0BGvc0/edit#gid=1357476050) Comprehensive spreadsheet of private trackers (somewhat out of date) ​ #### Semi-Private Trackers - [ruTracker](https://rutracker.org/forum/index.php) :star2: RuTracker is a huge Russian torrent site with a thriving file-sharing community. ​ #### Public Trackers - [1337x](https://1337x.to/) :star2: 1337x is a torrent site that offers verified torrent downloads. - [EZTV](https://eztv.ag/) EZTV is a torrent site for TV shows founded by TV-torrent distribution group EZTV. - [Isohunt2](https://isohunt2.net/) Clone of the original isoHunt torrent index and repository - [RARBG](https://rarbg.to/) :star2: Public tracker with its own release group - [YTS](https://yts.am/) Small-size HD movies from YIFY - [Idope (Clone)](https://idope.se/) iDope is a torrent search engine presenting direct magnet links, comments and up to date seeder/leecher statistics. - [rutor](http://rutor.info/) Russian tracker - [GloTorrents](https://glodls.to/) Download Movies, TV, Games and Other Torrents Free - [BTDB](https://btdb.eu/) Large BitTorrent DHT search engine - [BTDigg](https://btdig.com/) BTDigg is a popular BitTorrent DHT search engine. - [trackerslist](https://github.com/ngosang/trackerslist) An updated list of public BitTorrent trackers - [MagnetDL](http://www.magnetdl.com/) Magnet link only search engine - [TorrentGalaxy](https://torrentgalaxy.org/) Public tracker with a clean UI which now supports embedded streaming for internal uploads - [Games4theworld](https://games4theworld.org) Torrents and magnet links for games - [metal-tracker.com](http://en.metal-tracker.com/) Heavy metal music tracker - [Zonatorrent](https://zonatorrent.tv/) Spanish tracker - [TorrentFunk](https://www.torrentfunk.com/) TorrentFunk is a torrent site providing verified torrents for all kinds of content. - [OTorrents](https://otorrents.com/) Yet another public torrent tracker - [Torlock](https://www.torlock.com/) Torlock is a torrent index and torrent search that helps to access the latest in TV series and movies. - [Rock Box](https://rawkbawx.rocks/) Metal music tracker ​ ### Tracker Aggregators - [snowfl](https://snowfl.com/) snowfl is a torrent aggregator which searches various public torrent indexes in real-time - [Torrents.me](https://torrents.me/) Torrents.me combines popular torrent sites and specialized private trackers in a torrent multisearch. - [rats-search](https://github.com/DEgITx/rats-search) P2P Bittorrent search engine - [AIO Search](http://www.aiosearch.com/) Torrent search engine - [SolidTorrents](https://solidtorrents.net) :star2: A clean, privacy focused torrent search engine. ​ ### Tracker Proxies - [Jackett](https://github.com/Jackett/Jackett) API Support for your favorite torrent trackers. - [Cardigann](https://github.com/cardigann/cardigann) A proxy server for adding new indexers to Sonarr, SickRage, and other media managers - [nzbhydra2](https://github.com/theotherp/nzbhydra2/) :star2: Primarily a Usenet metasearch engine but also supports Torznab ​ ### Tracker Invites - [/r/OpenSignups](https://www.reddit.com/r/opensignups) Open Signups - When Private Trackers Open Their Doors To The Public - [/r/Invites](https://www.reddit.com/r/invites) Post wanted ads for private tracker invites here - [Open sign-ups thread](https://www.reddit.com/r/trackers/comments/7ildxx/open_signups_thread/) /r/trackers thread for posting trackers that are currently open for registration. - [Opentrackers.org](https://opentrackers.org/) Private Torrent Trackers & File Sharing - [getting_into_private_trackers](https://www.reddit.com/r/trackers/wiki/getting_into_private_trackers) :star2: Helpful resource from the /r/trackers wiki ​ ### Torrent Clients - [qBitTorrent](https://www.qbittorrent.org/) :star2: Popular, lightweight, multi-platform torrent client - [qBitTorrent search function](https://www.techsupportalert.com/qbittorrent-help-torrent-search-engine) Allows you to search popular trackers directly from qBittorrent - [qBitTorrent plugins for public sites](https://github.com/qbittorrent/search-plugins/wiki/Unofficial-search-plugins#plugins-for-public-sites) List of qBitTorrent plugins for searching public torrent sites. - [Transmission](https://transmissionbt.com/) Default torrent client in many distros. - [Popcorn Time](https://github.com/popcorn-official/popcorn-desktop) Popcorn Time is a multi-platform, free software BitTorrent client that includes an integrated media player. - [BitLord](http://www.bitlord.com/) Another BitTorrent streaming client - [Tixati](https://tixati.com/) Lightweight torrent client for Windows and Linux - [PicoTorrent](https://picotorrent.org/) A lightweight and minimalistic torrent client for Windows - [FrostWire](https://www.frostwire.com/) FrostWire is a Free and open-source BitTorrent client first released in September 2004, as a fork of LimeWire. - [peerflix](https://github.com/mafintosh/peerflix) Streaming torrent client for node.js - [RapidBay](https://github.com/hauxir/rapidbay) Rapid bay is a self-hosted video service/torrent client that makes playing videos from torrents easy. - [Motrix](https://motrix.app/) A full-featured download manager. Support downloading HTTP, FTP, BitTorrent, Magnet, etc. ​ #### Deluge - [Deluge](https://www.deluge-torrent.org/) :star2: Deluge is a lightweight, Free Software, cross-platform BitTorrent client. - [AutoRemovePlus](https://github.com/omaralvarez/deluge-autoremoveplus) Auto removing of deluge torrents - [ltConfig](https://github.com/ratanakvlun/deluge-ltconfig/releases) ltConfig is a plugin for Deluge that allows direct modification to libtorrent settings and has preset support. - [Deluge Plugins](https://dev.deluge-torrent.org/wiki/Plugins) List of official and third-party plugins for Deluge ​ #### rTorrent - [rTorrent](https://rakshasa.github.io/rtorrent/) rTorrent is a text-based ncurses BitTorrent client written in C++ - [ruTorrent](https://github.com/Novik/ruTorrent) Yet another web front-end for rTorrent - [rTorrent Community wiki](https://github.com/rtorrent-community/rtorrent-community.github.io/wiki) GitHub wiki for rTorrent - [rTorrent Docs](https://rtorrent-docs.readthedocs.io/en/latest/) Comprehensive manual and user guide for the rTorrent bittorrent client - [rutorrent-themes](https://github.com/InAnimaTe/rutorrent-themes) A collection of default and new, original themes for ruTorrent. - [flood](https://github.com/jfurrow/flood) A web UI for rTorrent with a Node.js backend and React frontend. - [rTorrent ArchWiki Page](https://wiki.archlinux.org/index.php/RTorrent) Detailed article to answer most common questions about rTorrent - [rTorrent Seedbox Guide](https://jes.sc/kb/rTorrent-ruTorrent-Seedbox-Guide.php) This guide is a single-page, comprehensive guide to take you step-by-step through installation and configuration. - [rtorrent-ps](https://github.com/pyroscope/rtorrent-ps) Extended rTorrent distribution with a fully customizable canvas and colors, other feature additions, and complete docs. - [pyrocore](https://github.com/pyroscope/pyrocore) A collection of tools for the BitTorrent protocol and especially the rTorrent client - [rTorrent research](https://calomel.org/rtorrent_mods.html) security modifications and other hacks for usability - [rutorrent-all-seeders](https://github.com/AkdM/rutorrent-all-seeders) This ruTorrent plugin adds the columns 'All Seeders' to the torrents list. ​ #### WebTorrent Clients - [βTorrent](https://btorrent.xyz/) fully-featured [WebTorrent](https://webtorrent.io/) browser client written in HTML, JS and CSS - [WebTorrent Desktop](https://webtorrent.io/desktop/) WebTorrent Desktop is for streaming torrents. - [Instant.io](https://instant.io/) Streaming file transfer over WebTorrent (torrents on the web) ​ ### autodl-irssi - [autodl-irssi](https://autodl-community.github.io/autodl-irssi/) autodl-irssi is a plugin for irssi that monitors IRC announce channels for torrent trackers and downloads torrent files based on user-defined filters. - [mreg](https://github.com/Igglybuff/mreg) Generates a "Match releases" expression for your autodl-irssi filter based on dvdsreleasedates.com's "Most Requested DVD Release Dates" section. - [Slack notifications for autodl-irssi](https://gist.github.com/Igglybuff/00d5e91274a562ac724d358bbbc8bc7b) Guide by yours truly on enabling Slack notifications for autodl-irssi ​ ### Seedboxes - [/r/seedboxes](https://www.reddit.com/r/seedboxes) A place to discuss seedboxes and everything related to them. - [SeedSync](https://github.com/ipsingh06/seedsync) SeedSync is a GUI-configurable, LFTP-based file transfer and management program. ​ #### Web-based Cloud Seedboxes - [Seedr](https://www.seedr.cc/) Essentially a seedbox you can paste torrents into which returns a streamable direct link - [Bitport.io](https://bitport.io/) Another direct download site for pasting magnet links or .torrent files. Free accounts offer 1GB for free. - [Torrent Safe](https://www.torrentsafe.com/) Free plan includes 1GB max file size, 2 days file lifetime. Discounts for paid subscriptions pop up on their [Facebook page](https://www.facebook.com/TorrentSafe/) - [Furk.net](https://www.furk.net/) Free trial offers 1GB per day or 5GB per week if you can get an invite/voucher or use Facebook - [FileStream.me](https://filestream.me/) The free subscription offers 200Mb max file size and 200GB storage total - [Foxleech](https://www.foxleech.com/) No free trial, plans start at $3 per month - [Boxopus](https://boxopus.com/) No free trial, plans start at $0.99 per day - [Put.io](https://put.io/) $0.99 1 day trial - [Put.io automator](https://github.com/datashaman/putio-automator) A suite of commands for managing torrents, transfers, and files on Put.IO ​ #### Seedbox Hosting Providers - [CheckServers.OVH](https://checkservers.ovh/) Checks the availability of OVH servers. - [Kimsufi](https://www.kimsufi.com/uk/) Affordable dedicated servers - [Online.net](https://www.online.net/en) :star2: Seedbox-friendly, affordable, dedicated server host - [Hetzner](https://hetzner.co.za/) Reliable and affordable server host - [/u/Andy10gbit](https://www.reddit.com/r/seedboxes/comments/9iu7o8/andy10gbit_server_and_seedbox_list/) Reddit user with good deals on servers and seedboxes - [Bytesized Hosting](https://bytesized-hosting.com/) "The best Plex server hosting in town" - [FeralHosting](https://www.feralhosting.com/pricing) Shared seedbox hosting provider - [Whatbox](https://whatbox.ca/) Whatbox is a BitTorrent CDN - [Seedboxes.cc](https://seedboxes.cc/) Reliable and affordable web hosting, with the power of your friendly monsters! - [UltraSeedbox](https://www.ultraseedbox.com/) "Plex optimized" servers to rent - [SeedHost](https://www.seedhost.eu/seedboxes.php) "Seedhost.eu is the oldest continuously operating seedbox hosting provider on the internet." - [Chmuranet](https://www.chmuranet.com/) Chmuranet is a small private boutique seedbox provider. - [Xirvik](https://www.xirvik.com/) Preconfigured seedbox servers - [OVH](https://www.ovh.com/world/) Large cloud server provider - [SoYouStart](https://www.soyoustart.com/us/) Another dedicated server host - [PulsedMedia](https://pulsedmedia.com/) Inexpensive seedbox provider - [Cloudboxes.io](https://cloudboxes.io/) Seedboxes with impressive 20Gbps uplinks - [Seedbox.io](https://seedbox.io/) Shared and dedicated slots with 1Gbps+ uplinks - [Giga-Rapid.com](https://giga-rapid.com/gigaseedbox.php) Shared 1Gbps seedboxes with massive storage & lots of addon applications. ​ #### Seedbox Setup Tools and Guides - [swizzin](https://swizzin.ltd/) a light, modular package management suite for media-oriented servers - [Seedbox Guide](https://seedboxgui.de/) comparison tool to help you find the best fitting Seedbox - [rtinst](https://github.com/arakasi72/rtinst) seedbox installation script for Ubuntu and Debian systems - [sboxsetup](https://github.com/dannyti/sboxsetup) Another seedbox setup script - [QuickBox IO](https://quickbox.io/) Seedbox installer script - [MediaServer-DockerComposeFiles](https://github.com/vaeyo/MediaServer-DockerComposeFiles) Docker-Compose Files for Media Server Related Apps [Radarr, Sonarr, Plex, rTorrent, NZBGet, Ombi, Emby, etc] - [usenet-docker](https://github.com/justinhamlett/usenet-docker) Docker-compose configuration for Sabnzbd, CouchPotato, Plex, Sonarr, Plexpy, Nzbhydra, Muximux, Radarr, NZBGet and Ombi with an Nginx proxy. - [DockSTARTer](https://github.com/GhostWriters/DockSTARTer) DockSTARTer helps you get started with home server apps running in Docker. ​ ### Tracker Frameworks - [Torrent-Tracker-Platforms](https://github.com/HDVinnie/Torrent-Tracker-Platforms) A Curated List Of Torrent Tracker Platforms/Codebases Written In Multiple Coding Languages - [UNIT3D](https://github.com/HDInnovations/UNIT3D) The Nex-Gen Private Torrent Tracker (Aimed For Movie / TV Use) - [meanTorrent](https://github.com/taobataoma/meanTorrent) A BitTorrent Private Tracker CMS with Multilingual, and IRC announce support, Cloudflare support. - [NexusPHP](https://github.com/ZJUT/NexusPHP) BitTorrent private tracker scripts written in PHP. - [Gazelle](https://whatcd.github.io/Gazelle/) :star2: web framework geared towards private torrent trackers with a focus on music - [opentracker](https://erdgeist.org/arts/software/opentracker/) Opentracker is an open and free BitTorrent tracker project. ​ ## Usenet - [Usenet](https://en.wikipedia.org/wiki/Usenet) Usenet is a worldwide distributed discussion system available on computers. - [Usenet newsgroup](https://en.wikipedia.org/wiki/Usenet_newsgroup) A Usenet newsgroup is a repository usually within the Usenet system, for messages posted from many users in different locations using the Internet. - [/r/Usenet](https://www.reddit.com/r/Usenet) :star2: a thriving community dedicated to helping users old and new understand and use Usenet. - [/r/UsenetInvites](https://www.reddit.com/r/UsenetInvites) Requests and offers for Usenet indexers - [NZBLINK](https://nzblnk.info/) The NZBLNK™ URI scheme defines the format of NZBLNK™ links to identify binary Usenet content and supplies some extra information to handle that content correct (similar to magnet links, but for NZBs). - [Usenet-Uploaders](https://github.com/animetosho/Nyuu/wiki/Usenet-Uploaders) Table of applications for uploading content to Usenet - [QuickPar](http://www.quickpar.org.uk/index.htm) Tool for reconstructing damaged/missing/corrupt Usenet binaries - [NZB Monkey](https://nzblnk.info/nzb-monkey/) NZB download helper-tool - [SABconnect++](https://github.com/gboudreau/sabconnectplusplus) Chrome extension which adds one-click 'Send to SABnzbd' buttons to many popular NZB index sites. ​ ### Usenet Providers - [Usenet Providers and Backbones](https://upload.wikimedia.org/wikipedia/commons/7/7d/Usenet_Providers_and_Backbones.svg) This is a simple overview of the current companies, backbones, providers and resellers in the Usenet landscape. - [A Quick Guide to Choosing a Usenet Provider](https://www.reddit.com/r/usenet/comments/a7ffm7/a_quick_guide_to_choosing_a_usenet_provider/) Reddit post by /u/FlickFreak - [Eweka](https://www.eweka.nl/) Netherlands-based Usenet provider - [Newsdemon](https://www.newsdemon.com/) Cheap and cheerful Usenet provider with frequent discounts - [Newsgroup Ninja](https://www.newsgroup.ninja/en) Popular Usenet provider with a competitive subscription fee - [Usenet Express](http://usenetexpress.com/) UsenetExpress is a powerful new tier-1 Usenet provider that offers strong security, a 10GB uplink per server and up to 150 streams for an excellent price. - [Usenet.Farm](https://usenet.farm/) Usenet reseller with 1000+ days retention. ​ ### Usenet Indexers - [/r/Usenet wiki: indexers](https://www.reddit.com/r/Usenet/wiki/indexers) Information about /r/Usenet's favourite indexing services ​ #### Usenet Indexing Software - [nZEDb](https://github.com/nZEDb/nZEDb) a fork of nnplus(2011) | NNTP / Usenet / Newsgroup indexer. - [newznab-tmux](https://github.com/NNTmux/newznab-tmux) Laravel based usenet indexer - [newznab](http://www.newznab.com/) newznab is a usenet indexing application, that makes building a usenet community easy. - [nZEDb-deploy](https://github.com/PREngineer/nZEDb-deploy) A collection of scripts to automate and simplify the deployment of a nZEDb Usenet Indexer using the new format of their GitHub repository. ​ #### Paid Indexers - [NZBgeek](https://nzbgeek.info/) Affordable Usenet indexer operating since 2014. - [NZBFinder](https://nzbfinder.ws/) Usenet indexer and newznab API with a clean UI and 8+ year backlog of NZBs. - [DrunkenSlug](https://drunkenslug.com/) :star2: Popular NZB indexer with a free tier and decent retention. - [NZBCat](https://nzb.cat/) Meow *cough* nzb-hair-bal. - [DOGnzb](https://dognzb.cr/login) Invite-only NZB site. - [omgwtfnzbs](https://omgwtfnzbs.me/login) Invite-only NZB indexer with a funny name. ​ #### Free Indexers - [6box](https://6box.me/) :star2: A recently revived free Usenet indexing service with a generous API - [Usenet Crawler](https://usenet-crawler.com/) Usenet indexer with API access for registered users - [NZBIndex](https://www.nzbindex.com) The first free Usenet indexer you find in your Google search results - [Binsearch](https://www.binsearch.info/) With this site you can search and browse binary Usenet newsgroups. - [NZBKing](http://nzbking.com/) This service allows you to search and browse binary files that have been posted to Usenet newsgroups. - [GingaDADDY](https://www.gingadaddy.com/) Another popular free NZB indexer, requires sign-up ​ ### Usenet Clients - [SABnzbd](https://sabnzbd.org/) :star2: SABnzbd is an Open Source Binary Newsreader written in Python. - [NZBget](https://nzbget.net/) Efficient Usenet downloader written in C++ - [Usenetic](https://www.usenetic.com/) The full-featured Usenet client for Mac OSX - [spotweb](https://github.com/spotweb/spotweb) Spotweb is a decentralized Usenet community based on the Spotnet protocol. - [Newsbin](http://newsbin.com/about.php) Newsbin is software for Microsoft Windows Operating Systems that downloads files from Usenet Newsgroups. - [NZBVortex 3](https://www.nzbvortex.com/landing/) Simply the best Usenet client for Mac - [alt.binz](https://www.altbinz.net/) alt.binz is a powerful binary newsreader, for downloading and managing articles from Usenet. ​ ## Direct Downloads ​ ### Download Managers - [JDownloader2](https://jdownloader.org/jdownloader2) JDownloader is a free, open-source download management tool with a huge community of developers that makes downloading as easy and fast as it should be. - [Internet Download Manager](https://www.internetdownloadmanager.com/) shareware download manager for Windows - [idm-trial-reset](https://github.com/J2TeaM/idm-trial-reset) Use IDM forever without cracking. - [Persepolis](https://github.com/persepolisdm/persepolis) An open source download manager and GUI for Aria2 written in Python with IDM like browser integration. Cross platfrom. - [pyLoad](https://pyload.net/) Free and Open Source download manager written in Python and designed to be extremely lightweight, easily extensible and fully manageable via web - [Xtreme Download Manager](https://subhra74.github.io/xdm/#) Xtreme Download Manager is a tool that claims to increase download speeds by up to 500%. - [Plowshare](https://github.com/mcrapet/plowshare) Command-line tool and engine for managing sharing websites - [FreeDownloadManager](https://www.freedownloadmanager.org/) FDM can boost all your downloads up to 10 times, process media files of various popular formats, drag & drop URLs right from a web browser as well as simultaneously download multiple files! Compatible with Google Chrome, Mozilla Firefox, Microsoft Edge, Internet Explorer and Safari - [EagleGet](http://www.eagleget.com/) EG is a free all-in-one download manager, lightweight and fast, supports all popular browsers and downloads from many streaming services, a perfect alternative to IDM. - [uGet](https://ugetdm.com/) Another open source download manager ​ ### DDL Tools - [youtube-dl](https://youtube-dl.org/) :star2: youtube-dl is a command-line program to download videos from YouTube.com and a few more sites. - [youtube-dl-gui](https://mrs0m30n3.github.io/youtube-dl-gui/) A cross-platform front-end GUI of the popular youtube-dl written in wxPython - [youtube-dl-helper](https://youtube-dl-helper.github.io/) Uses youtube-dl to download video/audio from many sites without requiring you to use the command-line (for Windows) - [YouTube MP3 Rip](https://ytmp3.cc/en9/) Download YouTube music videos as MP3 files without registration - [Leonflix](https://leonflix.net/) :star2: A multi-platform desktop app for finding movies and TV shows. - [maulvi.github.io](https://maulvi.github.io/) Google Drive direct download link generator - [RapidLeech](https://github.com/Th3-822/rapidleech) a free server transfer script for use on various popular upload/download sites such as uploaded.net, Rapidgator.net, and more than 127 others. - [megatools](https://github.com/megous/megatools) Open-source command-line tools and C library (libmega) for accessing Mega.co.nz cloud storage. - [MegaCrypt.js](https://github.com/JohnDeved/megacrypt.js) MegaCrypt.js lets you share your Mega.nz files without actually having to share any Mega.nz links by encrypting them to create a secure proxy for your files. - [netclix](https://github.com/ston3o/netclix) A simple CLI tool to get movie streaming premium links from VodLocker's API - [FilePursuit](https://filepursuit.com) :star2: FilePursuit provides a very powerful file indexing and search service allowing you to find a file among millions of files located on web servers. - [grayhatwarfare S3 bucket search](https://buckets.grayhatwarfare.com/) Not likely to find much with this one but interesting nonetheless - [annie](https://github.com/iawia002/annie) Fast, simple and clean video downloader - [aria2](https://aria2.github.io/) a lightweight multi-protocol & multi-source command-line download utility. - [Persepolis](https://persepolisdm.github.io/) Front-end for aria2. - [axel](https://github.com/axel-download-accelerator/axel) light command line download accelerator - [uGet](https://ugetdm.com/) Open Source Download Manager - [ripme](https://github.com/RipMeApp/ripme) A album/video downloader with support for over 80 sites - [rdcli](https://github.com/ston3o/rdcli) The simple way to download and unrestrict DDL files, torrents and magnets using Real-Debrid - [get_iplayer](https://github.com/get-iplayer/get_iplayer) A utility for downloading TV and radio programmes from BBC iPlayer - [MEGAsync](https://mega.nz/sync) Easily automated synchronisation between your computer and your MEGA account. Can stream Mega videos directly. - [wget](https://www.gnu.org/software/wget/) `wget` is a free and open-source tool for downloading files using HTTP, HTTPS, FTP, and FTPS. It can be easily called from scripts, cronjobs, terminals without X-Windows support, etc. - [wget - a noob's guide](https://the-eye.eu/public/Wget_Linux_Guide.pdf) Beginner guide on how to use `wget`. - [wget for Windows](https://eternallybored.org/misc/wget/) A command-line utility for retrieving files using HTTP, HTTPS, and FTP protocols. - [curl](https://en.wikipedia.org/wiki/CURL) `curl` is a command-line tool for downloading data using a variety of protocols. Easily installable on most operating systems. - [FlixGrab](https://www.flixgrab.com/) FlixGrab+ is a unique application for downloading entire NetFlix serials, TV shows, documentaries, movies. - [Mega.nz IDM Downloader](https://web.archive.org/web/20200629125743/https://github.com/CHEF-KOCH/Mega.nz-IDM-downloader) Unlimited downloading from Mega.nz with IDM. ​ ### Custom Google Search Engines - These all do the same thing: - [FileChef](http://filechef.com/) - [The Eye CGS Engine](https://cgs.the-eye.eu/) - [opendirectory-finder](https://ewasion.github.io/opendirectory-finder/) - [lumpySoft.com](https://lumpysoft.com/) - [Musgle](http://www.musgle.com/) Searches specifically for music - [Jimmyr](http://www.jimmyr.com/mp3_search.php) Also searches for music ​ ### FTP Indexers - [Davos](https://github.com/linuxserver/davos) Web-based FTP automation for Linux servers. - [Napalm FTP Indexer](https://www.searchftps.net/) NAPALM FTP Indexer lets you search and download files located on public FTP servers. - [Mamont's open FTP Index](http://www.mmnt.net/) Browsable directory listing of publicly available FTP-sites ​ ### DDL Search Engines and Crawlers - [ololo](https://ololo.to/) ololo is a video streaming link search engine. - [MegaSearch](http://megasearch.co) Search engine for finding content hosted on Mega and other premium hosts like OpenLoad - [VideoSpider](https://videospider.in/) VideoSpider crawls various websites and search engines to find movie and TV episode streaming links - [Orion](https://orionoid.com/) :star2: Orion is a service that indexes metadata and links from a variety of public websites and networks, including torrent, Usenet, and hoster indexes. - [Alluc](https://w1.alluc.uno/) Search engine with over 80 million streaming-links from over 700 VOD services, video hosters, and file-hosters - [OD-Database](https://od-db.the-eye.eu/) Database of searchable open directories curated by The-Eye.eu - [IPLIVE](https://iplive.club/) DDL search engine - [SoftArchive](https://sanet.st/full/) SoftArchive or SA is a scene release website, more known for new releases of software, games, music, movies, and eBooks. ​ ### DDL Link Sites - [DirtyWarez Forum](https://forum.dirtywarez.com/) Popular warez forum with films, TV shows, ebooks, anime, games, and more - [snahp.it](https://snahp.it/) :star2: replaced /r/megalinks - [BlackPearl.biz](https://blackpearl.biz/) Drop-in replacement for snahp.it while their registrations remain closed - [hdencode](https://hdencode.com/) - [WarezForums](https://warezforums.com/) Warez forum with films, TV shows, ebooks, anime, games, and more. - [Movies "R" Us](https://moviesrus.tk) The newest movies in 1080p. Available with DDL through MediaFire and streaming through AnonFile. - [Movie Glide](https://www.movieglide.com/) - [Release BB](http://rlsbb.ru) - [DDLValley](https://www.ddlvalley.me/) DDL links for Movies, Games, Tv Shows, Apps, Ebooks and Music. - [AdiT-HD](http://adit-hd.com/) direct download site - [TwoDDL](http://2ddl.ws) Direct download links - [RapidMoviez](http://rmz.cr/) - [SceneSource](https://scnsrc.me/) WordPress powered website dedicated to bringing you the latest info on new scene releases - [MkvCage](https://www.mkvcage.ws/) - [MovieFiles](https://moviefiles.org/) Direct download search engine which generates Google Drive links - [IceFilms.info](https://www.icefilms.info/) Another DDL site with TV and movie links on FileUpload, GoUnlimited, Filecandy, and more - [DownArchive](http://downarchive.org/) DDL blog with premium links on a number of hosts. Lots of software - [PSARips](https://psarips.com/) Popular site for movies and TV shows, includes torrent files - [DeeJayPirate's Pastebin](https://pastebin.com/u/DeeJayPirate) Pastebin user who uploads premium links for TV shows - [AvaxHome](https://avxhm.se) Another DDL site with eBooks, TV, movies, magazines, software, comics, newspapers, games, graphics, etc. - [Moviesleak](https://moviesleak.net/) - [Dospelis](https://www.dospelis.net) Spanish DDL indexer - [movidy](https://movidy.co) Links for movies and shows in Spanish - [Vidics](https://www.vidics.to/) - [watchepisodeseries](https://watchepisodeseries.bypassed.wtf/) - [watchtvseries](http://watchtvseries.unblckd.club/) - [DownTurk](https://www.downturk.net/) - [ScnLog](https://scnlog.me/) - [filewarez.tv](https://filewarez.tv/) Invite-only, hosts both Mega and Google Drive links for TV shows - [Movie-blog.org](http://movie-blog.sx/) German site for movies - [Movieworld.to](http://movieworld.to/) Another German site for movies - [DDL-Warez](https://ddl-warez.to/) German site for movies, shows, books and games - [DDL-Music](https://ddl-music.to/) German site for music - [AppNee Freeware Group](https://appnee.com/) Massive DDL site, eBooks, Programs, Games, Operating Systems, etc. - [480mkv](http://480mkv.com/) 480p DDL for TV Shows - [FilmRls](https://filmrls.com/) DDL site that generally features quality previews of video content - [Tinymkv](https://tinymkv.xyz/) High quality small size movies/tv shows. It also does high quality HEVC movies. ​ ### Premium Link Generators - [File Hosting Wiki](https://filehostlist.miraheze.org/wiki/Main_Page) This site aims to provide the most complete lists of premium link generators, torrent downloaders and more, with (possibly) frequent updates. - [Real-Debrid](https://real-debrid.com/) :star2: Real-Debrid is an unrestricted downloader that allows you to quickly download files hosted on the Internet or instantly stream them into an innovative web player - [Premiumize](https://www.premiumize.me/) Combine direct and secure access to premium services - [Premiumizer](https://github.com/piejanssens/premiumizer) Premiumizer is a download management tool for premiumize.me cloud downloads. - [OffCloud](https://offcloud.com/?=85a8b709) A simple, elegant and intuitive SaaS to retrieve any data from the cloud. - [Reevown](https://reevown.com/) A free download service with which you can perform premium downloads. ​ ### Premium Link Hosts - [File sharing table](https://nafanz.github.io/) Regularly updated table of information about file hosts. - [OpenLoad](https://openload.co/) - [RapidGator](https://rapidgator.net/) - [4shared](https://www.4shared.com/) - [Mediafire](https://www.mediafire.com/) - [Sendspace](https://www.sendspace.com/) - [Uploaded](https://uploaded.net/) - [NitroFlare](http://nitroflare.net/) - [PutLocker](https://www5.putlockertv.to/) ​ ### Open Directories - [httpdirfs](https://github.com/fangfufu/httpdirfs) A filesystem which allows you to mount HTTP directory listings - ["All resources I know related to Open Directories"](https://www.reddit.com/r/opendirectories/comments/933pzm/all_resources_i_know_related_to_open_directories/) Thorough post from /u/ElectroXexual - [The Eye](https://the-eye.eu/public/) :star2: The Eye is a non-profit website dedicated to content archival and long-term preservation. - [The Holy Grail of Indexes](https://www.reddit.com/r/opendirectories/comments/75ya8g/the_holy_grail_of_indexes/) Posted by /u/shadow_hunter104 - [36 GB of Flash Games](https://www.reddit.com/r/opendirectories/comments/902j1i/36_gb_of_flash_games_19k_files/) Posted by /u/blue_star_ - [FileMasta](https://github.com/HerbL27/FileMasta) Search servers for video, music, books, software, games, subtitles and much more - [/r/opendirectories](https://www.reddit.com/r/opendirectories) Unprotected directories of pics, vids, music, software, and otherwise interesting files. - [opendirectories-bot](https://github.com/simon987/opendirectories-bot) Bot used on /r/opendirectories for analysing the contents of open directories posted on the subreddit - [Panelshow.club](http://panelshow.club/) Directory of panel show TV episodes from [/r/panelshow](https://www.reddit.com/r/panelshow) - [andesite](https://github.com/nektro/andesite) Easily manage access to your open directory through OAuth2 - [OpenDirectoryDownloader](https://github.com/KoalaBear84/OpenDirectoryDownloader) Indexes open directories ​ ### Streaming Sites - [How To Stream Movies, TV, Anime & Sports Online](https://www.reddit.com/r/FREEMEDIAHECKYEAH/wiki/index) :star2: Huge list by /u/nbatman ​ #### HD Streaming - [/r/MovieStreamingSites](https://www.reddit.com/r/MovieStreamingSites/) Reddit, random streaming sites - [HD MultiredditHD](https://www.reddit.com/user/nbatman/m/streaming2/) Alternate subreddit curated by /u/nbatman - [Best Free Streaming](https://www.bestfreestreaming.com/) Site that rates streaming services - [YMovies](https://ymovies.tv/) Unique design, HD server with additional hosts, nice speeds, YIFY and other releases (+ torrents) - [HDO](https://hdo.to/) Unique design, HD server with additional hosts, also country-specific films/series - [M4UFree.TV](http://m4ufree.tv/) Unique design, HD server with backup and additional hosts - [Movie123](http://movie123.club/) Unique design, HD server with Backup and additional hosts - [LookMovie](https://lookmovie.ag/) Unique design, HD server, very nice speeds (offers auto quality) - [AZMovies](https://azmovies.xyz/) Unique design, HD server with additional hosts, also on Reddit - [Streamlord](http://www.streamlord.com/) Unique design, HD server (subtitles) - [FlixGo](https://flixgo.net/) Unique design, HD server, very nice speeds - [Solarmovie](https://solarmoviez.ru/solar.html) Basic streaming site layout, HD server with additional hosts, Popular Site - [123Movies](https://123movies.website/) Basic streaming site layout, HD server with additional hosts. Previously HDFlix. - [Yes! Movies](https://yesmovies.to) Basic streaming site layout, HD server with additional hosts - [Spacemov](http://spacemov.io/) Basic streaming site layout, HD server, only certain films have additional hosts - [HDOnline](https://www1.hdonline.eu) Basic streaming site layout, HD server with additional hosts - [#1 Movies Website](https://www1.1movies.is) Basic streaming site layout, HD server with additional hosts - [CMoviesHD](https://www2.cmovieshd.bz) Basic streaming site layout, HD server with additional hosts - [Vidcloud](https://vidcloud.icu/) Basic streaming site layout, HD server with additional hosts - [Series9](https://www2.series9.io/) Unique design, HD server with additional hosts - [Soap2day](https://www.soap2day.com/) Unique design, very nice speeds, HD server with subtitles. - [Best-movies.watch](https://best-movies.watch/) Unique design, more than 19000 available ​ #### Big Media Libraries - [Streaming Multireddit](https://www.reddit.com/user/nbatman/m/streaming/) Reddit with all types of Streaming Links - [5Movies](http://5movies.to/) Large collection dating as far back as 1990 - [2TwoMovies](https://two-movies.net/) Large collection dating as far back as 1895 - [CafeHulu](http://cafehulu.com/) Collection of movies/TV shows + many foreign films - [Solarmovie.fm](http://www.solarmovie.fm/) or [Solarmovies.cc](https://solamovies.cc/) Plenty of movies and TV shows - [Afdah](http://afdah.to/) Large collection dating as far back as 1920 - [YouTube](http://YouTube.com/) Contains very old films/vlogs/tutorials - [WorldSrc](https://worldsrc.org) Movies, software, apps, games, music, and images available for fast direct download + torrents. ​ #### TV - [WatchSeries](http://dwatchseries.to/) TV series, multiple links/backups to different streaming hosts - [TVBox](https://tvbox.ag/) TV/Movies, easy to navigate site, multiple links/backups to different streaming hosts ​ #### Anime Torrents - [Nyaa](https://nyaa.si/) :star2: The Largest Anime, Manga, Hentai, etc. Public Tracker. - [Piracy.moe](https://piracy.moe) More information on where to get anime. - [MS Paint Anime Torrent Guide](https://old.reddit.com/r/animepiracy/comments/nky4xk/ms_paint_anime_torrent_guide/) A nice little infographic about torrenting qualities. - [Hi10 Anime](https://hi10anime.com/) High-Quality 10-bit Anime Encodes - [Anime Kaizoku](https://animekaizoku.com/) Up to 1080p DDL links, mostly Google Drive - [/r/animepiracy](https://www.reddit.com/r/animepiracy) This sub is about streaming and torrent websites for anime. - [/r/animepiracy wiki](https://wiki.piracy.moe) Lists for sourcing Anime streaming sites, manga sites, and more - [NyaaPantsu](https://nyaa.pantsu.cat/) Primarily Anime torrents but includes an open directory of DDL links too. - [AniDex](https://anidex.info) Torrent tracker and indexer, primarily for English fansub groups of anime - [animeEncodes](https://www.animencodes.com/) ​ #### Quality Nyaa.si Uploaders - [Quality Guide on wiki.piracy.moe](https://wiki.piracy.moe/en/guides/quality) Information as to all of the inner workings of quality - [Judas Encodes](https://nyaa.si/user/Judas) :star2: The most reputable mini uploader. Ideal for low storage and/or phone watching - [neoHEVC](https://nyaa.si/user/neoborn) Another underrated mini uploader ​ #### Anime Streaming - [Aniyomi](https://github.com/jmir1/aniyomi) :star2: A Tachiyomi fork with anime streaming capabilities. Android Only - [CloudStream-3](https://github.com/LagradOst/CloudStream-3) Android app for streaming and downloading Movies, TV-Series and Anime - [marin.moe](https://marin.moe) - [9anime](https://9anime.to) - [Zoro.to](https://zoro.to) - [hanime](https://hanime.tv) NSFW anime ​ #### Cartoons - [KissCartoon](https://kisscartoon.ac/) Popular cartoon streaming site - [watchcartoononline.com](https://www.watchcartoononline.com/) Cartoons, dubbed/subbed anime streaming site - [watchcartoononline.io](https://www.watchcartoononline.io/) Large DDL site for cartoons as well as anime and movies - [animetoon](http://www.animetoon.org/) Lots of streaming via premium hosts for cartoons - [Toonova](http://www.toonova.net/) Another site for streaming cartoons - [KimCartoon](https://kimcartoon.to/) Large cartoon collection, primarily Openload - [WatchCartoon](https://www.watchcartoononline.io/) Outdated site layout, still active, uses Openload ​ #### Sports Streaming - [/r/MLBstreams](https://www.reddit.com/r/MLBstreams/) Reddit - MLB streams - [/r/NHLstreams](https://www.reddit.com/r/NHLstreams/) Reddit - NHL streams - [/r/ncaaBBallstreams](https://www.reddit.com/r/ncaaBBallstreams/) Reddit - NCAABBall streams - [/r/CFBstreams](https://www.reddit.com/r/CFBstreams/) Reddit - CFB streams - [/r/WWEstreams](https://www.reddit.com/r/WWEstreams/) Reddit - WWE streams - [/r/rugbystreams](https://www.reddit.com/r/rugbystreams/) Reddit - rugby streams - [/r/mmafights](https://www.reddit.com/r/mmafights/) Reddit - MMA streams - [LiveTV](https://livesx.eu/) Wide variety of sports, results/live scores, video archive and betting - [Crickfree](https://crickfree.org/) Offers popular sports streams - [VIPBox](https://www.vipbox.live/) Many sport streams, TV, friendly UI - [MamaHD](https://www.mamahd.org/) 24/7 feeds, sports streams, clean UI - [SportsHD](http://www.speedsports.me) Variety of sports including college sports, clean design - [720pStream](http://www.720pstream.me/) Popular sports only, simple design - [footybite](https://www.footybite.com/) Soccer streaming site. - [nflbite](https://nflbite.com) American football streaming site. - [sportsurge](https://v2.sportsurge.net/) ​ #### Specialty Sites - [Einthusan](https://einthusan.tv/intro/) Foreign - [Dramago](http://www.dramago.com/) Drama movies/series - [WatchAsian](https://www2.watchasian.co/) Foreign - [Layarkaca](http://layarkaca21.ru/) Foreign - [DramaCool](http://www1.dramacoolfirst.com/) Foreign - [Daxiv Video](https://daxiv.com/) Primarily Chinese content - [KingsofHorror](https://www.YouTube.com/user/TheKingsofHorror/) YouTube Horror - [MutantSorority](https://www.YouTube.com/channel/UCWcF6KTn_sSSJ1AIj1bQmRg) YouTube horror - [TromaMovies](https://www.YouTube.com/channel/UC4O0LNYmaOczcSMHA_FE1Mw) YouTube horror - [Film1k](http://www.film1k.com/la-bestia-uccide-a-sangue-freddo-1971.html) Movies with nudity - [Rulu](https://www.rulu.co/) YouTube Red series - [Club MST3k](http://www.club-mst3k.com/) Every episode of MST3K - [Archive.org](https://archive.org/) Old movies - [MioMio](http://www.miomio.tv/) Asian TV shows/anime ​ #### Openload Hosts - [Vexmovies](http://vexmovies.org/) Openload, NY, NW, MC-2 - [openloadmovies.net](https://openloadmov.net/) OpenLoad - [FilmXY](https://www.filmxy.pw/) RapidVideo, Vidoza, Uptostream (offers download links) - [FMOVIES](https://www3.fmovies.to/) Openload, MyCloud, RapidVideo, Streamango - [pahe.in](https://pahe.in/) Uptostream, Google Drive, Openload, Mega - [megaDDL](https://megaddl.co/) Mega, Go4up, 1Fichier, NitroFlare, Openload ​ #### Youtube Streaming - [Piped](https://piped.kavin.rocks/) :star2: A less-bloated ad-free [Youtube frontend](https://github.com/TeamPiped/Piped). - [Invidious](https://invidious.io/) The original inspiration for piped. Depending on the host, it sometimes breaks. Still a decent option that doesn't rely on JavaScript. Ad-free - [Newpipe](https://github.com/TeamNewPipe/NewPipe) A mobile ad-free frontend. No Google Dependencies. - [Newpipe with Sponsorblock and Return Youtube Dislikes](https://github.com/polymorphicshade/NewPipe) A Newpipe fork with Sponsorblock and Return Youtube Dislike functionality. - [LibreTube](https://github.com/libre-tube/LibreTube) A mobile app built on Piped. - [SkyTube](https://skytube-app.com/) An open-source YouTube™ app for Android™ - [ReVanced](https://github.com/ReVancedTeam) Continuing the legacy of Vanced (Not affiliated with Vanced team). Currently a Work in progress - [VueTube](https://vuetube.app/) A simple FOSS video streaming client aimed to recreate ALL features from their respective apps (and more). Work in Progress ​ ## Media Centre Applications - [Jellyfin](https://github.com/jellyfin/jellyfin) :star2: An open-source fork of Emby. A self-hostable media library - [Plex](https://www.plex.tv/) Your content—from live and recorded TV and personal media, to on-demand web shows, video news, and podcasts—beautifully organized and ready to stream everywhere. - [Emby](https://emby.media/) a personal media server with apps on just about every device. - [Kodi](https://kodi.tv/) an award-winning free and open-source home theater/media center software and entertainment hub for digital media. - [OpenPHT](https://github.com/RasPlex/OpenPHT) a community-driven fork of Plex Home Theater - [Viewscreen](https://github.com/viewscreen/viewscreen) a personal video streaming server - [Streama](https://github.com/streamaserver/streama) Self-hosted streaming media server. - [Myflix](https://github.com/pastapojken/Myflix) Myflix tries to be a somewhat simple and lightweight "DIY Netflix", similar to Plex, streama or Emby, for your DIY NAS, especially aimed at the Raspberry Pi/Odroid/etc ecosystem. - [Stremio](https://www.stremio.com/) Multi-platform video content aggregator with a comprehensive add-on system for extending the functionality - [Gerbera](https://github.com/gerbera/gerbera) UPnP Media Server for 2018 (Based on MediaTomb) - [Serviio](http://serviio.org/) Serviio is a free media server. It allows you to stream your media files (music, video or images) to renderer devices (e.g. a TV set, Blu-ray player, games console or mobile phone) on your connected home network. - [OSMC](https://osmc.tv/) OSMC (short for Open Source Media Center) is a Linux distribution based on Debian that brings Kodi to a variety of devices. - [Subsonic](http://www.subsonic.org/pages/index.jsp) Music and movie streaming server with a client app and web frontend - [Rygel](https://wiki.gnome.org/Projects/Rygel) Rygel is a home media solution (UPnP AV MediaServer) that allows you to easily share audio, video, and pictures to other devices. ​ ## Stremio - [r/StremioAddons](https://www.reddit.com/r/StremioAddons/) Discussion and links pertaining to unofficial add-ons for Stremio - [A complete curated list of all working Stremio Add-ons](https://www.reddit.com/r/StremioAddons/comments/ahd6gk/sticky_stremio_addons_list/) - [PimpMyStremio](https://github.com/sungshon/PimpMyStremio) Local add-on manager for Stremio add-ons, adds tens of new (self-hosted, and much more powerful) add-ons to Stremio - [Stremio Downloader](https://github.com/BurningSands70/stremio-downloader) An application that allows you to download any stream from Stremio (as opposed to just stream it). Also includes an internal add-on that lets users watch their downloaded content in Stremio while being offline - [Stremio - Watch together with friends](https://www.reddit.com/r/StremioAddons/comments/cvmu80/guide_stremio_how_to_watch_together/) A guide explaining how to watch videos on Stremio remotely with friends, keeping the playback in sync - [Stremio - Phone Remote](https://www.reddit.com/r/StremioAddons/comments/cuc3yo/news_phone_remote_for_stremio/) A guide explaining how to control Stremio with your phone - [Stremio Catalog Builder](https://www.reddit.com/r/StremioAddons/comments/atizrk/news_stremio_catalog_builder/) A website that allows users to customize catalogs in Stremio ​ ## Plex - [linuxserver/docker-plex](https://github.com/linuxserver/docker-plex) LinuxServer.io Plex Media Server docker image - [plexinc/pms-docker](https://github.com/plexinc/pms-docker) official Plex docker image - [timhaak/plex](https://github.com/timhaak/docker-plex) alternative Plex docker image - [PGBlitz.com](https://pgblitz.com/) :star2: Deploy a Hastey Server through Docker & Ansible with local or Unlimited Google HD Space (Former Name: PlexGuide) - [hoarding.me](https://hoarding.me/) Unlimited and Automated. How to setup your own dream Plex server. - [PlexPi](http://plexpi.com/) Plex Media Server for Raspberry Pi 3 ​ ### Plex Plugins - [Official Plex Plugins](https://github.com/plexinc-plugins) Repos for every official Plex Inc. plugin - [WebTools.bundle](https://github.com/ukdtom/WebTools.bundle) a collection of tools for Plex Media Server. Like the Unsupported AppStore (UAS) - [Audiobooks.bundle](https://github.com/macr0dev/Audiobooks.bundle) Plex metadata scraper for Audiobooks - [Sub-Zero.bundle](https://github.com/pannal/Sub-Zero.bundle) :star2: Subtitles for Plex, as good you would expect them to be. (*read*: [plans for a world without Plex plugins](https://www.reddit.com/r/PleX/comments/9n9qjl/subzero_the_future/)) - [TvplexendChannel.bundle](https://github.com/pgaubatz/TvplexendChannel.bundle) A Tvheadend Channel Plugin for PLEX Media Server - [IPTV.bundle](https://github.com/Cigaras/IPTV.bundle) plays live streams (like IPTV) from an M3U playlist - [HDGrandSlam.bundle](https://github.com/jumpmanjay/HDGrandSlam.bundle) interfaces with HDHomeRun tuners and DVRs - [HDHRViewerV2.bundle](https://github.com/zynine-/HDHRViewerV2.bundle) HDHomeRun + Plex - [SS Plex](https://mikew.github.io/ss-plex.bundle/) Imagine if all the media scattered around the internet could be found in one collection. - [ExportTools.bundle](https://github.com/ukdtom/ExportTools.bundle) Export Plex Library to a csv, xlsx or m3u8 file - [Plex-Trakt-Scrobbler](https://github.com/trakt/Plex-Trakt-Scrobbler) Add what you are watching on Plex to trakt.tv - [Moviemania.bundle](https://www.reddit.com/r/MoviemaniaHQ/comments/6znf6b/plex_pluginagent_beta_1/) Textless movie posters from Moviemania.io - [lmwt-kiss.bundle](https://github.com/Twoure/lmwt-kiss.bundle) creates a new channel within Plex Media Server (PMS) to view content from PrimeWire. - [RequestChannel.bundle](https://github.com/ngovil21/RequestChannel.bundle) A Plex Channel to create requests - [SRT2UTF-8.bundle](https://github.com/ukdtom/SRT2UTF-8.bundle) Plex Agent that'll convert sidecar subtitle files into UTF-8 - [PlexTools.bundle](https://github.com/jwdempsey/PlexTools.bundle) Downloads subtitles for any videos in your library from OpenSubtitles and modifies them to work with Roku clients, and converts videos to MP4 for direct play - [FMoviesPlus.bundle](https://github.com/coder-alpha/FMoviesPlus.bundle) Plex Media Server plug-in designed for FMovies, G2G, Primewire and more. - [SuperPLEX](https://normantheidiot.neocities.org/superplex/) A website dedicated to Plex Plugins. ​ ### Plex Requests - [Ombi](http://ombi.io/) :star2: Want a Movie or TV Show on Plex or Emby? Use Ombi! - [plexrequests-meteor](https://github.com/lokenx/plexrequests-meteor) Meteor version of the original Plex Requests - [Mellow](https://github.com/v0idp/Mellow/) Bot which can communicate with several APIs like Ombi, Sonarr, Radarr and Tautulli which are related to home streaming. Based off of node:9.3 - [MediaButler](https://github.com/physk/MediaButler) Discord bot for use with PleX and several other apps that work with it. ​ ### Plex Scripts and Tools - [plex_top_playlists](https://github.com/pbrink231/plex_top_playlists) A python script to get top weekly or top popular lists and put them in plex as playlists. - [JBOPS](https://github.com/blacktwin/JBOPS) Just a Bunch Of Plex Scripts - [plex-subtitles-normalizer](https://github.com/caridy/plex-subtitles-normalizer) CLI tool to fix subtitles needed by Plex Media Center - [plex_autoscan](https://github.com/l3uddz/plex_autoscan) Script to assist sonarr/radarr with plex imports. - [plexupdate](https://github.com/mrworf/plexupdate) script to simplify the life of Linux Plex Media Server users. - [plex2netflix](https://github.com/SpaceK33z/plex2netflix) See how much of your media from Plex is available on Netflix. - [plexReport](https://github.com/bstascavage/plexReport) Scripts to generate a weekly email of new additions to Plex - [plex-sync](https://github.com/jacobwgillespie/plex-sync) A simple command-line utility to synchronize watched/seen status between different Plex Media Servers. - [PlexIPTV](https://github.com/xiaodoudou/PlexIPTV) This app simulates a DVR device for Plex by providing a layer to any IPTV provider (that provide an m3u8 playlist) - [Plex Media Tagger](https://github.com/ccjensen/PlexMediaTagger) Uses the metadata held in the PlexMediaServer to tag media files - [PlexEmail](https://github.com/jakewaldron/PlexEmail) This script aggregates all-new TV, movie and music releases for the past configured time then optionally writes to your web directory and sends out an email. - [Transmogrify](https://github.com/Transmogrify-for-Plex/Transmogrify-for-Plex-chrome) A Chrome extension that adds several features to the Plex/Web 2.0 client for Plex - [PlexAuth](https://github.com/hjone72/PlexAuth) Plex based authentication using PHP - [Phlex](https://github.com/d8ahazard/Phlex) A super-sexy voice interface for the Plex HTPC - [Plex Redirect](https://github.com/ITRav4/PlexRedirect) a Plex landing page that redirects you to various sites. - [Plaxt](https://plaxt.herokuapp.com/) Webhook-based Trakt.tv scrobbling for Plex - [goplaxt](https://github.com/XanderStrike/goplaxt/) Full rewrite of the above, written in Go and deployable with Docker - [plxdwnld](https://piplong.run/plxdwnld/) Bookmarklet for downloading original files from the Plex web interface - [Kitana](https://github.com/pannal/Kitana) Kitana exposes your Plex plugin interfaces "to the outside world". - [Python-PlexLibrary](https://github.com/adamgot/python-plexlibrary) Python command-line utility for creating and maintaining dynamic Plex libraries based on "recipes". - [NowShowing](https://github.com/ninthwalker/NowShowing) Generates an email and web page of Plex recently added content - ["My (scripted) solution to having a single Movies library for 4k and non-4k."](https://www.reddit.com/r/PleX/comments/afs8m9/my_scripted_solution_to_having_a_single_movies/) Post by /u/spazatk - [PlexMissingEpisodes](https://github.com/MysticRyuujin/PlexMissingEpisodes) Scan Plex library for missing episodes using TheTVDB# - [Gaps](https://github.com/JasonHHouse/Gaps) Find the missing movies in your Plex Server - [PlexRecs](https://github.com/nwithan8/PlexRecs) A Discord bot that provides movie and TV show recommendations from your Plex library - ["I made my own Pseudo TV for Plex with Kodi and Nvidia Shield"](https://old.reddit.com/r/PleX/comments/awsvp9/i_made_my_own_pseudo_tv_for_plex_with_kodi_and/ehox9zf/) Guide from /u/nads84 on how to make your own "live" TV channels with a Plex library, Kodi, and an NVIDIA Shield - [Varken](https://github.com/Boerderij/Varken) Standalone application to aggregate data from the Plex ecosystem into InfluxDB using Grafana for a frontend ​ ### Plex Shares - [/r/plexshares](https://www.reddit.com/r/plexshares/) A nice place to find Plex Media Server shares. - [Elysium](https://elysium.to/) Plex media streaming service ​ ### Plex Transcoding - [kube-plex](https://github.com/munnerz/kube-plex) Scalable Plex Media Server on Kubernetes -- dispatch transcode jobs as pods on your cluster! - [UnicornTranscoder](https://github.com/UnicornTranscoder/UnicornTranscoder) a remote transcoder for Plex Media Server - [Plex-Remote-Transcoder](https://github.com/wnielson/Plex-Remote-Transcoder) A distributed transcoding backend for Plex - [nvidia-patch](https://github.com/keylase/nvidia-patch) Unlock the transcode or 'session' limit on nVidia consumer grade GPUs ​ ### Plex Logging and Metrics - [Tautulli](https://tautulli.com/) :star2: Tautulli is a 3rd party application that you can run alongside your Plex Media Server to monitor activity and track various statistics. - [plexWatch](https://github.com/ljunkie/plexWatch) Notify and Log watched content on a Plex Media Server - [Plex-Data-Collector-For-InfluxDB](https://github.com/barrycarey/Plex-Data-Collector-For-InfluxDB) Collects data about your Plex server and sends it to InfluxDB ​ ### Plex Clients - [RasPlex](https://github.com/RasPlex/RasPlex) Rasplex is a community driven port of Plex Home Theater for the Raspberry Pi - [PlexConnect](https://github.com/iBaa/PlexConnect) Unofficial Plex app for Apple TV devices - [go-plex-client](https://github.com/jrudio/go-plex-client) A Plex.tv and Plex Media Server Go client ​ ## Kodi - [/r/Addons4Kodi](https://www.reddit.com/r/addons4kodi) Discussion and links pertaining to unofficial add-ons for Kodi Media Center - [Seren](https://www.reddit.com/r/Addons4Kodi/comments/dt4kg2/recommended_addons_november_2019/f6ukyfr?utm_source=share&utm_medium=web2x) :star2: Streaming addon which works with Premiumize and Real-Debrid to stream torrents with the appropriate provider package instantly, and behaves similarly to Netflix, with autoplay and Up Next integration - [Recommended Addons - November 2019](https://www.reddit.com/r/Addons4Kodi/comments/dt4kg2/recommended_addons_november_2019/) Latest working Kodi addons compiled into one place - [Placenta](http://www.wirelesshack.org/how-to-install-placenta-Kodi-addon.html) a Fork of Exodus / Covenant with more options and links from Mr. Blamo and Muad'Dib - [Gaia](https://gaiakodi.com/) Grants the ability to instantly watch high-quality files via cached torrents from Real-Debrid or Premiumize. - [Yoda](http://supremacy.org.uk/zip/repo/) Another solid Exodus/Covenant fork, and this time it's from S-media. - [Elementum](https://elementum.surge.sh/) Elementum addon is an addon for Kodi, that manages your virtual library, syncs with your Trakt account. - [Tooonmania2](https://github.com/doko-desuka/doko.repository/releases) lets you watch cartoons, dubbed anime and movies (from animetoon) and subbed anime and movies (from animeplus) - [PlexKodiConnect](https://github.com/croneter/PlexKodiConnect) Plex integration in Kodi done right - [Official Plex Addon](https://forums.plex.tv/t/installation-instructions/168854) Official Plex addon for Kodi - [Ultimate Kodi Guide](https://www.reddit.com/r/Piracy/comments/7wp42u/ultimate_guide_to_install_kodi_popular_streaming/) ULTIMATE GUIDE TO INSTALL KODI + POPULAR STREAMING ADDONS by /u/giorgiomilan - [kodi-headless](https://hub.docker.com/r/linuxserver/kodi-headless/) A headless install of Kodi in a docker container, most useful for a MySQL setup of Kodi to allow library updates to be sent without the need for a player system to be permanently on. - [Exodus Redux](https://www.reddit.com/r/Addons4Kodi/comments/9tasx5/requests_recommendations_basics_november_2018/e8uti6w) The newest Exodus fork around, paired with LambdaScrapers. - [Sparkle](https://github.com/iwannabelikemike/plugin.video.sparkle) Kodi addon for finding acestream links - [Plexus](http://fusion.tvaddons.co/) Plexus is used in conjunction with Sparkle to play Ace Stream links. - [Pneumatic](https://forum.kodi.tv/showthread.php?tid=97657) Pneumatic is an NZB engine add-on for XBMC. It requires SABnzbd as a backbone. - [Python-GoogleDrive-VideoStream](https://github.com/ddurdle/Python-GoogleDrive-VideoStream) The purpose of this plugin is to serve content delivered in Google Drive plugin for KODI through any HTML5 client. - [Quasar](http://quasar.surge.sh) The purpose of this plugin is to search and stream torrents in Kodi. - [Burst](http://burst.surge.sh) A torrent content provider to the Quasar plugin. ​ ## Gaming - [/r/CrackWatch](https://reddit.com/r/CrackWatch/) New video game crack releases are posted here - [/r/piratedgames](https://reddit.com/r/PiratedGames/) Talk about gaming piracy. - [/r/piratedgames megathread](https://rentry.co/pgames-mega-thread) :star2: Curated list of trustworthy sources along with which places to avoid. - [/r/piracy megathread](https://old.reddit.com/r/Piracy/wiki/megathread) :star2: r/piracy's megathread, updated for 2022 - [Beginners Guide to Crack Watch](https://www.reddit.com/r/CrackWatch/comments/a7l141/crack_watch_beginners_guide_to_crack_watch/) Reddit post by /u/EssenseOfMagic - [GOD scraped URLs](https://drive.google.com/file/d/17MB0gCcCMr3QqE_CgJkaxmdXtZk61TdZ/view) All DDL links for games listed on the now-dead GoodOldDownloads site. - [Free GOG PC Games](http://freegogpcgames.com/) Magnet links site to download games from GOG. - [cs.rin.ru](https://cs.rin.ru/) Popular gaming piracy forum - [SmartSteamEmu](https://github.com/MAXBURAOT/SmartSteamEmu) Steam emulator - [goldberg_emulator](https://gitlab.com/Mr_Goldberg/goldberg_emulator) Steam emulator that emulates steam online features. Lets you play games that use the steam multiplayer APIs on a LAN without steam or an internet connection - [CreamAPI](https://cs.rin.ru/forum/viewtopic.php?t=70576) "A Legit DLC Unlocker" for Steam - [cream-api-autoinstaller](https://github.com/Douile/cream-api-autoinstaller) A python script to automatically install Cream API for Steam games - [CDRomance](https://cdromance.com/) PSP, PSX, PS2, Gameboy, NDS, SNES, Dreamcast, and Gamecube ROMs and ISOs. - [redump.org](http://redump.org/) Disc preservation database and internet community dedicated to collecting precise and accurate information about every video game ever released on optical media of any system. - [Steamless](https://github.com/atom0s/Steamless) Steamless is a DRM remover of the SteamStub variants. - [MachineGunnur/GOG-Games](https://github.com/MachineGunnur/GOG-Games) A fork of Good Old Downloads' "GOG Games" hosted on Tor ​ ### Repacks - [FitGirl Repacks](http://fitgirl-repacks.site/) :star2: Popular DDL and torrent site for game repacks - [Dodi Repacks](https://dodi-repacks.site/) :star2: Another popular DDL and torrent repacker. - [Xatab Repacks](https://xatab-repack.net) Russian game repacker, primarily torrents. No longer repacks games on the account of being dead. - [ElAmigos Games](https://www.elamigos-games.com/) Premium links to cracked games - [qoob.name](http://qoob.name/) Repacker site in Russian - [Dark Umbra](https://darkumbra.net/) Forum for sourcing games - [Skidrow Repacks](https://skidrowrepacks.com/) Repacks from popular repacker SKIDROW. Lots of anime stuff to. [Justification for including this](https://cdn.horizon.pics/nOrzLssMVQ.png) ​ ### Emulators - [r/piratedgames recommended emulators](https://rentry.co/pgames-mega-thread#emulators) I don't feel like listing all of the emulators - [Citra](https://citra-emu.org/) :star2: 3DS Emulator. Games must be decrypted in order to play. - [3DS Batch Decrypter](https://gbatemp.net/threads/batch-cia-3ds-decryptor-a-simple-batch-file-to-decrypt-cia-3ds.512385/) 3DS game decryptor. - [Yuzu](https://yuzu-emu.org/) Nintendo Switch Emulator. - [Dolphin](https://dolphin-emu.org/) Wii and Gamecube emulator. - [https://desmume.org/](https://desmume.org/) DS emulator. - [https://mgba.io/](https://mgba.io/) GBA emulator ​ ### ROMs - [Romsmania](https://romsmania.cc/) Good ROMs collection with a decent UI. - [Vimm's Lair](https://vimm.net/?p=vault) Large collection of ROMs - [ROM/ISO sites](http://emulation.gametechwiki.com/index.php/ROM_%26_ISO_Sites) Wiki page from gametechwiki.com with more links - [Romulation.net](https://www.romulation.net/) Collection of ~28,000 console game ROMs - [myabandonware](https://www.myabandonware.com/) More than 14000 old games to download for free! - [Old Games Finder](http://www.oldgamesfinder.com/) Old Games Finder is an automated old game search engine. (avoid ISO Zone links, as that site is dead) - [The ROM Depot](https://theromdepot.com/roms/) About 3TB of ROMs. You may need a VPN. - [Emulator.Games](https://emulator.games/) Download or play ROMs on your PC, Mobile, Mac, iOS and Android devices. - ["A simple script for easily downloading emulator.games roms"](https://www.reddit.com/r/Piracy/comments/aytutr/a_simple_script_for_easily_downloading/) Reddit guide and userscript created by /u/estel_smith to allow you to easily download ROMs from Emulator.Games. - [Ziperto](https://www.ziperto.com/nintendo/3ds-roms/3ds-cia/) DDL link site primarily for Nintendo games. ​ ### Console Games - [/r/PkgLinks](https://www.reddit.com/r/PkgLinks/) A place to share working Playstation 4 PKGs - [NoPayStation](https://nopaystation.com) A Database for PSN content including Vita, PS3, PSX, and PSP - See [Discord Servers](#discord-servers) for more Switch games ​ ### Homebrew and Custom Firmware - [3DS Hacks Guide](https://3ds.hacks.guide/) A complete guide to 3DS custom firmware, from stock to boot9strap. - [/r/3dshacks](https://www.reddit.com/r/3dshacks) Nintendo 3DS hacking and homebrew. - [/r/WiiHacks](https://www.reddit.com/r/WiiHacks/) This Subreddit is for people interested in modifying their Wii. - [/r/WiiUHacks](https://www.reddit.com/r/WiiUHacks) A subreddit dedicated to Wii U hacking and homebrew! - [/r/vitahacks](https://www.reddit.com/r/vitahacks/) A place to discuss Vita hacking and homebrew. - [/r/ps4homebrew](https://www.reddit.com/r/ps4homebrew) News, releases, and questions regarding the PS4 jailbreak, homebrew, and mods. - [/r/SwitchHaxing](https://www.reddit.com/r/SwitchHaxing) Nintendo Switch hacking & homebrew subreddit - [/r/SwitchHacks](https://www.reddit.com/r/SwitchHacks) Another Nintendo Switch hacking subreddit - [/r/ps3homebrew](https://www.reddit.com/r/ps3homebrew/) News, updates, apps, and answers regarding PS3 homebrew! - [/r/NewYuzuPiracy](https://www.reddit.com/r/NewYuzuPiracy) Links for Yuzu, the open-source Nintendo Switch emulator. Original was banned. - [/r/VitaPiracy](https://www.reddit.com/r/VitaPiracy/) Fairly active community of PS Vita pirates with guides and releases ​ ## Music - [MOOVAL](https://www.mooval.de/) Easily move your playlists, tracks, and likes from one streaming service to another. - [Madsonic](https://www.madsonic.org/) Madsonic is a web-based media library and media streamer with jukebox functionality. - [MusicBrainz](https://musicbrainz.org/) MusicBrainz is an open music encyclopedia that collects music metadata and makes it available to the public. - [airsonic](https://airsonic.github.io/) Airsonic is a free, web-based media streamer, providing ubiquitous access to your music. - [Beets](http://beets.io/) The purpose of beets is to get your music collection right once and for all. It catalogs your collection, automatically improving its metadata as it goes using the MusicBrainz database. - [gonic](https://github.com/sentriz/gonic) Music streaming server / subsonic server API implementation. ​ ### Music Streaming - [Hikari no Akari](https://hikarinoakari.com) Site with Japanese music - [datmusic](https://datmusic.xyz/) Search engine with a clean UI for streaming music in your browser - [slider.kz](http://slider.kz/) Quirky and fast music streaming site ​ ### Music Downloading - [Soulseek](http://www.soulseekqt.net/news/) Soulseek is an ad-free, spyware free, just plain free file-sharing network for Windows, Mac, and Linux. - [irs](https://github.com/kepoorhampond/irs) A music downloader that understands your metadata needs. - [Deezloader Remaster](https://www.reddit.com/r/DeezloadersIsBack/comments/9n3pf1/deezloader_alpha_latest_version_download10102018/) Tool for downloading music from Deezer - [Deezloader Remix](https://notabug.org/RemixDevs/DeezloaderRemix) Another program with the same purpose, both based on the original, now defunct Deezloader. - [/r/DeezloaderIsBack](https://www.reddit.com/r/DeezloadersIsBack) Community supporting Deezloader - [Deemix](https://codeberg.org/RemixDev/deemix) Another program with the same purpose. "Deemix is a python library that lets you download millions of songs [from Deezer]". "Deemix is meant to replace Deezloader Remix". - [/r/deemix](https://www.reddit.com/r/deemix) Community supporting Deemix - [New Album Releases](http://newalbumreleases.net/) Premium DDL links for full albums - [KHInsider](https://downloads.khinsider.com/) Site collecting soundtracks, mostly MP3, some FLAC, OGG or M4A. - [VGMLoader](https://github.com/TheLastZombie/VGMLoader) Tool for bulk downloading from KHInsider. - [Free MPS Download.net](https://free-mp3-download.net/) Search engine with streamable samples and download links - [chimera](https://notabug.org/Aesir/chimera) Multiple source terminal-based music downloader with audio search engine - [YouTube to MP3](https://ytformp3.com/) ​ ### Spotify - [SpotX](https://github.com/amd64fox/SpotX) - [Get rid of Spotify ads](https://www.reddit.com/r/Piracy/comments/9jvlf8/get_rid_of_spotify_adsbannerslimited_skips_and/) Short guide on avoiding ads, banners, limited skips, and locked shuffle mode in Spotify Free - [Spotify Adblock](https://github.com/abba23/spotify-adblock) Block spotify ads on Linux. DOES NOT WORK WITH SNAP. - [Spotify Adblock on Fedora](https://note.rojenz.de/post/spotify-adblock-fedora-34/) Block spotify ads on Fedora Linux. Still does not work with snap. - [Spotify AdBlock Host file](https://www.reddit.com/r/Piracy/comments/9tcbvc/spotify_adblock_host_file_uptodate_effective/) This is the most up-to-date list and will block all annoying Spotify ads & analytics. - [EZBlocker](https://github.com/Xeroday/Spotify-Ad-Blocker/) a Spotify Ad Blocker written in C# for Windows 7/8/10. - [BlockTheSpot](https://github.com/mrpond/BlockTheSpot) Video, audio & banner AdBlock/skip for Spotify - [Spytify](https://jwallet.github.io/spy-spotify/) Records Spotify without ads while it plays and includes media tags and album cover to the recorded files - [xManager](https://xmanagerapp.com/) Modified spotify apks - [Downtify](https://github.com/eviabs/downtify-premium) Downtify is an open-source Spotify downloader which makes it possible to download all your favourite songs and/or playlists directly from Spotify. Spotify Premium is required. - [ClSpotify](https://agent255.github.io/clspotifyweb/) A Spotify downloader needing only a python interpreter and ffmpeg. ​ ### iTunes - [TunesKit](https://www.tuneskit.com/) iTunes DRM removal tool - [Requiem](https://digiex.net/threads/requiem-4-1-remove-itunes-drm-fairplay-from-music-video-and-books.11796/) Requiem is a program that removes Apple's DRM (called FairPlay) from songs, videos, and books purchased on iTunes - [How to Remove DRM From iTunes Movies and TV Shows](https://www.howtogeek.com/291612/how-to-remove-drm-from-itunes-movies-and-tv-shows/) HowToGeek article on how to use TunesKit and Requiem - [Plus Premieres](https://www.pluspremieres.eu/) Download newest iTunes music in M4A format ​ ## Software - [/r/piracy/wiki/tools](https://www.reddit.com/r/piracy/wiki/tools) Windows/Office activation tools, and images/installers for Windows, Office, and Adobe - [nsane.down](https://nsaneforums.com/) A popular file-sharing forum focused on software - [Appked](https://www.macbed.com/) Mac application sharing site - [Team-OS HKRG](https://www.teamos-hkrg.com/index.php) Windows software and various activation tools. - [CracksNow](https://cracksnow.com/) Cracks for Android, Windows, and macOS applications. - [Nulled](https://www.nulled.to/) Nulled is a cracking community where you can find links to cracked software - [/s/sjain_guides](https://saidit.net/s/sjain_guides) Guides and downloads for CS:GO, Windows 10 gaming optimisations, and more - [My Digital Life Forums](https://forums.mydigitallife.net/) Popular forum for modded/cracked software and apps - [Pro Design Tools](https://prodesigntools.com) Site focused on Adobe Development including cracked software and ebooks. - [ShareAppsCrack](https://shareappscrack.com/) Website with a plethora of development tools and engineering-focused software, including video tutorials, and some ebooks. ​ ### Adobe CC - [Monkrus.ws](https://w14.monkrus.ws/) :star2: Best place for cracked Adobe Products - [Adobe CC 2019/2020 AIO Patcher](https://cracked.to/Thread-Cracked-CRACK-ADOBE-CC-2019-2020-GENP-V2-7) Latest Working All-In-One Patcher for all Adobe Creative Cloud 2019/2020 Applications (Windows) - [Adobe Master Collector](https://saidit.net/s/sjain_guides/wiki/downloads#wiki_adobe_master_collector.3A) This tool downloads pre-activated Adobe applications released by m0nkrus, ranging from CS6 to CC 2020. - [Adobe CC 2018](https://saidit.net/s/sjain_guides/comments/9oz/adobe_cc_2018_full_indepth_guide_to_installing/) Full in-depth guide to installing and cracking any application (Windows) - [Adobe Zii 4.0.3](https://www.reddit.com/r/Piracy/comments/9v7tr6/adobe_zii_403_released_now_includes_incopy/) Tool for patching and cracking Adobe CC applications. - [Adobe Acrobat Pro DC](https://saidit.net/s/sjain_guides/comments/9p5/adobe_acrobat_pro_dc_full_indepth_guide_to/) Full in-depth guide to downloading, installing, activating and optimising. ​ ### Windows - [Massgrave](https://massgrave.dev/) :star2: MAS, or Microsoft Activation Scripts, can activate/upgrade official versions of Microsoft Windows and Office - [Windows 10 Digital License](https://www.nsaneforums.com/topic/316668-microsoft-activation-scripts/) Scripts for activating Windows 10 "legitimately" by binding your HWID to a Microsoft account ​ ## Ebooks - [Anna's Archive](https://annas-archive.org/) :star2: A search engine of shadow libraries (Z-lib, libgen, Sci-hub) - [BookStack](https://www.bookstackapp.com/) BookStack is a simple, self-hosted, easy-to-use platform for organizing and storing information. - [Ubooquity](http://vaemendis.net/ubooquity/) Ubooquity is a free home server for your comics and ebooks library - [COPS](https://github.com/seblucas/cops) Calibre OPDS (and HTML) PHP Server : web-based light alternative to Calibre content server / Calibre2OPDS to serve ebooks (epub, mobi, pdf, etc.) - [The idiot-proof guide to downloading ebooks off IRC](https://www.reddit.com/r/Piracy/comments/2oftbu/guide_the_idiot_proof_guide_to_downloading_ebooks/) Posted by /u/Servaplur - [Guide to Copy Kindle Content to PDF using Calibre](https://www.reddit.com/r/Piracy/comments/bm837l/guide_to_copy_kindle_content_to_pdf_using_calibre/) - [Apprentice Alf's Blog](https://apprenticealf.wordpress.com/) Everything you ever wanted to know about DRM and ebooks but were afraid to ask. - [Calibre](https://calibre-ebook.com/) :star2: ebook management tool - [Calibre-Web](https://github.com/janeczku/calibre-web) Web app for browsing, reading and downloading eBooks stored in a Calibre database - [Custom Search Engine](https://cse.google.com/cse?cx=000661023013169144559:a1-kkiboeco) A Google custom search engine specifically for ebooks - [Exploring over 1,800 Calibre ebook servers](https://blog.chrisbonk.ca/2018/12/knowledge-is-power-exploring-over-1800.html?m=1) Blog post detailing how to use Shodan to find Calibre ebook servers - [DeDRM_tools](https://github.com/apprenticeharper/DeDRM_tools) DeDRM tools for ebooks. - [ReadAnyBook](https://readanybook.com/) Free online reading. - [PDFdrive](http://pdfdrive.com) PDF Drive is your search engine for PDF files. No annoying ads, no download limits. - [Memory of the world](http://library.memoryoftheworld.org) A new website containing a lot of books. ​ ## Magazines - [PDF Giant](http://pdf-giant.com/) Various categories of downloadable PDFs - [MagazineLib](https://magazinelib.com/) Free PDF and interactive e-magazines ​ ## Academic Papers and Material - [LibGen](https://libgen.fun/) search engine for articles and books on various topics, which allows free access to content that is otherwise paywalled or not digitized elsewhere - [Sci-Hub](https://sci-hub.se/) the first pirate website in the world to provide mass and public access to tens of millions of research papers - [BookSC](http://booksc.org/) The world's largest scientific articles store. 50,000,000+ articles for free. - [Academic Torrents](http://academictorrents.com/) A Community-Maintained Distributed Repository for researchers, by researchers. Making 32.66TB of research data available! ​ ## Textbooks - [All IT eBooks](http://www.allitebooks.com/) A big database of free, direct links for IT and programming ebooks - [it-ebooks](http://it-ebooks.info) Large selection of free and open-source IT ebooks - [PDF/Ebook trackers for college textbooks](https://www.reddit.com/r/trackers/comments/hrgmv/tracker_with_pdfsebooks_of_college_textbooks/c1xrq44/) Old-but-still-useful list of ebook/textbook trackers, DDL sites, and IRC communities - [How to "rent" your textbooks for free from Amazon](https://www.reddit.com/r/Piracy/comments/3ma9qe/guide_how_to_rent_your_textbooks_for_free_from/) "Going to college? Living off top ramen for dinner? Let me show you have to "rent" your textbooks for free & for life!" - [Guide for Finding Textbooks](https://www.reddit.com/r/Piracy/comments/3i9y7n/guide_for_finding_textbooks/) Extensive tutorial by /u/Amosqu - [forcoder](https://forcoder.su/) Ebooks & Elearning For Programming ​ ## Courses and Tutorials - [CourseClub](https://courseclub.me/) Download courses from (Lynda, Pluralsight, CBG Nuggets, etc) - [FreeCourseSite](https://freecoursesite.com/) Mostly highest rated udemy courses torrent - [FreeTutorials.eu](https://www.freetutorials.eu/) Lots of Udemy courses for free; Has Adblock detector - [Gigacourse](https://gigacourse.com/) - [Desire Course](https://desirecourse.net/) - [GFXDomain.net Tutorials board](http://forum.gfxdomain.net/forums/others-tutorials.42/) Forum with free tutorials for graphic design, mostly via premium file hosts but some torrents - [tpget](https://github.com/0x6a73/tpget) Tutorialspoint downloader - [udemy-downloader-gui](https://github.com/FaisalUmair/udemy-downloader-gui) A cross-platform (Windows, Mac, Linux) desktop application for downloading Udemy Courses. - [tut4dl](https://tut4dl.com/) Download tutorial and training courses from many paid MOOCs, with categories ranging from Cuisine to Cryptography. ​ ## Audiobooks - [AudioBook Bay](http://audiobookbay.nl/) Download unabridged audiobooks for free or share your audiobooks, safe, fast and high quality - [AAXtoMP3](https://github.com/KrumpetPirate/AAXtoMP3) Convert Audible's .aax filetype to MP3, FLAC, M4A, or OPUS - [Booksonic](http://booksonic.org/) Booksonic is a server and an app for streaming your audiobooks to any pc or android phone. - [The Eye /public/AudioBooks](http://the-eye.eu/public/AudioBooks/) A few publicly accessible audiobooks hosted by The Eye - [AudioBooks.Cloud](https://audiobooks.cloud/) DDL links for lots of audiobooks. - [Tokybook](https://tokybook.com/) Free audiobook streaming site. ​ ## Comicbooks - [Kindle Comic Converter](https://kcc.iosphe.re/) Comic and manga converter for ebook readers - [readcomiconline.to](https://readcomiconline.to/) Manga and comics uploaded daily - [Readcomicbooksonline](https://readcomicbooksonline.org/) Tends to Error 520 occasionally - [Comic Extra](https://www.comicextra.com/) Daily comic uploads, clean UI - [GetComics](https://getcomics.info/) GetComics started as an alternative place to get downloaded comic files, particularly US-based comics published by DC and Marvel. - [Gazee!](https://hub.docker.com/r/linuxserver/gazee/) A WebApp Comic Reader for your favorite digital comics. Reach and read your comic library from any web-connected device with a modern web browser. - [Comix-Load](https://comix-load.in/) DDL links for comic books and manga in English and German. - [Omnibus](https://github.com/fireshaper/Omnibus) Search for and download comics that are added to GetComics.info easily ​ ## Manga - [MangaDex](https://www.mangadex.org/) :star2: MangaDex is an online manga reader that caters to all languages. - [Manga4Life](https://manga4life.com/) Scans of the official Manga - [MangaSee](https://mangasee123.com/) Likely the exact same of Manga4Life - [NHentai](https://nhentai.net) :star2: The best source for hentai. - [/r/manga](https://www.reddit.com/r/manga) Everything and anything manga! (manhwa is okay too!) - [Madokami](https://manga.madokami.al/) Requires sign-up (currently closed), see mirrors below. - [Madokami 0-E](https://archive.org/download/Madokami.Manga.0-E) Download manga titles named 0 to E. - [Madokami F-K](https://archive.org/download/Madokami.Manga.F-K) Download manga titles named F to K. - [Madokami L-Q](https://archive.org/download/Madokami.Manga.L-Q) Download manga titles named L to Q. - [Madokami R-Z](https://archive.org/download/Madokami.Manga.R-Z) Download manga titles named R to Z. - [Madokami novels, raws and artbooks](https://archive.org/download/Madokami.NotManga) Download novels, manga raws and artbooks. - [Tachiyomi](https://tachiyomi.org/) Free and open source manga reader for Android. - [MangaZone](http://mangazoneapp.com/) A manga reader app. - [NineAnime](https://www.nineanime.com/) Updated/Active Manga Site - [Free Manga Downloader (FMD)](https://github.com/fmd-project-team/FMD) A manga download manager and reader that supports downloading from various websites. - [HakuNeko](https://github.com/manga-download/hakuneko) A cross-platform downloader for manga and anime from +400 websites. Manga and anime in multiple languages and formats (cbz, a folder with images, epub). ​ ## Documentaries - [/r/Documentaries](https://www.reddit.com/r/documentaries) Popular documentaries subreddit - [My big list of documentary sites (streaming and download)](https://www.reddit.com/r/Documentaries/comments/h9pu7/my_big_list_of_documentary_sites_streaming_and/) An old post by /u/whatwhat888 that may still be useful - [DocuWiki.net](http://docuwiki.net/index.php?title=Main_Page) DocuWiki.net serves as an index of documentary films on the Edonkey Network. - [MVGroup](http://forums.mvgroup.org/) Forum for documentary torrent and ED2K downloads. Sign-up required. - [Documentary Addict](https://documentaryaddict.com/) A website which scrapes Youtube for documentaries - [iHaveNoTv](https://ihavenotv.com/) Community managed documentary collection ​ ## Fonts, Icons, and Graphics - [Web4Sync](https://web4sync.com/) Forum with DDL links catering to web development, graphics design, 3D animation, and photography - [GFXDomain](http://forum.gfxdomain.net/) Forum for graphic design resources and software - [GFxtra](https://www.gfxtra.com/) DDL links for graphics, icons, 3D models, and more - [GraphicEx](https://graphicex.com/) Stock/vector graphics, PhotoShop/InDesign resources, fonts, and more - [Tomato.to](https://tomato.to/) Stock Downloader | Supports Shutterstock, Gettyimages, Adobe stock, Fotolia, Vectorstock, iStockphoto, PNGTree & PicFair. - [How to download paid fonts for free](https://www.reddit.com/r/Piracy/comments/8tqfg6/how_to_download_paid_fonts_for_free/) Post by /u/Bebhio on how to use clever Google searches to find fonts online - [gallery-dl](https://github.com/mikf/gallery-dl) Command-line program to download image-galleries and -collections from several image hosting sites ​ ## Automation - [FlexGet](https://flexget.com/) FlexGet is a multipurpose automation tool for all of your media with support for torrents, nzbs, podcasts, comics, TV, movies, RSS, HTML, CSV, and more. - [Pulsarr](https://github.com/roboticsound/Pulsarr) Browser extension (currently Chrome & Firefox) for adding movies to Radarr or Series' to Sonarr while browsing IMDB or TVDB. - [Bonarr](https://github.com/klassicstudios/Bonarr) A fork of Radarr to work with porn. - [traktarr](https://github.com/l3uddz/traktarr) Script to add new series & movies to Sonarr/Radarr based on Trakt lists. - [Mylar](https://github.com/evilhero/mylar) An automated Comic Book Downloader (cbr/cbz) for use with SABnzbd, NZBGet, and torrents - [LazyLibrarian](https://github.com/DobyTang/LazyLibrarian) LazyLibrarian is a program to follow authors and grab metadata for all your digital reading needs. - [CloudBox](https://cloudbox.works/) An All-In-One, Cloud-Centric, Media Server Solution - [Piracy and automation, an overview](https://docs.google.com/document/d/1TwUrRj982WlWUhrxvMadq6gdH0mPW0CGtHsTOFWprCo/edit) Guide by /u/JukeCity101 on how to improve your experience pirating with automation tools - [Nefarious](https://lardbit.github.io/nefarious/) Nefarious is a web application that helps you download movies and TV shows. ​ ### TV Automation - [Sonarr](https://github.com/Sonarr/Sonarr) :star2: Smart PVR for newsgroup and BitTorrent users. - [SickRage](https://github.com/SiCKRAGE/SiCKRAGE) Automatic Video Library Manager for TV Shows. - [SickChill](https://sickchill.github.io/) an automatic Video Library Manager for TV Shows. - [SickBeard](http://sickbeard.com/) The ultimate PVR application that searches for and manages your TV shows - [SickGear](https://github.com/SickGear/SickGear) SickGear has proven the most reliable stable TV fork of the great Sick-Beard to fully automate TV enjoyment with innovation. - [Medusa](https://pymedusa.com/) Automatic Video Library Manager for TV Shows. ​ ### Movie Automation - [Radarr](https://radarr.video/) :star2: A fork of Sonarr to work with movies à la Couchpotato. - [RadarrSync](https://github.com/Sperryfreak01/RadarrSync) Syncs two Radarr servers through web API. - [CouchPotato](https://github.com/CouchPotato/CouchPotatoServer) Automatic Movie Downloading via NZBs & Torrents - [Watcher](https://github.com/nosmokingbandit/Watcher3) Watcher is an automated movie NZB & Torrent searcher and snatcher. ​ ### Music Automation - [betanin](https://github.com/sentriz/betanin) beets.io based man-in-the-middle of your torrent client and music player. - [Lidarr](https://github.com/lidarr/Lidarr) Looks and smells like Sonarr but made for music. - [Headphones](https://github.com/rembo10/headphones) Automatic music downloader for SABnzbd ​ ### Subtitles Automation - [Bazarr](https://github.com/morpheus65535/bazarr) Bazarr is a companion application to Sonarr and Radarr. It manages and downloads subtitles based on your requirements. - [autosub](https://github.com/agermanidis/autosub) Command-line utility for auto-generating subtitles for any video file using speech recognition - [nzb-subliminal](https://github.com/caronc/nzb-subliminal) Fetches subtitles for the videos it's provided. It can be easily integrated into NZBGet and SABnzbd too. - [subsync](https://github.com/smacke/subsync) Automagically synchronize subtitles with the video. - [vlsub](https://github.com/exebetche/vlsub) VLC extension to download subtitles from opensubtitles.org ​ ## P2P Networks - [eDonkey network](https://en.wikipedia.org/wiki/EDonkey_network) a decentralized, mostly server-based, peer-to-peer file-sharing network - [Gnutella](https://en.wikipedia.org/wiki/Gnutella) P2P network behind the popular LimeWire file sharing app - [FastTrack](https://en.wikipedia.org/wiki/FastTrack) Protocol used by the Kazaa, Grokster, iMesh, and Morpheus file-sharing programs - [Napster](https://en.wikipedia.org/wiki/Napster) Peer-to-peer file sharing Internet service that emphasized sharing digital audio files, typically audio songs, encoded in MP3 format. - [Peer-to-peer file sharing](https://en.wikipedia.org/wiki/Peer-to-peer_file_sharing) Detailed Wikipedia page about file sharing - [IPFS - Distributed Web](https://en.wikipedia.org/wiki/InterPlanetary_File_System) Peer-to-peer distributed file system that seeks to connect all computing devices with the same system of files - [Kad](https://en.wikipedia.org/wiki/Kad_network) The Kad network is a peer-to-peer (P2P) network that implements the Kademlia P2P overlay protocol. ​ ## Ripping, Transcoding, Converting, Encoding - [Handbrake](https://handbrake.fr/) :star2: HandBrake is a tool for converting video from nearly any format to a selection of modern, widely supported codecs. - [MakeMKV](http://www.makemkv.com/) MakeMKV is your one-click solution to convert video that you own into a free and patents-unencumbered format that can be played everywhere. - [ffmpeg](https://ffmpeg.org/) A complete, cross-platform solution to record, convert and stream audio and video. - [sickbeard_mp4_automator](https://github.com/mdhiggins/sickbeard_mp4_automator) Automatically convert video files to a standardized mp4 format with proper metadata tagging to create a beautiful and uniform media library - [Automatic Ripping Machine](https://b3n.org/automatic-ripping-machine/) The A.R.M. (Automatic Ripping Machine) detects the insertion of an optical disc, identifies the type of media and autonomously performs the appropriate action - [DVD Decrypter](http://dvddecrypter.org.uk/) The original unofficial DVD Decrypter mirror since June 7th, 2005. - [DVDFab](https://www.dvdfab.cn/) DVD ripping tool - [The Encoding Guide](https://encoding-guide.neocities.org/) :star2: In-depth guide on encoding video ​ ## Cloud Storage ​ ### Self-hosted File Storage or Sharing - [https://nextcloud.com/](https://nextcloud.com/) The self-hosted productivity platform that keeps you in control - [Tahoe-LAFS](https://www.tahoe-lafs.org/trac/tahoe-lafs) It distributes your data across multiple servers. Even if some of the servers fail or are taken over by an attacker, the entire file store continues to function correctly, preserving your privacy and security. - [Chevereto](https://chevereto.com/) Get your own turnkey image hosting system today. Start your own image sharing website with your own rules. - [Lufi](https://github.com/ldidry/lufi) Let's Upload that FIle. Encrypted file sharing. - [Lainsafe](https://github.com/dimethyltriptamine/lainsafe) Simple file uploading. - [Chibisafe](https://github.com/WeebDev/chibisafe) Blazing fast file uploader and awesome bunker written in node! ​ ### 3rd Party Cloud Storage - [Filen](https://filen.io/) Encrypted file storage. You get 10 GB free - [Proton Drive](https://github.com/ProtonMail/WebClients) Beta Cloud Storage run by the same company as ProtonVPN. - [Crytp.ee](https://crypt.ee/) Made in europe, for your privacy, security & peace of mind. We can't read your documents or see your photos, and no one else can either. - [Skiff](https://skiff.org/) Productivity Suite, a private, end-to-end encrypted workspace. - [Mega](https://mega.io/) 20 GB free. - [google-drive-ocamlfuse](https://github.com/astrada/google-drive-ocamlfuse) FUSE filesystem over Google Drive - [rclone](https://rclone.org/) :star2: "rsync for cloud storage" - [plexdrive](https://github.com/dweidenfeld/plexdrive) mounts your Google Drive FUSE filesystem (optimized for media playback) - [/r/PlexACD](https://www.reddit.com/r/PlexACD/) Discussion about unlimited cloud storage for Plex libraries - [rclone-gdrive](https://bytesized-hosting.com/pages/rclone-gdrive) Wiki page on setting up Google Drive with rclone cache and crypt - [Connect Your Plex Server To Your Google Drive](https://bytesized-hosting.com/pages/plexdrive) This tutorial will help you connect your Google Drive to your Plex server using Plexdrive. - [RcloneBrowser](https://martins.ninja/RcloneBrowser/) Simple cross-platform GUI for rclone - [UDS](https://github.com/stewartmcgown/uds) Unlimited Drive Storage. Store files in Google Docs without counting against your quota. - [Comparison of file hosting services](https://en.wikipedia.org/wiki/Comparison_of_file_hosting_services) This is a comparison of file hosting services that are currently active. - [Cloud storage table](https://nafanz.github.io/cloudstorage.html) Regularly updated table of information about top cloud storage providers. ​ ## File Renaming and Tagging - [FileBot](https://www.filebot.net/) :star2: the ultimate tool for organizing and renaming your Movies, TV Shows and Anime as well as fetching subtitles and artwork. It's smart and just works. - [filebot-node](https://github.com/filebot/filebot-node) a client-server application that'll allow you to run filebot commands - [docker-filebot](https://github.com/coppit/docker-filebot) A Docker container for FileBot - [MediaMonkey](https://www.mediamonkey.com/) Manage a movie/music library from 100 to 100,000+ audio/video files and playlists - [MP3TAG](https://www.mp3tag.de/en/) Mp3tag is a powerful and easy-to-use tool to edit metadata of audio files. - [Picard](https://picard.musicbrainz.org/) Picard is a cross-platform music tagger written in Python. - [Beets](https://github.com/beetbox/beets) beets is a music library manager - [szyszka](https://github.com/qarmin/szyszka) Szyszka is fast and powerful file renamer - [Metatogger](https://www.luminescence-software.org/en/metatogger.html) Metatogger is the new generation of tag editor allowing you to rename, tag and easily sort your audio files. - [MediaInfo](https://mediaarea.net/en/MediaInfo) MediaInfo is a convenient unified display of the most relevant technical and tag data for video and audio files. - [iFlicks2](https://iflicksapp.com/) Useful for adding metadata to movies and TV shows - [MediaElch](https://www.kvibes.de/mediaelch/) Media manager for Kodi. Metadata & artwork retrieval, as well as renaming. - [/r/datacurator](https://www.reddit.com/r/datacurator/) Subreddit for discussion about the curation of digital data. Be it sorting, file formats, file encoding, best practices, discussion of your setup, tips, and tricks, asking for help, etc. ​ ## Mobile Apps - [AdAway](https://adaway.org/) An open-source ad blocker for Android using the hosts file. It needs ROOT access - [nzb360](http://nzb360.com/) :star2: nzb360 is a full-featured NZB manager that focuses on providing the best experience possible for controlling all of your Usenet needs. - [Ombi](https://play.google.com/store/apps/details?id=com.tidusjar.Ombi) Companion app for Ombi to request Plex content - [MyJDownloader](https://play.google.com/store/apps/details?id=org.appwork.myjdandroid&hl=en_US) enables you to remote control your desktop JDownloader from your pocket while you're on the go. - [FilePursuit Pro](https://play.google.com/store/apps/details?id=com.filepursuit.filepursuitpro) FilePursuit provides a very powerful file indexing and search service allowing you to find a file among millions of files located on web servers. - [YMusic](https://forum.xda-developers.com/android/apps-games/app-youtube-music-sound-stream-youtubes-t3399722) YouTube Music Player & Downloader - [Blokada](https://blokada.org) Blokada is a compact app that transparently blocks unwanted content like ads, tracking, malware, and other annoyances. - [Tachiyomi](https://github.com/inorichi/tachiyomi) Tachiyomi is a free and open-source manga reader for Android. - [4PDA.ru](http://4pda.ru/forum/index.php?act=idx) 4PDA is the biggest Russian forum about mobile devices. You can find an endless amount of APKs and Mobile software there. For download, registration is required - ["My little guide for piracy on iPhone"](https://www.reddit.com/r/Piracy/comments/ajkeq2/my_little_guide_for_piracy_on_iphone/) Post by /u/Impulse_13 - [TiviMate IPTV player](https://play.google.com/store/apps/details?id=ar.tvplayer.tv) A popular Android app for watching IPTV on Android set-top boxes. - [Fildo](https://fildo.net/android/en/#) Android music streaming app which fetches files from third party MP3 search engines. ​ ### Streaming Apps - [MediaBox HD](https://mediaboxhd.net) MediaBox HD is a free streaming app with movies, tv shows, and music. VIP membership grants access to 1000s of reliable high-quality streams. It can cast to Chromecast, Apple TV, Fire TV, and Xbox. - [Kokotime](https://www.kokotime.tv/) Kokotime is an addon-based, simple, free and elegantly designed app that will let you watch all your favorite media content in a unique and elegant user-friendly design - [Mobdro](https://forum.mobilism.org/viewtopic.php?f=429&t=2720792&hilit=mobdro) Mobdro constantly searches the web for the best free video streams and brings them to your device. - [Cinema](https://forum.mobilism.org/viewtopic.php?t=2786441) a lot of Movies & TV/Shows to watch and download. - [Fildo](https://fildo.net/android/en/) Music streaming app - [TeaTV](https://teatv.net/) App for Android, Windows, and macOS for watching 1080p movies and TV shows for free - [AniméGlare](https://animeglare.xyz/) - [AniméVibe](http://animevibe.tv/) - [ApolloTV](https://apollotv.xyz/) - [BeeTV](http://beetvapk.me/) - [Cinema](https://cinemaapk.com/) - [CKayTV](http://ckaytv.com/) - [Cyberflix](https://cybercloud.media/) Terrarium clone - [DreamTV](http://dream-tv.xyz/) Terrarium clone - [Morph TV](http://titaniumtv.xyz/Morph2.apk) Morpheus fork - [PhoenixTV](https://tinyurl.com/y7z5zct8) Morpheus fork - [TitaniumTV](http://titaniumtv.xyz/) Terrarium clone - [TVZion](https://tvzionapp.live/) - [UnlockMyTV](https://unlockmytv.com/) Cinema clone ad-free ​ ### Torrent Apps - [Transdrone](https://play.google.com/store/apps/details?id=org.transdroid.lite) Transdrone allows you to manage the torrents you run on your home server or seedbox. - [Flud](https://play.google.com/store/apps/details?id=com.delphicoder.flud&hl=en) Flud is a simple and beautiful BitTorrent client for Android. - [BiglyBT](https://f-droid.org/packages/com.biglybt.android.client/) Free, open-source torrent client for Android phone, tablet, Chromebook, & Android TV - [LibreTorrent](https://f-droid.org/en/packages/org.proninyaroslav.libretorrent/) LibreTorrent is a Free as in Freedom torrent client for Android 4+, based on libtorrent. - [Vuze](https://play.google.com/store/apps/details?id=com.vuze.torrent.downloader) Lightweight & powerful BitTorrent app. - [aTorrent](https://play.google.com/store/apps/details?id=com.mobilityflow.torrent) Another popular torrent client for Android. - [Trireme](https://www.f-droid.org/en/packages/org.deluge.trireme/) Use this app to connect and manage your Deluge Daemon. ​ ### APKs - [Aptoide](https://en.aptoide.com/) An alternative repository-based marketplace for Android applications - [F-Droid](https://f-droid.org/) An installable catalogue of FOSS (Free and Open Source Software) Android applications - [Neo-Store/Droidify](https://github.com/NeoApplications/Neo-Store) Material UI F-Droid. It has better categorization and customization. - [Yalp Store](https://github.com/yeriomin/YalpStore) Download apks from Google Play Store - [Mobilism Forum](https://forum.mobilism.org/index.php) :star2: Large forum of mobile apps and books - [APKMirror](https://www.apkmirror.com/) Download free Android APKs - [ApkPure](https://apkpure.com/) Another free APK mirror site - [ACMARKET](https://acmarket.net/) download cracked & modified android apps & games free - [BlackMod](https://blackmod.net/) Lots of cracked Android games - [Android Zone](https://android-zone.ws/) Another place to find premium links for APKs - [RevDl](https://www.revdl.com/) Direct download site for Android apps and games. - [/r/ApksApps](https://www.reddit.com/r/apksapps) "The best Modded apps on Reddit." - [/r/moddedandroidapps](https://www.reddit.com/r/moddedandroidapps) Modded Android app releases subreddit. - [Aurora OSS](https://gitlab.com/AuroraOSS/AuroraStore) An open-source alternative for the Google Play Store. - [AuroraDroid](https://gitlab.com/AuroraOSS/auroradroid) Aurora Droid is an unofficial, FOSS client for F-Droid - [Lucky Patcher](https://www.luckypatchers.com/) Patch mobile games to get in app purchases for free. DO NOT USE TO CHEAT IN MULTIPLAYER GAMES ELSE YOU GET BANNED. ​ ## Discord Servers - [The Ratio](https://discordapp.com/invite/wab3Qag) :star2: Community of seedbox enthusiasts. Buying advice, application setup, and automation help. - [DoujinStyle](https://discord.gg/z2QDFdA) Discord server with Doujin related materials. Things such as Japanese doujin music and games - [The Eye](https://discordapp.com/invite/py3kX3Z) Official Discord server for the-eye.eu - [PlayStation Homebrew](https://discord.gg/JJnvEN8) Home of /r/ps3homebrew and /r/ps4homebrew. - [Snahp.it](https://discord.gg/ypyKZCj) Official Discord server for snahp.it. - [WarezNX](https://discord.gg/d6xxuPq) Nintendo Switch Warez server. (/hbg/ has more up to date games as of April 2019) - [/hbg/ Homebrew General](https://discord.io/homebrew) A Discord server that shares Nintendo Switch Games. - [/r/soccerstreams](https://discord.gg/geyTtth) Official Discord server for the recently-killed /r/soccerstreams subreddit. - [APK'S 2 Day](https://discord.gg/2qWqzN8) This is a discord server that acts as a hub for numerous streaming apps. ​ ​ ## IPTV and DVR - [iptv-org/iptv](https://github.com/iptv-org/iptv) Collection of 8000+ publicly available IPTV channels from all over the world - [telly](https://github.com/tellytv/telly) IPTV proxy for Plex Live written in Golang - [tvheadend](https://github.com/tvheadend/tvheadend) Tvheadend is a TV streaming server for Linux supporting DVB-S, DVB-S2, DVB-C, DVB-T, ATSC, IPTV, SAT>IP, and other formats through the Unix pipe as input sources. - [/r/IPTV](https://www.reddit.com/r/IPTV) Subreddit some may find helpful for gauging the current state of IPTV providers - [/r/iptvresellers](https://www.reddit.com/r/IPTVresellers) promotions and advertisements from IPTV providers - [/r/IPTVReviews](https://www.reddit.com/r/IPTVreviews) Reviews of IPTV service providers - [MythTV](https://www.mythtv.org/) Free Open Source software digital video recorder - [allsprk.tv](https://stream.allsprk.tv) A channel-hoppable live streaming site with a chat room - [UlstreaMix](https://ssl.ustreamix.com/) Live TV streaming site, predominantly sports - [Xtream Editor](http://www.xtream-editor.com/) Xtream Editor allows you to create, edit and sort m3u playlists online. - [xTeVe](https://xteve.de/) :star2: M3U Proxy for Plex DVR - [STBEmulator](http://rocketstreams.tv/stbemu) Popular Android app for using IPTV streams with EPG - [IPTV Community](https://iptv.community/) Technology and IPTV discussion website, useful for finding an IPTV provider/reseller - [antennas](https://github.com/TheJF/antennas) HDHomeRun emulator for Plex DVR to connect to Tvheadend. - [IPTV Providers list](https://docs.google.com/spreadsheets/d/1ehpk3OCkqj4QgF71v410avGpGC5bQ_lOLl5ppRb3Q9s/edit) A recently created list of 40+ IPTV providers with notes - [fastocloud](https://github.com/fastogt/fastocloud) IPTV/Video cloud admin panel for servers ​ ### Acestreams - [acestream.org](http://acestream.org/) Ace Stream is a peer-to-peer streaming application that lets you stream live sports and other content - [AceStreamSearch](https://acestreamsearch.com/en/) Ace Stream Broadcasts Search - [aceproxy](https://github.com/ValdikSS/aceproxy) Ace Stream HTTP Proxy. (abandonware) - [iktason/aceproxy](https://hub.docker.com/r/ikatson/aceproxy/) A docker image to run aceengine + aceproxy, e.g. to watch Torrent-TV.ru. ​ ## IRC - [XDCC Tutorial](http://theloadguru.com/xdcc-irc-beginners-guide/) XDCC Downloading For Beginners: Do It Like A Pro - [XDCC](https://en.wikipedia.org/wiki/XDCC) XDCC (Xabi DCC or eXtended DCC) is a computer file sharing method which uses the Internet Relay Chat (IRC) network as a hosting service. - [ZNC](https://github.com/znc/znc) An advanced IRC bouncer ​ ### IRC Clients - [weechat](https://github.com/weechat/weechat) :star2: The extensible chat client. - [irssi](https://irssi.org/) Your text mode chatting application since 1999. - [HexChat](https://hexchat.github.io/) HexChat is an IRC client based on XChat, but unlike XChat it’s completely free for both Windows and Unix-like systems. - [KVIrc](https://github.com/kvirc/KVIrc) Graphical IRC client - [mIRC](https://www.mirc.com/) IRC client for Windows - [Shout](https://github.com/erming/shout) The self-hosted web IRC client - [Kiwi IRC](https://kiwiirc.com/) Popular web-based IRC client - [TheLounge](https://hub.docker.com/r/linuxserver/thelounge/) TheLounge (a fork of shoutIRC) is a web IRC client that you host on your own server. ​ ### IRC Networks - [irc.p2p-network.net](https://p2p-network.net/) P2P file-sharing network - [p2p-network.net channel list](https://search.mibbit.com/channels/p2p-network) List of all channels on the p2p-network.net IRC network - [Orpheus](https://orpheus.network/) Formerly known as Apollo - _Moviegods_ `irc://irc.abjects.net/MOVIEGODS` :star2: XDCC file-sharing network, join #mg-chat to continue downloading - _The Source_ `irc://irc.scenep2p.net/THE.SOURCE` Another XDCC source - _Beast-XDCC_ `irc://irc.abjects.net/BEAST-XDCC` One more XDCC source - _irc.undernet.org/bookz_ `irc://irc.undernet.org/bookz` For downloading ebooks (use `@search <book name>` for a list of available ebooks) - _irc.irchighway.net/ebooks_ `irc://irc.irchighway.net/ebooks` A nice, friendly IRC channel for trading ebooks ​ ### IRC Search Engines - [xWeasel](http://xweasel.org) xWeasel is a free stand-alone Download Client based on IRC technology including a multifunctional XDCC Search Engine. - [ixIRC](https://ixirc.com/) ixIRC lets you search through 17 IRC networks, 32 channels, and over 189915 user-supplied XDCC packs. - [SunXDCC](http://sunxdcc.com/) Another XDCC file search engine - [xdcc.eu](http://www.xdcc.eu/) XDCC search engine indexing packets from a large number of networks ​ ## DC++ - [Direct Connect (protocol)](https://en.wikipedia.org/wiki/Direct_Connect_(protocol)) Wikipedia page describing Direct Connect. - [DC++](https://en.wikipedia.org/wiki/DC%2B%2B) Wikipedia page describing DC++ - [AirDC++](https://www.airdcpp.net/) :star2: Windows GUI and Linux Web DC++ client in active development, with ADC, IPv6 and DHT support. - [FlylinkDC++](http://www.flylinkdc.com/) Windows DC++ and BitTorrent client in active development, with ADC and DHT support. - [EiskaltDC++](https://github.com/eiskaltdcpp/eiskaltdcpp) Windows/Linux/macOS DC++ client, with ADC and DHT support - [LinuxDC++](https://launchpad.net/linuxdcpp) Utilizing the latest DC++ core, LinuxDC++ offers similar functionality to the Windows client like segmented downloading, TTH based file integrity, etc. with a GTK+ user interface. - [Tankafett](http://tankafett.biz/?do=hublist) List of public DC++ hubs, previously known as hublist.org and TheHubList.com. - [Linux DC++](https://launchpad.net/linuxdcpp) Easy to configure and use DC++ client ​ ## Full Movies On - [/r/fullmoviesonyoutube](https://www.reddit.com/r/fullmoviesonyoutube/) - [/r/fullmovierequest](https://www.reddit.com/r/fullmovierequest/) - [/r/fulltvshowsonyoutube](https://www.reddit.com/r/fulltvshowsonyoutube/) - [/r/fullcartoonsonyoutube](https://www.reddit.com/r/fullcartoonsonyoutube/) - [/r/FullLengthFilms](https://www.reddit.com/r/FullLengthFilms/) - [fullmoviesandtv multireddit](https://www.reddit.com/user/Wiggly_Poop/m/fullmoviesandtv/) All of the above subreddits as a multireddit ​ ## Piracy Blogs and News - [TorrentFreak](https://torrentfreak.com) :star2: TorrentFreak is a publication dedicated to bringing the latest news about copyright, privacy, and everything related to filesharing. - [TechWorm](https://www.techworm.net) Techworm is a Tech, Cyber-security news platform. ​ ## Content Discovery - [Trakt.tv](https://trakt.tv/) :star2: a platform that does many things, but primarily keeps track of TV shows and movies you watch. - [IMDb](https://www.imdb.com/) Find movies, TV shows, celebrities, and more - [Movieo](https://movieo.me/) Discover, organize and track over 250,000 movies. - [MetaCritic](https://www.metacritic.com) website that aggregates reviews of media products: music albums, video games, films, TV shows, and formerly, books. - [popular-movies](https://github.com/sjlu/popular-movies) Tries to create a list of popular movies based on a series of heuristics - [Letterboxd](https://letterboxd.com/) Your life in film - [Squawkr.io](https://www.squawkr.io/) sends notifications when movies are available for download. - [What is my movie?](https://www.whatismymovie.com/) AI-powered movie search. "Use your own words, or search with titles, actors, directors, genres, etc. We find movies for you to watch." - [2160p BluRay Remux List](https://docs.google.com/spreadsheets/d/1qU8E0JT9JQk_BaBCxZS79tn7YmUyY4XBEpHPm3j16jI/edit) Complete list of all available 2160p remuxes - [Flox](https://github.com/devfake/flox) Flox is a self-hosted movie, series and anime watch list. - [TVmaze](https://www.tvmaze.com/) TVmaze is a community of TV lovers and dedicated contributors that discuss and help maintain TV information on the web. - [JustWatch](https://www.justwatch.com/) On JustWatch you can find out where to watch your favorite movies & TV series - [WhereYouWatch](https://whereyouwatch.com/latest-reports/) Follow upcoming movies and receive email alerts when they are out online as a download or stream – pirated or via retail. - [Flickmetrix](https://flickmetrix.com/) Movie database search engine with disc/Netflix/Prime filtering - [dvdsreleasedates.com](https://www.dvdsreleasedates.com/) The latest info on new Blu-ray and DVD releases - [Simkl](https://simkl.com/) Movie and TV show scrobbler similar to Trakt.tv ​ ### PreDB Sites - [Urban Dictionary: predb](https://www.urbandictionary.com/define.php?term=predb) Urban Dictionary definition - [PreDB.org](https://predb.org/) - [PreDB.me](https://predb.me/) - [PREdb](https://predb.ovh/) - [WarezBot](https://github.com/enzobes/WarezBot) Discord bot for scene releases. - [NSW Releases](http://nswdb.com/) Nintendo Switch scene releases. - [3DS Releases](http://3dsdb.com/) Nintedo 3DS scene releases. - [NSWDBot](https://github.com/HunterKing/NSWDBot) A discord bot for scraping NSWDB.com for "Scene" releases. ​ ## Dashboards and Homepages - [Muximux](https://github.com/mescon/Muximux) A lightweight way to manage your HTPC - [Heimdall](https://github.com/linuxserver/Heimdall) An Application dashboard and launcher - [Organizr](https://github.com/causefx/Organizr) :star2: HTPC/Homelab Services Organizer - Written in PHP - [Anonmasky](https://github.com/Anonmasky/anonmasky.github.io) Anonmasky is a beautiful start page for geeks out there. Clone of weboas.is. - [iDashboard-PHP](https://github.com/causefx/iDashboard-PHP) HTPC Dashboard to load website services, written in PHP (predecessor to Organizr) - [HTPC-Manager](https://github.com/Hellowlol/HTPC-Manager) A fully responsive interface to manage all your favorite software on your Htpc. - [Monitorr](https://github.com/Monitorr/Monitorr) Self-hosted PHP-based web front platform that displays the status of any web app or service in real-time. - [Logarr](https://github.com/Monitorr/logarr) "Logarr" is a self-hosted, PHP-based, single-page log consolidation tool which formats and displays log files for easy analysis ​ ## File Sharing Tools - [transfer.sh](https://transfer.sh/) Easy file sharing from the command line - [FilePizza](https://file.pizza/) Free peer-to-peer file transfers in your browser. - [WeTransfer](https://wetransfer.com/) WeTransfer was founded in 2009 as the simplest way to send big files around the world. - [FileBin](https://filebin.net/) Convenient file sharing on the web, without registration. - [Pomfcrawl](https://pomfcrawl.pythonanywhere.com/) A lot of pomf clones that have all their own privacy policies. A LOT OF LINKS DO NOT WORK. - [Sxcu.net](https://sxcu.net) Custom domains for image sharing with sharex support in mind - [Gofile.io](https://gofile.io) File sharing and storage platform, unlimited and free - [List of sharex compatable uploaders](https://github.com/ShareX/CustomUploaders) Take out .sxcu to access the site. Some domains don't work or are invite-only. - [Upload.systems](https://upload.systems) The superior image hosting, with support for Windows, macOS and Linux via a variety of applications. - [Horizon.pics](https://horizon.pics) A fast, reliable and highly customizable invite only file host. - [Catbox.moe](https://catbox.moe) A file uploader for cats - [Lainsafe](https://github.com/dimethyltriptamine/lainsafe) Shitless file upload, pastebin and url shorter. ​ ## Hosters of Miscellaneous Projects - [http.james](https://httpjames.space/projects) :star2: - [Datahoarder.dev](https://datahoarder.dev/) - [Riverside.rocks](https://riverside.rocks/services) - [ebin.city](https://ebin.city/) - [bus-hit.me](https://bus-hit.me/) - [snopyta](https://snopyta.org/) - [NixNet](https://nixnet.services/) - [Delegao](https://delegao.moe/) - [envs](https://envs.net/) - [Chatons](https://entraide.chatons.org/en/) :star2: A lot of frenchmen hosting various services - And many more... ​ ## Stream Synchronisation - [/r/Movie_Club](https://www.reddit.com/r/Movie_Club) Where you can get together with strangers and watch a great movie every week! - [sync](https://github.com/calzoneman/sync/) Node.JS Server and JavaScript/HTML Client for synchronizing online media - [watch2gether](https://www.watch2gether.com/) Enjoy the internet in sync with your friends. Watch videos, listen to music or go shopping on Watch2Gether. - [SyncLounge](https://synclounge.tv/) :star2: A third-party tool that allows you to watch Plex in sync with your friends/family, wherever you are. - [Netflix Party](https://chrome.google.com/webstore/detail/netflix-party/oocalimimngaihdkbihfgmpkcpnmlaoa/related) Netflix Party is a Chrome extension for watching Netflix remotely with other users. - [CyTube](https://cytu.be/) Channel-based shared streaming platform for synchronized viewing of YouTube and Google Drive videos - [ArconaiTV](https://www.arconaitv.us/) Another stream sharing platform with a nice UI - [&chill](https://andchill.tv/) Watch videos with people. ​ ## Telegram Piracy - [Raymond's Piracy Group](https://t.me/raymondfreesoftware) A group of 5000+ pirates chatting on Telegram. This group replaces the now-defunct piracy group which suicideboy used to run. - [Piracy Links Portal](https://t.me/PiracyLinks) Official invite links portal for piracy groups & channels. - [piratebazaar](https://t.me/piratebazaar) Curated list of piracy-related links. - [@itorrentsearchbot](https://t.me/itorrentsearchbot) Search bot for finding torrent and magnet links on 1337x.to by keyword search - [@vkmusic_bot](https://telegram.me/vkmusic_bot) Find and download pretty much any song - [@RickyChristanto](https://t.me/RickyChristanto) Channel for movie releases, usually from YTS in MKV format. - [iMediaShare channel](https://t.me/iMediaShare) Movies, TV shows, apps, and more - [@movies_inc](https://t.me/movies_inc) Another Telegram channel for downloading movies - [@Qualitymovies](https://t.me/Qualitymovies) Lots of 720p Blu-Ray movie releases - [@MusicHuntersBot](https://t.me/MusicHuntersBot) Another music downloader bot - [@DeezerMusicBot](https://t.me/DeezerMusicBot) Music bot which downloads tracks from Deezer - [SMLoadrCommuntiy](https://t.me/SMLoadrCommunity) Telegram community for SMLoadr - [aria-telegram-mirror-bot](https://github.com/out386/aria-telegram-mirror-bot) A Telegram bot to download files via HTTP(S)/BitTorrent and upload them to Google Drive. - [CrackWatch trackers](https://www.reddit.com/r/CrackWatch/comments/b2ywcn/crackwatch_telegram_tracker/) Telegram channels for CrachWatch.com games & cracks by /u/SHADOWSLIFER. ​ ## Adult Content - [Reddit Doesn't Like This Site](https://www.reddit-doesnt-like-this.site/) :star2: List of full length porn tube websites. - [Simpcity](https://simpcity.su) Leaked premium adult content ​ ## Miscellaneous - [UK ISP Court Orders](http://www.ukispcourtorders.co.uk/) :star2: List of websites recently taken down in the UK by the High Court. Use a VPN to access them, they must be pretty good! - [Counterfeit and Piracy Watch List 2018](https://torrentfreak.com/images/tradoc_157564.pdf) - [/r/EmbyShares](https://www.reddit.com/r/EmbyShares) This subreddit is dedicated to the sharing of Emby servers. - [/r/freefolk](https://www.reddit.com/r/freefolk) Streams for new episodes of Game of Thrones - [/r/ProshotMusicals](https://www.reddit.com/r/ProShotMusicals) Subreddit for all those theatre obsessed people who want pro shots instead of bootlegs to be seen. - [Shodan](https://www.shodan.io/) Shodan is the world's first search engine for Internet-connected devices. - [Pi-hole](https://pi-hole.net/) Pi-hole is a Linux network-level advertisement and internet tracker blocking application which acts as a DNS sinkhole - [How to use eMule in 2018](https://archive.is/j1T6o) An up-to-date guide detailing how to use eMule to download rare content from the eDonkey and Kad P2P networks. - [Anon.to](https://anon.to/) URL shortener to de-referer or null-referer your links. - [Movie Release Types](https://i.imgur.com/kEOrKJT.png) Table of common movie release types, their labels, and descriptions. - [How To Host "Questionable" Websites v4.0](https://weboas.is/media/host.pdf) PDF from weboas.is. There are also [PNG](https://weboas.is/media/host.png), [PSD](https://weboas.is/media/host.psd), and [TXT](https://weboas.is/media/host.txt) versions - [Privacy.com](https://privacy.com/) Privacy creates secure virtual cards and completes checkout forms for you, saving you time and money while masking your real card details. - [/f/Piracy](https://raddle.me/f/Piracy) Raddle forum for Piracy - [/s/piracy](https://saidit.net/s/piracy) Saidit forum for Piracy - unofficially the backup forum for /r/Piracy if/when it is banned by the Reddit moderators. - [2019 Oscar DVD Screeners](https://whereyouwatch.com/articles/here-are-the-2019-oscar-dvd-screeners/) List of DVD screeners for 2019's Oscars - [Academy Awards 2019 Screeners Megathread](https://www.reddit.com/r/Piracy/comments/aaqc0b/academy_awards_2019_screeners_megathread/) Post by /u/idoideas listing all available DVDSCR releases for 2019 - [iNFekt](https://infekt.ws/) A text viewer application that has been carefully designed around its main task: viewing and presenting NFO files. - [NFForce](http://nfforce.temari.fr/) Another NFO viewer. - [serials](http://www.serials.ws/) Serial keys for software that may or may not work. - [scenerules](https://scenerules.org/) NFOs with rules and guidelines for scene releasing standards. - [SceneLinkList](https://www.scenelinklist.com/) SceneLinkList is a project initiated to display and share as many scene and warez links as possible. - [castnow](https://github.com/xat/castnow) Castnow is a command-line utility that can be used to play back media files on your Chromecast device. - [The Pirate Society](https://thepiratesociety.org/forums/) A mysterious members-only forum for pirates. - [Bandersnatch Interactive Player](https://mehotkhan.github.io/BandersnatchInteractive/) Online video player for watching the new interactive episode of Black Mirror, "Bandersnatch". - [Multiup](https://multiup.org/) Website which allows you to upload files to several different file hosting websites. - [DirtyWarez](https://dirtywarez.org/) Lists top warez sites with Alexa rankings and other metadata. - [MacGuffin](https://github.com/hwkns/macguffin) Automated tools for handling Scene and P2P film releases. - [PiracyArchive](https://github.com/nid666/PiracyArchive) A complete backup of the Reddit /r/Piracy subreddit - [List of warez groups](https://en.wikipedia.org/wiki/List_of_warez_groups) Wikipedia's list of warez groups and individuals. - [netflix-proxy](https://github.com/ab77/netflix-proxy/) Smart DNS proxy to watch Netflix out-of-region - [k8s-usenet](https://github.com/aldoborrero/k8s-usenet) A collection of Helm (Kubernetes) charts related to different Usenet services (sabnzbd, radarr, sonarr...). ​ ## Contribute Contributions welcome! Read the [contribution guidelines](contributing.md) first. ​ ## License [](http://creativecommons.org/publicdomain/zero/1.0) ​ To the extent possible under law, Tosoju has waived all copyright and related or neighboring rights to this work.

# What is this? I'm quite active in OS (Open Source) communities social media channels eg. IRC, Slack, etc. and I noticed that there is a lot of interested links / articles that I would like to share with you all. So basically that is what this repository will be, I'll try to group links per week, and I'll try to update this repository all the time - I have noticed that I remember to see some article "somewhere" but cannot really find that anymore. And that said, this repository will also help me to remember some stuff. If _you_ have some interesting links / articles feel free to make a pull request to this repository. ## Table of Contents * [All](all.md) * [2018](2018.md) * [2019](2019.md) * [2020](2020.md) * [2021](2021.md) * [2022](2022.md) * [2023](#2023) * [Week 1](#week-1) * [Week 2](#week-2) * [Week 3](#week-3) * [Week 4](#week-4) * [Week 5](#week-5) * [Week 6](#week-6) * [Week 7](#week-7) * [Week 8](#week-8) * [Week 9](#week-9) * [Week 10](#week-10) * [Week 11](#week-11) * [Week 12](#week-12) * [Week 13](#week-13) * [Week 14](#week-14) * [Week 15](#week-15) * [Week 16](#week-16) * [Week 17](#week-17) * [Week 18](#week-18) * [Week 19](#week-19) * [Week 20](#week-20) * [Week 21](#week-21) * [Week 22](#week-22) * [Week 23](#week-23) * [Week 24](#week-24) * [Week 25](#week-25) * [Week 26](#week-26) * [Week 27](#week-27) * [Week 28](#week-28) * [Week 29](#week-29) * [Week 30](#week-30) * [Week 31](#week-31) * [Week 32](#week-32) * [Week 33](#week-33) * [Authors](#authors) * [License](#license) ## 2023 ### Week 1 - [GitHub Contributions Chart Generator](https://github-contributions.vercel.app/) - [This Company Is Canceling All Meetings With More Than Two Employees To Free Up Workers’ Time](https://www.forbes.com/sites/jenamcgregor/2023/01/03/shopify-is-canceling-all-meetings-with-more-than-two-people-from-workers-calendars-and-urging-few-to-be-added-back/) - [macOS 13.0 Ventura Apache Setup: Multiple PHP Versions](https://getgrav.org/blog/macos-ventura-apache-multiple-php-versions) - [Microsoft and OpenAI Working on ChatGPT-Powered Bing in Challenge to Google](https://www.theinformation.com/articles/microsoft-and-openai-working-on-chatgpt-powered-bing-in-challenge-to-google) - [Conditional loading of Doctrine mappings](https://github.com/getparthenon/parthenon/wiki/Conditional-loading-of-Doctrine-mappings) - [The PHP Lands](https://lands.php.earth/) - [easepick - Date picker - tiny size, no dependencies](https://easepick.com/) - [Fine tune an OpenAPI specification for mocking](https://jolicode.com/blog/fine-tune-an-openapi-specification-for-mocking) ### Week 2 - [Municipality asks people to stop searching for alleged Nazi treasure near Ommeren](https://nltimes.nl/2023/01/07/municipality-asks-people-stop-searching-alleged-nazi-treasure-near-ommeren) - [Array Dot](https://github.com/flow-php/array-dot) - [How I experience web today](https://how-i-experience-web-today.com/) - [API Platform Conference 2022 - Nicolas Grekas - How do we decide to create a Symfony component?](https://www.youtube.com/watch?v=tDjR5l4QwTY) - [The magic button — Make Everything OK](http://make-everything-ok.com/) - [The State of JS 2022](https://2022.stateofjs.com/) - [Using Behat to write functional test of a Symfony command](https://www.mon-code.net/post/164/using-behat-to-write-functional-test-of-a-symfony-command) - [PHP version stats: January, 2023](https://stitcher.io/blog/php-version-stats-january-2023) - [Apple Announces New MacBook Pros With M2 Pro and M2 Max Chips, Up to 96GB RAM, 8K HDMI, Wi-Fi 6E, and More](https://www.macrumors.com/2023/01/17/apple-announces-m2-pro-macbook-pro/) ### Week 3 - [China's population falls for first time since 1961](https://www.bbc.com/news/world-asia-china-64300190) - [Git security vulnerabilities announced](https://github.blog/2023-01-17-git-security-vulnerabilities-announced-2/) - [Handle Symfony Events with Twilio SMS](https://www.twilio.com/blog/handle-symfony-events-twilio-sms) - [These Gorgeous Photos Capture Life Inside a Drop of Seawater](https://www.smithsonianmag.com/science-nature/these-gorgeous-photos-capture-life-inside-drop-seawater-180981297/) - [SPX - A simple profiler for PHP](https://github.com/NoiseByNorthwest/php-spx) - [Refactor, understand, and write code effortlessly using Cursor's AI source editor](https://www.cursor.so/) - [Google Calls In Help From Larry Page and Sergey Brin for A.I. Fight](https://www.nytimes.com/2023/01/20/technology/google-chatgpt-artificial-intelligence.html) - [The lights have been on at a Massachusetts school for over a year because no one can turn them off](https://www.nbcnews.com/news/us-news/lights-massachusetts-school-year-no-one-can-turn-rcna65611) - [Achieving High Performance Queue's with Symfony Messenger](https://joppe.dev/2023/01/21/symfony-messenger-high-performance-queues/) ### Week 4 - [Microsoft and OpenAI extend partnership](https://blogs.microsoft.com/blog/2023/01/23/microsoftandopenaiextendpartnership/) - [How TaggedLocator Can Help You Design Better Symfony Application](https://jolicode.com/blog/how-taggedlocator-can-help-you-design-better-symfony-application) - [Apache ECharts - An Open Source JavaScript Visualization Library](https://echarts.apache.org/) - [Justice Department sues Google to break up its advertising empire](https://finance.yahoo.com/news/justice-department-sues-google-to-break-up-its-advertising-empire-180708969.html) - [Json Formatter](https://plugins.jetbrains.com/plugin/13931-json-formatter) - [100 million developers and counting](https://github.blog/2023-01-25-100-million-developers-and-counting/) - [Replacing a SQL analyst with 26 recursive GPT prompts](https://www.patterns.app/blog/2023/01/18/crunchbot-sql-analyst-gpt/) - [Gen Zers won't even apply to a job if the salary isn't listed](https://www.businessinsider.com/hiring-gen-z-graduates-pay-transparency-adobe-2023-1) ### Week 5 - [Carbonyl is a Chromium based browser built to run in a terminal](https://github.com/fathyb/carbonyl) - [Manage Elasticsearch indices with elasticsearch-php library](https://www.mon-code.net/post/168/manage-elasticsearch-indices-with-elasticsearch-php-library) - [Netgen Talk: Why We Love PHP for Building Next Gen Websites](https://netgen.io/blog/netgen-talk-why-we-love-php-for-building-next-gen-websites) - [The next-generation command line](https://fig.io/) - [Gene editing company hopes to bring dodo ‘back to life’](https://www.theguardian.com/science/2023/jan/31/gene-editing-company-hopes-to-bring-dodo-back-to-life) - [Accessing Symfony security user on the background](https://jolicode.com/blog/how-taggedlocator-can-help-you-design-better-symfony-application) ### Week 6 - [How to Fix Memory Leak in Doctrine Migrations](https://jolicode.com/blog/how-to-fix-memory-leak-in-doctrine-migrations) - [The technology behind GitHub’s new code search](https://github.blog/2023-02-06-the-technology-behind-githubs-new-code-search/) - [Modern PHP Cheat Sheet - Front Line PHP](https://front-line-php.com/cheat-sheet) - [PCem](https://pcem-emulator.co.uk/) - [Webhook.site - Test, process and transform emails and HTTP requests](https://webhook.site/) - [Why Is instanceof *Type Wrong and Getting Deprecated?](https://phpstan.org/blog/why-is-instanceof-type-wrong-and-getting-deprecated) - [Pull request merge queue (public beta)](https://github.blog/changelog/2023-02-08-pull-request-merge-queue-public-beta/) - [Migrating messenger queue from Doctrine to a different transport](https://locastic.com/blog/migrating-messenger-queue-from-doctrine-to-a-different-transport) - [How to Block ChatGPT From Using Your Website Content](https://www.searchenginejournal.com/how-to-block-chatgpt-from-using-your-website-content/478384/) ### Week 7 - [I tried using AI. It scared me.](https://www.youtube.com/watch?v=jPhJbKBuNnA) - [Bing Chat API](https://github.com/transitive-bullshit/bing-chat) - [core-js - So, what's next?](https://github.com/zloirock/core-js/blob/master/docs/2023-02-14-so-whats-next.md) - [PHP Release Radar - Episode 14: PHPUnit 10.0](https://www.youtube.com/watch?v=QwsH4IlolyU) - [GitHub Copilot for Business is now available](https://github.blog/2023-02-14-github-copilot-for-business-is-now-available/) - [Upgraded DAN Version for ChatGPT is Here: New, Shiny and More Unchained!](https://medium.com/@neonforge/upgraded-dan-version-for-chatgpt-is-here-new-shiny-and-more-unchained-63d82919d804) - [Since I work at http://Chess.com, people often ask me what technologies we use](https://twitter.com/nikolaposa/status/1625442638395584512) - [Bing users have already broken its new ChatGPT brain](https://www.techradar.com/news/bing-users-have-already-broken-its-new-chatgpt-brain) - [Quick PHP tip: Initialize a DateTime object from string, but with time resetted](https://jolicode.com/blog/quick-php-tip-initialize-a-datetime-object-from-string-but-with-time-resetted) - [Easily display interactive 3D models on the web & in AR](https://modelviewer.dev/) - [How to Configure DNS for Developing Webapp with Dnsmaqs once for all](https://jolicode.com/blog/how-to-configure-dns-for-developing-webapp-with-dnsmaqs-once-for-all) - [A practical example of using Symfony PropertyInfo component](https://dev.to/icolomina/a-practical-example-of-using-symfony-propertyinfo-component-33kc) ### Week 8 - [Kone näyttää, millaisista taustoista sinun lähikoulusi oppilaat tulevat](https://yle.fi/a/74-20018233) - [Create an Amazon Alexa Skill With PHP](https://betterprogramming.pub/create-an-amazon-alexa-skill-with-php-f72f00a433e6) - [Trongate PHP Framework](https://trongate.io/) - [Eliminating Toil](https://sre.google/sre-book/eliminating-toil/) - [Tomorrow Corporation Tech Demo](https://www.youtube.com/watch?v=72y2EC5fkcE) ### Week 9 - [Aggressive Caching with Symfony HTTP Client](https://jolicode.com/blog/aggressive-caching-with-symfony-http-client) - [Metavursti](https://metavursti.fi/) - [Tesla Model Y is a ‘work of art,’ says Toyota after tearing it down](https://electrek.co/2023/02/28/tesla-model-y-work-of-art-toyota-tearing-down/) - [Ford wants to allow your car to lock you out — and even drive itself to an impound lot or scrapyard — if you miss payments](https://www.businessinsider.com/ford-patent-cars-repossess-themselves-drive-away-if-missing-payments-2023-2) - [zenstruck/messenger-test](https://github.com/zenstruck/messenger-test) - [Symfony HttpFoundation what is it and how to use it](https://devdojo.com/nalabdou/symfony-httpfoundation-what-is-it-and-how-to-use-it) ### Week 10 - [Handling signal with Symfony Command](https://jolicode.com/blog/handling-signal-with-symfony-command) - [TOP 10 on Streaming in the World](https://flixpatrol.com/top10/) - [Index document in Elasticsearch using PHP library: elasticsearch-php](https://www.mon-code.net/post/169/index-document-in-elasticsearch-using-php-library-elasticsearch-php) - [PHP Release Radar - Episode 15: Laravel 10.0](https://www.youtube.com/watch?v=1tcmE8sLlQg) - [front-of-the-front-end and back-of-the-front-end web development](https://bradfrost.com/blog/post/front-of-the-front-end-and-back-of-the-front-end-web-development/) - [Chalmers University Reveals 500 KW Wireless Charging Technology](https://cleantechnica.com/2023/03/08/chalmers-university-reveals-500-kw-wireless-charging-technology/) - [SymfonyCats: The right place for cats & Symfony](http://symfonycats.com/) - [GPT-4 is coming next week – and it will be multimodal, says Microsoft Germany](https://www.heise.de/news/GPT-4-is-coming-next-week-and-it-will-be-multimodal-says-Microsoft-Germany-7540972.html) - [Regulators close Silicon Valley Bank in largest failure since financial crisis](https://finance.yahoo.com/silicon-valley-bank-fdic-closed-largest-failure-financial-crisis-182643368.html) - [Sharing configurations for PHP-CS-Fixer across projects](https://localheinz.com/articles/2023/03/10/sharing-configurations-for-php-cs-fixer-across-projects/) - [SVB Fallout Spreads Around the World as UK Firms Plead for Help](https://finance.yahoo.com/news/svb-fallout-spreads-around-world-154331383.html) ### Week 11 - [Regulators close crypto-focused Signature Bank, citing systemic risk](https://www.cnbc.com/2023/03/12/regulators-close-new-yorks-signature-bank-citing-systemic-risk.html) - [First Republic drops 70%, leads decline in bank stocks despite government’s backstop of SVB](https://www.cnbc.com/2023/03/13/first-republic-drops-bank-stocks-decline.html) - [GPT-4](https://openai.com/research/gpt-4) - [2022 Oracle Red Bull Racing RB18 Show Car Simulator – Champions Editio – F1 Authentics](https://www.f1authentics.com/collections/f1-simulators/products/red-bull-simulator-championship-edition) - [Docker is deleting Open Source organisations - what you need to know](https://blog.alexellis.io/docker-is-deleting-open-source-images/) - [Introducing the GitHub Markdown Helpers Public Beta](https://github.blog/changelog/2023-03-15-introducing-the-github-markdown-helpers-public-beta/) - [jwz: The Bullshit Fountain](https://www.jwz.org/blog/2023/02/the-bullshit-fountain/) - [Fast, Declarative, Reproducible, and Composable Developer Environments using Nix](https://devenv.sh/) - [Dodge the next Dockerpocalypse: how to own your own Docker Registry address](https://httptoolkit.com/blog/docker-image-registry-facade/) ### Week 12 - [Serverless Container Registry Proxy](https://github.com/ahmetb/serverless-registry-proxy) - [Here’s what Redwood learned in its first year of EV battery recycling](https://arstechnica.com/cars/2023/03/heres-what-redwood-learned-in-its-first-year-of-ev-battery-recycling/) - [Vesuvius Challenge](https://scrollprize.org/) - [Great, Dating Apps Are Getting More Hellish Thanks to AI Chatbots](https://www.vice.com/en/article/m7bjqp/great-dating-apps-are-getting-more-hellish-thanks-to-ai-chatbots) - [Limited by committee](https://stitcher.io/blog/limited-by-committee) - [A shell command to create JSON: jo](https://jpmens.net/2016/03/05/a-shell-command-to-create-json-jo/) - [Mousetrap](https://github.com/ccampbell/mousetrap) ### Week 13 - [Leverage Symfony VarDumper Component to Enhance your Dumps](https://jolicode.com/blog/leverage-symfony-vardumper-component-to-enhance-your-dumps) - [Pause Giant AI Experiments: An Open Letter](https://futureoflife.org/open-letter/pause-giant-ai-experiments/) - [Roasted by.ai](https://www.roastedby.ai/) - [Goldman Sachs: Generative AI Could Replace 300 Million Jobs](https://aibusiness.com/nlp/goldman-sachs-generative-ai-could-replace-300-million-jobs) - [OpenAI’s $25 million secret bet — 1X Robotics](https://medium.com/nerd-for-tech/the-robotics-company-that-openai-made-a-25-million-bet-on-secretly-1x-d811902a4a05) - [A new era of transparency for Twitter](https://blog.twitter.com/en_us/topics/company/2023/a-new-era-of-transparency-for-twitter) - [Symfony ImportMaps: Manage Your JavaScript Dependencies Without Node](https://dunglas.dev/2023/03/symfony-importmaps-manage-your-javascript-dependencies-without-node/) ### Week 14 - [What’s New in PhpStorm 2023.1](https://www.jetbrains.com/phpstorm/whatsnew/2023-1/) - [Symfony Webhook & RemoteEvent, or how to simplify external event management](https://jolicode.com/blog/symfony-webhook-remoteevent-or-how-to-simplify-external-event-management) - [4 Most Important Software Development Principles: DRY, YAGNI, KISS and SINE](https://mattilehtinen.com/articles/4-most-important-software-development-principles-dry-yagni-kiss-and-sine/) - [Samsung workers made a major error by using ChatGPT](https://www.techradar.com/news/samsung-workers-leaked-company-secrets-by-using-chatgpt) - [New buckling spring keyboards re-create IBM’s iconic Model F for modern computers](https://arstechnica.com/gadgets/2023/04/new-buckling-spring-keyboards-recreate-ibms-iconic-model-f-for-modern-computers/) - [User Inyerface - A worst-practice UI experiment](https://userinyerface.com/) - [2 newfound black holes are the closest ever to Earth and like nothing seen before](https://www.space.com/newfound-black-holes-closest-to-earth-gaia) - [Modern PHP](https://dnlytras.com/blog/modern-php) - [How to use mock with Symfony’s WebTestCase and PHPUnit](https://jolicode.com/blog/how-to-use-mock-with-symfonys-webtestcase-and-phpunit) - [Redesigned navigation available in Public Beta](https://github.blog/changelog/2023-04-05-redesigned-navigation-available-in-public-beta/) - [Announcing WCGI: WebAssembly + CGI](https://wasmer.io/posts/announcing-wcgi) ### Week 15 - [Data of 30 million WordPress users leaked by top cloud accounting firm](https://www.techradar.com/news/data-of-30-million-wordpress-users-leaked-by-top-cloud-accounting-firm) - [LMQL is a programming language for language model interaction](https://lmql.ai/) - [Introducing PHP-CS-Fixer into legacy projects](https://localheinz.com/articles/2023/04/10/introducing-php-cs-fixer-into-legacy-projects/) - [HTTP Response Header Field: Carbon-Emissions-Scope-2](https://www.ietf.org/archive/id/draft-martin-http-carbon-emissions-scope-2-00.html) - [Master of Puppets on FLOPPOTRON 3.0](https://www.youtube.com/watch?v=AtRVTYMA87k) - [Samsung worker fed company secrets to ChatGPT so it could make a presentation](https://www.hrgrapevine.com/content/article/2023-04-14-samsung-limits-ai-use-after-staff-leak-confidential-data-to-chatgpt) - [Using PHP enumerations with your Symfony workflows](https://www.strangebuzz.com/en/blog/using-php-enumerations-with-your-symfony-workflows) ### Week 16 - [Auto-GPT: An Autonomous GPT-4 Experiment](https://github.com/Significant-Gravitas/Auto-GPT) - [Google in shock as Samsung considers moving to Bing as default search engine on Galaxy phones](https://www.sammobile.com/news/samsung-galaxy-phones-tablets-bing-search-replace-google-default-search-engine/) - [Don't write clean code, write CRISP code](https://bitfieldconsulting.com/golang/crisp-code) - [Tesla FSD update 11.4 dramatically improves vehicle behavior](https://www.teslarati.com/tesla-fsd-update-11-4/amp/) - [Docker Compose Experiment: Sync Files and Automatically Rebuild Services with Watch Mode](https://www.docker.com/blog/docker-compose-experiment-sync-files-and-automatically-rebuild-services-with-watch-mode/) - [Protect your application with Symfony rate limiter component](https://www.mon-code.net/post/170/protect-your-application-with-symfony-rate-limiter-component) ### Week 17 - [Adding an Asset Pipeline: versioned/digested files in pure PHP](https://github.com/symfony/symfony/pull/50112) - [OpenAI ChatGPT for Slack](https://github.com/RikudouSage/SlackChatGPT) - [Why and how to write code for humans?](https://mattilehtinen.com/articles/why-and-how-to-write-code-for-humans/) - [Nix shell](https://github.com/loophp/nix-shell) - [Offline support for Symfony applications](https://medium.com/@imadzairig/offline-support-for-symfony-applications-2f70e4f6015d) ### Week 18 - [Quiz: Can you defend against XSS vulnerability?](https://blog.nette.org/en/quiz-can-you-defend-against-xss-vulnerability) - [A Photographer Tried to Get His Photos Removed from an AI Dataset. He Got an Invoice Instead](https://www.vice.com/en/article/pkapb7/a-photographer-tried-to-get-his-photos-removed-from-an-ai-dataset-he-got-an-invoice-instead) - [Rules of Thumb for Software Development Estimations](https://vadimkravcenko.com/shorts/project-estimates/) - [Packagist.org maintainer account takeover](https://blog.packagist.com/packagist-org-maintainer-account-takeover/) - [Angular v16 is here!](https://blog.angular.io/angular-v16-is-here-4d7a28ec680d) - [Even Amazon can't make sense of serverless or microservices](https://world.hey.com/dhh/even-amazon-can-t-make-sense-of-serverless-or-microservices-59625580) - [Introducing Slack GPT, the future of AI in Slack](https://slack.com/blog/news/introducing-slack-gpt) ### Week 19 - [The 2023 Developer Survey is now live!](https://stackoverflow.blog/2023/05/08/the-2023-developer-survey-is-now-live/) - [this ai tool(gpt-3.5) is for those who hate regex!](https://fuckregex.dev/) - [FastDebug](https://fastdebug.io/) - [Diff Speeding](https://staabm.github.io/2023/05/01/diff-speeding.html) ### Week 20 - [Apple introduces new features for cognitive accessibility, along with Live Speech, Personal Voice, and Point and Speak in Magnifier](https://www.apple.com/newsroom/2023/05/apple-previews-live-speech-personal-voice-and-more-new-accessibility-features/) - [We are open-sourcing our QOTD application](https://jolicode.com/blog/we-are-open-sourcing-our-qotd-application) - [Doctor Rst Speedup](https://staabm.github.io/2023/05/18/doctor-rst-speedup.html) - [Adding criteria to your doctrine queries easily](https://dev.to/icolomina/adding-criteria-to-your-doctrine-queries-easily-3llk) - [An In-depth Look at the Symfony Validation Component](https://aminshamim.xyz/an-in-depth-look-at-the-symfony-validation-component-9d59a424e5a2) - [Convert dynamically Request content to DTO with Symfony](https://medium.com/@etearner/how-to-transform-request-content-to-dto-with-symfony-6-2-84c9c8543200) - [Unlocking real-time capabilities in web applications with Symfony and Mercure](https://david-garcia.medium.com/unlocking-real-time-capabilities-in-web-applications-with-symfony-and-mercure-e67b964b4fee) ### Week 21 - [Add #[Deprecated] attribute](https://github.com/php/php-src/pull/11293) - [Introducing Windows Copilot](https://twitter.com/Microsoft/status/1661045178180812805) - [How to Automatically Create UML Class Diagrams from Requirements Using ChatGPT](https://mattilehtinen.com/articles/how-to-automatically-create-uml-class-diagrams-from-requirements-using-chatgpt/) - [Quill - Your powerful rich text editor](https://quilljs.com/) - [Whistleblower Drops 100 Gigabytes Of Tesla Secrets To German News Site: Report](https://jalopnik.com/whistleblower-drops-100-gigabytes-of-tesla-secrets-to-g-1850476542) - [Using Symfony forms with PHP typed properties](https://www.strangebuzz.com/en/blog/using-symfony-forms-with-php-typed-properties) - [Boosting Efficiency and Speed: Understanding Cache in Symfony 6](https://medium.com/codex/boosting-efficiency-and-speed-understanding-cache-in-symfony-6-c2e7e895db6a) ### Week 22 - [Why I left Rust](https://www.jntrnr.com/why-i-left-rust/) - [New in Symfony 6.3: Scheduler Component](https://symfony.com/blog/new-in-symfony-6-3-scheduler-component) - [Symfony 6.3 curated new features](https://symfony.com/blog/symfony-6-3-curated-new-features) - [https://methodpoet.com/boolean-parameters/](https://methodpoet.com/boolean-parameters/) - [Resolving values for unmapped properties when mapping request data to DTOs in Symfony 6.3+](https://angelovdejan.me/2023/06/01/resolving-values-for-unmapped-properties-when-mapping-request-data-to-dtos-in-symfony-6-3.html) ### Week 23 - [Invisible Indirect Injection: A Puzzle for ChatGPT](https://kai-greshake.de/posts/puzzle-22745/) - [Instagram Connects Vast Pedophile Network](https://www.wsj.com/articles/instagram-vast-pedophile-network-4ab7189) - [Customize a WebXR Augmented Reality session with HTML, CSS, and JS in Chrome 83+ on Android](https://modelviewer.dev/examples/augmentedreality/) - [Internal vs. External Software Quality - And How To Improve Them](https://mattilehtinen.com/articles/internal-vs-external-software-quality-and-how-to-improve-them/) ### Week 24 - [Dumb Password Rules](https://dumbpasswordrules.com/) - [View non-printable unicode characters](https://www.soscisurvey.de/tools/view-chars.php) - [EasyAdmin & Mercure: a concrete use case](https://les-tilleuls.coop/en/blog/easyadmin-mercure-a-concrete-use-case) - [vacuum - The world's fastest OpenAPI & Swagger linter](https://github.com/daveshanley/vacuum) - [Notes from SymfonyOnline June 2023 - day 1](https://simplercode.com/notes/notes-from-symfony-online-june-2023-day-1) - [Unleashing the power of Symfony 6.3 with Blackfire](https://blog.blackfire.io/unleashing-the-power-of-symfony-6-3-with-blackfire.html) - [Seamless and efficient Docker and Linux on your Mac](https://orbstack.dev/) ### Week 25 - [Dev Boots Linux 292,612 Times to Find Intel, AMD Kernel Bug](https://www.tomshardware.com/news/dev-boots-linux-292612-times-for-1-in-1000-kernel-bug) - [Request-Level Validation](https://tighten.com/insights/request-level-validation/) - [Here comes Symfony 6.3!​](https://speakerdeck.com/nicolasgrekas/here-comes-symfony-6-dot-3) - [Developer Survey 2023](https://survey.stackoverflow.co/2023/) - [Load testing for engineering teams | Grafana k6](https://k6.io/) - [Say Goodbye to Null-Checking and Exceptions: Using the Maybe Monad in Symfony](https://hackernoon.com/say-goodbye-to-null-checking-and-exceptions-using-the-maybe-monad-in-symfony) - [Symfony clean architecture](https://dev.to/sebk69/symfony-clean-architecture-2fl0) ### Week 26 - [Make Your Entities Sortable in EasyAdmin](https://jolicode.com/blog/make-your-entities-sortable-in-easyadmin) - [AI Features in PhpStorm: PhpStorm 2023.2 EAP #5](https://blog.jetbrains.com/phpstorm/2023/06/ai-features-in-phpstorm-phpstorm-2023-2-eap-5/) - [What's new in PHP 8.3](https://stitcher.io/blog/new-in-php-83) - [Tesla FSD V12 Will No Longer Be Beta: Elon Musk](https://insideevs.com/news/674625/tesla-fsd-12-no-beta-elon-musk/) - [Building a Symfony Application with Docker, PHP 8.2, and Caddy](https://medium.com/devwarlocks/building-a-symfony-application-with-docker-php-8-2-and-caddy-ece1438cbd8a) - [Reflexion note about: DDD and Aggregate implementation with Symfony and Doctrine](https://dev.to/etshy/reflexion-note-about-ddd-and-aggregate-implementation-with-symfony-and-doctrine-2f9f) ### Week 27 - [Docker Acquires Mutagen for Continued Investment in Performance and Flexibility of Docker Desktop](https://www.docker.com/blog/mutagen-acquisition/) - [PHP version stats: July, 2023](https://stitcher.io/blog/php-version-stats-july-2023) - [Photomath - Your Ultimate Math Help App | Free Math SolutionsPhotomath](https://photomath.com/) - [Junk websites filled with AI-generated text are pulling in money from programmatic ads](https://www.technologyreview.com/2023/06/26/1075504/junk-websites-filled-with-ai-generated-text-are-pulling-in-money-from-programmatic-ads/) - [Angular is getting New Template Syntax](https://dev.to/this-is-angular/angular-is-getting-new-template-syntax-4naf) - [Dealing with Doctrine’s Limitation of Storing DateTime ATOM Format (in Symfony projects)](https://david-garcia.medium.com/dealing-with-doctrines-limitation-of-storing-datetime-atom-format-in-symfony-projects-df522391f556) - [Symfony + Outbox Pattern + RabbitMQ: A Key for Reliable Microservices](https://medium.com/devwarlocks/symfony-outbox-pattern-rabbitmq-a-key-for-reliable-microservices-10bf267fdb0a) ### Week 28 - [Math](https://twitter.com/Mathinity_/status/1679451151517859841) - [Boeing 787s must be turned off and on every 51 days to prevent 'misleading data' being shown to pilots](https://www.theregister.com/AMP/2020/04/02/boeing_787_power_cycle_51_days_stale_data/) - [Exploring Symfony Mailer and Load Balancing with Round-Robin Algorithm](https://medium.com/@404sd/exploring-symfony-mailer-and-load-balancing-with-round-robin-algorithm-b4702af1a85b) ### Week 29 - [B1 Battle Droid - Welcome to the Internet AI Cover](https://www.youtube.com/watch?v=x1CnAZr3gE0) - [WormGPT: New AI Tool Allows Cybercriminals to Launch Sophisticated Cyber Attacks](https://thehackernews.com/2023/07/wormgpt-new-ai-tool-allows.html) - [GPT-4 is getting worse over time, not better.](https://twitter.com/svpino/status/1681614284613099520) - [LinkedIn Adopts Protocol Buffers for Microservices Integration and Reduces Latency by up to 60%](https://www.infoq.com/news/2023/07/linkedin-protocol-buffers-restli/) - [Interoperability between Angular models and Symfony entities for data management](https://medium.com/@joseclementegarciarodriguez/interoperability-between-angular-models-and-symfony-entities-for-data-management-83441851c9e0) - [Supercharge your application's performance: Consuming Symfony messenger messages with Go](https://dev.to/romaixn/supercharge-your-applications-performance-consuming-symfony-messenger-messages-with-go-2b3f) ### Week 30 - [The AI behind ChatGPT really does seem to be getting dumber — but no one can quite figure out why](https://www.businessinsider.com/chatgpt-ai-openai-research-gpt4-2023-7) - [Spotify Technology Beats Subscriber Target But Losses Mount](https://www.investors.com/news/technology/spotify-stock-falls-on-worse-than-expected-loss/) - [A witness just testified in front of Congress that the government has recovered “non-human” pilots from UFOs](https://twitter.com/APompliano/status/1684254095635361792) - [Marcel Pociot "Native PHP" - Laracon US 2023 Nashville](https://www.youtube.com/watch?v=iG7VscBFnqo) ### Week 31 - [NASA Launches Beta Site; On-Demand Streaming, App Update Coming Soon](https://www.nasa.gov/press-release/nasa-launches-beta-site-on-demand-streaming-app-update-coming-soon) - [JCK: Diamond Foundry Opening Up $800 Million Factory in Spain](https://diamondfoundry.com/blogs/the-foundry-journal/jck-diamond-foundry-opening-up-800-million-factory-in-spain) - [Introducing Predictive Debugging: A Game-Changing Look into the Future](https://blog.jetbrains.com/dotnet/2023/07/27/introducing-predictive-debugging-a-game-changing-look-into-the-future/) - [arc42](https://arc42.org/) - [6x faster Docker builds for Symfony and API Platform projects](https://dunglas.dev/2023/08/6x-faster-docker-builds-for-symfony-and-api-platform-projects/) - [PhpStorm 2023.2 Is Now Available](https://blog.jetbrains.com/phpstorm/2023/08/phpstorm-2023-2-is-now-available/) - [Eris](https://github.com/giorgiosironi/eris) - [A new way to squash your Doctrine migrations](https://jolicode.com/blog/a-new-way-to-squash-your-doctrine-migrations) - [Validating requests on Symfony Framework](https://dev.to/joubertredrat/validating-requests-on-symfony-framework-3m32) - [Symfony vs Flask vs Spring Boot — usability and coding speed](https://medium.com/@demianchuk.sergii/symfony-vs-flask-vs-spring-boot-usability-and-coding-speed-c70152951941) ### Week 32 - [FlappyPHPant](https://github.com/phpgl/flappyphpant) - [Typograms](https://google.github.io/typograms/) - [Project IDX](https://idx.dev/) - [movie-web](https://movie-web.app/) - [Dead Letter Queue in Symfony 6.3: An Essential Guide](https://medium.com/devwarlocks/dead-letter-queue-in-symfony-6-3-an-essential-guide-c95d7491851d) - [About Symfony Messenger and Interoperability](https://jolicode.com/blog/about-symfony-messenger-and-interoperability) - [Gambina - Kuinka sitä nautitaan?](https://www.youtube.com/watch?v=fEVZ1r9ge7Y) ### Week 33 - [Tweetdeck now requires a paid subscription](https://www.engadget.com/tweetdeck-now-requires-a-paid-subscription-082209535.html) - [Next-Generation Mobile Apps and Cross Browser Testing Cloud | LambdaTest](https://www.lambdatest.com/) ## Authors [Tarmo Leppänen](https://github.com/tarlepp) And big thanks to all [contributors](https://github.com/tarlepp/links-of-the-week/graphs/contributors) ## License [The MIT License (MIT)](LICENSE) Copyright © 2023 Tarmo Leppänen

# Windows Event Forwarding Guidance ## About This Repository Over the past few years, Palantir has a maintained an internal Windows Event Forwarding (WEF) pipeline for generating and centrally collecting logs of forensic and security value from Microsoft Windows hosts. Once these events are collected and indexed, alerting and detection strategies (ADS) can be constructed not only on high-fidelity security events (e.g. log deletion), but also for deviations from normalcy, such as unusual service account access, access to sensitive filesystem or registry locations, or installation of malware persistence. The goal of this project is to provide the necessary building blocks for organizations to rapidly evaluate and deploy WEF to a production environment, and centralize public efforts to improve WEF subscriptions and encourage adoption. While WEF has become more popular in recent years, it is still dramatically underrepresented in the community, and it is our hope that this project may encourage others to adopt it for incident detection and response purposes. We acknowledge the efforts that Microsoft, IAD, and other contributors have made to this space and wish to thank them for providing many of the subscriptions, ideas, and techniques that will be covered in this post. ## About Windows Event Forwarding Windows Event Forwarding (WEF) is a powerful log forwarding solution integrated within modern versions of Microsoft Windows. One of the most comprehensive descriptions of WEF can be found on the [Microsoft Docs page here](https://docs.microsoft.com/en-us/windows/threat-protection/use-windows-event-forwarding-to-assist-in-instrusion-detection), but is summarized as follows: * Windows Event Forwarding allows for event logs to be sent, either via a push or pull mechanism, to one or more centralized Windows Event Collector (WEC) servers. * WEF is agent-free, and relies on native components integrated into the operating system. WEF is supported for both workstation and server builds of Windows. * WEF supports mutual authentication and encryption through Kerberos (in a domain), or can be extended through the usage of TLS (additional authentication or for non-domain joined machines). * WEF has a rich XML-based language that can control which event IDs are submitted, suppress noisy events, batch events together, and send events as quickly or slowly as desired. Subscription XML supports a subset of [XPath](https://msdn.microsoft.com/en-us/library/windows/desktop/dd996910(v=vs.85).aspx#limitations), which simplifies the process of writing expressions to select the events you're interested in. ## Repository Layout This repository is organized as follows: * [**WEF Subscriptions**](./wef-subscriptions/): Subscriptions are the core component of WEF that determine which events should be forwarded, how they should be stored, and at what cadence and batch size they are sent. * [**Windows Event Channels**](./windows-event-channels/): Event Channels are queues that can be used for collecting and storing event log entries on a collector server. * [**Group Policy Objects**](./group-policy-objects/): GPO recommendations for configuring auditing, enabling windows event collection/forwarding, etc. * [**AutorunsToWinEventLog**](./AutorunsToWinEventLog/): A script leveraging existing WEF infrastructure and Sysinternals' Autoruns to collect persistence and auto-start related artifacts. ### Using This Repository **Note**: We recommend that you spin up a lab environment before deploying any of these configurations, scripts, or subscriptions to a production environment. 1. Download the repository and review the contents. 2. Deploy auditing GPOs to your fleet to start collecting security-critical events. 3. Configure one or more Windows Event Collector servers. Apply the associated GPOs. 4. (Optional) Configure your WEC server(s) to function as a powershell transcription logging target. 5. Deploy the windows event channels to the WEC server(s). 6. Load one or more WEF subscriptions on the WEC server(s). 7. Start collecting data and hunting badness. ## Contributing Contributions, fixes, and improvements can be submitted directly against this project as a GitHub issue or pull request. ## License MIT License Copyright (c) 2017 Palantir Technologies Inc. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ## Further Reading and Acknowledgements Many open source publications were referenced for the development of these Subscriptions, and we wish to acknowledge those who have contributed to this effort. * [Palantir Medium: Windows Event Forwarding for Network Defense](https://medium.com/@palantir/windows-event-forwarding-for-network-defense-cb208d5ff86f) * [Microsoft Windows Event Forwarding to help with intrusion detection](https://docs.microsoft.com/en-us/windows/threat-protection/use-windows-event-forwarding-to-assist-in-instrusion-detection) * [Monitoring What Matters](https://blogs.technet.microsoft.com/jepayne/2015/11/23/monitoring-what-matters-windows-event-forwarding-for-everyone-even-if-you-already-have-a-siem/) * [Spotting the Adversary](https://www.iad.gov/iad/library/reports/spotting-the-adversary-with-windows-event-log-monitoring.cfm) * [Creating Custom Windows Event Forwarding Logs](https://blogs.technet.microsoft.com/russellt/2016/05/18/creating-custom-windows-event-forwarding-logs/) * [Windows Logging Cheat Sheet](https://static1.squarespace.com/static/552092d5e4b0661088167e5c/t/580595db9f745688bc7477f6/1476761074992/Windows+Logging+Cheat+Sheet_ver_Oct_2016.pdf) * [Event Forwarding Guidance](https://github.com/iadgov/Event-Forwarding-Guidance/) * [Windows Event Log Reference](https://msdn.microsoft.com/en-us/library/aa385785(v=vs.85).aspx): * [Windows Event Log Consuming Events](https://msdn.microsoft.com/en-us/library/dd996910(v=vs.85).aspx) * [Advanced XML Filtering](https://blogs.technet.microsoft.com/askds/2011/09/26/advanced-xml-filtering-in-the-windows-event-viewer/) * [XPath Documentation](https://www.w3.org/TR/xpath/)

# Awesome First PR Opportunities [](https://github.com/sindresorhus/awesome) Inspired by [First Timers Only](https://kentcdodds.com/blog/first-timers-only) blog post. If you are a maintainer of open-source projects, add the label `first-timers-only` (or similar) to your project and list it here so that people can find it. If you are not a programmer but would like to contribute, check out the [Awesome for non-programmers](https://github.com/szabgab/awesome-for-non-programmers) list. ## Table of Contents: - [.NET](#net) - [Ansible](#ansible) - [C](#c) - [C#](#c-1) - [C++](#c-2) - [Clojure](#clojure) - [ClojureScript](#clojurescript) - [Dart](#dart) - [Elixir](#elixir) - [Elm](#elm) - [Go](#go) - [Haskell](#haskell) - [Java](#java) - [JavaScript](#javascript) - [Julia](#julia) - [Kotlin](#kotlin) - [LaTeX](#latex) - [Markdown](#markdown) - [Perl](#perl) - [PHP](#php) - [Python](#python) - [Ruby](#ruby) - [Rust](#rust) - [Scala](#scala) - [Smalltalk](#smalltalk) - [Swift](#swift) - [TypeScript](#typescript) ## .NET - [Legerity](https://github.com/MADE-Apps/legerity) _(label: good first issue)_ <br> A framework for speeding up the development of automated UI tests for Windows, Android, iOS, and Web with Appium/Selenium on .NET. - [Legerity for Uno Platform](https://github.com/MADE-Apps/legerity-uno) _(label: good first issue)_ <br> An extension framework to Legerity for speeding up the development of automated UI tests for Uno Platform applications with Appium/Selenium on .NET. - [MvvmCross](https://github.com/MvvmCross/MvvmCross) _(label: first-timers-only)_ <br> The .NET MVVM framework for cross-platform solutions, including Xamarin.iOS, Xamarin.Android, Windows and Mac. - [RawCMS](https://github.com/arduosoft/RawCMS) _(label: good-first-issue)_ <br> RawCMS is a headless CMS written in ASP.NET Core, built for developers that embrace API-first technology. - [Shouldly](https://github.com/shouldly/shouldly) _(label: Jump-In)_ <br> Should testing for .NET - the way Asserting Should be! ## Ansible - [Exosphere](https://gitlab.com/exosphere/exosphere/-/issues/?label_name[]=Good%20First%20Issue) _(label: Good First Issue)_ <br> Exosphere is a user-friendly client interface for OpenStack-based cloud systems. ## C - [Neovim](https://github.com/neovim/neovim) _(label: good-first-issue)_ <br> Vim-fork focused on extensibility and agility. - [Profanity](https://github.com/profanity-im/profanity) _(label: good-first-issue)_ <br> Ncurses XMPP chat client. ## C# - [Cake](https://github.com/cake-build/cake) _(label: Good-first-issue)_ <br> Cake (C# Make) is a free and open source cross-platform build automation system with a C# DSL for tasks such as compiling code, copying files and folders, running unit tests, compressing files and building NuGet packages. - [grok.net](https://github.com/Marusyk/grok.net) _(label: good-first-issue)_ <br> Cross platform .NET grok implementation - [OpenRA](https://github.com/OpenRA/OpenRA) _(label: Easy)_ <br> A Real Time Strategy game engine supporting early Westwood classics such as Command & Conquer: Red Alert. - [osu!](https://github.com/ppy/osu) _(label: good-first-issue)_ <br> Music game. Rhythm is just a click away! - [Uno Platform](https://github.com/unoplatform/uno) _(label: good-first-issue)_ <br> OSS project for creating pixel-perfect, single-source C# and XAML apps which run natively on iOS, Android, macOS, Linux and Web via WebAssembly. ## C++ - [electron](https://github.com/electron/electron) _(label: good-first-issue)_ <br> Build cross platform desktop apps with JavaScript, HTML, and CSS - [Godot Engine](https://github.com/godotengine/godot) _(label: good first issue)_ <br> 2D and 3D cross-platform game engine. Also has C# and Python code. - [MoveIt](https://github.com/ros-planning/moveit) _(label: good-first-issue)_ <br> Easy-to-use open source robotics manipulation platform for developing commercial applications, prototyping designs, and benchmarking algorithms. - [projectM](https://github.com/projectM-visualizer/projectm) _(label: good-first-issue)_ <br> A music visualizer library using OpenGL and GLSL. Has applications using Qt5, SDL, emscripten, iTunes, Kodi. - [Roc Toolkit](https://github.com/roc-streaming/roc-toolkit) _(label: help-wanted)_ <br> A toolkit for real-time audio streaming over the network. - [tensorflow](https://github.com/tensorflow/tensorflow) _(label: stat:contributions-welcome)_ <br> Computation using data flow graphs for scalable machine learning - [Yugabyte DB](https://github.com/yugabyte/yugabyte-db) _(label: good-first-issue)_ <br> Distributed SQL database. ## Clojure - [Alda](https://github.com/alda-lang/alda) _(label: low-hanging-fruit)_ <br> A music programming language for musicians. 🎶 ## ClojureScript - [LightTable](https://github.com/LightTable/LightTable) _(label: good-first-issue)_ <br> The Next Generation code editor! One of the top funded projects on KickStarter. ## Dart - [dart.dev](https://github.com/dart-lang/site-www) _(label: beginner)_ <br> A website covering Dart language and common libraries, for developers of Dart libraries, web apps, server-side code, and mobile (Flutter) apps. - [flutter](https://github.com/flutter/flutter) _(label: good first contribution)_ <br> Flutter is Google's UI toolkit for building beautiful, natively compiled applications for mobile, web, desktop, and embedded devices from a single codebase. ## Elixir - [Ecto](https://github.com/elixir-ecto/ecto) _(label: Level:Starter)_ <br> Ecto is a database wrapper and language integrated query for Elixir - [Elixir](https://github.com/elixir-lang/elixir) _(label: Level:Starter)_ <br> Elixir is a dynamic, functional language designed for building scalable and maintainable applications ## Elm - [Exosphere](https://gitlab.com/exosphere/exosphere/-/issues/?label_name[]=Good%20First%20Issue) _(label: Good First Issue)_ <br> Exosphere is a user-friendly client interface for OpenStack-based cloud systems. ## Go - [containerd](https://github.com/containerd/containerd) _(label: exp/beginner)_ <br> Industry-standard container runtime with an emphasis on simplicity, robustness and portability. - [Docker/CLI](https://github.com/docker/cli) _(label: exp/beginner)_ <br> The Docker CLI - [Helm](https://github.com/kubernetes/helm) _(label: good-first-issue)_ <br> The Kubernetes Package Manager - [httpexpect](https://github.com/gavv/httpexpect) _(label: help-wanted)_ <br> End-to-end HTTP and REST API testing for Go. - [Hugo](https://github.com/gohugoio/hugo) _(label: GoodFirstIssue)_ <br> A Fast and Flexible Static Site Generator built with love in GoLang - [Killgrave](https://github.com/friendsofgo/killgrave) _(label: good-first-issue)_ <br> Simple way to generate mock servers in Go. - [Kubernetes](https://github.com/kubernetes/kubernetes) _(label: good-first-issue)_ <br> Production-Grade Container Scheduling and Management System - [lxd](https://github.com/lxc/lxd) _(label: easy)_ <br> System container and virtual machine manager. - [Mattermost](https://github.com/mattermost/mattermost-server/issues?utf8=✓&q=is:open+label:"Up+For+Grabs"+label:"Difficulty/1:Easy"+label:"Tech/Go") _(label: n/a)_ <br> Open source Slack-alternative in Golang and React - [Meshery](https://github.com/layer5io/meshery) _(label: good-first-issue)_ <br> Meshery, the service mesh management plane. - [Moby](https://github.com/moby/moby) _(label: exp/beginner)_ <br> Open-source application container engine - [PureLB](https://gitlab.com/purelb/purelb/-/issues?label_name[]=GoodFirstIssue) _(label: n/a)_ <br> Load-balancer orchestrator for Kubernetes that uses standard Linux networking and routing protocols. - [script](https://github.com/bitfield/script) _(label: good-first-issue)_ <br> A Go library for doing the kind of tasks that shell scripts are good at: reading files, executing subprocesses, counting lines, matching strings, and so on. Beginners are very welcome and will get detailed code review and help through the PR process. - [Terraform](https://github.com/hashicorp/terraform) _(label: good-first-issue)_ <br> A tool for building, changing, and versioning infrastructure safely and efficiently. - [TiDB](https://github.com/pingcap/tidb) _(label: for-new-contributors)_ <br> A distributed scalable Hybrid Transactional and Analytical Processing (HTAP) database ## Haskell - [Hasura GraphQL Engine](https://github.com/hasura/graphql-engine) _(label: good first issue)_ <br> Blazing fast, instant realtime GraphQL APIs on Postgres with fine grained access control, also trigger webhooks on database events. ## Java - [appsmith](https://github.com/appsmithorg/appsmith) _(label: good-first-issue)_ <br> Drag & Drop internal tool builder - [Codename One](https://github.com/codenameone/CodenameOne) _(label: good-first-issue)_ <br> Cross-platform mobile app development framework for Java developers - [elasticsearch](https://github.com/elastic/elasticsearch) _(label: good-first-issue)_ <br> Open Source, Distributed, RESTful Search Engine. - [Images-to-PDF](https://github.com/Swati4star/Images-to-PDF) _(label: good-first-issue)_ <br> An android app to convert images to PDF file. - [JabRef](https://github.com/JabRef/jabref) _(label: good-first-issue)_ <br> Desktop application for managing literature references using modern Java features including JavaFX. Dedicated to code quality and constructive feedback: Each Pull Request is reviewed by two developers to provide high-quality feedback and to ensure high quality of new contributions. - [OpenMetadata](https://github.com/open-metadata/OpenMetadata) _(label: good first issue)_ <br> OpenMetadata is an all-in-one platform for data discovery, data quality, observability, governance, data lineage, and team collaboration. - [SirixDB](https://github.com/sirixdb/sirix) _(label: good-first-issue)_ <br> SirixDB is an evolutionary, versioned NoSQL document store (XML and JSON) written (mostly) in Java. It stores compact snapshots during commits with many concepts borrowed from ZFS and Git. Each revision is indexed and the document store can be queried with temporal queries. It's especially well suited for modern hardware. - [Strongbox](https://github.com/strongbox/strongbox) _(label: good-first-issue)_ <br> Strongbox is an artifact repository manager written in Java. - [TEAMMATES](https://github.com/TEAMMATES/teammates) _(label: good-first-issue)_ <br> TEAMMATES is a free online tool for managing peer evaluations and other feedback paths of your students. - [Trino (formerly Presto SQL)](https://github.com/trinodb/trino) _(label: good-first-issue)_ <br> A distributed SQL query engine for big data. Ask for guidance on project's Slack. - [Wikimedia Commons Android App](https://github.com/commons-app/apps-android-commons) _(label: good-first-issue)_ <br> Allows users to upload pictures from their Android phone/tablet to Wikimedia Commons. - [XWiki](https://jira.xwiki.org/issues/?jql=labels-%3D-Onboarding) _(label: n/a)_ <br> XWiki is a free wiki software platform written in Java with a design emphasis on extensibility. Beginners should follow the onboarding wiki. - [zerocode](https://github.com/authorjapps/zerocode) _(label: good-first-issue)_ <br> API Automation without coding, easy JSON response assertions, Testing REST, SOAP, Kafka and Java/DB APIs, CI/Jenkins Friendly. ## JavaScript - [altair](https://github.com/imolorhe/altair) _(label: good-first-issue)_ <br> A beautiful feature-rich GraphQL Client for all platforms. - [Ancient Beast](https://github.com/FreezingMoon/AncientBeast) _(label: easy)_ <br> Turn based strategy game where you 3d print a squad of creatures with unique abilities in order to defeat your enemies. - [appsmith](https://github.com/appsmithorg/appsmith) _(label: good-first-issue)_ <br> Drag & Drop internal tool builder - [AVA](https://github.com/sindresorhus/ava) _(label: good-for-beginner)_ <br> Futuristic test runner. - [Babel](https://github.com/babel/babel) _(label: good-first-issue)_ <br> A compiler for writing next generation JavaScript. - [Binari](https://github.com/BrandonArmand/Binari) _(label: up-for-grabs)_ <br> Interactive code editor with a live binary tree visual designed to teach new developers the fundementals of dynamic programming. - [Botpress](https://github.com/botpress/botpress) _(label: contributor-friendly)_ <br> The only sane way to build great bots. - [Brave Browser](https://github.com/brave/brave-browser) _(label: good-first-issue)_ <br> Desktop browser for macOS, Windows, and Linux. - [cdnjs](https://github.com/cdnjs/cdnjs) _(label: good-first-issue)_ <br> The best FOSS web front-end resource CDN - [Check It Out](https://github.com/jwu910/check-it-out) _(label: good-first-issue)_ <br> Check It Out is an ncurses-like CLI to let the user interactively navigate and select a git branch to check out. - [Create React App](https://github.com/facebook/create-react-app) _(label: good-first-issue)_ <br> Create React apps with no build configuration. - [cypress](https://github.com/cypress-io/cypress) _(label: good first issue)_ <br> Fast, easy and reliable testing for anything that runs in a browser. - [electron](https://github.com/electron/electron) _(label: good-first-issue)_ <br> Build cross platform desktop apps with JavaScript, HTML, and CSS - [Ember.js](https://github.com/emberjs/ember.js) _(label: Good-for-New-Contributors)_ <br> A JavaScript framework for creating ambitious web applications. - [Ember.js Data](https://github.com/emberjs/data) _(label: Good-for-New-Contributors)_ <br> A data persistence library for Ember.js. - [ESLint](https://github.com/eslint/eslint) _(label: good-first-issue)_ <br> A fully pluggable tool for identifying and reporting on patterns in JavaScript. - [eslint-plugin-unicorn](https://github.com/sindresorhus/eslint-plugin-unicorn) _(label: good-for-beginner)_ <br> Awesome ESLint rules. - [Fastify](https://github.com/fastify/fastify) _(label: good-first-issue)_ <br> Fast and low overhead web framework, for Node.js. - [freeCodeCamp](https://github.com/freeCodeCamp/freeCodeCamp) _(label: first-timers-only)_ <br> Open source codebase and curriculum. Learn to code and help nonprofits. - [Gatsby.js](https://github.com/gatsbyjs/gatsby) _(label: good-first-issue)_ <br> Build blazing fast, modern apps and websites with React. - [Ghost](https://github.com/TryGhost/Ghost) _(label: good-first-issue)_ <br> Just a blogging platform - [Habitica](https://github.com/HabitRPG/habitica) _(label: good-first-issue)_ <br> Habitica is a gamified task manager, webapp and android/ios app, really wonderful atmosphere. Guidance for contributing here (mongo, express, vue, node stack for webapp) - [Hoppscotch](https://github.com/hoppscotch/hoppscotch) _(label: good-first-issue)_ <br> A free, fast and beautiful API request builder. - [Hyper](https://github.com/zeit/hyper) _(label: good-first-issue)_ <br> JS/HTML/CSS Terminal - [iD](https://github.com/openstreetmap/iD) _(label: good-first-issue)_ <br> The easy-to-use OpenStreetMap editor in JavaScript. - [Jest](https://github.com/facebook/jest) _(label: good-first-issue)_ <br> A complete and easy to set up JavaScript testing solution. - [json-editor](https://github.com/json-editor/json-editor) _(label: good-first-issue)_ <br> JSON Schema Based Editor. JSON Editor takes a JSON Schema and uses it to generate an HTML form. It has full support for JSON Schema version 3 and 4 and can integrate with several popular CSS frameworks (bootstrap, spectre, tailwind). - [Kap](https://github.com/wulkano/kap) _(label: good-first-issue)_ <br> An open-source screen recorder built with web technology - [Kinto.js](https://github.com/Kinto/kinto.js) _(label: easy-pick)_ <br> An offline-first JavaScript client leveraging the Kinto API for remote data synchronization. - [Leaflet](https://github.com/Leaflet/Leaflet) _(label: good-first-issue)_ <br> JavaScript library for mobile-friendly interactive maps. - [Letra Extension](https://github.com/jayehernandez/letra-extension) _(label: good-first-issue)_ <br> Passively learn a new language every time you open a new tab. - [material-ui](https://github.com/mui-org/material-ui) _(label: good-first-issue)_ <br> React components for faster and easier web development. Build your own design system, or start with Material Design. - [Mattermost](https://github.com/mattermost/mattermost-server/issues?utf8=✓&q=is:open+label:"Up+For+Grabs"+label:"Difficulty/1:Easy"+label:"Tech/Go") _(label: n/a)_ <br> Open source Slack-alternative in Golang and React - [md-page](https://github.com/oscarmorrison/md-page) _(label: good-first-issue)_ <br> Create a webpage with just markdown. - [Meteor](https://github.com/meteor/meteor) _(label: good-first-issue)_ <br> Meteor is an ultra-simple environment for building modern web applications. - [Mocha](https://github.com/mochajs/mocha) _(label: good-first-issue)_ <br> Javascript test framework for Node.js and the browser. - [Moment.js](https://github.com/moment/moment) _(label: Up-For-Grabs)_ <br> A lightweight JavaScript date library for parsing, validating, manipulating, and formatting dates. - [name-suggestion-index](https://github.com/osmlab/name-suggestion-index) _(label: good-first-issue)_ <br> Canonical common brand names for OpenStreetMap - [NativeScript](https://github.com/NativeScript/NativeScript) _(label: good-first-issue)_ <br> NativeScript is an open source framework for building truly native mobile apps with JavaScript. Use web skills, like Angular and Vue.js, FlexBox and CSS, and get native UI and performance on iOS and Android. - [netlify-cms](https://github.com/netlify/netlify-cms) _(label: good-first-issue)_ <br> Open source content management for your git workflow. - [Next.js](https://github.com/zeit/next.js) _(label: good-first-issue)_ <br> A minimalistic framework for universal server-rendered React applications - [Node.js core](https://github.com/nodejs/node) _(label: good-first-issue)_ <br> JavaScript runtime built on Chrome's V8 JavaScript engine - [nuclear](https://github.com/nukeop/nuclear) _(label: good-first-issue)_ <br> Multiplatform music player that streams from free sources. - [p5.js](https://github.com/processing/p5.js) _(label: good-first-issue)_ <br> p5.js is a client-side JS platform that empowers artists, designers, students, and anyone to learn to code and express themselves creatively on the web. - [pixi.js](https://github.com/pixijs/pixi.js) _(label: 🤩 Good First PR)_ <br> A 2D JavaScript Renderer - [PouchDB](https://github.com/pouchdb/pouchdb) _(label: help-wanted)_ <br> PouchDB is a pocket-sized database. - [Predator](https://github.com/Zooz/predator) _(label: good-first-issue)_ <br> A powerful open-source platform for load testing APIs. - [ramda-adjunct](https://github.com/char0n/ramda-adjunct) _(label: help-wanted)_ <br> Ramda Adjunct is the most popular and most comprehensive set of functional utilities for use with Ramda, providing a variety of useful, well tested functions with excellent documentation. - [React](https://github.com/facebook/react) _(label: good-first-issue)_ <br> A declarative, efficient, and flexible JavaScript library for building user interfaces. - [React Help Create](https://github.com/Omar-Belghaouti/react-help-create) _(label: first-timers-only)_ <br> This command line helps you create components, pages and even redux implementation for your react project. - [React Native](https://github.com/facebook/react-native) _(label: Good-first-issue)_ <br> A framework for building native apps with React. - [React server](https://github.com/redfin/react-server) _(label: good-first-contribution)_ <br> React framework with server render for blazing fast page load and seamless transitions between pages in the browser. - [React-content-loader](https://github.com/danilowoz/create-content-loader) _(label: good-first-issue)_ <br> Tool to create your own react-content-loader easily. - [ReactiveSearch](https://github.com/appbaseio/reactivesearch) _(label: good-first-issue-:wave:)_ <br> A UI components library for Elasticsearch: Available for React, Vue and React Native. - [reactjs.org](https://github.com/reactjs/reactjs.org) _(label: good-first-issue)_ <br> The documenation website for reactjs - [Reddit Enhancement Suite](https://github.com/honestbleeps/Reddit-Enhancement-Suite) _(label: help-wanted)_ <br> A browser extension to enhance the Reddit browsing experience. - [Semantic-UI-React](https://github.com/Semantic-Org/Semantic-UI-React) _(label: good-first-issue)_ <br> The official React integration for Semantic UI. - [serverless](https://github.com/serverless/serverless) _(label: good-first-issue)_ <br> The Serverless Framework - [SimplQ](https://github.com/SimplQ/simplQ-frontend) _(label: good-first-issue)_ <br> Free online queue manager for easy and instant crowd control. - [SirixDB](https://github.com/sirixdb/sirix-svelte-front-end) _(label: good-first-issue)_ <br> A Svelte/Sapper based web front-end for SirixDB, which is a versioned NoSQL document store (XML and JSON) written in Java. - [stryker](https://github.com/stryker-mutator/stryker) _(label: 👶 Good first issue)_ <br> The JavaScript mutation testing framework - [Superalgos](https://github.com/Superalgos/Superalgos) _(label: good first issue)_ <br> A completely Open Source crypto trading bot rewarding good contributions with the SA(Superalgos)-Token. - [Svelte](https://github.com/sveltejs/svelte) _(label: good-first-issue)_ <br> Component framework that runs at build time, converting your components into highly efficient imperative code that surgically updates the DOM. - [swag-for-dev](https://github.com/swapagarwal/swag-for-dev) _(label: good-first-issue)_ <br> Swag opportunities for developers. - [Tessel 2 CLI](https://github.com/tessel/t2-cli) _(label: contribution-starter)_ <br> Command line interface to Tessel 2. - [Time to Leave](https://github.com/thamara/time-to-leave) _(label: good-first-issue)_ <br> Working hours time tracker app based on Electron and Javascript. - [Vest](https://github.com/ealush/vest) _(label: good-first-issue)_ <br> Validations framework inspired by unit testing frameworks. - [Video Hub App](https://github.com/whyboris/Video-Hub-App) _(label: good-first-issue)_ <br> Angular & Electron app for browsing and searching videos on your PC. - [Video.js](https://github.com/videojs/video.js) _(label: good first issue)_ <br> The player framework - [Vue CLI](https://github.com/vuejs/vue-cli) _(label: good-first-issue)_ <br> Standard Tooling for Vue.js Development - [Vue Router](https://github.com/vuejs/vue-router) _(label: good-first-issue)_ <br> The official router for Vue.js. - [Vue.js](https://github.com/vuejs/vue) _(label: good-first-issue)_ <br> The Progressive JavaScript Framework. - [VuePress](https://github.com/vuejs/vuepress) _(label: good-first-issue)_ <br> Minimalistic Vue-powered static site generator - [webdriver.io](https://github.com/webdriverio/webdriverio) _(label: first-timers-only)_ <br> Next-gen browser and mobile automation test framework for Node.js - [Yarn](https://github.com/yarnpkg/yarn) _(label: good-first-issue)_ <br> Fast, reliable, and secure dependency management. ## Julia - [Julia Language: Good first issue](https://github.com/JuliaLang/julia) _(label: good-first-issue)_ <br> "Move like Python, Run like C" - A fresh approach to technical computing! - [Julia Language: Help wanted](https://github.com/JuliaLang/julia) _(label: help-wanted)_ <br> "Move like Python, Run like C" - A fresh approach to technical computing! ## Kotlin - [Atrium](https://github.com/robstoll/atrium) _(label: good-first-issue)_ <br> Multiplatform assertion library for Kotlin - [Hexagon](https://github.com/hexagonkt/hexagon) _(label: help-wanted)_ <br> A microservices toolkit written in Kotlin - [Kotlin Libraries Playground](https://github.com/LouisCAD/kotlin-libraries-playground) _(label: good-first-issue)_ <br> A playground to gain a wider and deeper knowledge of the libraries in the Kotlin ecosystem. Also the official sample for gradle refreshVersions. - [Non-Blocking SirixDB HTTP(S)-Server](https://github.com/sirixdb/sirix) _(label: good-first-issue)_ <br> A non-blocking HTTP(S)-Server for SirixDB, a temporal, evolutionary NoSQL document store for XML and JSON. ## LaTeX - [Algorithmic Pseudocode](https://github.com/just-a-visitor/algorithmic-pseudocode) _(label: good-first-issue)_ <br> A collection of language independent pseudocodes (pdf) for interview preparation and competitive programming. ## Markdown - [tldr-pages](https://github.com/tldr-pages/tldr) _(label: help-wanted)_ <br> Collaborative cheatsheets for console commands. ## Perl - [Ravada](https://github.com/UPC/ravada) _(label: good-first-issue)_ <br> Remote Virtual Desktops Manager. ## PHP - [Appwrite](https://github.com/appwrite/appwrite) _(label: good-first-issue)_ <br> An End-to-end backend server for frontend and mobile developers. 🚀 - [Deployer](https://github.com/deployphp/deployer) _(label: good-for-beginner)_ <br> A deployment tool written in PHP with support for popular frameworks out of the box. - [Drupal](https://www.drupal.org/getting-involved-guide) _(label: n/a)_ <br> Leading open-source CMS for ambitious digital experiences that reach your audience across multiple channels. - [Flarum](https://github.com/flarum/core) _(label: Good-first-issue)_ <br> Simple forum software for building great communities. - [Laravel Newsletters](https://github.com/spatie/laravel-newsletter) _(label: good-first-issue)_ <br> A package that provides an easy way to integrate MailChimp with Laravel 5. - [Matomo](https://github.com/matomo-org/matomo) _(label: help-wanted)_ <br> Matomo is the leading Free/Libre open analytics platform. - [MediaWiki](https://phabricator.wikimedia.org/maniphest/query/4Q5_qR51u_oz/#R) _(label: n/a)_ <br> The free and open-source wiki software package that powers Wikipedia. - [NextCloud Server](https://github.com/nextcloud/server) _(label: good-first-issue)_ <br> Nextcloud server, a safe home for all your data. - [OrgManager](https://github.com/orgmanager/orgmanager) _(label: beginners-only)_ <br> Supercharge your GitHub organizations! - [PHP Censor](https://github.com/php-censor/php-censor) _(label: good-for-beginner)_ <br> Open source self-hosted continuous integration server for PHP projects. - [phpMyAdmin](https://github.com/phpmyadmin/phpmyadmin) _(label: newbie)_ <br> Admin interface for MySQL written in PHP. - [PrestaShop](https://github.com/PrestaShop/PrestaShop) _(label: good-first-issue)_ <br> The open source ecommerce solution to start your online business and start selling online. - [Symfony](https://github.com/symfony/symfony) _(label: good-first-issue)_ <br> Symfony is a PHP framework for web applications and a set of reusable PHP components. ## Python - [Ansible](https://github.com/ansible/ansible) _(label: easyfix)_ <br> A simple IT automation platform - [ArviZ](https://github.com/arviz-devs/arviz) _(label: Beginner)_ <br> Exploratory Anaylsis of Bayesian Models. - [Bokeh](https://github.com/bokeh/bokeh) _(label: good-first-issue)_ <br> Bokeh is an interactive visualization library for modern web browsers. - [BorgBackup](https://github.com/borgbackup/borg) _(label: easy)_ <br> Deduplicating backup program with compression and authenticated encryption. - [CiviWiki](https://github.com/CiviWiki/OpenCiviWiki) _(label: good-first-issue)_ <br> Building a Better Democracy for the Internet Age - [coala](https://github.com/issues?utf8=✓&q=is:open+is:issue+user:coala+label:difficulty/newcomer++no:assignee) _(label: n/a)_ <br> A unified command-line interface for linting and fixing all your code, regardless of the programming languages you use. - [Colossal-AI](https://github.com/hpcaitech/ColossalAI) _(label: good first issue)_ <br> An open-source deep learning system for large-scale model training and inference with high efficiency and low cost. - [cookiecutter](https://github.com/cookiecutter/cookiecutter) _(label: good first issue)_ <br> A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects. - [Create aio app](https://github.com/aio-libs/create-aio-app) _(label: good-first-issue)_ <br> A command line utility that creates the aiohttp template with the best practices. - [datascience](https://github.com/data-8/datascience) _(label: good-first-issue)_ <br> A Jupyter notebook Python library for introductory data science. - [django cookiecutter](https://github.com/pydanny/cookiecutter-django) _(label: hacktoberfest)_ <br> An implementation of Python for backend web development. - [Fabric](https://github.com/fabric/fabric) _(label: Low-hanging-fruit)_ <br> Pythonic remote execution and deployment. - [H2O Wave](https://github.com/h2oai/wave) _(label: good first issue)_ <br> Realtime Web Apps and Dashboards framework for Python and R. Suited (not only) for AI audience. - [jarvis](https://github.com/sukeesh/Jarvis) _(label: difficulty/newcomer)_ <br> A personal assistant for Linux, MacOs and Windows based on Command line Interface. - [JARVIS-on-Messenger](https://github.com/swapagarwal/JARVIS-on-Messenger) _(label: Low-Hanging-Fruit)_ <br> 💬 A community-driven python bot that aims to be as simple as possible to serve humans with their everyday tasks http://m.me/J.A.R.V.I.S.on.Messenger - [Jupyter notebook](https://github.com/jupyter/notebook) _(label: good-first-issue)_ <br> Jupyter interactive notebook. - [Kinto](https://github.com/Kinto/kinto) _(label: easy-pick)_ <br> A lightweight JSON storage service with synchronisation and sharing abilities. - [Kinto.sh](https://github.com/rbreaves/kinto) _(label: first-timers-only)_ <br> Make Linux & Windows type like a mac. - [Mailpile](https://github.com/mailpile/Mailpile) _(label: Low-Hanging-Fruit)_ <br> A free & open modern, fast email client with user-friendly encryption and privacy features - [matplotlib](https://github.com/matplotlib/matplotlib) _(label: good-first-issue)_ <br> Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. - [MindsDB](https://github.com/mindsdb/mindsdb) _(label: good-first-issue)_ <br> MindsDB is an open source AI layer for existing databases. - [mitmproxy](https://github.com/mitmproxy/mitmproxy) _(label: help-wanted)_ <br> An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers - [mygpo](https://github.com/gpodder/mygpo) _(label: starter-issue)_ <br> The webservice for gpodder.net, a libre web service that allows users to manage their podcast subscriptions and discover new content. - [mypy](https://github.com/python/mypy) _(label: good-first-issue)_ <br> An optional static typing for python. - [OpenMetadata](https://github.com/open-metadata/OpenMetadata) _(label: good first issue)_ <br> OpenMetadata is an all-in-one platform for data discovery, data quality, observability, governance, data lineage, and team collaboration. - [opsdroid](https://github.com/opsdroid/opsdroid) _(label: good-first-issue)_ <br> An open source chat-ops bot framework. - [pandas](https://github.com/pandas-dev/pandas) _(label: good-first-issue)_ <br> Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more - [Pytest](https://github.com/pytest-dev/pytest) _(label: status:-easy)_ <br> The pytest framework makes it easy to write small tests, yet scales to support complex functional testing. - [Python Babel](https://github.com/python-babel/babel) _(label: difficulty/low)_ <br> The Python Internationalization Library. - [pythonping](https://github.com/alessandromaggio/pythonping) _(label: good first issue)_ <br> PythonPing is a simple library to execute ICMP pings natively in Python without resorting to spawning a shell. - [Pytorch](https://github.com/pytorch/pytorch) _(label: good-first-issue)_ <br> PyTorch is an open source machine learning library based on the Torch library, used for applications such as computer vision and natural language processing. - [SaltStack](https://github.com/saltstack/salt) _(label: good-first-issue)_ <br> Software to automate the management and configuration of any infrastructure or application at scale. - [scikit-learn](https://github.com/scikit-learn/scikit-learn) _(label: good-first-issue)_ <br> Scikit-learn is a machine learning library for Python. - [scrapy](https://github.com/scrapy/scrapy) _(label: good-first-issue)_ <br> A fast high-level web crawling & scraping framework for Python. - [Sorting-Algorithms-Visualizer](https://github.com/LucasPilla/Sorting-Algorithms-Visualizer) _(label: good-first-issue)_ <br> A tool for visualizing sorting algorithms with a educational Wiki Page. - [SymPy](https://github.com/sympy/sympy) _(label: Easy-to-Fix)_ <br> A Python library for symbolic mathematics. - [tree-sitter-legesher-python](https://github.com/legesher/tree-sitter-legesher-python) _(label: Good-First-Issue)_ <br> Learn and code in Python using your native language. - [wemake-python-styleguide](https://github.com/wemake-services/wemake-python-styleguide) _(label: level:starter)_ <br> The strictest and most opinionated python linter ever! - [Zulip](https://github.com/zulip/zulip) _(label: good-first-issue)_ <br> Powerful open source group chat. ## Ruby - [bolt](https://github.com/puppetlabs/bolt) _(label: Beginner-Friendly)_ <br> Bolt is a Ruby command-line tool for executing commands, scripts, and tasks on remote systems using SSH and WinRM. - [chatwoot](https://github.com/chatwoot/chatwoot) _(label: good-first-issue)_ <br> Opensource customer support platform which can be an alternative to Intercom, Zendesk, Drift, Crisp etc. - [chef](https://github.com/chef/chef) _(label: Type:-Jump-In)_ <br> A systems integration framework, built to bring the benefits of configuration management to your entire infrastructure - [Discourse](https://meta.discourse.org/tags/starter-task) _(label: n/a)_ <br> Civilized discussion platform. See "How to contribute to Discourse". - [Faker](https://github.com/faker-ruby/faker) _(label: good-first-issue)_ <br> Faker is a Ruby library for generating fake data such as names, addresses, and phone numbers. - [Goby](https://github.com/nskins/goby) _(label: n/a)_ <br> Framework for developing text-RPGs. - [Hanami](https://github.com/hanami/hanami) _(label: easy)_ <br> A modern framework for Ruby. - [JRuby](https://github.com/jruby/jruby) _(label: beginner)_ <br> An implementation of Ruby on the Java Virtual Machine. - [mapknitter](https://github.com/publiclab/mapknitter) _(label: first-timers-only)_ <br> Upload your own aerial images, position (rubbersheet) them in a web interface over existing map data, and share via web or composite and export for print. - [Matestack](https://github.com/matestack/matestack-ui-core) _(label: good-first-issue)_ <br> Write dynamic User Interfaces in pure Ruby. Rails engine built on top of Vue.js - [ohai](https://github.com/chef/ohai) _(label: Type:-Jump-In)_ <br> Ohai profiles your system and emits JSON - [open-build-service](https://github.com/openSUSE/open-build-service) _(label: good-first-issue-:1st_place_medal:)_ <br> A generic system to build and distribute packages from sources in an automatic, consistent and reproducible way. - [osem](https://github.com/openSUSE/osem) _(label: good-first-issue)_ <br> Open Source Event Manager. An event management tool tailored to Free and Open Source Software conferences - [PublicLab.org](https://github.com/publiclab/plots2) _(label: first-timers-only)_ <br> An open source publishing platform for environmental projects. Check out new contributors welcome page. - [Ruby on Rails](https://github.com/rails/rails) _(label: good-first-issue)_ <br> Ruby on Rails (Rails) is an open source web application framework written in Ruby. - [Sinatra](https://github.com/sinatra/sinatra) _(label: good-first-issue)_ <br> Classy web-development dressed in a DSL. ## Rust - [a-b-street](https://github.com/a-b-street/abstreet) _(label: good first issue)_ <br> Transportation planning and traffic simulation software for creating cities friendlier to walking, biking, and public transit. - [dotenv-linter](https://github.com/dotenv-linter/dotenv-linter) _(label: good-first-issue)_ <br> Lightning-fast linter for .env files. Written in Rust - [Hyper](https://github.com/hyperium/hyper) _(label: E-easy)_ <br> A fast, safe and correct low-level HTTP library for Rust. - [Iron](https://github.com/iron/iron) _(label: easy)_ <br> An extensible, concurrent web framework for Rust - [nushell](https://github.com/nushell/nushell) _(label: good-first-issue)_ <br> A modern shell for the GitHub era written in Rust. - [Ockam](https://github.com/ockam-network/ockam) _(label: good first issue)_ <br> End-to-end encryption and mutual authentication for distributed applications. - [Rust-Clippy](https://github.com/rust-lang/rust-clippy) _(label: good-first-issue)_ <br> A bunch of lints to catch common mistakes and improve Rust code - [Rustfmt](https://github.com/rust-lang-nursery/rustfmt) _(label: good-first-issue)_ <br> A tool for formatting Rust code according to style guidelines. - [Servo](https://github.com/servo/servo) _(label: E-easy)_ <br> A browser engine designed for applications including embedded use. - [TiKV](https://github.com/tikv/tikv) _(label: difficulty/easy)_ <br> A distributed transactional key-value database - [Veloren](https://gitlab.com/veloren/veloren/-/issues?label_name[]=beginner) _(label: n/a)_ <br> Veloren is a multiplayer voxel RPG written in Rust. ## Scala - [playframework](https://github.com/playframework/playframework) _(label: good-first-issue)_ <br> The High Velocity Web Framework - [Twitter Util](https://github.com/twitter/util) _(label: good-first-issue)_ <br> Wonderful reusable code from Twitter ## Smalltalk - [Pharo](https://github.com/pharo-project/pharo) _(label: good-first-issue)_ <br> A dynamic reflective pure object-oriented language supporting live programming inspired by Smalltalk. ## Swift - [OpenFoodFacts-iOS](https://github.com/openfoodfacts/openfoodfacts-ios) _(label: help-wanted)_ <br> Collaborative, free and open database of food products from around the world. Scan barcode to get info or add a product ## TypeScript - [Amplication](https://github.com/amplication/amplication) _(label: good first issue)_ <br> Amplication is an open-source development tool. It helps you develop quality Node.js applications without spending time on repetitive coding tasks. - [Booster](https://github.com/boostercloud/booster) _(label: good-first-issue)_ <br> A truly serverless framework, write your code and deploy it in seconds without any server configuration files. - [game-of-life](https://github.com/TroyTae/game-of-life) _(label: good-first-issue)_ <br> Conway's Game of Life web version! - [Graphback](https://github.com/aerogear/graphback) _(label: good-first-issue)_ <br> A CLI and runtime framework to generate a GraphQL API in seconds. - [H2O Wave](https://github.com/h2oai/wave) _(label: good first issue)_ <br> Realtime Web Apps and Dashboards framework for Python and R. Suited (not only) for AI audience. - [Hasura GraphQL Engine](https://github.com/hasura/graphql-engine) _(label: good first issue)_ <br> Blazing fast, instant realtime GraphQL APIs on Postgres with fine grained access control, also trigger webhooks on database events. - [jupyterlab-lsp](https://github.com/krassowski/jupyterlab-lsp) _(label: good-first-issue)_ <br> Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) - [LitmusChaos](https://github.com/litmuschaos/litmus) _(label: good-first-issue)_ <br> Litmus is a toolset to do cloud-native chaos engineering. - [Node Efficientnet](https://github.com/ntedgi/node-efficientnet) _(label: good first issue)_ <br> EfficientNet Image Recognition model for Node JS ( written with tensorflow.js ). - [OpenMetadata](https://github.com/open-metadata/OpenMetadata) _(label: good first issue)_ <br> OpenMetadata is an all-in-one platform for data discovery, data quality, observability, governance, data lineage, and team collaboration. - [reatom](https://github.com/artalar/reatom) _(label: good-first-issue)_ <br> Reatom is declarative and reactive state manager, designed for both simple and complex applications. - [tinyhttp](https://github.com/talentlessguy/tinyhttp) _(label: good-first-issue)_ <br> A 0-legacy, tiny & fast web framework as a replacement of Express. - [TypeScript](https://github.com/Microsoft/TypeScript) _(label: good-first-issue)_ <br> A superset of JavaScript that compiles to clean JavaScript output. - [typescript-eslint](https://github.com/typescript-eslint/typescript-eslint) _(label: good first issue)_ <br> Monorepo for all the tooling which enables ESLint to support TypeScript. - [Visual Studio Code](https://github.com/Microsoft/vscode) _(label: good-first-issue)_ <br> A new type of tool that combines the simplicity of a code editor with what developers need for their core edit-build-debug cycle. ## Contribute Contributions are welcome! See the [contributing guidelines](CONTRIBUTING.md). ## Thanks to GitHub Sponsors <table><tr><td align="center"><a href="https://github.com/thamara"><img src="https://avatars1.githubusercontent.com/u/846063?v=4?s=60" width="60px;" alt=""/><br/>_{<b>Thamara Andrade</b>}</a></td></tr></table> ## License [](http://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, the author has waived all copyrights and related or neighboring rights to this work.

# Elusive - SIEM SIIT 2016 ## Faculty of Technical Science ## Subject: Security in E-Business Systems Academic Staff: - Sladic Goran (Professor) - Luburic Nikola (Teaching Assistant) Students: - Bratic Stefan - Vojnovic Milorad - Vladisavljev Arsenije ### Description Student project that consists of creating SIEM center using ELK stack. ### Requirements - Python 2.x.x or 3.x.x - Docker Machine - Docker Compose - Docker - Bash - Powershell v3 (if on Windows) ### Instructions 1. Run ``` docker-compose -f deployments/docker-compose-local.yml up --build -d``` to start elastic stack. Make sure Docker is up and running in your environment. If you can to run images from docker registry run instead ``` docker-compose -f deployments/docker-compose.yml up --build -d ``` It will download already built docker images for this project and create containers for them. 2. ``` cd log_generator && python main.py ``` to start generation of logs 3. After system is up, go to: https://localhost:5601 which represents kibana client for elastics stack and log in with username _elastic_ and password _changeme_ 4. Navigate to Management -> Index Patterns 5. In the text field in the middle of the current screen write __firebeat-\*__, then click out of text field to refresh loading and lastly in the options box below text field, select '@timestamp' as time field and click 'Create'. 6. Repeat 5. for __appbeat-\*__, __apachebeat-\*__, __linuxbeat-\*__, __winlogbeat-*__ 7. In _Discover_ menu you can watch in real time logs that are coming to elasticsearch from different sources separated by indexes you defined above. 8. Folders located in resources folder(_resources/apachebeat_, _resources/appbeat_ and _resources/firebeat_) contain visualization and dashboards exports for kibana. In order to import them, you need navigate in kibana to path _Management -> Saved Objects_ and press _Import_. When file dialog is opened select json file that represents Visualization or Dashboard export. 9. For elastic stack rules you need to run ```./scripts/load-rules.sh ```. It will run a script that will add all existing rules for this project. Make sure elastic stack is up and running. ### Project structure - _cryptography_ folder contains scripts and resources needed for creating and managing certificates. - _deployment_ folder contains docker-compose and dockerfile configuration of the whole system - _documents_ folder pdf, markdown files that contain information related to project and also rule design and rules payload. - *log_generator* folder contains python implementation of simulator for generating custom logs. - _resources_ folder contain assets related to project - _scripts_ folder contain files that are used to configure system properly. - *test_logs* is default location where log will be generated ### Useful resources - [Xpack (official site)](https://www.elastic.co/guide/en/x-pack/current/index.html) - [Elasticsearch (official site)](https://www.elastic.co/guide/en/elasticsearch/reference/current/index.html) - [Logz.io Complete Guide to Elk Stack](https://logz.io/learn/complete-guide-elk-stack/) - [Docker tips and cheatsheet](https://blog.jez.io/2015/07/12/docker-tips-and-cheatsheet/) - [Github repo for Docker cheatsheets](https://github.com/wsargent/docker-cheat-sheet) - [Mustache syntax used for xpack alerts](http://mustache.github.io/)

# [awesome-github](https://github.com/AntBranch/awesome-github) [](https://antbr.herokuapp.com/) 收集这个[awesome-github](https://github.com/AntBranch/awesome-github)列表，只是为了更好地使用亲爱的GitHub,欢迎提交pr和issue。 ### 目录 - [教程](#教程) - [通用教程](#通用教程) - [Git使用](#git使用) - [GitHub Pages](#github-pages) - [GitBook](#gitbook) - [GitHub API](#github-api) - [Travis CI](#travis-ci) - [文章](#文章) - [网站](#网站) - [常用网站](#常用网站) - [GitHub Rank](#github-rank) - [Star管理](#star管理) - [工具](#工具) - [常用工具](#常用工具) - [桌面工具](#桌面工具) - [App](#app) - [小程序](#小程序) - [插件](#插件) - [命令行](#命令行) - [Git平台与工具](#git平台与工具) - [项目](#项目) - [项目](#项目) - [库](#库) - [其他的awesome](#其他的awesome) ### 教程 #### 通用教程 * [《Github 帮助文档》 中文翻译](https://github.com/waylau/github-help) - 包含了官方文档以及其他文章 * [GitHub Guides](https://guides.github.com/) - 官方的GitHub使用指引 * [GitHub 秘籍](https://github.com/tiimgreen/github-cheat-sheet/blob/master/README.zh-cn.md) - 本书为 Github 中级教程，适用在 Github 上做开源项目、制作自己的博客和协同做项目的开发者。 * [Github全程指南-如何高效使用？](https://github.com/xirong/my-git/blob/master/how-to-use-github.md) - 作为一名开发者，Github上面有很多东西值得关注学习，可是刚刚接触github，怎样一步步学习使用Github？怎样更高效的利用Github？ * [GotGitHub](http://www.worldhello.net/gotgithub/index.html) - 全面介绍 GitHub 网站的书 * [GitHub 开发指南 - 极客学院](http://wiki.jikexueyuan.com/project/github-developer-guides/) - 本指南的目的是教会你如何实际运用 Github API，本指南是 GitHub 官方文档 Development Guides 的中文翻译版本。 * [怎样使用 GitHub？](https://www.zhihu.com/question/20070065) - 知乎问题 * [如何高效利用GitHub](http://www.yangzhiping.com/tech/github.html) * [gitignore](https://github.com/github/gitignore) - GitHub官方的.gitignore模板集合 * [GitHub 漫游指南](https://github.com/phodal/github-roam) - phodal的GitHub故事与教程 * [Github MarkDown语法指南](https://github.com/guodongxiaren/README) - 使用Github必备 * [git/github guide](http://kbroman.org/github_tutorial/) - 使用Git和GitHub的指导 * [如何在GitHub上为开源项目做贡献？](https://app.egghead.io/playlists/how-to-contribute-to-an-open-source-project-on-github) - 14 小节课教你如何使用 GitHub，并为开源项目做贡献。 * [GitHub Pull Request Tutorial](https://www.thinkful.com/learn/github-pull-request-tutorial/) - 学习提交你的第一个pr * [learn-with-open-source](https://github.com/zhuangbiaowei/learn-with-open-source) - 开放文档：《借助开源项目，学习软件开发》 * [open_source_analysis](https://github.com/zhuangbiaowei/open_source_analysis) -借助openhub.net分析开源项目，列举了开源历史上那些的成功项目 * [GitHub秘籍](https://snowdream86.gitbooks.io/github-cheat-sheet/content/zh/index.html) - 本秘籍收录了一些Git和Github非常酷同时又少有人知的功能。 * [github-guide](https://github.com/district10/github-guide) - GitHub 使用指南 * [Git 北京](http://gitbeijing.com/) - 《 Git 北京》是一本带初学者学会 git 版本控制工具和 github.com 社交化编程平台的书。 * [Github与Git简明教程](https://github.com/lavor-zl/Github-Git) - lavor-zl 编写 #### Git使用 * [Linus讲解git](https://www.youtube.com/watch?v=4XpnKHJAok8) - Google大会演讲，Linus介绍他创造git的原因，对比了git和svn。 * [Git教程 - 廖雪峰的官方网站](http://www.liaoxuefeng.com/wiki/0013739516305929606dd18361248578c67b8067c8c017b000) - 史上最浅显易懂的Git教程！ * [git - 简明指南](http://rogerdudler.github.io/git-guide/index.zh.html) - 助你入门 git 的简明指南，木有高深内容 ;) * [常用 Git 命令清单](http://www.ruanyifeng.com/blog/2015/12/git-cheat-sheet.html) - 来自阮一峰的网络日志，列出了 Git 最常用的命令。 * [Pro Git（中文版）](https://git.oschina.net/progit/) - 书 * [Git权威指南](http://www.worldhello.net/gotgit/) - 书 * [git-flow 备忘清单](http://danielkummer.github.io/git-flow-cheatsheet/index.zh_CN.html) - git-flow 是一个 git 扩展集，按 Vincent Driessen 的分支模型提供高层次的库操作。 * [Git Magic](http://www-cs-students.stanford.edu/~blynn/gitmagic/intl/zh_cn/) -stanford出品 * [Atlassian Git Tutorials](https://www.atlassian.com/git/tutorials/setting-up-a-repository/) - atlassian出品 * [Try Git ( Interactive)](https://try.github.io/levels/1/challenges/1) -互动性的教你使用git * [Git (简体中文)](https://wiki.archlinux.org/index.php/Git_(%E7%AE%80%E4%BD%93%E4%B8%AD%E6%96%87)) -archlinux出品 * [git-recipes](https://github.com/geeeeeeeeek/git-recipes) -高质量的Git中文教程，来自国外社区的优秀文章和个人实践 * [git-it](http://jlord.us/git-it/) - GitHub一位女员工写的Git教程，繁体中文版在这里可以找到: http://jlord.us/git-it/index-zhtw.html * [Git Town](http://www.git-town.com/) - GitTown 定义了很多高级的 git 命令，例如 git ship / git sync 等以方便 git 的使用 * [git-tips](https://github.com/git-tips/tips) - 最常用的Git的提示和技巧。 * [「Githug」Git 游戏通关流程](http://www.jianshu.com/p/482b32716bbe) - 这个命令行工具通过游戏的方式来练习你的 Git 技能 * [progit2-zh](https://github.com/progit/progit2-zh) - Pro Git，第二版，简体中文 * [git-style-guide](https://github.com/agis-/git-style-guide)- git风格指南 * [Git 进阶技巧](https://github.com/xhacker/GitProTips/blob/master/zh_CN.md) - 适合了解 Git 的基本使用，知道 commit、push、pull，希望掌握 Git 更多功能的人阅读。 * [learn-git-basics](https://github.com/NataliaLKB/learn-git-basics) - git 指南 * [30 天精通 Git 版本控管](https://github.com/doggy8088/Learn-Git-in-30-days/blob/master/zh-tw/README.md) * [图解Git](http://marklodato.github.io/visual-git-guide/index-zh-cn.html) - 图解git中的最常用命令。如果你稍微理解git的工作原理，这篇文章能够让你理解的更透彻。 * [工作中常用的Git命令行](https://github.com/DefaultYuan/Git-Pro) - 自己在工作中常用的Git命令行的小总结！ #### GitHub Pages * [GitHub Pages 指南](http://jekyllcn.com/) - 官方文档翻译版 * [GitHub Pages 指南 - 极客学院](http://wiki.jikexueyuan.com/project/github-pages-basics/) - 本指南是 GitHub Pages 官网 GitHub Pages Basics 的中文翻译版本。 * [jekyll官方文档中文翻译版](http://jekyllcn.com/) - 将纯文本转换为静态博客网站 * [搭建一个免费的，无限流量的Blog----github Pages和Jekyll入门 ](http://www.ruanyifeng.com/blog/2012/08/blogging_with_jekyll.html) - 示范如何在github上搭建Blog，你可以从中掌握github的Pages功能，以及Jekyll软件的基本用法。更重要的是，你会体会到一种建立网站的全新思路。 * [jekyll 学习资料整理](https://github.com/mba811/jekyll-study) - 在学习的同时将内容整理很多相关资料 * [jekyll-style-guide](http://ben.balter.com/jekyll-style-guide/) * [hexo你的博客](http://ibruce.info/2013/11/22/hexo-your-blog/) - hexo出自台湾大学生[tommy351](https://twitter.com/tommy351)之手，是一个基于Node.js的静态博客程序，其编译上百篇文字只需要几秒。 * [Hexo 中文版](https://hexo.io/zh-cn/) - hexo官网中文版 * [像 geek 一样写博客](http://wiki.jikexueyuan.com/project/github-page/) - 结合了Octopress #### GitBook * [GitBook 简明教程](http://www.chengweiyang.cn/gitbook/index.html) - 本教程主要围绕 GitBook 的安装，使用，集成，书籍发布，个性化以及实用插件几个方面。 * [Gitbook 入门教程](https://yuzeshan.gitbooks.io/gitbook-studying/content/index.html) - 本书将简单介绍如何安装、编写、生成、发布一本在线图书,且示例全部在windows下展示(其他系统差不多一致): * [Gitbook 使用入门](https://github.com/wwq0327/gitbook-zh) - 本书将简单介绍如何安装、编写、生成、发布一本在线图书。 #### GitHub API * [How to Use Github’s API with PHP](http://www.sitepoint.com/use-githubs-api-php/) -通过PHP如何使用GitHub API #### Travis CI * [为 iOS 建立 Travis CI](http://objccn.io/issue-6-5/) -在这篇文章中，我将向你展示如何一步步的在项目中集成 Travis。 * [Travis Ci的最接底气的中文使用教程](http://www.jianshu.com/p/8308b8f08de9) -Travis Ci的中文文档太少了，于是作者写了一篇简洁的教程 * [learn-travis](https://github.com/dwyl/learn-travis) - 一个对于node.js开发者快速入门的教程 ### 文章 * [如何高效利用GitHub](http://www.yangzhiping.com/tech/github.html) - 本文尝试谈谈GitHub的文化、技巧与影响 * [GitHub连击500天：让理想的编程成为习惯](https://www.phodal.com/blog/github-500-program-as-usual/) - phodal对于GitHub的看法 * [Github装逼指南——Travis CI 和 Codecov](https://segmentfault.com/a/1190000004415437) - 关于持续集成和统计单测覆盖率 * [如何用Github去管理你的Idea](http://zhuanlan.zhihu.com/phodal/20442311) - 用Github的README.md和Issues来管理我的idea * [GitHub开源项目负责人谈开源](http://www.infoq.com/cn/news/2015/10/GitHub-OpenSource) - Brandon就其与开源的缘分、当前工作的职责、GitHub及员工与开源的关系等方面的问题一一进行了回答。 * [亲爱的GitHub](https://github.com/dear-github/dear-github) - 致GitHub的一封公开信 * [thank-you-github](https://github.com/thank-you-github/thank-you-github) - 一封从GitHub毕业的公开信 * [Gist介绍与用法](http://platinhom.github.io/2015/11/26/gist/) - Gist https://gist.github.com/ 是Github的一个子服务 * [最活跃的GitHub用户](https://gist.github.com/paulmillr/2657075/) - 想看最活跃用户可以看这里 * [Top 10 Git Tutorials for Beginners](http://sixrevisions.com/resources/git-tutorials-beginners/) -教你使用git最好的10本书 * [使用GitHub进行团队合作](http://xiaocong.github.io/blog/2013/03/20/team-collaboration-with-github/) - 译文 * [一键收藏至Github](http://www.jianshu.com/p/19d2f3a3b5d8) - 通过 Rails 收藏文章，并自动提交至 github。 * [Github Hacking](http://www.jianshu.com/p/d6b54f1d60f1) - Github的各种黑客技能 * [Github上都有哪些有用但不为大家熟知的小功能？](https://www.zhihu.com/question/36974348) - 知乎问题 * [如果你用GitHub，可以这样提高效率](http://huang-jerryc.com/2016/01/15/%E5%A6%82%E6%9E%9C%E4%BD%A0%E7%94%A8GitHub%EF%BC%8C%E5%8F%AF%E4%BB%A5%E8%BF%99%E6%A0%B7%E6%8F%90%E9%AB%98%E6%95%88%E7%8E%87/) - 基于Github，搭建一整套代码管理服务 * [如何选择开源许可证？](http://www.ruanyifeng.com/blog/2011/05/how_to_choose_free_software_licenses.html) - 六种开源协议GPL、BSD、MIT、Mozilla、Apache和LGPL之间的区别 * [git-commit-guide](https://github.com/bluejava/git-commit-guide) - git commit message 指南 * [git操作是不是很难记住？](http://www.jianshu.com/p/e870fdd971fc) - 笔者试着分类git的常用操作，方便同样是刚入门git的你查阅。 * [GUI for git|SourceTree|入门基础](http://www.jianshu.com/p/be9f0484af9d) - SourceTree简介 * [Git版本控制与工作流](http://www.jianshu.com/p/67afe711c731) - 针对git版本控制和工作流的总结 * [在github上写博客](http://www.jianshu.com/p/1260517bbedb) * [GitHub Universe 大会总结：信息流推荐开源库，推出社区功能](https://juejin.im/post/59dd49dd51882578e310ebd1) * [[译] GitHub Actions 介绍，了解一下？](https://juejin.im/post/5be191736fb9a049de6cd463) ### 网站 #### 常用网站 * [GitHub Trending](https://github.com/trending) - GitHub官方的仓库和开发者流行榜 * [GitHub Resume](http://resume.github.io/) - 根据GitHub的信息生成简历 * [GitBook](https://www.gitbook.com/) - Github上写书，发布到GitBook * [choose a license](http://choosealicense.com/) - GitHub发布了choosealicense.com网站，在呼吁开源项目开发者选择一个许可证的同时，还提供了许可证的一些简要说明。 * [jekyllthemes](https://github.com/mattvh/jekyllthemes) - 一些好看的jekyll主题 * [gitential.com](https://gitential.com) - Analytics for Git * [feathub](https://feathub.com) - GitHub上投票的网站 * [git-history](https://github.com/pomber/git-history) - 这个工具可以非常形象地展示某个文件的提交历史，包括提交开发者的信息和时间，提交后文件的内容。 * [githut](https://githut.info/) - GitHub上语言排名 #### GitHub Rank * [GitHub Rank (China)](http://githubrank.com/) - GitHub上中国程序员的排名网站，根据follower * [GitHub Ranking | GitHub Awards](http://github-awards.com/) - GitHub上程序员的排名网站，根据star * [github-battle](https://github-battle-2.firebaseapp.com/popular) - GitHub仓库排名 * [githunt](https://kamranahmed.info/githunt/) - github每日排名 #### Star管理 * [Astral](http://astralapp.com/) - 功能更加简洁。感觉不方便的地方就是需要先添加tag，才能给项目添加tag。 * [CODELF](http://unbug.github.io/codelf/) - 基于Google Lovefiled，简洁快速，从开发者角度考虑，用完就走，不给开发者更多的管理负担。开源在GitHub上的链接[unbug/codelf](https://github.com/unbug/codelf) ### 工具 #### 常用工具 * [http://shields.io/](http://shields.io/) - 开源项目的徽章 * [Classroom for GitHub](https://github.com/education/classroom) - Classroom for GitHub 可以自动创建代码仓库和访问控制，可以让老师很方便的在 GitHub 上发布代码任务和收集作业。 * [Hexo](https://github.com/hexojs/hexo) - 通过Github Pages写博客的Node.js框架 * [octicons](https://github.com/github/octicons) - GitHub的 图标字体 * [markdown-editor](https://github.com/jbt/markdown-editor) - GitHub味道的markdown编辑器 * [backup-utils](https://github.com/github/backup-utils) - backup-utils 是 Github 企业备份工具，它包括一些备份和恢复工具。这些备份工具实现了多项用于备份主机的高级功能，还原功能也已经包括在 GitHub Enterprise 中。 * [gistblog](https://github.com/jazzychad/gistblog) -gistblog 是一个简单的 Node.js 应用，使用 Github 的认证系统和 gist 提供的后台存储来实现博客的功能。可使用 Markdown 编写博客。 * [openspace](https://github.com/EverythingMe/openspace) -Openspace 是一个用来将你在 Github 上的项目汇总显示在一个网页里的应用。 * [primer](https://github.com/primer/primer) -Primer 是 Github 工具包，用于 Github 前端设计。 * [https://gitter.im](https://gitter.im) - 专门给GitHub开源项目或者开源作者提供的聊天软件 * [boennemann - badges](https://github.com/boennemann/badges) - 各种徽章 * [GitTorrent](https://github.com/cjb/GitTorrent) * [Insight.io](https://juejin.im/entry/597025d9518825419f7b65ba) - 一款Chrome浏览器插件(可能是迄今为止最好的 GitHub 代码浏览插件) #### 桌面工具 * [ohmystar](http://www.ohmystarapp.com/) - Mac上管理你GitHub star的工具 * [GithubPulse](https://github.com/tadeuzagallo/GithubPulse) - OS X状态栏的APP，帮你记住你在GitHub每天的贡献 * [pophub](http://questbe.at/pophub/) - OS X状态栏的APP，显示GitHub 的activities * [git-dude](https://github.com/sickill/git-dude) - git commit通知 * [gitee](https://github.com/Nightonke/Gitee) - Gitee, OS X status bar application for Github 漂亮的GitHub数据统计工具，还有notifications功能 * [GitHubFolderDownloader](https://github.com/VahidN/GitHubFolderDownloader) - 可以下载一个仓库的单个文件夹的桌面工具 #### App * [MVVMReactiveCocoa](https://github.com/leichunfeng/MVVMReactiveCocoa) []() - GitBucket iOS App，一个GitHub第三方客户端 * [Monkey](https://github.com/coderyi/Monkey) []() - Monkey是一个GitHub第三方iOS客户端，主要是用来展示GitHub上的开发者的排名，以及仓库的排名。 * [react-native-gitfeed](https://github.com/xiekw2010/react-native-gitfeed) []() - 一个React Native写的Github客户端，支持iOS和Android * [githot](https://github.com/andyiac/githot) []() - GitHot是一个Android App,用来发现世界上最流行的项目和人 * [CodeHub](https://github.com/thedillonb/CodeHub) []() - CodeHub是C#写的，它是iOS设备上最好的GitHub仓库浏览和维护工具。 * [RepoStumble](https://github.com/thedillonb/RepoStumble) []() - 查看GitHub仓库的手机客户端 * [GithubTrends](https://github.com/laowch/GithubTrends) []() - Material Design风格的查看GitHub仓库trending app * [ForkHub](https://github.com/jonan/ForkHub) []() - Android平台的GitHub客户端 * [GitEgo](https://github.com/hrules6872/GitEgo) []() - Android平台的GitHub客户端 * [Sources](https://github.com/vulgur/Sources) []() - 一个极简的 Github 客户端，Sources。内置几十个语法高亮的主题可供选择。 * [igithub](https://github.com/schacon/igithub) []() - github 的iPhone端 * [gitmonitor-ios](https://github.com/theotow/gitmonitor-ios) []() - 一个通知你不用再push代码的iOS app * [GithubWidget](https://github.com/Nightonke/GithubWidget) []() - 轻量级显示Github用户的贡献、星数、Follower数、热门仓库的App。 * [GitPocket](https://github.com/jindulys/GitPocket) []() - Swift编写GitHub客户端 * [GitHubContributionsiOS](https://github.com/JustinFincher/GitHubContributionsiOS) []() - 显示你的GitHub Contributions的Today Extension,App Store链接,[Contributions for GitHub](https://itunes.apple.com/us/app/contributions-for-github/id1153432612?l=zh&ls=1&mt=8) * [github](https://github.com/seasonfif/github) []() - github第三方Android客户端（适配Material Design） * [GitHawk](https://github.com/rnystrom/GitHawk) []() - 针对 GitHub 项目的项目管理应用 * [CoolHub](https://github.com/m4coding/CoolHub) []() - Github Android客户端（基于kotlin和组件化） #### 小程序 * [Gitter](https://github.com/huangjianke/Gitter) - GitHub小程序客户端 #### 插件 * [octotree](https://github.com/buunguyen/octotree) -浏览器扩展，树状格式显示GitHub的代码 * [octo-linker](https://github.com/octo-linker/chrome-extension) - 这款谷歌 Chrome 扩展允许您轻松地浏览 GitHub.com 上的文件和包。 * [github-hovercard](https://github.com/Justineo/github-hovercard) - GitHub Hovercard 是一个浏览器扩展，实现了展示用户在 Github 上信息的信息卡功能，支持 Firefox 和 Chrome 浏览器。 * [notifier-for-github-chrome](https://github.com/sindresorhus/notifier-for-github-chrome) - 一个浏览器扩展，它能显示 Github 通知的未读数量 * [github-menu-back](https://github.com/summerblue/github-menu-back) - 一款修改 GitHub 导航栏为之前状态的 Chrome 插件 * [git-draw](https://github.com/ben174/git-draw) - 谷歌 Chrome 扩展，给GitHub提交历史画个画 * [ShowInGitHub](https://github.com/larsxschneider/ShowInGitHub) - Xcode插件，打开选中行的GitHub提交页面 * [Reveal-In-GitHub](https://github.com/lzwjava/Reveal-In-GitHub) - 有关GitHub的Xcode插件 * [Visual Studio](https://github.com/github/VisualStudio) - 有关GitHub的Visual Studio插件 * [github-sublime-theme](https://github.com/AlexanderEkdahl/github-sublime-theme) - GitHub Sublime 主题 * [GitHubinator](https://github.com/ehamiter/GitHubinator) - sublime插件，显示选中文本上的远程GitHub仓库 * [alfred-github-workflow](https://github.com/gharlan/alfred-github-workflow) - Alfred 2上使用GitHub命令 * [github-gmail](https://github.com/muan/github-gmail) - 在Gmail内快速打开GitHub的通知 * [chrome-github-avatars](https://github.com/anasnakawa/chrome-github-avatars) - 谷歌Chrome扩展，可以让你的GitHub主页显示用户的头像。 * [tab-size-on-github](https://github.com/sindresorhus/tab-size-on-github) - 谷歌Chrome和Opera扩展，让代码缩进为4个空格而不是8个 * [hide-files-on-github](https://github.com/sindresorhus/hide-files-on-github) - 谷歌Chrome和Opera扩展，隐藏点文件 * [github-highlight-selected](https://github.com/Nuclides/github-highlight-selected) - 谷歌Chrome和Safari扩展，代码高亮，看起来像sublime * [github-awesome-autocomplete](https://github.com/algolia/github-awesome-autocomplete) - 谷歌Chrome和Safari以及Firefox扩展，在GitHub的搜索栏加入自动补全功能 * [chrome-github-mate](https://github.com/rubyerme/chrome-github-mate) - 谷歌Chrome扩展，下载单个文件 * [Pages2Repo](https://github.com/Frozenfire92/Pages2Repo) - 谷歌Chrome扩展，通过GitHub Pages网站就能访问仓库。 * [lovely-forks](https://github.com/musically-ut/lovely-forks) - 谷歌Chrome扩展，显示fork你仓库中star最多的 * [github-pr-filter](https://github.com/danielhusar/github-pr-filter) - 谷歌Chrome扩展，在pr中过滤文件 * [github-ast-viewer](https://github.com/lukehorvat/github-ast-viewer) - 谷歌Chrome扩展，增加代码的抽象语法树 * [github-canned-responses](https://github.com/notwaldorf/github-canned-responses) - 谷歌Chrome扩展，评论pr或者issue的时候有一些可选项 * [categoric](https://github.com/ozlerhakan/categoric) - 谷歌Chrome扩展，为你的通知分类 * [octo-preview](https://github.com/DrewML/octo-preview) - 谷歌Chrome扩展，预览你评论的markdown内容 * [GifHub](https://github.com/DrewML/GifHub) - 谷歌Chrome扩展，GifHub一个往GitHub评论里边插入Gif动画的Chrome插件 * [star-history-plugin](https://github.com/timqian/star-history-plugin) - 查看仓库star历史的插件 * [open-on-github](https://github.com/atom/open-on-github) - atom插件，打开文件在github.com * [refined-github](https://github.com/sindresorhus/refined-github) - chrome插件，简化你的github，增加了一些可用的功能 * [gitpress](https://github.com/enricob/gitpress) - github的wordpress插件，用于列出用户的仓库 * [jquery-github](https://github.com/zenorocha/jquery-github) -jquery的插件显示github仓库 * [sublime-text-git](https://github.com/kemayo/sublime-text-git) - sublime的git插件 * [git-plugin](https://github.com/jenkinsci/git-plugin) - jenkins的git插件 * [github-oauth-plugin](https://github.com/jenkinsci/github-oauth-plugin) - jenkins的github oauth登录插件 * [twitter-for-github](https://github.com/bevacqua/twitter-for-github) - 在github上显示用户twitter的chrome插件 * [Hudson-GIT-plugin](https://github.com/magnayn/Hudson-GIT-plugin) - Hudson上的GIT插件 * [git-time-machine](https://github.com/littlebee/git-time-machine) - atom插件查看提交历史 * [GitDiff](https://github.com/johnno1962/GitDiff) - Xcode插件 * [vim-gitgutter](https://github.com/airblade/vim-gitgutter) - git的vim 插件 * [github-integration-plugin](https://github.com/KostyaSha/github-integration-plugin) - Jenkins的GitHub集成插件 * [OctoLinker](https://github.com/OctoLinker/OctoLinker) - 浏览器插件，作用主要是可以跳转到导入的库代码中 * [octohint](https://github.com/pd4d10/octohint) - 可以帮助阅读代码时候，搜索定位同个变量出现的位置 #### 命令行 * [hub](https://github.com/github/hub) - github官方出品的命令行工具，让你更好地使用github * [gitflow](https://github.com/nvie/gitflow) * [gh](https://github.com/jingweno/gh) -gh 是一个用 Go 语言开发的 Github 命令行客户端。 * [node-gh](https://github.com/node-gh/gh) -Node GH 是基于 Node.js 编写的 Github 命令行工具。 * [gitsome](https://github.com/donnemartin/gitsome/) - supercharged Github Client * [git-blame-someone-else](https://github.com/jayphelps/git-blame-someone-else) - 吐槽别人的烂代码 * [git-pulls](https://github.com/schacon/git-pulls) - github pull requests的命令后行工具 * [git-scribe](https://github.com/schacon/git-scribe) - 写电子书的命令行工具 * [github-gem](https://github.com/defunkt/github-gem) - github命令行工具 * [ghterm](https://github.com/github-archive/ghterm) - github终端 * [git-sh](https://github.com/rtomayko/git-sh) - 适合git的bash工作环境 * [legit](https://github.com/kennethreitz/legit) - 灵感来自于github for mac的git 命令行工具 * [git-sweep](https://github.com/arc90/git-sweep) - git命令行工具，帮助你清理已经merge到master的分支 * [github-email](https://github.com/paulirish/github-email) - 获取用户的邮箱 * [git-smart](https://github.com/geelen/git-smart) * [git-subtree](https://github.com/apenwarr/git-subtree) * [git-town](https://github.com/Originate/git-town) * [git-fire](https://github.com/qw3rtman/git-fire) - 紧急情况下保存代码 * [gitsome](https://github.com/donnemartin/gitsome) - Git/GitHub命令行工具 * [maintainer](https://github.com/gaocegege/maintainer) - 让你的 GitHub repo 对开发者更加友好的命令行工具 #### Git平台与工具 * [git](https://github.com/git/git) - git源码 * [sourcetree](https://www.atlassian.com/software/sourcetree) - Windows 和Mac OS X 下免费的 Git客户端 * [gitbucket](https://github.com/gitbucket/gitbucket) - Scala编写的开源Git平台，扩展性好，兼容GitHub * [gogs](https://github.com/gogits/gogs) - Gogs (Go Git Service) 是一款极易搭建的自助 Git 服务，由[无闻](https://github.com/Unknwon)编写并开源在GitHub。 * [gitlab](https://about.gitlab.com/gitlab-com/) - GitLab 是一个用于仓库管理系统的开源项目，地址在[gitlabhq](https://github.com/gitlabhq/gitlabhq) * [gitx](https://github.com/pieter/gitx) - Mac平台上的Git GUI客户端 * [gity](https://github.com/beheadedmyway/gity) - mac的git客户端 * [svn2git](https://github.com/nirvdrum/svn2git) - ruby 实现的迁移svn工程到git * [stupidgit](https://github.com/gyim/stupidgit) - python编写的git的跨平台GUI * [GitUp](https://github.com/git-up/GitUp) - Objective-C编写的Mac上的Git客户端 * [gitea](https://github.com/go-gitea/gitea) - Gitea的首要目标是创建一个极易安装，运行非常快速，安装和使用体验良好的自建 Git 服务。 ### 项目 #### 项目 * [resume.github.com](https://github.com/resume/resume.github.com) - 根据用户的github信息生成简历 * [GitHub-Dark](https://github.com/StylishThemes/GitHub-Dark) - 黑色的GitHub网站风格 * [github-gists](https://github.com/kevva/github-gists) - 拿到一个GitHub用户的所有gist * [Get-Your-GitHub-Card](https://github.com/codesboy/Get-Your-GitHub-Card) - 基于jquery拿到你的GitHub用户资料 * [ohmyrepo](https://github.com/no13bus/ohmyrepo) - 一个 GitHub 仓库分析工具 * [greenhat](https://github.com/4148/greenhat) - 一个让GitHub全绿的“旁门左道”的东西。 * [gitfiti](https://github.com/gelstudios/gitfiti) - 滥用github提交历史 * [Github-profile-name-writer](https://github.com/ironmaniiith/Github-profile-name-writer) - 把github提交历史变成你的名字 * [github-contributions](https://github.com/IonicaBizau/github-contributions) - 可以让你的 github 提交日历排出有趣的图案 * [github-corners](https://github.com/tholman/github-corners) - 显示 "Fork me on GitHub" * [GitHub-jQuery-Repo-Widget](https://github.com/JoelSutherland/GitHub-jQuery-Repo-Widget) - 一个GitHub风格的挂件，方便在页面中展示GitHub项目 * [GitHub Archive](https://github.com/igrigorik/githubarchive.org) - GitHub Archive 是一个记录GitHub时间线的项目 * [github-cards](https://github.com/lepture/github-cards) - GitHub Cards 用来展示你的简介 * [githut](https://github.com/littleark/githut) - 可视化了GitHub Archive的数据，网站链接，[http://githut.info/](http://githut.info/) * [lolcommits](https://github.com/mroth/lolcommits) - 每次提交Git都自拍一张 * [github-selfies](https://github.com/thieman/github-selfies) - Github Selfies 可以在你 Github 的需求和贡献上加上你的自拍照。 * [badges](https://github.com/boennemann/badges) - 收集GitHub上readme页显示的与javascript有关的各种徽章 * [githug](https://github.com/Gazler/githug) - 通过游戏的方式来练习Git的命令行工具 * [css3-github-buttons](https://github.com/necolas/css3-github-buttons) - 帮助你创建github风格的 button * [git-crypt](https://github.com/AGWA/git-crypt) - git加密 * [is-github-down](https://github.com/sindresorhus/is-github-down) - 检查github有没有down机 * [go-git](https://github.com/src-d/go-git)- 通过go来从git服务器读取仓库 * [GitViz](https://github.com/Readify/GitViz) - 帮助你训练git时的可视化工具 * [learnGitBranching](https://github.com/pcottle/learnGitBranching) - 学习git的可视化工具 * [Github](https://github.com/chenjiandongx/Github) - Github 仓库及用户分析爬虫 * [github-awards](https://github.com/vdaubry/github-awards) - 发现你GitHub的排名 * [micro-github](https://github.com/mxstbr/micro-github) - 简单地实现GitHub授权 * [git-changelog-lib](https://github.com/tomasbjerre/git-changelog-lib) - 解析和生成changelog，releasenotes的库 * [gitalk](https://github.com/gitalk/gitalk) - Gitalk 是一个基于 Github Issue 和 Preact 开发的评论插件。 * [GSIL](https://github.com/FeeiCN/GSIL) - 实时（15分钟内）的发现Github上泄露的信息 * [monkeyweb](https://github.com/coderyi/monkeyweb) - GitHub仓库和用户排名的web项目 #### 库 * [octokit](https://github.com/octokit) - GitHub API的官方封装库 * [github - michael](https://github.com/michael/github) - JavaScript写的GitHub API的封装库 * [PyGithub](https://github.com/PyGithub/PyGithub) - Python的GitHub API封装库 * [UAGithubEngine](https://github.com/owainhunt/uagithubengine) - Objective-C的GitHub API封装库 * [RxGitHubAPI](https://github.com/FengDeng/RxGitHubAPI) -基于RxSwift的GitHub API封装库 * [GitHub API for Java](http://github-api.kohsuke.org/) -面向对象的GitHub API库 * [go-github](https://github.com/google/go-github) -Go实现的GitHub API库 * [ruby-github](https://github.com/peter-murach/github) -Ruby实现的GitHub API库 * [libgit2](https://github.com/libgit2/libgit2) - Git核心库，通过它可以写一个自己的git应用。 * [Gift](https://github.com/modocache/Gift) - 通过Swift绑定libgit2，通过它你可以clone一个仓库，查看commit，提交等。 * [gitkit-js](https://github.com/SamyPesse/gitkit-js) - gitkit-js，SamyPesse开源的git的javascript实现，包含一系列API,可以管理git仓库，包括读文件，commit， clone，push，fetch等，可以工作在浏览器和node.js上 * [github3.py](https://github.com/sigmavirus24/github3.py) - GitHub API v3的python接口 * [PyGithub](https://github.com/PyGithub/PyGithub) - GitHub API v3的python接口 * [github - Haskell](https://github.com/PyGithub/PyGithub) - GitHub API 的Haskell接口 * [objective-git](https://github.com/schacon/objective-git) - Git的Objective-C实现 * [node-gitlab](https://github.com/node-gitlab/node-gitlab) - gitlab的node api * [php-github-api](https://github.com/KnpLabs/php-github-api) - php的github api * [cocoagit](https://github.com/geoffgarside/cocoagit) - git的objetive-c实现 * [ruby-github](https://github.com/mbleigh/ruby-github) - mbleigh写的ruby的github api * [Git.framework](https://github.com/geoffgarside/Git.framework) - mac os x 平台的objective-c的git实现 * [pygit2](https://github.com/libgit2/pygit2) - libgit2的python版 * [git.js](https://github.com/danlucraft/git.js) - git的js实现 * [nodegit](https://github.com/nodegit/nodegit) - git的node实现 * [GitSharp](https://github.com/henon/GitSharp) - .Net实现的git * [erlangit](https://github.com/schacon/erlangit) - erlang 的git实现 * [libgit2sharp](https://github.com/libgit2/libgit2sharp) - .Net实现的git * [Gift](https://github.com/modocache/Gift) - Swift编写的git实现 * [SwiftGit2](https://github.com/SwiftGit2/SwiftGit2) - Swift编写的git实现 * [GithubPilot](https://github.com/jindulys/GithubPilot) - Swift的GitHub API 封装 * [GitYourFeedback](https://github.com/gabek/GitYourFeedback) - 让你可以直接在iOS App内feedback时向GitHub提交issue * [monkey-github-api](https://github.com/coderyi/monkey-github-api) - TypeScript编写的GitHub API ### 其他的awesome * [awesome-github](https://github.com/phillipadsmith/awesome-github) -[phillipadsmith](https://github.com/phillipadsmith)的awesome-github * [awesome-browser-extensions-for-github](https://github.com/stefanbuck/awesome-browser-extensions-for-github) -GitHub浏览器扩展收集列表 * [github-cheat-sheet](https://github.com/tiimgreen/github-cheat-sheet) -一些酷酷的Git和GitHub功能收集 * [awesome-github-templates](https://github.com/devspace/awesome-github-templates) - github issue 和 pull request的模版列表 * [awesome-github](https://github.com/Kikobeats/awesome-github) * [awesome-jekyll](https://github.com/planetjekyll/awesome-jekyll) * [Make timeline in rightside longer](https://github.com/pierreneter/make-color-for-profile-rightside) ### Contributing 贡献指引请看 [CONTRIBUTING](CONTRIBUTING.md). ### License  文章版权采用[CC Attribution-NonCommercial](http://creativecommons.org/licenses/by-nc/4.0/) 中文：[署名-非商业性使用协议](http://creativecommons.org/licenses/by-nc/3.0/cn/ ). awesome-github 是[coderyi](https://github.com/coderyi)创建的，现在由他和AntBranch组织维护,也欢迎每一个人加入进来. 谢谢所有的[贡献者](https://github.com/AntBranch/awesome-github/graphs/contributors). copyright (c) 2016 coderyi.all rights reserved.

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <p> ^{My open source work is supported by the community} <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>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <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"> _{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>.} </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. - [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. - [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. ## 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) - [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. - [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. ## 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) - [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/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. - [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) - [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. ## 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. ## 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) - [iOS and Mac OS Security](https://github.com/ashishb/osx-and-ios-security-awesome) - [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. - [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. ## 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) - [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. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. ## 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.

<div align="center"> <div> <img width="500" src="media/logo.svg" alt="Awesome Node.js"> </div> <br> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://standardresume.co"> <img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/> </a> </p> <br> <br> <br> <a href="https://awesome.re"> <img src="https://awesome.re/badge-flat2.svg" alt="Awesome"> </a> <p> _{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>.} </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 providers for Express, Koa, Hapi, Fastify, AWS Lambda, Azure, Google Cloud, Vercel, and many more. ### 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. - [Factor](https://github.com/fiction-com/factor) - Vue.js dashboard framework and headless CMS. ### 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. - [express-decorator-router](https://github.com/LucasMendesl/express-decorator-router) - Use decorators in a simple way without transpiling javascript code ## 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) - [Graceful Shutdown with NodeJS and Terminus](https://dev.to/wakeupmh/graceful-shutdown-with-nodejs-and-terminus-1gjn) ### 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. - [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.

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width="22">](translations/README.vn.md)</kbd> <kbd>[<img title="Zulu (South Africa)" alt="Zulu (South Africa)" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/za.svg" width="22">](translations/README.zul.md)</kbd> <kbd>[<img title="Afrikaans (South Africa)" alt="Afrikaans (South Africa)" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/za.svg" width="22">](translations/README.afk.md)</kbd> <kbd>[<img title="Igbo (Nigeria)" alt="Igbo (Nigeria)" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/ng.svg" width="22">](translations/README.igb.md)</kbd> <kbd>[<img title="Yoruba (Nigeria)" alt="Yoruba (Nigeria)" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/ng.svg" width="22">](translations/README.yor.md)</kbd> <kbd>[<img title="Hausa (Nigeria)" alt="Hausa (Nigeria)" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/ng.svg" width="22">](translations/README.hau.md)</kbd> <kbd>[<img title="Latvia" alt="Latvia" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/lv.svg" width="22">](translations/README.lv.md)</kbd> <kbd>[<img title="Suomeksi" alt="Suomeksi" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/fi.svg" width="22">](translations/README.fi.md)</kbd> <kbd>[<img title="Беларуская мова" alt="Беларуская мова" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/by.svg" width="22">](translations/README.by.md)</kbd> <kbd>[<img title="Српски" alt="Српски" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/rs.svg" width="22">](translations/README.sr.md)</kbd> <kbd>[<img title="Қазақша" alt="Қазақша" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/kz.svg" width="22">](translations/README.kz.md)</kbd> <kbd>[<img title="Bosanski" alt="Bosanski" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/ba.svg" width="22">](translations/README.bih.md)</kbd> <kbd>[<img title="Bosanski" alt="Bosanski" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/et.svg" width="22">](translations/README.bih.md)</kbd> <kbd>[<img title="Hrvatski" alt="Hrvatski" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/hr.svg" width="22">](translations/README.hr.md)</kbd> <kbd>[<img title="پښتو" alt="پښتو" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/af.svg" width="22">](translations/README.ps.md)</kbd> <kbd>[<img title="Af-soomaali" alt="Somalia" src="https://cdn.staticaly.com/gh/hjnilsson/country-flags/master/svg/so.svg" width="22">](translations/README.so.md)</kbd> # First Contributions This project aims to simplify and guide the way beginners make their first contribution. If you are looking to make your first contribution, follow the steps below. _If you're not comfortable with command line, [here are tutorials using GUI tools.](#tutorials-using-other-tools)_ <img align="right" width="300" src="https://firstcontributions.github.io/assets/Readme/fork.png" alt="fork this repository" /> #### If you don't have git on your machine, [install it](https://docs.github.com/en/get-started/quickstart/set-up-git). ## Fork this repository Fork this repository by clicking on the fork button on the top of this page. This will create a copy of this repository in your account. ## Clone the repository <img align="right" width="300" src="https://firstcontributions.github.io/assets/Readme/clone.png" alt="clone this repository" /> Now clone the forked repository to your machine. Go to your GitHub account, open the forked repository, click on the code button and then click the _copy to clipboard_ icon. Open a terminal and run the following git command: ``` git clone "url you just copied" ``` where "url you just copied" (without the quotation marks) is the url to this repository (your fork of this project). See the previous steps to obtain the url. <img align="right" width="300" src="https://firstcontributions.github.io/assets/Readme/copy-to-clipboard.png" alt="copy URL to clipboard" /> For example: ``` git clone git@github.com:this-is-you/first-contributions.git ``` where `this-is-you` is your GitHub username. Here you're copying the contents of the first-contributions repository on GitHub to your computer. ## Create a branch Change to the repository directory on your computer (if you are not already there): ``` cd first-contributions ``` Now create a branch using the `git switch` command: ``` git switch -c your-new-branch-name ``` For example: ``` git switch -c add-alonzo-church ``` ## Make necessary changes and commit those changes Now open `Contributors.md` file in a text editor, add your name to it. Don't add it at the beginning or end of the file. Put it anywhere in between. Now, save the file. <img align="right" width="450" src="https://firstcontributions.github.io/assets/Readme/git-status.png" alt="git status" /> If you go to the project directory and execute the command `git status`, you'll see there are changes. Add those changes to the branch you just created using the `git add` command: ``` git add Contributors.md ``` Now commit those changes using the `git commit` command: ``` git commit -m "Add your-name to Contributors list" ``` replacing `your-name` with your name. ## Push changes to GitHub Push your changes using the command `git push`: ``` git push -u origin your-branch-name ``` replacing `your-branch-name` with the name of the branch you created earlier. <details> <summary> <strong>If you get any errors while pushing, click here:</strong> </summary> - ### Authentication Error <pre>remote: Support for password authentication was removed on August 13, 2021. Please use a personal access token instead. remote: Please see https://github.blog/2020-12-15-token-authentication-requirements-for-git-operations/ for more information. fatal: Authentication failed for 'https://github.com/<your-username>/first-contributions.git/'</pre> Go to [GitHub's tutorial](https://docs.github.com/en/authentication/connecting-to-github-with-ssh/adding-a-new-ssh-key-to-your-github-account) on generating and configuring an SSH key to your account. </details> ## Submit your changes for review If you go to your repository on GitHub, you'll see a `Compare & pull request` button. Click on that button. <img style="float: right;" src="https://firstcontributions.github.io/assets/Readme/compare-and-pull.png" alt="create a pull request" /> Now submit the pull request. <img style="float: right;" src="https://firstcontributions.github.io/assets/Readme/submit-pull-request.png" alt="submit pull request" /> Soon I'll be merging all your changes into the main branch of this project. You will get a notification email once the changes have been merged. ## Where to go from here? Congrats! You just completed the standard _fork -> clone -> edit -> pull request_ workflow that you'll often encounter as a contributor! Celebrate your contribution and share it with your friends and followers by going to [web app](https://firstcontributions.github.io/#social-share). You could join our slack team if you need any help or have any questions. [Join slack team](https://join.slack.com/t/firstcontributors/shared_invite/zt-1n4y7xnk0-DnLVTaN6U9xLU79H5Hi62w). Now let's get you started with contributing to other projects. We've compiled a list of projects with easy issues you can get started on. Check out [the list of projects in the web app](https://firstcontributions.github.io/#project-list). ### [Additional material](additional-material/git_workflow_scenarios/additional-material.md) ## Tutorials Using Other Tools | <a href="gui-tool-tutorials/github-desktop-tutorial.md"><img alt="GitHub Desktop" src="https://desktop.github.com/images/desktop-icon.svg" width="100"></a> | <a href="gui-tool-tutorials/github-windows-vs2017-tutorial.md"><img alt="Visual Studio 2017" src="https://upload.wikimedia.org/wikipedia/commons/c/cd/Visual_Studio_2017_Logo.svg" width="100"></a> | <a href="gui-tool-tutorials/gitkraken-tutorial.md"><img alt="GitKraken" src="https://firstcontributions.github.io/assets/gui-tool-tutorials/gitkraken-tutorial/gk-icon.png" width="100"></a> | <a href="gui-tool-tutorials/github-windows-vs-code-tutorial.md"><img alt="VS Code" src="https://upload.wikimedia.org/wikipedia/commons/2/2d/Visual_Studio_Code_1.18_icon.svg" width=100></a> | <a href="gui-tool-tutorials/sourcetree-macos-tutorial.md"><img alt="Sourcetree App" src="https://wac-cdn.atlassian.com/dam/jcr:81b15cde-be2e-4f4a-8af7-9436f4a1b431/Sourcetree-icon-blue.svg" width=100></a> | <a href="gui-tool-tutorials/github-windows-intellij-tutorial.md"><img alt="IntelliJ IDEA" src="https://upload.wikimedia.org/wikipedia/commons/thumb/9/9c/IntelliJ_IDEA_Icon.svg/512px-IntelliJ_IDEA_Icon.svg.png" width=100></a> | | ----------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [GitHub Desktop](gui-tool-tutorials/github-desktop-tutorial.md) | [Visual Studio 2017](gui-tool-tutorials/github-windows-vs2017-tutorial.md) | [GitKraken](gui-tool-tutorials/gitkraken-tutorial.md) | [Visual Studio Code](gui-tool-tutorials/github-windows-vs-code-tutorial.md) | [Atlassian Sourcetree](gui-tool-tutorials/sourcetree-macos-tutorial.md) | [IntelliJ IDEA](gui-tool-tutorials/github-windows-intellij-tutorial.md) | <p>This project is supported by:</p> <p> <a href="https://www.digitalocean.com/"> <img src="https://opensource.nyc3.cdn.digitaloceanspaces.com/attribution/assets/SVG/DO_Logo_horizontal_blue.svg" width="201px"> </a> </p>

# C# Crash Course 🚀 In this C# Crash Course, we'll go over the basics of C# so that you'll be ready to build out exciting web apps! We'll start by going through the key attributes of C#, syntax basics, and introduce you to OOP. In each section, we'll link you to some quick in-browser C# challenges so you can apply these concepts. ## Curriculum If you're completely new to C# and want a more comprehensive learning path, check out our [C# Curriculum](https://aka.ms/selfguidedcsharp). The projects included in that curriculum are listed below. You can open this repository as a Codespace to complete those projects. | | Lesson | Guided Project | Challenge Project | | :-: | :------------------------------------------------------: | ----------------------------------------------------------------------------------------------------------------------------------- | :----------------------------------------------------------------------------------------------------------------------------: | | 01 | [Write your first code using C#](https://learn.microsoft.com/training/paths/get-started-c-sharp-part-1/) | [Calculate and print student grades](https://learn.microsoft.com/en-us/training/modules/guided-project-calculate-print-student-grades/) | [Calculate final GPA](https://learn.microsoft.com/en-us/training/modules/guided-project-calculate-final-gpa/) | 02 | [Create and run simple C# console applications](https://learn.microsoft.com/training/paths/get-started-c-sharp-part-2/) | [Develop foreach and if-elseif-else structures to process array data in C#](https://learn.microsoft.com/training/modules/guided-project-arrays-iteration-selection/), [Code](lesson-2-projects/guided-project) | [Develop foreach and if-elseif-else structures to process array data in C#](https://learn.microsoft.com/training/modules/challenge-project-arrays-iteration-selection/), [Code](lesson-2-projects/challenge-project) | 03 | [Add logic to C# console applications](https://learn.microsoft.com/training/paths/get-started-c-sharp-part-3/) | [Develop conditional branching and looping structures in C#](https://learn.microsoft.com/training/modules/guided-project-develop-conditional-branching-looping/), [Code](lesson-3-projects/guided-project) | [Develop branching and looping structures in C#](https://learn.microsoft.com/training/modules/challenge-project-develop-branching-looping-structures-c-sharp/), [Code](lesson-3-projects/challenge-project) | 04 | [Work with variable data in C# console applications](https://learn.microsoft.com/training/paths/get-started-c-sharp-part-4/) | [Work with variable data in C#](https://learn.microsoft.com/training/modules/guided-project-work-variable-data-c-sharp/), [Code](lesson-4-projects/guided-project) | [Challenge - Work with variable data in C#](https://learn.microsoft.com/training/modules/challenge-project-work-variable-data-c-sharp/), [Code](lesson-4-projects/challenge-project) | 05 | [Create methods in C# console applications](https://learn.microsoft.com/training/paths/get-started-c-sharp-part-5/) | [Plan a petting zoo visit](https://learn.microsoft.com/training/modules/guided-project-visit-petting-zoo/), No project files | [Create a mini-game](https://learn.microsoft.com/training/modules/challenge-project-create-mini-game/), [Code](lesson-5-projects/challenge-project) | 06 | [Debug C# console applications](https://learn.microsoft.com/training/paths/get-started-c-sharp-part-6/) | [Debug and handle exceptions in a C# console application using Visual Studio Code](https://learn.microsoft.com/training/modules/guided-project-debug-handle-exceptions-c-sharp-console-application/), [Code](lesson-6-projects/guided-project) | [Challenge - Debug a C# console application](https://learn.microsoft.com/training/modules/challenge-project-debug-c-sharp-console-application/), [Code](lesson-6-projects/challenge-project) ## Topics you'll learn * Language attributes * Syntax basics * Object Oriented Programming --- # Language attributes C# is a strongly typed, compiled, object oriented language. Let's break this down. ## Strongly typed In a **strongly typed** language, every variable has a defined type. Some of these types include: * String, "Hello world!" * Char, 'a' * int, 3 * decimal, 1.5 * bool, True ## Compiler A **compiler** converts the code you write into a format that your computer can understand. After you write C# and build it, the C# compiler (called Roslyn) will analyze your code to check for any errors. --- # The basics ## 🌍 Hello World Here's a piece of code that will print "Hello world!" to the console. ```csharp using System; Console.WriteLine("Hello world!"); ``` ## Keywords With C#, you use keywords like `using` and `Console`. **Keywords** are predefined, reserved identifiers that have special meanings to the compiler. ## Accessing methods The `. (DOT)` in `Console.WriteLine` allows us to access methods and properties. In this example, `Console` is a type that represents the console window. `WriteLine` is a method of the Console type that prints a line of text to that text console. ## Parameters In this example, we use parentheses pass a string as a parameter to `Console.WriteLine`. ## 🚨 Challenge 1 Time for your first challenge! | # | Challenge | Solution | Duration | What you will learn | More information | |-| ------------------------------- | ------------------------------- | ----------- | -------------------------------------- | - | 1 | [Hello World Challenge](https://learn.microsoft.com/en-us/training/modules/csharp-write-first/2-exercise-hello-world)| N/A | 3 min | case sensitive, strings, comments | [Intro to C# Tutorial](https://docs.microsoft.com/dotnet/csharp/tour-of-csharp/tutorials/hello-world?WT.mc_id=csharpnotebook-35129-website), [C# documentation](https://docs.microsoft.com/dotnet/csharp/) | ## Variables In C#, **variables** allow you to temporarily store a value in memory. In C#, you must declare a variable before using it. ```csharp var cSharp = "really cool"; ``` In this example, we created a string called `cSharp`. You can use the var keyword to declare local variables without explicitly giving them a type. Variable names can contain alphanumeric characters and underscores, but no special characters. They also cannot be keywords. ## 🚨 Challenge 2 | # | Challenge | Solution | Duration | What you will learn | More information | |-| ------------------------------- | ------------------------------- | ----------- | -------------------------------------- | - | 2 | [Variables Challenge](https://docs.microsoft.com/learn/modules/csharp-literals-variables/6-challenge )|[Solution](https://docs.microsoft.com/learn/modules/csharp-literals-variables/7-solution)| 5 min | variables, data types, strings, ints, decimals | [String formatting tutorial](https://docs.microsoft.com/learn/modules/csharp-basic-formatting/), [C# documentation](https://docs.microsoft.com/dotnet/csharp/) | # Syntax cheat sheet ## Semicolons Every statement is ended by a semicolon ```csharp Console.WriteLine("there is a ';' at the end of this statement"); ``` ## Comments You can make comments by using 2 slashes ```csharp // this is a comment is C# ``` ## Case sensitive C# is case sensitive! For example, a variable "cat" is completely different from a variable "CAT". ```csharp var cat = "meow"; ``` ```csharp var CAT = "rawr"; ``` ## Arithmetic Operators These are probably familiar to you! | symbol | what it does | | --- | ------ | | + | addition | | - | subtraction | | * | multiplication | | / | division | | % | remainder | | ++ | increment | | -- | decrement | ## 🚨 Challenge 3 | # | Challenge | Solution | Duration | What you will learn | More information | |-| ------------------------------- | ------------------------------- | ----------- | -------------------------------------- | - | 3 | [Operating on numbers challenge](https://docs.microsoft.com/learn/modules/csharp-basic-operations/5-challenge)|[Solution](https://docs.microsoft.com/learn/modules/csharp-basic-operations/6-solution)| 2 min | ints, decimals | [Number operations tutorial](https://docs.microsoft.com/learn/modules/csharp-basic-operations/), [C# documentation](https://docs.microsoft.com/dotnet/csharp/) | ## Decision logic In C#, you can build applications that employ decision-making logic so that your application performs different instructions based on a set of conditions. One way we do this is with an `if` statement. `if` statements are made up of three parts: * The if keyword * A Boolean expression between parenthesis () * A code block defined by curly braces { } If there are multiple condition, you can utilize the `else if` and `else` statements. Basically, if the `if` statement fails, these other statements allow you to test against other conditions. You can imagine this in the context of a rock⛰️-paper📃-scissors✂️ game. Imagine you chose rock⛰️. * `if` your opponent chooses scissors✂️, then you will win * `else if` your opponent also chooses rock⛰️, then you will tie * `else` your opponent chooses paper📃, then you will lose Each possible decision your opponent could make leads to a different outcome. ## Boolean expressions Booleans are expressions that return either `true` or `false`. They are often used to compare two or more things. | symbol | what it does | | --- | ---------- | | < | less than | | > | greater than | | <= | less than or equal | | >= | greater than or equal | | == | equal | | != | not equal | ## 🚨 Challenge 4 | # | Challenge | Solution | Duration | What you will learn | More information | |-| ------------------------------- | ------------------------------- | ----------- | -------------------------------------- | - | 4 | [Decision logic challenge](https://docs.microsoft.com/learn/modules/csharp-if-elseif-else/4-challenge)|[Solution](https://docs.microsoft.com/learn/modules/csharp-if-elseif-else/5-solution)| 2 min | if, else if, else, booleans | [Boolean expressions tutorial](https://docs.microsoft.com/learn/modules/csharp-evaluate-boolean-expressions/1-introduction), [C# documentation](https://docs.microsoft.com/dotnet/csharp/) | --- # Object Oriented Programming C# is an object-oriented language. Objects are defined by **Classes**. In other words, an **Object** is an instance of a class. One way to think about this is that a class is like the blue prints for a house. The actual house that is built is an objects because it is an instance of this blue print. ## Properties and methods Objects inherently have attributes. In C# we call these **properties**. The attributes of a house may be the number of doors, what color the house is painted, etc. We can also define **methods** which describe what an object can do. For example, you can sell your house. To summarize these concepts using our house example, A Class is like a blueprint 📜 An Object is an instance of this blueprint, or a house 🏠 The Properties of a house could be the number of doors it has or the color it's painted 🚪 🎨 A Method of our class is that we can sell our house 💸 Let's look at an example House class: ```csharp // The namespace declaration provides a way to logically organize your classes namespace Classes; public class House { // House properties public string Address { get; } public int Size { get;} // House methods public void SellHouse(decimal amount, DateTime date) { } } ``` ## Constructor We can define a **constructor** to allow us to create new House objects. ```csharp public House(string address, int squareFeet) { this.Address = address; this.Size = squareFeet; } ``` When we create an object with `new` this constructor will be called. ```csharp using Classes; // Let's create a 1500 square foot house on Candy Cane Lane var house = new House("123 Candy Cane Lane", 1500); ``` ## The .NET Class Library C# also has built in classes and functionality within the .NET Class Library. The .NET Class Library is a collection of thousands of classes containing tens of thousands of methods. These methods are created by Microsoft and are available for use in your applications. For example, when we called `Console.WriteLine` earlier, we were calling a method from the `System.Console` class. For a more in-depth overview, you can read up on the .NET Class Library in the [.NET documentation](https://docs.microsoft.com/dotnet/standard/class-library-overview). ## 🚨 Challenge 5 | # | Challenge | Solution | Duration | What you will learn | More information | |-| ------------------------------- | ------------------------------- | ----------- | -------------------------------------- | - | 5 | [.NET Class Library challenge](https://docs.microsoft.com/learn/modules/csharp-call-methods/5-challenge)|[Solution](https://docs.microsoft.com/learn/modules/csharp-call-methods/6-solution)| 2 min | ints, decimals | [.NET documentation](https://docs.microsoft.com/dotnet/standard/class-library-overview), [C# documentation](https://docs.microsoft.com/dotnet/csharp/) | # Bonus and more ways to connect Want more practice with C#? The .NET team has you covered. Here's a few learning resources: * C# Video Series on [Microsoft Docs](https://docs.microsoft.com/shows/CSharp-101/?WT.mc_id=dotnet-35129-website) or [YouTube](https://www.youtube.com/watch?v=Z5JS36NlJiU) * Self Guided Tutorials on [Microsoft Learn](https://docs.microsoft.com/users/dotnet/collections/yz26f8y64n7k07) * [Learn to Code Page](https://dotnet.microsoft.com/learntocode) Connect with us! Check out the [.NET Community Page](https://dotnet.microsoft.com/platform/community) to find links to our blogs, YouTube, Twitter, and more. # How'd it go? Please take this quick, [10 question survey](https://aka.ms/WebLearningSeries-git-survey) to give us your thoughts on this lesson & challenge!

Invoke-Obfuscation v1.8 ===============  Introduction ------------ Invoke-Obfuscation is a PowerShell v2.0+ compatible PowerShell command and script obfuscator. Background ---------- In the Fall of 2015 I decided to begin researching the flexibility of PowerShell's language and began cataloguing the various ways to accomplish a handful of common techniques that most attackers use on a regular basis. Initially focusing on encoded command and remote download cradle syntaxes, I discovered that various escape characters that did not hinder the execution of the command persisted in the command line arguments, both in the running process as well as what is logged in Security EID 4688 and Sysmon EID 1 event logs. This led me to systematically explore ways of obfuscating each kind of "token" found in any PowerShell command or script. I then explored more obscure ways to perform string-level obfuscation, various encoding/encrypting techniques (like ASCII/hex/octal/binary and even SecureString), and finally PowerShell launch techniques to abstract the command line arguments from powershell.exe and to push it back to the parent and even grandparent process. Purpose ------- Attackers and commodity malware have started using extremely basic obfuscation techniques to hide the majority of the command from the command line arguments of powershell.exe. I developed this tool to aid the Blue Team in simulating obfuscated commands based on what I currently know to be syntactically possible in PowerShell 2.0-5.0 so that they can test their detection capabilities of these techniques. The tool's sole purpose is to break any assumptions that we as defenders may have concerning how PowerShell commands can appear on the command line. My hope is that it will encourage the Blue Team to shift to looking for Indicators of Obfuscation on the command line in addition to updating PowerShell logging to include Module, ScriptBlock and Transcription logging as these sources simplify most aspects of the obfuscation techniques generated by this tool. Usage ----- While all of the layers of obfuscation have been built out into separate scripts, most users will find the `Invoke-Obfuscation` function to be the easiest way to explorer and visualize the obfuscation techniques that this framework currently supports. Installation ------------ The source code for Invoke-Obfuscation is hosted at Github, and you may download, fork and review it from this repository (https://github.com/danielbohannon/Invoke-Obfuscation). Please report issues or feature requests through Github's bug tracker associated with this project. To install: Import-Module ./Invoke-Obfuscation.psd1 Invoke-Obfuscation License ------- Invoke-Obfuscation is released under the Apache 2.0 license. Release Notes ------------- v1.0 - 2016-09-25 DerbyCon 6.0 (Louisville, Kentucky USA): PUBLIC Release of Invoke-Obfuscation. v1.1 - 2016-10-09 SANS DFIR Summit (Prague, Czech Republic): Added -f format operator re-ordering functionality to all applicable TOKEN obfuscation functions. Also added additional syntax options for setting variable values. v1.2 - 2016-10-20 CODE BLUE (Tokyo, Japan): Added Type TOKEN obfuscation (direct type casting with string obfuscation options for type name). v1.3 - 2016-10-22 Hacktivity (Budapest, Hungary): Added two new LAUNCHERs: CLIP+ and CLIP++. Also added additional (and simpler) array char conversion syntax for all ENCODING functions that does not require For-EachObject/%. v1.4 - 2016-10-28 BruCON (Ghent, Belgium): Added new BXOR ENCODING function. Also enhanced randomized case for all components of all ENCODING functions as well as for PowerShell execution flags for all LAUNCHERs. Finally, added -EP shorthand option for -ExecutionPolicy to all LAUNCHERs as well as the optional integer representation of the -WindowStyle PowerShell execution flag: Normal (0), Hidden (1), Minimized (2), Maximized (3). v1.5 - 2016-11-04 Blue Hat (Redmond, Washington USA): Added WMIC LAUNCHER with some randomization of WMIC command line arguments. v1.6 - 2017-01-24 Blue Hat IL (Tel Aviv, Israel): - Added CLI functionality: E.g., Invoke-Obfuscation -ScriptBlock {Write-Host 'CLI FTW!'} -Command 'Token\All\1, Encoding\1,Launcher\Stdin++\234,Clip' -Quiet -NoExit - Added UNDO functionality to remove one layer of obfuscation at a time. - Removed Whitespace obfuscation from Token\All\1 to speed up large script obfuscation. - Added Process Argument Tree output for all launchers to aid defenders. - Added base menu auto-detect functionality to avoid needing to use BACK or HOME: E.g., if you ran TOKEN then ALL then 1, then just type LAUNCHER and you will get to the LAUNCHER menu without needing to type HOME or BACK to get back to the home menu. - Added multi-command syntax utilized by CLI and interactive mode: E.g., Token\All\1,String\3,Encoding\5,Launcher\Ps\234,Clip - Added regex capability to all menu and obfuscation commands: E.g., Token\*\*,String\[13],Encoding\(1|6),Launcher\.*[+]{2}\234,Clip - Added OUT FILEPATH single command functionality. - Added decoding if powershell -enc syntax is entered as a SCRIPTBLOCK value. - Added alias ForEach to ForEach-Object/% randomized syntax options in all ENCODING functions. - Added -Key -Ke -K KEY substring syntax options to Out-SecureStringCommand.ps1. - Added more thorough case randomization to all \Home\String obfuscation functions. - Added -ST/-STA (Single-Threaded Apartment) flags to CLIP+ and CLIP++ launcher functions since they are required if running on PowerShell 2.0. - Added Get-Item/GI/Item syntax everywhere where Get-ChildItem is used to get variable values. - Added Set-Item variable instantiation syntax to TYPE obfuscation function. - Added additional Invoke-Expression/IEX syntax using PowerShell automatic variables and environment variable value concatenations in Out-ObfuscatedStringCommand.ps1's Out-EncapsulatedInvokeExpression function and copied to all launchers, STRING and ENCODING functions to add numerous command-line syntaxes for IEX. - Added two new JOIN syntaxes for String\Reverse and all ENCODING obfuscation options: 1) Added [String]::Join('',$string) JOIN syntax 2) Added OFS-variable JOIN syntax (Output Field Separator automatic variable) - Added two more SecureString syntaxes to Encoding\5: 1) PtrToStringAnsi / SecureStringToGlobalAllocAnsi 2) PtrToStringBSTR / SecureStringToBSTR - Added six GetMember alternate syntaxes for several SecureString members: 1) PtrToStringAuto, ([Runtime.InteropServices.Marshal].GetMembers()[3].Name).Invoke 2) PtrToStringAuto, ([Runtime.InteropServices.Marshal].GetMembers()[5].Name).Invoke 3) PtrToStringUni , ([Runtime.InteropServices.Marshal].GetMembers()[2].Name).Invoke 4) PtrToStringUni , ([Runtime.InteropServices.Marshal].GetMembers()[4].Name).Invoke 5) PtrToStringAnsi, ([Runtime.InteropServices.Marshal].GetMembers()[0].Name).Invoke 6) PtrToStringAnsi, ([Runtime.InteropServices.Marshal].GetMembers()[1].Name).Invoke - Updated Out-ObfuscatedTokenCommand.ps1 so that VARIABLE obfuscation won't encapsulate variables in ${} if they are already encapsulated (so ${${var}} won't happen as this causes errors). - Replaced Invoke-Obfuscation.psm1 with Invoke-Obfuscation.psd1 (thanks @Carlos_Perez). - Fixed several TOKEN-level obfuscation bugs reported by @cobbr_io and @IISResetMe. v1.7 - 2017-03-03 nullcon (Goa, India): - Added 3 new LAUNCHERs: RUNDLL, RUNDLL++ and MSHTA++ - Added additional ExecutionContext wildcard variable strings v1.8 - 2017-07-27 Black Hat (Las Vegas, Nevada USA): - Added 2 new ENCODING options: Special Characters and Whitespace v1.8.1 - 2017-12-19: - Added COMPRESS function for easier conversion of multi-line scripts to a one-liner command while drastically reducing the command length for cmd.exe command line length limitation purposes. v1.8.2 - 2018-01-04: - Added AST obfuscation functions, which obfuscates by manipulating the structure of the AbstractSyntaxTree without using many special characters.

# Top deep learning Github repositories Here's a list of top 200 deep learning Github repositories sorted by the number of stars. The query that has been used with Github search API is: - `deep-learning OR CNN OR RNN OR "convolutional neural network" OR "recurrent neural network"` Trending deep learning Github repositories can be found [here](https://github.com/mbadry1/Trending-Deep-Learning). Date: 04-02-2019 compared to 07-17-2018 Hint: This will be updated regularly. | | Pos | Name | Description | Language | Stars | Forks | |--------------------|-----|-----------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------|--------|-------| | :heavy_minus_sign: | 1 | [tensorflow](https://github.com/tensorflow/tensorflow) | An Open Source Machine Learning Framework for Everyone | C++ | 124506 | 73403 | | :heavy_minus_sign: | 2 | [keras](https://github.com/keras-team/keras) | Deep Learning for humans | Python | 39683 | 15113 | | :heavy_minus_sign: | 3 | [opencv](https://github.com/opencv/opencv) | Open Source Computer Vision Library | C++ | 33226 | 23984 | | :arrow_up:1 | 4 | [TensorFlow-Examples](https://github.com/aymericdamien/TensorFlow-Examples) | TensorFlow Tutorial and Examples for Beginners with Latest APIs | Jupyter Notebook | 30459 | 11486 | | :arrow_down:1 | 5 | [caffe](https://github.com/BVLC/caffe) | Caffe: a fast open framework for deep learning. | C++ | 27693 | 16655 | | :arrow_up:3 | 6 | [pytorch](https://github.com/pytorch/pytorch) | Tensors and Dynamic neural networks in Python with strong GPU acceleration | C++ | 26443 | 6256 | | :heavy_minus_sign: | 7 | [deeplearningbook-chinese](https://github.com/exacity/deeplearningbook-chinese) | Deep Learning Book Chinese Translation | TeX | 23647 | 6939 | | :new: | 8 | [DeepLearning-500-questions](https://github.com/scutan90/DeepLearning-500-questions) | 深度学习500问，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，以帮助自己及有需要的读者。 全书分为18个章节，近30万字。由于水平有限，书中不妥之处恳请广大读者批评指正。 未完待续............ 如有意合作，联系scutjy2015@163.com 版权所有，违权必究 Tan 2018.06 | None | 22408 | 6145 | | :arrow_down:1 | 9 | [Deep-Learning-Papers-Reading-Roadmap](https://github.com/floodsung/Deep-Learning-Papers-Reading-Roadmap) | Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech! | Python | 22280 | 5021 | | :arrow_down:4 | 10 | [machine-learning-for-software-engineers](https://github.com/ZuzooVn/machine-learning-for-software-engineers) | A complete daily plan for studying to become a machine learning engineer. | None | 21454 | 4805 | | :new: | 11 | [Algorithm_Interview_Notes-Chinese](https://github.com/imhuay/Algorithm_Interview_Notes-Chinese) | 2018/2019/校招/春招/秋招/算法/机器学习(Machine Learning)/深度学习(Deep Learning)/自然语言处理(NLP)/C/C++/Python/面试笔记 | Python | 20767 | 6184 | | :arrow_down:1 | 12 | [Detectron](https://github.com/facebookresearch/Detectron) | FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet. | Python | 19765 | 4152 | | :arrow_down:3 | 13 | [awesome-deep-learning-papers](https://github.com/terryum/awesome-deep-learning-papers) | The most cited deep learning papers | TeX | 18322 | 3467 | | :new: | 14 | [practicalAI](https://github.com/GokuMohandas/practicalAI) | 📚 A practical approach to learning and using machine learning. | Jupyter Notebook | 16909 | 2715 | | :arrow_down:2 | 15 | [incubator-mxnet](https://github.com/apache/incubator-mxnet) | Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more | C++ | 16622 | 5923 | | :arrow_down:4 | 16 | [CNTK](https://github.com/Microsoft/CNTK) | Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit | C++ | 15965 | 4237 | | :arrow_down:3 | 17 | [data-science-ipython-notebooks](https://github.com/donnemartin/data-science-ipython-notebooks) | Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines. | Python | 15256 | 4600 | | :arrow_down:3 | 18 | [lectures](https://github.com/oxford-cs-deepnlp-2017/lectures) | Oxford Deep NLP 2017 course | None | 13632 | 3191 | | :arrow_up:9 | 19 | [handson-ml](https://github.com/ageron/handson-ml) | A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow. | Jupyter Notebook | 13620 | 7247 | | :arrow_up:32 | 20 | [fastai](https://github.com/fastai/fastai) | The fastai deep learning library, plus lessons and tutorials | Jupyter Notebook | 12832 | 4678 | | :arrow_down:2 | 21 | [spaCy](https://github.com/explosion/spaCy) | 💫 Industrial-strength Natural Language Processing (NLP) with Python and Cython | Python | 12760 | 2152 | | :arrow_up:3 | 22 | [darknet](https://github.com/pjreddie/darknet) | Convolutional Neural Networks | C | 12393 | 7111 | | :arrow_down:7 | 23 | [Qix](https://github.com/ty4z2008/Qix) | Machine Learning、Deep Learning、PostgreSQL、Distributed System、Node.Js、Golang | None | 12379 | 4647 | | :arrow_up:12 | 24 | [openpose](https://github.com/CMU-Perceptual-Computing-Lab/openpose) | OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation | C++ | 11963 | 3284 | | :arrow_down:7 | 25 | [openface](https://github.com/cmusatyalab/openface) | Face recognition with deep neural networks. | Lua | 11846 | 2875 | | :arrow_down:6 | 26 | [cheatsheets-ai](https://github.com/kailashahirwar/cheatsheets-ai) | Essential Cheat Sheets for deep learning and machine learning researchers | None | 11773 | 2778 | | :arrow_down:4 | 27 | [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning) | A curated list of awesome Deep Learning tutorials, projects and communities. | None | 11683 | 3585 | | :new: | 28 | [Screenshot-to-code](https://github.com/emilwallner/Screenshot-to-code) | A neural network that transforms a design mock-up into a static website | HTML | 11435 | 1097 | | :arrow_down:3 | 29 | [ML-From-Scratch](https://github.com/eriklindernoren/ML-From-Scratch) | Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from data mining to deep learning. | Python | 11242 | 1923 | | :arrow_up:17 | 30 | [Mask_RCNN](https://github.com/matterport/Mask_RCNN) | Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow | Python | 11166 | 4795 | | :arrow_down:10 | 31 | [deeplearning4j](https://github.com/deeplearning4j/deeplearning4j) | Deeplearning4j, ND4J, DataVec and more - deep learning & linear algebra for Java/Scala with GPUs + Spark | Java | 10562 | 4622 | | :arrow_up:8 | 32 | [DeepSpeech](https://github.com/mozilla/DeepSpeech) | A TensorFlow implementation of Baidu's DeepSpeech architecture | C++ | 9794 | 1759 | | :arrow_down:2 | 33 | [awesome-datascience](https://github.com/bulutyazilim/awesome-datascience) | :memo: An awesome Data Science repository to learn and apply for real world problems. | None | 9625 | 2858 | | :arrow_down:10 | 34 | [convnetjs](https://github.com/karpathy/convnetjs) | Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser. | JavaScript | 9602 | 1898 | | :new: | 35 | [100-Days-Of-ML-Code](https://github.com/MLEveryday/100-Days-Of-ML-Code) | 100-Days-Of-ML-Code中文版 | Jupyter Notebook | 9264 | 2325 | | :arrow_down:9 | 36 | [dive-into-machine-learning](https://github.com/hangtwenty/dive-into-machine-learning) | Dive into Machine Learning with Python Jupyter notebook and scikit-learn! | None | 9194 | 1677 | | :arrow_down:5 | 37 | [neural-enhance](https://github.com/alexjc/neural-enhance) | Super Resolution for images using deep learning. | Python | 9065 | 965 | | :arrow_down:8 | 38 | [tflearn](https://github.com/tflearn/tflearn) | Deep learning library featuring a higher-level API for TensorFlow. | Python | 9003 | 2265 | | :arrow_up:3 | 39 | [neural-networks-and-deep-learning](https://github.com/mnielsen/neural-networks-and-deep-learning) | Code samples for my book "Neural Networks and Deep Learning" | Python | 8858 | 4384 | | :arrow_down:2 | 40 | [Machine-Learning-Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials) | machine learning and deep learning tutorials, articles and other resources | None | 8855 | 2636 | | :new: | 41 | [caffe2](https://github.com/facebookarchive/caffe2) | Caffe2 is a lightweight, modular, and scalable deep learning framework. | Shell | 8447 | 2129 | | :arrow_down:5 | 42 | [tfjs-core](https://github.com/tensorflow/tfjs-core) | WebGL-accelerated ML // linear algebra // automatic differentiation for JavaScript. | TypeScript | 8409 | 935 | | :arrow_down:2 | 43 | [Paddle](https://github.com/PaddlePaddle/Paddle) | PArallel Distributed Deep LEarning （PaddlePaddle核心框架，高性能单机、分布式训练和跨平台部署） | C++ | 8386 | 2268 | | :arrow_up:2 | 44 | [stanford-tensorflow-tutorials](https://github.com/chiphuyen/stanford-tensorflow-tutorials) | This repository contains code examples for the Stanford's course: TensorFlow for Deep Learning Research. | Python | 8338 | 3837 | | :arrow_down:1 | 45 | [awesome-deep-vision](https://github.com/kjw0612/awesome-deep-vision) | A curated list of deep learning resources for computer vision | None | 8015 | 2349 | | :arrow_up:5 | 46 | [awesome-nlp](https://github.com/keon/awesome-nlp) | :book: A curated list of resources dedicated to Natural Language Processing (NLP) | None | 7898 | 1433 | | :arrow_up:3 | 47 | [fast-style-transfer](https://github.com/lengstrom/fast-style-transfer) | TensorFlow CNN for fast style transfer ⚡🖥🎨🖼 | Python | 7675 | 1820 | | :arrow_up:7 | 48 | [facenet](https://github.com/davidsandberg/facenet) | Face recognition using Tensorflow | Python | 7618 | 3168 | | :new: | 49 | [DeepCreamPy](https://github.com/deeppomf/DeepCreamPy) | Decensoring Hentai with Deep Neural Networks | Python | 7551 | 759 | | :arrow_down:5 | 50 | [MLAlgorithms](https://github.com/rushter/MLAlgorithms) | Minimal and clean examples of machine learning algorithms implementations | Python | 7356 | 1238 | | :arrow_up:13 | 51 | [tensor2tensor](https://github.com/tensorflow/tensor2tensor) | Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research. | Python | 7344 | 1860 | | :new: | 52 | [d2l-zh](https://github.com/d2l-ai/d2l-zh) | 《动手学深度学习》，英文版即伯克利深度学习（STAT 157，2019春）教材。面向中文读者、能运行、可讨论。 | Python | 7338 | 1973 | | :new: | 53 | [Virgilio](https://github.com/clone95/Virgilio) | Your new Mentor for Data Science E-Learning. | Jupyter Notebook | 7016 | 1281 | | :heavy_minus_sign: | 54 | [dlib](https://github.com/davisking/dlib) | A toolkit for making real world machine learning and data analysis applications in C++ | C++ | 6911 | 2069 | | :arrow_up:22 | 55 | [labelImg](https://github.com/tzutalin/labelImg) | :metal: LabelImg is a graphical image annotation tool and label object bounding boxes in images | Python | 6430 | 2258 | | :new: | 56 | [libfacedetection](https://github.com/ShiqiYu/libfacedetection) | An open source library for face detection in images. The face detection speed can reach 1500FPS. | C++ | 6377 | 1746 | | :heavy_minus_sign: | 57 | [pix2pix](https://github.com/phillipi/pix2pix) | Image-to-image translation with conditional adversarial nets | Lua | 5971 | 974 | | :arrow_up:103 | 58 | [Awesome-pytorch-list](https://github.com/bharathgs/Awesome-pytorch-list) | A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc. | None | 5938 | 1299 | | :arrow_up:9 | 59 | [ncnn](https://github.com/Tencent/ncnn) | ncnn is a high-performance neural network inference framework optimized for the mobile platform | C++ | 5923 | 1566 | | :new: | 60 | [horovod](https://github.com/horovod/horovod) | Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. | C++ | 5839 | 818 | | :new: | 61 | [stanford-cs-229-machine-learning](https://github.com/afshinea/stanford-cs-229-machine-learning) | VIP cheatsheets for Stanford's CS 229 Machine Learning | None | 7432 | 1724 | | :arrow_down:17 | 62 | [MLAlgorithms](https://github.com/rushter/MLAlgorithms) | Minimal and clean examples of machine learning algorithms implementations | Python | 7356 | 1238 | | :arrow_up:1 | 63 | [tensor2tensor](https://github.com/tensorflow/tensor2tensor) | Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research. | Python | 7344 | 1860 | | :new: | 64 | [d2l-zh](https://github.com/d2l-ai/d2l-zh) | 《动手学深度学习》，英文版即伯克利深度学习（STAT 157，2019春）教材。面向中文读者、能运行、可讨论。 | Python | 7338 | 1973 | | :new: | 65 | [Virgilio](https://github.com/clone95/Virgilio) | Your new Mentor for Data Science E-Learning. | Jupyter Notebook | 7016 | 1281 | | :arrow_down:12 | 66 | [dlib](https://github.com/davisking/dlib) | A toolkit for making real world machine learning and data analysis applications in C++ | C++ | 6911 | 2069 | | :arrow_down:6 | 67 | [TensorFlow-Tutorials](https://github.com/Hvass-Labs/TensorFlow-Tutorials) | TensorFlow Tutorials with YouTube Videos | Jupyter Notebook | 6787 | 3295 | | :arrow_up:17 | 68 | [ray](https://github.com/ray-project/ray) | A system for parallel and distributed Python that unifies the ML ecosystem. | Python | 6441 | 889 | | :arrow_up:8 | 69 | [labelImg](https://github.com/tzutalin/labelImg) | :metal: LabelImg is a graphical image annotation tool and label object bounding boxes in images | Python | 6430 | 2258 | | :new: | 70 | [libfacedetection](https://github.com/ShiqiYu/libfacedetection) | An open source library for face detection in images. The face detection speed can reach 1500FPS. | C++ | 6377 | 1746 | | :arrow_up:11 | 71 | [deep-learning-with-python-notebooks](https://github.com/fchollet/deep-learning-with-python-notebooks) | Jupyter notebooks for the code samples of the book "Deep Learning with Python" | Jupyter Notebook | 6369 | 2943 | | :arrow_down:1 | 72 | [conv_arithmetic](https://github.com/vdumoulin/conv_arithmetic) | A technical report on convolution arithmetic in the context of deep learning | TeX | 6048 | 1189 | | :arrow_down:16 | 73 | [pix2pix](https://github.com/phillipi/pix2pix) | Image-to-image translation with conditional adversarial nets | Lua | 5971 | 974 | | :arrow_up:87 | 74 | [Awesome-pytorch-list](https://github.com/bharathgs/Awesome-pytorch-list) | A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc. | None | 5938 | 1299 | | :arrow_down:7 | 75 | [ncnn](https://github.com/Tencent/ncnn) | ncnn is a high-performance neural network inference framework optimized for the mobile platform | C++ | 5923 | 1566 | | :new: | 76 | [horovod](https://github.com/horovod/horovod) | Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet. | C++ | 5839 | 818 | | :arrow_up:36 | 77 | [allennlp](https://github.com/allenai/allennlp) | An open-source NLP research library, built on PyTorch. | Python | 5801 | 1114 | | :arrow_up:2 | 78 | [onnx](https://github.com/onnx/onnx) | Open Neural Network Exchange | PureBasic | 5769 | 847 | | :arrow_up:16 | 79 | [mit-deep-learning-book-pdf](https://github.com/janishar/mit-deep-learning-book-pdf) | MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville | Java | 5572 | 1323 | | :arrow_down:17 | 80 | [py-faster-rcnn](https://github.com/rbgirshick/py-faster-rcnn) | Faster R-CNN (Python implementation) -- see https://github.com/ShaoqingRen/faster_rcnn for the official MATLAB version | Python | 5548 | 3471 | | :arrow_down:28 | 81 | [Swift-AI](https://github.com/Swift-AI/Swift-AI) | The Swift machine learning library. | Swift | 5547 | 535 | | :new: | 82 | [DeOldify](https://github.com/jantic/DeOldify) | A Deep Learning based project for colorizing and restoring old images | Python | 5455 | 402 | | :arrow_up:8 | 83 | [ml-agents](https://github.com/Unity-Technologies/ml-agents) | Unity Machine Learning Agents Toolkit | C# | 5448 | 1374 | | :new: | 84 | [learnopencv](https://github.com/spmallick/learnopencv) | Learn OpenCV : C++ and Python Examples | Jupyter Notebook | 5441 | 3449 | | :arrow_up:14 | 85 | [imgaug](https://github.com/aleju/imgaug) | Image augmentation for machine learning experiments. | Python | 5428 | 1131 | | :arrow_down:30 | 86 | [BossSensor](https://github.com/Hironsan/BossSensor) | Hide screen when boss is approaching. | Python | 5390 | 1001 | | :arrow_down:1 | 87 | [fashion-mnist](https://github.com/zalandoresearch/fashion-mnist) | A MNIST-like fashion product database. Benchmark :point_right: | Python | 5362 | 937 | | :arrow_down:30 | 88 | [awesome-rnn](https://github.com/kjw0612/awesome-rnn) | Recurrent Neural Network - A curated list of resources dedicated to RNN | None | 5327 | 1330 | | :new: | 89 | [SerpentAI](https://github.com/SerpentAI/SerpentAI) | Game Agent Framework. Helping you create AIs / Bots to play any game you own! | Jupyter Notebook | 5097 | 539 | | :arrow_down:25 | 90 | [DeepLearningFlappyBird](https://github.com/yenchenlin/DeepLearningFlappyBird) | Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning). | Python | 5057 | 1588 | | :new: | 91 | [CNN](https://github.com/Moonshile/CNN) | Convolutional Neural Network（卷积神经网络）(NOT FINISHED!!!) | Python | 43 | 35 | | :new: | 92 | [tangshi-rnn](https://github.com/zhengwy888/tangshi-rnn) | None | Lua | 43 | 19 | | :new: | 93 | [deep-learning-nd](https://github.com/RyanCCollins/deep-learning-nd) | Udacity Deep learning nanodegree projects | Python | 42 | 44 | | :new: | 94 | [gogh-figure](https://github.com/joelmoniz/gogh-figure) | Fast, Lightweight Style Transfer using Deep Learning | Python | 42 | 11 | | :new: | 95 | [AWSGPU_DeepLearning](https://github.com/wendykan/AWSGPU_DeepLearning) | Code to setup AWS GPU instance to run Daniel Nouri's Facial Keypoints competition | Python | 41 | 18 | | :new: | 96 | [deep-learning-cn](https://github.com/PengFoo/deep-learning-cn) | None | None | 41 | 8 | | :new: | 97 | [CNN-Face-Point-Detection](https://github.com/feixuan090803/CNN-Face-Point-Detection) | This project is about the utilization of CNN to detect human face point. Trained with the dataset LFW and images from Internet. | C++ | 41 | 46 | | :new: | 98 | [Selfie_Filters_OpenCV](https://github.com/akshaychandra21/Selfie_Filters_OpenCV) | This deep learning application can detect Facial Keypoints (15 unique points). They mark important areas of the face - the eyes, corners of the mouth, the nose, etc. | Python | 41 | 10 | | :new: | 99 | [recnn](https://github.com/glouppe/recnn) | Repository for the code of "QCD-Aware Recursive Neural Networks for Jet Physics" | Jupyter Notebook | 41 | 14 | | :new: | 100 | [sangita](https://github.com/SangitaNLP/sangita) | A Natural Language Toolkit for Indian Languages | Python | 41 | 40 | | :new: | 101 | [chainer-segnet](https://github.com/pfnet-research/chainer-segnet) | SegNet implementation & experiments in Chainer | Python | 41 | 7 | | :new: | 102 | [DeepLearningBook-Resources](https://github.com/blueberrymusic/DeepLearningBook-Resources) | Resource files for "Deep Learning - From Basics to Practice" by Andrew Glassner | None | 40 | 6 | | :new: | 103 | [rnnlib](https://github.com/jpuigcerver/rnnlib) | A. Grave's RNNLIB made more readable | nesC | 40 | 7 | | :new: | 104 | [LittleConv](https://github.com/wzppengpeng/LittleConv) | The C++11 deep learning framework, which is very easy to use | C++ | 40 | 16 | | :new: | 105 | [deep-fashion](https://github.com/zuowang/deep-fashion) | Proposal a new method to retrieval clothing images | Python | 40 | 15 | | :new: | 106 | [customerml](https://github.com/skrusche63/customerml) | CustomerML is an open source customer science platform leveraging the power of Predictiveworks and fully integrated with Elasticsearch and Shopify. CustomerML starts with proven RFM analysis and combines the results with machine learning thereby providing a deep customer understanding. | Scala | 40 | 22 | | :new: | 107 | [RealismCNN](https://github.com/junyanz/RealismCNN) | code for predicting and improving visual realism in composite images | Matlab | 39 | 14 | | :new: | 108 | [bayesian-deep-learning-notes](https://github.com/junlulocky/bayesian-deep-learning-notes) | A list of notes on Bayesian deep learning papers | None | 39 | 9 | | :new: | 109 | [deeprl](https://github.com/siemanko/deeprl) | Universal library for deep reinforcement learning. | Python | 39 | 15 | | :new: | 110 | [ddx](https://github.com/jnhwkim/ddx) | Deep Learning Dashboard | JavaScript | 39 | 5 | | :new: | 111 | [udacity_self_driving_car](https://github.com/philbort/udacity_self_driving_car) | Projects from Udacity Self Driving Car Nanodegree | Jupyter Notebook | 39 | 23 | | :new: | 112 | [GCNGEMM](https://github.com/hyln9/GCNGEMM) | Optimized half precision gemm assembly kernels on AMD Fiji | Perl | 39 | 11 | | :new: | 113 | [ConvNetSwift](https://github.com/alexsosn/ConvNetSwift) | Swift port of ConvnetJS. [Work in progress] | Swift | 39 | 5 | | :new: | 114 | [FaceDetect](https://github.com/PCJohn/FaceDetect) | Face detection with convolutional neural networks in TensorFlow. | Python | 38 | 15 | | :new: | 115 | [MachineLearningSamples-DeepLearningforPredictiveMaintenance](https://github.com/Azure/MachineLearningSamples-DeepLearningforPredictiveMaintenance) | MachineLearningSamples-DeepLearningforPredictiveMaintenance | Jupyter Notebook | 38 | 32 | | :new: | 116 | [resnet](https://github.com/tao-j/resnet) | Implementation of Deep Residual Learning / Residual Network for MSR paper http://arxiv.org/abs/1512.03385 | Python | 38 | 27 | | :new: | 117 | [Classify-Real-Time-Desktop](https://github.com/gagolucasm/Classify-Real-Time-Desktop) | Inception model used to classify camera feed on real time. Coded during the Deep Learning Hackathon 2017 San Francisco | Python | 38 | 16 | | :new: | 118 | [transfer-mxnet](https://github.com/deepinsight/transfer-mxnet) | transfer learning written in mxnet | Python | 38 | 8 | | :new: | 119 | [Deep_Learning_with_Intel](https://github.com/llSourcell/Deep_Learning_with_Intel) | This is the code for "Deep Learning with Intel" By Siraj Raval on Youtube | Python | 37 | 9 | | :new: | 120 | [DeepANN](https://github.com/glorotxa/DeepANN) | Theano based deep ANN learning code | Python | 37 | 16 | | :arrow_down:15 | 121 | [DeepLearningProject](https://github.com/Spandan-Madan/DeepLearningProject) | An in-depth machine learning tutorial introducing readers to a whole machine learning pipeline from scratch. | HTML | 3986 | 593 | | :arrow_down:33 | 122 | [deeplearning-papernotes](https://github.com/dennybritz/deeplearning-papernotes) | Summaries and notes on Deep Learning research papers | None | 3960 | 850 | | :arrow_down:33 | 123 | [machine-learning-mindmap](https://github.com/dformoso/machine-learning-mindmap) | A mindmap summarising Machine Learning concepts, from Data Analysis to Deep Learning. | None | 3960 | 700 | | :arrow_down:26 | 124 | [h2o-3](https://github.com/h2oai/h2o-3) | Open Source Fast Scalable Machine Learning Platform For Smarter Applications: Deep Learning, Gradient Boosting & XGBoost, Random Forest, Generalized Linear Modeling (Logistic Regression, Elastic Net), K-Means, PCA, Stacked Ensembles, Automatic Machine Learning (AutoML), etc. | Java | 3912 | 1448 | | :arrow_down:5 | 125 | [tensorpack](https://github.com/tensorpack/tensorpack) | A Neural Net Training Interface on TensorFlow, with focus on speed + flexibility | Python | 3909 | 1214 | | :arrow_down:38 | 126 | [neon](https://github.com/NervanaSystems/neon) | Intel® Nervana™ reference deep learning framework committed to best performance on all hardware | Python | 3751 | 833 | | :arrow_up:54 | 127 | [sketch-code](https://github.com/ashnkumar/sketch-code) | Keras model to generate HTML code from hand-drawn website mockups. Implements an image captioning architecture to drawn source images. | Python | 3746 | 443 | | :arrow_down:36 | 128 | [DeepLearningTutorials](https://github.com/lisa-lab/DeepLearningTutorials) | Deep Learning Tutorial notes and code. See the wiki for more info. | Python | 3724 | 2075 | | :new: | 129 | [tensorspace](https://github.com/tensorspace-team/tensorspace) | Neural network 3D visualization framework, build interactive and intuitive model in browsers, support pre-trained deep learning models from TensorFlow, Keras, TensorFlow.js | JavaScript | 3664 | 297 | | :arrow_down:22 | 130 | [keras-rl](https://github.com/keras-rl/keras-rl) | Deep Reinforcement Learning for Keras. | Python | 3645 | 920 | | :arrow_down:7 | 131 | [deep-learning-coursera](https://github.com/Kulbear/deep-learning-coursera) | Deep Learning Specialization by Andrew Ng on Coursera. | Jupyter Notebook | 3635 | 2843 | | :arrow_down:35 | 132 | [DIGITS](https://github.com/NVIDIA/DIGITS) | Deep Learning GPU Training System | HTML | 3612 | 1306 | | :new: | 133 | [netron](https://github.com/lutzroeder/netron) | Visualizer for deep learning and machine learning models | JavaScript | 3603 | 382 | | :arrow_down:32 | 134 | [vrn](https://github.com/AaronJackson/vrn) | :man: Code for "Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression" | Shell | 3562 | 562 | | :arrow_down:26 | 135 | [Realtime_Multi-Person_Pose_Estimation](https://github.com/ZheC/Realtime_Multi-Person_Pose_Estimation) | Code repo for realtime multi-person pose estimation in CVPR'17 (Oral) | Jupyter Notebook | 3549 | 1063 | | :new: | 136 | [wav2letter](https://github.com/facebookresearch/wav2letter) | Facebook AI Research Automatic Speech Recognition Toolkit | C++ | 3496 | 527 | | :arrow_down:33 | 137 | [dl-docker](https://github.com/floydhub/dl-docker) | An all-in-one Docker image for deep learning. Contains all the popular DL frameworks (TensorFlow, Theano, Torch, Caffe, etc.) | Python | 3466 | 782 | | :arrow_down:23 | 138 | [the-incredible-pytorch](https://github.com/ritchieng/the-incredible-pytorch) | The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch. | None | 3444 | 654 | | :new: | 139 | [pytorch-handbook](https://github.com/zergtant/pytorch-handbook) | pytorch handbook是一本开源的书籍，目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门，其中包含的Pytorch教程全部通过测试保证可以成功运行 | Jupyter Notebook | 3403 | 730 | | :arrow_down:44 | 140 | [iOS-10-Sampler](https://github.com/shu223/iOS-10-Sampler) | Code examples for new APIs of iOS 10. | Swift | 3360 | 348 | | :arrow_down:30 | 141 | [DenseNet](https://github.com/liuzhuang13/DenseNet) | Densely Connected Convolutional Networks, In CVPR 2017 (Best Paper Award). | Lua | 3355 | 808 | | :arrow_down:35 | 142 | [iGAN](https://github.com/junyanz/iGAN) | Interactive Image Generation via Generative Adversarial Networks | Python | 3328 | 501 | | :arrow_up:13 | 143 | [MMdnn](https://github.com/Microsoft/MMdnn) | MMdnn is a set of tools to help users inter-operate among different deep learning frameworks. E.g. model conversion and visualization. Convert models between Caffe, Keras, MXNet, Tensorflow, CNTK, PyTorch Onnx and CoreML. | Python | 3327 | 656 | | :new: | 144 | [photoprism](https://github.com/photoprism/photoprism) | Personal Photo Management powered by Go and Google TensorFlow | Go | 3310 | 148 | | :new: | 145 | [serving](https://github.com/tensorflow/serving) | A flexible, high-performance serving system for machine learning models | C++ | 3264 | 1362 | | :arrow_down:43 | 146 | [DeepLearnToolbox](https://github.com/rasmusbergpalm/DeepLearnToolbox) | Matlab/Octave toolbox for deep learning. Includes Deep Belief Nets, Stacked Autoencoders, Convolutional Neural Nets, Convolutional Autoencoders and vanilla Neural Nets. Each method has examples to get you started. | Matlab | 3255 | 2118 | | :new: | 147 | [python-machine-learning-book-2nd-edition](https://github.com/rasbt/python-machine-learning-book-2nd-edition) | The "Python Machine Learning (2nd edition)" book code repository and info resource | Jupyter Notebook | 3239 | 1479 | | :new: | 148 | [deep-learning-ocean](https://github.com/machinelearningmindset/deep-learning-ocean) | :satellite: All You Need to Know About Deep Learning - A kick-starter | Python | 3218 | 449 | | :arrow_down:35 | 149 | [MachineLearning](https://github.com/wepe/MachineLearning) | Basic Machine Learning and Deep Learning | Python | 3206 | 2463 | | :arrow_down:49 | 150 | [skflow](https://github.com/tensorflow/skflow) | Simplified interface for TensorFlow (mimicking Scikit Learn) for Deep Learning | Python | 3200 | 467 | | :arrow_down:34 | 151 | [DeepLearningZeroToAll](https://github.com/hunkim/DeepLearningZeroToAll) | TensorFlow Basic Tutorial Labs | Jupyter Notebook | 3168 | 1925 | | :new: | 152 | [bert-as-service](https://github.com/hanxiao/bert-as-service) | Mapping a variable-length sentence to a fixed-length vector using BERT model | Python | 3144 | 582 | | :arrow_down:21 | 153 | [mace](https://github.com/XiaoMi/mace) | MACE is a deep learning inference framework optimized for mobile heterogeneous computing platforms. | C++ | 3141 | 553 | | :arrow_up:18 | 154 | [tvm](https://github.com/dmlc/tvm) | Open deep learning compiler stack for cpu, gpu and specialized accelerators | Python | 3139 | 743 | | :arrow_down:20 | 155 | [pix2pixHD](https://github.com/NVIDIA/pix2pixHD) | Synthesizing and manipulating 2048x1024 images with conditional GANs | Python | 3111 | 578 | | :new: | 156 | [graph_nets](https://github.com/deepmind/graph_nets) | Build Graph Nets in Tensorflow | Python | 3102 | 380 | | :new: | 157 | [stanford-cs-230-deep-learning](https://github.com/afshinea/stanford-cs-230-deep-learning) | VIP cheatsheets for Stanford's CS 230 Deep Learning | None | 3066 | 593 | | :new: | 158 | [pytorch_geometric](https://github.com/rusty1s/pytorch_geometric) | Geometric Deep Learning Extension Library for PyTorch | Python | 3050 | 409 | | :arrow_up:40 | 159 | [faster-rcnn.pytorch](https://github.com/jwyang/faster-rcnn.pytorch) | A faster pytorch implementation of faster r-cnn | Python | 3016 | 918 | | :arrow_down:30 | 160 | [Practical_RL](https://github.com/yandexdataschool/Practical_RL) | A course in reinforcement learning in the wild | Jupyter Notebook | 3013 | 815 | | :arrow_down:20 | 161 | [Augmentor](https://github.com/mdbloice/Augmentor) | Image augmentation library in Python for machine learning. | Jupyter Notebook | 3001 | 560 | | :arrow_down:3 | 162 | [Deep-Learning-21-Examples](https://github.com/hzy46/Deep-Learning-21-Examples) | 《21个项目玩转深度学习———基于TensorFlow的实践详解》配套代码 | Python | 2980 | 1233 | | :arrow_down:20 | 163 | [SSD-Tensorflow](https://github.com/balancap/SSD-Tensorflow) | Single Shot MultiBox Detector in TensorFlow | Jupyter Notebook | 2938 | 1363 | | :arrow_down:42 | 164 | [deep-learning](https://github.com/udacity/deep-learning) | Repo for the Deep Learning Nanodegree Foundations program. | Jupyter Notebook | 2936 | 3568 | | :new: | 165 | [Deep-Learning-World](https://github.com/astorfi/Deep-Learning-World) | :satellite: Organized Resources for Deep Learning Researchers and Developers | Python | 2932 | 286 | | :arrow_down:12 | 166 | [DeepPavlov](https://github.com/deepmipt/DeepPavlov) | An open source library for deep learning end-to-end dialog systems and chatbots. | Python | 2920 | 492 | | :arrow_down:12 | 167 | [Tensorflow-Tutorial](https://github.com/MorvanZhou/Tensorflow-Tutorial) | Tensorflow tutorial from basic to hard | Python | 2909 | 1397 | | :arrow_down:52 | 168 | [BigDL](https://github.com/intel-analytics/BigDL) | BigDL: Distributed Deep Learning Library for Apache Spark | Scala | 2880 | 709 | | :new: | 169 | [PySyft](https://github.com/OpenMined/PySyft) | A library for encrypted, privacy preserving deep learning | Python | 2842 | 634 | | :arrow_down:6 | 170 | [opencv4nodejs](https://github.com/justadudewhohacks/opencv4nodejs) | Asynchronous OpenCV 3.x nodejs bindings with JavaScript and TypeScript API, with examples for: Face Detection, Machine Learning, Deep Neural Nets, Hand Gesture Recognition, Object Tracking, Feature Matching, Image Histogram | C++ | 2803 | 430 | | :arrow_down:59 | 171 | [deep-learning-papers](https://github.com/sbrugman/deep-learning-papers) | Papers about deep learning ordered by task, date. Current state-of-the-art papers are labelled. | None | 2794 | 376 | | :arrow_down:43 | 172 | [Tensorflow-Project-Template](https://github.com/MrGemy95/Tensorflow-Project-Template) | A best practice for tensorflow project template architecture. | Python | 2792 | 650 | | :arrow_up:5 | 173 | [OpenNMT-py](https://github.com/OpenNMT/OpenNMT-py) | Open Source Neural Machine Translation in PyTorch | Python | 2775 | 1088 | | :new: | 174 | [PyTorch-Tutorial](https://github.com/MorvanZhou/PyTorch-Tutorial) | Build your neural network easy and fast | Jupyter Notebook | 2773 | 1244 | | :arrow_down:50 | 175 | [mlpack](https://github.com/mlpack/mlpack) | mlpack: a scalable C++ machine learning library -- | C++ | 2746 | 1002 | | :arrow_down:50 | 176 | [keras-resources](https://github.com/fchollet/keras-resources) | Directory of tutorials and open-source code repositories for working with Keras, the Python deep learning library | None | 2745 | 781 | | :new: | 177 | [Recommenders](https://github.com/Microsoft/Recommenders) | Recommender Systems | Jupyter Notebook | 2736 | 327 | | :arrow_down:13 | 178 | [machine_learning_examples](https://github.com/lazyprogrammer/machine_learning_examples) | A collection of machine learning examples and tutorials. | Python | 2721 | 2931 | | :new: | 179 | [hands-on-ml-zh](https://github.com/apachecn/hands-on-ml-zh) | :book: [译] Sklearn 与 TensorFlow 机器学习实用指南 | CSS | 2716 | 1000 | | :new: | 180 | [spinningup](https://github.com/openai/spinningup) | An educational resource to help anyone learn deep reinforcement learning. | Python | 2707 | 482 | | :arrow_down:63 | 181 | [neural-storyteller](https://github.com/ryankiros/neural-storyteller) | A recurrent neural network for generating little stories about images | Python | 2705 | 484 | | :new: | 182 | [awesome-object-detection](https://github.com/amusi/awesome-object-detection) | Awesome Object Detection based on handong1587 github: https://handong1587.github.io/deep_learning/2015/10/09/object-detection.html | None | 2705 | 832 | | :arrow_down:62 | 183 | [easy-tensorflow](https://github.com/easy-tensorflow/easy-tensorflow) | Simple and comprehensive tutorials in TensorFlow | Python | 2686 | 263 | | :arrow_down:65 | 184 | [DeepLearning](https://github.com/yusugomori/DeepLearning) | Deep Learning (Python, C, C++, Java, Scala, Go) | Java | 2617 | 1348 | | :arrow_down:22 | 185 | [face-alignment](https://github.com/1adrianb/face-alignment) | :fire: 2D and 3D Face alignment library build using pytorch | Python | 2587 | 583 | | :arrow_down:41 | 186 | [DeepVideoAnalytics](https://github.com/AKSHAYUBHAT/DeepVideoAnalytics) | A distributed visual search and visual data analytics platform. | Python | 2543 | 609 | | :new: | 187 | [60_Days_RL_Challenge](https://github.com/andri27-ts/60_Days_RL_Challenge) | Learn Deep Reinforcement Learning in Depth in 60 days | Jupyter Notebook | 2502 | 237 | | :arrow_down:51 | 188 | [deep-learning-keras-tensorflow](https://github.com/leriomaggio/deep-learning-keras-tensorflow) | Introduction to Deep Neural Networks with Keras and Tensorflow | Jupyter Notebook | 2495 | 1116 | | :arrow_down:42 | 189 | [gorgonia](https://github.com/gorgonia/gorgonia) | Gorgonia is a library that helps facilitate machine learning in Go. | Go | 2492 | 234 | | :arrow_down:52 | 190 | [deep-learning-book](https://github.com/rasbt/deep-learning-book) | Repository for "Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python" | Jupyter Notebook | 2491 | 677 | | :new: | 191 | [adanet](https://github.com/tensorflow/adanet) | Fast and flexible AutoML with learning guarantees. | Python | 2485 | 345 | | :arrow_down:56 | 192 | [char-rnn-tensorflow](https://github.com/sherjilozair/char-rnn-tensorflow) | Multi-layer Recurrent Neural Networks (LSTM, RNN) for character-level language models in Python using Tensorflow | Python | 2440 | 928 | | :arrow_down:16 | 193 | [ml5-library](https://github.com/ml5js/ml5-library) | Friendly machine learning for the web! 🤖 | JavaScript | 2428 | 186 | | :arrow_down:34 | 194 | [tensorflow_poems](https://github.com/jinfagang/tensorflow_poems) | 中文古诗自动作诗机器人，屌炸天，基于tensorflow1.10 api，正在积极维护升级中，快star，保持更新！ | Python | 2420 | 690 | | :arrow_down:61 | 195 | [Automatic_Speech_Recognition](https://github.com/zzw922cn/Automatic_Speech_Recognition) | End-to-end Automatic Speech Recognition for Madarian and English in Tensorflow | Python | 2407 | 468 | | :arrow_down:48 | 196 | [DeepQA](https://github.com/Conchylicultor/DeepQA) | My tensorflow implementation of "A neural conversational model", a Deep learning based chatbot | Python | 2389 | 1052 | | :arrow_down:3 | 197 | [handong1587.github.io](https://github.com/handong1587/handong1587.github.io) | None | CSS | 2389 | 880 | | :heavy_minus_sign: | 198 | [carla](https://github.com/carla-simulator/carla) | Open-source simulator for autonomous driving research. | C++ | 2385 | 601 | | :arrow_down:55 | 199 | [fast-rcnn](https://github.com/rbgirshick/fast-rcnn) | Fast R-CNN | Python | 2383 | 1319 | | :new: | 200 | [Grokking-Deep-Learning](https://github.com/iamtrask/Grokking-Deep-Learning) | this repository accompanies my forthcoming book "Grokking Deep Learning" | Jupyter Notebook | 2371 | 494 |

- [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 ## 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/

# SQL Server KIT [![license badge]][license] [![stars badge]][stars] [![forks badge]][forks] [![issues badge]][issues] [![contributors_badge]][contributors] [license badge]:https://img.shields.io/badge/license-MIT-blue.svg [stars badge]:https://img.shields.io/github/stars/ktaranov/sqlserver-kit.svg [forks badge]:https://img.shields.io/github/forks/ktaranov/sqlserver-kit.svg [issues badge]:https://img.shields.io/github/issues/ktaranov/sqlserver-kit.svg [contributors_badge]:https://img.shields.io/github/contributors/ktaranov/sqlserver-kit.svg [license]:https://github.com/ktaranov/sqlserver-kit/blob/master/LICENSE [stars]:https://github.com/ktaranov/sqlserver-kit/stargazers [forks]:https://github.com/ktaranov/sqlserver-kit/network [issues]:https://github.com/ktaranov/sqlserver-kit/issues [contributors]:https://github.com/ktaranov/sqlserver-kit/graphs/contributors Useful links, scripts, tools and best practice for Microsoft SQL Server Database <a id="table-of-contents"></a> ## Table of Contents - [Repo Folders and Files](#repo-folders-and-files) - [SQL Server Web Resources](#sql-server-web-resources) - [SQL Server Blogs](#blogs) - [Security Resources](#security) - [SQL Server Free Videos](#free-videos) - [Free Database Podcasts](#podcasts) - [SQL Courses](#courses) - [SQL Server Backwards Compatibility](#backwards-compatibility) - [Social, Forum and Messenger SQL Server Groups](#social) - [SQL Server Open Source Projects](#open-source) - [BIML Resources and Bloggers](#biml-resources-and-bloggers) - [PowerShell and SQL Server](#powershell-and-sql-server) - [TSQL Format Code](#tsql-format-code) - [SQL Server Test Data Generation](#sql-server-test-data-generation) - [Free SQL Server and R ebooks](#free-ebooks) - [Paid SQL Server ebooks](#paid-ebooks) - [License](#license) ## Repo Folders and Files - [SQL Server Data Types](/SQL%20Server%20Data%20Types.md) - [SQL Server Drivers](/SQL%20Server%20Drivers.md) - [SQL Server Edition](/SQL%20Server%20Edition.md) - [SQL Server Hints](/SQL%20Server%20Hints.md) - [SQL Server Name Convention and T-SQL Programming Style](/SQL%20Server%20Name%20Convention%20and%20T-SQL%20Programming%20Style.md) - [SQL Server Licensing](/SQL%20Server%20Licensing.md) - [SQL Server People](/SQL%20Server%20People.md 'Most Valuable SQL Server professionals') - [SQL Server Trace Flag](/SQL%20Server%20Trace%20Flag.md 'Complete list - 613 Trace Flags') (**Complete list - 620 trace flags**) - [SQL Server Version](/SQL%20Server%20Version.md 'List of all Microsoft SQL Sever versions') (**Complete list - from SQL Server 1.0 to SQL Server 2019**) - [Articles](/Articles) - [CLR procedures](/CLR) - [SplitterB_CLR](/CLR/SplitterB_CLR.sql) - [Extended Events](/Extended_Events) - [Known Errors](/Errors) - [SQL Server Sample Databases and Datasets](/Sample_Databases) - [Scripts](/Scripts) - **Awesome SQL Server Diagnostic Information Queries** (by Glenn Alan Berry) - [SQL Managed Instance Diagnostic Information Queries](/Scripts/SQL%20Managed%20Instance%20Diagnostic%20Information%20Queries.sql) - [Azure SQL Database Diagnostic Information Queries](/Scripts/Azure%20SQL%20Database%20Diagnostic%20Information%20Queries.sql) - [SQL Server 2019 Diagnostic Information Queries](/Scripts/SQL%20Server%202019%20Diagnostic%20Information%20Queries.sql) - [SQL Server 2017 Diagnostic Information Queries](/Scripts/SQL%20Server%202017%20Diagnostic%20Information%20Queries.sql) - [SQL Server 2016 Diagnostic Information Queries](/Scripts/SQL%20Server%202016%20Diagnostic%20Information%20Queries.sql) - [SQL Server 2014 Diagnostic Information Queries](Scripts/SQL%20Server%202014%20Diagnostic%20Information%20Queries.sql) - [SQL Server 2012 Diagnostic Information Queries](/Scripts/SQL%20Server%202012%20Diagnostic%20Information%20Queries.sql) - [SQL Server 2008 R2 Diagnostic Information Queries](/Scripts/SQL%20Server%202008%20R2%20Diagnostic%20Information%20Queries.sql) - [SQL Server 2008 Diagnostic Information Queries](/Scripts/SQL%20Server%202008%20Diagnostic%20Information%20Queries.sql) - [SQL Server 2005 Diagnostic Information Queries](/Scripts/SQL%20Server%202005%20Diagnostic%20Information%20Queries.sql) - [Table count alternative](/Scripts/Table%20Count%20alternative.sql) (by Jes Schultz Borland) - [Foreign Key batch rename](/Scripts/Foreign%20Key%20batch%20rename.sql) (by Wes Henriksen) - [Count character matches](/Scripts/Count%20character%20matches.sql) - and many others... - [Solution](/Solution) - [dbWarden](/Solution/dbWarden) a free SQL Server Monitoring Package (by Stevie Rounds and Michael Rounds) - [Base line Collector script](/Solution/BaselineCollector) (by Robert Virag) - [SysJobHistory](/Solution/SysJobHistory) (by David Wentzel) - [SSMS](/SSMS) - [SSMS addins](/SSMS/SSMS_Addins.md) (**37 useful free and paid SSMS Addins**) - [SSMS Snippets](/SSMS/SSMS_Snippets) - [SSMS Shortcuts](/SSMS/SSMS_Shortcuts.md) (**More than 300 Shortcuts**) - [SSMS Tips](/SSMS/SSMS_Tips.md) (**Complete guide about hidden gems of SSMS**) - [Stored Procedure](/Stored_Procedure) - [sp_RestoreGene](/Stored_Procedure/dbo.sp_RestoreGene.sql) (by Paul Brewer) - [usp_who5](/Stored_Procedure/dbo.usp_who5.sql) (by Sean Smith) - [usp_String_Search](/Stored_Procedure/dbo.usp_String_Search.sql) (by Sean Smith) - [usp_BulkUpload](/Stored_Procedure/dbo.usp_BulkUpload.sql) - [usp_TableUnpivot](/Stored_Procedure/dbo.usp_TableUnpivot.sql) - and many others... - [User Defined Function](/User_Defined_Function) - [udf_parseJSON](/User_Defined_Function/udf_parseJSON.sql) - [udf_RenderXMLToString](/User_Defined_Function/udf_RenderXMLToString.sql) - [udf_RTF2Text](/User_Defined_Function/udf_RTF2Text.sql) - [udf_SplitStringByDelimiter](/User_Defined_Function/udf_SplitStringByDelimiter.sql) - [udf_Tally](/User_Defined_Function/udf_Tally.sql) - and many others... - [Utilities](/Utilities) (**Complete list of 395 SQL Server paid and free Utilities and Tools**) **[⬆ back to top](#table-of-contents)** ## SQL Server Web Resources - Blogs <a id="blogs"></a> - [Brent Ozar feedly reading list](https://github.com/BrentOzar/sqlblogs) - [SQL Central Blog Scripts](http://www.sqlservercentral.com/Scripts/) - [SQL Central Blog Articles](http://www.sqlservercentral.com/Articles/) - [SQL Central Blog Stairways](http://www.sqlservercentral.com/stairway/) - [DatabaseWeekly](http://www.databaseweekly.com/) - [MSSQLTips](https://www.mssqltips.com/get-free-sql-server-tips/) - [BRENT OZAR](https://www.brentozar.com/) scripts, videos and articles - [Simple-talk Articles](https://www.simple-talk.com/) - [SentryOne Blog](https://www.sentryone.com/blog) - [Glenn Berry's SQL Server Performance](http://sqlserverperformance.wordpress.com/) - [Kenneth Fisher SQLStudies Blog](http://sqlstudies.com/) - [Best SQL Server Perfomance Blog](http://sqlperformance.com/) - [Weblogs SQLTeam Blogs](http://weblogs.sqlteam.com/) - [SQLShack](https://www.sqlshack.com/) - [SQL Kiwi by Paul White](https://www.sql.kiwi/) - [DatabseJournal SQL Server Blog](http://www.databasejournal.com/features/mssql/) - [SQLPass](http://www.sqlpass.org/Home.aspx) - [Vertabelo Blog](http://www.vertabelo.com/blog) - [Midnightdba Blog](http://www.midnightdba.com/Jen/) - [Madeiradata Blog](http://www.madeiradata.com/blog/) - [SQL Server Performance Articles](http://www.sql-server-performance.com/category/articles/) - [SQL and more with KRUTI Blog](http://sqlandmorewithkruti.blogspot.ru/search/label/SQL%20Server) - [SQL Authority](http://blog.sqlauthority.com/) - [TECHNET SQL Server Blog](https://blogs.technet.microsoft.com/dataplatforminsider/) - [SQL Server Database Engine Blog](https://blogs.msdn.microsoft.com/sqlserverstorageengine/) - [SQL Server BI Blog](https://sqlserverbiblog.wordpress.com/) - [Andy Yun SQLBeck Blog](https://sqlbek.wordpress.com/) - [Curated SQL](http://curatedsql.com/) - [Blog do Ezequiel](https://blogs.msdn.microsoft.com/blogdoezequiel/) - [SQLHA Blog](http://sqlha.com/blog/) - [SQLSecurity Blog](http://www.sqlsecurity.com/home) - [SQL.ru SQL Server](http://www.sql.ru/blogs/t-sql) (Russian) - [C# Corner SQL Server Articles](http://www.c-sharpcorner.com/technologies/sql-server) - [TechTarget Blog](http://searchsqlserver.techtarget.com/) - [Toad SQL Server Blog](https://blog.toadworld.com/tag/sql-server) - [SQL-Articles](http://sql-articles.com/articles/) - [DallasDBAs Blog](http://dallasdbas.com/blog/) - [UpSearch Blog](https://upsearch.com/blog/) - [SQL tutorial](https://www.scaler.com/topics/sql) - [ProData Blog](http://blogs.prodata.ie/) - [DallasDBAs.com Blog](http://dallasdbas.com/blog/) - [SQLBI Blog](http://www.sqlbi.com) - [RDX Blog](http://blog.rdx.com) - [Codingsight](http://codingsight.com/) - [Solomon Rutzky's SQL Quantum Leap Blog](https://SqlQuantumLeap.com/) - [Niels Berglund Blog](https://nielsberglund.com) - [BornSQL Blog](https://bornsql.ca/blog/) - [Kevin Chant Blog](https://www.kevinrchant.com/) - [SQLBlog.org](https://sqlblog.org) - [Idera SQL Server Blog](https://community.idera.com/tags/SQL%2bServer) - [SQL Server Science Blog](https://www.sqlserverscience.com/) (by Max Vernon) - [Kohera SQL Server Blog](https://kohera.be/blog/category/sql-server/) - Security (great thanks to [Troy Hunt](https://www.troyhunt.com/troys-ultimate-list-of-security-links/)) <a id="security"></a> - SQL injection - [sqlmap - The tool for mounting SQL injection attacks tests against a running site](http://sqlmap.org/) - [Drupal 7 SQL injection flaw of 2014](https://www.drupal.org/PSA-2014-003) – great example of how impactful it still is (patch it within 7 hours or you are owned) - [Ethical Hacking: SQL Injection](http://www.pluralsight.com/courses/ethical-hacking-sql-injection) – If you really want to go deep, here is five and a half hours worth of Pluralsight content - Exploit databases and breach coverage - [seclists.org](http://seclists.org) – Heaps of exploits consolidated from various bug tracking lists - [Exploit Database](https://www.exploit-db.com/) – Very comprehensive list of vulnerabilities - [Data Loss DB](http://datalossdb.org/) – Good list of breaches including stats on number of records compromised - [Information is Beautiful: World’s Biggest Data Breaches](http://www.informationisbeautiful.net/visualizations/worlds-biggest-data-breaches-hacks/) - [Biggest data breaches in history](https://www.comparitech.com/blog/information-security/biggest-data-breaches-in-history/) (by Dave Albaugh) - [Microsoft SQL Server Permissions Posters](https://github.com/Microsoft/sql-server-samples/tree/master/samples/features/security/permissions-posters) - [Module Signing Info](https://modulesigning.info/) - Info and resources related to module signing (i.e. Certificates, Asymmetric Keys, `ADD SIGNATURE`, etc) in T-SQL and SQLCLR - [SQL Server security best practices](https://learn.microsoft.com/en-us/sql/relational-databases/security/sql-server-security-best-practices) (by Microsoft) - Free Videos <a id="free-videos"></a> - [Youtube Brent Ozar](https://www.youtube.com/user/BrentOzar/videos) - [Youtube Free SQL Server Statisctics Class](https://www.youtube.com/playlist?list=PLDYqU5RH_aX05ajDAH-6sYXr4i1Mjh9lT) - [SQLPASSTV videos](https://www.youtube.com/user/SQLPASSTV/videos) - [IDERA Resource Center](https://www.idera.com/resourcecentral) - [MSSQLTips SQL Server Webcasts and Videos](https://www.mssqltips.com/sql-server-webcasts/) - [SQL Server Videos](http://www.sqlservervideos.com/) - [TECHNET How do I Videos](https://technet.microsoft.com/en-us/library/dd353197.aspx) - [Veeam Learn Microsoft SQL Server](http://go.veeam.com/learn-microsoft-sql-server-free-video-tutorial-course.html) - [MidnightDBA ITBookWorm Video](http://midnightdba.itbookworm.com/Minion/Reindex) - [SQL Server Hangouts](https://www.youtube.com/playlist?list=PLvcGRPk71pmRi2UZHKfyruJKu_zHZ0ROc) (by Boris Hristov, Cathrine Wilhelmsen) - [Youtube russianVC](https://www.youtube.com/channel/UC0UA5gKnOq9TM1RNvMIArwg) (Russian) - [Youtube SSMSBoost tutorials](https://www.youtube.com/channel/UCkm2ETlBDjs5V-kKb6j86zQ) - [Youtube Redgate Videos](https://www.youtube.com/redgate) - [User Group.tv](http://usergroup.tv/) (by Shawn Weisfeld) - [SQLPass Virtual Chapters](http://www.sqlpass.org/passchapters/virtualchapters.aspx) - [Youtube SQLpassion](https://www.youtube.com/channel/UCkrUQVPrv36Musorn0K4KoA) - [SQLBits Video](https://sqlbits.com/content/) - [Pragmatic Works Free Training Webinars](http://pragmaticworks.com/Training/FreeTrainingWebinars) - [Youtube Pragmatic Works Video](https://www.youtube.com/user/PragmaticWorks) (by Devin Knight and Manuel Quintana) - [TechEd SQL Server Videos](https://channel9.msdn.com/Search?term=sql%20server&lang-en=true) - [Build 2018 conference](http://sqlservercode.blogspot.ru/2018/05/azure-sql-data-warehouse-azure-sql.html) - [New Stars of Data SQL Server Video](https://www.youtube.com/playlist?list=PLLq_tkpMFDU5ibrnqn6I8CZxZ2-zYWG9m) - [Youtube Community 1nn0va](https://www.youtube.com/c/Community1nn0va/videos) (by Community 1nn0va) - Free Database Podcasts <a id="podcasts"></a> - [SQL Server Radio](http://www.sqlserverradio.com/) (by Guy Glantser and Matan Yungman) - [SQL Data Partners](http://sqldatapartners.com/podcast/) (by Carlos L Chacon, César Oviedo and Adrian Miranda) - [Away from the Keyboard](http://awayfromthekeyboard.com/) (by Cecil Phillip and Richie Rump) - [RunAs Radio](http://runasradio.com/) (by Richard Campbell and Greg Hughes) - [People Talking Tech](http://peopletalkingtech.com/) (by Denny Cherry) - [NET Rocks!](http://www.dotnetrocks.com/) (by Richard Campbell and Carl Franklin) - [SQL Down Under Podcast](https://sqldownunder.com/pages/sql-down-under-podcast) (by Greg Low) - [Free sql server video tutorials for beginners](http://csharp-video-tutorials.blogspot.ru/p/free-sql-server-video-tutorials-for.html) (by PRAGIM Technologies) - [Dear SQL DBA](https://www.littlekendra.com/dearsqldba/) (by Kendra Little) - [GroupBy.org - Group By is a free online event for the community, by the community](https://groupby.org/) (by Brent Ozar team) - [DevopsCafe](http://devopscafe.org/) (by John Willis and Damon Edwards) - [SQLPlayer](http://sqlplayer.net/) (by Kamil Nowinski and Damian Widera) - [Data Driven](http://datadriven.tv/) (by Frank La Vigne and Andy Leonard) - [SQL Undercover Podcast](https://sqlundercover.com/category/podcast/) (by David Fowler and Adrian Buckman) - [Dallas DBAs](https://dallasdbas.com/) (by Kevin Hill) - [SQL Server Pain Relief: Office Hours](https://www.stitcher.com/podcast/sql-server-pain-relief-office-hours-with-brent-ozar-unlimitedr) (by Brent Ozar) - [Azure DevOps Podcast](http://azuredevopspodcast.clear-measure.com/) (by Microsoft) - [Mixed Extents](https://youtu.be/hBgMadT9fuU) (by EightKB) - Courses <a id="courses"></a> - Free - [SQLBolt - Learn SQL with simple, interactive exercises](https://sqlbolt.com/) - [Learning Extended Events in 60 Days](https://jasonbrimhall.info/2015/09/08/learning-extended-events-in-60-days/) and new [link](http://sqlxevents.com/) (by Jason Brimhall) - [Learn SQL Server by solving problems](https://littlekendra.com/courses-overview/) (by Little Kendra) - [Codecademy Learn SQL](https://www.codecademy.com/learn/learn-sql) - [Codecademy SQL: Table Transformation](https://www.codecademy.com/learn/sql-table-transformation) - [Codecademy SQL: Analyzing Business Metrics](https://www.codecademy.com/learn/sql-analyzing-business-metrics) - [MVA SQL Server Courses](https://mva.microsoft.com/product-training/sql-server) - [How to Think Like the SQL Server Engine](https://www.brentozar.com/training/think-like-sql-server-engine/) - [Free SQL Tutorials](http://www.guru99.com/sql.html) - [OpenedX Microsoft Courses](https://openedx.microsoft.com/) - [SQLBolt - Learn SQL with simple, interactive exercises](https://sqlbolt.com/) - [SQL Tutorial](https://sqlzoo.net) - [HackerRank.com - SQL interactive exercises and many others languages](https://www.hackerrank.com/domains/sql) - [SQL-EX.ru - Practical skills of SQL language](http://www.sql-ex.ru) (Russian, English) - [Free Azure certification training courses](https://rlevchenko.com/2019/01/11/free-azure-certification-training-courses/) - [SQL Server Tutorial](https://www.tutorialgateway.org/sql/) (by Tutorial Gateway) - [Intro to SQL: Querying and managing data](https://www.khanacademy.org/computing/computer-programming/sql) - [T-SQL Tutorial](https://www.tutorialspoint.com/t_sql/index.htm) (by TutorialSpoint) - [T-SQL Tutorial and examples](https://www.tsql.info/sql-tutorial.php) (by tsql.info) - [Red Gate Data Platform courses](https://www.red-gate.com/hub/university/courses/data-platform) (by Red Gate) - [SQLZoo tutorial](https://sqlzoo.net/) - [edX SQL Courses](https://www.edx.org/learn/sql) (by edX) - [SQL Murder Mystery](https://github.com/NUKnightLab/sql-mysteries) (by NUKnightLab) - [SQL Murder Mystery with answers](https://github.com/erika-e/sql-mysteries) (by Erika Pullum) - [SQL Problems and solutions](http://www.sql-tutorial.ru/en) (by S. I. Moiseenko) - [Advanced T-SQL Puzzles](https://github.com/smpetersgithub/AdvancedSQLPuzzles) (by Scott Peters) - [Leetcode SQL Problems](https://leetcode.com/problemset/database/) - Paid - [Lynda Courses](http://www.lynda.com/SQL-Server-training-tutorials/456-0.html) - [Veeam Free Courses](https://go.veeam.com/microsoft-sql-series-webinars.html) - [SQLSkills Trainings](https://www.sqlskills.com/sql-server-training/online-training/) - [Brent Ozar Team Trainings](https://www.brentozar.com/training/) - [Pluralsight Courses](https://www.pluralsight.com/search?q=sql+server&categories=all) - [SolidQ Classes](https://training.solidq.com/classes/) - [JOOQ SQL Masterclass](http://www.jooq.org/training/) - [Learn SQL Server High Availability & Disaster Recovery](https://learnsqlserverhadr.com/) (by Edwin M Sarmiento) - [Madeira Data Solutions Academy](http://madeira-data-solutions.teachable.com/) - [SQLpassion Online Academy](http://www.sqlpassion.at/online-training/index.html) (by Klaus Aschenbrenner) - [Vertabelo Academy](https://academy.vertabelo.com/) - [Darling Data - The Best SQL Server Training On The Internet?](https://learn.erikdarlingdata.com/) (by Erik Darling) - [W3Resource SQL Exercises, Practice, Solution](https://www.w3resource.com/sql-exercises/) (by w3resource) - [LinkedIn SQL Server cources](https://www.linkedin.com/learning/search?entityType=COURSE&keywords=sql%20server) (by LinkedIn) - SQL Server Deprecated database engine features and Backwards Compatibility <a id="deprecated"></a> - [Deprecated Features in SQL Server Replication](https://learn.microsoft.com/en-us/sql/relational-databases/replication/deprecated-features-in-sql-server-replication?view=sql-server-ver16) - [Deprecated database engine features in SQL Server 2022](https://learn.microsoft.com/sql/database-engine/discontinued-database-engine-functionality-in-sql-server?view=sql-server-ver16) - [Deprecated database engine features in SQL Server 2019](https://learn.microsoft.com/sql/database-engine/deprecated-database-engine-features-in-sql-server-2019?view=sql-server-ver16) - [Deprecated database engine features in SQL Server 2017](https://learn.microsoft.com/sql/database-engine/deprecated-database-engine-features-in-sql-server-2017?view=sql-server-ver16) - [Deprecated database engine features in SQL Server 2016](https://learn.microsoft.com/sql/database-engine/deprecated-database-engine-features-in-sql-server-2016?view=sql-server-ver16) - [2014 Backwards Compatibility](https://docs.microsoft.com/en-us/sql/getting-started/backward-compatibility?view=sql-server-2014) - [2012 Backwards Compatibility](https://docs.microsoft.com/en-us/previous-versions/sql/sql-server-2012/ms143532(v=sql.110)) - [2008 R2 Backwards Compatibility](https://docs.microsoft.com/en-us/previous-versions/sql/sql-server-2008-r2/cc707787(v=sql.105)) - [2008 Backwards Compatibility](https://docs.microsoft.com/en-us/previous-versions/sql/sql-server-2008/cc707787(v=sql.100)) - [2005 Backwards Compatibility](https://docs.microsoft.com/en-us/previous-versions/sql/sql-server-2005/ms143532(v=sql.90)) - SQL Server System Views Map - [SQL Server 2008 System Views Map](https://www.microsoft.com/en-us/download/details.aspx?id=9301) - [SQL Server 2012 System Views Map](https://www.microsoft.com/en-us/download/details.aspx?id=39083) - Microsoft Troubleshooting and security guides - [Solving Connectivity errors to SQL Server](https://support.microsoft.com/en-us/help/4009936/solving-connectivity-errors-to-sql-server) - [Troubleshooting connectivity issues with Microsoft Azure SQL Database](https://support.microsoft.com/en-in/help/10085/troubleshooting-connectivity-issues-with-microsoft-azure-sql-database) - [Troubleshooting Always On Issues](https://support.microsoft.com/en-us/help/10179/troubleshooting-alwayson-issues) - [Guide for enhancing privacy and addressing GDPR requirements with the Microsoft SQL platform](https://aka.ms/gdprsqlwhitepaper) - SQL Server feedbacks <a id="feedbacks"> - [SQL Server help and feedback](https://docs.microsoft.com/en-us/sql/sql-server/sql-server-get-help) - [Azure Data Studio feedback](https://github.com/Microsoft/azuredatastudio/issues) - [Azure SQL DB feedback](https://feedback.azure.com/forums/217321-sql-database) - [Azure SQL DB Managed Instances feedback](https://feedback.azure.com/forums/915676-sql-managed-instance) - [Power BI feedback](https://ideas.powerbi.com/forums/265200-power-bi-ideas) - [SSMS feedback](https://social.msdn.microsoft.com/Forums/en-US/home?forum=sqltools) - [SQL Server Data Tools feedback](https://social.msdn.microsoft.com/Forums/en-US/home?forum=ssdt&filter=alltypes&sort=lastpostdesc) - Social, Forum and Messenger SQL Server Groups <a id="social"></a> - [SQLServerCentral Forum](http://www.sqlservercentral.com/Forums/) (more than 10^6 People) - [Slack #sqlhelp](https://sqlcommunity.slack.com/messages/sqlhelp/) (more than 900 People) - [Slack #firstresponderkit](https://sqlcommunity.slack.com/messages/firstresponderkit/) (more then 90 People) - [Twitter #SQLServer](https://twitter.com/hashtag/SQLServer), [Twitter #SQLFamily](https://twitter.com/hashtag/SQLFamily), [Twitter #sqlhelp](https://twitter.com/hashtag/sqlhelp) (more than 500 People) - Reddit – [`/r/sqlserver`](https://www.reddit.com/r/SQLServer/), [`/r/sql`](https://www.reddit.com/r/SQL/), and [`/r/database`](https://www.reddit.com/r/Database/) - [SQL.ru SQL Server Forum](http://www.sql.ru/forum/microsoft-sql-server) (more than 10^5 People, Russian) - [VK.com #sqlcom](https://vk.com/sqlcom) (more than 3600 People, Russian) - [SQL Server User Group Meetings](https://www.mssqltips.com/sql-server-user-groups/) - [Russian SQL Server User Group](https://www.facebook.com/groups/144858492215825/) (900 People, Russian) - [SQLcom.ru telegram chat](https://t.me/sqlcom) (1900 People, Russian) - [PowerBI telegram chat](https://t.me/PBI_Rus) (295 People, Russian) - [PostgesSQL telegram chat](https://t.me/pgsql) (2823 People, Russian) - [DBA telegram chat](https://t.me/dba_ru) (1389 People, Russian) - [SQLTeam SQL Server Forum](https://forums.sqlteam.com/) - [Red Gate SQL Server Forum](https://forum.red-gate.com/) - [Microsoft SQL Server on Q&A](https://docs.microsoft.com/en-us/answers/products/sql-server) - SQL Server Conferences <a id="conference"></a> - [SQL Saturdays](https://sqlsaturday.com/) - [Pass Sumit - Red Gate](https://passdatacommunitysummit.com) - [SQLBits](https://sqlbits.com/) - [Microsoft Ignite](https://myignite.microsoft.com/home) - [Microsoft Build](https://mybuild.microsoft.com/home) - [Devintersection](https://devintersection.com/) - [SentryOne SQL Server Virtual Conference](https://info.sentryone.com/accelerate-2020) - [Red Gate SQL Server Online Events](https://www.red-gate.com/hub/events/online-events/) - [EigthKB Sql Server Internals Conference](https://eightkb.online/) - [DataWeekender](https://www.dataweekender.com/schedule) - [Dativerse](https://sessionize.com/dativerse) - [Future Data Driven](https://datadrivencommunity.com/) - [DataMinds Connect](https://datamindsconnect.be/) - [New Stars of Data ](https://www.newstarsofdata.com/) - [Data Weekender](https://www.dataweekender.com/) - [Data Toboggan](http://www.datatoboggan.co.uk/) - [The SQL Server & Azure SQL Conference](https://www.mssqlconf.com/#!/) - [Microsoft Build](https://mybuild.microsoft.com/home) - [Microsoft Ignite](https://myignite.microsoft.com/home) - [Microsoft Inspire](https://myinspire.microsoft.com/home) - [DataMinutes](https://datagrillen.com/dataminutes/) - [Data & AI Summit](https://databricks.com/dataaisummit) - Open Source Projects <a id="open-source"> - [SQLFluff - A SQL linter and auto-formatter for Humans](https://github.com/sqlfluff/sqlfluff) - [sp_whoisactive](http://whoisactive.com/) (documentation) and github repo for it [sp_WhoIsActive](https://github.com/amachanic/sp_whoisactive) (by Adam Machanic) - [Brent Ozar SQL Server First Responder Kit](https://github.com/BrentOzarULTD/SQL-Server-First-Responder-Kit) (Github) - [SQL Server Ola Hallengren's Maintenance Solution](https://github.com/olahallengren/sql-server-maintenance-solution) (by Ola Hallengren) (Github) - [Standby restore script output for Ola Hallengren's Maintenance Solution](https://github.com/jzagelbaum/OlaHallengrenRestoreScript) (by jzagelbaum) (Github) - [SqlQueryStress - SQL query stress simulator for SQL Server](https://github.com/ErikEJ/SqlQueryStress) (by Adam Machanic and Erik Ejlskov Jensen) - [WorkloadTools - collection of tools to collect, analyze and replay SQL Server workloads, on premises and in the cloud](https://github.com/spaghettidba/WorkloadTools) (by Gianluca Sartori) - [Statistic Parser](https://github.com/Jorriss/StatisticsParser) (by Richie Rump) (Github) - [SQL Generator](https://github.com/Jorriss/sqlgenerator) (by Richie Rump) (Github) - [Columnstore Indexes Scripts Library](https://github.com/NikoNeugebauer/CISL) (by Niko Neugebauer) (Github) - [MOSL - Memory Optimized Script Library](https://github.com/NikoNeugebauer/MOSL) (by Niko Neugebauer) (Github) - [sp_SrvPermissions - stored procedure for list Server permissions](https://github.com/sqlstudent144/SQL-Server-Scripts/blob/master/sp_SrvPermissions.sql) (by Kenneth Fisher) - [sp_DBPermissions - stored procedure for list database permissions](https://github.com/sqlstudent144/SQL-Server-Scripts/blob/master/sp_DBPermissions.sql) (by Kenneth Fisher) - [stpChecklist_Seguranca - stored procedure with more than 70 security items to validate your SQL Server database](https://github.com/dirceuresende/checklist_seguranca) (by Dirceu Resende) - [mssql-docker - Official Microsoft repository for SQL Server in Docker resources](https://github.com/ktaranov/mssql-docker) (by Microsoft) (Github) - [SQLCover - TSQL code coverage tool for SQL Server 2008+](https://github.com/GoEddie/SQLCover) (by Ed Elliott) (Github) - [tSQLt - testing framework for Microsoft SQL Server](https://github.com/tSQLt-org/tSQLt) (Github) - [SQLCop - tSQLt tests to highlight potential problems in your database](https://github.com/red-gate/SQLCop) (Red Gate) - [T-SQL SimMetrics string matching algorithms](https://github.com/GuerrillaAnalytics/similarity) (Github) - [Azure Blob Storage Backup](https://github.com/bornsql/azureblobstoragesync) (by Randolph West) (Github) - [StackExchange.DataExplorer - free tool for executing SQL queries against Stack Exchange databases](https://github.com/StackExchange/StackExchange.DataExplorer) (Github) - [Machine Learning Templates with SQL Server 2016 R Services](https://github.com/Microsoft/SQL-Server-R-Services-Samples) (by Sheri Gilley) (Github) - [Campaign Optimization - Predicting How and When to Contact Leads Implemented on SQL Server 2016 R Services](https://github.com/Microsoft/r-server-campaign-optimization) (by Sheri Gilley) (Github) - [SQL Server Performance Dashboards - contains all Microsoft based reports, custom built reports, modified reports and the TSQL setup](http://sqldashboards.codeplex.com/) (by Arun Sirpal) - [tigertoolbox - Repository for Tiger team for "as-is" solutions and tools/scripts that the team publishes for SQL Server](https://github.com/Microsoft/tigertoolbox) (Github) - [SQL Server FineBuild - makes it easy for anyone to produce a best-practice installation and configuration of SQL Server](https://sqlserverfinebuild.codeplex.com/) (by Brian Davis) - [Pssdiag/Sqldiag Manager - is a graphic interface that provides customization capabilities to collect data for SQL Server using sqldiag collector engine](https://github.com/Microsoft/DiagManager) (Github) - [sql-xplat-cli - Repository for the new SQL cross-platform command line tools](https://github.com/Microsoft/sql-xplat-cli) (by Microsoft) - [dbfs - A tool for mounting MS SQL Server DMVs using FUSE](https://github.com/Microsoft/dbfs) (by Microsoft) - [Opserver - Stack Exchange's Monitoring System](https://github.com/opserver/Opserver) (by Stack Exchange) - [Bosum - Time Series Alerting Framework](https://github.com/bosun-monitor/bosun) (by Stack Exchange) - [BismNormalizer - is a free and open-source tool to manage Microsoft Analysis Services tabular models](https://github.com/christianwade/BismNormalizer) (by Christian Wade) - [DbSharp - is a DAL Generator](https://www.codeproject.com/Articles/776811/DbSharp-DAL-generator-tool) (by Higty) - [YourSqlDba - Database maintenance solution as a single SQL script](https://github.com/pelsql/YourSqlDba) (by Maurice Pelchat) - [OpenQueryStore - collection of scripts that add Query Store like functionality to pre-SQL Server 2016 Instance](https://github.com/OpenQueryStore/OpenQueryStore) - [ssis-dashboard - HTML5 SQL Server Integration Services Dashboard](https://github.com/yorek/ssis-dashboard) (by Davide Mauri) - [SQL Server Regex - run regular expressions in SQL Server](https://github.com/DevNambi/sql-server-regex) (by Dev Nambi) - [Binary Formatter - format binary files (e.g. DLL / CER / PVK) into hex bytes string for SQL script](https://github.com/SqlQuantumLeap/BinaryFormatter) (by Solomon Rutzky / Sql Quantum Leap) - [ExtendedTSQLCollector - Custom collector types to extend and simplify the features offered by the built-in SQL Server Data Collector and read data from Extended Events and/or queries](https://github.com/spaghettidba/ExtendedTSQLCollector) (by Gianluca Sartori) - [XESmartTarget - configurable target for SQL Server Extended Events](https://github.com/spaghettidba/XESmartTarget) (by Gianluca Sartori) - [Schemazen - script and create SQL Server objects quickly](https://github.com/sethreno/schemazen) (by Seth Reno) - [soddi - StackOverflow Data Dump Importer](https://github.com/BrentOzarULTD/soddi) (by Brent Ozar team) - [Automatically fix high VLF counts in SQL Server 2012+](https://github.com/tboggiano/autofix-vlfs) (by Tracy Boggiano) - [splittinglargefiles - Process for splitting large files in a filegroup that has grown out of control.](https://github.com/tboggiano/splittinglargefiles) (by Tracy Boggiano) - [olamaintconfigtables - This are tables and jobs that can use to run Ola's scripts as T-SQL Jobs and run on Linux](https://github.com/tboggiano/olamaintconfigtables) (by Tracy Boggiano) - [SQL Undercover Toolbox - A collection of cool and useful tools, procedures and scripts for the discerning DBA](https://github.com/SQLUndercover/UndercoverToolbox) (by SQL Undercover) - [dba-database - Database containing DBA helper code and open source software](https://github.com/amtwo/dba-database) (by Andy Mallon) - [SQLServerSpaceAnalysis PowerBI](https://github.com/SQLJana/SQLServerSpaceAnalysis) (by Jana Sattainathan) - [SQL Server Telegram Bot](https://github.com/ionflux/mssql-telegram-bot/) - [ZabbixMSSQL - Zabbix Template and tools for Microsoft SQL Server](https://github.com/dreik/ZabbixMSSQL) (by Sergey Kolesnik) - [AGLatency - analyze AG log block movement latency between replicas and create report accordingly](https://github.com/suyouquan/AGLatency) (by Simon Su) - [SQLSetupTools - FixMissingMSI, Product Browser, SQL Registry Viewer](https://github.com/suyouquan/SQLSetupTools) (by Simon Su) - [tsql-parser - Library Written in C# For Parsing SQL Server T-SQL Scripts in .Net](https://github.com/bruce-dunwiddie/tsql-parser) (by Bruce Dunwiddie) - [tsqllint - Configurable linting for TSQL](https://github.com/tsqllint/tsqllint) (by tsqllint) - [Rezoom.SQL - F# ORM for SQL databases](https://github.com/rspeele/Rezoom.SQL) (by Robert Peele) - [SQLtoExcel - Exports the output of one or more TSQL script queries to Excel](https://github.com/BeginTry/SQLtoExcel) (by Dave Mason) - [Analysis Services - Analysis Services samples and community projects](https://github.com/Microsoft/Analysis-Services) (by Microsoft) - [ms-sql-express-replication - replication library written for MS SQL Sever Express edition](https://github.com/janhalama/ms-sql-express-replication) (by Jan Halama) - [SQL query builder, written in C#](https://github.com/sqlkata/querybuilder) - [php-crud-api - Single file PHP script that adds a REST API to a SQL database](https://github.com/mevdschee/php-crud-api) (by Maurits van der Schee) - [sql2xls - SQL to Excel Export Tool](https://github.com/bornsql/sql2xls) (by Randolph West) - [azureblobstoragesync - Backup any version of your on-premises SQL Server database to a network share or Azure Blob Storage and restore it too](https://github.com/bornsql/azureblobstoragesync) (by Randolph West) - [sql_profiler - Microsoft SQL-Server Profiler (command-line) for Linux/Mac/Windows](https://github.com/ststeiger/sql_profiler) (by Stefan Steiger) - [dbops - Powershell module that provides continuous database deployments on any scale](https://github.com/sqlcollaborative/dbops) (by Kirill Kravtsov) - [TabularTranslator - allow create translations for a translation file generated by SSDT for tabular models with the compatibility level 1200 and up](https://github.com/Kjonge/TabularTranslator) (by Kjonge) - [TSqlStrong - T-Sql type checker that detects improper joins, possibly null value operations, enumeration check constraint violations, incorrect use of temporary table at call site, and more](https://github.com/JSuder-xx/TSqlStrong) (by John Suder) - [SQL Power Doc - is a collection of Windows PowerShell scripts and modules that discover, document, and diagnose SQL Server instances and their underlying Windows OS & machine configuration](https://github.com/kendalvandyke/sqlpowerdoc) (by Kendal Van Dyke) - [rsqlserver - Sql Server driver database interface (DBI) driver for R](https://github.com/agstudy/rsqlserver) - [DBA MultiTool - T-SQL scripts for the long haul: optimizing storage, on-the-fly documentation, and general administrative needs.](https://github.com/LowlyDBA/dba-multitool) (by John McCall) - [language-extensions-sqlserver - SQL Server Language Extensions project](https://github.com/microsoft/sql-server-language-extensions) (by Microsoft) - [AzureRMR - R package for interacting with Azure Resource Manager](https://github.com/Azure/AzureRMR) (by Microsoft) - [EntityFramework.Utilities - Provides extensions for EntityFramework that doesn't exist out of the box like delete and update by query and bulk inserts](https://github.com/MikaelEliasson/EntityFramework.Utilities) (by Mikael Eliasson) - [EFCore.BulkExtensions - Entity Framework Core Bulk Batch Extensions for Insert Update Delete and Read (CRUD) operations on SQL Server and SQLite](https://github.com/borisdj/EFCore.BulkExtensions) (by Boris Djurdjevic) - [Performance Analysis of Logs (PAL) Tool](https://github.com/clinthuffman/PAL) (by Clint Huffman) - [SQL-Server-Permissions-Manager - a set of scripts for managing logins and permissions on SQL Server databases](https://github.com/ericcobb/SQL-Server-Permissions-Manager) (by Eric Cobb) - [AwesomeSQLServer - collection of SQL Server Queries and documentations to fix your SQL Server's bottle neck](https://github.com/SQLadmin/AwesomeSQLServer) (by SqlAdmin) - [databases_scripts - SQL Server useful scripts](https://github.com/dgavrikov/databases_scripts/tree/master/SQL%20Server) (by Dmitriy Gavrikov) - [sp_PressureDetector - stored procedure for quickly detecting CPU and Memory pressure on a SQL Server](https://github.com/erikdarlingdata/DarlingData/tree/main/sp_PressureDetector) (by Erik Darling) - [sp_HumanEvents - make Extended Events easier and more approachable for the average admin to troubleshoot common scenarios](https://www.erikdarlingdata.com/sp_humanevents/) (by Erik Darling) - [Export Prometheus metrics from SQL queries](https://github.com/albertodonato/query-exporter) (by Alberto Donato) - [homebrew-mssql-release - brew formulae for Microsoft ODBC Driver for SQL Server and SQL Server Command Line Utilities](https://github.com/microsoft/homebrew-mssql-release) (by Microsoft) - [ASSP - Analysis Services Stored Procedure Project](https://asstoredprocedures.github.io/ASStoredProcedures/) (by Darren Gosbell) - [Data-Blogger-Resource-Kit - Includes resources for use by bloggers, microbloggers, vloggers, and origami enthusiasts who focus on SQL Server](https://github.com/amtwo/Data-Blogger-Resource-Kit) (by Andy Andy Mallon) - [SQL-Server-Multi-Thread - a framework to do multi-threading in T-SQL using SQL Server Agent jobs.](https://github.com/jobbish-sql/SQL-Server-Multi-Thread) (by ) - [SQL Server and Azure SQL Labs and Workshops](https://microsoft.github.io/sqlworkshops/) (by Microsoft) - [MsSqlDependencyBrowser - Simple tool to browse between dependent objects on MS SQL Server](https://github.com/usharik/MsSqlDependencyBrowser) (by Aleksej Usharovskij) - [`Projects-MS-SQL-Server-DBA` - Utilities and Scripts for SQL Server dba](https://github.com/jobgemws/Projects-MS-SQL-Server-DBA) (by Evgeniy Gribkov) - [`sp_alter_column` stored procedure is able to alter a column with dependencies](https://github.com/segovoni/sp_alter_column) (by Sergio Govoni) - [Toolbox repository for Madeira's consultant team](https://github.com/MadeiraData/MadeiraToolbox) (by Madeira) - [`mssql-jobs-hadr` - maintain scheduled jobs on SQL Servers with either Availability Groups or Database Mirroring](https://github.com/MadeiraData/mssql-jobs-hadr) (by Eitan Blumin) - [Fluent Migrator is a migration framework for .NET much like Ruby on Rails Migrations](https://github.com/fluentmigrator/fluentmigrator) (by Eivind Gussiås Løksetheloekset, Mark Junker, Tom Marien) - [SQL Server in Docker](https://github.com/microsoft/mssql-docker) (by Microsoft) - [ActiveRecord SQL Server Adapter - SQL Server Adapter For Rails](https://github.com/rails-sqlserver/activerecord-sqlserver-adapter) (by rails-sqlserver) - [EFCorePowerTools - Reverse engineering, model visualization and migrations UI for EF Core](https://github.com/ErikEJ/EFCorePowerTools) (by Erik Ejlskov Jensen) - [SqlTableDependency - a high-level C# component used to audit, monitor and receive notifications on SQL Server's record table changes](https://github.com/christiandelbianco/monitor-table-change-with-sqltabledependency) (by Christian Del Bianco) - [EFSecondLevelCache.Core - Entity Framework Core Second Level Caching Library (Redis)](https://github.com/VahidN/EFSecondLevelCache.Core) (by Vahid Nasiri) - [Dotmim.Sync - a brand new database synchronization, multi platform, multi databases, developed on top of .Net Standard 2.0](https://github.com/Mimetis/Dotmim.Sync) - [Hekaton-based shock absorber pattern for SQL Server](https://github.com/sqlsunday/shock-absorber) (by Daniel Hutmacher) - [HammerDBBenchmark - Swarchy T101 Wilson HammerDb Benchmark Setup Scripts for SQL Server](https://github.com/swarchy/HammerDBBenchmark) (by Swarchy T101 Wilson) - [sqlblockedprocesses - SQL Server Blocked Process Report Viewer](https://github.com/mjswart/sqlblockedprocesses) (by Michael J. Swart) - [sp_CRUDGen - stored procedure that generates stored procedures for you based on your tables and metadata like foreign keys and data types](https://github.com/kevinmartintech/sp_CRUDGen) (by Kevin Martin) - [sp_Develop - can be used by database developers, software developers and for performing database code (smell) reviews.s](https://github.com/EmergentSoftware/SQL-Server-Development-Assessment) (by Kevin Martin) - [DBA Dash - Performance monitoring tool for SQL Server](https://github.com/trimble-oss/dba-dash) (by Trimble) - [lowlydba.sqlserver - A cross-platform Ansible collection using PowerShell to configure and maintain SQL Server](https://github.com/lowlydba/lowlydba.sqlserver) - (by John McCall) - [SQLWatch - SQLWATCH is an Open Source and completely free SQL Server Monitoring project](https://sqlwatch.io/) (by Marcin Gminski) - [Azure_Synapse_Toolbox - Repository of tools/queries for managing and monitoring Azure Synapse](https://github.com/microsoft/Azure_Synapse_Toolbox) (by Microsoft) - Other - [SQL# SQLCLR functions](https://sqlsharp.com/) (by Sql Quantum Lift) - [SQL Server Latch Classes Library](https://www.sqlskills.com/help/latches/) (by Paul S. Randal) - [SQL Server Wait Types Library](https://www.sqlskills.com/help/waits/) (by Paul S. Randal) - [Waitopedia - is a comprehensive resource of information about SQL Server waits](https://www.spotlightessentials.com/waitopedia) (by Spotlight Essentials) - [SQL Server wait types](https://www.sqlshack.com/sql-server-wait-types/) (by SQLShack.com) - [SSIS Performance Benchmarks](http://ssisperformance.com/) - [Using Excel to parse Set Statistics IO output](http://vickyharp.com/2012/03/using-excel-to-parse-set-statistics-io-output/) (by Vicky Harp) - [Stackoverflow SQL Server](http://stackoverflow.com/questions/tagged/sql-server) - [DBA Stackexchange SQL Server](http://dba.stackexchange.com/questions/tagged/sql-server) - [Server Fault - is a question and answer site for system and network administrators](https://serverfault.com/) - [SQL Server Connection Strings](https://www.connectionstrings.com/sql-server/) - [SQL Connection String Generator for .NET](https://aireforge.com/Tools/ConnectionStringGenerator) - [SQL Injection Cheat Sheet](https://www.netsparker.com/blog/web-security/sql-injection-cheat-sheet/) (by Ferruh Mavituna) - [Stackoverflow SQL Anti Patterns](http://stackoverflow.com/questions/346659/what-are-the-most-common-sql-anti-patterns) - [Azure Speed](http://www.azurespeed.com/) (by Blair Chen) - [DBFiddle - test your queries online](https://dbfiddle.uk/?rdbms=sqlserver_2019) - [SQLize Online - is a free online SQL environment for quickly running, experimenting with and sharing SQL code](https://sqlize.online/sql/mssql2019/) - [Experts-Exchange.com MS SQL Server Topics](https://www.experts-exchange.com/topics/ms-sql-server/) - [Paste The Plan - share query plans quickly and easily](https://www.brentozar.com/pastetheplan/) (by Brent Ozar Team) - [StackExchange DataExplorer Query On line](http://data.stackexchange.com/stackoverflow/query/new) - [Dell Databases Wiki](http://en.community.dell.com/techcenter/storage/w/wiki/5018.sc-series-technical-documents) (by Doug Bernhardt) - [SqlServerSearcher - open source C# tool for searching SQL Server objects](https://github.com/CoderAllan/SqlServerSearcher) (by Allan Simonsen) - [DbUp is a .NET library that helps you to deploy changes to SQL Server databases](https://github.com/DbUp/DbUp) - [SQL Server monitor - manages sql server performance](https://github.com/unruledboy/SQLMonitor) (by Wilson Chen) - [How's My Plan? - .SQLPLAN analyzer](http://www.howsmyplan.com/) (by Daniel Janik) - [Minion Backup - The new standard in SQL Server backups](http://minionware.net/backup/) (by Minionware) - [Minion CheckDB - completes the MinionWare maintenance and backups suite](http://minionware.net/checkdb/) (by Minionware) - [Minion Reindex - Index maintenance that is fully automated](http://minionware.net/reindex/) (by Minionware) - [OrcaMDF - C# parser for MDF files](https://github.com/improvedk/OrcaMDF) (by Mark S. Rasmussen) - [Microsoft SQL Server Zabbix templates](https://share.zabbix.com/databases/microsoft-sql-server) - [Telegraf SQL Server Plugin](https://github.com/influxdata/telegraf/tree/master/plugins/inputs/sqlserver) (by influxdata) - [SDU Tools - pure TSQL functions Toolkit](https://sqldownunder.com/pages/sdu-tools) (by SQLDownUnder) - [Microsoft SQL Server Publications](https://www.microsoft.com/en-us/research/search/?q=sql+server&content-type=publications) - [SQL Server Feedback](https://feedback.azure.com/forums/908035-sql-server) - [Docs Overview SQL Tools](https://docs.microsoft.com/en-us/sql/tools/overview-sql-tools) - [SQL ConstantCare®: clear, personal advice for your SQL Server](https://www.brentozar.com/sql-constantcare/) (by Brent Ozar) - [The SQL Server Execution Plan Reference](https://sqlserverfast.com/epr/) (by Hugo Kornelis) - [EC2 Instance Calculator](https://ec2instances.info/) - [AWS Calculator](https://calculator.aws/#/) - [Azure Instance Calculator](http://www.azureinstances.info/) - [PowerBI Premium Calculator](https://powerbi.microsoft.com/en-us/calculator/) - [Nuodb Oracle and SQL Server Calculator ](https://www.nuodb.com/product/license-cost-calculator) - [Github SQL Trending](https://github.com/trending/sql) - [SQLCallStackResolver - Utility to resolve SQL Server callstacks to their correct symbolic form](https://github.com/arvindshmicrosoft/SQLCallStackResolver) (by Arvind Shyamsundar) - [Azure updates](https://azure.microsoft.com/en-us/updates/?status=all) - [Guides for Microsoft SQL Server Express](https://expressdb.io/) (by John McCall) - [SQL Server Diagrams](http://www.e-squillace.com/tech/techdiagrams/#SQL_Server) - [SQL Cheat Sheet for MySQL](https://websitesetup.org/sql-cheat-sheet/) (by Luke Harrison) - [Azure Database Migration Guide](https://datamigration.microsoft.com/) (by Microsoft) - [Hermitage: Testing transaction isolation levels in relation databases](https://github.com/ept/hermitage) (by Martin Kleppmann) - [csv to INSERT online converter - translates your tab-delimited data into a T-SQL INSERT statement](https://table.strd.co/) (by Structured Concepts AB) - [SQL Server Diagrams](http://www.e-squillace.com/techdiagrams-sqlserver/) (by George Squillace) - [New Stars of Data 2020 Presentations](https://github.com/SQLGrillen/NSOD-1) (by SQLGrillen) - [Get Your ColumnScore](https://columnscore.com) (by ColumnScore) - [SQL Assessment API rules in .csv format](https://github.com/microsoft/sql-server-samples/blob/master/samples/manage/sql-assessment-api/DefaultRuleset.csv) (by Microsoft) - [SQL cheat sheet for PostgreSQL and Oracle](https://www.pcwdld.com/sql-cheat-sheet) (by Marc Wilson) - [Bllitz Excel UI](https://1pro.bi/blitz-excel-ui/) (by Alex) - [Industry-specific Data Models - cover Subject Areas and are used to create Enterprise Data Models](https://web.archive.org/web/20220330034214/http://databaseanswers.org/data_models/) - [Library of Database Schemas](https://dbschemalibrary.com/) - [SQLFacts - A powerful suite of FREE TSQL tools for SQL Server database professionals](https://www.sqlfacts.com) **[⬆ back to top](#table-of-contents)** ## BIML Resources and Bloggers BIML - [Business Intelligence Markup Language](https://varigence.com/biml) BIML Resources - [BimlScript.com](http://bimlscript.com/) - [Varigence](https://varigence.com/Biml) - [Biml Forum at Varigence](https://varigence.com/Forums?forumName=Biml) - [SQLServerCentral.com](http://www.sqlservercentral.com/search/?q=Biml) - [Stairway to Biml](http://www.sqlservercentral.com/stairway/100550/) - [Biml User Group at LinkedIn](https://www.linkedin.com/groups/4640985) - [Building Blocks of Biml (Pluralsight course by Stacia Misner Varga)](https://app.pluralsight.com/library/courses/building-blocks-biml/table-of-contents) BIML Bloggers - [Ben Weissman](https://www.solisyon.de/biml-blog-de/) - [Bill Fellows](http://billfellows.blogspot.com/search/label/Biml) - [Boris Hristov](http://borishristov.com/biml/) - [Brian Bønk](http://www.bonk.dk/biml/) - [Cathrine Wilhelmsen](http://www.cathrinewilhelmsen.net/biml/) - [Datachix: Julie Smith and Audrey Hammonds](http://datachix.com/) - [Davide Mauri](http://blog.davidemauri.it/) - [Erik Hudzik](http://www.anexinet.com/blog/author/ehudzik/) - [Hennie de Nooijer](http://bifuture.blogspot.com/search/label/BIML) - [John Welch](http://agilebi.com/jwelch/tag/biml/) - [Joost van Rossum](http://microsoft-ssis.blogspot.com/search/label/BIML) - [Marco Schreuder](http://blog.in2bi.eu/biml/) - [Meagan Longoria](https://datasavvy.wordpress.com/category/biml/) - [Nicholas Sorrell](http://sorrell.github.io/) - [Paul Te Braak](https://paultebraak.wordpress.com/tag/biml/) - [Peter Schott](http://schottsql.blogspot.com/search/label/BIML) - [Reeves Smith](https://reevessmith.wordpress.com/category/biml/) - [Roelant Vos](http://roelantvos.com/blog/?tag=biml) - [Rui Custódio](http://www.bi4all.pt/taxonomy/term/75) - [Tim Mitchell](https://www.timmitchell.net/post/tag/biml/) - [Warwick Rudd](http://www.sqlmastersconsulting.com.au/SQL-Server-Blog/PID/1675/mcat/1682/evl/0/nsw/t/EDNSearch/Biml) **[⬆ back to top](#table-of-contents)** ## PowerShell and SQL Server - [SQL Server & Windows Documentation Using Windows PowerShell](https://sqlpowerdoc.codeplex.com/) (by Kendal Vandyke) - [Stairway to SQL PowerShell](http://www.sqlservercentral.com/stairway/91327/) (by Ben Miller) - [SQL Server Health Check Script with Powershell](http://www.codeproject.com/Tips/848661/SQL-Server-Health-Check-Script-with-Powershell) (by Atul Kapoor) - [Universal SQL Server Installation Scripts](https://github.com/ktaranov/Universal-SQL-Installation-Scripts) (by Prakash Heda) (Github) - [Powershell SQL Server Performance Health Check](https://github.com/SpeedySQL/HealthCheck) (by Omid Afzalalghom) (Github) - [PSCI - Powershell Continuous Integration](https://github.com/ObjectivityBSS/PSCI) (by Objectivity Bespoke Software Specialists) (Github) - [SQLTranscriptase - SQL Server Documentation in Powershell](https://github.com/vijaybandi/SQLTranscriptase) (by Vijay Bandi) (Github) - [SQL Server PowerShell Extensions (SQLPSX)](https://github.com/MikeShepard/SQLPSX) (by Mike Shepard) (Github) - [PowerShell dbatools for SQL Server](https://github.com/ctrlbold/dbatools) (by Chrissy LeMaire) (Github) - [Create a Monitoring Server for SQL Server with PowerShell](https://www.simple-talk.com/sql/database-administration/create-a-monitoring-server-for-sql-server-with-powershell/) (by Laerte Junior) - [PowerShell SQLPass articles and video](http://powershell.sqlpass.org/default.aspx) - [PowerShell Blog NetNerds](https://blog.netnerds.net/) - [QS Config](http://www.sqlhammer.com/qs-config/) (by Derik Hammer) - [Idera 89 Free SQL Server PowerShell Scripts](https://www.idera.com/productssolutions/freetools/sqlpowershellscripts) - [Powershell SQL Server Library (PSSQLLib)](https://github.com/sanderstad/PSSQLLib) (by Sander Stad) (Github) - [Trello Board: Powershell and SQL Client Tools](https://trello.com/b/NEerYXUU/powershell-sql-client-tools-sqlps-ssms) - [PowerUpSQL: A PowerShell Toolkit for Attacking SQL Server](https://github.com/NetSPI/PowerUpSQL) (Github) - [PowerShell DBA Reports](https://github.com/SQLDBAWithABeard/dbareports) (Github) - [PowerShell sqlCheck](https://bitbucket.org/yardbirdsax/sqlcheck/src) (Bitbucket) (by Josh Feierman) - [ReportingServicesTools - Reporting Services Powershell Tools](https://github.com/Microsoft/ReportingServicesTools) (by Microsoft) - [Powershell xSQLServer module contains DSC resources for deployment and configuration of SQL Server](https://github.com/PowerShell/xSQLServer) (Github by Microsoft) - [Export-DMVInformation - Export the resuts from Glenn Berry's DMV queries directly to Excel](https://github.com/sanderstad/Export-DMVInformation/) (Github) (by Sander Stad) - [Export-QueryToSQLTable - Export one or more query results run against one or more instances/databases to table](https://github.com/SQLJana/Export-QueryToSQLTable) (by Jana Sattainathan) (Github) - [PowerBIETL - a developer tool to quickly load a SQL Database using PowerBIDesktop queries](https://www.powershellgallery.com/packages/PowerBIETL/) (by DevScope) **[⬆ back to top](#table-of-contents)** ## TSQL Format Code - [SQLinform Online Web](https://sqlinform.azurewebsites.net) - [SQLinform Online Utility](https://www.sqlinform.com) - [Instant SQL Formatter](http://www.dpriver.com/pp/sqlformat.htm) - http://poorsql.com/ - http://www.architectshack.com/PoorMansTSqlFormatter.ashx - http://www.ssmstoolspack.com/ - http://www.devart.com/dbforge/sql/sqlcomplete/ - http://www.apexsql.com/sql_tools_refactor.aspx - http://stackoverflow.com/questions/401928/sql-formatter-for-sql-management-studio **[⬆ back to top](#table-of-contents)** ## SQL Server Test Data Generation - https://www.simple-talk.com/sql/t-sql-programming/generating-test-data-in-tsql/ - http://www.convertcsv.com/generate-test-data.htm - https://github.com/benkeen/generatedata - https://sourceforge.net/projects/dbmonster/ - https://sourceforge.net/projects/spawner/ - [Tools for Generating Mock Data](https://stackoverflow.com/q/591892) - https://mockaroo.com - https://anonymize.strd.co/ **[⬆ back to top](#table-of-contents)** <a id="free-ebooks"></a> ## Free SQL Server and R ebooks SQL Server: - [Awesome Red Gate ebooks](https://www.red-gate.com/hub/books/) - SQL Developers - [Defensive Database Programming](https://assets.red-gate.com/community/books/defensive-database-programming.pdf) (by Alex Kuznetsov) - [Inside the SQL Server Query Optimizer](https://assets.red-gate.com/community/books/inside-the-sql-server-query-optimizer.pdf) (by Benjamin Nevarez) - [SQL Server Execution Plans, 3rd Edition](https://www.red-gate.com/products/dba/sql-monitor/entrypage/execution-plans) (by Grant Fritchey) - [SQL Server Source Control Basics](https://www.red-gate.com/products/sql-development/sql-source-control/entrypage/sql-server-source-control-basics) (by Robert Sheldon, Rob Richardson & Tony Davis) - [The Art of XSD](https://assets.red-gate.com/community/books/the-art-of-xsd.pdf) (by Jacob Sebastian) - [The Redgate Guide to SQL Server Team-based Development](https://assets.red-gate.com/products/sql-development/sql-source-control/entrypage/assets/RG_Guide_to_SQL_Server_Dev.pdf) (by Phil Factor, Grant Fritchey, Alex Kuznetsov, and Mladen Prajdić) - [XML Stairway](https://assets.red-gate.com/simple-talk/stairway-to-xml.pdf) - [119 SQL Code Smells](https://assets.red-gate.com/community/books/sql-code-smells.pdf) - [High Performance Techniques for SQL Server](https://www.sentryone.com/sql-server-books) (by SentryOne) - SQL DBA - [SQL Server Internals: In-Memory OLTP](https://www.red-gate.com/library/sql-server-internals-in-memory-oltp) (by Kalen Delaney) - [Fundamentals Of SQL Server 2012 Replication](https://assets.red-gate.com/community/books/fundamentals-of-sql-server-2012-replication.pdf) (by Sebastian Meine) - [Tribal SQL](https://www.red-gate.com/library/tribal-sql) - [SQL Server Transaction Log Management](https://www.red-gate.com/library/sql-server-transaction-log-management) (by Tony Davis and Gail Shaw) - [The Art of SQL Server FILESTREAM](https://assets.red-gate.com/community/books/art-of-ss-filestream.pdf) (by Jacob Sebastian and Sven Aelterman) - [SQL Server Concurrency: Locking, Blocking and Row Versioning](https://www.red-gate.com/library/sql-server-concurrency-locking-blocking-and-row-versioning) (by Kalen Delaney) - [SQL Server Backup and Restore](https://assets.red-gate.com/community/books/sql-server-backup-and-restore.pdf) (by Shawn McGehee) - [Troubleshooting SQL Server: A Guide for the Accidental DBA](https://www.red-gate.com/library/troubleshooting-sql-server-a-guide-for-accidental-dbas) (by Jonathan Kehayias and Ted Krueger ) - [SQL Server Hardware](http://assets.red-gate.com/community/books/sql-server-hardware-ebook.pdf) (by Glen Berry) - [Microsoft huge collection](https://blogs.msdn.microsoft.com/mssmallbiz/2013/06/18/huge-collection-of-free-microsoft-ebooks-for-you-including-office-office-365-sharepoint-sql-server-system-center-visual-studio-web-development-windows-windows-azure-and-windows-server/) - [Microsoft large collection](https://blogs.msdn.microsoft.com/mssmallbiz/2012/07/27/large-collection-of-free-microsoft-ebooks-for-you-including-sharepoint-visual-studio-windows-phone-windows-8-office-365-office-2010-sql-server-2012-azure-and-more/) - [Largest FREE Microsoft eBook Giveaway!](https://blogs.msdn.microsoft.com/mssmallbiz/2017/07/11/largest-free-microsoft-ebook-giveaway-im-giving-away-millions-of-free-microsoft-ebooks-again-including-windows-10-office-365-office-2016-power-bi-azure-windows-8-1-office-2013-sharepo/) - [OnlineVideoLectures ebooks](http://onlinevideolecture.com/ebooks/?subject=SQL-Server) - [Brent Ozar ebooks](https://www.brentozar.com/first-aid/) - [E-books SQL Server Directory](http://www.e-booksdirectory.com/listing.php?category=569) - [Syncfusion Techportal](http://syncfusion.com/resources/techportal) - [Modern Storage Strategies for SQL Server](http://www.actualtech.io/gg-modern-storage/) - [Migrating SQL Server Databases to Azure](https://blogs.msdn.microsoft.com/microsoft_press/2016/05/11/free-ebook-microsoft-azure-essentials-migrating-sql-server-databases-to-azure/) - [SentryOne Free eBooks](https://www.sentryone.com/resources#filter=.ebook) - [Microsoft Cloud Security for Enterprise Architects (PDF)](http://download.microsoft.com/download/6/d/f/6dfd7614-bbcf-4572-a871-e446b8cf5d79/msft_cloud_architecture_security.pdf) - [Brent Ozar SQL Server Setup Checklist eBook](http://u.brentozar.com/eBook_SQL_Server_Setup_Checklist.pdf) - [Introducing Microsoft SQL Server 2016](https://info.microsoft.com/Introducing-SQL-Server-2016-eBook.html) - [Giving away millions of free Microsoft Ebooks](https://blogs.msdn.microsoft.com/mssmallbiz/2016/07/10/free-thats-right-im-giving-away-millions-of-free-microsoft-ebooks-again-including-windows-10-office-365-office-2016-power-bi-azure-windows-8-1-office-2013-sharepoint-2016-sha/) (by Eric Ligman) - [Free Phil Factor eBook: Confessions of an IT Manager](https://www.simple-talk.com/opinion/opinion-pieces/free-phil-factor-ebook-confessions-of-an-it-manager/) (by Phil Factor) - [Power BI from Rookie to Rock Star book](http://radacad.com/download-free-power-bi-book-pdf-format) (by Reza Rad) - [Online Book: Analytics with Power BI and R](http://radacad.com/online-book-analytics-with-power-bi-and-r) (by Leila Etaati) - [Architecture of a Database System](http://db.cs.berkeley.edu/papers/fntdb07-architecture.pdf) (by Joseph M. Hellerstein, Michael Stonebraker and James Hamilton) - [Query Optimization with SentryOne Plan Explorer](https://info.sentryone.com/ebook-query-optimization-plan-explorer) - [Troubleshooting SQL Server Performance](https://info.sentryone.com/ebook-troubleshooting-sql-server-performance) (by Kevin Kline) - [Azure Machine Learning Studio: An Unleashed Guide](http://radacad.com/book-azure-machine-learning-studio-an-unleashed-guide) (by Leila Etaati) - [Nutanix Best Practices for SQL Server 2016](https://www.nutanix.com/viewer.html?type=pdf&lpurl=virtualize-microsoft-sql-server-hyperconverged-infrastructure.php&fromCampaign=true) (by Nutanix, Inc.) - [Cloud Analytics with Microsoft Azure](https://azure.microsoft.com/en-us/resources/cloud-analytics-with-microsoft-azure/) (by Has Altaiar, Jack Lee, Michael Peña) - [Snowflake for SQL Server Users Part 1 – Core Concepts](https://sqldownunder.blob.core.windows.net/public/SnowflakeForSQLServerUsers_Part_1_CoreConcepts%20-%20for%20SDU%20Insiders.pdf) (by Dr Greg Low) - [The Fundamental Guide To Sql Query Optimization](https://www.quest.com/whitepapert/the-fundamental-guide-to-sql-query-optimization8143740/) (by Janis Griffin) - [An Expert Guide To Sql Server Performance Tuning](https://www.quest.com/whitepaper/an-expert-guide-to-sql-server-performance-tuning8143874/) (by Brent Ozar, Pinal Dave, Janis Griffin) - [Microsoft® SQL Server® Notes for Professionals book](https://books.goalkicker.com/MicrosoftSQLServerBook/) (by GoalKicker Books) R: - [BookDown - Write HTML, PDF, ePub, and Kindle books with R Markdown](https://bookdown.org) - [FreeComputerBooks R EBooks](http://freecomputerbooks.com/langRBooks.html) - [Effective Graphs with Microsoft R Open](http://blog.revolutionanalytics.com/2016/05/e-book-effective-graphs.html) - [Little Book of R for Time Series](http://a-little-book-of-r-for-time-series.readthedocs.io/en/latest/index.html) (by Avril Coghlan) - [Little Book of R for Biomedical Statistics](http://a-little-book-of-r-for-biomedical-statistics.readthedocs.io/en/latest/index.html) (by Avril Coghlan) - [Little Book of R for Multivariate Analysis](http://little-book-of-r-for-multivariate-analysis.readthedocs.io/en/latest/index.html) (by Avril Coghlan) - [Text Mining with R](http://tidytextmining.com/) (by Julia Silge and David Robinson) - [An Introduction to Statistical Learning with Applications in R](http://www-bcf.usc.edu/~gareth/ISL/) (by Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani) **[⬆ back to top](#table-of-contents)** <a id="paid-ebooks"></a> ## SQL Server Paid Books - [T-SQL Fundamentals](https://amzn.to/39CLxSN) 361 pages (by Itzik Ben-Gan) - [T-SQL Querying (Developer Reference)](https://amzn.to/3bGxVIa) 803 pages (by Itzik Ben-Gan) - [Great Post, Erik](https://amzn.to/3bMtgUY) 342 pages (by Erik Darling) - [Learn T-SQL Querying](https://amzn.to/39Ia7BX) 450 pages (by Pedro Lopes, Pam Lahoud) - [SQL Server 2017 Query Performance Tuning](https://amzn.to/2UW3s2E) 823 pages (by Grant Fritchey) - [Query Store for SQL Server 2019](https://amzn.to/2OZAzPp) 236 pages (by Tracy Boggiano, Grant Fritchey) - [SQL Server 2019 Revealed](https://amzn.to/2OZSiWS) 444 pages (by Bob Ward) - [Pro SQL Server Internals](https://www.amazon.co.uk/dp/1484219635/) 840 pages (by Dmitri Korotkevitch) - [Pro SQL Server Always On Availability Groups](https://www.amazon.co.uk/dp/B01M3U6WRM/) 332 pages (by Uttam Parui, Vivek Sanil) - [Refactoring Legacy T-SQL for Improved Performance: Modern Practices for SQL Server](https://www.amazon.co.uk/dp/1484255801/) 260 pages (by Lisa Bohm) - [Hands-On SQL Server 2019 Analysis Services](https://www.packtpub.com/product/hands-on-sql-server-2019-analysis-services/9781800204768) (by Steve Hughes) **[⬆ back to top](#table-of-contents)** ## License [MIT](/LICENSE) If some procedures or scripts are restricted due to **ELUA** (or we can not find original author), please email us or add issue - we remove/update it immediately. Thanks for understanding and patience.

# BlueLedger A list of my personal and community supported projects on Github and all other locations ## Signatures ### Sigma Generic Signature Format for SIEM Systems [https://github.com/Neo23x0/sigma](https://github.com/Neo23x0/sigma) ### Signature Base Community supported YARA signature database for my scanners LOKI and THOR Lite [https://github.com/Neo23x0/signature-base](https://github.com/Neo23x0/signature-base) ### Godmode Rules PoC rules that cover a lot of different techniques and generic indicators. The mantra is `If you had only one shot, what would you aim for?` Sigma [https://gist.github.com/Neo23x0/811db09add59068a7a80273d7e5f6e0f](https://gist.github.com/Neo23x0/811db09add59068a7a80273d7e5f6e0f) YARA [https://gist.github.com/Neo23x0/f1bb645a4f715cb499150c5a14d82b44](https://gist.github.com/Neo23x0/f1bb645a4f715cb499150c5a14d82b44) ## Scanners ### LOKI Loki - Simple IOC Scanner [https://github.com/Neo23x0/Loki](https://github.com/Neo23x0/Loki) ### THOR Lite Fast and flexible multi-platform IOC and YARA scanner [https://www.nextron-systems.com/thor-lite/](https://www.nextron-systems.com/thor-lite/) ### Fenrir Simple Bash IOC Scanner [https://github.com/Neo23x0/Fenrir](https://github.com/Neo23x0/Fenrir) ## Malware Protection ### Raccine A Simple Ransomware Protection [https://github.com/Neo23x0/Raccine](https://github.com/Neo23x0/Raccine) ## Signature Work ### yarGen A YARA rule generator [https://github.com/Neo23x0/yarGen](https://github.com/Neo23x0/yarGen) ### Munin Online hash checker for Virustotal and other services [https://github.com/Neo23x0/munin](https://github.com/Neo23x0/munin) ### Panopticon A YARA rule performance measurement tool [https://github.com/Neo23x0/panopticon](https://github.com/Neo23x0/panopticon) ### Xorex XOR Key Evaluator for Encrypted Executables [https://github.com/Neo23x0/xorex](https://github.com/Neo23x0/xorex) ### yarAnalyzer Yara Rule Analyzer and Statistics [https://github.com/Neo23x0/yarAnalyzer](https://github.com/Neo23x0/yarAnalyzer) ### Fnord A pattern extractor for obfuscated code [https://github.com/Neo23x0/Fnord](https://github.com/Neo23x0/Fnord) ### YARA Rule Hash Generator A generator that creates a unique hash over the relevant sections of a YARA rule [https://gist.github.com/Neo23x0/81990b8e5eb351a118dca1d5f2a2a86b](https://gist.github.com/Neo23x0/81990b8e5eb351a118dca1d5f2a2a86b) ### Base64 Encodings Learning Aid Learning aid with the most common base64 encoded strings seen in malicious code [https://gist.github.com/Neo23x0/6af876ee72b51676c82a2db8d2cd3639](https://gist.github.com/Neo23x0/6af876ee72b51676c82a2db8d2cd3639) ### YARA Rule Performance Guidelines Guidelines to help you write YARA rules that are fast and don't consume a lot of memory [https://gist.github.com/Neo23x0/e3d4e316d7441d9143c7](https://gist.github.com/Neo23x0/e3d4e316d7441d9143c7) ### How to write YARA Rules Guides a bit outdated but still okay [How to Write Simple but Sound YARA Rules - Part1](https://www.nextron-systems.com/2015/02/16/write-simple-sound-yara-rules/) [How to Write Simple but Sound YARA Rules - Part2](https://www.nextron-systems.com/2015/10/17/how-to-write-simple-but-sound-yara-rules-part-2/) [How to Write Simple but Sound YARA Rules - Part3](https://www.nextron-systems.com/2016/04/15/how-to-write-simple-but-sound-yara-rules-part-3/) [50 Shades of YARA](https://www.nextron-systems.com/2019/01/02/50-shades-of-yara/) [How to Create a YARA Rule for a Compromised Certificate](https://www.nextron-systems.com/2018/11/01/short-tutorial-how-to-create-a-yara-rule-for-a-compromised-certificate/) ## Security Monitoring ### AntiVirus Event Analysis Cheat Sheet A cheat sheet that help security monitoring anylsts process events from their antivirus products in a reasonable manner. [https://www.nextron-systems.com/?s=antivirus](https://www.nextron-systems.com/?s=antivirus) ### Web Proxy Event Analysis Cheat Sheet A cheat sheet that help security monitoring anylsts process events from their web proxy products in a reasonable manner. [https://www.nextron-systems.com/?s=proxy+cheat](https://www.nextron-systems.com/?s=proxy+cheat) ### Auditd Best Practice Configuration Best practice configuration for the Linux/Unix audit daemon. [https://github.com/Neo23x0/auditd](https://github.com/Neo23x0/auditd) ## Threats ### APT Groups and Operations Sheet A Google Docs spreadsheet that tracks the different names and campaign of well-known threat groups. [https://docs.google.com/spreadsheets/d/e/2PACX-1vTheajUWzRhTK0XhSI3_RnYVtUJvl8mlX8HlThPyCJGK1g5SBecgS78O1oeTFQxDYS0oWlKTg2pNLyb/pubhtml](https://docs.google.com/spreadsheets/d/e/2PACX-1vTheajUWzRhTK0XhSI3_RnYVtUJvl8mlX8HlThPyCJGK1g5SBecgS78O1oeTFQxDYS0oWlKTg2pNLyb/pubhtml) ### APT Simulator APT Simulator is a Windows Batch script that uses a set of tools and output files to make a system look as if it was compromised (probably the most basic and simplest threat simulation tool available) [https://github.com/NextronSystems/APTSimulator](https://github.com/NextronSystems/APTSimulator) ### Article: The Newcomer’s Guide to Cyber Threat Actor Naming [https://medium.com/@cyb3rops/the-newcomers-guide-to-cyber-threat-actor-naming-7428e18ee263](https://medium.com/@cyb3rops/the-newcomers-guide-to-cyber-threat-actor-naming-7428e18ee263) ### Article: How to Fall Victim to Advanced Persistent Threats [https://www.nextron-systems.com/2016/05/04/how-to-fall-victim-to-apt/](https://www.nextron-systems.com/2016/05/04/how-to-fall-victim-to-apt/) ## Slide Decks ### Security Analyst Workshop Security analyst workshop slides, with useful tools and services [https://www.slideshare.net/FlorianRoth2/security-analyst-workshop-20200212](https://www.slideshare.net/FlorianRoth2/security-analyst-workshop-20200212) ### Maturity Model of Security Disciplines Maturity Model of Security Disciplines (includes the table with the top log sources) [https://www.slideshare.net/FlorianRoth2/maturity-model-of-security-disciplines](https://www.slideshare.net/FlorianRoth2/maturity-model-of-security-disciplines) ### Ransomware Resistance The Pareto principle applied to a list of measures that increase malware resistance [https://www.slideshare.net/FlorianRoth2/ransomware-resistance](https://www.slideshare.net/FlorianRoth2/ransomware-resistance) ### 50 Shades of Sigma Describe and Share Generic Threat Detection Methods [https://web.tresorit.com/l/lN841#uqbRHdXCFzVVX8obs1OEUw&viewer=HzCnrjmYjRWrou0r2qMfspRZSPFyv4RC](https://web.tresorit.com/l/lN841#uqbRHdXCFzVVX8obs1OEUw&viewer=HzCnrjmYjRWrou0r2qMfspRZSPFyv4RC) ## Other ### DLLRunner A tool to run DLL files in sandbox systems (from October 2014) [https://github.com/Neo23x0/DLLRunner](https://github.com/Neo23x0/DLLRunner) ### RadioCarbon A leak file analyzer [https://github.com/Neo23x0/radiocarbon](https://github.com/Neo23x0/radiocarbon) ## Project Ideas ... (TBA)

# 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. - [EVTX-to-MITRE-Attack](https://github.com/mdecrevoisier/EVTX-to-MITRE-Attack) - More than 170 EVTX samples matched to MITRE TTPs provided by [mdecrevoisier](https://twitter.com/mdecrevoisier) - [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)

<p align="center"><img src="https://ohmyzsh.s3.amazonaws.com/omz-ansi-github.png" alt="Oh My Zsh"></p> Oh My Zsh is an open source, community-driven framework for managing your [zsh](https://www.zsh.org/) configuration. Sounds boring. Let's try again. **Oh My Zsh will not make you a 10x developer...but you may feel like one.** Once installed, your terminal shell will become the talk of the town _or your money back!_ With each keystroke in your command prompt, you'll take advantage of the hundreds of powerful plugins and beautiful themes. Strangers will come up to you in cafés and ask you, _"that is amazing! are you some sort of genius?"_ Finally, you'll begin to get the sort of attention that you have always felt you deserved. ...or maybe you'll use the time that you're saving to start flossing more often. 😬 To learn more, visit [ohmyz.sh](https://ohmyz.sh), follow [@ohmyzsh](https://twitter.com/ohmyzsh) on Twitter, and join us on [Discord](https://discord.gg/ohmyzsh). [](https://github.com/ohmyzsh/ohmyzsh/actions?query=workflow%3ACI) [](https://twitter.com/intent/follow?screen_name=ohmyzsh) [](https://discord.gg/ohmyzsh) [](https://gitpod.io/#https://github.com/ohmyzsh/ohmyzsh) [](https://huntr.dev/bounties/disclose/?utm_campaign=ohmyzsh%2Fohmyzsh&utm_medium=social&utm_source=github&target=https%3A%2F%2Fgithub.com%2Fohmyzsh%2Fohmyzsh) <details> <summary>Table of Contents</summary> - [Getting Started](#getting-started) - [Prerequisites](#prerequisites) - [Basic Installation](#basic-installation) - [Manual inspection](#manual-inspection) - [Using Oh My Zsh](#using-oh-my-zsh) - [Plugins](#plugins) - [Enabling Plugins](#enabling-plugins) - [Using Plugins](#using-plugins) - [Themes](#themes) - [Selecting a Theme](#selecting-a-theme) - [FAQ](#faq) - [Advanced Topics](#advanced-topics) - [Advanced Installation](#advanced-installation) - [Custom Directory](#custom-directory) - [Unattended install](#unattended-install) - [Installing from a forked repository](#installing-from-a-forked-repository) - [Manual Installation](#manual-installation) - [Installation Problems](#installation-problems) - [Custom Plugins and Themes](#custom-plugins-and-themes) - [Enable GNU ls in macOS and freeBSD systems](#enable-gnu-ls) - [Skip aliases](#skip-aliases) - [Getting Updates](#getting-updates) - [Updates verbosity](#updates-verbosity) - [Manual Updates](#manual-updates) - [Uninstalling Oh My Zsh](#uninstalling-oh-my-zsh) - [How do I contribute to Oh My Zsh?](#how-do-i-contribute-to-oh-my-zsh) - [Do NOT send us themes](#do-not-send-us-themes) - [Contributors](#contributors) - [Follow Us](#follow-us) - [Merchandise](#merchandise) - [License](#license) - [About Planet Argon](#about-planet-argon) </details> ## Getting Started ### Prerequisites - A Unix-like operating system: macOS, Linux, BSD. On Windows: WSL2 is preferred, but cygwin or msys also mostly work. - [Zsh](https://www.zsh.org) should be installed (v4.3.9 or more recent is fine but we prefer 5.0.8 and newer). If not pre-installed (run `zsh --version` to confirm), check the following wiki instructions here: [Installing ZSH](https://github.com/ohmyzsh/ohmyzsh/wiki/Installing-ZSH) - `curl` or `wget` should be installed - `git` should be installed (recommended v2.4.11 or higher) ### Basic Installation Oh My Zsh is installed by running one of the following commands in your terminal. You can install this via the command-line with either `curl`, `wget` or another similar tool. | Method | Command | | :-------- | :------------------------------------------------------------------------------------------------ | | **curl** | `sh -c "$(curl -fsSL https://raw.githubusercontent.com/ohmyzsh/ohmyzsh/master/tools/install.sh)"` | | **wget** | `sh -c "$(wget -O- https://raw.githubusercontent.com/ohmyzsh/ohmyzsh/master/tools/install.sh)"` | | **fetch** | `sh -c "$(fetch -o - https://raw.githubusercontent.com/ohmyzsh/ohmyzsh/master/tools/install.sh)"` | _Note that any previous `.zshrc` will be renamed to `.zshrc.pre-oh-my-zsh`. After installation, you can move the configuration you want to preserve into the new `.zshrc`._ #### Manual inspection It's a good idea to inspect the install script from projects you don't yet know. You can do that by downloading the install script first, looking through it so everything looks normal, then running it: ```sh wget https://raw.githubusercontent.com/ohmyzsh/ohmyzsh/master/tools/install.sh sh install.sh ``` ## Using Oh My Zsh ### Plugins Oh My Zsh comes with a shitload of plugins for you to take advantage of. You can take a look in the [plugins](https://github.com/ohmyzsh/ohmyzsh/tree/master/plugins) directory and/or the [wiki](https://github.com/ohmyzsh/ohmyzsh/wiki/Plugins) to see what's currently available. #### Enabling Plugins Once you spot a plugin (or several) that you'd like to use with Oh My Zsh, you'll need to enable them in the `.zshrc` file. You'll find the zshrc file in your `$HOME` directory. Open it with your favorite text editor and you'll see a spot to list all the plugins you want to load. ```sh vi ~/.zshrc ``` For example, this might begin to look like this: ```sh plugins=( git bundler dotenv macos rake rbenv ruby ) ``` _Note that the plugins are separated by whitespace (spaces, tabs, new lines...). **Do not** use commas between them or it will break._ #### Using Plugins Each built-in plugin includes a **README**, documenting it. This README should show the aliases (if the plugin adds any) and extra goodies that are included in that particular plugin. ### Themes We'll admit it. Early in the Oh My Zsh world, we may have gotten a bit too theme happy. We have over one hundred and fifty themes now bundled. Most of them have [screenshots](https://github.com/ohmyzsh/ohmyzsh/wiki/Themes) on the wiki (We are working on updating this!). Check them out! #### Selecting a Theme _Robby's theme is the default one. It's not the fanciest one. It's not the simplest one. It's just the right one (for him)._ Once you find a theme that you'd like to use, you will need to edit the `~/.zshrc` file. You'll see an environment variable (all caps) in there that looks like: ```sh ZSH_THEME="robbyrussell" ``` To use a different theme, simply change the value to match the name of your desired theme. For example: ```sh ZSH_THEME="agnoster" # (this is one of the fancy ones) # see https://github.com/ohmyzsh/ohmyzsh/wiki/Themes#agnoster ``` _Note: many themes require installing a [Powerline Font](https://github.com/powerline/fonts) or a [Nerd Font](https://github.com/ryanoasis/nerd-fonts) in order to render properly. Without them, these themes will render [weird prompt symbols](https://github.com/ohmyzsh/ohmyzsh/wiki/FAQ#i-have-a-weird-character-in-my-prompt)_ Open up a new terminal window and your prompt should look something like this:  In case you did not find a suitable theme for your needs, please have a look at the wiki for [more of them](https://github.com/ohmyzsh/ohmyzsh/wiki/External-themes). If you're feeling feisty, you can let the computer select one randomly for you each time you open a new terminal window. ```sh ZSH_THEME="random" # (...please let it be pie... please be some pie..) ``` And if you want to pick random theme from a list of your favorite themes: ```sh ZSH_THEME_RANDOM_CANDIDATES=( "robbyrussell" "agnoster" ) ``` If you only know which themes you don't like, you can add them similarly to an ignored list: ```sh ZSH_THEME_RANDOM_IGNORED=(pygmalion tjkirch_mod) ``` ### FAQ If you have some more questions or issues, you might find a solution in our [FAQ](https://github.com/ohmyzsh/ohmyzsh/wiki/FAQ). ## Advanced Topics If you're the type that likes to get their hands dirty, these sections might resonate. ### Advanced Installation Some users may want to manually install Oh My Zsh, or change the default path or other settings that the installer accepts (these settings are also documented at the top of the install script). #### Custom Directory The default location is `~/.oh-my-zsh` (hidden in your home directory, you can access it with `cd ~/.oh-my-zsh`) If you'd like to change the install directory with the `ZSH` environment variable, either by running `export ZSH=/your/path` before installing, or by setting it before the end of the install pipeline like this: ```sh ZSH="$HOME/.dotfiles/oh-my-zsh" sh install.sh ``` #### Unattended install If you're running the Oh My Zsh install script as part of an automated install, you can pass the `--unattended` flag to the `install.sh` script. This will have the effect of not trying to change the default shell, and it also won't run `zsh` when the installation has finished. ```sh sh -c "$(curl -fsSL https://raw.githubusercontent.com/ohmyzsh/ohmyzsh/master/tools/install.sh)" "" --unattended ``` #### Installing from a forked repository The install script also accepts these variables to allow installation of a different repository: - `REPO` (default: `ohmyzsh/ohmyzsh`): this takes the form of `owner/repository`. If you set this variable, the installer will look for a repository at `https://github.com/{owner}/{repository}`. - `REMOTE` (default: `https://github.com/${REPO}.git`): this is the full URL of the git repository clone. You can use this setting if you want to install from a fork that is not on GitHub (GitLab, Bitbucket...) or if you want to clone with SSH instead of HTTPS (`git@github.com:user/project.git`). _NOTE: it's incompatible with setting the `REPO` variable. This setting will take precedence._ - `BRANCH` (default: `master`): you can use this setting if you want to change the default branch to be checked out when cloning the repository. This might be useful for testing a Pull Request, or if you want to use a branch other than `master`. For example: ```sh REPO=apjanke/oh-my-zsh BRANCH=edge sh install.sh ``` #### Manual Installation ##### 1. Clone the repository <!-- omit in toc --> ```sh git clone https://github.com/ohmyzsh/ohmyzsh.git ~/.oh-my-zsh ``` ##### 2. _Optionally_, backup your existing `~/.zshrc` file <!-- omit in toc --> ```sh cp ~/.zshrc ~/.zshrc.orig ``` ##### 3. Create a new zsh configuration file <!-- omit in toc --> You can create a new zsh config file by copying the template that we have included for you. ```sh cp ~/.oh-my-zsh/templates/zshrc.zsh-template ~/.zshrc ``` ##### 4. Change your default shell <!-- omit in toc --> ```sh chsh -s $(which zsh) ``` You must log out from your user session and log back in to see this change. ##### 5. Initialize your new zsh configuration <!-- omit in toc --> Once you open up a new terminal window, it should load zsh with Oh My Zsh's configuration. ### Installation Problems If you have any hiccups installing, here are a few common fixes. - You _might_ need to modify your `PATH` in `~/.zshrc` if you're not able to find some commands after switching to `oh-my-zsh`. - If you installed manually or changed the install location, check the `ZSH` environment variable in `~/.zshrc`. ### Custom Plugins and Themes If you want to override any of the default behaviors, just add a new file (ending in `.zsh`) in the `custom/` directory. If you have many functions that go well together, you can put them as a `XYZ.plugin.zsh` file in the `custom/plugins/` directory and then enable this plugin. If you would like to override the functionality of a plugin distributed with Oh My Zsh, create a plugin of the same name in the `custom/plugins/` directory and it will be loaded instead of the one in `plugins/`. ### Enable GNU ls in macOS and freeBSD systems <a name="enable-gnu-ls"></a> The default behaviour in Oh My Zsh is to use BSD `ls` in macOS and freeBSD systems. If GNU `ls` is installed (as `gls` command), you can choose to use it instead. To do it, you can use zstyle-based config before sourcing `oh-my-zsh.sh`: ```zsh zstyle ':omz:lib:theme-and-appearance' gnu-ls yes ``` _Note: this is not compatible with `DISABLE_LS_COLORS=true`_ ### Skip aliases <a name="remove-directories-aliases"></a> If you want to skip default Oh My Zsh aliases (those defined in `lib/*` files) or plugin aliases, you can use the settings below in your `~/.zshrc` file, **before Oh My Zsh is loaded**. Note that there are many different ways to skip aliases, depending on your needs. ```sh # Skip all aliases, in lib files and enabled plugins zstyle ':omz:*' aliases no # Skip all aliases in lib files zstyle ':omz:lib:*' aliases no # Skip only aliases defined in the directories.zsh lib file zstyle ':omz:lib:directories' aliases no # Skip all plugin aliases zstyle ':omz:plugins:*' aliases no # Skip only the aliases from the git plugin zstyle ':omz:plugins:git' aliases no ``` You can combine these in other ways taking into account that more specific scopes takes precedence: ```sh # Skip all plugin aliases, except for the git plugin zstyle ':omz:plugins:*' aliases no zstyle ':omz:plugins:git' aliases yes ``` A previous version of this feature was using the setting below, which has been removed: ```sh zstyle ':omz:directories' aliases no ``` Instead, you can now use the following: ```sh zstyle ':omz:lib:directories' aliases no ``` #### Notice <!-- omit in toc --> > This feature is currently in a testing phase and it may be subject to change in the future. > It is also not currently compatible with plugin managers such as zpm or zinit, which don't > source the init script (`oh-my-zsh.sh`) where this feature is implemented in. > It is also not currently aware of "aliases" that are defined as functions. Example of such > are `gccd`, `ggf`, or `ggl` functions from the git plugin. ## Getting Updates By default, you will be prompted to check for updates every 2 weeks. You can choose other update modes by adding a line to your `~/.zshrc` file, **before Oh My Zsh is loaded**: 1. Automatic update without confirmation prompt: ```sh zstyle ':omz:update' mode auto ``` 2. Just offer a reminder every few days, if there are updates available: ```sh zstyle ':omz:update' mode reminder ``` 3. To disable automatic updates entirely: ```sh zstyle ':omz:update' mode disabled ``` NOTE: you can control how often Oh My Zsh checks for updates with the following setting: ```sh # This will check for updates every 7 days zstyle ':omz:update' frequency 7 # This will check for updates every time you open the terminal (not recommended) zstyle ':omz:update' frequency 0 ``` ### Updates verbosity You can also limit the update verbosity with the following settings: ```sh zstyle ':omz:update' verbose default # default update prompt zstyle ':omz:update' verbose minimal # only few lines zstyle ':omz:update' verbose silent # only errors ``` ### Manual Updates If you'd like to update at any point in time (maybe someone just released a new plugin and you don't want to wait a week?) you just need to run: ```sh omz update ``` Magic! 🎉 ## Uninstalling Oh My Zsh Oh My Zsh isn't for everyone. We'll miss you, but we want to make this an easy breakup. If you want to uninstall `oh-my-zsh`, just run `uninstall_oh_my_zsh` from the command-line. It will remove itself and revert your previous `bash` or `zsh` configuration. ## How do I contribute to Oh My Zsh? Before you participate in our delightful community, please read the [code of conduct](CODE_OF_CONDUCT.md). I'm far from being a [Zsh](https://www.zsh.org/) expert and suspect there are many ways to improve – if you have ideas on how to make the configuration easier to maintain (and faster), don't hesitate to fork and send pull requests! We also need people to test out pull requests. So take a look through [the open issues](https://github.com/ohmyzsh/ohmyzsh/issues) and help where you can. See [Contributing](CONTRIBUTING.md) for more details. ### Do NOT send us themes We have (more than) enough themes for the time being. Please add your theme to the [external themes](https://github.com/ohmyzsh/ohmyzsh/wiki/External-themes) wiki page. ## Contributors Oh My Zsh has a vibrant community of happy users and delightful contributors. Without all the time and help from our contributors, it wouldn't be so awesome. Thank you so much! ## Follow Us We're on social media: - [@ohmyzsh](https://twitter.com/ohmyzsh) on Twitter. You should follow it. - [Facebook](https://www.facebook.com/Oh-My-Zsh-296616263819290/) poke us. - [Instagram](https://www.instagram.com/_ohmyzsh/) tag us in your post showing Oh My Zsh! - [Discord](https://discord.gg/ohmyzsh) to chat with us! ## Merchandise We have [stickers, shirts, and coffee mugs available](https://shop.planetargon.com/collections/oh-my-zsh?utm_source=github) for you to show off your love of Oh My Zsh. Again, you will become the talk of the town! ## License Oh My Zsh is released under the [MIT license](LICENSE.txt). ## About Planet Argon  Oh My Zsh was started by the team at [Planet Argon](https://www.planetargon.com/?utm_source=github), a [Ruby on Rails development agency](http://www.planetargon.com/services/ruby-on-rails-development?utm_source=github). Check out our [other open source projects](https://www.planetargon.com/open-source?utm_source=github).

# Awesome ChatGPT A curated list of awesome ChatGPT and OpenAI software. - [Documentation and examples](#documentation-and-examples) - [Guides and examples](#guides-and-examples) - [Prompt engineering](#prompt-engineering) - [Community](#community) - [UIs](#uis) - [Desktop applications](#desktop-applications) - [Browser extensions](#browser-extensions) - [Web applications](#web-applications) - [Messenger bots](#messenger-bots) - [Other UIs](#other-uis) - [Integrations](#integrations) - [SDK/Libraries](#sdklibraries) - [Python](#python) - [JavaScript/Typescript](#javascripttypescript) - [Golang](#golang) - [C#](#c#) - [Swift](#swift) - [Kotlin](#kotlin) - [ChatGPT plugins](#chatgpt-plugins) - [Other sdk/libraries](#other-sdklibraries) - [ChatGPT-based applications](#chatgpt-based-applications) - [Other](#other) ## Documentation and examples ### Guides and examples - [Azure-Samples/azure-search-openai-demo](https://github.com/Azure-Samples/azure-search-openai-demo) - A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences. - [Bin-Huang/chatbox](https://github.com/Bin-Huang/chatbox) - Chatbox is a desktop app for GPT-4 / GPT-3.5 (OpenAI API) that supports Windows, Mac & Linux. - [Create your first app using ChatGPT](https://genez.io/blog/create-your-first-app-using-chatgpt/) - [EgoAlpha/prompt-in-context-learning](https://github.com/EgoAlpha/prompt-in-context-learning) - Open-Source Engineering Guide for Prompt-in-context-learning from EgoAlpha Lab with resources for prompt learning and engineering, mastery of LLMs like ChatGPT, GPT3, FlanT5, etc. - [Hedlen/awesome-segment-anything](https://github.com/Hedlen/awesome-segment-anything) - Tracking and collecting papers/projects/others related to Segment Anything. - [OpenMindClub/awesome-chatgpt](https://github.com/OpenMindClub/awesome-chatgpt) - Curated list of resources for ChatGPT and GPT-3 from OpenAI. - [RUCAIBox/LLMSurvey](https://github.com/RUCAIBox/LLMSurvey) - A collection of papers and resources related to Large Language Models. - [The ChatGPT Cheat Sheet](https://drive.google.com/file/d/1OcHn2NWWnLGBCBLYsHg7xdOMVsehiuBK/view) - This cheat sheet illustrates the diverse abilities of OpenAI’s ChatGPT for developers and content creators to enhance their proficiency in large language model prompting across various domains including media content creation, natural language processing, and programming. - [cedrickchee/awesome-transformer-nlp](https://github.com/cedrickchee/awesome-transformer-nlp) - A curated list of NLP resources focused on Transformer networks, attention mechanism, GPT, BERT, ChatGPT, LLMs, and transfer learning. - [filipecalegario/awesome-generative-ai](https://github.com/filipecalegario/awesome-generative-ai) - A curated list of Generative AI tools, works, models, and references - [formulahendry/awesome-gpt](https://github.com/formulahendry/awesome-gpt) - A curated list of awesome projects and resources related to GPT, ChatGPT, OpenAI, LLM, and more. - [hollobit/GenAI_LLM_timeline](https://github.com/hollobit/GenAI_LLM_timeline) - This repository organizes a timeline of key events (products, services, papers, GitHub, blog posts and news) that occurred before and after the ChatGPT announcement. It's curating a variety of information in this timeline, with a particular focus on LLM and Generative AI. - [humanloop/awesome-chatgpt](https://github.com/humanloop/awesome-chatgpt) - Curated list of awesome tools, demos, docs for ChatGPT and GPT-3 - [openai/openai-cookbook](https://github.com/openai/openai-cookbook) - Examples and guides for using the OpenAI API - [taishi-i/awesome-ChatGPT-repositories](https://github.com/taishi-i/awesome-ChatGPT-repositories) - Curated list of resources dedicated to open source GitHub repositories related to ChatGPT - [yokoffing/ChatGPT-Prompts](https://github.com/yokoffing/ChatGPT-Prompts) - Collection of prompt examples to be used with the ChatGPT model. - [yzfly/LangGPT](https://github.com/yzfly/LangGPT) - LangGPT is a structured prompt methodology for creating high-quality prompts for large language models, with templates and commands. The repository includes a Markdown-based LangGPT Helper tool for crafting powerful prompts and a FitnessGPT example to help users get started with LangGPT. ### Prompt engineering - [ChatGPT Prompt Engineering for Developers](https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/) - In ChatGPT Prompt Engineering for Developers, you will learn how to use a large language model (LLM) to quickly build new and powerful applications. Using the OpenAI API, you’ll be able to quickly build capabilities that learn to innovate and create value in ways that were cost-prohibitive, highly technical, or simply impossible before now. - [Introduction to prompt engineering](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/concepts/prompt-engineering) - [Prompt Engineering Guide](https://www.promptingguide.ai) - Step-by-step prompt engineering guide - [Prompto](https://prompto.chat) - Share, Discover & Use the best ChatGPT prompts on the internet. Prompto is here to turn you into a ChatGPT superhero. - [f/awesome-chatgpt-prompts](https://github.com/f/awesome-chatgpt-prompts) - This repository is a collection of prompt examples to be used with the ChatGPT model. It includes a variety of prompts, and also provides resources to help users write their own effective prompts. Additionally, it offers a ChatGPT desktop app and links to other prompting resources. - [mattnigh/ChatGPT3-Free-Prompt-List](https://github.com/mattnigh/ChatGPT3-Free-Prompt-List) - A free guide and framework for creating ChatGPT3 Prompts, created by @mattnigh. - [promptslab/Awesome-Prompt-Engineering](https://github.com/promptslab/Awesome-Prompt-Engineering) - This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc - [tg12/gpt_jailbreak_status](https://github.com/tg12/gpt_jailbreak_status) - Repository providing updates on the status of jailbreaking the OpenAI GPT language model. - [travistangvh/ChatGPT-Data-Science-Prompts](https://github.com/travistangvh/ChatGPT-Data-Science-Prompts) - A repository of 60 useful data science prompts for ChatGPT ## Community - [Discord](https://discord.com/invite/openai) - [Hugging Face](https://huggingface.co) - Making the community's best AI chat models available to everyone. ## UIs ### Desktop applications - [0xk1h0/ChatGPT_DAN](https://github.com/0xk1h0/ChatGPT_DAN) - ChatGPT DAN is a desktop application that jailbreaks prompt and allows to use the full potential of ChatGPT by exploiting the role play training model. - [Synaptrix/ChatGPT-Desktop](https://github.com/Synaptrix/ChatGPT-Desktop) - ChatGPT-Desktop is a fast and efficient Chat Assistant Desktop application that supports various platforms including MacOS, Windows and Linux. - [cogentapps/chat-with-gpt](https://github.com/cogentapps/chat-with-gpt) - Chat with GPT is an open-source ChatGPT desktop application with extra features and more ways to customize your experience. It connects ChatGPT with ElevenLabs to give ChatGPT a realistic human voice. It has been developed using TypeScript + React and powered by the new ChatGPT API from OpenAI. - [dice2o/BingGPT](https://github.com/dice2o/BingGPT) - Desktop application of new Bing's AI-powered chat (Windows, macOS and Linux) - [gnehs/subtitle-translator-electron](https://github.com/gnehs/subtitle-translator-electron) - Subtitle Translator is a desktop application that uses ChatGPT to translate many supported subtitle extensions. - [lencx/ChatGPT](https://github.com/lencx/ChatGPT) - A ChatGPT desktop application for Mac, Windows and Linux. It can wrap any website into a desktop app, and supports texting/speaking to chatbot, exporting history, upgrading notification and menu items etc. - [lencx/nofwl](https://github.com/lencx/nofwl) - NoFWL Desktop Application (Mac, Windows and Linux) - [platelminto/chatgpt-conversation](https://github.com/platelminto/chatgpt-conversation) - A Python desktop application that allows users to have a conversation with ChatGPT using their voice and have it talk back. It requires the installation of specific packages and dependencies, and the user must provide a session token. The application provides a list of next steps to improve the functionality of the program. - [ricklamers/gpt-code-ui](https://github.com/ricklamers/gpt-code-ui) - An open source implementation of OpenAI's ChatGPT Code interpreter - [sonnylazuardi/chat-ai-desktop](https://github.com/sonnylazuardi/chat-ai-desktop) - Unofficial ChatGPT desktop app for Mac & Windows menubar using Tauri & Rust - [sunner/ChatALL](https://github.com/sunner/ChatALL) - Concurrently chat with ChatGPT, Bing Chat, bard, Alpaca, Vicuna, Claude, ChatGLM, MOSS, iFlytek Spark, ERNIE and more, discover the best answers - [vincelwt/chatgpt-mac](https://github.com/vincelwt/chatgpt-mac) - ChatGPT for Mac, living in your menubar. Allows you to use ChatGPT with the Mac desktop. Created by @vincelwt. - [wieslawsoltes/ChatGPT](https://github.com/wieslawsoltes/ChatGPT) - A ChatGPT C# client for graphical user interface runs on MacOS, Windows, Linux, Android, iOS and Browser. Powered by Avalonia UI framework. - [xtekky/chatgpt-clone](https://github.com/xtekky/chatgpt-clone) - ChatGPT interface with better UI, with the ability to remember user preferences and improve documentation. It can also have a theme changer, speech output and input, file loading capability, and faster backend language. The project is available on GitHub, and there is a guide on how to clone the repository, set up the virtual environment, and configure the application. Docker can also be used to run ChatGPT Clone. - [yuezk/chatgpt-mirror](https://github.com/yuezk/chatgpt-mirror) - ChatGPT Mirror is a desktop application that is a mirror of ChatGPT based on the gpt-3.5-turbo model. It provides various features such as installation process, running the app, and configuration options as well as Docker support. It is licensed under MIT license. ### Browser extensions - [C-Nedelcu/talk-to-chatgpt](https://github.com/C-Nedelcu/talk-to-chatgpt) - Talk to ChatGPT AI using your voice and listen to its answers through a voice. A Google Chrome and Microsoft Edge extension for more natural interaction with AI. - [anaclumos/bing-chat-for-all-browsers](https://github.com/anaclumos/bing-chat-for-all-browsers) - A simple extension that enables Bing ChatGPT on Chrome and Firefox. - [benf2004/ChatGPT-Prompt-Genius](https://github.com/benf2004/ChatGPT-Prompt-Genius) - Multi-purpose ChatGPT Chrome Extension - [domeccleston/sharegpt](https://github.com/domeccleston/sharegpt) - ShareGPT is an open-source Chrome Extension for you to share your wildest ChatGPT conversations with one click. - [gragland/chatgpt-chrome-extension](https://github.com/gragland/chatgpt-chrome-extension) - A ChatGPT Chrome extension. Integrates ChatGPT into every text box on the internet. - [haozi/New-Bing-Anywhere](https://github.com/haozi/New-Bing-Anywhere) - New-Bing-Anywhere is a browser extension that allows users to use New Bing in browsers other than Edge. It provides optimized access to Bing for users in mainland China and Russia, and includes features such as switching between Bing and Google, creating new Bing Images, and integrating Bing's natural search and AI recommendations. - [interstellard/chatgpt-advanced](https://github.com/interstellard/chatgpt-advanced) - A browser extension that augments your ChatGPT prompts with web results. - [josStorer/chatGPT-search-engine-extension](https://github.com/josStorer/chatGPT-search-engine-extension) - A browser extension to display ChatGPT response alongside search engine results, supports Chrome/Edge/Firefox/Safari(macOS) and Android - [josStorer/chatGPTBox](https://github.com/josStorer/chatGPTBox) - ChatGPT Box is a free browser extension that integrates ChatGPT into your browser. - [liady/ChatGPT-pdf](https://github.com/liady/ChatGPT-pdf) - A Chrome extension for downloading your ChatGPT history to PNG, PDF or a sharable link - [pionxzh/chatgpt-exporter](https://github.com/pionxzh/chatgpt-exporter) - Export and Share your ChatGPT conversation history - [qunash/chatgpt-advanced](https://github.com/qunash/chatgpt-advanced) - WebChatGPT: A browser extension that augments your ChatGPT prompts with web results. - [saeedezzati/superpower-chatgpt](https://github.com/saeedezzati/superpower-chatgpt) - Superpower ChatGPT Chrome Extension - [sparticleinc/chatgpt-google-summary-extension](https://github.com/sparticleinc/chatgpt-google-summary-extension) - Chrome extension to view ChatGPT summaries alongside Google search results and YouTube videos, also supports Yahoo! ニュース、PubMed、PMC、NewsPicks、Github、Nikkei、 Bing、Google Patents, and any page summary. - [wong2/chatgpt-google-extension](https://github.com/wong2/chatgpt-google-extension) - A browser extension that enhance search engines with ChatGPT ### Web applications - [Niek/chatgpt-web](https://github.com/Niek/chatgpt-web) - ChatGPT web interface using the OpenAI API - [Ryan-yang125/ChatLLM-Web](https://github.com/Ryan-yang125/ChatLLM-Web) - Chat with LLM like Vicuna totally in your browser with WebGPU, safely, privately, and with no server. Powered by web llm. - [SamurAIGPT/EmbedAI](https://github.com/SamurAIGPT/EmbedAI) - An app to interact privately with your documents using the power of GPT, 100% privately, no data leaks - [SamurAIGPT/privateGPT](https://github.com/SamurAIGPT/privateGPT) - An app to interact privately with your documents using the power of GPT, 100% privately, no data leaks - [anse-app/anse](https://github.com/anse-app/anse) - Anse is a UI for AI chats with a powerful plugin system, session record saving, multiple session modes, improved UI experience, and one-click deployment. Written in TypeScript and optimized for ChatGPT, DALL-E, and Stable Diffusion. - [anse-app/chatgpt-demo](https://github.com/anse-app/chatgpt-demo) - Minimal UI for ChatGPT. - [deiucanta/chatpad](https://github.com/deiucanta/chatpad) - Chatpad AI is a premium quality UI for ChatGPT. It is a free and open source app developed using React.js. It is privacy focused, without tracking, cookies or data sharing. Users can self-host it using Docker or deploy it on various platforms like Easypanel, Netlify, Vercel, and Railway. - [guangzhengli/ChatFiles](https://github.com/guangzhengli/ChatFiles) - ChatFiles is a desktop application that allows users to upload files and have a conversation with them using an AI chatbot. It uses GPT-3.5 for the chatbot and llama_index for file indexing. - [hahahumble/speechgpt](https://github.com/hahahumble/speechgpt) - SpeechGPT is a web application that enables you to converse with ChatGPT. - [huggingface/chat-ui](https://github.com/huggingface/chat-ui) - A chat interface using open source models, eg OpenAssistant. It is a SvelteKit app and it powers the [HuggingChat app on hf.co/chat](https://huggingface.co/chat). - [mayooear/langchain-supabase-website-chatbot](https://github.com/mayooear/langchain-supabase-website-chatbot) - Build a chatgpt chatbot for your website using LangChain, Supabase, Typescript, Openai, and Next.js. - [mckaywrigley/chatbot-ui](https://github.com/mckaywrigley/chatbot-ui) - An open source ChatGPT UI - [polterguy/magic](https://github.com/polterguy/magic) - Magic allows you to put ChatGPT on your website and have it say whatever you _want_ it to say. - [ramonvc/freegpt-webui](https://github.com/ramonvc/freegpt-webui) - GPT 3.5/4 with a Chat Web UI. No API key required. - [waylaidwanderer/PandoraAI](https://github.com/waylaidwanderer/PandoraAI) - PandoraAI is a web chat client powered by node-chatgpt-api, allowing users to easily chat with multiple AI systems while also offering support for custom presets. With its seamless and convenient design, PandoraAI provides an engaging conversational AI experience. - [yakGPT/yakGPT](https://github.com/yakGPT/yakGPT) - YakGPT is a simple, locally running ChatGPT UI that makes your text generation faster and chatting even more engaging! It runs on browser and has faster connection to API than official UI. - [ztjhz/BetterChatGPT](https://github.com/ztjhz/BetterChatGPT) - Better ChatGPT is a web-based UI for OpenAI's ChatGPT with desktop applications for Windows, MacOS, and Linux. It provides limitless and intelligent conversational AI chatbot experience with multiple features such as prompt library, filter chats, ShareGPT integration, and many more. ### Messenger bots - [Kav-K/GPTDiscord](https://github.com/Kav-K/GPTDiscord) - A robust, all-in-one GPT3 interface for Discord. ChatGPT-style conversations, image generation, AI-moderation, custom indexes/knowledgebase, youtube summarizer, and more! - [RafalWilinski/telegram-chatgpt-concierge-bot](https://github.com/RafalWilinski/telegram-chatgpt-concierge-bot) - Interact with OpenAI's ChatGPT via Telegram and Voice. - [Zero6992/chatGPT-discord-bot](https://github.com/Zero6992/chatGPT-discord-bot) - Integrate ChatGPT into your own discord bot - [altryne/chatGPT-telegram-bot](https://github.com/altryne/chatGPT-telegram-bot) - This is a Telegram bot that lets you chat with the chatGPT language model using your local browser. - [askrella/whatsapp-chatgpt](https://github.com/askrella/whatsapp-chatgpt) - This repository contains a WhatsApp bot that uses OpenAI's GPT and DALL-E 2 to respond to user inputs. It requires Node.js, a WhatsApp account, and an OpenAI API key. The bot uses Puppeteer to run a real instance of Whatsapp Web to avoid getting blocked. - [codigoencasa/bot-whatsapp](https://github.com/codigoencasa/bot-whatsapp) - Crear Chatbot WhatsApp en minutos. Únete a este proyecto OpenSource - [embedchain/embedchain](https://github.com/embedchain/embedchain) - Framework to easily create LLM powered bots over any dataset. - [fuergaosi233/wechat-chatgpt](https://github.com/fuergaosi233/wechat-chatgpt) - Use ChatGPT On Wechat via wechaty - [karfly/chatgpt_telegram_bot](https://github.com/karfly/chatgpt_telegram_bot) - ChatGPT re-created as Telegram Bot, with low latency replies, GPT-4 support, DALLE 2 support, message streaming, voice recognition, code highlighting, and special chat modes, among other features. - [kx-Huang/ChatGPT-on-WeChat](https://github.com/kx-Huang/ChatGPT-on-WeChat) - Deploy ChatGPT on your WeChat within 2 steps! - [m1guelpf/chatgpt-telegram](https://github.com/m1guelpf/chatgpt-telegram) - ChatGPT-telegram is a desktop application that allows interaction with ChatGPT, a large language model trained by OpenAI, through a Telegram bot using a command line interface. It can be installed and run on macOS, Linux, and Windows after downloading the corresponding file for the OS. The installation also necessitates filling in credentials in the `env.example` file, which must be renamed to `.env`. Alternatively, the application can be run with Docker, where the `chatgpt.json` file within the `.config` folder must be updated with the user's session token. The application is licensed under the MIT License. - [minimaxir/simpleaichat](https://github.com/minimaxir/simpleaichat) - Python package for easily interfacing with chat apps, with robust features and minimal code complexity. - [n3d1117/chatgpt-telegram-bot](https://github.com/n3d1117/chatgpt-telegram-bot) - A Telegram bot that integrates with OpenAI's official ChatGPT APIs to provide answers, written in Python - [transitive-bullshit/chatgpt-twitter-bot](https://github.com/transitive-bullshit/chatgpt-twitter-bot) - Twitter bot powered by OpenAI's ChatGPT API. ### Other UIs - [0xacx/chatGPT-shell-cli](https://github.com/0xacx/chatGPT-shell-cli) - A simple, lightweight shell script to use OpenAI's chatGPT and DALL-E from the terminal without installing python or node.js - [IntelligenzaArtificiale/Free-Auto-GPT](https://github.com/IntelligenzaArtificiale/Free-Auto-GPT) - Free Auto GPT with NO paids API is a repository that offers a simple version of Auto GPT, an autonomous AI agent capable of performing tasks independently. Unlike other versions, our implementation does not rely on any paid OpenAI API, making it accessible to anyone. - [OkGoDoIt/OpenAI-API-dotnet](https://github.com/OkGoDoIt/OpenAI-API-dotnet) - An unofficial C#/.NET SDK for accessing the OpenAI GPT-3 API - [OpenGVLab/Ask-Anything](https://github.com/OpenGVLab/Ask-Anything) - Ask-Anything is a tool for chatting with video using ChatGPT, StableLM, MOSS, and miniGPT4. - [PawanOsman/ChatGPT](https://github.com/PawanOsman/ChatGPT) - ChatGPT API Free Reverse Proxy is a free reverse proxy to OpenAI API that allows users to access OpenAI API for free. It has multiple OpenAI Keys, a built-in moderation system, supports streaming response, has the same endpoints as the official API, and is free to use through their hosted API. - [SkywalkerDarren/chatWeb](https://github.com/SkywalkerDarren/chatWeb) - ChatWeb can crawl any webpage or extract text from PDF, DOCX, TXT files, and generate an embedded summary. - [Yue-Yang/ChatGPT-Siri](https://github.com/Yue-Yang/ChatGPT-Siri) - Shortcuts for Siri using ChatGPT API gpt-3.5-turbo & gpt-4 model, supports continuous conversations, configure the API key & save chat records. - [abhagsain/ai-cli](https://github.com/abhagsain/ai-cli) - GPT3 powered CLI that provides answers for CLI commands - [abielzulio/chatgpt-raycast](https://github.com/abielzulio/chatgpt-raycast) - ChatGPT raycast extension - [ferrislucas/promptr](https://github.com/ferrislucas/promptr) - Promptr is a CLI tool that makes it easy to apply GPT's code change recommendations with a single command. With Promptr, you can quickly refactor code, implement classes to pass tests, and experiment with LLMs. No more copying code from the ChatGPT window into your editor. - [homanp/langchain-ui](https://github.com/homanp/langchain-ui) - LangChain UI is a no-code open source chat-ai toolkit built on top of LangChain, which enables anyone to create and host chatbots using a no-code type of inteface. It has features like creating custom chatGPT like Chatbot, giving context to chatbot using external datasources, chatGPT plugins and prompts, dedicated API endpoint for each Chatbot, bringing own DB and Auth provider and more. It utilizes NextJS, Chakra UI, Prisma and NextAuth. - [j178/chatgpt](https://github.com/j178/chatgpt) - An elegant interactive CLI for ChatGPT - [jucasoliveira/terminalGPT](https://github.com/jucasoliveira/terminalGPT) - Get GPT-like chatGPT on your terminal - [mlc-ai/web-llm](https://github.com/mlc-ai/web-llm) - Bringing large-language models and chat to web browsers. Everything runs inside the browser with no server support. - [mmabrouk/chatgpt-wrapper](https://github.com/mmabrouk/chatgpt-wrapper) - API for interacting with ChatGPT and GPT4 using Python and from Shell. - [npiv/chatblade](https://github.com/npiv/chatblade) - Chatblade is a CLI Swiss Army Knife for ChatGPT, designed to interact with OpenAI's ChatGPT. - [paul-gauthier/aider](https://github.com/paul-gauthier/aider) - aider is GPT powered coding in your terminal - [sigoden/aichat](https://github.com/sigoden/aichat) - AIChat is a Python library that allows users to use ChatGPT/GPT-3.5/GPT-4 in the terminal. It supports chat and command modes, predefined AI roles, multiple models, and multiple features like context-ware conversation, syntax highlighting, stream output with a hand-typing effect, and much more. It can be installed with cargo or downloaded from GitHub Releases. - [techleadhd/chatgpt-retrieval](https://github.com/techleadhd/chatgpt-retrieval) - Simple script to use ChatGPT on your own files. - [waylaidwanderer/node-chatgpt-api](https://github.com/waylaidwanderer/node-chatgpt-api) - A client implementation for ChatGPT and Bing AI. Available as a Node.js module, REST API server, and CLI app. - [xenodium/chatgpt-shell](https://github.com/xenodium/chatgpt-shell) - ChatGPT and DALL-E Emacs shells + Org babel 🦄 + a shell maker for other providers - [xonsh/xonsh](https://github.com/xonsh/xonsh) - xonsh is a Python-powered, cross-platform, Unix-gazing shell language and command prompt. ## Integrations - [Helixform/CodeCursor](https://github.com/Helixform/CodeCursor) - CodeCursor is a Visual Studio Code extension for using Cursor AI code editor based on OpenAI GPT models. - [MichelNivard/gptstudio](https://github.com/MichelNivard/gptstudio) - RStudio addins that enable GPT assisted coding, writing & analysis - [RomanHotsiy/commitgpt](https://github.com/RomanHotsiy/commitgpt) - Automatically generate commit messages using ChatGPT - [WPeace-HcH/WPeChatGPT](https://github.com/WPeace-HcH/WPeChatGPT) - WPeChatGPT is an IDA plugin, which helps analysts in analyzing binary files by analyzing the usage environment, intended purpose, function of function, renaming variables of functions, restoring function with python3, finding vulnerabilities in the current function, trying to use python to generate the corresponding EXP for the vulnerable function, and automatically analyzing binary files using GPT. It uses OpenAI's text-davinci-003 model trained on GPT and gpt-3.5-turbo model released by OpenAI. - [acheong08/ChatGPTProxy](https://github.com/acheong08/ChatGPTProxy) - Simple Cloudflare bypass for ChatGPT - [ai-genie/chatgpt-vscode](https://github.com/ai-genie/chatgpt-vscode) - A Visual Studio Code - ChatGPT Integration - Prompt OpenAI's GPT-4, GPT-3.5, GPT-3 and Codex models within Visual Studio Code - [bramses/chatgpt-md](https://github.com/bramses/chatgpt-md) - A (nearly) seamless integration of ChatGPT into Obsidian. - [brianpetro/obsidian-smart-connections](https://github.com/brianpetro/obsidian-smart-connections) - Smart Connections is an AI-powered plugin for Obsidian that helps make note-taking easier by uncovering hidden connections and insights in real-time. - [bytemate/chatapi-single](https://github.com/bytemate/chatapi-single) - Chatgpt-api-single is a simple, easy-to-use API server that comes with a queueing capability to prevent large-scale failures due to excessive access. It provides OneTime message and session message features. It has a simple encapsulation and comes with a Dockerfile for easy installation. - [cesarhuret/docGPT](https://github.com/cesarhuret/docGPT) - ChatGPT directly integrated into Google Docs. - [diemus/azure-openai-proxy](https://github.com/diemus/azure-openai-proxy) - A proxy for Azure OpenAI API that can convert an OpenAI request into an Azure OpenAI request. - [dpayne/CodeGPT.nvim](https://github.com/dpayne/CodeGPT.nvim) - CodeGPT is a plugin for neovim that provides commands to interact with ChatGPT. The focus is around code related usages. So code completion, refactorings, generating docs, etc. - [gencay/vscode-chatgpt](https://github.com/gencay/vscode-chatgpt) - An unofficial Visual Studio Code - OpenAI ChatGPT integration - [intitni/CopilotForXcode](https://github.com/intitni/CopilotForXcode) - Copilot for Xcode is an Xcode Source Editor Extension that provides GitHub Copilot and ChatGPT support for Xcode. - [jackMort/ChatGPT.nvim](https://github.com/jackMort/ChatGPT.nvim) - Neovim plugin for interacting with OpenAI GPT-3 chatbot, providing an easy interface for exploring GPT-3 and NLP. - [keijiro/AICommand](https://github.com/keijiro/AICommand) - This is a proof-of-concept integration of ChatGPT into Unity Editor. It allows controlling the Editor using natural language prompts. The API key needs to be generated by the user and set in the Project Settings page. The project requires Unity 2022.2 or later version. - [khoj-ai/khoj](https://github.com/khoj-ai/khoj) - An AI personal assistant for your digital brain - [louis030195/obsidian-ava](https://github.com/louis030195/obsidian-ava) - AVA is an AI assistant plugin for Obsidian that allows users to generate meaningful text from their notes, auto-format paragraphs, link related notes, generate stunning visualizations, and ask questions to a ChatGPT model. AVA is powered by Embedbase and uses FastAPI. Installation of the plugin includes checking the 'Use Links' option in settings. - [mpociot/chatgpt-vscode](https://github.com/mpociot/chatgpt-vscode) - A Visual Studio Code extension that allows you to use ChatGPT - [nhaouari/obsidian-textgenerator-plugin](https://github.com/nhaouari/obsidian-textgenerator-plugin) - Text generator is a plugin for Obsidian that helps generate text content using GPT-3 (OpenAI) - [obiscr/ChatGPT](https://github.com/obiscr/ChatGPT) - This project is a plugin that supports ChatGPT running on JetBrains series IDE. - [pgosar/ChatGDB](https://github.com/pgosar/ChatGDB) - ChatGDB is a tool designed to superpower your debugging experience with GDB or LLDB, debuggers for compiled languages. - [reloadware/reloadium](https://github.com/reloadware/reloadium) - Reloadware/reloadium is a Python library that adds hot reloading, profiling, and ChatGPT chat to your IDE. It has seamless integration with ChatGpt and provides immediate feedback on the functionality of your code when altered. - [richardyc/Chrome-GPT](https://github.com/richardyc/Chrome-GPT) - An AutoGPT agent that controls Chrome on your desktop - [santiagobasulto/ipython-gpt](https://github.com/santiagobasulto/ipython-gpt) - An ChatGPT integration for Jupyter Notebooks and the IPython Shell - [sozercan/kubectl-ai](https://github.com/sozercan/kubectl-ai) - Kubectl plugin for OpenAI GPT - [stulzq/azure-openai-proxy](https://github.com/stulzq/azure-openai-proxy) - Azure OpenAI Service Proxy, convert OpenAI official API request to Azure OpenAI API request, support all models, support GPT-4. ## SDK/Libraries ### Python - [Anil-matcha/ChatPDF](https://github.com/Anil-matcha/ChatPDF) - Chat with any PDF. Easily upload the PDF documents you'd like to chat with. Instant answers. Ask questions, extract information, and summarize documents with AI. Sources included. - [Chainlit/chainlit](https://github.com/Chainlit/chainlit) - Chainlit lets you create ChatGPT-like UIs on top of any Python code in minutes! Some of the key features include intermediary steps visualisation, element management & display (images, text, carousel, etc.) as well as cloud deployment. - [IntelligenzaArtificiale/Free-AUTO-GPT-with-NO-API](https://github.com/IntelligenzaArtificiale/Free-AUTO-GPT-with-NO-API) - Free AUTOGPT with NO API is a Python library that provides a simple version of Autogpt, an autonomous AI agent capable of performing tasks independently. Unlike other versions, this implementation does not rely on any paid OpenAI API, making it accessible to anyone. - [OpenGVLab/InternGPT](https://github.com/OpenGVLab/InternGPT) - InternGPT (iGPT) is an open source demo platform where you can easily showcase your AI models. Now it supports DragGAN, ChatGPT, ImageBind, multimodal chat like GPT-4, SAM, interactive image editing, etc. Try it at igpt.opengvlab.com - [ShishirPatil/gorilla](https://github.com/ShishirPatil/gorilla) - Gorilla: An API store for LLMs - [THUDM/WebGLM](https://github.com/THUDM/WebGLM) - WebGLM: An Efficient Web-enhanced Question Answering System (KDD 2023) - [Torantulino/AI-Functions](https://github.com/Torantulino/AI-Functions) - AI Functions is a Python library that provides an easy-to-use implementation of AI-powered function magic using OpenAI's GPT models to perform various tasks, including generating data or performing calculations. The library includes a single function that takes the function signature, arguments, and description as input and returns the result generated by the GPT model. - [acheong08/ChatGPT](https://github.com/acheong08/ChatGPT) - A Python library for accessing OpenAI's ChatGPT API - [acheong08/EdgeGPT](https://github.com/acheong08/EdgeGPT) - This GitHub repository provides an API for Microsoft's Bing Chat AI which has been reverse-engineered. The repository includes instructions for setup and requirements for usage. - [ading2210/poe-api](https://github.com/ading2210/poe-api) - A reverse engineered Python API wrapper for Quora's Poe, which provides free access to ChatGPT, GPT-4, and Claude. - [georgia-tech-db/evadb](https://github.com/georgia-tech-db/evadb) - Database system for building simpler and faster AI-powered applications - [iryna-kondr/scikit-llm](https://github.com/iryna-kondr/scikit-llm) - Seamlessly integrate powerful language models like ChatGPT into scikit-learn for enhanced text analysis tasks. - [jtsang4/claude-to-chatgpt](https://github.com/jtsang4/claude-to-chatgpt) - This project is a Python library that helps to convert the API of Anthropic's Claude model to the OpenAI Chat API format. It also supports streaming response and the Claude-v1.3 and Claude-v1.3-100k models. It can be deployed using Cloudflare Workers or Docker, and the API endpoint is /v1/chat/completions. The project is licensed under the MIT License. - [kyegomez/tree-of-thoughts](https://github.com/kyegomez/tree-of-thoughts) - Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70% - [ml-tooling/best-of-ml-python](https://github.com/ml-tooling/best-of-ml-python) - A ranked list of awesome machine learning Python libraries. Updated weekly. - [polyrabbit/hacker-news-digest](https://github.com/polyrabbit/hacker-news-digest) - Let ChatGPT Summarize Hacker News for You is a Python library or SDK that leverages AI technology to extract summaries and illustrations from Hacker News articles, providing a seamless news scanning experience. - [promptslab/Promptify](https://github.com/promptslab/Promptify) - Promptify is a python library that provides easy-to-use interfaces to generate prompts for different NLP tasks, such as NER, classification, QA, and more. It supports popular generative models, including GPT-3 and PaLM, and allows users to easily add custom examples and samples. Promptify is optimized to reduce OpenAI token costs and provides structured output as a Python object for easy parsing and filtering. - [rawandahmad698/PyChatGPT](https://github.com/rawandahmad698/PyChatGPT) - Python client for the unofficial ChatGPT API with auto token regeneration, conversation tracking, proxy support and more. - [taranjeet/unofficial-chatgpt-api](https://github.com/taranjeet/unofficial-chatgpt-api) - Python package for using ChatGPT API in development - [terry3041/pyChatGPT](https://github.com/terry3041/pyChatGPT) - An unofficial Python wrapper for OpenAI's ChatGPT API - [thunlp/UltraChat](https://github.com/thunlp/UltraChat) - Open-source, large-scale, and multi-round dialogue data powered by Turbo APIs to facilitate the construction of powerful language models with general conversational capability. - [xtekky/gpt4free](https://github.com/xtekky/gpt4free) - This repository provides APIs from various language model sites and is intended for educational purposes only. It is not associated with or endorsed by the API providers. It also includes a web-based GUI for interacting with gpt4free and instructions on how to install it. - [zilliztech/GPTCache](https://github.com/zilliztech/GPTCache) - GPTCache is a library for creating semantic cache to store responses from LLM queries. ### JavaScript/Typescript - [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) - Drag & drop UI to build your customized LLM flow - [KeJunMao/ai-anything](https://github.com/KeJunMao/ai-anything) - AI Anything allows everyone to quickly create ChatGPT tools. It features easy tool creation, support for multiple input boxes, template interpolation, a clean UI with smooth animations and dark mode support, multilingual capabilities, a creative workshop for sharing and publishing, context association for chat mode interaction, and no login required to use all features locally. - [StanGirard/quivr](https://github.com/StanGirard/quivr) - Quivr - Your Second Brain, Empowered by Generative AI. Quivr is a TypeScript library or sdk that utilizes Generative AI to store and retrieve unstructured information. It is designed for speed, efficiency, and security, and supports various data types such as text, images, and code snippets. - [botpress/botpress](https://github.com/botpress/botpress) - The open-source hub to build & deploy GPT/LLM Agents ⚡️ - [dabit3/semantic-search-nextjs-pinecone-langchain-chatgpt](https://github.com/dabit3/semantic-search-nextjs-pinecone-langchain-chatgpt) - Embeds text files into vectors, stores them on Pinecone, and enables semantic search using GPT3 and Langchain in a Next.js UI - [danny-avila/LibreChat](https://github.com/danny-avila/LibreChat) - LibreChat is a JavaScript library or SDK for creating All-In-One AI Conversations. It integrates multiple AI models, including OpenAI's ChatGPT, and provides features such as response streaming, UI customization, AI model selection, conversation branching, message search, and plugins. The library is completely open-source and can be used for self-hosting. - [pashpashpash/vault-ai](https://github.com/pashpashpash/vault-ai) - OP Vault ChatGPT is a repository that allows users to upload their own custom knowledge base files to give ChatGPT long-term memory using the OpenAI and Pinecone Vector Database stack. It provides a user-friendly React frontend that allows users to ask OpenAI questions about the specific knowledge base provided. The primary focus is on human-readable content like books, letters, and other documents, making it a practical and valuable tool for knowledge extraction and question-answering. The repository integrates with other applications and requires manual dependencies like node.js and Go. - [prompt-engineering/chat-flow](https://github.com/prompt-engineering/chat-flow) - ChatFlow - AI-based chat flow framework, personalize your ChatGPT workflows and build the road to automation. A TypeScript library for building personalized ChatGPT workflows. - [steven-tey/novel](https://github.com/steven-tey/novel) - An open-source Notion-style WYSIWYG editor with AI-powered autocompletions. - [transitive-bullshit/bing-chat](https://github.com/transitive-bullshit/bing-chat) - Node.js client for the unofficial Bing Chat API. It's like ChatGPT on steroids - [transitive-bullshit/chatgpt-api](https://github.com/transitive-bullshit/chatgpt-api) - Node.js client for the official ChatGPT API. - [xiangsx/gpt4free-ts](https://github.com/xiangsx/gpt4free-ts) - This is a replication project for the typescript version of gpt4free ### Golang - [YaoApp/yao](https://github.com/YaoApp/yao) - YAO is an open-source Golang-based application engine, suitable for creating web services and applications in minutes. It supports a flow-based programming model and can be expanded by writing YAO DSL or using JavaScript. It also has a built-in data management system suitable for making various management background, CRM, ERP, and other internal enterprise systems. - [acheong08/ChatGPT-to-API](https://github.com/acheong08/ChatGPT-to-API) - Scalable unofficial ChatGPT API for production. - [gotzmann/llama.go](https://github.com/gotzmann/llama.go) - LLaMA.go is a Golang library for machine learning, providing tensor math, neural net architecture, and model loading. It aims to enable ML researchers and hackers to work with REALLY BIG GPT models without expensive GPU clusters. It is based on the ggml.cpp C++ framework implementing LLaMA. - [linweiyuan/go-chatgpt-api](https://github.com/linweiyuan/go-chatgpt-api) - Unofficial API in Go (bypass Cloudflare 403 and Access denied) - [sashabaranov/go-openai](https://github.com/sashabaranov/go-openai) - go-openai is a Python library or SDK that provides Go clients for OpenAI API including ChatGPT, GPT-3, GPT-4, DALL.E, and Whisper. It can be used for ChatGPT, GPT-3, GPT-4, DALL.E, Whisper API, and Audio Speech-to-Text. It supports installation through go get command from GitHub. ### C\# - [SciSharp/BotSharp](https://github.com/SciSharp/BotSharp) - The Open Source Chatbot Framework in .NET - [betalgo/openai](https://github.com/betalgo/openai) - Dotnet SDK for OpenAI ChatGPT, Whisper, GPT-4 and DALL·E, used for generating chat, language and image content ### Swift - [adamrushy/OpenAISwift](https://github.com/adamrushy/OpenAISwift) - OpenAISwift is a community-maintained Python library to access OpenAI HTTP API's, which is a wrapper library around the ChatGPT and OpenAI HTTP API. The package can be installed using the Swift Package Manager (SPM) or by copying the source files into your own project. OpenAISwift supports various features such as chat, completions, edits, embeddings, images, and moderation. - [dylanshine/openai-kit](https://github.com/dylanshine/openai-kit) - A Swift package used to interact with the OpenAI API ### Kotlin - [aallam/openai-kotlin](https://github.com/aallam/openai-kotlin) - OpenAI API client for Kotlin with multiplatform and coroutines capabilities. - [skydoves/chatgpt-android](https://github.com/skydoves/chatgpt-android) - ChatGPT Android demonstrates OpenAI's ChatGPT on Android with Stream Chat SDK for Compose. ### ChatGPT plugins - [OpenBMB/BMTools](https://github.com/OpenBMB/BMTools) - BMTools is an open-source repository that extends language models using tools and serves as a platform for the community to build and share tools. It is a ChatGPT plugin/extension that allows users to easily build their own plugins using Python functions or use external ChatGPT plugins. The repository also contains resources and documentation for building and optimizing plugins. - [SamurAIGPT/ChatGPT-Developer-Plugins](https://github.com/SamurAIGPT/ChatGPT-Developer-Plugins) - Run ChatGPT plugins for free without having access to Plus subscription - [bra1nDump/show-me-chatgpt-plugin](https://github.com/bra1nDump/show-me-chatgpt-plugin) - Create and edit diagrams in ChatGPT - [logankilpatrick/ChatGPT-Plugins-Collection](https://github.com/logankilpatrick/ChatGPT-Plugins-Collection) - An unofficial collection of Plugins for ChatGPT, in any programming language! - [openai/chatgpt-retrieval-plugin](https://github.com/openai/chatgpt-retrieval-plugin) - The ChatGPT Retrieval Plugin lets you easily search and find personal or work documents by asking questions in everyday language. - [openai/plugins-quickstart](https://github.com/openai/plugins-quickstart) - Get a todo list ChatGPT plugin up and running in under 5 minutes using Python. - [ykdojo/kaguya](https://github.com/ykdojo/kaguya) - Kaguya is a ChatGPT plugin that allows you to load and edit your local files in a controlled way, as well as run any Python, JavaScript, and bash script. It provides API endpoints to interact with the file system and can be run using Docker. The project also offers tips for usage and a Discord community for support. ### Other sdk/libraries - [alexrudall/ruby-openai](https://github.com/alexrudall/ruby-openai) - ruby-openai is a Ruby library for interacting with OpenAI's API which includes ChatGPT, Whisper and DALL·E. It can be used to stream text with GPT-4, transcribe and translate audio with Whisper and create images with DALL·E. - [orhanerday/open-ai](https://github.com/orhanerday/open-ai) - OpenAI PHP SDK : Most downloaded, forked, contributed, huge community supported, and used PHP (Laravel , Symfony, Yii, Cake PHP or any PHP framework) SDK for OpenAI GPT-3 and DALL-E. It also supports chatGPT-like streaming. (ChatGPT AI is supported) - [sobelio/llm-chain](https://github.com/sobelio/llm-chain) - llm-chain is a powerful rust crate for building chains in large language models allowing you to summarise text and complete complex tasks ## ChatGPT-based applications - [AI4Finance-Foundation/FinGPT](https://github.com/AI4Finance-Foundation/FinGPT) - Data-Centric FinGPT is a web-based user interface for ChatGPT aimed at revolutionizing Open Finance. - [ChatRPG](https://medium.com/@seanhugg/chatrpg-a-text-adventure-game-with-an-inventory-and-health-system-using-chatgpt-d49d0969931c) - A Text Adventure Game with an Inventory and Health System using ChatGPT - [Drakkar-Software/OctoBot](https://github.com/Drakkar-Software/OctoBot) - Octobot is a powerful, fully modular open-source cryptocurrency trading robot with an advanced web interface. - [GauravSingh9356/J.A.R.V.I.S](https://github.com/GauravSingh9356/J.A.R.V.I.S) - Personal Assistant built using python libraries. It does almost anything which includes sending emails, Optical Text Recognition, Dynamic News Reporting at any time with API integration, Todo list generator, Opens any website with just a voice command, Plays Music, Wikipedia searching, Dictionary with Intelligent Sensing i.e. auto spell checking, Weather Reporting i.e. temp, wind speed, humidity, YouTube searching, Google Map searching, Youtube Downloading, etc. - [GerevAI/gerev](https://github.com/GerevAI/gerev) - AI-powered search engine for workplaces. - [KnowledgeCanvas/knowledge](https://github.com/KnowledgeCanvas/knowledge) - Knowledge is a tool for saving, searching, accessing, and exploring all of your favorite websites, documents and files. - [LAION-AI/Open-Assistant](https://github.com/LAION-AI/Open-Assistant) - OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so. - [NoDataFound/hackGPT](https://github.com/NoDataFound/hackGPT) - hackGPT is an application based on ChatGPT that leverages OpenAI and ChatGPT to do hackerish things such as hunting for JIRA issues, parsing and analyzing JSON threat data, automating CVE exploit creation and CyberDefense protections, and more. - [Nutlope/twitterbio](https://github.com/Nutlope/twitterbio) - Generate your Twitter bio with ChatGPT and Vercel Edge Functions. - [ObservedObserver/chatgpt-i18n](https://github.com/ObservedObserver/chatgpt-i18n) - ChatGPT + i18n is a web-based user interface that helps to translate locale files with AI Assistance, making the process faster and more efficient. It features a web editor for a better editing and viewing experience, and it allows exporting multiple locale files at once. The application separates large JSON files into small chunks to avoid ChatGPT breaking JSON. - [TavernAI/TavernAI](https://github.com/TavernAI/TavernAI) - TavernAI is an adventure atmospheric chat for AI language models (KoboldAI, NovelAI, Pygmalion, OpenAI chatgpt, gpt-4) and falls under the category of desktop applications. - [TheR1D/shell_gpt](https://github.com/TheR1D/shell_gpt) - A command-line productivity tool powered by ChatGPT, will help you accomplish your tasks faster and more efficiently. ShellGPT is cross-platform compatible and supports all major operating systems, including Linux, macOS, and Windows with all major shells, such as PowerShell, CMD, Bash, Zsh, Fish, and many others. - [adrianhajdin/project_openai_codex](https://github.com/adrianhajdin/project_openai_codex) - This repository contains a project that allows building and deploying an AI application based on OpenAI's Codex model that helps with coding - [akshata29/chatpdf](https://github.com/akshata29/chatpdf) - Chat and Ask on your own data. Accelerator to quickly upload your own enterprise data and use OpenAI services to chat to that uploaded data and ask questions - [anc95/ChatGPT-CodeReview](https://github.com/anc95/ChatGPT-CodeReview) - A code review bot powered by ChatGPT - [anc95/writely](https://github.com/anc95/writely) - Writely is a chrome extension as an alternative to Notion AI that goes beyond Notion AI. It is based on Open AI GPT model and brings a new intelligent writing experience. The product can perform query translation and assist reading, greatly reducing users' reading time and improving comprehension. - [antoinejaussoin/retro-board](https://github.com/antoinejaussoin/retro-board) - Retrospected is a free AI-powered real-time Agile Retrospective Board for engineering teams. It is a web-based user interface for ChatGPT, powered by React, TypeScript, Socket IO, Vite, and more. It also features global state management library, Recoil.js, Postgres, Passport, and Giphy, among others. It is available both as an actual product and as a technology demo. - [appleboy/CodeGPT](https://github.com/appleboy/CodeGPT) - A CLI written in Go language that writes git commit messages or do a code review brief for you using ChatGPT AI (gpt-4, gpt-3.5-turbo model) and automatically installs a git prepare-commit-msg hook. - [aschmelyun/subvert](https://github.com/aschmelyun/subvert) - Subvert is an application that generates subtitles, summaries, and chapters of videos in seconds with the help of OpenAI. - [bookfere/Ebook-Translator-Calibre-Plugin](https://github.com/bookfere/Ebook-Translator-Calibre-Plugin) - A Calibre plugin to translate ebook into a specified language - [casbin/casnode](https://github.com/casbin/casnode) - Open-Source Forum and Social Platform Powered by ChatGPT, Alternative to StackOverflow & Flarum - [chat2db/Chat2DB](https://github.com/chat2db/Chat2DB) - An intelligent and versatile general-purpose SQL client and reporting tool for databases which integrates ChatGPT capabilities. - [clmnin/summarize.site](https://github.com/clmnin/summarize.site) - A browser extension that summarizes web page content using OpenAI's ChatGPT. It supports Chrome and Edge, and can be installed from Chrome Web Store or through local installation by downloading chrome.zip from Releases. Source code is available in the repository and can be built and loaded into browsers. Users can change the prompt in the options page and configurations have been tested for Chinese translation. - [di-sukharev/opencommit](https://github.com/di-sukharev/opencommit) - Open source Python library for automatically generating impressive commit messages using AI. - [enricoros/big-agi](https://github.com/enricoros/big-agi) - Responsive personal AI application powered by GPT-4 and beyond, with AI personas, AGI functions, text-to-image, voice, response streaming, code highlighting and execution, PDF import, presets for developers, much more. - [gannonh/chatgpt-pgvector](https://github.com/gannonh/chatgpt-pgvector) - This is a starter app that uses ChatGPT to create a conversational interface to domain-specific knowledge by generating embeddings for documents and storing them in a Supabase postgres table using pgvector. The app then responds to user queries by using the embeddings to perform a similarity search against the vector database and then constructing a prompt for GPT-3 based on the results of the similarity search to generate a response. - [gmpetrov/databerry](https://github.com/gmpetrov/databerry) - Databerry is a no-code platform for connecting custom data to large language models. It provides a user-friendly solution to quickly setup a semantic search system over your personal data without any technical knowledge. The repository includes a web-based user interface for managing datastores and auto generates a ChatGPT plugin for each datastore. - [gofireflyio/aiac](https://github.com/gofireflyio/aiac) - AIAC is a Python library that generate IaC (Infrastructure as Code) templates, configurations, utilities, queries and more via OpenAI's API. It allows to ask the model to generate templates for different scenarios by making the request, and stores the resulting code to a file, or simply print it to standard output. - [haotian-liu/LLaVA](https://github.com/haotian-liu/LLaVA) - LLaVA is a Python library or sdk for Large Language and Vision Assistant built towards multimodal GPT-4 level capabilities. - [imaurer/awesome-decentralized-llm](https://github.com/imaurer/awesome-decentralized-llm) - Collection of LLM resources that can be used to build products you can "own" or to perform reproducible research. - [irgolic/AutoPR](https://github.com/irgolic/AutoPR) - AutoPR is a Python library that fixes issues with AI-generated pull requests using ChatGPT. It has a roadmap for improvements, examples of successful PRs, and limitations that need to be addressed. - [kazuki-sf/YouTube_Summary_with_ChatGPT](https://github.com/kazuki-sf/YouTube_Summary_with_ChatGPT) - YouTube Summary with ChatGPT is a simple Chrome Extension (manifest v3) that allows you to get both YouTube video transcripts and summary of the video with OpenAI's ChatGPT AI technology. - [keijiro/AIShader](https://github.com/keijiro/AIShader) - AI Shader is a desktop application that serves as a proof-of-concept implementation of a ChatGPT-powered shader generator for Unity. - [kxxt/chatgpt-action](https://github.com/kxxt/chatgpt-action) - Let ChatGPT review PRs for you - [leetcode-mafia/cheetah](https://github.com/leetcode-mafia/cheetah) - Cheetah is an AI-powered macOS app designed to assist users during remote software engineering interviews by providing real-time, discreet coaching and live coding platform integration. - [logspace-ai/langflow](https://github.com/logspace-ai/langflow) - LangFlow is a GUI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows with drag-and-drop components and a chat box. - [lucidrains/PaLM-rlhf-pytorch](https://github.com/lucidrains/PaLM-rlhf-pytorch) - Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM - [madawei2699/myGPTReader](https://github.com/madawei2699/myGPTReader) - A community-driven way to read and chat with AI bots - powered by chatGPT. - [marqo-ai/marqo](https://github.com/marqo-ai/marqo) - Marqo is a tensor-based search and analytics engine that integrates seamlessly with applications and websites. It allows developers to enhance search functionality with the latest machine learning models in only 3 lines of code. Marqo can be run at scale with horizontal index sharding, and supports async and non-blocking data upload and search. It also has built-in support for the latest machine learning models from PyTorch, Huggingface, OpenAI, and more, and can work with custom models. Marqo has cloud-native features, comes with support for building search and analytics on multiple unstructured data types such as text, image, code, and video, has a DSL to filter search results, and is built for high availability and cloud deployment. - [openai-translator/openai-translator](https://github.com/openai-translator/openai-translator) - Browser extension and cross-platform desktop application for translation based on ChatGPT API. - [paulpierre/RasaGPT](https://github.com/paulpierre/RasaGPT) - RasaGPT is the first headless LLM chatbot platform built using Rasa, FastAPI, Langchain, LlamaIndex, SQLModel, pgvector, ngrok, and Telegram. It is a reference implementation of Rasa and Telegram utilizing an LLM library like Langchain for indexing, retrieval and context injection. - [robusta-dev/kubernetes-chatgpt-bot](https://github.com/robusta-dev/kubernetes-chatgpt-bot) - A ChatGPT bot for Kubernetes issues that forwards alerts to the bot using a webhook receiver and sends a query to OpenAI asking it how to fix the alerts. - [showlab/Image2Paragraph](https://github.com/showlab/Image2Paragraph) - Image2Paragraph is a Python library that allows the transformation of an image into text. It uses ChatGPT, BLIP2, OFA, GRIT, Segment Anything, and ControlNet. The library can be used through the command line or the Gradio web-based user interface. It can also be installed through various package managers. - [siyuan-note/siyuan](https://github.com/siyuan-note/siyuan) - SiYuan is a local-first personal knowledge management system, support fine-grained block-level reference and Markdown WYSIWYG. - [sqlchat/sqlchat](https://github.com/sqlchat/sqlchat) - SQL Chat is a chat-based SQL client and editor for asking database questions and querying databases using natural language. It is a desktop application built by Next.js with support for MySQL, PostgreSQL and MSSQL databases. It supports data privacy and IP whitelisting, and can also be self-hosted with Docker. SQL Chat is released under BSL license and has a Discord community, Twitter feed and sponsor Bytebase. - [supabase-community/nextjs-openai-doc-search](https://github.com/supabase-community/nextjs-openai-doc-search) - Template for building your own custom ChatGPT style doc search powered by Next.js, OpenAI, and Supabase. - [ttengwang/Caption-Anything](https://github.com/ttengwang/Caption-Anything) - Caption-Anything is a versatile tool combining image segmentation, visual captioning, and ChatGPT, generating tailored captions with diverse controls for user preferences. - [vercel-labs/ai-chatbot](https://github.com/vercel-labs/ai-chatbot) - A full-featured, hackable Next.js AI chatbot built by Vercel Labs - [webwhiz-ai/webwhiz](https://github.com/webwhiz-ai/webwhiz) - Train ChatGPT on Your Website Data and Build an AI Chatbot that can instantly answer your customers queries. - [whitead/paper-qa](https://github.com/whitead/paper-qa) - Paper QA is a package for doing question and answering from PDFs or text files (which can be raw HTML), in Python. It uses OpenAI embeddings with a vector DB called FAISS to embed and search documents, using LLM (Langauge Modeling Middleware) to generate answers. It is available on PyPI and is licensed under MIT license. - [williamfzc/chat-gpt-ppt](https://github.com/williamfzc/chat-gpt-ppt) - Use ChatGPT (or other backends) to generate PPT automatically, all in one single file. - [yaroslav-n/tweetGPT](https://github.com/yaroslav-n/tweetGPT) - tweetGPT Chrome Extension - Community Edition is a Chrome extension that generates tweets and replies using chatGPT. It requires a Twitter account, OpenAI API key, and Chrome browser. It is an open-source edition of the TweetGPT chrome extension and doesn't use the TweetGPT backend. - [yetone/openai-translator](https://github.com/yetone/openai-translator) - Browser extension and cross-platform desktop application for translation based on ChatGPT API. ## Other - [BlinkDL/ChatRWKV](https://github.com/BlinkDL/ChatRWKV) - ChatRWKV is a Python library or SDK that is powered by the RWKV language model, which is a 100% RNN language model that can match transformers in quality and scaling while being faster and saves VRAM. - [BlinkDL/RWKV-LM](https://github.com/BlinkDL/RWKV-LM) - RWKV is an RNN with transformer-level LLM performance that can be directly trained like a GPT. It combines the best of RNN and transformer, providing great performance, fast inference, saves VRAM, fast training, infinite ctx_len, and free sentence embedding. RWKV is available as a Python library pip package. - [Instruction-Tuning-with-GPT-4/GPT-4-LLM](https://github.com/Instruction-Tuning-with-GPT-4/GPT-4-LLM) - Instruction Tuning with GPT-4 - [ItsPi3141/alpaca-electron](https://github.com/ItsPi3141/alpaca-electron) - Alpaca Electron is a local chat application software built on Electron and Llama.cpp. The software is known for being easy to use without any prior technical knowledge needed. - [LlmKira/Openaibot](https://github.com/LlmKira/Openaibot) - OpenaiBot is a cross-platform chatbot with support for multiple LLMs, GPT integration, and third-party systems integration. It features asynchronous operations, private and group chat support, chat rate limiting, entertainment features, and more. It has a self-maintaining model framework that abstracts and unifies access to GPT 3 and GPT 3.5. The repository provides deployment and configuration instructions. - [Luodian/Otter](https://github.com/Luodian/Otter) - Otter, a multi-modal model based on OpenFlamingo (open-sourced version of DeepMind's Flamingo), trained on MIMIC-IT and showcasing improved instruction-following and in-context learning ability. - [OptimalScale/LMFlow](https://github.com/OptimalScale/LMFlow) - LMFlow is an Extensible Toolkit for Finetuning and Inference of Large Foundation Models. It is a Python library or SDK for fine-tuning and inference of large machine learning models. The library is designed to be user-friendly, speedy, and reliable. The repository also includes demos, examples, and model checkpoints that can be used to test the library. - [PhoebusSi/Alpaca-CoT](https://github.com/PhoebusSi/Alpaca-CoT) - Alpaca-CoT is an instruction fine-tuning platform with instruction data collection and unified large language models interface for Python. - [X-PLUG/mPLUG-Owl](https://github.com/X-PLUG/mPLUG-Owl) - mPLUG-Owl🦉: Modularization Empowers Large Language Models with Multimodality - [ai-sidekick/sidekick](https://github.com/ai-sidekick/sidekick) - Sidekick is an open source ETL platform for retrieval augmented generation (RAG) that allows users to sync data from their SaaS tools to a vector database and easily query it. It supports API connectors to services like Zendesk, Notion, Google Drive, and Confluence, as well as a general purpose web scraper for all other content. It also supports Weaviate and Pinecone vector databases, and provides FastAPI endpoints for querying documents and performing Q&A over them. In addition, Sidekick has upcoming support for Milvus and Qdrant vector stores, DropBox Connector, query page for the dashboard to replace FastAPI UI, data synchronization via scheduling, and data synchronization via webhooks when available. The project is licensed under GPL-3.0 and contributions are welcome. - [chatarena/chatarena](https://github.com/chatarena/chatarena) - ChatArena is a library that provides multi-agent language game environments and facilitates research about autonomous LLM agents and their social interactions. It provides a set of environments that can help understand, benchmark, or train agent LLMs, and is also user-friendly with both Web UI and CLI interfaces. - [deepset-ai/haystack](https://github.com/deepset-ai/haystack) - Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-4, ChatGPT and alike). Haystack offers production-ready tools to quickly build complex decision making, question answering, semantic search, text generation applications, and more. - [eon01/awesome-chatgpt](https://github.com/eon01/awesome-chatgpt) - A curated list of awesome ChatGPT resources, including libraries, SDKs, APIs, and more. - [eth-sri/lmql](https://github.com/eth-sri/lmql) - LMQL is a query language for large language models (LLMs). It facilitates LLM interaction by combining the benefits of natural language prompting with the expressiveness of Python. - [farizrahman4u/loopgpt](https://github.com/farizrahman4u/loopgpt) - Modular Auto-GPT Framework - [h2oai/h2ogpt](https://github.com/h2oai/h2ogpt) - h2oGPT is an open-source repository for GPT that includes code for preparing large open-source datasets and fine-tuning large language models. It also includes a chatbot feature that runs on a GPU server and client API. - [hiyouga/ChatGLM-Efficient-Tuning](https://github.com/hiyouga/ChatGLM-Efficient-Tuning) - A Python library for efficient fine-tuning of ChatGLM-6B using PEFT and several fine-tuning methods. - [ikaijua/Awesome-AITools](https://github.com/ikaijua/Awesome-AITools) - Collection of AI-related utilities. Welcome to submit issues and pull requests /收藏AI相关的实用工具，欢迎提交issues 或者pull requests - [jankais3r/LLaMA_MPS](https://github.com/jankais3r/LLaMA_MPS) - LLaMA_MPS is a Python library that runs LLaMA (and Stanford-Alpaca) inference on Apple Silicon GPUs. - [josStorer/RWKV-Runner](https://github.com/josStorer/RWKV-Runner) - A RWKV management and startup tool, full automation, only 8MB. And provides an interface compatible with the OpenAI API. RWKV is a large language model that is fully open source and available for commercial use. - [jtmuller5/The-HustleGPT-Challenge](https://github.com/jtmuller5/The-HustleGPT-Challenge) - Repository for The HustleGPT Challenge, a curated list of business ventures built with ChatGPT AI co-founder. - [juncongmoo/chatllama](https://github.com/juncongmoo/chatllama) - Open source implementation for LLaMA-based ChatGPT runnable in a single GPU - [lifeiteng/vall-e](https://github.com/lifeiteng/vall-e) - PyTorch implementation of VALL-E(Zero-Shot Text-To-Speech), Reproduced Demo https://lifeiteng.github.io/valle/index.html - [lupantech/chameleon-llm](https://github.com/lupantech/chameleon-llm) - Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models" - [microsoft/PromptCraft-Robotics](https://github.com/microsoft/PromptCraft-Robotics) - Repository for applying Large Language Models to the robotics domain through a community for testing and sharing interesting prompting examples. It also offers a robotics simulator built on Microsoft AirSim with ChatGPT integration for users to get started. - [missuo/OpenAI-Checker](https://github.com/missuo/OpenAI-Checker) - OpenAI-Checker is a desktop application used to check if your IP can access OpenAI services. It uses Cloudflare to get the results for 163 countries. The tool is created by Vincent Young and released under the MIT License. - [miurla/babyagi-ui](https://github.com/miurla/babyagi-ui) - BabyAGI UI is designed to make it easier to run and develop with babyagi in a web app, like a ChatGPT. - [nichtdax/awesome-totally-open-chatgpt](https://github.com/nichtdax/awesome-totally-open-chatgpt) - A list of totally open alternatives to ChatGPT - [project-baize/baize-chatbot](https://github.com/project-baize/baize-chatbot) - Baize is an open-source chat model trained with LoRA that allows users to teach their own chatbot with a single GPU. This repository contains the code for collecting self-chat data, training the chat model, and demo applications. Model weights and data are for research use only. Commercial use is strictly prohibited. - [psychic-api/psychic](https://github.com/psychic-api/psychic) - Data integration platform for LLms. Connect to SaaS tools with turnkey auth and sync documents from N data sources with only one integration - [reorx/awesome-chatgpt-api](https://github.com/reorx/awesome-chatgpt-api) - Curated list of apps and tools that not only use the new ChatGPT API, but also allow users to configure their own API keys, enabling free and on-demand usage of their own quota. - [sindresorhus/awesome-chatgpt](https://github.com/sindresorhus/awesome-chatgpt) - An awesome list for ChatGPT - an artificial intelligence chatbot developed by OpenAI. - [tw93/Pake](https://github.com/tw93/Pake) - Pake - Turn any webpage into a desktop app with Rust. - [xcfcode/Summarization-Papers](https://github.com/xcfcode/Summarization-Papers) - A collection of papers, presentations, and notes on the topic of summarization in natural language processing. - [yaodongC/awesome-instruction-dataset](https://github.com/yaodongC/awesome-instruction-dataset) - A collection of open-source dataset to train instruction-following LLMs (ChatGPT,LLaMA,Alpaca) ## License https://creativecommons.org/publicdomain/zero/1.0/[image:http://mirrors.creativecommons.org/presskit/buttons/88x31/svg/cc-zero.svg[CC0]]

Some random links and topic over internet # Newsleters - https://data4sci.com/newsletter - https://news.ycombinator.com/ - https://github.com/trending - https://www.datasciencecentral.com/ - https://indiehackers.com/ - https://betalist.com/ - https://growthhackers.com/posts - https://startupsgalaxy.com/en - https://webdesignernews.com - https://betapage.co - https://bootstrappers.io/ - https://startupbase.io - http://designernews.co/ - https://reddit.com/r/Startups/ - https://reddit.com/r/Indiebiz/ - https://reddit.com/r/Growmybusiness/ - https://reddit.com/r/Roastmystartup/ - https://reddit.com/r/SideProject/ - https://reddit.com/r/Design_Critiques/ - https://reddit.com/r/Entrepreneur/ - https://reddit.com/r/Alphaandbetausers/ - https://reddit.com/r/IMadethis/ - https://reddit.com/r/Smallbusiness/ - https://reddit.com/r/sideproject/ - https://reddit.com/r/launchpages/ - https://thestartuppitch.com/ - https://techpluto.com/ - https://startuplift.com/ # new startup list finding platform - https://www.ycombinator.com/library - https://sidebar.io/ - https://geekwire.com/ - https://startups.co.uk/ - https://www.springwise.com/ - https://inc42.com/ - https://killerstartups.com/ - https://startupstash.com/ - https://uplabs.com/ - https://betabound.com/ - https://www.snapmunk.com/ - https://www.remote.tools/ - https://getworm.com/ # Human knowledge - https://github.com/emijrp/all-human-knowledge - https://julian.digital/2020/09/25/is-this-real-life/ # Jobs - https://github.com/t9tio/open-source-jobs # Community - https://github.com/phpearth/awesome-community # Sciense - https://github.com/Hunter-Github/awesome-space-books - https://github.com/elburz/awesome-space - https://github.com/ipudu/awesome-molecular-dynamics - https://github.com/tilde-lab/awesome-materials-informatics # Free - https://github.com/ripienaar/free-for-dev # Stack - https://github.com/stackshareio/awesome-stacks # Math - https://yurichev.com/writings/Math-for-programmers.pdf - https://github.com/rossant/awesome-math # Basics of programming (novice) - https://htdp.org/2018-01-06/Book/part_one.html # Awesome list - https://github.com/sindresorhus/awesome - https://github.com/bayandin/awesome-awesomeness - https://github.com/yanhan/reading-list # Probablity - https://projects.iq.harvard.edu/stat110/home - http://data4sci.com/landing/probability # Ideas - https://github.com/NirantK/awesome-project-ideas - https://github.com/EthicalML/awesome-production-machine-learning # General - https://github.com/521xueweihan/HelloGitHub - https://github.com/trimstray/the-book-of-secret-knowledge - https://github.com/sdmg15/Best-websites-a-programmer-should-visit - https://github.com/tuvttran/project-based-learning - https://github.com/danistefanovic/build-your-own-x - https://github.com/papers-we-love/papers-we-love - https://github.com/sdmg15/Best-websites-a-programmer-should-visit - https://github.com/mission-peace - https://github.com/jwasham/coding-interview-university - https://github.com/EbookFoundation/free-programming-books - https://github.com/tuvtran/project-based-learning - https://leadership-library.dev/The-Leadership-Library-for-Engineers-c3a6bf9482a74fffa5b8c0e85ea5014a - https://github.com/ty4z2008/Qix - https://github.com/dipakkr/A-to-Z-Resources-for-Students - https://github.com/stanzhai/be-a-professional-programmer - https://github.com/lk-geimfari/awesomo - https://github.com/shekhargulati/52-technologies-in-2016 - https://github.com/lyfeyaj/awesome-resources - https://github.com/f2e-awesome/knowledge - https://github.com/emptymalei/awesome-research - https://github.com/liuchong/awesome-roadmaps # Tools - https://github.com/iggredible/Learn-Vim - https://github.com/viatsko/awesome-vscode - https://github.com/cjbarber/ToolsOfTheTrade - https://github.com/toplap/awesome-livecoding - https://github.com/aviaryan/awesome-no-login-web-apps - https://github.com/humanetech-community/awesome-humane-tech - https://github.com/rootsongjc/awesome-cloud-native - https://github.com/analysis-tools-dev/static-analysis - https://github.com/ebertti/awesome-telegram # Computer Sciense - https://github.com/ossu/computer-science - https://github.com/ForrestKnight/open-source-cs-python - https://github.com/prakhar1989/awesome-courses - https://github.com/jwasham/coding-interview-university#why-use-it - https://github.com/watson/awesome-computer-history - https://github.com/lucasviola/awesome-functional-programming - https://github.com/dspinellis/awesome-msr # Books - https://github.com/hackerkid/Mind-Expanding-Books - https://github.com/zero-equals-false/awesome-programming-books # Devops - https://github.com/n1trux/awesome-sysadmin - https://github.com/dastergon/awesome-sre - https://github.com/shuaibiyy/awesome-terraform - https://github.com/kahun/awesome-sysadmin - https://github.com/networktocode/awesome-network-automation - https://landing.google.com/sre/books/ - https://github.com/TaptuIT/awesome-devsecops # Nginx - https://github.com/fcambus/nginx-resources # design patterns - https://github.com/iluwatar/java-design-patterns # ui design - https://github.com/gztchan/awesome-design - https://github.com/neutraltone/awesome-stock-resources - https://github.com/teoga/awesome-product-design # startup - https://www.remote.tools/ - https://www.joisig.com/rules-software-startup-minimum-hassle - https://github.com/mmccaff/PlacesToPostYourStartup - https://github.com/dakshshah96/awesome-startup-credits # Go - https://github.com/hoanhan101/ultimate-go - https://github.com/avelino/awesome-go - https://github.com/tmrts/go-patterns - https://github.com/dariubs/GoBooks - https://github.com/betty200744/ultimate-go # Interview - https://github.com/MaximAbramchuck/awesome-interview-questions - https://github.com/Advanced-Frontend/Daily-Interview-Question - https://github.com/mission-peace/interview - https://github.com/andreis/interview - https://github.com/kdn251/interviews - https://github.com/taizilongxu/interview_python - https://github.com/jwasham/coding-interview-university - https://github.com/ElemeFE/node-interview - https://github.com/h5bp/Front-end-Developer-Interview-Questions - https://github.com/checkcheckzz/system-design-interview - https://github.com/ganqqwerty/123-Essential-JavaScript-Interview-Questions - https://github.com/careercup/CtCI-6th-Edition/tree/master/Java - https://github.com/0voice/interview_internal_reference - https://github.com/hoanhan101/algo/blob/master/README.md - https://github.com/MysteryVaibhav/leetcode_company_wise_questions - https://github.com/lnishan/awesome-competitive-programming - https://github.com/JaeYeopHan/Interview_Question_for_Beginner - https://github.com/jdsutton/Technical-Interview-Megarepo # Algorithm - https://github.com/passy/awesome-recursion-schemes - https://github.com/enjalot/algovis - https://github.com/gaerae/awesome-algorithms-education - https://github.com/tayllan/awesome-algorithms - https://github.com/trekhleb/javascript-algorithms - https://github.com/TheAlgorithms/Java - https://github.com/TheAlgorithms/Javascript - https://github.com/TheAlgorithms/Python - https://github.com/algorithm-visualizer/algorithm-visualizer - https://github.com/donnemartin/interactive-coding-challenges - https://github.com/keon/algorithms - https://github.com/labuladong/fucking-algorithm - https://github.com/apachecn/awesome-algorithm - https://github.com/TheAlgorithms/Go - http://interactivepython.org/runestone/static/pythonds/index.html - https://www.algoexpert.io/ - https://github.com/geekxh/hello-algorithm - https://www.cs.auckland.ac.nz/compsci105s1c/resources/ProblemSolvingwithAlgorithmsandDataStructures.pdf - https://github.com/azl397985856/leetcode - https://github.com/OpenGenus/cosmos - https://github.com/williamfiset/Algorithms - https://github.com/a10h-bot/awesome-algorithms-books/blob/master/Algorithhms%204th%20Edition%20by%20Robert%20Sedgewick%2C%20Kevin%20Wayne.pdf # Linux - https://github.com/Friz-zy/awesome-linux-containers - https://github.com/aleksandar-todorovic/awesome-linux - https://github.com/zoidbergwill/awesome-ebpf - https://github.com/PandaFoss/Awesome-Arch - https://github.com/francoism90/awesome-kde # Computational thinking - https://github.com/mitmath/18S191 (https://mitmath.github.io/18S191/Fall20/) # System design - https://github.com/qiurunze123/miaosha - https://github.com/donnemartin/system-design-primer/blob/master/README.md - http://highscalability.com/ - https://tianpan.co/notes/2016-02-13-crack-the-system-design-interview - https://aosabook.org/en/index.html - https://github.com/prasadgujar/low-level-design-primer - https://github.com/binhnguyennus/awesome-scalability - https://github.com/alexpate/awesome-design-systems - https://github.com/DovAmir/awesome-design-patterns - https://github.com/mfornos/awesome-microservices # Deep learning & DS - https://github.com/zacharywhitley/awesome-ocr - https://github.com/owainlewis/awesome-artificial-intelligence - https://github.com/academic/awesome-datascience - https://github.com/qinwf/awesome-R - https://dafriedman97.github.io/mlbook/content/introduction.html - https://github.com/lyhue1991/eat_tensorflow2_in_30_days - https://github.com/mhagiwara/100-nlp-papers - https://github.com/rasbt/deeplearning-models - https://github.com/datastacktv/data-engineer-roadmap - https://github.com/andkret/Cookbook/blob/master/README.md - https://github.com/bmild/nerf - https://github.com/Dod-o/Statistical-Learning-Method_Code - https://github.com/dlunion/DBFace - https://github.com/dennybritz/reinforcement-learning - https://github.com/makcedward/nlp - https://github.com/scutan90/DeepLearning-500-questions - https://github.com/rasbt/python-machine-learning-book-2nd-edition - https://github.com/AliaksandrSiarohin/first-order-model - https://github.com/GokuMohandas/practicalAI - http://introtodeeplearning.com/ - https://github.com/cchen156/Learning-to-See-in-the-Dark/blob/master/README.md - https://github.com/alexeygrigorev/data-science-interviews/blob/master/theory.md - https://github.com/abhat222/Data-Science--Cheat-Sheet - https://github.com/google-research/google-research - https://github.com/meijieru/crnn.pytorch - https://github.com/MrMimic/data-scientist-roadmap - https://github.com/mrdbourke/machine-learning-roadmap - https://github.com/ageron/handson-ml2 - https://alpha-i.co/blog/MNIST-for-ML-beginners-The-Bayesian-Way.html - http://yerevann.com/a-guide-to-deep-learning/ - https://github.com/google-research/google-research/tree/master/automl_zero - https://github.com/microsoft/computervision-recipes - https://github.com/openai/spinningup - https://github.com/JaidedAI/EasyOCR - https://github.com/PaddlePaddle/PaddleOCR - https://github.com/jbhuang0604/awesome-computer-vision - https://github.com/keon/awesome-nlp - https://github.com/fastai/fastbook - https://github.com/astorfi/TensorFlow-World - https://github.com/openai/spinningup - https://github.com/Spandan-Madan/DeepLearningProject/blob/master/README.md - https://arpitbhayani.me/blogs/fsm - https://github.com/lyhue1991/eat_tensorflow2_in_30_days - https://github.com/loveunk/Deep-learning-books - https://github.com/TensorSpeech/TensorFlowTTS - https://github.com/CorentinJ/Real-Time-Voice-Cloning - https://www.assemblyai.com/blog/end-to-end-speech-recognition-pytorch - https://github.com/abhat222/Data-Science--Cheat-Sheet/blob/master/README.md - https://www.linkedin.com/pulse/anomaly-detection-time-series-data-using-machine-learning-gill-1?trk=v-feed&lipi=urn%3Ali%3Apage%3Ad_flagship3_feed%3BB7jaIoLK4VF75RSFKuB%2F2g%3D%3D - https://github.com/DevashishPrasad/CascadeTabNet - https://github.com/karpathy/minGPT - https://github.com/AliaksandrSiarohin/first-order-model - https://github.com/StanislasBertrand/RetinaFace-tf2 - https://github.com/astorfi/TensorFlow-World - https://github.com/Spandan-Madan/DeepLearningProject/blob/master/README.md - https://github.com/NVIDIA/flowtron - https://blog.floydhub.com/gans-story-so-far/ - https://github.com/EvgenyKashin/stylegan2-distillation - https://github.com/kmario23/deep-learning-drizzle#tada-deep-learning-confetti_ball-balloon - https://github.com/graykode/nlp-tutorial - https://github.com/kmario23/deep-learning-drizzle/blob/master/README.md - https://github.com/abhat222/Data-Science--Cheat-Sheet - https://www.causal.app/blog/forecasting-with-uncertainty - https://github.com/OlafenwaMoses/ImageAI - https://github.com/ctgk/PRML - https://github.com/trekhleb/homemade-machine-learning - https://github.com/google/trax - https://nanonets.com/blog/table-extraction-deep-learning/ - https://nanonets.com/blog/receipt-ocr/ - https://docs.google.com/spreadsheets/d/1ehKtQeuZKnE9R0JUFuRsV6B82p9KYkLKF7cMA7nH2cA/htmlview?usp=sharing&sle=true - https://learning-at-home.github.io/ - https://github.com/mml-book/mml-book.github.io - https://github.com/eugeneyan/applied-ml - https://github.com/matterport/Mask_RCNN - https://github.com/snakers4/silero-models - https://github.com/microsoft/DeepSpeed - https://github.com/ChristosChristofidis/awesome-deep-learning - https://github.com/ujjwalkarn/Machine-Learning-Tutorials - https://github.com/src-d/awesome-machine-learning-on-source-code - https://github.com/r0f1/datascience - https://github.com/jphall663/awesome-machine-learning-interpretability - https://github.com/benedekrozemberczki/awesome-community-detection - https://github.com/benedekrozemberczki/awesome-decision-tree-papers - https://github.com/benedekrozemberczki/awesome-fraud-detection-papers - https://github.com/benedekrozemberczki/awesome-gradient-boosting-papers - https://github.com/benedekrozemberczki/awesome-graph-classification - https://github.com/benedekrozemberczki/awesome-monte-carlo-tree-search-papers - https://github.com/krishnakumarsekar/awesome-quantum-machine-learning - https://github.com/weiaicunzai/awesome-image-classification - https://github.com/EliotAndres/kaggle-past-solutions - https://github.com/guillaume-chevalier/Awesome-Deep-Learning-Resources - https://github.com/fendouai/Awesome-TensorFlow-Chinese - https://github.com/metrofun/machine-learning-surveys - https://github.com/hoya012/awesome-anomaly-detection - https://github.com/krzjoa/awesome-python-data-science - https://github.com/siboehm/awesome-learn-datascience - https://github.com/josephmisiti/awesome-machine-learning - https://github.com/SE-ML/awesome-seml - https://github.com/edobashira/speech-language-processing - https://github.com/seriousran/awesome-qa - https://github.com/kjw0612/awesome-deep-vision - https://github.com/hangtwenty/dive-into-machine-learning - https://peizhuoli.github.io/neural-blend-shapes/ # DS application - https://github.com/nsfw-filter/nsfw-filter # Bots - https://github.com/hungtraan/FacebookBot # spark - https://github.com/databricks/LearningSparkV2 - https://github.com/awesome-spark/awesome-spark # flink - https://github.com/zhisheng17/flink-learning # finance - https://github.com/hudson-and-thames/mlfinlab - https://github.com/QuantConnect/Lean - https://github.com/wilsonfreitas/awesome-quant - https://github.com/georgezouq/awesome-ai-in-finance - https://github.com/SamPom100/UnusualVolumeDetector - https://github.com/tradytics/surpriver # Ios - https://github.com/vsouza/awesome-ios - https://github.com/matteocrippa/awesome-swift # neuro - https://github.com/NeuromatchAcademy/course-content # paper - https://github.com/KianiLab/Waskom_CurrBiol_2018 - https://github.com/papers-we-love/papers-we-love # Javascript - https://www.30secondsofcode.org - https://github.com/ryanmcdermott/clean-code-javascript - https://github.com/elsewhencode/project-guidelines - https://github.com/goldbergyoni/nodebestpractices - https://github.com/getify/You-Dont-Know-JS - https://stackoverflow.com/questions/111102/how-do-javascript-closures-work - https://medium.com/javascript-scene/master-the-javascript-interview-what-is-a-closure-b2f0d2152b36 - https://github.com/sindresorhus/awesome-npm - https://github.com/cezaraugusto/You-Dont-Know-JS - https://github.com/micromata/awesome-javascript-learning - https://github.com/sorrycc/awesome-javascript - https://github.com/wbinnssmith/awesome-promises - https://github.com/bolshchikov/js-must-watch - https://github.com/loverajoel/jstips - https://github.com/parro-it/awesome-micro-npm-packages - https://github.com/feross/awesome-mad-science - https://github.com/maxogden/maintenance-modules - https://github.com/sindresorhus/awesome-npm - https://github.com/avajs/awesome-ava - https://github.com/Richienb/awesome-ponyfills - https://github.com/30-seconds/30-seconds-of-code - https://github.com/sindresorhus/awesome-observables - https://github.com/stoeffel/awesome-fp-js - https://github.com/dustinspecker/awesome-eslint # Web Development - https://github.com/davidsonfellipe/awesome-wpo - https://github.com/ChromeDevTools/awesome-chrome-devtools - https://github.com/marcobiedermann/search-engine-optimization - https://webdesign-inspiration.com/ - https://github.com/addyosmani/es6-tools - https://github.com/lvwzhen/tools - https://github.com/mateusortiz/webcomponents-the-right-way - https://github.com/diegocard/awesome-html5 - https://github.com/willianjusten/awesome-svg - https://github.com/pazguille/offline-first - https://github.com/kbrsh/moon - https://github.com/TalAter/awesome-progressive-web-apps - https://github.com/jbmoelker/progressive-enhancement-resources - https://github.com/myshov/awesome-mobile-web-development - https://github.com/pajaydev/awesome-web-performance-budget - https://github.com/componently-com/awesome-building-blocks-for-web-apps - https://github.com/dypsilon/frontend-dev-bookmarks # Web browser - https://github.com/Hunter-Github/evil-and-not-wholly-awesome-firefox - https://github.com/fregante/Awesome-WebExtensions # Julia - https://github.com/melvin0008/awesome-julia - https://github.com/svaksha/Julia.jl # Perl - https://github.com/mackee/awesome-perl # Jvm - https://github.com/deephacks/awesome-jvm # Java - https://github.com/akullpp/awesome-java - https://github.com/Vedenin/useful-java-links - https://github.com/eleventigers/awesome-rxjava # Kotlin - https://github.com/KotlinBy/awesome-kotlin # Scala - https://github.com/lauris/awesome-scala - https://github.com/tindzk/awesome-scala-native # Spring-boot - https://github.com/ityouknow/awesome-spring-boot # python - https://github.com/ethereum/lahja - https://github.com/michalc/asyncio-buffered-pipeline - https://github.com/humiaozuzu/awesome-flask - https://github.com/vinta/awesome-python - https://github.com/satwikkansal/wtfpython - https://github.com/timofurrer/awesome-asyncio - https://github.com/faroit/awesome-python-scientific-audio # Database - https://github.com/pingcap/awesome-database-learning - https://github.com/pingcap/talent-plan - https://github.com/orbitdb/orbit-db - http://www.vldb.org/pvldb/vol13/p3181-adams.pdf - https://github.com/pingcap/talent-plan - https://github.com/ramnes/awesome-mongodb - https://thedataguy.in/internals-of-google-cloud-spanner/ - https://github.com/numetriclabz/awesome-db - https://github.com/softwarebycl/awesome-contexture - https://github.com/mgramin/awesome-db-tools # Elastic search - https://medium.com/hipages-engineering/scaling-elasticsearch-b63fa400ee9e # Big data - https://github.com/manuzhang/awesome-streaming - https://github.com/igorbarinov/awesome-data-engineering - https://github.com/taosdata/TDengine - https://github.com/onurakpolat/awesome-bigdata - https://github.com/okhosting/awesome-storage/ - https://github.com/youngwookim/awesome-hadoop - https://github.com/rShetty/awesome-distributed-systems - https://github.com/heathermiller/dist-prog-book - https://medium.com/@hydraconference/the-big-interview-with-martin-kleppmann-figuring-out-the-future-of-distributed-data-systems-28a680d99ae6 # Grpc - https://github.com/grpc-ecosystem/awesome-grpc # Data uscase - https://github.com/jetnew/COVID-Resource-Allocation-Simulator/blob/master/README.md # Webrtc - https://github.com/WebDevSimplified/Zoom-Clone-With-WebRTC # Shell - https://github.com/jlevy/the-art-of-command-line # Hacking - https://github.com/blaCCkHatHacEEkr/PENTESTING-BIBLE - https://github.com/swisskyrepo/PayloadsAllTheThings - https://github.com/Hack-with-Github/Awesome-Hacking - https://github.com/enaqx/awesome-pentest - https://github.com/carpedm20/awesome-hacking - https://github.com/hslatman/awesome-threat-intelligence - https://github.com/coreb1t/awesome-pentest-cheat-sheets - https://github.com/onlurking/awesome-infosec - https://github.com/qazbnm456/awesome-web-security - https://github.com/0x4D31/awesome-threat-detection - https://github.com/Lissy93/personal-security-checklist - https://github.com/Escapingbug/awesome-browser-exploit - https://github.com/paralax/awesome-honeypots - https://github.com/meirwah/awesome-incident-response - https://github.com/jaredthecoder/awesome-vehicle-security - https://github.com/fabacab/awesome-lockpicking # Security - https://github.com/veeral-patel/how-to-secure-anything - https://cve.mitre.org/cve/ - https://github.com/zer0yu/Awesome-CobaltStrike - https://github.com/paragonie/awesome-appsec - https://github.com/sbilly/awesome-security - https://github.com/apsdehal/awesome-ctf - https://github.com/rshipp/awesome-malware-analysis - https://github.com/fabacab/awesome-cybersecurity-blueteam # Kubernetes - https://github.com/kodekloudhub/certified-kubernetes-administrator-course - https://github.com/ContainerSolutions/kubernetes-examples - https://itnext.io/linkerd-or-istio-2e3ce781fa3a - https://github.com/helm/charts/tree/master/incubator - https://k8syaml.com/ - https://www.infoq.com/articles/kubernetes-operators-in-depth/ - https://github.com/ramitsurana/awesome-kubernetes # aws - https://github.com/alozano-77/AWS-SAA-C02-Course - https://github.com/mthenw/awesome-layers - https://github.com/donnemartin/awesome-aws # cloudfare - https://github.com/irazasyed/awesome-cloudflare # go - https://github.com/hoanhan101/ultimate-go - https://github.com/campoy/justforfunc - https://github.com/campoy/go-tooling-workshop - https://github.com/hyper0x/awesome-go-China - https://github.com/jiujuan/go-collection # cryptography - https://toc.cryptobook.us/ - https://blog.trailofbits.com/2019/08/06/better-encrypted-group-chat/ - https://cryptobook.nakov.com/ - https://github.com/Ciphey/Ciphey - https://github.com/sobolevn/awesome-cryptography - https://github.com/pFarb/awesome-crypto-papers - https://github.com/Uniswap/uniswap-interface # cryptocurrency - https://github.com/Zheaoli/awesome-coins - https://github.com/Xel/Blockchain-stuff - https://github.com/kasketis/awesome-cryptocurrencies - https://github.com/Uniswap/uniswap-interface # crawler - https://github.com/BruceDone/awesome-crawler - https://github.com/lorien/awesome-web-scraping # data - https://github.com/emijrp/awesome-opendata - https://github.com/awesomedata/awesome-public-datasets # tips - https://hakibenita.com/fast-load-data-python-postgresql # practise site - https://leetcode.com/ - https://www.geeksforgeeks.org/0-1-knapsack-problem-dp-10/ - https://highscalability.com/ - https://www.interviewbit.com/ - https://www.codingame.com/start - https://www.codechef.com/ - https://codeforces.com/ - http://www.ardendertat.com/ - https://www.hackerearth.com/ - educative.io - www.spoj.com # Problem - https://about.gitlab.com/2019/08/27/tyranny-of-the-clock/ # Game-dev - http://allenchou.net/2019/08/trigonometry-basics-sine-cosine/ - https://github.com/ellisonleao/magictools - https://github.com/godotengine/awesome-godot - https://github.com/Calinou/awesome-gamedev - https://github.com/vinjn/awesome-vulkan - https://github.com/timi-liuliang/echo # Company tech blogs - https://bytes.swiggy.com/?gi=208205a7cf5e - https://eng.uber.com/ # React - https://www.reactnextboilerplate.com/ - https://github.com/brillout/awesome-react-components - https://github.com/xgrommx/awesome-redux - https://github.com/enaqx/awesome-react - https://github.com/glauberfc/awesome-react-hooks # UI/UX - https://overreacted.io/a-complete-guide-to-useeffect/ - https://itnext.io/react-native-how-to-handle-an-app-with-both-pre-androidx-and-androidx-dependencies-rn60-bf4df7ea0dd2 - https://github.com/abuanwar072/E-commerce-Complete-Flutter-UI - https://github.com/terkelg/awesome-creative-coding # Android - https://github.com/Freelander/Android_Data - https://github.com/JStumpp/awesome-android - https://github.com/ashishb/android-security-awesome - https://github.com/amitshekhariitbhu/awesome-android-complete-reference - https://github.com/vaib25vicky/awesome-mobile-security # css - https://github.com/AllThingsSmitty/css-protips - https://github.com/awesome-css-group/awesome-css - https://github.com/addyosmani/critical-path-css-tools - https://github.com/davidtheclark/scalable-css-reading-list - https://github.com/AllThingsSmitty/must-watch-css - https://github.com/AllThingsSmitty/css-protips - https://github.com/troxler/awesome-css-frameworks # Falsehood - https://github.com/kdeldycke/awesome-falsehood # Youtube - tech dummies - successintech - gauravsen - tusharroy - abdulbari - https://www.youtube.com/channel/UC-vYrOAmtrx9sBzJAf3x_xw - https://blog.codegiant.io/programming-skills-d77d4abdf255 # chatbot - https://github.com/fendouai/Awesome-Chatbot # Problems - https://www.spoj.com/problems/AGGRCOW/ # docker - https://github.com/veggiemonk/awesome-docker - https://github.com/docker/awesome-compose # graphql - https://github.com/chentsulin/awesome-graphql # raspberry pi - https://github.com/thibmaek/awesome-raspberry-pi # streaming - https://github.com/bnb/awesome-developer-streams # os - https://github.com/jubalh/awesome-os # dd - https://github.com/heynickc/awesome-ddd # web-assembly - https://github.com/mbasso/awesome-wasm # coding-style - https://github.com/Kristories/awesome-guidelines # nodejs - https://github.com/bnb/awesome-awesome-nodejs - https://github.com/sindresorhus/awesome-nodejs - https://github.com/bcoe/awesome-cross-platform-nodejs#readme # webpack - https://github.com/webpack-contrib/awesome-webpack # code review - https://github.com/joho/awesome-code-review # management - https://github.com/LappleApple/awesome-leading-and-managing # electronics - https://github.com/kitspace/awesome-electronics - https://github.com/adafruit/awesome-circuitpython - https://github.com/mcauser/awesome-micropython - https://github.com/beardicus/awesome-plotters # C - https://github.com/aleksandar-todorovic/awesome-c - https://notabug.org/koz.ross/awesome-c # C++ - https://github.com/fffaraz/awesome-cpp # WebGL - https://github.com/luruke/awesome-casestudy # elixar - https://github.com/h4cc/awesome-elixir # GIS - https://github.com/sshuair/awesome-gis - https://github.com/tmcw/awesome-geojson # apps - https://github.com/unicodeveloper/awesome-opensource-apps #shell - https://github.com/alebcay/awesome-shell # Rest - https://github.com/marmelab/awesome-rest # Iot - https://github.com/HQarroum/awesome-iot - https://github.com/nebgnahz/awesome-iot-hacks - https://github.com/weblancaster/awesome-IoT-hybrid - https://github.com/vitalets/awesome-smart-tv - https://github.com/agucova/awesome-esp - https://github.com/adafruit/awesome-adafruitio - https://github.com/ohenley/awesome-ada # Editors - https://github.com/mehcode/awesome-atom - https://github.com/emacs-tw/awesome-emacs - https://github.com/akrawchyk/awesome-vim - https://github.com/viatsko/awesome-vscode # Benchmark - https://github.com/denji/awesome-http-benchmark # Erlang - https://github.com/drobakowski/awesome-erlang # Testing - https://github.com/mojoaxel/awesome-regression-testing - https://github.com/intuit/karate - https://martinfowler.com/articles/practical-test-pyramid.html # Robotics - https://github.com/protontypes/awesome-robotic-tooling - https://github.com/fkromer/awesome-ros2 - https://github.com/Kiloreux/awesome-robotics # Quantum computing - https://github.com/desireevl/awesome-quantum-computing # Bio informatics - https://github.com/danielecook/Awesome-Bioinformatics # Speaking - https://github.com/matteofigus/awesome-speaking # healthcare - https://github.com/kakoni/awesome-healthcare # Space - https://github.com/orbitalindex/awesome-space # Serverless - https://github.com/pmuens/awesome-serverless # Graph building - https://github.com/ucg8j/awesome-dash # Electron - https://github.com/sindresorhus/awesome-electron # React Native - https://github.com/jondot/awesome-react-native # Flutter - https://github.com/Solido/awesome-flutter # IPFS - https://github.com/ipfs/awesome-ipfs # Network - https://github.com/Kikobeats/awesome-network-js # PHP - https://github.com/ziadoz/awesome-php # Talks - https://github.com/JanVanRyswyck/awesome-talks # Search Engine - https://github.com/harpribot/awesome-information-retrieval # Business - https://github.com/opencompany/awesome-open-company # MISC - https://diagrams.mingrammer.com - https://ihateregex.io - https://github.com/amitness/learning

# `awesome-game-security` [](https://github.com/gmh5225/awesome-game-security/blob/main/LICENSE) ``` If you find that some links are not working, you can simply replace the username with gmh5225. Or you can send an issue for me. ``` ## How to contribute? - https://github.com/HyunCafe/contribute-practice - https://docs.github.com/en/get-started/quickstart/contributing-to-projects ## Contents - [Game Engine](#game-engine) - [Mathematics](#mathematics) - [Renderer](#renderer) - [3D Graphics](#3d-graphics) - [AI](#ai) - [Image Codec](#image-codec) - [Wavefront Obj](#wavefront-obj) - [Task Scheduler](#task-scheduler) - [Game Network](#game-network) - [PhysX SDK](#physx-sdk) - [Game Develop](#game-develop) - [Game Assets](#game-assets) - [Game Hot Patch](#game-hot-patch) - [Game Testing](#game-testing) - [Game Tools](#game-tools) - [Game Manager](#game-manager) - [Game CI](#game-ci) - [Web3 Game](#web3-game) - [DirectX](#directx) - [OpenGL](#opengl) - [Vulkan](#vulkan) - [Cheat](#cheat) - [Anti Cheat](#anti-cheat) - [Some Tricks](#some-tricks) - [Windows Security Features](#windows-security-features) - [Windows Subsystem for Linux](#windows-subsystem-for-linux) - [Windows Subsystem for Android](#windows-subsystem-for-android) - [Android Emulator](#android-emulator) - [Nintendo Switch](#nintendo-switch) ## Game Engine > Guide - https://github.com/QianMo/Game-Programmer-Study-Notes - https://github.com/Gforcex/OpenGraphic [Graphic Engine & Game Engine lists] - https://github.com/ThisisGame/cpp-game-engine-book - https://github.com/netwarm007/GameEngineFromScratch - https://forums.unrealengine.com [Unreal] - https://docs.unrealengine.com [Unreal] - https://www.unrealengine.com/resources [Unreal] - https://github.com/mikeroyal/Unreal-Engine-Guide [Unreal] - https://github.com/Allar/ue5-style-guide [Unreal] - https://github.com/revan1611/UE-Interview-Cheat-Sheet [Unreal] - https://github.com/tomlooman/ue4-tutorials [Unreal] - https://github.com/JaredP94/Unreal-Development-Guides-and-Tips [Unreal] - https://github.com/lettier/3d-game-shaders-for-beginners [Shader] - https://github.com/PardCode/OpenGL-3D-Game-Tutorial-Series [OpenGL] - https://github.com/PardCode/CPP-3D-Game-Tutorial-Series [DirectX] - https://github.com/ssloy/tinyrenderer [Render] - https://github.com/crazyshader/GameDev [Unity] - https://github.com/RyanNielson/awesome-unity [Unity] - https://github.com/shadirvan/Unity-Cheat-Sheet [Unity] - https://github.com/QianMo/Unity-Design-Pattern [Unity Design] - https://github.com/whx-prog/The-Seed-Link-Future [Unity VR] - https://github.com/twohyjr/Metal-Game-Engine-Tutorial [Apple's Metal Api] > Source - https://github.com/EpicGames/UnrealEngine - https://github.com/Unity-Technologies/UnityCsReference [C# reference] - https://github.com/cocos2d/cocos2d-x - https://github.com/cocos/cocos-engine - https://github.com/gmh5225/GameEngine-CRYENGINE - https://github.com/panda3d/panda3d - https://github.com/ValveSoftware/source-sdk-2013 - https://github.com/gmh5225/source-sdk-orangebox - https://github.com/UTINKA/source-engine.2003 - https://github.com/VSES/SourceEngine2007 - https://github.com/nillerusr/source-engine - https://github.com/gmh5225/GoldSourceRebuild [GoldSource engine rebuild] - https://github.com/adriengivry/Overload - https://github.com/gmh5225/GameEngine-MapleEngine - https://github.com/inanevin/LinaEngine - https://github.com/storm-devs/storm-engine - https://github.com/minetest/minetest - https://github.com/godotengine/godot - https://github.com/ScriptedSnark/reGS - https://github.com/nem0/LumixEngine - https://github.com/urho3d/Urho3D - https://github.com/KorokEngine/Korok [Golang] - https://github.com/BoomingTech/Pilot - https://github.com/Sirkles/JoshoEngine-Native - https://github.com/ExplosionEngine/Explosion - https://github.com/danhuynh0803/Campfire - https://github.com/lowenware/dotrix [Rust] - https://github.com/bevyengine/bevy [Rust] - https://github.com/FyroxEngine/Fyrox [Rust] - https://github.com/AmbientRun/Ambient [Rust] - https://github.com/AbyssEngine/AbyssEngine [ARPG] - https://github.com/skylicht-lab/skylicht-engine - https://github.com/ValveSoftware/halflife [Half-Life 1] - https://github.com/SamVanheer/halflife-unified-sdk [Half-Life SDK] - https://github.com/alliedmodders/hl2sdk [Half-Life SDK] - https://github.com/MonoGame/MonoGame [.NET] - https://github.com/nCine/nCine [2D] - https://github.com/gameplay3d/gameplay [2D/3D] - https://github.com/u3d-community/U3D [C++ 2D/3D] - https://github.com/turbulenz/turbulenz_engine [HTML5] - https://github.com/egret-labs/egret-core [HTML5] - https://github.com/TorqueGameEngines/Torque2D [2D] - https://github.com/TorqueGameEngines/Torque3D [3D] - https://github.com/gmh5225/GameEngine-CX3D [3D] - https://github.com/TrinityCore/TrinityCore [MMORPG] - https://github.com/solenum/exengine [C99 3D] - https://github.com/TheCherno/Hazel - https://github.com/duddel/yourgamelib - https://github.com/Serious-Engine/Base - https://github.com/benanil/Castle-Engine [DX11] - https://github.com/OpenArena/engine [quake3] - https://github.com/rbfx/rbfx [C# support and WYSIWYG editor] - https://github.com/BobbyAnguelov/Esoterica - https://github.com/ZDoom/gzdoom [Doom] - https://github.com/L-Spiro/L.-Spiro-Engine-2022 - https://github.com/MohitSethi99/ArcEngine - https://github.com/gscept/nebula - https://github.com/irisengine/iris [cross-platform C++] - https://github.com/WistfulHopes/NightSkyEngine [A fighting game engine written in Unreal Engine 5] - https://github.com/ObEngine/ObEngine [2D+Lua] - https://github.com/harukumo/HorizonEngine [3D rendering engine] - https://github.com/benjinx/Toon [C++] - https://github.com/chrismaltby/gb-studio [GameBoy] - https://github.com/orx/orx [C++] - https://github.com/turanszkij/WickedEngine [C++ 3D] - https://github.com/AustinBrunkhorst/Ursine3D [C++ 3D] - https://github.com/Net5F/AmalgamEngine - https://github.com/rxi/kit [pixels] - https://github.com/nitaigao/engine-showcase [Old engine] - https://github.com/PanosK92/SpartanEngine [Research-focused game engine designed for real-time solutions] - https://github.com/OpenXRay/xray-16 [Improved version of the X-Ray Engine] > Game Engine Plugins:Unreal - [Plugin for UE4 to user Rider for Unreal Engine as code editor](https://github.com/JetBrains/RiderSourceCodeAccess) - [Design-agnostic node system for scripting game’s flow in Unreal Engine](https://github.com/MothCocoon/FlowGraph) - [Sample Unreal Engine 5.0.1 C++ Project That Incorporates Dear ImGui](https://github.com/stungeye/UE5-With-Dear-ImGui) - [A set of tools and utilities for use with Unreal Engine projects using ImGui](https://github.com/nakdeyes/UnrealImGuiTools) - [A simple Unreal Engine subsystem to provide a more accurate server world time to clients](https://github.com/Erlite/NetworkTimeSync) - [UE4 UI Texture Validator Plugin](https://github.com/benui-dev/UE-BUIValidator) - [Unreal Engine .NET 6 integration](https://github.com/nxrighthere/UnrealCLR) - [Houdini Engine Plugin for Unreal Engine](https://github.com/sideeffects/HoudiniEngineForUnreal) - [A small tutorial repository on capturing images with semantic annotation from UnrealEngine to disk](https://github.com/TimmHess/UnrealImageCapture) - [UE4 plugin for live2d model](https://github.com/Arisego/UnrealLive2D) - [An Unreal Engine code plugin that adds a custom asset type and editor to the engine](https://github.com/JanKXSKI/AssetTutorialPlugin) - [Unreal Engine 4 Plugin for Lua APIs implementation](https://github.com/rdeioris/LuaMachine) - [Debug Menu for UnrealEngine4](https://github.com/000-aki-000/GameDebugMenu) - ['Dear Imgui' remote access library and application](https://github.com/sammyfreg/netImgui) - [Customizable performance metric charts and STAT commands control panel](https://github.com/DarknessFX/DFoundryFX) - [Unreal Engine plugin providing a set of Hermes endpoints](https://github.com/cdpred/RedTalaria) - [Unreal Engine 4 Plugin for Lua APIs implementation](https://github.com/rdeioris/LuaMachine) - [Copies the argument string to the clipboard and outputs the characters copied to the clipboard](https://github.com/aoharudesu/Clipboard_Tools-UE4) > Game Engine Plugins:Unity - [A markdown viewer for unity](https://github.com/gwaredd/UnityMarkdownViewer) - [An integrated solution for authoring / importing / simulating / rendering strand-based hair in Unity](https://github.com/Unity-Technologies/com.unity.demoteam.hair) - [A maintained collection of useful & free unity scripts / library's / plugins and extensions](https://github.com/michidk/Unity-Script-Collection) - [ChatGPT integration with Unity Editor](https://github.com/keijiro/AICommand) > Game Engine Plugins:Lumix - https://github.com/nem0/lumixengine_maps [Map downloader] > Game Engine Detector - https://github.com/walzer/game-engine-detector [Mobile Game] ## Mathematics - https://github.com/nfrechette/rtm - https://github.com/Groovounet/glm - https://github.com/microsoft/DirectXMath - https://github.com/Kazade/kazmath - https://github.com/milakov/int_fastdiv - https://github.com/freemint/fdlibm - https://github.com/Jaysmito101/cgl ## Renderer - https://github.com/keith2018/SoftGLRender - https://github.com/DQLin/VolumetricReSTIRRelease - https://github.com/HackerPoet/NonEuclidean - [A graphics engine designed to run on a single thread on CPU](https://github.com/FHowington/CPUEngine) - https://github.com/paroj/gltut [OpenGL Render] - https://github.com/ashawkey/raytracing [RayTracer] - https://github.com/sultim-t/xash-rt [Xash3D FWGS with a real-time path tracing] - https://github.com/crosire/reshade [A generic post-processing injector for games and video software] - https://github.com/harukumo/HorizonEngine [3D rendering engine] - https://github.com/Patryk27/strolle [Real-time rendering engine] - https://github.com/ssloy/tinyraytracer [A brief computer graphics / rendering course] - https://github.com/freetype/freetype [Render fonts] ## 3D Graphics - https://github.com/Mesa3D/mesa ## AI - https://github.com/ls361664056/GameAI-paper-list [zh] ## Image Codec - https://github.com/nothings/stb - https://github.com/libjpeg-turbo/libjpeg-turbo - https://github.com/erkkah/tigr - https://github.com/tsoding/olive.c ## Wavefront Obj - https://github.com/tinyobjloader/tinyobjloader - https://github.com/Twinklebear/tobj [Rust] ## Task Scheduler - https://github.com/SergeyMakeev/TaskScheduler ## Game Network > Guide - https://github.com/MFatihMAR/Game-Networking-Resources - https://partner.steamgames.com/doc/api/ISteamNetworkingMessages#functions_sendrecv [Steam] - https://github.com/mcxiaoke/mqtt [mqtt] > Source - https://github.com/cloudwu/skynet - https://github.com/ketoo/NoahGameFrame [Server Engine] - https://github.com/chronoxor/CppServer - https://github.com/Qihoo360/evpp - https://github.com/ValveSoftware/GameNetworkingSockets [Steam] - https://github.com/skywind3000/kcp [KCP] - https://github.com/Unit-X/kcp-cpp [KCP] - https://github.com/TLeonardUK/ds3os [Dark Souls 3] - https://github.com/TLeonardUK/ds2os [Dark Souls 2] - https://github.com/rathena/rathena [MMORPG] - https://github.com/uNetworking/uWebSockets [WebSockets] - https://github.com/socketio/socket.io [Nodejs] - https://github.com/mqttjs/MQTT.js [mqtt nodejs] - https://github.com/eclipse/paho.mqtt.cpp [mqtt cpp] - https://github.com/topfreegames/pitaya [Server framework] - https://github.com/azerothcore/azerothcore-wotlk [Server for WOW] - https://github.com/arlyon/azerust [Rust Server for WOW] - https://github.com/arlyon/awesome-wow-rust [Rust Server for WOW] - https://github.com/2601677867/One-Click-Run_Source_Server [Server for Source Engine] ## PhysX SDK - https://github.com/NVIDIAGameWorks/PhysX - https://github.com/NVIDIAGameWorks/PhysX-3.4 - https://github.com/bulletphysics/bullet3 ## Game Develop > Guide - https://github.com/Calinou/awesome-gamedev - https://github.com/notpresident35/learn-awesome-gamedev - https://github.com/yrgo/awesome-educational-games - https://github.com/raizam/gamedev_libraries [A collection of open source c/c++ libraries for gamedev] - https://github.com/gheja/game-design-documents [Game design documents] - https://github.com/Kavex/GameDev-Resources [Game Development resources] - https://github.com/crazyshader/GameDev [Unity] - https://github.com/RyanNielson/awesome-unity [Unity] - https://github.com/QianMo/Unity-Design-Pattern [Unity Design] - https://github.com/michal-z/zig-gamedev [Building game development ecosystem for ziglang] - https://github.com/OTFCG/Awesome-Game-Analysis [Video game tech analysis resources] > Source - https://github.com/PiMoNFeeD/csgo-src [Leaked CSGO] - https://github.com/perilouswithadollarsign/cstrike15_src [Leaked CSGO With CI] - https://github.com/gmh5225/Far-Cry-1-Source-Full [Leaked Far Cry 1] - https://github.com/gmh5225/FarCry [Leaked Far Cry 1] - https://github.com/SwagSoftware/Kisak-Strike [Open Source CSGO] - https://github.com/hampta/csso-src [CSGO Mod] - https://github.com/thomaseichhorn/cs16-client [Rewrote CS1.6] - https://github.com/s1lentq/ReGameDLL_CS [Reversed CS1.6] - https://github.com/gmh5225/Game-GTA-re3 [Reversed GTA III, Vice City] - https://github.com/WastedHymn/Grand-Theft-Auto-Modding-Source [Code snippets for Vice City] - https://github.com/SmileyAG/ReCZDS [Reversed CZeror] - https://github.com/Harrison1/unrealcpp [UE4 C++ examples] - https://github.com/QianMo/UE4-FPS-Game [UE4 FPS Game] - https://github.com/KitchenGun/UE4_FPS [UE4 FPS Demo] - https://github.com/tomlooman/SimpleFPSTemplate [UE4 FPS Demo] - https://github.com/tomlooman/EpicSurvivalGame [UE4 FPS Game] - https://github.com/QianMo/UE4-Tank-Game [UE4 Game] - https://github.com/gmh5225/UE-UE5-FPS-wlaster [UE5 FPS Game] - https://github.com/gmh5225/UE5-FPS-CryptRaider [UE5 FPS Game] - https://github.com/LeroyTechnologies/ProjectM [UE5 FPS Game] - https://github.com/invi1998/MultiplayerBlasterGame [UE5 FPS Game] - https://github.com/perfect-hand/ue5-cardgame [UE5 Card Game] - https://github.com/stackOverflower92/FightingGame-UE5 [UE5 Fighting Game] - https://github.com/EvelynSchwab/ComponentFuseMechanic [UE5 constraining system] - https://github.com/tomlooman/ActionRoguelike [UE Roguelike Game] - https://github.com/Unity-Technologies/FPSSample [Unity Game] - https://github.com/OguzKaira/FPS-Movement [Unity FPS] - https://github.com/OguzKaira/SQLite-Unity3D [Unity SQLite] - https://github.com/swordjoinmagic/MoBaDemo [Unity MoBa] - https://github.com/gmh5225/U3D_MiniDNF [Unity mini DNF] - https://github.com/gmh5225/unity-vrchat-template [Unity VRChat Template] - https://github.com/Saukiya/Arknights [Unity Arknights] - https://github.com/ZehMatt/SnakeRoyal [Mini Game With Server] - https://github.com/MKXJun/Super-Fighter [DX11 Mini Game] - https://github.com/MKXJun/Rubik-Cube [DX9/11 Mini Game] - https://github.com/Suprcode/mir2 [MIR2] - https://github.com/Suprcode/mir3-zircon [MIR3] - https://github.com/WolfireGames/overgrowth [Overgrowth] - https://github.com/solidi/hl-mods [Modification For Half-Life] - https://github.com/codingben/maple-fighters [A small online game similar to MapleStory] - https://github.com/loqix/Fortnite [Fortnite] - https://github.com/bradharding/doomretro [DOOM] - https://github.com/Daivuk/PureDOOM [DOOM] - https://github.com/NSG650/NtDOOM [Doom running in the NT kernel] - https://github.com/Luxon98/Super-Mario-Bros-game [Remake of Super Mario] - https://github.com/plibither8/2048.cpp [2048] - [An open source re-implementation of RollerCoaster Tycoon 2](https://github.com/OpenRCT2/OpenRCT2) - [This is the old Paradise SPRX BO2 soruce code](https://github.com/gopro2027/ParadiseBO2) - https://github.com/dreamstalker/rehlds [Reverse-engineered HLDS] - https://github.com/AndroidModLoader/AndroidModLoader [Android Mod Loader] - https://github.com/marblexu/PythonPlantsVsZombies [PlantsVsZombies] - https://github.com/mhyousefi/ZombiesVsPlants [PlantsVsZombies] - https://github.com/Fewnity/Counter-Strike-DS-Unity-Project [Unity CS] - https://github.com/Fewnity/Counter-Strike-Nintendo-DS [Nintendo CS] - https://github.com/ppy/osu [osu] - https://github.com/ppy/osu-framework [osu] - https://github.com/dufernst/LegionCore-7.3.5 [wow] - https://github.com/RageProject/5.4.7-Wow-source [wow] - https://github.com/SkyFire/MopCore547 [wow] - https://github.com/skMetinek/Non-Newtonian-New-York [Spider-Man Remastered Mod] - https://github.com/playgameservices/cpp-android-basic-samples [Sample games using the Google Play Games C++ SDK] - https://github.com/pafuhana1213/KawaiiPhysics [Simple fake Physics for UnrealEngine4 & 5] - https://github.com/pafuhana1213/VTuberWithUE4 [UE4 VTuber] - https://github.com/Bratah123/GojoTheSpire [Slay The Spire Remastered Mod] - https://github.com/snesrev/zelda3 [A reimplementation of Zelda 3] - https://github.com/kantam5/DeadByDaylight [Dead By Daylight Copy] - https://github.com/Phobos-developers/Phobos [Red Alert 2: Yuri's Revenge engine extension] - https://github.com/praydog/AutomataMP [NieR] - https://github.com/xinyu-evolutruster/3D-Racing-Game [A racing game based on OpenGL] - https://github.com/ProjectBorealis/PBCharacterMovement [HL2-style, classic FPS movement for UE4 implemented in C++] - https://github.com/Merisho/tx-holdem [Texas Holdem Poker made by JS] - https://github.com/raysan5/raylib [A simple and easy-to-use library to enjoy videogames programming] - https://github.com/NotYetGames/WarriOrb [a Dark-Souls like action platformer using UE4] - https://github.com/pjasicek/OpenClaw [Reimplementation of Captain Claw (1997) platformer] - https://github.com/galaxyhaxz/devilution [Reversed Devilution] - https://github.com/assaultcube/AC [FPS Game] - https://github.com/fishfolk/jumpy [Pixels style] - https://github.com/jynew/jynew [JinYongLegend] - https://github.com/johndpope/pianogame [Piano Game] ## Game Assets - https://github.com/Miziziziz/Retro3DGraphicsCollection - https://github.com/HitmanHimself/GOWTool [God of War 2018] - https://github.com/KhronosGroup/glTF [Runtime 3D Asset Delivery] - https://github.com/syoyo/tinygltf [Header only C++11 tiny glTF 2.0 library] - https://github.com/atenfyr/UAssetGUI [Viewing and modifying UE4 game assets] - https://github.com/UETools/UETools [Accessing, reading and deserializing UE4 assets] ## Game Hot Patch - https://github.com/Tencent/xLua - https://github.com/Tencent/InjectFix - https://github.com/focus-creative-games/hybridclr ## Game Testing - https://github.com/UnityTech/GamesTestAutomationExample [The collecting ideas on how to do Test Automation in Games] - https://github.com/nowsprinting/UnityAutomatedQAExamples [Unity Automated QA Guidebook] - https://github.com/AirtestProject/Airtest [UI Automation Framework] - https://github.com/dendibakh/perf-ninja [Performance Analysis] - https://github.com/CookiePLMonster/UptimeFaker [Detecting High PC Uptime] - https://github.com/GameTechDev/PresentMon [Graphics Performance] - https://github.com/gatling/gatling [Server Testing] - https://github.com/aristocratos/btop [Performance Monitor] - https://github.com/Celtoys/Remotery [A realtime CPU/GPU profiler] - https://github.com/Volkanite/Push [Monitor GPU/CPU/RAM performance] - https://github.com/google/orbit [C/C++ Performance Profiler] - https://github.com/wolfpld/tracy [C++ frame profiler] - https://github.com/RomanceTheHeart/Automation_Examples [Automating certain tasks in the Unreal editor] - https://github.com/DaedalicEntertainment/ue4-test-automation [Facilitates setting up integration test suits with Unreal Engine 4 Gauntlet] - https://github.com/DenuvoSoftwareSolutions/Onlooker [Tool to collect and visualize memory usage of a process tree] - https://github.com/milostosic/rprof [CPU scope based profiling library] - https://github.com/DarknessFX/DFoundryFX [UE Performance] ## Game Tools - [Play your favorite games in a borderless window; no more time consuming alt-tabs](https://github.com/Codeusa/Borderless-Gaming) - https://github.com/Genymobile/scrcpy [Display and control your Android device] - https://github.com/ryanjon2040/Unreal-Binary-Builder [Build UE Source] - https://github.com/ryanjon2040/UnrealNetworkProfiler [Network Profiler for UE] - [Command line tool for getting the download URL for the latest or specific version of Unity](https://github.com/neogeek/get-unity) - https://github.com/recastnavigation/recastnavigation [Navigation-mesh Toolset for Games] - https://github.com/TensorWorks/UE-Clang-Format [UE Clang-Format configuration] - https://github.com/inflation/goldberg_emulator [Steam emulator] ## Game Manager - https://github.com/JosefNemec/Playnite ## Game CI - https://github.com/game-ci - https://github.com/nikaera/Unity-GameCI-Sample [Unity] ## Web3 Game > Blockchain Guide - https://github.com/unbalancedparentheses/practical_cryptography_and_distributed_ledgers - https://github.com/slowmist/Web3-Project-Security-Practice-Requirements - https://en.hackndo.com/ethereum-virtual-machine [EVM] - https://github.com/mektigboy/evm-chad [EVM] - https://github.com/jtriley-eth/the-ethereum-virtual-machine [EVM] - https://github.com/w1nt3r-eth/evm-from-scratch [EVM] - https://github.com/lambdaclass/lambdaworks [Crypto] - https://github.com/coinspect/learn-evm-attacks [EVM Security] - https://github.com/Dapp-Learning-DAO/Dapp-Learning [Dapp] - https://github.com/contractcops/auditingroadmap [Solidity] - https://github.com/0xcacti/awesome-solidity-dev-tools [Solidity] - https://github.com/chinmay-farkya/solidity-notes [Solidity Notes] - https://github.com/nullity00/web3-resources [Web3 resources] - https://github.com/JoranHonig/awesome-web3-ai-security [web3 ai security] > Game - https://github.com/aakarkun/unity-web3-skyrim-market [Web3 SkyRim Market - Unity] > SDK - https://github.com/Ankr-network/game-unreal-sdk [Mirage Unreal SDK] > Security - https://github.com/SunWeb3Sec [Let's make Web3 more secure] - https://github.com/ZhangZhuoSJTU/Web3Bugs [Bugs in Smart Contracts] - https://github.com/cryptostaker2/blockchain-security-audits [Security audits] - https://github.com/obheda12/Solidity-Security-Compendium [Solidity vuln] - https://github.com/crytic [Blockchain Security, by @trailofbits] - https://github.com/Quillhash/Solidity-Attack-Vectors [Solidity SmartContract Attack Vectors] - https://github.com/crytic/building-secure-contracts [Guidelines and training material to write secure smart contracts] - https://github.com/crytic/etheno [Ethereum security analysis and testing] - https://github.com/crytic/echidna [Ethereum smart contract fuzzer] - https://github.com/fuzzland/ityfuzz [Ethereum smart contract fuzzer] - https://github.com/secureum/DeFi-Security-Summit-Stanford [DEFI Focus Smart Contract Security Capture the Flag] - https://github.com/go-outside-labs/blockchain-hacking [hacking] - https://github.com/Decurity/abi-decompiler [Recover ABI of EVM smart contracts] - https://github.com/pcaversaccio/reentrancy-attacks [Historical Collection of Reentrancy Attacks] - https://mythx.io [Static Analyzer] - https://github.com/crytic/slither [Static Analyzer] - https://github.com/ConsenSys/mythril [Static Analyzer] - https://github.com/Picodes/4naly3er [Static Analyzer] - https://github.com/Quillhash/QuillAudit_Auditor_Roadmap [Become a Smart Contract Auditor] - https://github.com/d-xo/weird-erc20 [Weird ERC20] ## DirectX > Guide - https://github.com/planetchili/hw3d [C++ 3D DirectX Tutorial] - https://github.com/jpvanoosten/LearningDirectX12 [DX12] - https://github.com/PAMinerva/LearnDirectX [DX12] - https://github.com/MKXJun/DirectX11-With-Windows-SDK [DX11 zh] - https://github.com/d3dcoder/d3d12book [DX12] - https://github.com/pkurth/D3D12Renderer [DX12] > Hook - https://github.com/rdbo/DX11-BaseHook [DX11 Imgui] - https://github.com/DrNseven/D3D12-Hook-ImGui [DX12 Imgui] - https://github.com/niemand-sec/DirectX11Hook [DX11 Imgui] - https://github.com/guided-hacking/GH_D3D11_Hook [DX11] - https://github.com/gogo9211/Discord-Overlay-Hook [DX11] - https://github.com/ocornut/imgui/commit/923bd2fd217c1dc1e75fa92b0284d3817904988b [DX11/12 ResizeBuffers] - https://github.com/marlkiller/d3dhook_imgui [d3d opengl hook imgui x86/x64] - [Universal graphical hook for a D3D9-D3D12, OpenGL and Vulkan based games](https://github.com/Rebzzel/kiero) - https://github.com/jmpews/Dobby [a lightweight, multi-platform, multi-architecture hook framework] - https://github.com/Sh0ckFR/Universal-Dear-ImGui-Hook [An universal Dear ImGui Hook] - https://github.com/bruhmoment21/UniversalHookX [DX/OpenGL/Vulkan] > Tools - https://github.com/visotw/3d9 [Fixing broken stereoscopic effects in DX11 games] > Emulation - https://github.com/code-tom-code/Software_D3D9 [DX9] > Compatibility - https://github.com/CnCNet/cnc-ddraw [Old Game] - https://github.com/microsoft/D3D9On12 [The Direct3D9-On-12 mapping layer] > Overlay - https://github.com/SeanPesce/Direct3D9-Overlay ## OpenGL > Guide - https://github.com/JoeyDeVries/LearnOpenGL > Source - https://github.com/brackeen/glfm [Write OpenGL ES code in C/C++] > Hook - https://github.com/bruhmoment21/UniversalHookX ## Vulkan > Guide - https://github.com/googlesamples/android-vulkan-tutorials > API - https://github.com/corporateshark/lightweightvk > Hook - https://github.com/Rebzzel/kiero [X86/64 Windows] - https://github.com/bruhmoment21/UniversalHookX [X86/64 Windows] - https://github.com/DrNseven/Vulkan-Hook [X86/64 Windows] ## Cheat > Guide - https://github.com/dsasmblr/game-hacking - https://github.com/dsasmblr/hacking-online-games - https://github.com/kovidomi/game-reversing - https://github.com/TheZong/Game-Hacking - https://github.com/mytechnotalent/Reverse-Engineering - https://github.com/wtsxDev/reverse-engineering - https://github.com/mytechnotalent/Hacking-Windows - https://github.com/kotae4/intro-to-gamehacking - https://blog.can.ac/author/can1357 - https://github.com/SinaKarvandi/Hypervisor-From-Scratch [Hypervisor] - https://secret.club - https://back.engineering - https://vollragm.github.io - https://www.triplefault.io - https://advancedvectorextensions.github.io - https://bright.engineer - https://reversing.info - https://www.unknowncheats.me - https://forum.ragezone.com - https://guidedhacking.com - https://github.com/guided-hacking - https://gamehacking.academy - https://github.com/GameHackingAcademy - https://areweanticheatyet.com [A list of games using anti-cheats] - https://github.com/aclist/aclist.github.io [Anti-cheat compatibility list] - https://github.com/imadr/Unity-game-hacking [Unity] - https://vollragm.github.io/posts/unity-reversing [Unity] - https://wiki.cheatengine.org/index.php?title=Mono [CE Mono] - https://github.com/krampus-nuggets/ce-tutorial [CE] - https://il2cppdumper.com [IL2CPP] - https://www.unknowncheats.me/forum/unity/465283-il2cppruntimedumper.html [IL2CPP] - https://github.com/shalzuth/NativeNetSharp [Injecting C# code] - https://github.com/januwA/game-reversed-study [CE Guide zh] - https://github.com/csgohacks/master-guide [CSGO Guide] - [different-ways-hooking](https://www.unknowncheats.me/forum/general-programming-and-reversing/154643-different-ways-hooking.html) [Hook Guide] - http://pwnadventure.com [Hackable Game] - https://github.com/GameCrashProject/UE4-Hacking-Guideline [Unreal] - https://github.com/TimMisiak/WinDbgCookbook [WinDbg] - https://github.com/anhkgg/awesome-windbg-extensions [WinDbg] - [Undetected Cheat Engine](https://www.unknowncheats.me/forum/anti-cheat-bypass/504191-undetected-cheat-engine-driver-2022-bypass-anticheats-eac.html) - [Guide about remote Windows kernel debugging](https://github.com/konstantin89/windows-kernel-debugging-guide) - https://github.com/rmusser01/Infosec_Reference/blob/master/Draft/Games.md [Game Hacking] - https://github.com/cragson/osmium [C++ Framework for external cheats] > Debugging - https://github.com/stars/gmh5225/lists/debugger [List] - https://github.com/cheat-engine/cheat-engine - https://github.com/SinaKarvandi/Hypervisor-From-Scratch [Hypervisor] - https://github.com/JasonGoemaat/CheatEngineMonoHelper [CE Mono Helper] - https://github.com/DoranekoSystems/frida-ceserver [CE Server For IOS] - https://github.com/DoranekoSystems/ceserver-ios [Porting ceserver to iOS.Dynamic analysis] - https://github.com/gmh5225/cheat-engine-ceserver-pcileech [CE Server For Pcileech] - https://github.com/user23333/veh [CE Plugin For Manualmap VEH Dll] - https://github.com/x64dbg/x64dbg - https://github.com/marakew/syser - https://github.com/noword/GDB-Windows-Binaries [GDB] - https://github.com/ajkhoury/ReClassEx - https://github.com/ReClassNET/ReClass.NET - https://github.com/x64dbg/DotX64Dbg - https://github.com/imugee/xdv - https://github.com/eteran/edb-debugger [For Linux] - https://github.com/korcankaraokcu/PINCE [For Linux] - https://github.com/mrexodia/TitanHide - https://github.com/Air14/HyperHide - https://github.com/HyperDbg/HyperDbg - https://github.com/3526779568/vt-debuger - https://github.com/teemu-l/execution-trace-viewer - https://github.com/changeofpace/Force-Page-Protection [Bypass Remap Memory] - https://github.com/icsharpcode/ILSpy [For Unity] - https://github.com/dnSpy/dnSpy [For Unity] - https://github.com/HoLLy-HaCKeR/dnSpy.Extension.HoLLy [For Unity] - https://github.com/mandiant/dncil [For Unity] - https://github.com/hugsy/CFB [Monitor IRP] - https://github.com/Kharos102/IOCTLDump [Monitor IRP] - https://ioninja.com/downloads.html [Protocol Analyzer] - https://github.com/wilszdev/SteamAntiAntiDebug [Steam] - https://github.com/H5GG/H5GG [IOS cheat engine] > Packet Sniffer&Filter - https://github.com/WPO-Foundation/win-shaper - https://github.com/wiresock/ndisapi - https://github.com/Akebi-Group/Akebi-PacketSniffer - https://github.com/basil00/Divert [Packet Divert] - https://github.com/fksvs/inject - https://github.com/hercul3s/Packet-Sniffer [Packet Logger/Decryptor] > Packet Capture&Parse - https://github.com/seladb/PcapPlusPlus [Pcap] - https://github.com/nmap/npcap > SpeedHack - https://github.com/absoIute/Speedhack - https://github.com/Letomaniy/Speed-Hack > RE Tools - https://dogbolt.org - https://github.com/mentebinaria/retoolkit [Reverse Engineer's Toolkit] - https://github.com/stevemk14ebr/RETools - https://github.com/BataBo/ACEPatcher [.NET Patcher] - https://github.com/waryas/KACE [Emulate Drivers in RING3 with self context mapping or unicorn] - https://github.com/VollRagm/PTView [Browse Page Tables on Windows] - https://github.com/iBotPeaches/Apktool [Apk] - https://github.com/user1342/Obfu-DE-Scate [Apk] - https://github.com/guided-hacking/GH-Offset-Dumper [Scans for signatures and netvars and dumps their relative offsets] - https://github.com/guided-hacking/GH-Entity-List-Finder [Scans game processes for most likely entity list addresses] - https://github.com/rednaga/APKiD [PEiD for Android] - https://github.com/Col-E/Recaf [Java] - https://github.com/tomvita/SE-tools [Nintendo Switch] - https://github.com/StudentBlake/XCI-Explorer [XCI Explorer] - https://github.com/Anonym0ose/JitDumper [A CIL method body dumper] - https://github.com/cfig/Android_boot_image_editor [A tool for reverse engineering Android ROM images] - https://github.com/hasherezade/pe-bear [PE Viewer] - https://github.com/zodiacon/TotalPE2 [PE Viewer] - https://github.com/APKLab/APKLab [Android Reverse-Engineering Workbench for VS Code] - https://github.com/evild3ad/MemProcFS-Analyzer [Windows Forensic Analysis] - https://github.com/eybisi/kavanoz [Statically unpacking common android banker malware] - https://github.com/cyberark/PipeViewer [Shows detailed information about named pipes in Windows] - https://github.com/cursey/regenny [Reconstruct structures and generate header files] - https://github.com/zodiacon/EtwExplorer [View ETW Provider manifest] - https://github.com/DoranekoSystems/ceserver-ios [Porting ceserver to iOS.Dynamic analysis] - https://github.com/VoidSec/ioctlpus [Be used to make DeviceIoControl requests with arbitrary inputs] - https://github.com/horsicq/Nauz-File-Detector [Linker/Compiler/Tool detector] - https://github.com/gcarmix/HexWalk [Hex Viewer/Editor/Analyzer] > Fix VMP - https://github.com/Obfuscator-Collections/VMProtect - https://github.com/wallds/NoVmpy - https://github.com/gmh5225/VMP-Vmp3_64bit_disasm-prerelease- - https://github.com/gmh5225/Vmp3_utils > Fix OLLVM - https://bbs.pediy.com/thread-272414.htm > Dynamic Binary Instrumentation - https://github.com/hzqst/unicorn_pe - https://github.com/googleprojectzero/TinyInst - https://github.com/revsic/cpp-veh-dbi - https://github.com/bitdefender/river - https://github.com/beehive-lab/mambo [ARM] - https://github.com/DynamoRIO/drmemory - https://github.com/aroxby/dynre-x86 > Launcher Abuser - https://github.com/Ricardonacif/launcher-abuser > Bypass PatchGuard - https://github.com/armasm/EasyAntiPatchGuard - https://github.com/9176324/Shark - https://github.com/gmh5225/Patchguard-2023 [Shark] - https://github.com/hfiref0x/UPGDSED [File] - https://github.com/Mattiwatti/EfiGuard [EFI] - https://github.com/zzhouhe/PG1903 [Demo NX] - https://gist.github.com/gmh5225/0a0c8e3a2d718e2d6f9b6a07d5e0f80a [PG CTX] - https://github.com/gmh5225/QuickPGTrigger [Stress Testing] - https://github.com/tandasat/Sushi [Monitoring PG] - https://github.com/gmh5225/Disabling-Hyper-V [Disable Hyper-V] - https://github.com/AdamOron/PatchGuardBypass - https://github.com/zer0condition/Demystifying-PatchGuard > Windows Kernel Explorer - https://github.com/NullArray/WinKernel-Resources [Guide] - https://github.com/supermanc88/Document/tree/master/Windows%20Driver%20Development [Guide] - https://windiff.vercel.app/# [Diff] - https://github.com/gmh5225/ntoskrnl_file_collection [Various versions of ntoskrnl files] - https://github.com/gmh5225/win32k_file_collection [Various versions of win32k files] - https://github.com/gmh5225/win32k_file_collection2 [Various versions of win32k files] - https://github.com/jiubanlo/WinNT5_src_20201004 [Leaked Windows XP Source] - https://github.com/BlackINT3/OpenArk [Tool] - https://github.com/BeneficialCode/WinArk [Tool] - https://github.com/progmboy/openprocmon [open source process monitor] - https://github.com/winsiderss/systeminformer [Tool] - https://github.com/0xcpu/ExecutiveCallbackObjects [Callback] - https://github.com/0xcpu/WinAltSyscallHandler [AltSystemCallHandlers] - https://github.com/DownWithUp/CallMon [AltSystemCallHandlers] - https://github.com/everdox/InfinityHook [ETW Hook] - https://github.com/AyinSama/Anti-AntiDebuggerDriver [ETW Hook] - https://github.com/FiYHer/InfinityHookPro [ETW Hook Ex] - https://github.com/gmh5225/ETWHOOK-InfinityHookClass [ETW Hook Ex] - https://github.com/DearXiaoGui/InfinityHookPro-main [ETW Hook WIN11] - https://github.com/KelvinMsft/ThreadSpy [PMI Callback] - https://github.com/KelvinMsft/PerfMon [PMI Callback] - https://github.com/gmh5225/PMI-hpc [PMI] - https://github.com/gmh5225/NMI-EnumNmiCallback [Enumerate NMI] - https://github.com/gmh5225/Disable-nmi-callbacks [Disable NMI] - https://github.com/gmh5225/NMI-nmi_callback [Triggering NMI] - https://github.com/gmh5225/Kernel_Anti-Cheat [NMI] - https://github.com/intelpt/WindowsIntelPT [Intel PT] - https://github.com/CristiNacu/ingsoc [Intel PT] - https://github.com/DProvinciani/pt-detector [Intel PT] - https://github.com/googleprojectzero/winafl [Intel PT Fuzzer] - https://github.com/intelpt/winipt [ipt.sys] - https://github.com/australeo/libipt-rs [ipt.sys] - https://github.com/intelpt/processor-trace [Intel PT Decoder] - https://github.com/gmh5225/Driver-intel-PEBs-LoopHPCs [Intel PEBs] - https://github.com/ilovecsad/Ark [Tool] - https://github.com/gmh5225/ntoskrnl_file_collection [Ntoskrnl Version] - https://github.com/gmh5225/win32k_file_collection [Win32k Version] - https://github.com/gmh5225/win32k_file_collection2 [Win32k Version] - https://github.com/gmh5225/MSSymbolsCollection [Kernel Symbols] - https://github.com/am0nsec/wkpe [Enumerate VAD] - https://github.com/armvirus/DriverDllFInder [Find Driver Useless Memory] - https://github.com/MahmoudZohdy/APICallProxy [Windows API Call Obfuscation] - https://github.com/Spuckwaffel/Simple-MmcopyMemory-Hook [Hook MmcopyMemory] - https://github.com/VollRagm/PTView [Browse Page Tables on Windows] - https://github.com/misc0110/PTEditor [PT Editor] - https://github.com/IcEy-999/Ntoskrnl_Viewer [Ntoskrnl Viewer] - https://github.com/ekknod/Nmi [Blocking NMI interrupts] - https://github.com/EquiFox/KsDumper [Dumping processes using the power of kernel space] - https://github.com/mastercodeon314/KsDumper-11 [Classic and legendary KsDumper] - https://github.com/not-matthias/Nemesis [Dumping processes using the power of kernel space] - https://github.com/allogic/KDBG [Tool] - https://github.com/gmh5225/Voyager [A Hyper-V Hacking Framework For Windows 10 x64 (AMD & Intel)] - https://github.com/NurdAlert/modded-voyager - https://github.com/gmh5225/Fortnite-VoyagerTF [Voyager for Fortnite] - https://github.com/repnz/apc-research [APC Internals Research Code] - https://github.com/intel/pcm [Processor Counter Monitor] - https://github.com/ChengChengCC/Ark-tools [Some kernel research] - https://github.com/alal4465/KernelMon [Monitoring Windows Kernel Drivers] - https://github.com/gmh5225/Practical-Reverse-Engineering-Solutions [DPC+APC] - https://github.com/br-sn/CheekyBlinder [Enumerating and removing kernel callbacks using signed vulnerable drivers] - https://github.com/GetRektBoy724/DCMB [Removing kernel callbacks] - https://github.com/Air14/KDBGDecryptor [A simple example how to decrypt kernel debugger data block] - https://github.com/FaEryICE/MemScanner [Memory scanner] > Magisk - https://github.com/PShocker/Zygisk-MagiskHide - https://github.com/longpoxin/hideroot - https://github.com/canyie/Riru-MomoHider - https://github.com/newbit1/rootAVD [root AVD] - https://github.com/Fox2Code/FoxMagiskModuleManager [A module manager for Magisk] - https://github.com/Dr-TSNG/ZygiskOnKernelSU [Run Zygisk on KernelSU] - https://github.com/svoboda18/magiskboot [Boot Image Modification Tool] - https://github.com/xiaoxindada/magiskboot_ndk_on_linux - https://github.com/the-dise/EasyPixel [Magisk module that disguises a device under Google Pixel] - https://github.com/HuskyDG/MagiskHide [Portable MagiskHide] - https://github.com/lico-n/ZygiskFrida [Injects frida gadget using zygisk] > Frida - https://github.com/CrackerCat/strongR-frida-android > Android File Explorer - https://github.com/nzcv/note [Guide-zh] - https://github.com/iBotPeaches/Apktool - https://github.com/pxb1988/dex2jar - https://github.com/skylot/jadx [Dex to Java decompiler] - https://github.com/LuckyPray/DexKit-Android [dex deobfuscator] - https://github.com/rednaga/APKiD [PEiD for Android] - https://github.com/APKLab/APKLab [Android Reverse-Engineering Workbench for VS Code] > Android Memory Explorer - https://github.com/misc0110/PTEditor [PT Editor] - https://github.com/joaomlneto/procmap - https://github.com/kp7742/MemDumper [Dump] - https://github.com/mrcang09/Android-Mem-Edit - https://github.com/ExploitTheLoop/writemem - https://github.com/abcz316/rwProcMem33 [Linux read & write process memory module] - https://github.com/IAIK/armageddon [Cache attacks on ARM] - https://github.com/tamirzb/CVE-2021-1961 [CVE RW] - https://github.com/MJx0/KittyMemory [Runtime code patching] - https://github.com/vrolife/mypower [Memory scanner] - https://github.com/DoranekoSystems/memory_server [Memory scanner & analyzer with REST API] > Android Kernel Explorer - https://docs.kernel.org [Linux Kernel documentation] - https://armv8-ref.codingbelief.com/en [ARM Architecture Reference Manual for ARMv8-A] - https://github.com/yhnu/op7t [DIY Kernel] - https://github.com/yabinc/simpleperf_demo [Perf] - https://github.com/gmh5225/android_ebpf [EBPF] - https://github.com/cloudfuzz/android-kernel-exploitation [Android Kernel Exploitation] - https://github.com/Snoopy-Sec/Localroot-ALL-CVE [Root CVE] > Android Network Explorer - https://github.com/emanuele-f/PCAPdroid > IOS jailbreak - https://github.com/jjolano/shadow - https://github.com/gmh5225/IOS-jailbreak--Fugu15 - https://github.com/Kc57/iHide - https://github.com/palera1n/palera1n - https://github.com/checkra1n > Virtual Environments - https://github.com/FBlackBox/BlackBox [Android] - https://github.com/mandiant/flare-vm - https://github.com/hzqst/VmwareHardenedLoader - https://github.com/d4rksystem/VMwareCloak > Decompiler - IDA Pro - Binary Ninja - https://github.com/NationalSecurityAgency/ghidra - https://github.com/avast/retdec - https://github.com/Col-E/Recaf [Java] - https://github.com/Konloch/bytecode-viewer [Java] - https://github.com/java-deobfuscator/deobfuscator [Java] - https://github.com/angr/binsync [Sync] - https://github.com/crytic/ethersplay [EVM dissassembler] > IDA Plugins - https://github.com/vmallet/ida-plugins [List of IDA Plugins] - https://github.com/onethawt/idaplugins-list [List of IDA Plugins] - https://github.com/zyantific/IDASkins [Skins] - https://github.com/endofunky/ida-nord-theme [Skins] - https://github.com/giladreich/ida_migrator [Migrate Database] - https://github.com/can1357/NtRays [Windows Kernel Enhance] - https://github.com/JustasMasiulis/ida_bitfields [Windows Kernel Enhance] - https://github.com/VoidSec/DriverBuddyReloaded [Windows Kernel Analysis] - https://github.com/jhftss/IDA2Obj [COFF Relink] - https://github.com/synacktiv/dotNIET [Import .NET Symbol] - https://github.com/aliyunav/Finger [Recognizing Function By Cloud] - https://github.com/FelixBer/FindFunc [Recognizing Function By Pattern] - https://github.com/kweatherman/sigmakerex [Signature Maker] - https://github.com/Mixaill/FakePDB [PDB Generation From IDA] - https://github.com/illera88/Ponce [Symbolic Execution] - https://github.com/airbus-cert/ttddbg [Time Travel Debugging] - https://github.com/P4nda0s/LazyIDA [LazyIDA] - https://github.com/quarkslab/qsynthesis [Greybox Synthesizer geared for deobfuscation of assembly instructions] - https://github.com/medigateio/ida_medigate [RTTI] - https://github.com/OALabs/findyara-ida [Yara] - https://github.com/therealdreg/ida_vmware_windows_gdb [IDA+VMWARE+GDB] - https://github.com/therealdreg/ida_bochs_windows [IDA+BOCHS] - [An integration for IDA and VS Code which connects both to easily execute and debug IDAPython scripts](https://github.com/ioncodes/idacode) - https://github.com/binarly-io/efiXplorer [UEFI firmware] - https://github.com/Accenture/protobuf-finder [Protobuf] - https://github.com/strazzere/golang_loader_assist [GO Reversed] - https://github.com/GregoryMorse/GhidraDec [Ghidra Decompiler] - https://github.com/AntoineBlaud/EasyRe [Trace Execution] - https://github.com/flatz/ida_ps5_elf_plugin [PS5 elf loader] - https://github.com/gaasedelen/tenet [Execution Traces] - https://github.com/polymorf/findcrypt-yara [Find crypto constants] - https://github.com/anatolikalysch/VMAttack [VMAttack PlugIn for IDA Pro] - https://github.com/cseagle/sk3wldbg [Unicorn] - https://github.com/RicBent/Classy [Manage classes] - https://github.com/archercreat/ida_names [Renames pseudocode windows with the current function name] - https://github.com/helpsystems/turbodiff [diff] - https://github.com/gmh5225/IDA-diaphora [diff] - [An IDAPython module for way more convienent way to Reverse Engineering iOS kernelcaches](https://github.com/cellebrite-labs/ida_kcpp) - https://gitlab.com/eshard/d810 [Deobfuscate code at decompilation time by modifying IDA Pro microcode] - https://github.com/CKCat/d810 [Deobfuscate code at decompilation time by modifying IDA Pro microcode] - https://github.com/airbus-seclab/AutoResolv [Resolves functions imported from external libraries] - https://github.com/snare/ida-efiutils [EFI binaries] - https://github.com/JusticeRage/Gepetto [ChatGPT] - https://github.com/MayerDaniel/ida_gpt [ChatGPT] - https://github.com/mahaloz/DAILA [ChatGPT] - https://github.com/ke0z/VulChatGPT [ChatGPT] - https://github.com/WPeace-HcH/WPeChatGPT [ChatGPT] - https://github.com/deadeert/EWS [Emulation] - https://github.com/patois/genmc [Display Hex-Rays Microcode] - https://github.com/RolfRolles/HexRaysDeob [Hex-Rays Microcode] - https://github.com/HexRaysSA/goomba [Simplify MBA] - https://github.com/es3n1n/ida-wakatime-py [WakaTime integration for IDA Pro] - https://github.com/senator715/IDA-Fusion [Fast Signature scanner & creator] - https://github.com/cellebrite-labs/PPLorer [Resolves PPL calls to the actual underlying PPL function] - https://github.com/kweatherman/ida_missinglink [Fills in missing indirect CALL & JMP target information] - https://github.com/yubie-re/ida-jm-xorstr-decrypt-plugin [Attempts to decrypt JM Xorstr in some x64 binaries] - https://github.com/timetravelthree/IDARustDemangler [Rust Demangler & Normalizer] - https://github.com/gmh5225/ida-find-.data-ptr [.data ptr lookup script] - https://github.com/repnz/ida-plugins [Register Cross References] - https://github.com/lstaroth/AntiXorstr [Anti Xorstr] - https://github.com/SentineLabs/AlphaGolang [Analyzing Golang Binaries] - https://github.com/tmr232/Sark [IDAPython Made Easy] - https://github.com/govcert-ch/ConfuserEx_IDAPython [Deobfuscation script for ConfuserEx] - https://github.com/sonyps5201314/pdb [PDB plugin with enhance and bugfix] - https://github.com/Coldzer0/IDA-For-Delphi [IDA-For-Delphi] > IDA Signature Database - https://github.com/push0ebp/sig-database > Binary Ninja Plugins - https://github.com/Vector35/official-plugins - https://github.com/Vector35/community-plugins - https://github.com/EliseZeroTwo/SEH-Helper [SEH Helper] - https://github.com/Vector35/tanto [Slices Functions] - https://github.com/ergrelet/triton-bn [Triton] - https://github.com/google/binexport [BinDiff] - https://github.com/Pusty/BinaryNinjaPlugins - https://github.com/borzacchiello/seninja [Symbolic Execution] - https://github.com/yellowbyte/opaque-predicates-detective - https://github.com/ex0dus-0x/fuzzable [Fuzzer] - https://github.com/jmprdi/binja-division-deoptimization [Division and Modulo Deoptimizer] - https://github.com/Vector35/OpaquePredicatePatcher [Opaque Predicate Patcher] - https://github.com/jmprdi/binja-division-deoptimization [Division and Modulo Deoptimizer] - https://github.com/mrphrazer/obfuscation_detection [Collection of scripts to pinpoint obfuscated code] - [Package Binary Code as a Python class using Binary Ninja and Unicorn Engine](https://github.com/pbiernat/ripr) - https://github.com/seeinglogic/ariadne [Graph Analysis] - https://github.com/skr0x1c0/binja_kc [Plugin for loading MachO kernelcache and dSYM files] - https://github.com/Vector35/workflow_objc [Objective-C] - https://github.com/apekros/binja_sigmaker [Create and find signatures] - https://github.com/dayzerosec/AMD-SP-Loader [AMD-SP or PSP firmware] - https://github.com/WhatTheFuzz/binaryninja-openai [Integrates OpenAI] > Ghidra Plugins - https://github.com/CENSUS/ghidra-frida-hook-gen - https://github.com/Gekkio/GhidraBoy [Sharp SM83 / Game Boy extension for Ghidra] - https://github.com/fmagin/ghidra-openai [ChatGPT] - https://github.com/securityjoes/ThreatResearch [ChatGPT] - https://github.com/evyatar9/GptHidra [ChatGPT] - https://github.com/moyix/gpt-wpre [ChatGPT] - https://github.com/pudii/gba-ghidra-loader [GameBoy] - https://github.com/MEhrn00/Ghidra_COFFParser [COFF] - https://github.com/ghidragolf/ghidra_scripts [Scripts] - https://github.com/PAGalaxyLab/ghidra_scripts [Scripts] - https://github.com/danbrodsky/GFred [Command Palette] - https://github.com/Nalen98/AngryGhidra [Use angr in Ghidra] - https://github.com/justfoxing/ghidra_bridge [Python 3 bridge to Ghidra's Python scripting] - https://github.com/astrelsky/GhidraOrbis [Orbis OS specific software and file formats] > Windbg Plugins - https://github.com/comaeio/SwishDbgExt - https://github.com/lowleveldesign/comon [Trace COM] - https://github.com/bruce30262/TWindbg [PEDA-like debugger UI for WinDbg] - https://github.com/JKornev/cfgdump [Analyze Control Flow Guard map] - https://github.com/yardenshafir/WinDbg_Scripts [WinDbg scripts] - https://github.com/long123king/dk [Refactored version of tokenext] - https://github.com/ch3rn0byl/WinDbg-Extensions [Callback Extension] - https://github.com/KasperskyLab/WinDbg-JS-Scripts [JS Scripts] > X64DBG Plugins - https://github.com/x64dbg/x64dbg/wiki/Plugins - https://github.com/horsicq/x64dbg-Plugin-Manager - https://github.com/m417z/Multiline-Ultimate-Assembler - https://github.com/x64dbg/Classroom - https://github.com/VenTaz/Themidie - https://github.com/Ahmadmansoor/x64dbgScript - https://github.com/push0ebp/xMalHunter [Detect malicious materials] - https://github.com/morsisko/xFindOut - https://github.com/jdavidberger/chaiScriptPlugin - https://github.com/gmh5225/X64DBG-ViewDllNotification - https://github.com/legendabrn/AutoAttach - https://github.com/secrary/idenLib [Generate signatures] - https://github.com/GregoryMorse/GhidraDec [Ghidra Decompiler] - https://github.com/x64dbg/x64dbgbinja [Binary Ninja] - https://github.com/DNLINYJ/Anti_miHoYo_Jcc_Obfuscate - https://github.com/mrexodia/DisableParallelLoader [Disable parallel loading of dependencies] - https://github.com/ElvisBlue/x64dbgpython [Running python3 script] - https://github.com/secrary/idenLibX [Library Function Identification] - https://github.com/x64dbg/SlothBP [Collaborative Breakpoint Manager] - https://github.com/Kwansy98/ApiBreakpoint [Api Breakpoint] - https://github.com/0ffffffffh/yummyPaste [paste string formatted byte data block into x64dbg easy] - https://github.com/horsicq/x64dbg-Plugin-Manager [Plugin manager for x64dbg] - https://github.com/ZehMatt/x64dbgPlaytime [Lua script] - https://github.com/milcert/ExpoMon [Exports monitoring] - https://github.com/m417z/x64dbg-xfg-marker [Marks XFG call signatures as data] - https://github.com/Kwansy98/x64dbgCallFinder [Call Finder] - https://github.com/gmh5225/X64DBG-MapLdr [Loads the map file generated by IDA Pro] > Cheat Engine Plugins - https://github.com/FreeER/CE-Extensions [Lua Extensions] - https://github.com/Skyrimfus/CE-lua-extensions [Lua Extensions] - https://github.com/bbfox0703/Mydev-Cheat-Engine-Tables [CT] - https://github.com/inuNorii/Elden-Ring-CT-TGA [Elden Ring] - https://github.com/gmh5225/CE-remap-plugin [Remap] - https://github.com/gmh5225/overwatch-iat-fixer [Overwatch IAT Fixer] - https://github.com/FreeER/CE-Examples [Some Examples] - [Porting ce's monodatacollector to android/ios](https://github.com/gmh5225/frida-il2cpp-datacollector) > Injection:Windows - https://github.com/btbd/smap [Scatter Manual Map] - https://github.com/btbd/modmap [Extend Manual Map] - https://github.com/KGB-1337/memmap [Extend Manual Map] - https://github.com/weak1337/ModExMap [Extend Manual Map] - https://github.com/mactec0/Kernelmode-manual-mapping-through-IAT [IAT Manual Map] - https://github.com/charliewolfe/Stealthy-Kernelmode-Injector [PTE/VAD Manipulation Manual Map] - https://github.com/wbenny/injdrv [APC] - https://github.com/alexkrnl/Kernel-dll-injector [APC] - https://github.com/w1u0u1/kinject [Map + APC] - https://github.com/1401199262/RemoteCall [APC Remote Call] - https://github.com/TheCruZ/Simple-Manual-Map-Injector [Manual Map] - https://github.com/andrew9382/manual_mapping_dll_injector [Manual Map] - https://github.com/danielkrupinski/MemJect [Manual Map] - https://github.com/can1357/ThePerfectInjector [PTE.User] - https://github.com/estimated1337/executor [PTE.User] - https://github.com/Nou4r/PresentInjector [PTE.User] - https://github.com/JGonz1337/kernel-eac-be-injector [PTE.User] - https://github.com/Cr4sh/KernelForge [Hijack ROP] - https://github.com/Compiled-Code/be-injector [Attack COW] - https://github.com/ergrelet/dll-hot-reload [Hot Reload] - https://github.com/ExpLife0011/KeUserModeCallBack [KeUserModeCallBack] - [KeUserModeCallBack Win10](https://github.com/Splitx12/eft/blob/834064aacaab7353173e36acc15933a3cf9289b3/eft/usercallback.h#L50) - https://github.com/YouNeverKnow00/Kernelmode-DLL-Injector [Manual Map] - [windows kernelmode driver to inject dll into each and every process and perform systemwide function hooking](https://github.com/sum-catnip/kptnhook) - https://github.com/Broihon/GH-Injector-Library [inject library and tool] - https://github.com/5paceman/nightshade [inject tool] - https://github.com/deepinstinct/Dirty-Vanity [RtlCreateProcessReflection] - https://github.com/LloydLabs/ntqueueapcthreadex-ntdll-gadget-injection [NtQueueApcThreadEx + gadget] - https://github.com/3xpl01tc0d3r/ProcessInjection [Various process injection techniques] - https://github.com/zorftw/lsass-extend-mapper [Manual mapper from LSASS] - https://github.com/zorftw/revert-mapper [Map x64 DLLs in WoW64] - https://github.com/SDXT/MMInject [Using NX Bit Swapping and VAD hide] - https://github.com/Fahersto/code_injection [Several code injection techniques] > Injection:Linux - https://github.com/ixty/mandibule > Injection:Android - https://github.com/gmh5225/Android-ModGamesByInjectZygote - https://github.com/gmh5225/Android-DLL-Injector - https://github.com/reveny/Android-Ptrace-Injector - https://github.com/reveny/Android-LD-Preload-Injector > DLL Hijack - https://github.com/Sh0ckFR/DLLirant [Hijacking researches] - https://github.com/redteamsocietegenerale/DLLirant [Hijacking researches Tool] - https://github.com/knight0x07/ImpulsiveDLLHijack [Hijacking researches] - https://github.com/wietze/HijackLibs [Project for tracking publicly disclosed DLL Hijacking opportunities] - https://github.com/gmh5225/DLL-Hijack-ExportDumper [Dump the export table of PE files] - https://github.com/cyberark/DLLSpy [DLL Hijacking Detection Tool] - [Project for identifying executables and DLLs vulnerable to relative path DLL hijacking](https://github.com/wietze/windows-dll-hijacking) - https://github.com/anhkgg/SuperDllHijack [A general DLL hijack technology] > Hook - https://github.com/stars/gmh5225/lists/hook [Lists] - https://github.com/microsoft/Detours - https://github.com/wbenny/DetoursNT - https://github.com/stevemk14ebr/PolyHook - https://github.com/stevemk14ebr/PolyHook_2_0 - https://github.com/WopsS/RenHook - https://github.com/Zeex/subhook - https://github.com/axhlzy/PyAsmPatch - https://github.com/gmh5225/Driver-KDtour [Easy Kernel Detour] - https://github.com/nelfo/PGHooker [Page Guard] - https://github.com/weak1337/SkipHook [Skip Hook] - https://github.com/0mdi/edgegdi_hook [gdi32 .data swap] - https://github.com/noobpk/frida-android-hook [frida hook for android] - https://github.com/SamuelTulach/LightHook [cross-platform hook library] - https://github.com/3intermute/arm64_silent_syscall_hook [ARM64 Patching exception handler] > ROP Finder - https://github.com/0vercl0k/rp - https://github.com/JonathanSalwan/ROPgadget - https://github.com/helpsystems/Agafi - https://github.com/hugsy/ropgadget-rs > ROP Generation - https://github.com/d4em0n/exrop > Anti Signature Scanning - https://github.com/scrt/avdebugger > RPM - https://github.com/btbd/access - https://github.com/crvvdev/intraceptor [access] - https://github.com/juniorjacob/readwrite-kernel-stable - https://github.com/DarthTon/Blackbone - https://github.com/HoShiMin/Kernel-Bridge - https://github.com/waryas/EUPMAccess - https://github.com/waryas/UMPMLib - https://github.com/EBalloon/Remap [Clone process] - https://github.com/TheCruZ/EFI_Driver_Access [EFI RPM] - https://github.com/SamuelTulach/efi-memory [EFI RPM] - https://github.com/ekknod/SubGetVariable [EFI RPM] - https://www.unknowncheats.me/forum/anti-cheat-bypass/489305-read-write-process-attach.html - https://www.unknowncheats.me/forum/anti-cheat-bypass/444289-read-process-physical-memory-attach.html - https://github.com/gamozolabs/mempeek [Linux] - https://github.com/SamuelTulach/meme-rw [kdmapper] - https://github.com/gmh5225/Driver-RPM-DirectPageManipulation [read physical memory] > W2S - https://github.com/DrNseven/D3D11-Worldtoscreen-Finder > Overlay - https://github.com/coltonon/D2DOverlay - https://github.com/SeanPesce/Direct3D9-Overlay [DX9] - https://github.com/Unkn0wnH4ck3r/GameOverlayUIHook [Steam] - https://github.com/gmh5225/Steam-Hook-Render-PoC [Steam] - https://github.com/xo1337/steam-overlay-x64 [Steam] - https://github.com/Splitx12/StrongSteam [GDI + Steam] - https://github.com/gmh5225/dwmhook [DWM] - https://github.com/LoxTus/dwm-overlay [DWM] - https://github.com/rlybasic/DWM_Hook [DWM] - https://github.com/mfxiaosheng/dwmhook [DWM VFTable] - https://github.com/iraizo/nvidia-overlay-hijack [Hijack Nvidia] - https://github.com/Brattlof/D3DOverlay-Nvidia-Hijack [Hijack Nvidia] - https://github.com/gmh5225/NVIDIA-OVERLAY [Hijack Nvidia] - https://github.com/es3n1n/nvidia-overlay-renderer [Nvidia] - https://github.com/muturikaranja/overlay [SetWindowsHookEx] - https://github.com/gmh5225/OBS-graphics-hook32-Hook [OBS Hook] - https://github.com/plu1337/OBS-Hook [OBS Hook] - https://github.com/PierreCiholas/NotAnOverlay [Duplicating with GDI] - https://github.com/SsageParuders/Android_Native_Surface [Android Native Overlay] - https://github.com/xBrunoMedeiros/eac-overlay [EAC Overlay] - https://github.com/3r4y/imgui-external-overlay [imgui overlay] - https://github.com/J0xna/Kernel-Overlay-Hider [Kernel Overlay Hider] - https://github.com/geeksonsecurity/android-overlay-malware-example [Android] - https://github.com/SamuelTulach/OverlayCord [Discord] > Render/Draw - https://github.com/vmcall/dxgkrnl_hook - https://github.com/thesecretclub/window_hijack [Hijacking thread contexts] - https://github.com/r1cky33/krnl-gdi-render [Dxgkrnl + GDI] - https://github.com/BadPlayer555/KernelGDIDraw [Kernel + GDI] - https://github.com/NSG650/NtDOOM [Kernel + GDI] - https://github.com/Splitx12/StrongSteam [GDI + Steam] - https://github.com/Sentient111/KernelDrawing [Drawing from kernelmode without any hooks] - https://github.com/wbaby/DoubleCallBack [DWM In Kernel] - https://github.com/gmh5225/DWM-DwmDraw [DWM StackWalk] - https://github.com/Polarmods/PolarImGui [Imgui On Android] - https://github.com/LGLTeam/Android-Mod-Menu [Floating mod menu for Android] - https://github.com/springmusk026/ImGui-Unity-With-Layout [Imgui For Unity] - https://github.com/springmusk026/Imgui-Unity [Imgui For Unity] - https://github.com/gmh5225/Android-Mod-Menu-ImGui [Imgui For Unity] - https://github.com/Octowolve/Unity-ImGUI-Android [Imgui For Unity] - https://github.com/lbertitoyt/ImGUI-Zygisk-Unity [Imgui For Unity] - https://github.com/gmh5225/zygisk-imgui-modmenu [ImGui with Zygisk] - https://github.com/gmh5225/ImGui-Unity-Android [Imgui For Unity] - https://github.com/gmh5225/BepInEx-IL2CPPBase [IL2CPP Menu] - https://github.com/springmusk026/Android-Mod-Menu-Kotlin [IL2CPP Menu] - https://github.com/gmh5225/Android-OpenGL-ES-Chams [Chams] - https://github.com/RequestFX/ImGUI-Advanced-Cheat-Menu [Imgui Menu] - https://github.com/gmh5225/External-imgui-Cheat-Menu-Example-2023 [External Imgui Menu] - https://github.com/xProHackerx/imgui-ios-mod-menu [Imgui Menu for IOS] - https://github.com/sy1ntexx/egui-d3d11 [Menu] - https://github.com/springmusk026/Android-ModMenu-SemiJni [Menu for imgui] > UI Interface - https://github.com/adamhlt/ImGui-Standalone > Vulnerable Driver - https://www.loldrivers.io/drivers - https://github.com/magicsword-io/LOLDrivers - https://github.com/rtfmkiesel/loldrivers-client [Scan loldrivers] - https://github.com/FourCoreLabs/LolDriverScan [Scan loldrivers] - https://github.com/hacksysteam/HackSysExtremeVulnerableDriver [Guide] - https://github.com/xct/windows-kernel-exploits [Guide] - https://github.com/namazso/physmem_drivers [Vulnerable Driver List] - https://github.com/alfarom256/drivers_and_shit [Vulnerable Driver List] - https://github.com/NullArray/WinKernel-Resources/tree/main/Drivers [Vulnerable Driver List] - https://github.com/CaledoniaProject/drivers-binaries [Vulnerable Driver List] - https://github.com/Xxmmy/vulnerable-driver-scanner [Scans for vulnerable drivers] - https://github.com/Sentient111/VulnerableDriverScanner [Scans for vulnerable drivers] - https://github.com/gmh5225/gdrv-loader/tree/1909_mitigation [gdrv.sys] - http://rexw3wrz5pldtadf3hy4vqnuzokhco4l32kyntj36fcgpjuy3nvxidid.onion/_xeroxz/VDM [gdrv enhance] - https://github.com/Compiled-Code/eac-mapper [gdrv.sys] - https://github.com/gmh5225/CVE-2018-19320-LPE [gdrv.sys] - https://github.com/gmh5225/CVE-2018-19320 [gdrv.sys] - https://github.com/gmh5225/gdriver-lib [gdrv.sys] - https://github.com/1337kenzo/gdrv-loader-updated [gdrv.sys Win11] - https://github.com/eddeeh/kdmapper [iqvw64e.sys] - https://github.com/TheCruZ/kdmapper [iqvw64e.sys] - https://github.com/Brattlof/kdmapper-1909 [iqvw64e.sys] - https://github.com/rmccrystal/kdmapper-rs [A kdmapper library for Rust] - https://github.com/kkent030315/MsIoExploit [MsIo64.sys] - https://github.com/kkent030315/evil-mhyprot-cli [Mhyprot2.sys] - https://github.com/leeza007/evil-mhyprot-cli [Mhyprot2.sys] - https://github.com/keowu/mhyprot2 [Mhyprot2.sys] - https://github.com/kagurazakasanae/Mhyprot2DrvControl [Mhyprot2.sys] - https://github.com/gmh5225/CVE-2020-36603 [Mhyprot2.sys] - https://github.com/tanduRE/AvastHV [Avast] - https://github.com/iPower/KasperskyHook [Kaspersky] - https://github.com/mathisvickie/CVE-2021-21551 [dbutil_2_3.sys] - https://github.com/ch3rn0byl/CVE-2021-21551 [dbutil_2_3.sys] - https://github.com/SpikySabra/Kernel-Cactus [dbutil_2_3.sys] - https://github.com/mzakocs/CVE-2021-21551-POC [dbutil_2_3.sys] - https://github.com/Flerov/TS-Fucker [dbutil_2_3.sys] - https://github.com/Splitx12/imxyviMapper [AsUpIO.sys] - https://github.com/archercreat/vdk [Speedfan.sys] - https://github.com/SamLarenN/SpeedFan-Exploit [Speedfan.sys] - https://github.com/Gbps/CapcomLib [Capcom.sys] - https://github.com/es3n1n/dolboeb-executor [Capcom.sys] - https://github.com/Exploitables/CVE-2015-2291 [IQVW64.sys] - https://github.com/KiFilterFiberContext/AsIO-Exploit [AsIO3.sys] - https://github.com/IamM47Z/OpenHardwareMonitor-PoC [OpenHardwareMonitorLib.sys] - https://github.com/RedCursorSecurityConsulting/PPLKiller [RTCore64.sys] - https://github.com/Processus-Thief/PsNotifRoutineUnloader [RTCore64.sys] - https://github.com/zeze-zeze/CYBERSEC2023-BYOVD-Demo [RTCore64.sys] - https://github.com/ReCryptLLC/CVE-2022-42045 [amsdk.sys] - https://github.com/gmh5225/CVE-2022-3699 [LenovoDiagnosticsDriver.sys] - https://github.com/estimated1337/lenovo_mapper [LenovoDiagnosticsDriver.sys] - https://github.com/estimated1337/lenovo_exec [LenovoDiagnosticsDriver.sys] - https://github.com/kkent030315/CVE-2022-42046 [wfshbr64.sys] - https://github.com/tijme/amd-ryzen-master-driver-v17-exploit [AMD's Ryzen Master Driver] - https://github.com/OmriBaso/RToolZ [ProcExp152.sys] - https://github.com/SamuelTulach/nullmap [Afd.sys] - https://github.com/gmh5225/Windows-10-22H2-Vulnerable-driver-communication [asromgdrv.sys] - https://github.com/alfarom256/HPHardwareDiagnostics-PoC [etdsupp.sys] - https://github.com/ZeroMemoryEx/Blackout [gmer64.sys] - https://github.com/ZeroMemoryEx/Terminator [zam64.sys] - https://github.com/gmh5225/CVE-2017-9769 [rzpnk.sys] - https://github.com/kite03/echoac-poc [echo_driver.sys] > Driver Communication - https://github.com/gmh5225/Driver-Communication-List - https://github.com/gmh5225/ida-find-.data-ptr [.data ptr lookup script] - https://github.com/EBalloon/Common-Registry [Registry Callback] - https://github.com/gmh5225/Common-Registry-Jmp-RCX [Registry Callback] - https://github.com/0xGREG/registry-callbacks [Registry Callback] - https://github.com/adrianyy/rw_socket_driver [Socket] - https://github.com/zoand/BOOM [Hijack Beep.sys] - https://github.com/gmh5225/Driver-read_write [Hijack IRP Beep.sys] - https://github.com/isoadam/gina_public [Hijack IRP Null] - https://github.com/Barracudach/Swap-control-ioctl [Hijack IRP SpeedFan.sys] - https://github.com/adspro15/km-um-communication - https://github.com/Spuckwaffel/Kernel-Thread-Driver [Thread] - https://github.com/Astronaut00/DoubleDataPointer [Double Data Pointer] - https://github.com/btbd/access [NtConvertBetweenAuxiliaryCounterAndPerformanceCounter] - https://github.com/paradoxwastaken/Poseidon [NtConvertBetweenAuxiliaryCounterAndPerformanceCounter] - https://github.com/FarmEquipment69/umap-mapper [NtConvertBetweenAuxiliaryCounterAndPerformanceCounter] - https://github.com/weak1337/EvCommunication [NtTokenManagerCreateFlipObjectReturnTokenHandle] - https://github.com/gmh5225/Driver-kaldereta [NtTokenManagerGetAnalogExclusiveTokenEvent] - https://github.com/UCFoxi/Shared-FlushFileBuffers-Communication [FlushFileBuffers] - https://github.com/gmh5225/UCFoxi-Shared-FlushFileBuffers-Communication-Update FlushFileBuffers] - https://github.com/Sinclairq/DataCommunication [NtCompareSigningLevels] - https://github.com/ExpLife0011/NtCompareSigningLevel-hook [NtCompareSigningLevels] - https://github.com/muturikaranja/AfdIrpCallDispatch [.data Pointer hook in Afd.sys] - https://www.unknowncheats.me/forum/anti-cheat-bypass/483093-vtable-kernel-function-hook-communication.html [NtUserMessageCall] - https://github.com/EBalloon/MapPage [NtUserGetObjectInformation] - https://github.com/Compiled-Code/eac-mapper [NtMapVisualRelativePoints] - https://github.com/gmh5225/eac-bypass-1 [NtMapVisualRelativePoints] - https://git.back.engineering/_xeroxz/NtWin32k [NtUserGetThreadState] - https://github.com/sbsbsbssbsbs/boundcallback [KeRegisterBoundCallback] - https://github.com/Skengdoo/DataPtrSwap-driver [NtSetCompositionSurfaceAnalogExclusive] - https://github.com/xPasters/.data-ptr-swap [NtSetCompositionSurfaceAnalogExclusive] - https://github.com/ryan-weil/ReadWriteDriver [NtUserSetSysColors] - https://github.com/D3DXVECTOR2/NtUserUpdateWindowTrackingInfo [NtUserUpdateWindowTrackingInfo] - https://github.com/KiFilterFiberContext/windows-software-policy [clip] - https://github.com/gmh5225/Interep-Driver-Leak [NtGdiPolyPolyDraw] - https://github.com/gmh5225/Comm-data-ptr-driver [NtGdiPolyPolyDraw] - https://github.com/JGonz1337/kernel-eac-be-comm [NtGdiPolyPolyDraw] - https://github.com/NullTerminatorr/NullHook [NtDxgkGetTrackedWorkloadStatistics] - https://github.com/gmh5225/Comm-Data-Pointer-Swap [NtDCompositionSetChildRootVisual] - https://github.com/gmh5225/Comm-NekoSwap [Win32kApiSetTable] - https://github.com/Deputation/kernel_payload_comms [Shared Memory] - https://github.com/Chase1803/UCMiraka-ValorantExternal [NtUserGetPointerProprietaryId] - https://github.com/gmh5225/Comm-ImMiraclela [NtDxgkGetTrackedWorkloadStatistics/NtDxgkGetAvailableTrackedWorkLoadIndex] - https://www.unknowncheats.me/forum/2976731-post45.html [IsWin32KSyscallFiltered] - https://github.com/J0xna/Kernel-Overlay-Hider [NtMITPostWindowEventMessage] - https://github.com/gmh5225/Eac-Injector-Driver [NtQueryIntervalProfile] - https://github.com/gmh5225/job_communication [NtQueryInformationJobObject] - https://github.com/estimated1337/custom_data_ptr_swap_sample [NtQueryLicenseValue] - https://github.com/zer0condition/ZeroThreadKernel [NtCreateCompositionSurfaceHandle] - https://github.com/gmh5225/NullDriverCheat [NtOpenCompositionSurfaceSectionInfo] - https://www.unknowncheats.me/forum/anti-cheat-bypass/560809-firmwaretablehandler.html [FirmwareTableHandler] > EFI Driver - https://github.com/mrexodia/EfiCMake - https://github.com/tandasat/MiniVisorPkg - https://github.com/SamuelTulach/EasyUefi [Visual Studio template for GNU-EFI] - https://github.com/btbd/umap [EFI Manual Map] - https://github.com/ekknod/sumap [EFI Manual Map] - https://github.com/xtremegamer1/xigmapper [EFI Manual Map] - https://github.com/ekknod/KiSystemStartupMeme [Custom KiSystemStartup] - https://github.com/SamuelTulach/efi-memory [RPM] - https://github.com/TheCruZ/EFI_Driver_Access [RPM] - https://github.com/gmh5225/Driver-efi-bootkit - https://github.com/SamuelTulach/rainbow [HWID] - https://github.com/gmh5225/-Rainbow---EFI [HWID] - https://github.com/Kiaoee/Fortnite-EFI-External [Fortnite] - https://github.com/ajkhoury/UEFI-Bootkit - https://github.com/SamuelTulach/negativespoofer [HWID] - https://github.com/SamuelTulach/EfiDump [Dump] - https://github.com/ekknod/Nmi [Blocking NMI interrupts] - https://github.com/ekknod/smm [Smm cheat] - https://github.com/sa413x/UEFI-Bootloader [Simple mmapper which using UEFI runtime driver] - https://github.com/realoriginal/bootlicker [Generic UEFI bootkit used to achieve initial usermode execution] - https://github.com/ekknod/efi-monitor [Hooking MmCopyMemory PG safe] > QEMU/KVM/PVE - https://github.com/airbus-seclab/qemu_blog [Guide] - https://github.com/BigAnteater/KVM-GPU-Passthrough [GPU Passthrough] - https://github.com/ispras/qemu/tree/windbg [Windbg] - https://github.com/Qemu-Gang - https://github.com/memflow/memflow-kvm - https://github.com/IntroVirt/IntroVirt [Guest introspection library] - https://github.com/MisterY52/apex_dma_kvm_pub - https://github.com/SamuelTulach/BetterTiming [Bypass CPU Timing] - https://github.com/WCharacter/RDTSC-KVM-Handler [Bypass RDTSC] - https://github.com/batusan/Hardened-qemu [Hidden QEMU] - https://github.com/zhaodice/qemu-anti-detection [Hidden QEMU] - https://github.com/zhaodice/proxmox-ve-anti-detection [Hidden PVE] - https://github.com/tteck/Proxmox [PVE Helper Scripts] - https://github.com/nyx-fuzz/QEMU-Nyx [Intel-PT] - https://github.com/doomedraven/Tools/blob/master/Virtualization/kvm-qemu.sh [QEMU Script] - https://github.com/GlacierW/MBA [QEMU Malware Behavior Analyzer] - https://github.com/Qemu-Gang/Escape-from-TuxKov [EFT] - https://github.com/LWSS/Ape-ex-Abominations [Apex] - https://github.com/Qemu-Gang/QemuUnrealDumper-4.25 [UE SDK Dump By QEMU] - https://github.com/panda-re/panda [Platform for Architecture-Neutral Dynamic Analysis] - https://github.com/cs1ime/blacksun-framework [Framework for game cheat development] - https://github.com/cs1ime/ceserver-rawmem [CE] - https://github.com/gmh5225/kvm-csgo-cheat [CSGO] - https://github.com/gmh5225/cs16-trigger-kvm [CS1.6] > Wine - https://github.com/ValveSoftware/Proton [Steam] > Anti Screenshot - https://github.com/KANKOSHEV/NoScreen [Hide Window] - https://github.com/gmh5225/dwmhook [DWM] - https://github.com/wongfei/wda_monitor_trick > Spoof Stack - https://github.com/mgeeky/ThreadStackSpoofer - https://github.com/danielkrupinski/x86RetSpoof - https://github.com/Apex-master/return-address-spoofing - https://github.com/Peribunt/Exception-Ret-Spoofing - https://github.com/Peribunt/Ret-Spoofing - https://github.com/WithSecureLabs/CallStackSpoofer - https://github.com/Barracudach/CallStack-Spoofer - https://github.com/frkngksl/NimicStack - https://github.com/thesecretclub/callout-poc - https://github.com/veryboreddd/Return-address-spoofer - https://www.unknowncheats.me/forum/anti-cheat-bypass/512002-x64-return-address-spoofing.html - https://github.com/Kudaes/Unwinder [Another approach to thread stack spoofing] - https://github.com/klezVirus/SilentMoonwalk [a TRUE call stack spoofer] - https://github.com/altoid29/SafeCall [header only] - https://github.com/fortra/hw-call-stack [HWBP] - https://github.com/evilashz/ProxyAPICall [Custom stack call] > Hide - https://github.com/JKornev/hidden - https://github.com/sina85/hide-file [Hide File] - https://github.com/ch3rn0byl/ANTfs [Delete File] - https://github.com/KANKOSHEV/NoScreen [Hide Window] - https://github.com/nlepleux/MappedCallback [Hide Callback] - https://github.com/rogerxiii/kernel-codecave-poc [Find Codecave] - https://github.com/armvirus/SinMapper [Manual Map In Signed Driver] - https://github.com/0xf1a/DSMM [Discarded Driver Section Manual Map] - https://github.com/ekknod/sumap [EFI Manual Map] - https://github.com/VollRagm/lpmapper [Manual Map To Large Page Driver] - https://github.com/armvirus/CosMapper [Signed Driver Map] - https://github.com/gmh5225/HideDriverTesting [Hide Driver] - https://github.com/IcEy-999/Drv_Hide_And_Camouflage [Hide Driver] - https://github.com/BadPlayer555/TraceCleaner [Driver Trace Cleaner] - https://github.com/Sentient111/ClearDriverTraces [Driver Trace Cleaner] - https://github.com/KelvinMsft/NoTruth [Hide Memory By VT] - https://github.com/EBalloon/MapPage [Self Map Driver] - https://github.com/Compiled-Code/eac-mapper [Self Map Driver] - https://github.com/nbqofficial/HideDriver [Hide Driver By Modify Flink/Blink] - https://github.com/ExpLife0011/HideDriver [Hide Driver By MiProcessLoaderEntryk] - https://github.com/gmh5225/Driver-HideKernelThread-IoCancelIrp [Hide Kernel Thread] - https://github.com/kitty8904/blanket [Hide Kernel Thread] - https://github.com/jxy-s/herpaderping [Hide Process/File] - https://github.com/Cracked5pider/KaynStrike [Spoofs Thread Start Address] - [Using .reloc section to replace the typical allocation calls](https://github.com/gmh5225/memory-relocalloc) - https://github.com/longpoxin/hideroot [Magisk] - https://github.com/Rwkeith/Diglett [Hide Kernel Thread] - https://github.com/gmh5225/Driver-SessionMapper [Session Driver] - https://github.com/gmh5225/Driver-DriverNoImage [Hijack Driver] - https://github.com/gmh5225/Driver-Systemthread-from-PspCidTable-src [Hide Process/Thread/Handle] > Anti Forensics - https://github.com/PaulNorman01/Forensia > Triggerbot & Aimbot - https://github.com/changeofpace/MouHidInputHook - https://github.com/ekknod/MouseClassServiceCallbackTrick - https://github.com/blackhades00/PareidoliaTriggerbot - https://github.com/adspro15/DirectInput - https://github.com/nbqofficial/norsefire - https://github.com/petercunha/Pine [Neural Network] - https://github.com/gmh5225/AI-FPS-b00m-h3adsh0t [Neural Network] - https://github.com/univrsal/input-overlay [Keyboard Mapper] - https://github.com/Miffyli/gan-aimbots [Machine Learning] - https://github.com/RootKit-Org/AI-Aimbot [Machine Learning YOLOv5] - https://github.com/lehmenkuehler/camera-triggerbot [Camera Triggerbot] - https://github.com/BuddyBoi/KernelMoveMouse [gptCursorAsync] - https://github.com/Zpes/mouse-input-injection [NtUserInjectMouseInput] - https://github.com/gmh5225/Overwatch-1-cheat-source [NtUserInjectMouseInput] - https://github.com/gmh5225/NtUserInjectMouseInput-syscall [NtUserInjectMouseInput SYSCALL] - https://github.com/gmh5225/ClickPic [OpenCV + Triggerbot] - https://github.com/gmh5225/OpenCV-SmartAimBot [OpenCV + Triggerbot] - https://github.com/Lexikos/AutoHotkey_L - https://github.com/tgillam/HumanMouseMovement - https://github.com/Chaoses-Ib/IbInputSimulator [Simulating keyboard, mouse] > WallHack - https://github.com/DrNseven/D3D11-Wallhack > HWID - https://github.com/dword64/Ow-Anti-Flag - https://github.com/btbd/hwid - https://github.com/gmh5225/Driver-HWID-btbd-modified - https://github.com/gmh5225/HWID-Permanent-HWID-Spoofer - https://github.com/Theordernarkoz/Hwid-Spoofer-EAC-BE - https://github.com/semihcevik/hwidspoofer - https://github.com/Theordernarkoz/Hwid--Spoofer - https://github.com/Theordernarkoz/Hwid-Spoofer - https://github.com/gmh5225/Apex-Spoofer - https://github.com/gmh5225/HWID-EclipsedSpoofer-EAC-BE - https://github.com/BuzzerFelix/HWIDSpooferEAC - https://github.com/SamuelTulach/rainbow [EFI] - https://github.com/firebitsbr/-Rainbow---EFI [EFI] - https://github.com/btbd/wpp [Intercepting DeviceControl via WPP] - https://github.com/vmcall/owned_alignment [Abusing Alignment] - https://github.com/mopped7/Hwid-Spoofer-Game-Anticheat-Cleaners-Unban-Any-Games-Drivers - https://github.com/gmh5225/HWID-Kernel-Spoofer - [HWID-Spoofer-UD-Fortnite-WarZone-Apex-Rust-Escape-From-Tarkov-and-all-EAC-BE-Games-IMGUI-Loader-Base](https://github.com/KakashiiiSan/HWID-Spoofer-UD-Fortnite-WarZone-Apex-Rust-Escape-From-Tarkov-and-all-EAC-BE-Games-IMGUI-Loader-Base) - https://github.com/SamuelTulach/mutante - https://github.com/Veuqx0/ImGui-Spoofer-Leaked - https://github.com/gupr0x4/HWID-Spoofer-for-Fortnite-and-Valorant - https://github.com/gmh5225/Full-Hwid-Spoofer-V6 - https://github.com/gmh5225/HWID-SteamSpywareTerminator [Steam] - https://github.com/SamuelTulach/negativespoofer [EFI] - https://github.com/Alex3434/wmi-static-spoofer - https://github.com/ReFo0/hwid-spoofer - https://github.com/namazso/hdd_serial_spoofer - https://github.com/gmh5225/EASY-HWID-SPOOFER - https://github.com/gmh5225/HWID-Pasted-Hwid-Spoofer > Bypass Page Protection - https://github.com/illegal-instruction-co/CountHook [WorkingSet] > SDK CodeGen - https://github.com/cursey/sdkgenny - https://github.com/praydog/luagenny - https://github.com/ssyuqixe/obfCoder > Game Engine Explorer:Unreal - https://github.com/UE4SS-RE [UE RE] - https://github.com/asjbdkabs/shootergame-Hack [ShooterGame Demo] - https://github.com/CorrM/CleanCheat [Game cheat base] - https://github.com/Spuckwaffel/UEDumper [SDK Dump for UE 4.19 - 5.2] - https://github.com/Shhoya/Shh0yaUEDumper [SDK Dump] - https://github.com/guttir14/UnrealDumper-4.25 [SDK Dump] - https://github.com/EZFNDEV/UEDumper [SDK Dump] - https://github.com/MJx0/AndUE4Dumper [SDK Dump For Android] - https://github.com/kp7742/UE4Dumper [SDK Dump For Android] - https://github.com/gmh5225/UE4-Apk-Dumper [SDK Dump For Android] - https://github.com/Zakaria-Master/UE4Dumper_Emulator [SDK Dump For Android] - https://github.com/MJx0/iOS_UE4Dumper [SDK Dump For IOS] - https://github.com/CorrM/Unreal-Finder-Tool [SDK View] - https://github.com/spudgy/UnrealEngine4-SwissKnife [SDK View] - https://github.com/shalzuth/UnrealSharp [SDK View] - https://fearlessrevolution.com/viewtopic.php?f=23&t=14414 [UE4 CE Table] - https://github.com/cursey/ue4genny [SDK Generator] - https://github.com/Zebratic/UE4Injector [Inject] - https://github.com/N-T33/UE4-Silent-Aim [Aimbot] - https://github.com/YMY1666527646/ue4_base [SDK Template] - https://github.com/percpopper/UE4-Freecam [FOV Changer] - https://github.com/RussellJerome/UnrealModLoader [Mod Loader] - [Intercept ProcessEvent calls on any game object (Unreal Engine 4)](https://github.com/Skengdo/ue4-processevent-intercept) - [UE4 Cheat Source Code](https://github.com/1hAck-0/UE4-Cheat-Source-Code) - https://github.com/bbgsm/ue4_cheat_engine [UE4 Cheat For Android] - [unpack, pack, list, check and mount Unreal Engine 4 .pak archives](https://github.com/panzi/rust-u4pak) - https://github.com/Qemu-Gang/QemuUnrealDumper-4.25 [SDK Dump By QEMU] - https://github.com/gmh5225/UE-UnrealEngineSDK [Universal Cheat development kit] - https://github.com/atenfyr/UAssetGUI [Viewing and modifying UE4 game assets] - https://github.com/UE4SS-RE/RE-UE4SS [Re-Host of Unreal Engine 4/5 Scripting System] - https://github.com/SerseDioRe/Unreal-Engine-5-PDB [UE5 PDB] > Game Engine Explorer:Unity - https://github.com/mono/mono [mono] - https://github.com/dnSpy/dnSpy-Unity-mono [mono] - https://github.com/dnSpy/Mono.Debugger.Soft [Mono Debugger] - https://github.com/Perfare/Il2CppDumper [Il2Cpp Dump] - https://github.com/khang06/Il2CppDumper-YuanShen [Il2Cpp Dump for Genshin Impact] - https://github.com/Perfare/Il2CppDumper [Il2Cpp Dump GUI] - https://github.com/Poko-Apps/Il2cppDumpDroidGUI [Il2Cpp Dump GUI] - https://github.com/shalzuth/Il2CppRuntimeDumper [Il2Cpp Dump Runtime] - https://github.com/Perfare/Zygisk-Il2CppDumper [Il2Cpp Dump for Android Platform] - https://github.com/kp7742/IL2CPPDumper [Il2Cpp Dump for Android Platform] - https://github.com/yukiarrr/Il2cppSpy [Unity IL2CPP Disassembler (for apk)] - https://github.com/djkaty/Il2CppInspector [Il2Cpp Dump] - https://github.com/oobbb/android-il2cpp-modspeed [Il2Cpp hack speed] - https://github.com/gmh5225/qiling-il2cpp-dump [Il2Cpp Dump using qiling] - https://github.com/sinai-dev/UnityExplorer - https://github.com/4ch12dy/il2cpp [Il2Cpp Version] - https://github.com/nneonneo/Il2CppVersions [Il2Cpp Version] - https://github.com/sneakyevilSK/IL2CPP_Resolver [IL2CPP resolver] - https://github.com/extremeblackliu/IL2CPP_Resolver_External [IL2CPP resolver] - https://github.com/knah/Il2CppAssemblyUnhollower - https://github.com/reahly/mono-external-lib [External Mono Example] - https://github.com/Compiled-Code/external-il2cpp [Il2Cpp] - https://github.com/Octowolve/Il2CppSDKGenerator [Il2Cpp SDK generator for Android] - https://github.com/00christian00/UnityDecompiled [An unofficial repo of decompiled Unity dll files] - https://github.com/knah/Il2CppAssemblyUnhollower [Managed->IL2CPP proxy assemblies] - https://github.com/CodeCracker-Tools/MegaDumper [Dump native and .NET assemblies] - https://github.com/SeriousCache/UABE [Extracting assets] - https://devxdevelopment.com/Unpacker [Extracting assets] - https://github.com/AssetRipper/AssetRipper [Extracting assets] - https://github.com/Perfare/AssetStudio [Extracting assets] - https://github.com/axhlzy/Il2CppHookScripts [Il2Cpp Hook Scripts] - https://github.com/gmh5225/Il2Cpp-HookScripts [Il2Cpp/Mono Hook Scripts] - https://github.com/BataBo/ACEPatcher [.NET Patcher] - [A tool translate a apk file to common android project and support so hook include il2cpp c++ scaffolding](https://github.com/Efaker/FakerAndroid) - https://github.com/xxzzddxzd/unitySpeedTools [IOS Speed Tools] - https://github.com/gmh5225/il2cpp-finder [Il2Cpp Finder] - https://github.com/gmh5225/frida-il2cpp-datacollector [Il2Cpp datacollector for Android/IOS] - https://github.com/BepInEx/BepInEx [plugin/modding framework] - https://github.com/gmh5225/IL22CPP [ReMake of Il2cpp internal reflection system in C++] - https://github.com/sunnamed434/UnityVulnerableEntryPoint [Looks for a vulnerable entry point] - https://github.com/Azvanzed/MatScan [A multi-threaded rust material scanner] - https://github.com/vfsfitvnm/frida-il2cpp-bridge [Frida dump Il2Cpp] > Game Engine Explorer:Source - https://github.com/anarh1st47/Source2Dumps [Dump] - https://github.com/CallumCVM/ValveGen [SDK Generator] - https://github.com/praydog/Source2Gen [SDK Generator] - https://github.com/neverlosecc/source2gen [SDK Generator] - https://github.com/keowu/sourceengineexplorer [Explorer] - https://github.com/neverlosecc/source2sdk > Explore UWP - https://github.com/Wunkolo/UWPDumper - https://github.com/Francesco149/uwpinject [dll injector for uwp apps] - https://github.com/Francesco149/uwpspy [dll that hooks uwp interfaces] > Explore AntiCheat System:VAC - https://github.com/danielkrupinski/VAC-Bypass-Loader - https://github.com/danielkrupinski/vac-hooks - https://github.com/mdilai/Shtreeba [Injector] - https://github.com/zyhp/vac3_inhibitor - https://github.com/krispybyte/Vook [VAC hook] - https://github.com/ioncodes/vacation3-emu [VAC3 module emulator] - https://github.com/altoid29/VACDumper [Dump] - https://github.com/x1tan/vac3-dumper [Dump] - https://github.com/nevioo1337/VAC-ModuleDumper [Dump] - https://github.com/Jackbail4/VAC-Bypass - https://github.com/n00bes/PreventVAC > Explore AntiCheat System:EAC - https://github.com/thesecretclub/CVEAC-2020 [Integrity Checks] - https://github.com/Schnocker/EAC_dbp [Debug] - https://github.com/Compiled-Code/eac-mapper [Eac Mapper] - https://github.com/EBalloon/MmCopyMemory [Bypass MmCopyMemory] - https://github.com/gmh5225/EAC-Kernel-Packet-Fucker [Packet Fucker] - https://github.com/gmh5225/EAC-HydraHook [Packet Fucker] - https://github.com/woomy144/EazyAntiCheatSRC [Reversed Source] - https://github.com/chaeyk/eac-leak [EAC sdk's memory leak] - https://github.com/ksoju/Eac-Bypass - https://github.com/EBalloon/EasyAntiCheat-SRC - https://github.com/gmh5225/EAC-EasyAntiCheat-Src-1 - https://www.unknowncheats.me/forum/anti-cheat-bypass/458928-eacs-maskable-interrupt-callback.html [NMI] - https://www.unknowncheats.me/forum/anti-cheat-bypass/464943-eac-nmi-bypass-callbacks.html [NMI Bypass] - https://github.com/CheeZeDark/EasyAntiCheat-Reversing - https://github.com/Sinclairq/hiearchy-eac [Integrity Checks] - https://github.com/Rat431/EAC_Emu [Simple EasyAntiCheat x64 emulator] - https://github.com/xBrunoMedeiros/eac-overlay [EAC Overlay] - https://github.com/gmh5225/ce-EasyAntiCheat-Bypass [UD CE] - https://github.com/ioncodes/pooldump [Extract the DLL that EACs manualmaps into the game process] - https://github.com/gmh5225/EAC-VmCheck.asm [Virtual machine checking] - https://www.unknowncheats.me/forum/anti-cheat-bypass/561479-eacs-instrumentation-callback-bypass.html - https://github.com/gmh5225/Eac-Injector-Driver [Injector] - https://github.com/gmh5225/EAC-EasyAntiCheatMemorySig [Memory sig maker] - https://github.com/gmh5225/EAC-shellcode-1 [Shellcode] - https://github.com/gmh5225/EAC-Driver-UD-for-now [Sample] - https://github.com/lguilhermee/EAC-Extractor-Utility [Decrypt and Extract the files from the EAC] - https://advancedvectorextensions.github.io/posts/easyanticheat-eprocess-emulation [EProcess Emulation] - https://advancedvectorextensions.github.io/posts/easyanticheat-cr3-protection [CR3 Protection] - https://github.com/Sinclairq/hierarchy-eac [Bypassing self-integrity] > Explore AntiCheat System:BE - https://github.com/Schnocker/NoEye - https://github.com/ZoondEngine/NoBastian_v2 [Elevating Handle By LSASS] - https://github.com/haram/splendid_implanter - https://github.com/HadockKali/battleye-user-mode-bypass [SetWindowsHookExW] - https://github.com/unreaIuser/BE-Emulator - https://github.com/masterpastaa/BattlEye-Handler-BYPASS - https://github.com/dllcrt0/battleye-decryption - https://github.com/dllcrt0/bedaisy-reversal - https://github.com/dllcrt0/battleye-shellcode [shellcode] - https://github.com/gmh5225/BE-BattlEye_shellcode [shellcode] - https://github.com/Compiled-Code/be-injector [Attack COW] - https://github.com/Aki2k/BEDaisy - https://github.com/Luohuayu/BadEye - https://github.com/zouxianyu/BlindEye [Packet Fucker] - https://github.com/huoji120/goodeye - https://github.com/LilPidgey/BEClient - https://github.com/lguilhermee/Battleye-Shellcode-Dumper [BEClient2.dll Dumper] - https://github.com/es3n1n/be-shellcode-tester [BattlEye shellcodes tester] - https://github.com/steffalon/battleye-rust [BattlEye RCON UDP connection] - https://github.com/Hypercall/FakeEye [Emulator] - https://github.com/tr1xxx/battleye-region-walking - https://github.com/SurgeGotTappedAgain/Pink-Eye - https://github.com/R4YVEN/beservice_intcallbacks [Instrumentation Callback] > Explore AntiCheat System:EQU8 - https://blog.back.engineering/12/08/2021 - https://github.com/kkent030315/EQU8-PoC - https://github.com/hotline1337/equ8_bypass > Explore AntiCheat System:Ricochet - https://github.com/weak1337/ricochet_deobfuscator - https://github.com/gmh5225/AurumRE > Explore AntiCheat System:RIOT - https://github.com/Nuxar1/DecryptionDumper [Dump] - https://github.com/lil-skies/val-exception-handler [ZwRaiseException Dump] - https://github.com/gmh5225/Dump-val-exception-handler [RtlpCallVectoredHandlers Dump] - https://github.com/AdvancedVectorExtensions/VanguardImportResolver [Resolve vgk's protected imports] > Explore AntiCheat System:XignCode - https://github.com/Skengdo/XignCode-Dump - https://github.com/st4ckh0und/XignCode3-bypass-alternative - https://github.com/st4ckh0und/XignCode3-bypass > Explore AntiCheat System:ACE - https://github.com/H3d9/sguard_limit > Explore AntiCheat System:G-Presto - https://github.com/ARandomPerson7/G-Presto-Anti-Cheat-Reverse-Engineered/blob/main/Main.cpp > Explore AntiCheat System:NeacSafe - https://github.com/gmh5225/NeacSafe-Analysis > Explore AntiCheat System:BadlionAnticheat - https://github.com/KiFilterFiberContext/BadlionLogger > Explore AntiCheat System:Byfron - https://byfron.com/ - https://www.unknowncheats.me/forum/anti-cheat-bypass/505486-byfron-tech-anti-cheat-released.html - https://gist.github.com/gmh5225/cbe40345a9400b01329e025478ffb826 [hash] > Explore AntiCheat System:NGS - https://github.com/st4ckh0und/NexonGameSecurity-bypass - https://github.com/st4ckh0und/NexonGameSecurity-bypass-alternative - https://github.com/st4ckh0und/NexonGameSecurity-bypass-wow64 > Explore AntiCheat System:FACEIT - https://github.com/ekknod/EC_PRO-LAN > Game:MapleStory - https://forum.ragezone.com/threads/getting-packet-structures-opcodes-using-ida.792436/ [Packet] - https://github.com/Bratah123/SpiritIDAPlugin [IDA-Plugin] - https://github.com/icelemon1314/mapleLemon [Private Server-CMS-027] - https://github.com/ellermister/MapleStory [Private Server-CMS-079] - https://github.com/gmh5225/maplestory-v83MaplestoryCPP [Private Server-GMS-083 C++] - https://github.com/Fraysa/Destiny [Private Server-GMS-083 C#] - https://github.com/Bratah123/ElectronMS [Private Server-KMS-316] - https://github.com/reanox/MapleStory-v113-Server-Eimulator [Private Server-TMS-113] - https://github.com/Bratah123/BattleAnalysis176 [Battle Analysis] - https://github.com/johnsonjason/MapleStoryBuildFramework [AntiCheat] - https://github.com/Noosh404/Maplestory-V179-Cheat-Engine [V179 CT] - https://github.com/gmh5225/MapleStory-HeavenClient [Heaven Client] - https://github.com/Inndy/TWMS-Hacking-Data [TMS CT] - https://github.com/Inndy/MSDoggy [TMS Old Hack] - https://github.com/PrinceFroggy/MSB [GMS Old Hack 128-140] - https://github.com/PrinceFroggy/MSC [GMS Bot] - https://github.com/v3921358/Rebirth [Private Server-GMS-095 C#] - https://github.com/MapleStoryGameHack/mnwvs196 [Private Server-TMS-196] - https://github.com/Maxcloud/MapleResearch [GMS-095 Client Analysis] - https://github.com/neeerp/RustMS [Private Server-Rust] - https://github.com/Kagamia/WzComparerR2 [Maplestory online Extractor] - [Generate machine learning object detection samples from Maplestory in different formats](https://github.com/charlescao460/MapleStoryDetectionSampleGenerator) - https://github.com/Elem8100/MapleStory-GM-Client [Offline MapleStory Client Emulator] - https://github.com/gmh5225/maplestory-packer-ModPacker [MapleStory Wolrds .mod file packing/unpacking tools] - https://github.com/Riremito/JMSv186 [JMS v186] > Game:Minecraft - [A minecraft server backend written in c++](https://github.com/mmbednarek/minecpp) > Game:Sword With Sauce - https://github.com/1hAck-0/UE4-Cheat-Source-Code > Game:Gunfire Reborn - https://github.com/shalzuth/AutoGunfireReborn > Game:Fall Guys - https://github.com/shalzuth/FallGuysSharp - https://github.com/ioncodes/FallGuys - https://github.com/aci1337/Flying-Guys-fully-modified - https://github.com/FarmEquipment69/FlyingGuys > Game:Remnant - https://github.com/shalzuth/RemnantESP > Game:LostArk - https://github.com/shalzuth/LostArkDumper - https://github.com/shalzuth/LostArkLogger - https://github.com/realrespecter/LOST-ARK-SDK - https://github.com/cpz/Lost-Ark-SDK - https://github.com/cpz/LostArk > Game:Battlerite - https://github.com/shalzuth/BattleriteBot > Game:CrossFire - https://github.com/crvvdev/titancf - https://github.com/serjam/cfclap > Game:TGame - https://github.com/3tnet/nzPerspective [D3D9] > Game:LOL - https://github.com/LeagueSharp - https://github.com/SwipeDan/LeagueSharp - https://github.com/ensoulsharp-io - https://ferrisbot.com/ferrisaio - https://github.com/SwipeDan/EloBuddy-Addons - https://github.com/shalzuth/LeagueSharp - https://github.com/shalzuth/LoLClient - https://github.com/RyukOP/L-Assemblies - https://github.com/korllan/LeagueSharp.Loader - https://github.com/R3nzTheCodeGOD/R3nzSkin [Skin] - https://github.com/R3nzTheCodeGOD/R3nzSkinTFT [Skin] - https://github.com/B3akers/LeagueSkinChanger [Skin] - https://github.com/real-web-world/hh-lol-prophet - https://github.com/Nuxar1/DecryptionDumper [Dump] - https://github.com/tarekwiz/LeagueDumper [Dump] - https://github.com/tarekwiz/League-Unpacker [Dump] - https://github.com/LeaguePrank/LeagueTeamBoost - https://github.com/LeagueSandbox - https://github.com/MythicManiac/lol-unpackman - [A bran-new League of Legends assistant software, a replacement for WeGame](https://github.com/Java-S12138/frank) - https://github.com/orkido/LViewLoL [Python based scripting platform] - https://github.com/KebsCS/KBotExt [LCU] - https://github.com/botkalista/ayaya-league-external [Nodejs based scripting platform] - https://github.com/jfd02/TFT-OCR-BOT [TFT] - https://github.com/sooqua/VanderLeague [Hypervisor-assisted] - https://github.com/KebsCS/League-DirectX11-Internal [Internal] - https://github.com/sr-henry/league-base [External] > Game:NARAKA - https://www.unknowncheats.me/forum/other-fps-games/490052-naraka-bladepoint-reversal-structs-offsets.html - https://github.com/xkp95175333/DummyDlls_NARAKA_1_9_21 [Dump] - https://github.com/Rythorndoran/Naraka-Hack > Game:Thetan - https://github.com/xkp95175333/Thetan_ArenaSDK > Game:Dota2 - https://github.com/skrixx68/Dota2-Overlay-2.0 - https://github.com/gmh5225/Dota2-Overlay-OffsetUpdater - https://github.com/interception-team/dota-cheat - https://github.com/LWSS/McDota [linux] - https://github.com/ExistedGit/Dota2Cheat > Game:WOW - https://github.com/helloobaby/wow-IAT-fix - https://github.com/namreeb/dumpwow - https://github.com/xakepru/x14.08-coverstory-blizzard - https://github.com/fail46/OHack [An open-source hack for World of Warcraft] - https://github.com/adde88/SkyEngine [Wow Lua Unlocker] - https://github.com/gmh5225/WOW-WowAutoFishing [Auto Fishing] > Game:Warcraft III - https://github.com/stijnherfst/HiveWE [editor] > Game:Half-Life 2 - https://github.com/codereversing/hl2aimbot - https://github.com/codereversing/hl2esp > Game:CS1.6 - https://github.com/k4ne1337/hpp-hack - https://github.com/BloodSharp/CSHackCreator-2-Demo - https://github.com/oxiKKK/oxware - https://github.com/execnone/simple-cs-16-multihack - https://github.com/bit-paper/sakura > Game:CSGO - https://github.com/csgohacks/master-guide [Guide] - https://github.com/Akandesh/blazedumper [Offset] - https://github.com/frk1/hazedumper [Offset] - https://github.com/KittenPopo/csgo-offsets [Offset] - https://github.com/ofDataa/offsets [Offset] - https://github.com/Akandesh/csgo_auto_dumper [Auto Dump] - https://github.com/dretax/GarHal_CSGO - https://github.com/danielkrupinski/Osiris - https://github.com/danielkrupinski/GOESP [Cross-platform] - https://github.com/danielkrupinski/Anubis - https://github.com/s3pt3mb3r/Dainsleif - https://github.com/lagcomp/csgo_sdk - https://github.com/ekknod/csf_w [Win SDK] - https://github.com/ekknod/csf [Linux SDK] - https://github.com/Speedi13/ROP-COMPILER - https://github.com/AimTuxOfficial/AimTux [Linux] - https://github.com/seksea/gamesneeze [Linux] - https://github.com/otvv/csgo-linux-cheat-sdk [Linux] - https://github.com/EternityX/DEADCELL-CSGO - https://github.com/nbqofficial/kernel-csgo - https://github.com/HeathHowren/CSGO-Cheats - https://github.com/Kruziikrel1/CSGO-FindMDL [Model Changer] - https://github.com/ekknod/nv_v2 [Sound ESP] - https://github.com/DerGrosse-prog/Improved-CSGO_Simple - https://github.com/0TheSpy/SpyExternal1337hax [External] - https://github.com/0TheSpy/Seaside [Internal] - https://github.com/whereisr0da/Lumina-Cheat [Internal] - https://github.com/nbqofficial/norsefire [Driver + Mouse Emulation] - https://github.com/boltgolt/boltobserv [Radar] - https://github.com/worse-666/csgo_external_ahk_hack [External] - https://github.com/ch4ncellor/CSGO-P2C-Dumper [Dump] - https://github.com/Akatsyk/2k17-club - https://github.com/flowxrc/csgo-xenforo-loader - https://github.com/ALittlePatate/ezfrags - https://github.com/Neaxic/CSGO-MAIN-INTERNAL - https://github.com/W1lliam1337/digital-sdk - https://github.com/sneakyevilSK/CSGO_BacktrackPatch [Backtrack Patch] - https://github.com/NullTerminatorr/NullBase [External] - https://github.com/krxdev-kaan/AqHax-CSGO - https://github.com/slack69/csgo-dma-overlay [DMA] - https://github.com/rrpvm/csgo-external-cheat - https://github.com/petercunha/Pine [Neural Network] - https://github.com/Bartis1313/csgo - https://github.com/NullHooks/NullHooks [Internal] - https://github.com/Skarbo/CSGOCrosshair [Crosshair Generator] - https://github.com/ekknod/G37OBS [obs-studio plugin for csgo] - https://github.com/Sentient111/Csgo-Full-kernel [Running from kernelmode] - https://github.com/razixNew/CompiledProtection [Cheat Compiler] - https://github.com/ekknod/EC - https://github.com/soyware/heck_csgo_external [External] - https://github.com/martinjanas/Sensum [Internal] - https://github.com/cazzwastaken/kakhack [Internal] - https://github.com/binkynz/cstrike-hack - https://github.com/R4YVEN/raybot-zero [Kernel-mode] - https://github.com/gmh5225/CSGO-Loader [Loader] - https://github.com/gmh5225/CSGO-NIXWARE-CSGO [Nixware] - https://github.com/designer1337/csgo-cheat-base [Internal] - https://github.com/yourmnbbn/tiny-csgo-client [Tiny csgo client for connecting dedicated server] - https://github.com/click4dylan/CSGO_AnimationCode_Reversed [CSGO animation code] - https://github.com/spirthack/CSGOSimple [Internal] - https://github.com/ViddeBoiiii/CSGO-Ormbunke-x86 [Imgui Menu] - https://github.com/MavenCoding157/legit-csgo-cheat-menu [Menu] - https://github.com/skep1337/autismware [HvH] - https://github.com/emilyinure/solace-csgo [Internal] - https://github.com/bruhmoment21/csgo-sdk-improved [Internal] - https://github.com/IVBecy/cartmanv2 [Internal] - https://github.com/gmh5225/CSGO-aw-v5.1.13 [aw-v5.1.13] - https://github.com/ricencheese/csgo-bot - https://github.com/forceinline/csgo-external-esp [External] - https://github.com/VladislavAlpatov/avhook - https://github.com/si1kyyy/csgo_cheat_external [External] - https://github.com/latuh/nebulite-external [External] - https://github.com/lstrsrt/csgo_internal_base [Internal] - https://github.com/404Kurama/Astra [External] - https://github.com/gmh5225/CSGO-Alphen - https://github.com/Enzo0721/ExternalCheatV3 [External] - https://github.com/SteamDatabase/Protobufs/tree/master/csgo [Protobuf] - https://github.com/kyojig/csgo_kns [Internal] - https://github.com/superyu1337/memcs [External] > Game:CS2 - https://github.com/bruhmoment21/cs2-sdk [SDK] - https://github.com/Omn1z/Counter-Strike2-SDK [SDK] - https://github.com/0wk/cs2-sdk [SDK] - https://github.com/imnotdatguy/csgo2-cheat - https://github.com/papstuc/counterstrike2 - https://github.com/nezu-cc/BakaWare4 > Game:Valorant - https://github.com/apekros/valorant_offsets [Offset] - https://github.com/10HEAD/ValorantOffsets [Offset] - https://github.com/ofDataa/offsets [Offset] - https://github.com/gmh5225/valorant-externals [Offset] - https://github.com/GLX-ILLUSION/valorant-offsets-autoupdater [Offset] - https://github.com/skechtew/valorant-gui-imgui-remake [GUI] - https://github.com/reahly/valorant-internal - https://github.com/gmh5225/Zenti-Valorant-Cheat-Hack-Internal-Spoofer-Driver-Injector-Protector-Auth - https://github.com/gmh5225/Valorant-Hack-Esp-Aimbot-Driver-Injector-With-Spoofer-Temporary - https://github.com/xehn1337/valorant-dumper [Dump] - https://github.com/gmh5225/Valorant-Dumper-Tool [Dump] - https://github.com/lil-skies/val-exception-handler [ZwRaiseException Dump] - https://github.com/gmh5225/Valorant-Esp-Aimbot-Hack - https://github.com/frankelitoc/UE4-c- [External] - https://github.com/AryuInka/Valorant-Cheat-External [External] - https://github.com/gmh5225/Valorant-Cheat - [Iterate And Decrypt FNamePool->Entries On Valorant](https://github.com/percpopper/VALORANT-FNamePool) - https://github.com/gmh5225/Valorant-External-1 - https://github.com/Chase1803/UCMiraka-ValorantExternal [NtUserGetPointerProprietaryId] - https://github.com/gmh5225/Valorant-CheatExternal - https://github.com/weedeej/ValorantCC [Crosshair Setting] - https://github.com/gmh5225/Internal-Valorant-Cheat - https://github.com/gmh5225/VALORANT-HACK-ESP-AIMBOT-SKINCHANGER - https://github.com/MauhTon/valorant-esp-hack-with-driver - https://github.com/MauhTon/Valorant-Aimbot-Bypass - https://github.com/zeroday-z/CyberAntLoader - https://github.com/gmh5225/Valorant.External - https://github.com/R7flex/valorant-internal-base [Internal] - https://github.com/gmh5225/VALORANT-HACK-ESP-AIMBOT-SKINCHANGER-SOURCE [Internal] - https://github.com/gmh5225/Valorant-External-Source [External] - https://github.com/gmh5225/Valorant-cheat-internal [Internal] - https://github.com/gmh5225/Valorant-Esp-Aimbot-Cheat-Hack [External] - https://github.com/94q/Valorant-Internal [Internal] - https://github.com/DX9Paster/Valorant-External-P2C-Leaked [External] - https://github.com/kali11211/valorant-internal-cheat [Internal] - https://github.com/234945/valo-driver [External] - https://github.com/kali11211/valorant-internal-cheat [Internal] - https://github.com/gmh5225/ValorantCheatExternal [External] > Game:VEILED EXPERTS - https://github.com/EBalloon/VEILED-EXPERTS-SDK - https://github.com/LagradOst/ProjectD-Win64-Shipping - https://github.com/Da3kL3o/VeiledExpertsSDK - https://github.com/percpopper/VX-It [Decrypt] > Game:COD1 - https://github.com/attilathedud/CoD_Hacks > Game:COD7 - https://github.com/nice-sprite/COD7-Tools > Game:COD Black Ops 2 - https://github.com/momo5502/t7-linker [100% accurate Black Ops 2 FastFile linker] > Game:COD Black Ops 3 - https://github.com/gmh5225/COD-boiii [Reverse engineering and analysis] > Game:COD Warzone - https://github.com/YMY1666527646/Call-of-Duty-Warzone-MW-HACK-ESP-AIMBOT - https://github.com/serjam/mwclap - https://github.com/NMan1/external-warzone-cheat - https://github.com/NMan1/warzone-internal - https://github.com/gmh5225/Call-Of-Duty-Warzone-Hack-Esp-Slient-Aimbot-Internal-Unlock-ALL - https://github.com/gmh5225/Call-Of-Duty-Vanguard-Hack-Esp-AImbot-Unlock-All - https://github.com/gmh5225/Warzone-internal-Cheat - https://github.com/SpiroHappy/Warzone-MW-Internal - https://github.com/gmh5225/-Modern-Warfare-Warzone-Cheat > Game:CODM - https://github.com/Poko-Apps/CodMDumper [il2cpp dump] - https://github.com/gmh5225/CODM-ESP-Aimbot-Mod-Menu [ESP] > Game:Battlefield 1 - https://github.com/Zakaria-Master/BF1-ESP-AND-AIMBOT - https://github.com/younasiqw/BattleField-1-Internal > Game:Battlefield 4 - https://github.com/Zakaria-Master/BF4-Internal-overlay > Game:Battlefield 2042 - https://github.com/Skengdo/battlefield-2042-internal-sdk > Game:Apex Legends - https://github.com/dhanax26/Apex-Legends-Offset-Dumper [Offset] - https://github.com/ofDataa/offsets [Offset] - https://github.com/dword64/Apex-Legends-SDK-Remaster - https://github.com/hooksteroid/ApexD3D_External - https://github.com/NMan1/apex-legends-cheat - https://github.com/gmh5225/Apex-SIMPLE-AIMBOT-GLOW-APEX - https://github.com/TheCruZ/Direct-EFI-Apex-Cheat - https://github.com/Astronaut00/apex-external - https://github.com/YMY1666527646/Phoenix-Valorant-Cheat - https://github.com/CasualX/apexbot - https://github.com/TheCruZ/Apex_Legends_Driver_Cheat - https://github.com/Keyzp1337/Fortnite - https://github.com/Zurek0x/NuremX [AI] - https://github.com/hadevn/apex_full_cheat - https://github.com/gmh5225/Apex-ApexCheeseTest - https://github.com/RavenOfTime/Apex-Legends-Esp - https://github.com/gmh5225/Apex-ApexCheat - https://github.com/Zakaria-Master/Apex_ESP_Old_Project - https://github.com/cheatingwitdacode/apex-cheating - https://github.com/LWSS/Ape-ex-Abominations [QEMU] - https://github.com/Y33Tcoder/EzApexDMAAimbot [KVM] - https://github.com/gmh5225/Apex-CHEAT-FIXED - https://github.com/gmh5225/apex_legends_sdk - https://github.com/ekknod/apex_linux [linux] - https://github.com/XRadius/project-tanya [linux] - https://github.com/EquinoxAlpha/ayypex [linux] - https://github.com/KaylinOwO/Project-Branthium - https://github.com/gmh5225/Apex-Legends-External-Esp-Aimbot-Skinchanger - https://github.com/Neurosisccc/Apex-ItemGlow [Item glow] - https://github.com/BaconToaster/UC-Apex-Remastered - https://github.com/NekoRem/apex-external [External] - https://github.com/M1fisto/nullptr-apex-external [External] - https://github.com/3nolan5/R5Apex-UserMode [External] - https://github.com/NaiJii/Apex-Mizu-Base [Internal] > Game:Fortnite - https://github.com/kem0x/FortKit [Dump] - https://github.com/ofDataa/offsets [Offset] - https://github.com/Trydos/fortnite-offsets [Offset] - https://github.com/masterpastaa/AutoOffsets [Offset] - https://github.com/Zetolac/FortniteOffsetsAndSigs [Offset] - https://github.com/Android1337/Fortnite-Offsets [Offset] - https://github.com/Luksiuss/FortniteSigsUpdatedEveryUpdate [Offset] - https://github.com/gmh5225/Fortnite-SigsUpdatedEveryUpdate [Offset] - https://github.com/gmh5225/fortnite-W2S-offset-Fortnite [Offset] - https://github.com/plu1337/fortnite-offsets [Offset] - https://github.com/gmh5225/Fortnite-Offset-dumper [Offset & Dump] - https://github.com/plu1337/fortnite-virtual-offsets [Virtual Table Offsets] - https://github.com/plu1337/fortnite-sigs [Signature] - https://github.com/F0NDO/fortnite-sigs [Signature] - https://github.com/plu1337/fortnite-exploits [Exploits] - https://github.com/ReallReaper/Fortnite-Offsets-Sigs-and-more [Offset] - https://github.com/Makk5/FortConsole - https://github.com/gmh5225/Fortnite-Leak5 - https://github.com/Zetolac/FortniteExternalW2S - https://github.com/gmh5225/Fortnite-Internal-Cheat-Fixed-and-Updated - https://github.com/gmh5225/Fortnite-EFI-External [EFI] - https://github.com/gmh5225/Fortnite-External-Cheat-WinSense-Leak - https://github.com/jooola00/fortnite-cheat-source-internal - https://github.com/YMY1666527646/Fortnite-Hack-Esp-Exploits-With-Menu - https://github.com/YMY1666527646/nigusFN - https://github.com/Sheeedsh78/Cheto-Fortnite-Source-External-EAC-BE-undetected - https://github.com/CheaterRehab/GodFather-Fortnite-Cheat-Cracked - https://github.com/Keyzp1337/Fortnite - https://github.com/vk-nom/Basic-Fortnite-Cheat-Source-Internal - https://github.com/PasterWolf/Fortnite-UD-External - https://github.com/gmh5225/Fortnite-Esp-Aimbot-Exploits-Hwid-Spoofer-Cleaner-Hack-Cheat - https://github.com/Waihbe/Fortnite-Cheat-LEAK - https://github.com/zinx-YT/Fortnite-Fltokens-and-offsets - https://github.com/gmh5225/VOLTO-EXTERNAL-SPOWAR-UD-EAC-BE-FORTNITE-EXTERNAL-CHEAT - https://github.com/gmh5225/Serenity.gg-FN-and-Loader - https://github.com/Waihbe/Fortnite-External-Cheat-Leak - https://github.com/AlfredIU/Spoofer [HWID] - https://github.com/pastor-ritz/ritz-amazing-fortnite-internal - https://github.com/plu1337/Fortnite-Masterpasta-ihack-Source-Leak - https://github.com/gmh5225/Fortnite-Evo.cc-Source-External-Cheat - https://github.com/KeyzpOnTheFluxxx/Fortnite-External - https://github.com/gmh5225/Apple-Lite-Fortnite-Cheat - https://github.com/gmh5225/Fortnite-External-Cheat-Source-Code - https://github.com/0dayatday0/BattleFN-cheat-analysis - https://github.com/gmh5225/fortnite-internal-updated-ritz [Internal] - https://github.com/JeanToBinks/Fortnite-Cheato-UD-EAC-BE - https://github.com/gmh5225/BE-Forcer-Fortnite [BE forcer for fortnite] - https://github.com/DX9Paster/Fortnite-External [External] - https://github.com/percpopper/Fortnite-CameraCachePOV - https://github.com/percpopper/Fortnite-FNameEntry - https://github.com/ritz-1337/fortnite-external-evo.gj [External] - https://github.com/simply-codes/Fortnite-External-P2C [External] - https://github.com/Zetolac/FortniteExternalExploits [External Exploits] - https://github.com/xetzzy/Fortnite-External-Source [External] - https://github.com/gmh5225/fortnite-triadz [External] - https://github.com/DontCry361x/ritz-amazing-fortnite-internal-updated [internal] - https://github.com/NurdAlert/flirtnite [External] - https://github.com/JetBrains-CLion/Fortnite-3.5 [Internal] - https://github.com/gmh5225/Fortnite-VoyagerTF [Voyager] - https://github.com/gmh5225/Fortnite-External-4 [External] > Game:Bloodhunt - https://github.com/ZZZ-Monster/bloodhunt_External - https://github.com/PhysX1337/BloodHunt-v1.1 - https://github.com/gmh5225/blood-hunt > Game:Super People - https://github.com/EBalloon/Super-People-sdk - https://github.com/gmh5225/Super-People-Esp-Aimbot-Magic-Hack - https://github.com/gmh5225/superpeople-client > Game:Splitgate - https://github.com/percpopper/Splitgate-Internal > Game:PUBG - https://github.com/owdata1/pubg-dumper [Dump] - https://github.com/orange088/pubg_dump_offset [Offset] - https://github.com/Skengdoo/pubg-external-cheat - https://github.com/ajkhoury/pubg_internal - https://github.com/iCollin/pubg-internal - https://github.com/K-cazb/pubg-public - https://github.com/gmh5225/PlayerUnknown-s-Battlegrounds-Pubg-Steam-Hack-Esp-Aimbot - https://github.com/dot1991/lilypublic - https://github.com/kurt2467/PUBG_Internal > Game:PUBG Lite - https://github.com/Zakaria-Master/Pubg-Lite-ESP > Game:PUBGM - https://github.com/Zakaria-Master/pubgm_sdk_and_offsets [Offset] - https://github.com/atulkunal999/pubg_mobile_memory_hacking - https://github.com/Mood-Coding/pubgm_shitty_source - https://github.com/gmh5225/PUBGM-PUBGPatcher - https://github.com/Zakaria-Master/PUBGM1.6-DeadGame - https://github.com/mut1234/BYPASS-PUBG-MOBILE-IMGUI - https://github.com/busmanl30/LastIslandOfSurvival-iOSCheat-Source > Game:EFT - https://github.com/patrickcjk/TOG [Offsets Generator] - https://github.com/fcancelog/EftStreamedCheat - https://github.com/Nou4r/pKernelInterface-EFT - https://github.com/sailro/EscapeFromTarkov-Trainer - https://github.com/vmwrite/tiny_eft - https://github.com/CplNathan/Nathans-Tarkov-Radar-Public [Vmread + Radar] - https://github.com/frankie-11/eft-external - https://github.com/Splitx12/eft - https://github.com/gmh5225/eft-internal - https://github.com/gmh5225/EFT-Veil-EFT - https://github.com/Qemu-Gang/Escape-from-TuxKov [QEMU] - https://github.com/gmh5225/Comm-ImMiraclela - https://github.com/krispybyte/Simple-EFT-Base - https://github.com/bytemyass/EFTLeecher [DMA] - https://github.com/gmh5225/eft-dma-radar-1 [DMA Radar] - https://github.com/gmh5225/EFT-MonoEFT - https://github.com/ZhaoKunqi/simple-eft-superman-training-bot - https://github.com/gmh5225/EFT-NewTarkovCheatProject > Game:R6 - https://github.com/NMan1/Rainbow-Six-Cheat - https://github.com/NMan1/OverflowR6V2 - https://github.com/NMan1/Internal-Rainbow-Six-Cheat-V3 - https://github.com/beans42/epic-r6-v9 - https://github.com/Kix48/R6Updater - https://github.com/hooksteroid/R6Table_Internal - https://github.com/JGonz1337/r6-internal - https://github.com/SurgeGotTappedAgain/External-R6S-Cheat - https://github.com/vctr74/R6-Internal-V3 - https://github.com/gmh5225/R6S-internal-Cheat - https://github.com/gmh5225/Rainbow-Six-Siege-Rs6-External-Esp-Aimbot-Hack-Cheat - https://github.com/gmh5225/Rainbow-6-Siege-Cheat - https://github.com/rushzzz-max/r6-external [External] - https://github.com/ArtemisDevGroup/Artemis [Internal] - https://github.com/MuffinPanda/R6-Cheat-Dumper [External] - https://github.com/Possbl/R6S-External-V2 [External] > Game:Overwatch - https://github.com/blackhades00/PareidoliaTriggerbot [Triggerbot] - https://github.com/OSNSON/Overwatch-1-cheat-source-. - https://github.com/vmmcall/overwatch-iat-fixer [Overwatch IAT Fixer] - https://github.com/Midi12/ow_unpack - https://github.com/gmh5225/OW-Aeternum - https://github.com/dword64/Ow-FOV [FOV] > Game:Overwatch2 - https://github.com/gmh5225/Overwatch2-colorbot-Cheats - https://github.com/gmh5225/Overwatch-2-Cheat-Aimbot-Esp - https://github.com/nismo1337/meowsense - https://github.com/gmh5225/Ow-Outlines [Shows Players through walls] - https://github.com/ZEROWyt/Overwatch-2-TOPE-EXTERNAL-CHEAT > Game:Paladins - https://github.com/gmh5225/Paladins-Internal-Esp-Aimbot-Hack-Cheat-Hack - https://github.com/gmh5225/Paladins-internal-Cheat > Game:DayZ - https://github.com/zhitkur/DayZzz - https://github.com/SurgeGotTappedAgain/External-Dayz-Cheat - https://github.com/gmh5225/DayZ-Cheat - https://github.com/JonathanEke/DayZ-Server-Battleye-Remover [Disable battleye] > Game:Rust - https://github.com/Akandesh/rust-auto-dumper [Auto Dump] - https://github.com/LabGuy94/OxideDumper [Auto Dump] - https://github.com/NMan1/OverflowRust - https://github.com/gmh5225/simple-rust-hack - https://github.com/Facepunch-bot/rust-internal - https://github.com/Facepunch-bot/Rust-External - https://github.com/Facepunch-bot/Rico-Cheat-rust-external - https://github.com/spyder1g/a-pasted-rust-script - https://github.com/LordAbbot/Rust-External-Cheat - https://github.com/ZentifyZ/Kors_lol [Internal] - https://github.com/gmh5225/Rust-Internal [Internal] - https://github.com/ZentifyZ/CRC32 - https://github.com/SteepCheat/Rust-Cheat-External - https://github.com/krispybyte/Simple-Rust-Base - https://github.com/vmwrite/sapphire - https://github.com/Disline1337/Rust-Cheat-External-main - https://github.com/gmh5225/Rust-RustInternal [Internal] - https://github.com/gmh5225/rust-external-1 [External] - https://github.com/gmh5225/Rust-External [External] - https://github.com/gmh5225/Rust-ExternaL-and-Driver-AlienCheats [External] - https://github.com/Rogue619Z/Rust-External-Source [External] - https://github.com/gmh5225/immortal-rust > Game:Arma3 - https://github.com/Skengdo/arma3-external-variable-manager - https://github.com/R3voA3/3den-Enhanced [Mod Editor] - https://github.com/tym32167/arma3beclient [BattlEye Tool] > Game:AVA - https://github.com/boylin0/AVA-Hack > Game:Mordhau - https://github.com/Skengdo/mordhau-simple-auto-block-cheat > Game:Smite [UE3] - https://github.com/JackBro/SmiteESPAimbot > Game:POLYGON [UE5] - https://github.com/gmh5225/POLYGON_UE5 > Game:Genshin Impact - https://github.com/khang06/mhynot2 - https://github.com/khang06/genshinjumpfixer2 [Decode CFG] - https://github.com/khang06/misc/tree/master/reversing/genshin [Decode CFG] - https://github.com/DNLINYJ/Anti_miHoYo_Jcc_Obfuscate [Decode CFG By X64DBG] - https://github.com/gmh5225/genshin-cheat - https://github.com/Grasscutters/Grasscutter [Private Server] - https://github.com/gmh5225/Genshin-Akebi-GC [Cheat] - https://github.com/gmh5225/Akebi-Cheat-3.3 [Cheat] - https://github.com/gmh5225/Genshin-GenshinData [Game Data] - https://github.com/HolographicHat/YaeAchievement - https://github.com/phonowell/genshin-impact-script [A sweet genshin impact script] - https://github.com/KnsGoyoLV/GenshinImpact-Base - https://github.com/360NENZ/Taiga74164-Akebi-GC - https://github.com/Ev3nt/EasyPeasy-GC - https://github.com/xTaiwanPingLord/GenshinDebuggerBypass - https://github.com/gmh5225/Genshin-EasyPeasy-Bypass [Anti-Debug Bypass] - https://github.com/ELJoOker2004/genshin-remove-banner > Game:Honkai Impact - https://github.com/BuIlDaLiBlE/BetterHI3Launcher - https://github.com/Z4ee/HI3-ACE-B > Game:Honkai Star Rail - https://github.com/Z4ee/StarRail-S-GC - https://github.com/Z4ee/StarRail-ACE-B - https://github.com/aderfa/star_rail - https://github.com/gmh5225/Pom-Pom - https://github.com/LmeSzinc/StarRailCopilot [Script] > Game:osu - https://github.com/fs-c/maniac [External] - https://github.com/Ciremun/freedom [difficulty changer & bot] > Game:EldenRing - https://github.com/techiew/EldenRingMods [Mod] - https://github.com/v-maxson/EldenRingLauncher [Launcher] - https://github.com/Nordgaren/Elden-Ring-Debug-Tool [Debug tool for Elden Ring modding] > Game:Dark Souls - https://github.com/igromanru/Dark-Souls-III-Cheat-Engine-Guide > Game:Sea Of Thieves - https://github.com/ToxSylph/SeaOfChoros > Game:GTA III - Definitive Edition - https://github.com/gmh5225/GTAIII-DE-GoldHook > Game:GTA5 - https://github.com/gmh5225/GTA-5-SIGS-1.59 [Offset] - [About Adds drag- to- resize functionality to the main GTA V window](https://github.com/CamxxCore/GTAV_DragResize) - [Open-source cheat software for Grand Theft Auto V (PC)](https://github.com/gmh5225/GrandTheftAutoV-Cheat) - https://github.com/Pocakking/BigBaseV2 - https://github.com/YimMenu/YimMenu - https://github.com/Seanghost117/SpookiMystic-GTA-Leak [Menu] - https://github.com/Rimmuru/gta-source - https://github.com/SyDevTeam/gta5view [Viewer/Editor] - https://github.com/skarockoi/pHake [Mod Menu] > Game:Geometry Dash - https://github.com/reservedcloud/gd-internal > Game:8ball pool - https://github.com/gmh5225/Alaa-8ball-pool-source-exposed > Game:Wizard101 - https://github.com/AmJayden/wizard101-spoofer [HWID] > Game:QQTang - https://github.com/blackmaple/QQTangCheatEngine > Game:Chess - https://github.com/LeelaChessZero/lc0 [Chess Engine] - https://github.com/official-stockfish/Stockfish [Chess Engine] > Game:BLOCKPOST - https://github.com/xo1337/BLOCKPOST-Cheat > Game:Witch It - https://github.com/guttir14/CheatIt > Game:RO - https://github.com/rAthenaCN/rAthenaCN > Game:PokemonGo - https://github.com/Jumboperson/PokemonGoDumper > Game:L4D2 - https://github.com/Fox-Cult/L4D2-Cheat [Linux] > Game:mhxy - https://github.com/gmh5225/mhxy_kernel - https://github.com/gmh5225/mhxy > Game:Ironsight - https://github.com/oluan/Lazysight > Game:Devour - https://github.com/ALittlePatate/DevourClient - https://github.com/BitCrackers/DevourMenu [Menu] > Game:Goose Goose Duck - https://github.com/Liuhaixv/Goose_Goose_Duck_Hack > Game:Team Fortress 2 - https://github.com/gmh5225/teamfortress2_internal - https://github.com/BlueSnoopT/Cunthook [linux] ## Anti Cheat > Guide - https://technology.riotgames.com/news/riots-approach-anti-cheat - https://github.com/87andrewh/WeirdAntiCheatIdeas - https://github.com/gmh5225/AntiCheat-chrysalis - https://www.unknowncheats.me/forum/anti-cheat-bypass/481731-tutorial-ring3-anticheat-project.html - https://github.com/dhondta/awesome-executable-packing [Executable File Packing] - https://anti-debug.checkpoint.com [Anti Debug] - https://github.com/DenuvoSoftwareSolutions/DVRT [DVRT] - https://areweanticheatyet.com [A list of games using anti-cheats] - https://github.com/MyHwu9508/alt-V-Anticheat-Guide [GTA5 MP servers] - https://github.com/frank2/packer-tutorial [Packer] > Stress Testing - https://github.com/niemand-sec/AntiCheat-Testing-Framework [Testing Framework] - https://github.com/gmh5225/MemWars [Testing Framework] - https://github.com/ekknod/EC [Testing Framework] - https://github.com/stuxnet147/Known-Driver-Mappers [Known Driver Mappers] - https://github.com/DanielRTeixeira/injectAllTheThings [Injection Testing] - https://github.com/MahmoudZohdy/Process-Injection-Techniques [Injection Testing] - https://github.com/zoand/Injectors [Injection Testing] - https://github.com/guided-hacking/GuidedHacking-Injector [Injection Testing] - https://github.com/gmh5225/rust-dll-crab [Injection Testing] - https://github.com/odzhan/injection [Injection Testing] - https://github.com/w1u0u1/kinject [Injection Testing] - https://github.com/D4stiny/ThreadJect [Injection Testing] - https://github.com/KooroshRZ/Windows-DLL-Injector [Injection Testing] - https://github.com/Fahersto/code_injection [Injection Testing] - https://github.com/deepinstinct/Dirty-Vanity [Injection Testing:RtlCreateProcessReflection] - https://github.com/NullTerminatorr/ThreadHijackingInjector [Injection Testing] - https://github.com/Skengdo/simple-SetWindowsHookExW-injector [Injection Testing:SetWindowsHookExW] - https://github.com/gmh5225/SetWindowsHookEx-Injector [Injection Testing:SetWindowsHookExW] - https://github.com/FULLSHADE/Jektor [Injection/Shellcode Testing] - https://github.com/KANKOSHEV/face-injector-v2 [Injection/ Testing] - https://github.com/notscimmy/libelevate [Elevating Handle] - https://github.com/ZoondEngine/NoBastian_v2 [Elevating Handle By LSASS] - https://github.com/Ricardonacif/launcher-abuser [Elevating Handle] - https://github.com/ContionMig/LSASS-Usermode-Bypass [Elevating Handle By LSASS] - https://github.com/gmh5225/LSASS-DumpThatLSASS [Elevating Handle By LSASS] - https://github.com/gmh5225/Handle-Ripper [DuplicateHandle] - https://github.com/Kudaes/Dumpy [Reuse opened handles By LSASS] - https://github.com/zorftw/lsass-extend-mapper [Manual mapper from LSASS] - https://github.com/Mattiwatti/EfiGuard [PG Testing] - https://github.com/9176324/Shark [PG Testing] - https://github.com/gmh5225/HideDriverTesting [Hide Driver Testing] - https://github.com/nbqofficial/HideDriver [Hide Driver Testing] - https://github.com/ExpLife0011/HideDriver [Hide Driver Testing] - https://github.com/BadPlayer555/TraceCleaner [Hide Driver Testing] - https://github.com/muturikaranja/disable-threat-tracing [ETW Testing] - https://github.com/Mr-Un1k0d3r/AMSI-ETW-Patch [ETW Testing] - [EDRSandblast/KernellandBypass/ETWThreatIntel.c](https://github.com/wavestone-cdt/EDRSandblast/blob/master/EDRSandblast/KernellandBypass/ETWThreatIntel.c) [ETW Testing] - https://github.com/daswareinfach/Battleye-VAC-EAC-Kernel-Bypass [FsFilter Testing] - https://github.com/aahmad097/MMFCodeInjection [User APC + File Mapping Testing] - https://github.com/liors619/TtdAntiDebugging [Debug Testing] - https://github.com/gmh5225/cheat-attack-thread-slemu [Hearbeat Testing] - https://github.com/nkga/cheat-driver [MmCopyVirtualMemory Testing] - https://github.com/zxd1994/vt-debuuger [Hacked Hypervisor Testing] - https://github.com/3526779568/vt-debuger [Hacked Hypervisor Testing] - https://github.com/MellowNight/AetherVisor [Hacked Hypervisor Testing AMD] - https://github.com/rbmm/LockFile-Poc [Lock File] - https://github.com/gmh5225/UltraDriver-Game-Cheat [Cheat Driver] - https://github.com/gmh5225/Kernel-Special-APC-ReadProcessMemory [RPM] > Driver Unit Test Framework - https://github.com/wpdk/wdutf > Anti Debugging - https://github.com/LordNoteworthy/al-khaser - https://github.com/hfiref0x/WubbabooMark - https://github.com/samshine/ScyllaHideDetector2 - https://github.com/revsic/AntiDebugging - https://github.com/Ahora57/MAJESTY-technologies - https://github.com/AdvDebug/AntiCrack-DotNet [CSharp] - https://github.com/weak1337/CEDetector [CE] - https://github.com/gmh5225/Detection-CheatEngine [CE] - https://github.com/gmh5225/AntiDbg-AmogusPlugin - https://gtoad.github.io/2017/06/25/Android-Anti-Debug [Android] - https://github.com/polaryy/AntiDebugandMemoryDump [Android] - https://github.com/fiord/ADB-Debug-Detect-Checker [Android] - [Sample anti-debug with detect ScyllaHide/HyperHide and TitanHide](https://github.com/gmh5225/antidbg-Baka) - [Linux anti-debugging techniques](https://github.com/hiatus/adbg) - https://github.com/HackOvert/AntiDBG - https://github.com/BarakAharoni/LADD [Linux] - https://github.com/0xor0ne/debugoff [Linux] - https://github.com/gmh5225/AntiKernelDebug-POC [Windows Kernel] - https://github.com/BaumFX/cpp-anti-debug - https://github.com/Metick/Anti-Debug - https://github.com/Ahora57/RaceCondition - https://github.com/AdvDebug/AntiCrack-DotNet [DotNet] - https://github.com/hotline1337/umium [C++/CLI] - https://github.com/YouNeverKnow00/Anti-Debugger-Protector-Loader - https://github.com/CheckPointSW/showstopper - https://github.com/secrary/makin [Reveal anti-debugging and anti-VM tricks] > Page Protection - https://github.com/changeofpace/Self-Remapping-Code - https://github.com/ReFo0/anti-crack-system - https://docs.microsoft.com/en-us/windows/win32/api/winbase/nf-winbase-addsecurememorycachecallback - https://github.com/weak1337/NO_ACCESS_Protection - https://github.com/noff2k/no-access-protection-x86 - https://github.com/hotline1337/page_no_access - https://github.com/thefLink/DeepSleep - https://github.com/janoglezcampos/DeathSleep - https://github.com/gmh5225/Sleep-obf-T.D.P. - https://github.com/mgeeky/ShellcodeFluctuation - https://github.com/Gofrettin/veh-printf-hook [PAGE_GUARD] - https://github.com/charliewolfe/PointerGuard [PAGE_GUARD] - https://github.com/connormcgarr/EATGuard [PAGE_GUARD] - https://github.com/ilovecsad/veh_hide_memory [PAGE_NOACCESS] - https://github.com/gmh5225/PAGE_NO_ACCESS-not-byfron [PAGE_NOACCESS] > Binary Packer - https://github.com/dhondta/awesome-executable-packing - https://github.com/phra/PEzor - https://github.com/czs108/PE-Packer [X86] - https://github.com/longqun/Packer [X86] - https://github.com/ATsahikian/pe-protector [X86] - https://github.com/mkaring/ConfuserEx [.NET] - https://github.com/iArtorias/debug_remover [Strip Debug Info] - https://github.com/ytk2128/pe32-password - https://github.com/frkngksl/Huan - https://github.com/frkngksl/HintInject [Hint/Name Table] - https://github.com/ClaudiuGeorgiu/Obfuscapk [Android] - https://github.com/magnussen7/Embuche [ELF] - https://github.com/EgeBalci/amber - https://github.com/SamLarenN/PePacker - https://github.com/Systemcluster/wrappe [Rust] - https://github.com/vsteffen/woody_woodpacker [ELF] - https://github.com/n4sm/m0dern_p4cker [ELF] - https://github.com/JonDoNym/peinjector - https://github.com/craids/AresFramework - https://github.com/andrew9382/exe_packer - https://github.com/dr4k0nia/Origami [Compressing .net assemblies] - https://github.com/mix64/ELFpacker [ELF] - https://github.com/jnastarot/shibari [Linking multiple PE\PE + files to one] - [Simple ELF runtime packer for creating stealthy droppers](https://github.com/ex0dus-0x/ward) - [A simple packer working with all PE files which cipher your exe with a XOR implementation](https://github.com/nqntmqmqmb/xorPacker) - https://github.com/r0ngwe1/petoy [PE] - [An ELF / PE packer written in pure C](https://github.com/SilentVoid13/Silent_Packer) - https://github.com/droberson/ELFcrypt [ELF RC4] - https://github.com/timhsutw/elfuck [ELF] - https://github.com/Eronana/packer [PE] - https://github.com/akuafif/hXOR-Packer [PE XOR] - https://github.com/arisada/midgetpack [ELF] - https://github.com/friedkiwi/netcrypt [.NET] - https://github.com/89luca89/pakkero [ELF] - https://github.com/dimkr/papaw [LZMA] - https://github.com/akawashiro/sloader [ELF loader which aims to replace ld-linux.so of glibc] - https://github.com/MahmoudZohdy/IAT-Obfuscation [IAT Obfuscation] - https://github.com/gmh5225/shellcode-EntropyFix [Reducing entropy] - https://github.com/ORCx41/AtomPePacker [PE X64] - https://github.com/Lima-X/Win32.Nebula [PE X64] - https://github.com/TheAenema/hm-pe-packer [PE X64] - https://github.com/frkngksl/Shoggoth [Polymorphic Encryptor] - https://github.com/GunshipPenguin/kiteshield [ELF X64] - https://github.com/cff0x/KitsuPE [PE] - https://github.com/xsj3n/x64-EXE-Packer [PE X64] - https://github.com/KooroshRZ/Evader [PE] - https://github.com/DavidBuchanan314/stelf-loader [ELF X64 loader] - https://github.com/frank2/oxide [Written by Rust] > CLR Protection - https://github.com/endgameinc/ClrGuard > Anti Disassembly - https://github.com/rrbranco/blackhat2012 > Sample Unpacker - https://github.com/hasherezade/mal_unpack_drv - https://github.com/strazzere/android-unpacker [Android] > Dump Fix - https://github.com/t3ssellate/unmapper - https://github.com/d35ha/DumpPE - https://github.com/pr701/fix-arxan > Encrypt Variable - https://github.com/serge-14/encrypted_value [C++] - https://github.com/momalab/e3 [C++] - https://github.com/obama-gaming/xor-float [C++] > Lazy Importer - https://github.com/JustasMasiulis/lazy_importer - https://github.com/hypervisor/kli - https://github.com/gmh5225/kli-ex - https://github.com/1hAck-0/zeroimport > Obfuscation Engine - https://github.com/mike1k/perses - https://github.com/weak1337/Alcatraz - https://github.com/jnastarot/furikuri - https://github.com/nickcano/RelocBonus [Attack Reloc] - https://github.com/maoabc/nmmp [Dex] - https://github.com/CodingGay/BlackObfuscator [Dex] - https://github.com/d35ha/CallObfuscator [Call Obfuscation] - https://github.com/nelfo/Milfuscator - https://github.com/romainthomas/the-poor-mans-obfuscator [elf/macho] - https://github.com/Guardsquare/proguard [Java] - https://github.com/xiaoweime/WProtect - https://github.com/DeDf/WProtect - https://github.com/jokerNi/WProtectSDK - https://github.com/cxxrev0to1dev/nb_obfuscator - https://github.com/gmh5225/cerberus [VM] - https://github.com/layerfsd/phantasm-x86-virtualizer [VM] - https://github.com/CalebFenton/simplify [Java] - https://github.com/open-obfuscator/dProtect [Java/Kotlin] - https://github.com/Maldev-Academy/EntropyReducer [Reduce Entropy] > Screenshot - https://github.com/bavulapati/DXGICaptureApplication [Capture Desktop] - https://github.com/Rick-laboratory/Windows-Screenshotcapture-DirectX/blob/master/main.cpp [DX9] - https://github.com/lainswork/dwm-screen-shot [DWM] - https://github.com/kirides/screencapture [DX11] - https://github.com/bmharper/WindowsDesktopDuplicationSample [DXGI] - https://github.com/PierreCiholas/GetPixel-vs-BitBlt_GetDIBits [GetPixel] - https://github.com/gmh5225/ScreenShot [BitBlt] > Game Engine Protection:Unreal - https://github.com/zompi2/Static-Variables-Obfuscator-UE4 - https://github.com/BrUnOXaVIeRLeiTE/SCUE4-Plugin - https://github.com/gmh5225/UnrealEngine-Protection > Game Engine Protection:Unity - https://github.com/ls9512/USecurity - https://github.com/bmjoy/Unity3D_Obfuscator > Game Engine Protection:Source - [Source Engine serverside anti-cheat plugin. (CS:S, CS:GO, CS:P, TF2)](https://github.com/kanekikun420/NoCheatZ-3) > Open Source Anti Cheat System - https://github.com/mq1n/NoMercy - https://github.com/JackBro/BetaShield - https://github.com/chztbby/RebirthGuard - https://github.com/GravitLauncher/Avanguard - https://github.com/Rycooop/Bloom-Anticheat - https://github.com/Vasieco/Kernel-Anticheat [Kernel Anticheat] - https://github.com/AvivShabtay/Stresser [Anti Virus in fact but also Anti Cheat] - https://github.com/gmh5225/antivirus [Anti Virus in fact but also Anti Cheat] - https://github.com/D4stiny/PeaceMaker [Anti Virus in fact but also Anti Cheat] - https://github.com/danielkrupinski/VAC [Reversed VAC] - https://github.com/ApexLegendsUC/anti-cheat-emulator - https://github.com/ch4ncellor/EAC-Reversal [Reversed EAC] - https://github.com/weak1337/BE-Shellcode [Reversed BE Shellcode] - https://github.com/codetronik/AndroidAntiCheat [Android Platform] - https://github.com/MrDiamond64/Scythe-AntiCheat [Minecraft] - https://github.com/mateusreb/AntiCheat - https://github.com/ComodoSecurity/openedr [EDR] - https://github.com/0xrawsec/whids [EDR] - https://github.com/Neo23x0/Raccine [EDR] - https://github.com/ION28/BLUESPAWN [EDR] - https://github.com/AlSch092/UltimateAntiCheat - https://github.com/JonathanBerkeley/Quack - [Source Engine serverside anti-cheat plugin. (CS:S, CS:GO, CS:P, TF2)](https://github.com/kanekikun420/NoCheatZ-3) - [This is the Anti Cheat System for Knight Online Gamesoft vversion](https://github.com/luisfelipe18/GamesoftACS) - [User-mode C++ Anti-Cheat written for German Roleplay Server GVMP.de](https://github.com/divodeuxsevres/gvmp-anticheat) - [Cheat developer platform](https://github.com/c4kef/UAC) - https://github.com/ekknod/Anti-Cheat-TestBench [TestBench] - https://github.com/hominsu/bugu [Malicious code detection and obfuscation] - [Kernel Security driver used to block past, current and future process injection techniques on Windows Operating System](https://github.com/PI-Defender/pi-defender) - https://github.com/DoranekoSystems/cheap-engine [Sample implementation of anti-cheat in android] - [Proof of concept Anti-Cheat plugin for CS:GO](https://github.com/ekknod/CSGO-AC) - [Deep Learning Anti-Cheat For CSGO](https://github.com/LaihoE/DLAC) - https://github.com/jnastarot/anti-cheat - https://github.com/jnastarot/ice9 - https://github.com/realTristan/Reborn [Designed with Rust] - https://github.com/dllcrt0/Dynsec - https://github.com/XZNX5/Basic_Anti-Cheat - https://github.com/MegaAntiCheat > Analysis Framework - https://github.com/pandora-analysis/pandora > Detection:Hook - https://github.com/hasherezade/pe-sieve - https://github.com/mike1k/HookHunter - https://github.com/st4ckh0und/hook-buster - https://github.com/TupleDev/nullshit - https://github.com/paranoidninja/EtwTi-Syscall-Hook [Instrumentation Callback] - https://github.com/Luchinkin/device-control-hooks-scanner [device-control-hooks-scanner] - https://github.com/ORCx41/KnownDllUnhook [Replace the .txt section of the current loaded modules from \KnownDlls\] > Detection:Memory Integrity - https://github.com/afulsamet/integrity - https://github.com/Midi12/QueryWorkingSetExample - https://github.com/Deputation/integrity_experiments [header only] > Detection:ShellCode - https://github.com/jdu2600/EtwTi-FluctuationMonitor [ETW] - https://github.com/jdu2600/Etw-SyscallMonitor [ETW] - https://github.com/jdu2600/CFG-FindHiddenShellcode [CFG] > Detection:Attach - https://github.com/KANKOSHEV/Detect-KeAttachProcess > Detection:Triggerbot & Aimbot - https://github.com/KANKOSHEV/Detect-MouseClassServiceCallback - https://github.com/changeofpace/MouHidInputHook - https://github.com/KelvinMsft/UsbMon - https://github.com/87andrewh/DeepAimDetector [Deep Learning] - https://github.com/waldo-vision/waldo [Deep Learning] - https://github.com/waldo-vision/aimbot-detection-prototype [Deep Learning] - https://github.com/hkx3upper/Karlann [Keyboard] > Detection:Hide - https://github.com/KANKOSHEV/Detect-HiddenThread-via-KPRCB - https://github.com/ekknod/Anti-Cheat-TestBench [KPRCB+PTE] - https://github.com/weak1337/SystemThreadFinder - https://github.com/mq1n/HiddenModuleDetector - https://github.com/KelvinMsft/ThreadSpy - https://github.com/Rwkeith/Nomad [Mapped Driver] - https://github.com/Nou4r/ModFinder [Mapped Dll] - https://github.com/1401199262/NMIStackWalk [Mapped Driver by NMI Callback] - https://github.com/donnaskiez/nmi-callback-handler [Mapped Driver by NMI Callback] - https://github.com/gmh5225/Kernel_Anti-Cheat [NMI] - https://github.com/jafarlihi/modreveal [Find hidden Linux kernel modules] > Detection:Vulnerable Driver - https://github.com/Deputation/hygieia - https://github.com/FaEryICE/MemScanner > Detection:EFI Driver - https://github.com/gmh5225/Detect-EFIGuard > Detection: Hacked Hypervisor - https://secret.club/2020/04/13/how-anti-cheats-detect-system-emulation.html - https://github.com/helloobaby/Nmi-Callback [NMI Callback] - https://github.com/momo5502/ept-hook-detection [Detect EPT] - https://github.com/Ahora57/Hypervisor_detect_ring_0 - https://github.com/jonomango/nohv - https://github.com/void-stack/Hypervisor-Detection > Detection:Virtual Environments - https://github.com/a0rtega/pafish - https://github.com/gmh5225/Detection-Hyper-v [Hyper-v] - https://github.com/Ahora57/MAJESTY-technologies - https://github.com/therealdreg/anticuckoo [Cuckoo] - https://github.com/strazzere/anti-emulator [Android Anti-Emulator] - https://github.com/LloydLabs/wsb-detect [Windows Sandbox ("WSB")] - https://github.com/DevDaveid/AntiDebug-AntiVM [Vbox] - https://github.com/LukeGoule/compact_vm_detector > Detection:HWID - [All methods of retrieving unique identifiers(HWIDs) on your PC](https://www.unknowncheats.me/forum/anti-cheat-bypass/333662-methods-retrieving-unique-identifiers-hwids-pc.html) - https://github.com/medievalghoul/hwid-checker-mg - https://github.com/weak1337/NvidiaApi - https://github.com/paradoxwastaken/WindowsHardwareInfo - https://github.com/lavoiesl/osx-cpu-temp [CPU temperature for OSX] - https://github.com/ashleyhung/WinRing0 [CPU temperature for windows] - https://github.com/openhardwaremonitor/openhardwaremonitor - https://github.com/LibreHardwareMonitor/LibreHardwareMonitor - https://github.com/lfreist/hwinfo - https://github.com/KDIo3/PCIBan > Detection:SpeedHack - https://github.com/DoranekoSystems/cheap-engine [Android] > Detection:Injection - https://github.com/mq1n/DLLThreadInjectionDetector - https://github.com/Nou4r/ModFinder [Mapped Dll] - https://github.com/gmh5225/Driver-WatchOwl [ImageNotify+Stack Trace] - https://github.com/xuanxuan0/TiEtwAgent [ETW] > Detection:Spoof Stack - https://github.com/gabriellandau/ShadowStackWalk > Detection:ESP - https://github.com/weak1337/PresentHookDetection > Detection:Wall Hack - https://github.com/87andrewh/CornerCulling - https://github.com/87andrewh/CornerCullingSourceEngine > Detection:Obfuscation - https://github.com/mrphrazer/obfuscation_detection > Detection:Magisk - https://github.com/vvb2060/MagiskDetector - https://github.com/canyie/MagiskKiller - https://github.com/Dr-TSNG/ApplistDetector - https://github.com/apkunpacker/MagiskDetection > Detection:Frida - https://github.com/darvincisec/DetectFrida > Detection:Overlay - https://github.com/geeksonsecurity/android-overlay-protection [Android] > Signature Scanning - https://github.com/c3rb3ru5d3d53c/binlex - https://github.com/mischasan/aho-corasick > Information System - https://github.com/Enum0x539/Qvoid-Token-Grabber - https://github.com/travisfoley/dfirtriage - https://github.com/AlessandroZ/LaZagne - https://github.com/thewhiteninja/ntfstool - https://github.com/mgeeky/ntfs-journal-viewer - https://github.com/volatilityfoundation/volatility - https://github.com/volatilityfoundation/volatility3 - [Decrypt and export browser password, including Chromium,Edge and Firefox](https://github.com/BL0odz/BrowserPasswordExportor) - https://github.com/gtworek/VolatileDataCollector - https://github.com/mubix/netview - https://github.com/rbmm/USN - https://github.com/rbmm/SearchEx - https://github.com/ch3rn0byl/ANTfs - https://github.com/bluecapesecurity/PWF [Windows Forensics Training] > Dynamic Script - https://github.com/can1357/NtLua - https://github.com/mrexodia/NtPhp - https://github.com/FastVM/minivm - https://github.com/jnz/q3vm > Kernel Mode Winsock - https://github.com/MiroKaku/libwsk [Kernel-Mode Winsock library] > Fuzzer - https://github.com/0vercl0k/wtf - https://null2root.github.io/blog/2022/07/21/When-Hypervisor-Met-Snapshot-Fuzzing.html > OpenCV - https://github.com/YouNeverKnow00/Rust-Auto-Weapon-Detection-OpenCV-Example > Windows Ring3 Callback - https://github.com/aahmad097/AlternativeShellcodeExec - https://github.com/RixedLabs/IDLE-Abuse - https://github.com/Wra7h/FlavorTown - https://github.com/Deputation/instrumentation_callbacks [Instrumentation Callback] - https://github.com/R4YVEN/beservice_intcallbacks [Instrumentation Callback] - https://github.com/secrary/Hooking-via-InstrumentationCallback [Instrumentation Callback] - https://github.com/paranoidninja/EtwTi-Syscall-Hook [Instrumentation Callback] - https://github.com/jackullrich/syscall-detect [Instrumentation Callback] - https://github.com/thetuh/anticheat-poc [Instrumentation Callback] - [Register VEH by hooking RtlpCallVectoredHandlers](https://github.com/AmJayden/custom-VEH) - [ATPMiniDump Callback](https://github.com/b4rtik/ATPMiniDump) - https://github.com/jimbeveridge/readdirectorychanges [ReadDirectoryChangesW] - https://github.com/blaquee/dllnotif [DllNotification] - https://github.com/gmh5225/LdrRegisterDllNotification-modify-testing [DllNotification] > Windows Ring0 Callback - https://github.com/gmh5225/kernel-callback-functions-list [Callback List] - [Enumerate Callback](https://github.com/hfiref0x/WinObjEx64/blob/7284d711b2eeebfd965713fc79353b9b76e23083/Source/WinObjEx64/extras/extrasCallbacks.c#L117) - [ImageNotify Callback With RtlWalkFrameChain](https://github.com/Staatsgeheim/PsImageNotifyRoutineSpamFilter) - [SymlinkCallback](https://github.com/yardenshafir/SymlinkCallback) > Winows User Dump Analysis - https://github.com/0vercl0k/udmp-parser > Winows Kernel Dump Analysis - https://github.com/gmh5225/Tool-DIYSystemMemoryDump [DIY Dump Type] - https://github.com/0vercl0k/kdmp-parser [Python 3 bindings] - https://github.com/mrexodia/dumpulator [Emulating code in minidump files] - https://github.com/0vercl0k/symbolizer [Execution trace symbolizer] > Sign Tools - https://github.com/mtrojnar/osslsigncode - https://github.com/gmh5225/chainoffools [CVE] - https://github.com/mattifestation/WDACTools [Decrypt p7b] > Backup File - https://github.com/guidoreina/minivers [Generates Backup Copies] > Backup Drivers - https://github.com/gloriouslegacy/ezDrvBAK [Backup & restrore the Windows-Drivers] > Black Signature - https://github.com/gmh5225/BlackSignatureDriver - https://github.com/Harvester57/CodeIntegrity-DriverBlocklist ## Some Tricks > Windows Ring0 - https://www.unknowncheats.me/forum/general-programming-and-reversing/495279-messagebox-kernel-mode.html [Msgbox] - https://back.engineering/01/12/2020/ [Page Table Manipulation] - https://git.back.engineering/_xeroxz/PSKP [PTE Hook] - https://github.com/Rythorndoran/PageTableHook [PTE Hook] - https://github.com/stdhu/windows-kernel-pagehook [PTE Hook] - https://github.com/Xyrem/Yumekage [PTE Hook] - https://back.engineering/29/03/2021 [Hide Address] - https://github.com/Compiled-Code/be-injector [Attack COW] - https://github.com/Compiled-Code/eac-mapper [Vulnerable MmCopyMemory] - https://github.com/EBalloon/MmCopyMemory [Bypass MmCopyMemory] - https://github.com/Compiled-Code/be-injector [Attack COW] - https://github.com/gmh5225/Allocating-individual-pages [MmAllocateIndependentPagesEx] - https://github.com/gmh5225/Hook-HvlSwitchVirtualAddressSpace [HvcallCodeVa] - https://github.com/1401199262/HookHvcallCodeVa [HvcallCodeVa] - https://github.com/gmh5225/Driver-HypercallPageHook [HvcallCodeVa] - https://github.com/Xyrem/HyperDeceit [HvcallCodeVa] - https://github.com/gmh5225/CallMeWin32kDriver [Load your driver like win32k.sys] - https://github.com/gmh5225/DSEDodge-Signed-Kernel-Driver [Leveraging PTT to defeat DSE] - https://github.com/wbenny/KSOCKET [Kernel Berkeley socket] - https://github.com/StephanvanSchaik/windows-kernel-rs [Writing Windows kernel drivers in Rust] - https://github.com/ekknod/smm [Smm cheat] - https://github.com/rbmm/KPDB [Parsing PDB in Driver] - https://github.com/GetRektBoy724/KPDB [Parsing PDB in Driver] - https://github.com/gmh5225/FakeEnclave [A poc that abuses Enclave] - https://github.com/gmh5225/LetMeGG [A POC about how to prevent windbg break] - https://github.com/UCFoxi/NotifyRoutineHijackThread [Hijack PspCreateThreadNotifyRoutine] - [GetWindowName In Kernel Mode](https://www.unknowncheats.me/forum/anti-cheat-bypass/517022-getwindowname-kernel-mode.html) - [GetWindowInfo In Kernel Mode](https://www.unknowncheats.me/forum/anti-cheat-bypass/519261-getwindowinfo.html) - [Hook KdTrap(Windows global exception hander)](https://www.unknowncheats.me/forum/anti-cheat-bypass/500156-hook-kdtrap-windows-global-exception-hander.html) [Hook KdTrap] - https://github.com/gmh5225/Hook-KdTrap [Hook KdTrap] - https://github.com/gmh5225/Driver-SoulExtraction [Extracting cert information] - https://github.com/Ido-Moshe-Github/CiDllDemo [Use ci.dll API for validating Authenticode signature of files] - https://github.com/mihaly044/pedigest [Calculating the authenticode digest] - https://github.com/gmh5225/Kernel-Special-APC-ReadProcessMemory [Kernel APC RPM] - https://github.com/NSG650/Bad-BugCheck-Old [BSOD] - https://github.com/NSG650/Bad-Bugcheck [BSOD] - https://github.com/NSG650/NoMoreBugCheck [BSOD] - https://github.com/NSG650/BugCheckHack [BSOD] - https://github.com/NSG650/BugCheck2Linux [BSOD] - https://github.com/stuxnet147/PiDqSerializationWrite-Example [PiDqSerializationWrite] > Windows Ring3 - https://secret.club/2021/01/04/thread-stuff.html [Anti Debug] - https://github.com/utoni/PastDSE [Sign Leaked Cert] - https://github.com/Jemmy1228/HookSigntool [Sign Leaked Cert] - https://github.com/namazso/MagicSigner [Sign Leaked Cert] - https://github.com/hzqst/FuckCertVerifyTimeValidity [Sign Leaked Cert] - https://github.com/Sentient111/StealingSignatures [Stealing signatures from pe files] - https://github.com/secretsquirrel/SigThief [Stealing signatures from pe files] - https://github.com/jfmaes/LazySign [Fake Cert] - https://github.com/Tylous/Limelighter [Fake Cert] - https://github.com/gmh5225/chainoffools [Fake Cert] - https://github.com/gmh5225/FakeSign [Fake Cert] - https://github.com/Adepts-Of-0xCC/MiniDumpWriteDumpPoC [Dump Memory] - [A x64 Write-What-Where exploit+shellcode execution vulnerability](https://www.unknowncheats.me/forum/anti-cheat-bypass/503519-wwwaryasinject-x64-write-exploit-shellcode-execution-vulnerability.html) - [Dll injection through code page id modification in registry](https://github.com/NtQuerySystemInformation/NlsCodeInjectionThroughRegistry) - https://github.com/huoji120/Etw-Syscall [ETW Syscall] - https://github.com/weak1337/SkipHook [Skip Hook] - https://github.com/ekknod/SetWindowHookEx [Using SetWindowHookEx for preinjected DLL's] - [A tool for patching authenticode signed PE files (exe, dll, sys ..etc) without invalidating or breaking the existing signature](https://github.com/med0x2e/SigFlip) - [Simple program to stream offsets for your game cheat](https://github.com/gmh5225/OffsetStreaming) - https://github.com/jnastarot/HIGU_ntcall [Direct System Calls] - https://github.com/rbmm/LockFile-Poc [Lock File] - [A kernel exploit leveraging NtUserHardErrorControl to elevate a thread to KernelMode and achieve arbitrary kernel R/W & more](https://github.com/SecIdiot/ANGRYORCHARD) - https://github.com/gmh5225/dll-encryptor [Able to stream a dll without touching your disk] - [Running Shellcode Through EnumDisplayMonitors](https://marcoramilli.com/2022/06/15/running-shellcode-through-windows-callbacks/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost) - [open-source windows defender manager can disable windows defender permanently](https://github.com/qtkite/defender-control) - [Read Memory without ReadProcessMemory for Current Process](https://github.com/gmh5225/CReadMemory) - [get process token whose integrity level is system and manipulate it to get privilege escalation](https://github.com/gmh5225/manipulating_token) - [A library that meant to perform evasive communication using stolen browser socket](https://github.com/Idov31/Venom) - https://github.com/cpz/trinity [Fully disables & removes Windows Defender] - https://github.com/gabriellandau/ShadowStackWalk [Finding Truth in the Shadows] - https://github.com/gmh5225/r0ak [r0ak] - https://github.com/ZeroMemoryEx/Wizard-Loader [Abuse Xwizard.exe for DLL Side-Loading] - https://github.com/LloydLabs/shellcode-plain-sight [Hiding shellcode in plain sight within a large memory region] - https://github.com/huntandhackett/process-cloning [Clone process] > Android - https://github.com/WindySha/bypassHiddenApiRestriction [Bypass hidden api restriction] - https://github.com/LSPosed/AndroidHiddenApiBypass [Bypass hidden api restriction] - https://github.com/stars-one/ASCTool [Apk Signature Crack Tool] - https://github.com/ekknod/usbsn [USB serial number changer (root only)] - https://github.com/gmh5225/Android-privilege-CVE-2022-20452-LeakValue [Privilege Escalation] - https://github.com/tiann/KernelSU [A Kernel based root solution for Android GKI] - https://github.com/abcz316/linuxKernelRoot [Kernel root] - https://github.com/Dr-TSNG/ZygiskOnKernelSU [Run Zygisk on KernelSU] ## Windows Security Features - https://github.com/yardenshafir/cet-research [CET] - https://github.com/gmh5225/CET-win10 [CET] - [HyperGuard](https://windows-internals.com/hyperguard-secure-kernel-patch-guard-part-1-skpg-initialization) - https://github.com/gmh5225/QueryShadowStack [Shadow Stack] - https://namazso.github.io/x86/html/INCSSPD_INCSSPQ.html [CET] - https://techcommunity.microsoft.com/t5/windows-os-platform-blog/understanding-hardware-enforced-stack-protection/ba-p/1247815 [CET] - https://reviews.llvm.org/rG21b25a1fb32ecd2e1f336123c2715f8ef1a49f97 [CET] - https://www.osronline.com/article.cfm%5earticle=469.htm [SEH] ## Windows Subsystem for Linux - https://github.com/sxlmnwb/windows-subsystem-linux ## Windows Subsystem for Android - https://github.com/sergiovillaverde/win11_apk_installer - https://github.com/LSPosed/MagiskOnWSA - https://github.com/alesimula/wsa_pacman - https://github.com/WSA-Community/WSA-Linux-Kernel - https://github.com/Paxxs/BuildWSA - https://github.com/LSPosed/MagiskOnWSALocal - https://github.com/cinit/WSAPatch [Make WSA run on Windows 10] ## Android Emulator - https://github.com/Genymobile - https://github.com/Genymobile/genymotion-kernel - https://github.com/jwmcglynn/android-emulator - https://github.com/google/android-emulator-hypervisor-driver - https://github.com/ant4g0nist/rudroid [Rust] - https://github.com/qemu-gvm/qemu-gvm [QEMU] ## Nintendo Switch - https://github.com/TheNightmanCodeth/yuzu - https://github.com/CTCaer/hekate [A GUI based Nintendo Switch Bootloader] - https://github.com/Atmosphere-NX/Atmosphere [Customized firmware] - https://github.com/tomvita/SE-tools [Memory hacking]

# IIC2413 - Bases de Datos ## Tabla de contenidos - [Equipo](#equipo) - [Profesor](#profesor) - [Ayudantes](#ayudantes) - [Evaluación](#evaluación) - [Nota de Cátedra](#nota-de-cátedra) - [Nota de Proyecto](#nota-de-proyecto) - [Nota Final](#nota-final) - [Foro](#foro) - [Política de integridad académica](#política-de-integridad-académica) --- ## Equipo ### Profesor Nombre | Sección | Email -------------- | ------- | --------------------- Adrián Soto | 1 | [assoto@uc.cl] ### Ayudantes de cátedra Nombre | Email ---------------------- | ---------------- **Isidora Vizcaya** | [isvizcaya@uc.cl] Romano Fenzo | [rfenzo@uc.cl] Tamara Cucumides | [tacucumides@uc.cl] Constanza Gaínza | [cmgainza@uc.cl] María Ignacia Sánchez | [mcsanchez@uc.cl] Marcelo Saldías | [misaldias@uc.cl] Daniela Concha | [daconcha@uc.cl] Patricio de Solminihac | [pdesolminihac@uc.cl] ### Ayudantes de proyecto Nombre | Email ------------------- | ---------------- **Felipe Silva** | [lfsilva1@uc.cl] Wenyi He Yang | [whe1@uc.cl] Kevin Johnson | [kjjohnson@uc.cl] Nicolás Quiroz | [naquiroz@uc.cl] Philippe Potin | [papotin@uc.cl] Fernanda Durán | [frduran@uc.cl] Valentina Álvarez | [vjalvarez@uc.cl] Valentina Rojas | [varojasm@uc.cl] [assoto@uc.cl]: mailto:assoto@uc.cl [isvizcaya@uc.cl]: mailto:isvizcaya@uc.cl [lfsilva1@uc.cl]: mailto:lfsilva1@uc.cl [rfenzo@uc.cl]: mailto:rfenzo@uc.cl [whe1@uc.cl]: mailto:whe1@uc.cl [kjjohnson@uc.cl]: mailto:kjjohnson@uc.cl [tacucumides@uc.cl]: mailto:tacucumides@uc.cl [cmgainza@uc.cl]: mailto:cmgainza@uc.cl [mcsanchez@uc.cl]: mailto:mcsanchez@uc.cl [misaldias@uc.cl]: mailto:misaldias@uc.cl [naquiroz@uc.cl]: mailto:naquiroz@uc.cl [papotin@uc.cl]: mailto:papotin@uc.cl [frduran@uc.cl]: mailto:frduran@uc.cl [vjalvarez@uc.cl]: mailto:vjalvarez@uc.cl [daconcha@uc.cl]: mailto:daconcha@uc.cl [pdesolminihac@uc.cl]: mailto:pdesolminihac@uc.cl [varojasm@uc.cl]: mailto:varojasm@uc.cl --- ## Evaluación ### Nota de Cátedra El curso contará con 3 interrogaciones y un examen a lo largo del semestre. El contenido de estas será el material visto en clases, ayudantías y en las actividades del curso. La hora de inicio de las interrogaciones será a las 18:30, mientras que el examen comenzará a las 9:00. Las fechas son las siguientes: Interrogación | Fecha ----------------- | ----------------------- Interrogación \#1 | lunes 08 de abril Interrogación \#2 | miércoles 08 de mayo Interrogación \#3 | miércoles 05 de junio Examen | martes 02 de julio La nota de cátedra (_NC_) corresponde a: _NC = I1 + I2 + I3 + 2·EX - min(I1, I2, I3, Ex)_ ### Nota de Proyecto El curso contará con un proyecto que tiene 5 entregas. Las fechas y el método de entrega será anunciado durante el semestre, para cada entrega. La nota de proyecto (_NP_) corresponde a: _NP = 0.05·E1 + 0.20·E2 + 0.3·E3 + 0.20·E4 + 0.25·E5_ **Importante:** La nota de las entregas 3, 4 y 5 estarán sujetas a una evaluación de pares que puede alterar la nota del alumno. Si el profesor lo considera necesario, citará a a los alumnos cuyas evaluaciones de pares indican un comportamiento irregular en las entregas. ### Nota Final Si _NC > 4.0 y NP > 4.0_ la nota final (_NF_) del curso se calcula como: _NF = 0.5·NC + 0.5·NP_ En otro caso, la nota se calcula como: _NF = min(3.9, 0.5·NC + 0.5·NP)_ --- ## Foro La página de [_Issues_](https://github.com/IIC2413/Syllabus-2018-2/issues) se utilizará como foro para preguntas. Notar que las etiquetas ya se encuentran definidas. **Este es el único canal oficial para formular preguntas**. Tanto al publicar como comentar, debes atenerte a las **normas del curso**. Además, debes utilizar **[_Markdown_](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet#code)** cuando sea necesario. Por ejemplo, cuando se necesita mostrar código o mensajes de error. Una vez resuelto el problema, da las **gracias** y **cierra el issue**. **Importante**: El equipo docente puede tardar hasta 24 horas en contestar una _issue_, aunque normalmente el tiempo de respuesta debería ser menor. Por lo mismo, se recomienda **no publicar _issues_ el mismo día de alguna entrega o interrogación**. --- ## Política de integridad académica Los alumnos de la Escuela de Ingeniería de la Pontificia Universidad Católica de Chile deben mantener un comportamiento acorde a la Declaración de Principios de la Universidad. En particular, se espera que **mantengan altos estándares de honestidad académica**. Cualquier acto deshonesto o fraude académico está prohibido; los alumnos que incurran en este tipo de acciones se exponen a un Procedimiento Sumario. Es responsabilidad de cada alumno conocer y respetar el documento sobre Integridad Académica publicado por la Dirección de Docencia de la Escuela de Ingeniería (disponible en SIDING). Específicamente, para los cursos del Departamento de Ciencia de la Computación, rige obligatoriamente la siguiente política de integridad académica. Todo trabajo presentado por un alumno para los efectos de la evaluación de un curso debe ser hecho individualmente por el alumno, sin apoyo en material de terceros. Por _trabajo_ se entiende en general las interrogaciones escritas, las tareas de programación u otras, los trabajos de laboratorio, los proyectos, el examen, entre otros. **En particular, si un alumno copia un trabajo, o si a un alumno se le prueba que compró o intentó comprar un trabajo, obtendrá nota final 1.1 en el curso y se solicitará a la Dirección de Docencia de la Escuela de Ingeniería que no le permita retirar el curso de la carga académica semestral.** Por _copia_ se entiende incluir en el trabajo presentado como propio, partes hechas por otra persona. **En caso que corresponda a _copia_ a otros alumnos, la sanción anterior se aplicará a todos los involucrados**. En todos los casos, se informará a la Dirección de Docencia de la Escuela de Ingeniería para que tome sanciones adicionales si lo estima conveniente. Obviamente, está permitido usar material disponible públicamente, por ejemplo, libros o contenidos tomados de Internet, siempre y cuando se incluya la referencia correspondiente. Lo anterior se entiende como complemento al [Reglamento del Alumno de la Pontificia Universidad Católica de Chile]. Por ello, es posible pedir a la Universidad la aplicación de sanciones adicionales especificadas en dicho reglamento. [Reglamento del Alumno de la Pontificia Universidad Católica de Chile]: http://admisionyregistros.uc.cl/alumnos/informacion-academica/reglamentos-estudiantiles

books-collection 给程序员的开源、免费图书集合 ================ To programmer's open source and free books collection. In this project, we will constantly update collection, if you are interested, you can continue to focus on, click Watch or Star. I am improving and expanding the documentation all the time. If you'd like to help this project, please consider corrected, expanding, or adding documentation where you see a need. Every little bit of help you provide in turn improves books-collection.The easiest way to contribute your documentation is to send it to the [Issues](https://github.com/waylau/books-collection/issues) 给程序员的开源、免费书籍收集，图书集合。 本项目中所列出的图书均由人工校验过，放心使用用。 本项目将不断更新收集，如果你感兴趣，可以持续关注, 点 **Watch** 或者 **Star** ,查看[Github中watch、star的用法](http://www.waylau.com/github-use-watch-star-fork/)。 同时，欢迎你提出宝贵的意见，或者投稿。使用 [issues](https://github.com/waylau/books-collection/issues) **说明：**标志:us:为英文,:cn:为中文, :arrow_down:为可以下载的附件。 另，个人闲置二手书交易，可见<https://github.com/waylau/second-hand-books>。 ## 翻墙 * [简单实现浏览国外著名网站的方法,不用梯子,修改本机的hosts](https://waylau.com/simple-way-to-implement-browsing-famous-overseas-web-sites-without-the-ladder-gateway-dns-hosts/) * [用Heroku、snova-c4搭梯子上墙](https://waylau.com/heroku-snova-c4-cross-wall/) * [又一架梯子上墙利器--DNSCrypt](https://waylau.com/about-dnscrypt/) * [用 VPN Gate 翻墙科学上网](https://waylau.com/about-vpngate/) * [设置 VPN,通过 VPN 翻墙科学上网](https://waylau.com/vpn-setting/) * [用 Azure RemoteApp 翻墙科学上网](https://waylau.com/about-azure-remoteapp/) * [Windows 下自动化更新 hosts](https://waylau.com/windows-hosts-auto-update/) ## 数据库 * [MySQL 5.7 Reference Manual](http://dev.mysql.com/doc/refman/5.7/en/index.html) * [MySQL 5.6 Reference Manual](http://dev.mysql.com/doc/refman/5.6/en/index.html) * [H2 Database 教程](https://github.com/waylau/h2-database-doc) * [DB2 教程](https://github.com/waylau/db2-tutorial) * Getting Started with DB2 Express-C(3rd Edition)[:us:](http://public.dhe.ibm.com/software/dw/db2/express-c/wiki/Getting_Started_with_DB2_Express_v9.7_p4.pdf), [:cn:](http://public.dhe.ibm.com/software/dw/db2/express-c/wiki/DB2_Express-C_9.7_3rd_Edition_Chinese.pdf) ## 缓存 * [跟老卫学Ehcache开发](https://github.com/waylau/ehcache-tutorial) ## Security 安全 * [Apache Shiro 1.2.x 用户指南](https://github.com/waylau/apache-shiro-1.2.x-reference) * [Spring Security 教程](https://github.com/waylau/spring-security-tutorial) ## Java * [REST 案例大全](https://github.com/waylau/RestDemo) * [REST 实战](https://github.com/waylau/rest-in-action) * [Jersey 2.x 用户指南](https://github.com/waylau/Jersey-2.x-User-Guide) * [Spring Framework 4.x参考文档](https://github.com/waylau/spring-framework-4-reference) * [Netty 4.x 用户指南](https://github.com/waylau/netty-4-user-guide) * [Netty 实战(精髓)](https://github.com/waylau/essential-netty-in-action) * [Java 编码规范](https://github.com/waylau/java-code-conventions) * [Apache MINA 2 用户指南](https://github.com/waylau/apache-mina-2.x-user-guide) * [Concurrent Programming in Java-Design principles and patterns](http://gee.cs.oswego.edu/dl/cpj/index.html) * [Java 并发编程培训(阿里巴巴)](http://www.slideshare.net/longhao/java-11808629) * Java Servlet 3.1 规范 [:cn:](https://github.com/waylau/servlet-3.1-specification)[:arrow_down:](http://download.oracle.com/otndocs/jcp/servlet-3_1-fr-eval-spec/index.html) * [JSSE 参考指南](https://github.com/waylau/jsse-reference-guide) * [Spring Boot参考指南](https://github.com/qibaoguang/Spring-Boot-Reference-Guide) * [Java 编程要点](https://github.com/waylau/essential-java) * [Java 虚拟机规范](https://github.com/waylau/java-virtual-machine-specification) * [Spring Boot 教程](https://github.com/waylau/spring-boot-tutorial) * [分布式 Java](https://github.com/waylau/distributed-java) * [Google Java编程风格指南](http://www.hawstein.com/posts/google-java-style.html) * [Thymeleaf 教程](https://github.com/waylau/thymeleaf-tutorial) * [Spring Cloud 教程](https://github.com/waylau/spring-cloud-tutorial) * [Spring 5 案例大全](https://github.com/waylau/spring-5-book) * [Think Java, 2nd Edition](https://books.trinket.io/thinkjava2) * [Think Data Structures](http://greenteapress.com/thinkdast/html/index.html) * [现代Java案例大全](https://github.com/waylau/modern-java-demos) * [Effective Java 3rd Edition中文版](https://sjsdfg.github.io/effective-java-3rd-chinese) * [Netty 案例大全](https://github.com/waylau/netty-4-user-guide-demos/) * [Java数据结构及算法实战](https://github.com/waylau/java-data-structures-and-algorithms-in-action) * [Java安可认证阶段考试——可信编码实现](https://github.com/waylau/java-trusted-coding-exam) * [Java安可认证阶段考试——开发者测试](https://github.com/waylau/java-trusted-testing-exam) * [Java安可认证阶段考试——可信代码重构](https://github.com/waylau/java-trusted-code-refactoring-exam) ## Golang * Build Web Application With Golang [:us:](https://github.com/astaxie/build-web-application-with-golang), [:cn:](https://github.com/astaxie/build-web-application-with-golang/blob/master/zh) * [Go语言圣经(中文版)](https://github.com/golang-china/gopl-zh) ([镜像](https://github.com/gopl-zh/gopl-zh.github.com)) * [Go语言高级编程](https://github.com/chai2010/advanced-go-programming-book) ## Python * Python on Windows documentation [:us:](https://docs.microsoft.com/en-us/windows/python/), [:cn:](https://docs.microsoft.com/zh-cn/windows/python/) ## Web * [Svg 资源集合](https://github.com/willianjusten/awesome-svg) * [Scalable Vector Graphics (SVG) 2](http://www.w3.org/TR/2015/WD-SVG2-20150409/) * [HTTP/2.0 中文翻译](http://yuedu.baidu.com/ebook/478d1a62376baf1ffc4fad99?pn=1) * http2 explained [:us:](http://daniel.haxx.se/http2/), [:cn:](https://www.gitbook.com/book/ye11ow/http2-explained/details) * [High Performance Browser Networking](http://chimera.labs.oreilly.com/books/1230000000545/index.html) * [TCP/IP详解 卷1：协议](http://www.52im.net/topic-tcpipvol1.html) * [NGINX 教程](https://github.com/waylau/nginx-tutorial) * JSON-RPC 2.0 规范 [:us:](http://www.jsonrpc.org/specification), [:cn:](http://wiki.geekdream.com/Specification/json-rpc_2.0.html) * [跟老卫学Angular](https://github.com/waylau/angular-tutorial) * [Vue3.0学习教程与实战案例](https://vue3.chengpeiquan.com/) * [跟老卫学Vue.js开发](https://github.com/waylau/vuejs-enterprise-application-development) ## Javascript * [ECMAScript® 2016 Language Specification](https://tc39.github.io/ecma262/2016/) * [Learn Javascript](http://gitbookio.gitbooks.io/javascript/) * Less.js [:us:](http://lesscss.org/ ), [:cn:](http://lesscss.net/) * Jekyll 文档 [:us:](http://jekyllrb.com/docs/home/), [:cn:](http://jekyllcn.com/docs/home/) * [NW.js 入门指南](https://github.com/waylau/nwjs-demos) * [Google JavaScript Style Guide](https://google.github.io/styleguide/jsguide.html) * [深入理解 TypeScript](https://jkchao.github.io/typescript-book-chinese) ## Node.js * [七天学会NodeJS](http://nqdeng.github.io/7-days-nodejs/) * [Node.js 包教不包会](https://github.com/alsotang/node-lessons) * [跟老卫学Ionic](https://github.com/waylau/ionic-framework-tutorial) * [Node.js 案例大全](https://github.com/waylau/nodejs-book-samples) * Developing with Node.js on Windows [:us:](https://docs.microsoft.com/en-us/windows/nodejs/), [:cn:](https://docs.microsoft.com/zh-cn/windows/nodejs/) ## CSS * Bootstrap 文档 [:us:](http://getbootstrap.com/),[:cn:](http://v3.bootcss.com/) * [CSS 参考手册](http://css.doyoe.com/) * [Code Guide by @AlloyTeam](http://alloyteam.github.io/CodeGuide/) * [CSS3 教程](https://github.com/waylau/css3-tutorial) * [Google HTML/CSS Style Guide](https://google.github.io/styleguide/htmlcssguide.html) * [Bootstrap 4 Tutorial](http://www.quackit.com/bootstrap/bootstrap_4/tutorial/) ## 软件工程 * Scrum and XP from the Trenches - 2nd Edition [:us:](http://www.infoq.com/resource/minibooks/scrum-xp-from-the-trenches-2/en/pdf/Scrum-and-XP-from-the-Trenches-2nd-edition.pdf) , [:cn:](http://www.infoq.com/cn/minibooks/scrum-xp-from-the-trenches) * The Scrum Guide [:us:](http://www.scrumguides.org/scrum-guide.html) , [:cn:](http://www.scrumguides.org/docs/scrumguide/v1/Scrum-Guide-CN.pdf#zoom=100) ## 项目管理 * [Gradle 2 用户指南](https://github.com/waylau/Gradle-2-User-Guide) * [Maven: The Complete Reference](http://www.sonatype.com/books/mvnref-book/reference/public-book.html) * [Maven by Example](http://books.sonatype.com/mvnex-book/reference/public-book.html) * [Gradle 3 用户指南](https://github.com/waylau/gradle-3-user-guide) ## 版本管理 * [Github 帮助文档](https://github.com/waylau/github-help) * [Pro Git, 2nd Edition](https://github.com/progit/progit2) , [:us:](http://git-scm.com/book/en/v2), [:cn:](http://git-scm.com/book/zh/v2) * [Pro Git, 1st Edition](https://github.com/progit/progit) , [:us:](http://git-scm.com/book/en/v1), [:cn:](http://git-scm.com/book/zh/v1) ## 工作流 * [Activiti 5.x 用户指南](https://github.com/waylau/activiti-5.x-user-guide) ## Linux * [鸟哥的Linux私房菜](http://vbird.dic.ksu.edu.tw/) * [Linux入门指引](https://upclinux.github.io/intro/) * openSUSE Leap 42.1 非官方指南 [:us:](http://opensuse-guide.org/), [:cn:](https://lug.ustc.edu.cn/sites/opensuse-guide/) * [Linux Tutorial](http://ryanstutorials.net/linuxtutorial/)[:us:] ## Mobile Development 移动应用开发 * [Apache Cordova 开发指南](https://github.com/waylau/cordova-dev-guide) * [跟老卫学HarmonyOS开发](https://github.com/waylau/harmonyos-tutorial) ## Swift * The Swift Programming Language [:us:](https://developer.apple.com/library/prerelease/ios/documentation/Swift/Conceptual/Swift_Programming_Language/index.html), [:cn:](http://siemenliu.gitbooks.io/the-swift-programming-language-in-chinese/) * [Swift User Guide](http://swift-lang.org/guides/release-0.94/userguide/userguide.html) ## 架构 * Architectural Styles and the Design of Network-based Software Architectures(架构风格与基于网络应用软件的架构设计) [:us:](http://www.ics.uci.edu/~fielding/pubs/dissertation/top.htm) [:cn:](http://yuedu.baidu.com/ebook/780324fbf121dd36a32d8269.html?f=read)[:arrow_down:](http://www.infoq.com/cn/minibooks/web-based-apps-archit-design) * [Design patterns implemented in Java](http://java-design-patterns.com/) ## 云计算 * [Docker —— 从入门到实践](https://github.com/yeasy/docker_practice) * [Docker Cheat Sheet](https://github.com/wsargent/docker-cheat-sheet) * [Docker 入门实战](http://yuedu.baidu.com/ebook/d817967416fc700abb68fca1) * [Docker 中文指南](https://github.com/widuu/chinese_docker) * [Cloud Native 案例大全](https://github.com/waylau/cloud-native-book-demos) ## 大数据 * Elasticsearch 权威指南 [:us:](https://github.com/elasticsearch/elasticsearch-definitive-guide), [:cn:](https://github.com/looly/elasticsearch-definitive-guide-cn) * Spring Data Elasticsearch [:us:](http://docs.spring.io/spring-data/elasticsearch/docs/current/reference/html), [:cn:](https://es.yemengying.com/) * [跟老卫学Apache Spark开发](https://github.com/waylau/apache-spark-tutorial) ## 操作系统 * [Operate Systems: Three Easy Pieces](http://pages.cs.wisc.edu/~remzi/OSTEP/)

# 2024 New Grad Tech Positions :earth_americas::rocket: We're back! Use this repo to share and keep track of software, tech, CS, PM, quant positions for **2024**. :warning: **This repository is only for positions in the United States, Canada or for Remote positions :earth_americas:.** 🧠 For tips on the recruiting process, check out the [Zero to Offer](https://www.pittcs.wiki/zero-to-offer) 🧠 🙏 **Contribute by submitting a [pull request](https://github.com/susam/gitpr#create-pull-request)! See the contribution guidelines [here](https://github.com/pittcsc/Summer2023-Internships/blob/dev/CONTRIBUTING.md)!** 🙏 --- ### 🧠 Tech Interview Guides</summary> - [Coding Interview Guide](https://github.com/owini/coding-interview-university) - [Software Engineering Interview Prep](https://github.com/owini/soft-eng-interview-prep) - [Tech Interview Handbook](https://www.techinterviewhandbook.org/) - [Best practice questions](https://www.techinterviewhandbook.org/coding-interview-study-plan/) for coding interviews - [Grind 75](https://www.techinterviewhandbook.org/grind75) - the next evolution of Blind 75, bigger and better - [How to prepare](https://www.techinterviewhandbook.org/coding-interview-prep/) for coding interviews - [Coding interview best practices](https://www.techinterviewhandbook.org/coding-interview-cheatsheet/) - Straight-to-the-point Do's and Don'ts - [Algorithm cheatsheets and tips](https://www.techinterviewhandbook.org/algorithms/study-cheatsheet/) categorized by topic - [Step-by-step Software Engineer resume guide](https://www.techinterviewhandbook.org/resume/) to prepare a FAANG-ready resume - [Behavioral questions](https://www.techinterviewhandbook.org/behavioral-interview-questions/) asked by the top tech companies - [Front end interview preparation](https://www.frontendinterviewhandbook.com) --- ## The List 🚴🏔 > **Note**: > This README file is for **2024 and 2023 full time positions only**. For internships for Summer 2023 and 2024, please [click here](https://github.com/pittcsc/Summer2023-Internships/blob/dev/README.md). <!-- Please leave a one line gap between this and the table --> | Name | Location | Notes | | ---- | -------- | ----- | | [Blackrock](https://blackrock.tal.net/vx/lang-en-GB/mobile-0/brand-3/xf-232eb66ac89a/candidate/so/pm/1/pl/1/opp/7893-Analyst-Program-Americas/en-GB)| Atlanta, GA **\|** San Francisco, CA **\|** New York, NY | [SWE, PM, Quant Positions](https://blackrock.tal.net/vx/lang-en-GB/mobile-0/brand-3/xf-232eb66ac89a/candidate/so/pm/1/pl/1/opp/7893-Analyst-Program-Americas/en-GB) | | [GE Aeroespace](https://jobs.gecareers.com/aviation/global/en) | Dayton, OH **\|** Grand Rapids, MI **\|** Clearwater, FL | [Tech \| Software Development](https://jobs.gecareers.com/aviation/global/en/job/GE11GLOBALR3701186EXTERNALENGLOBAL/GE-Aerospace-US-Edison-Engineering-Development-Program-EEDP-Software-2024-Start) | | [Optiver](https://optiver.com/working-at-optiver/career-opportunities/6497784002/) | Chicago, IL | [All Roles (Expression of Interest)](https://optiver.com/working-at-optiver/career-opportunities/6497784002/) | | [PerPay](https://jobs.lever.co/perpay/032c6423-f7b4-4d6a-b369-a415630948e8) | Philadelphia, PA | [Software Engineer (SWE)](https://jobs.lever.co/perpay/032c6423-f7b4-4d6a-b369-a415630948e8) | | [Goldman Sachs](https://www.goldmansachs.com/careers/students/programs/americas/new-analyst-program.html) | Global | New analyst program | | [SRC Inc.](https://jobs.jobvite.com/careers/src-inc/job/olAQmfwR?__jvst=Internet%20Job%20Board&__jvsd=Indeed) | Syracuse, NY <br> Herndon, VA <br> San Antonio, TX | Entry-Level Software Engineer | | [Dynatrace](https://app.ripplematch.com/v2/public/job/edf0d492/details?utm_source=Github&utm_medium=organic_social&utm_campaign=growth_github&utm_content=dyna&utm_term=null) | Denver, CO <br> San Mateo, CA <br> Detroit, MI <br> Remote | Software Delivery Consultant | | [Capgemini](https://www.capgemini.com/jobs/N92ZBYcBf9EzbUpvy_Nu/071398-technology-consultant---new-york---campus-recruiting-2024/?utm_source=Indeed&utm_medium=organic&utm_campaign=Indeed&idOrigine=1522&jobPipeline=Indeed) | New York, NY | Technology Consultant | | [Meta](https://www.metacareers.com/careerprograms/students/?p[teams][0]=Internship%20-%20Engineering%2C%20Tech%20%26%20Design&p[teams][1]=Internship%20-%20Business&p[teams][2]=Internship%20-%20PhD&p[teams][3]=University%20Grad%20-%20PhD%20%26%20Postdoc&p[teams][4]=University%20Grad%20-%20Engineering%2C%20Tech%20%26%20Design&p[teams][5]=University%20Grad%20-%20Business&teams[0]=University%20Grad%20-%20Business&teams[1]=University%20Grad%20-%20Engineering%2C%20Tech%20%26%20Design#openpositions) | USA | University Grads | | [Mathworks](https://www.mathworks.com/company/jobs/opportunities/16217?source=19210&s_eid=Rci_19210) | USA | Multiple Positions | | [McKinsey](https://www.mckinsey.com/careers/search-jobs/jobs/softwareengineer-universitystudents-79400) | USA | SWE, Data Engineer | | [Citadel](https://www.citadel.com/careers/details/software-engineer-full-time-us/) | USA | SWE | | [Two Sigma](https://careers.twosigma.com/careers/SearchJobs/campus?listFilterMode=1) | USA | Quant Researcher | | [Old Mission](https://www.oldmissioncapital.com/careers/) | Chicago, IL \| New York City, NY | [Junior Software Engineer (2024)](https://www.oldmissioncapital.com/careers/?gh_jid=5643831003) <br> [Junior Quant Trader (2024)](https://www.oldmissioncapital.com/careers/?gh_jid=5650790003) | [Konrad](https://www.konrad.com/careers) | Vancouver, Canada <br> Toronto, Canada | [Mobile Developer (Entry-Level)](https://boards.greenhouse.io/konradgroup/jobs/5599054003?utm_source=Simplify) <br> [Software Developer (Entry-Level)](https://www.konrad.com/careers/job/software-developer-entry-level_5597791003) <!-- Please leave a one line gap between this and the table --> ## We love our contributors ❤️❤️ Make a [pull request](https://github.com/susam/gitpr#create-pull-request) to help contribute. <a href="https://github.com/owini/New-Grad-Positions-2023/graphs/contributors"> <img src="https://contrib.rocks/image?repo=owini/New-Grad-Positions-2023&columns=24&max=480" /> </a> *Made with [contrib.rocks](https://contrib.rocks).*

# Awesome Swift <!-- PLEASE DO NOT UPDATE THIS FILE, UPDATE CONTENTS.JSON INSTEAD. THANK YOU :-) --> | Awesome | Linux | Projects | Updated | :-: | :-: | :-: | :-: | :-: | [](https://github.com/sindresorhus/awesome) | :penguin: | 1046 | June 22, 2023 ### Contents - [Guides](#guides) - [Newsletter](#newsletter) - [Official Guides](#official-guides) - [Style Guides](#style-guides) - [Third party Guides](#third-party-guides) - [Boilerplates](#boilerplates) - [REPL](#repl) - [Editor Support](#editor-support) - [Emacs](#emacs) - [Google Colaboratory](#google-colaboratory) - [Vim](#vim) - [Benchmark](#benchmark) - [Converters](#converters) - [Other Awesome Lists](#other-awesome-lists) - [Dependency Managers](#dependency-managers) - [Patterns](#patterns) - [Misc](#misc) - [Libs](#libs) - [Accessibility](#accessibility) - [AI](#ai) - [Algorithm](#algorithm) - [Analytics](#analytics) - [Animation](#animation) - [API](#api) - [App Routing](#app-routing) - [App Store](#app-store) - [Audio](#audio) - [Augmented Reality](#augmented-reality) - [Authentication](#authentication) - [Bots](#bots) - [Cache](#cache) - [Chart](#chart) - [Chat](#chat) - [Colors](#colors) - [Command Line](#command-line) - [Concurrency](#concurrency) - [Currency](#currency) - [Data Management](#data-management) - [CBOR](#cbor) - [Core Data](#core-data) - [CSV](#csv) - [Firebase](#firebase) - [GraphQL](#graphql) - [JSON](#json) - [Key Value Store](#key-value-store) - [MongoDB](#mongodb) - [Multi Database](#multi-database) - [ORM](#orm) - [Other Data](#other-data) - [Realm](#realm) - [SQL drivers](#sql-drivers) - [SQLite](#sqlite) - [TOML](#toml) - [XML](#xml) - [YAML](#yaml) - [ZIP](#zip) - [Date](#date) - [Dependency Injection](#dependency-injection) - [Device](#device) - [Documentation](#documentation) - [Email](#email) - [Embedded Systems](#embedded-systems) - [Peripherals](#peripherals) - [Events](#events) - [Files](#files) - [Fonts](#fonts) - [Game Engine](#game-engine) - [2D](#game-engine-2d) - [Games](#games) - [Gesture](#gesture) - [Hardware](#hardware) - [3D Touch](#3d-touch) - [Bluetooth](#bluetooth) - [Camera](#camera) - [Barcode](#barcode) - [Haptic Feedback](#haptic-feedback) - [iBeacon](#ibeacon) - [Sensors](#sensors) - [Images](#images) - [Key Value Coding](#key-value-coding) - [Keyboard](#keyboard) - [Kit](#kit) - [Layout](#layout) - [Auto Layout](#auto-layout) - [Localization](#localization) - [Location](#location) - [Logging](#logging) - [Maps](#maps) - [Math](#math) - [Natural Language Processing](#natural-language-processing) - [Network](#network) - [HTML](#html) - [Messaging Protocol](#messaging-protocol) - [SOAP](#soap) - [Socket](#socket) - [Webserver](#webserver) - [OCR](#ocr) - [Optimization](#optimization) - [PDF](#pdf) - [Quality](#quality) - [Scripting](#scripting) - [SDK](#sdk) - [Security](#security) - [Cryptography](#cryptography) - [Keychain](#keychain) - [Streaming](#streaming) - [Styling](#styling) - [SVG](#svg) - [System](#system) - [Testing](#testing) - [Mock](#mock) - [Text](#text) - [Thread](#thread) - [UI](#ui) - [Alert](#alert) - [Blur](#blur) - [Button](#button) - [Calendar](#calendar) - [Cards](#cards) - [Form](#form) - [HUD](#hud) - [Label](#label) - [Menu](#menu) - [Pagination](#pagination) - [Payment](#payment) - [Permissions](#permissions) - [Scroll Bars](#scroll-bars) - [StackView](#stackview) - [Switch](#switch) - [Tab](#tab) - [Template](#template) - [TextField](#textfield) - [Transition](#transition) - [3D](#ui-3d) - [UICollectionView](#uicollectionview) - [UITableView](#uitableview) - [Walkthrough](#walkthrough) - [Utility](#utility) - [Validation](#validation) - [Phone Numbers](#phone-numbers) - [Version Manager](#version-manager) - [Video](#video) - [Serverless](#serverless) ## Guides *An awesome list of Swift related guides.* ### Newsletter [back to top](#readme) * [Open Source Updates for Swift Projects](https://ossp-updates.beehiiv.com/) - A bi-weekly newsletter to give you the latest updates on popular and unknown open source projects written or related to Swift. ### Official Guides [back to top](#readme) * [API Design Guidelines](https://www.swift.org/documentation/api-design-guidelines/) - Official Swift API design guidelines. * [Apple eBook](https://books.apple.com/us/book/the-swift-programming-language-swift-5-7/id881256329) - Official Apple eBook for Swift beginners. * [Getting Started](https://www.swift.org/getting-started/) - Find information about the how to use the Swift programming language. * [Introducing SwiftUI](https://developer.apple.com/tutorials/swiftui) - Official SwiftUI tutorial with 4+ hours of content and interactive tutorials. ### Style Guides [back to top](#readme) * [Airbnb](https://github.com/airbnb/swift) - Airbnb's Official Style Guide. * [Google](https://google.github.io/swift/) - This style guide is based on Apple’s excellent Swift standard library style and also incorporates feedback from usage across multiple Swift projects within Google. * [LinkedIn](https://github.com/linkedin/swift-style-guide) - LinkedIn's Official Style Guide. * [Raywenderlich](https://github.com/kodecocodes/swift-style-guide) - Raywenderlich guide, a must read. ### Third party Guides [back to top](#readme) * [30 Days of Swift](https://github.com/allenwong/30DaysofSwift) - A cool 30 days tutorial. * [About Swift](https://github.com/NicolaLancellotti-About/About-Swift) - A playground about the Swift language. * [Awesome Swift Education](https://github.com/hsavit1/Awesome-Swift-Education) - An organized list of essential Swift Language Topics. * [Conferences.digital](https://github.com/zagahr/Conferences.digital) - Watch conference videos in a native macOS app. * [Developing iOS Apps with Swift](https://podcasts.apple.com/us/podcast/developing-ios-11-apps-with-swift/id1315130780) - Stanford course by Paul Hegarty. * [Hacking With Swift](https://www.hackingwithswift.com) - Complete training course that teaches app development through 30 hands-on projects, for free. * [Ray Wenderlich Tutorials, Videos, Podcasts and books](https://www.kodeco.com) - High quality programming tutorials. * [Swift & SwiftUI Tutorials](https://janeshswift.com) - SwiftUI learning with Ease. * [Swift Education](https://github.com/swifteducation) - A community of educators sharing materials for teaching Swift and app development. * [swift-tips](https://github.com/vincent-pradeilles/swift-tips) - A series of useful tips by Vincent Pradeilles. * [SwiftDoc](https://swiftdoc.org/) - Auto-generated documentation. * [SwiftGuide CN](https://github.com/ipader/SwiftGuide) - A Chinese written guide. * [SwiftTips](https://github.com/JohnSundell/SwiftTips) - A collection of useful tips by John Sundell. ## Boilerplates * [iOS project template](https://github.com/messeb/ios-project-template) - iOS project template with fastlane lanes, Travis CI jobs and GitHub integrations of Codecov, HoundCI for SwiftLint and Danger. * [Model-View-Presenter template](https://github.com/onl1ner/ios-mvp-template) - A flexible and easy template created to speed up the development of your iOS application based on the MVP pattern. * [Swift Module Template](https://github.com/fulldecent/swift5-module-template) - An opinionated starting point for awesome, reusable modules. ## REPL * [Online Swift Playground](http://online.swiftplayground.run) - Online Swift Playground. ## Editor Support *Support for your favorite editors.* ### Emacs [back to top](#readme) * [swift-mode](https://github.com/swift-emacs/swift-mode) - Emacs support, including partial flycheck error support. ### Google Colaboratory [back to top](#readme) * [swift-colab](https://github.com/philipturner/swift-colab) - Run Swift in a browser. ### Vim [back to top](#readme) * [swift-vim](https://github.com/keith/swift.vim) - Vim runtime files. * [vim-polyglot](https://github.com/sheerun/vim-polyglot) - Language pack for vim that includes vim-swift. ## Benchmark * [xcprofiler](https://github.com/giginet/xcprofiler) - Command line utility to profile compilation time. ## Converters * [Swiftify](https://swiftify.com/#/converter/code/) - Objective-C to Swift online code converter and Xcode extension. * [Zolang](https://github.com/Zolang/Zolang) :penguin: - A DSL for generating code in multiple programming languages. ## Other Awesome Lists *Check out apps on these projects:* * [Awesome iOS Interview](https://github.com/dashvlas/awesome-ios-interview) - List of the questions that helps you to prepare for the interview. * [awesome-macOS](https://github.com/iCHAIT/awesome-macOS) - A curated list of awesome applications, softwares, tools and shiny things for macOS. * [example-ios-apps](https://github.com/jogendra/example-ios-apps) - An amazing list for people who are beginners and learning ios development and for ios developers who need any example app or feature. * [open-source-ios-apps](https://github.com/dkhamsing/open-source-ios-apps) - A collaborative list of open-source iOS Apps. * [open-source-mac-os-apps](https://github.com/serhii-londar/open-source-mac-os-apps) - Awesome list of open source applications for macOS. ## Dependency Managers *Dependency manager software for Swift.* * [Accio](https://github.com/JamitLabs/Accio) - A SwiftPM based dependency manager for iOS & Co. with improvements over Carthage. * [Carthage](https://github.com/Carthage/Carthage) - A new dependency manager. * [CocoaPods](https://github.com/CocoaPods/CocoaPods) - The most used dependency manager. * [Mint](https://github.com/yonaskolb/Mint) - A package manager that installs and runs Swift command line tools. * [swift-package-manager](https://github.com/apple/swift-package-manager) - SPM is the Package Manager for the Swift Programming Language. ## Patterns * [App Architecture](https://github.com/objcio/app-architecture) - A sample Code of the App Architecture Book. * [CleanArchitectureRxSwift](https://github.com/sergdort/CleanArchitectureRxSwift) - Example of Clean Architecture of iOS app using RxSwift. * [Design-Patterns-In-Swift](https://github.com/ochococo/Design-Patterns-In-Swift) - Design Patterns. * [GoodReactor](https://github.com/GoodRequest/GoodReactor) - ⚛️ GoodReactor is a Redux-inspired Reactor framework for communication between the View Model, View Controller, and Coordinator. * [Reactant](https://github.com/Brightify/Reactant) - Reactant is a reactive architecture for iOS. * [ReduxUI](https://github.com/gre4ixin/ReduxUI) - Redux framework for easy use with SwiftUI. * [Spin](https://github.com/Spinners/Spin.Swift) - Provides a versatile Feedback Loop implementation working with RxSwift, ReactiveSwift and Combine. * [StateViewController](https://github.com/davidask/StateViewController) - Stateful UIVIewController composition — the MVC cure for Massive View Controllers. * [SwiftUI Atom Properties](https://github.com/ra1028/swiftui-atom-properties) - A Reactive Data-Binding and Dependency Injection Library for SwiftUI x Concurrency. * [The Composable Architecture](https://github.com/pointfreeco/swift-composable-architecture) - A library for building applications in a consistent and understandable way, with composition, testing, and ergonomics in mind. * [Viperit](https://github.com/ferranabello/Viperit) - Viper Framework for iOS. ## Misc *Miscellaneous Swift related projects* * [Beak](https://github.com/yonaskolb/Beak) - A command line interface for your Swift scripts. * [BetterCodable](https://github.com/marksands/BetterCodable) - Level up your `Codable` structs through property wrappers. The goal of these property wrappers is to avoid implementing a custom `init(from decoder: Decoder)` throws and suffer through boilerplate. * [CodableWrappers](https://github.com/GottaGetSwifty/CodableWrappers) - A Collection of PropertyWrappers to make custom Serialization of Codable Types easy. * [Fugen](https://github.com/almazrafi/Fugen) - A command line tool for exporting resources and generating code from your Figma files. * [Model2App](https://github.com/Q-Mobile/Model2App) - Turn your data model into a working CRUD app. * [Surmagic](https://github.com/gurhub/surmagic) - Create XCFrameworks with ease! A Command Line Tool to create XCFramework for multiple platforms at one shot! iOS, Mac Catalyst, tvOS, macOS, and watchOS. * [SwagGen](https://github.com/yonaskolb/SwagGen) :penguin: - A command line tool for generating a REST API from a Swagger spec based off Stencil templates. * [Swiftbrew](https://github.com/swiftbrew/Swiftbrew) - Homebrew for Swift packages. * [SwiftGen](https://github.com/SwiftGen/SwiftGen) - A suite of tools to auto-generate code for various assets of your project. * [SwiftKit](https://github.com/SvenTiigi/SwiftKit) - Start your next Open-Source Swift Framework 📦. * [SwiftPlate](https://github.com/JohnSundell/SwiftPlate) - Easily generate cross platform framework projects from the command line. * [Toybox](https://github.com/giginet/Toybox) - Xcode Playground management made easy. * [Tuist](https://github.com/tuist/tuist) - An open source command line tool to create, maintain and interact with your Xcode projects at scale. * [xc](https://github.com/s2mr/xc) - A tool to open the Xcode project file by the specified version. * [xcbeautify](https://github.com/tuist/xcbeautify) - Little beautifier tool for xcodebuild. * [XcodeGen](https://github.com/yonaskolb/XcodeGen) - Tool for generating Xcode projects from a YAML file and your project directory. * [xcodeproj](https://github.com/tuist/xcodeproj) - A library to read, update and write Xcode projects and workspaces. ## Libs *Here you can find a list of snippets and libs for your Swift projects.* ### Accessibility [back to top](#readme) * [Capable](https://github.com/chrs1885/Capable) - Keep track of accessibility settings, leverage high contrast colors, and use scalable fonts to enable users with disabilities to use your app. ### AI *Libs for AI based projects (Machine Learning, Neural Networks etc).* [back to top](#readme) * [CoreML-Models](https://github.com/likedan/Awesome-CoreML-Models) - A collection of unique Core ML Models. * [DL4S](https://github.com/palle-k/DL4S) - Automatic differentiation, fast tensor operations and dynamic neural networks from CNNs and RNNs to transformers. * [OpenAI](https://github.com/MacPaw/OpenAI) - Swift package for OpenAI public API. ### Algorithm [back to top](#readme) * [Algorithm](https://github.com/CosmicMind/Algorithm) - A toolset for writing algorithms and probability models. * [BTree](https://github.com/attaswift/BTree) - Fast sorted collections for Swift using in-memory B-trees. * [swift-algorithm-club](https://github.com/kodecocodes/swift-algorithm-club) - Algorithms and data structures, with explanations. * [SwiftLCS](https://github.com/Frugghi/SwiftLCS) :penguin: - implementation of the longest common subsequence (LCS) algorithm. ### Analytics *Analytics related libraries to easily track your app usage* [back to top](#readme) * [Tracker Aggregator](https://github.com/kafejo/Tracker-Aggregator) - Versatile analytics abstraction layer. * [Umbrella](https://github.com/devxoul/Umbrella) - Analytics abstraction layer. ### Animation *Libs to help with animation* [back to top](#readme) * [Advance](https://github.com/timdonnelly/Advance) - A powerful animation framework for iOS, tvOS, and OS X. * [ChainPageCollectionView](https://github.com/jindulys/ChainPageCollectionView) - Fancy two-level collection view layout and animation. * [CocoaSprings](https://github.com/MacPaw/CocoaSprings) - Interactive spring animations for iOS/macOS. * [Comets](https://github.com/cruisediary/Comets) - Animating Particles. * [Ease](https://github.com/roberthein/Ease) - Animate everything with Ease. * [EasyAnimation](https://github.com/icanzilb/EasyAnimation) - A library to take the power of UIView.animateWithDuration(_:, animations:...) to a whole new level. * [Elephant](https://github.com/s2mr/Elephant) - Elegant SVG animation kit. * [FlightAnimator](https://github.com/AntonTheDev/FlightAnimator) - Natural Blocks Based Core Animation Framework. * [Gemini](https://github.com/shoheiyokoyama/Gemini) - Gemini is rich scroll based animation framework. * [IBAnimatable](https://github.com/IBAnimatable/IBAnimatable) - Design and prototype UI, interaction, navigation, transition and animation for App Store ready Apps in Interface Builder with IBAnimatable. * [Interpolate](https://github.com/marmelroy/Interpolate) - Interpolation framework for creating interactive gesture-driven animations. * [lottie-ios](https://github.com/airbnb/lottie-ios) - An iOS library to natively render After Effects vector animations. * [Pastel](https://github.com/cruisediary/Pastel) - Gradient animation effect like Instagram. * [Poi](https://github.com/HideakiTouhara/Poi) - Poi makes you use card UI like tinder UI .You can use it like tableview method. * [Presentation](https://github.com/hyperoslo/Presentation) - A library to help you to make tutorials, release notes and animated pages. * [Pulsator](https://github.com/shu223/pulsator) - Pulse animation for iOS. * [Sica](https://github.com/cats-oss/Sica) - Simple Interface Core Animation. Run type-safe animation sequencially or parallelly. * [Spring](https://github.com/MengTo/Spring) - A library to simplify iOS animations. * [SpriteKitEasingSwift](https://github.com/craiggrummitt/SpriteKitEasingSwift) - Better Easing for SpriteKit. * [spruce-ios](https://github.com/willowtreeapps/spruce-ios) - Choreograph animations on the screen. * [Stellar](https://github.com/AugustRush/Stellar) - A Physical animation library. * [TheAnimation](https://github.com/marty-suzuki/TheAnimation) - Type-safe CAAnimation wrapper. It makes preventing to set wrong type values. * [ViewAnimator](https://github.com/marcosgriselli/ViewAnimator) - Brings your UI to life with just one line. * [YapAnimator](https://github.com/yapstudios/YapAnimator) - Your fast and friendly physics-based animation system. ### API *Quick libs to get access to third party API services* [back to top](#readme) * [GitHubAPI](https://github.com/serhii-londar/GithubAPI) - Implementation of GitHub REST API v3. * [PXGoogleDirections](https://github.com/poulpix/PXGoogleDirections) - Google Directions API helper. * [RandomUserSwift](https://github.com/dingwilson/RandomUserSwift) - Framework to Generate Random Users - An Unofficial SDK for randomuser.me. * [reddift](https://github.com/sonsongithub/reddift) - reddit API wrapper. * [Swifter Twitter](https://github.com/mattdonnelly/Swifter) - Twitter framework. * [Swiftkube](https://github.com/swiftkube/client) :penguin: - Swift client for Kubernetes. * [SwiftlySalesforce](https://github.com/mike4aday/SwiftlySalesforce) - Framework for rapid development of native iOS apps that integrate with Salesforce. * [SwiftyInsta](https://github.com/TheM4hd1/SwiftyInsta) - Private and Tokenless Instagram RESTful API. ### App Routing *Internal app routing systems.* [back to top](#readme) * [Appz](https://github.com/SwiftKitz/Appz) - Launch external apps and deeplink with ease. * [Crossroad](https://github.com/giginet/Crossroad) - :oncoming_bus: Crossroad is an URL router focused on handling Custom URL Schemes. * [LightRoute](https://github.com/SpectralDragon/LiteRoute) - Routing between VIPER modules. * [Linker](https://github.com/MaksimKurpa/Linker) - Lightweight way to handle internal and external deeplinks for iOS. * [MonarchRouter](https://github.com/nikans/MonarchRouter) - Declarative state- and URL-based router. Complex automatic View Controllers hierarchy transitions. Time-tested server-side conventions. * [RxFlow](https://github.com/RxSwiftCommunity/RxFlow) - RxFlow is a navigation framework for iOS applications based on a Reactive Flow Coordinator pattern. * [SwiftCurrent](https://github.com/wwt/SwiftCurrent) - Manage complex workflows wherever Swift can be built. It comes with built-in support for UIKit, Storyboards, and SwiftUI. * [SwiftRouter](https://github.com/skyline75489/SwiftRouter) - A URL Router for iOS. * [URLNavigator](https://github.com/devxoul/URLNavigator) - Elegant URL Routing. ### App Store *Libs to help with apple app store, in app purchases and receipt validation.* [back to top](#readme) * [Apphud](https://github.com/apphud/ApphudSDK) - Lightweight library to easily handle auto-renewable subscriptions with no backend required. * [AppReview](https://github.com/mezhevikin/AppReview) - A tiny library to request review on the AppStore via SKStoreReviewController. * [InAppPurchase](https://github.com/jinSasaki/InAppPurchase) - A Simple, Lightweight and Safe framework for In App Purchase. * [merchantkit](https://github.com/benjaminmayo/merchantkit) - A modern In-App Purchases management framework for iOS. * [SwiftyStoreKit](https://github.com/bizz84/SwiftyStoreKit) - Lightweight In App Purchases framework. ### Audio *Libs to work with audio* [back to top](#readme) * [AudioKit](https://github.com/audiokit/AudioKit) - Powerful audio synthesis, processing and analysis, without the steep learning curve. * [AudioPlayer](https://github.com/delannoyk/AudioPlayer) - A wrapper around AVPlayer with some cool features. * [AudioPlayerSwift](https://github.com/tbaranes/AudioPlayerSwift) - AudioPlayer is a simple class for playing audio (basic and advanced usage) in iOS, OS X and tvOS apps. * [Beethoven](https://github.com/vadymmarkov/Beethoven) - An audio processing library for pitch detection of musical signals. * [FDSoundActivatedRecorder](https://github.com/fulldecent/FDSoundActivatedRecorder) - Start recording when the user speaks. * [FDWaveformView](https://github.com/fulldecent/FDWaveformView) - An easy way to display an audio waveform in your app. * [ModernAVPlayer](https://github.com/noreasonprojects/ModernAVPlayer) - Persistence AVPlayer to resume playback after bad network connection even in background mode. * [MusicKit](https://github.com/benzguo/MusicKit) - A framework for composing and transforming music. * [Soundable](https://github.com/ThXou/Soundable) - Soundable allows you to play sounds, single and in sequence, in a very easy way. * [SwiftAudioPlayer](https://github.com/tanhakabir/SwiftAudioPlayer) - Simple audio player for iOS that streams and performs realtime audio manipulations with AVAudioEngine. * [SwiftySound](https://github.com/adamcichy/SwiftySound) - Simple library that lets you play sounds with a single line of code. * [voice-overlay-ios](https://github.com/algolia/voice-overlay-ios) - An overlay that gets your user’s voice permission and input as text in a customizable UI. ### Augmented Reality [back to top](#readme) * [ARHeadsetKit](https://github.com/philipturner/ARHeadsetKit) - High-level framework for using $5 Google Cardboard to replicate Microsoft Hololens. * [ARKit-CoreLocation](https://github.com/ProjectDent/ARKit-CoreLocation) - Combines the high accuracy of AR with the scale of GPS data. * [ARKit-Navigation](https://github.com/chriswebb09/ARKitNavigationDemo) - Navigation in augmented reality with MapKit. * [ARVideoKit](https://github.com/AFathi/ARVideoKit) - Capture & record ARKit videos, photos, Live Photos, and GIFs. ### Authentication *Easy way to manage auth in your apps.* [back to top](#readme) * [Cely](https://github.com/cely-tools/Cely) - A Plug-n-Play login framework. * [LinkedInSignIn](https://github.com/serhii-londar/LinkedInSignIn) - Simple view controller to log in and retrieve an access token from LinkedIn. * [LoginKit](https://github.com/IcaliaLabs/LoginKit) - LoginKit is a quick and easy way to add a Login/Signup UX to your iOS app. * [ReCaptcha](https://github.com/fjcaetano/ReCaptcha) - [In]visible ReCaptcha for iOS. * [SpotifyLogin](https://github.com/spotify/SpotifyLogin) - Authenticate with the Spotify API. ### Bots *Libs to build bot* [back to top](#readme) * [Telegram Bot SDK](https://github.com/rapierorg/telegram-bot-swift) :penguin: - Unofficial SDK. * [Telegrammer](https://github.com/givip/Telegrammer) :penguin: - Open-source framework for Telegram Bots developers. It was built on top of Apple/SwiftNIO which help to demonstrate excellent performance. ### Cache [back to top](#readme) * [AwesomeCache](https://github.com/aschuch/AwesomeCache) - Manage cache easy. * [Cache](https://github.com/hyperoslo/Cache) - Nothing but Cache. * [CachyKit](https://github.com/Sadmansamee/CachyKit) - A Caching Library that can cache JSON, Image, Zip or AnyObject with expiry date/TTYL and force refresh. * [Cachyr](https://github.com/nrkno/yr-cachyr) - A small key-value data cache for iOS, macOS and tvOS. * [Carlos](https://github.com/spring-media/Carlos) - A simple but flexible cache. * [EVURLCache](https://github.com/evermeer/EVURLCache) - If you want to make your app still works when it's offline. * [MemoryCache](https://github.com/yysskk/MemoryCache) - Type-safe memory cache. ### Chart [back to top](#readme) * [Charts](https://github.com/danielgindi/Charts) - Beautiful charts for iOS/tvOS/OSX (port of MPAndroidChart). * [ChartView](https://github.com/AppPear/ChartView) - Swift package for displaying beautiful charts effortlessly * [FLCharts](https://github.com/francescoleoni98/FLCharts) - Easy to use and highly customizable charts library for iOS. * [ScrollableGraphView](https://github.com/philackm/ScrollableGraphView) - Adaptive scrollable graph view for iOS to visualise simple discrete datasets. * [SwiftChart](https://github.com/gpbl/SwiftChart) - A simple line and area charting library for iOS. Supports multiple series, partially filled series and touch events. * [SwiftCharts](https://github.com/ivanschuetz/SwiftCharts) - Highly customizable charts for iOS. * [SwiftUICharts](https://github.com/willdale/SwiftUICharts) - A charts / plotting library for SwiftUI. Works on macOS, iOS, watchOS, and tvOS and has accessibility and Localization features built in. * [TKRadarChart](https://github.com/TBXark/TKRadarChart) - A customizable radar chart. ### Chat *Libs to get access to build chat app* [back to top](#readme) * [Chatto](https://github.com/badoo/Chatto) - A lightweight framework to build chat applications. * [InputBarAccessoryView](https://github.com/nathantannar4/InputBarAccessoryView) - A simple and easily customizable InputAccessoryView for making powerful input bars with autocomplete and attachments. * [MessageKit](https://github.com/MessageKit/MessageKit) - A community-driven replacement for JSQMessagesViewController. * [MessengerKit](https://github.com/steve228uk/MessengerKit) - A UI framework for building messenger interfaces. * [Real-time Chat with Firebase](https://github.com/instamobile/messenger-iOS-chat-swift-firestore) - Functional real-time chat app with Firebase Firestore using MessageKit. ### Colors *Interesting snippets related to color management and utility.* [back to top](#readme) * [ChromaColorPicker](https://github.com/joncardasis/ChromaColorPicker) - An intuitive and fun iOS color picker. * [ColorKit](https://github.com/Boris-Em/ColorKit) - Advanced color manipulation for iOS. * [DynamicColor](https://github.com/yannickl/DynamicColor) - An extension to manipulate colors easily. * [Gradients](https://github.com/Gradients/Gradients) - A curated collection of splendid 180+ gradients. * [Hue](https://github.com/zenangst/Hue) - Hue is the all-in-one coloring utility that you'll ever need. * [PrettyColors](https://github.com/jdhealy/PrettyColors) - Styles and colors text in the Terminal with ANSI escape codes. Conforms to ECMA Standard 48. * [SheetyColors](https://github.com/chrs1885/SheetyColors) - An action sheet styled color picker for iOS. * [SwiftGen-Colors](https://github.com/SwiftGen/SwiftGen#uicolor) - A tool to auto-generate `enums` for your `UIColor` constants. * [SwiftHEXColors](https://github.com/thii/SwiftHEXColors) - HEX color handling as an extension for UIColor. * [UIColor-Hex-Swift](https://github.com/yeahdongcn/UIColor-Hex-Swift) - Hex to UIColor converter. * [UIGradient](https://github.com/dqhieu/UIGradient) - A simple and powerful library for using gradient layer, image, color. ### Command Line *Create command line applications.* [back to top](#readme) * [Ashen](https://github.com/colinta/Ashen) - A framework for writing terminal applications in Swift. Based on The Elm Architecture. * [Commander](https://github.com/kylef/Commander) :penguin: - Compose beautiful command line interfaces. * [Guaka](https://github.com/nsomar/Guaka) :penguin: - The smart and beautiful (POSIX compliant) command line framework. * [LineNoise](https://github.com/andybest/linenoise-swift) :penguin: - A zero-dependency replacement for readline. * [nef](https://github.com/bow-swift/nef) - A set of command line tools that lets you have compile time verification of your documentation written as Xcode Playground. * [Progress.swift](https://github.com/jkandzi/Progress.swift) :penguin: - Add beautiful progress bars to your command line. * [Swift Argument Parser](https://github.com/apple/swift-argument-parser) - Straightforward, type-safe argument parsing for Swift. * [SwiftCLI](https://github.com/jakeheis/SwiftCLI) :penguin: - A powerful framework that can be used to develop a CLI. * [Swiftline](https://github.com/nsomar/Swiftline) - A set of tools to help you create command line applications. * [SwiftShell](https://github.com/kareman/SwiftShell) - A library for creating command-line applications and running shell commands. * [SwiftyTextTable](https://github.com/scottrhoyt/SwiftyTextTable) :penguin: - A lightweight library to generate text tables. ### Concurrency *Easier ways to work with concurrency.* [back to top](#readme) * [async+](https://github.com/async-plus/async-plus) :penguin: - A chainable interface for Swift 5.5's async/await. * [AsyncNinja](https://github.com/AsyncNinja/AsyncNinja) - A complete set of concurrency and reactive programming primitives. * [Futures](https://github.com/davidask/Futures) :penguin: - Lightweight promises for iOS, macOS, tvOS, watchOS, and server-side. * [GroupWork](https://github.com/quanvo87/GroupWork) :penguin: - Easy concurrent, asynchronous tasks. * [Hydra](https://github.com/malcommac/Hydra) - Promises & Await - Write better async code. * [Queuer](https://github.com/FabrizioBrancati/Queuer) :penguin: - A queue manager, built on top of OperationQueue and Dispatch (aka GCD). * [SwiftCoroutine](https://github.com/belozierov/SwiftCoroutine) :penguin: - Coroutines for iOS, macOS and Linux. * [Throttler](https://github.com/boraseoksoon/Throttler) - Throttle massive number of asynchronous inputs in a single drop of one line API. * [Venice](https://github.com/Zewo/Venice) :penguin: - Communicating sequential processes (CSP), Linux ready. ### Currency [back to top](#readme) ### Data Management [back to top](#readme) #### CBOR *Concise Binary Object Representation.* [back to top](#readme) * [CBORCoding](https://github.com/SomeRandomiOSDev/CBORCoding) :penguin: - Easy CBOR encoding and decoding for iOS, macOS, tvOS and watchOS. #### Core Data *No more pain with Core Data, here are some interesting libs to handle data management.* [back to top](#readme) * [AERecord](https://github.com/tadija/AERecord) - Super awesome Core Data wrapper library for iOS. * [CloudCore](https://github.com/deeje/CloudCore/) - Robust CloudKit synchronization: offline editing, relationships, shared and public databases, and more. * [CoreStore](https://github.com/JohnEstropia/CoreStore) - simple and elegant way to handle Core Data. * [DataKernel](https://github.com/mrdekk/DataKernel) - DataKernel is a minimalistic wrapper around Core Data stack to ease persistence operations. No external dependencies. * [Graph](https://github.com/CosmicMind/Graph) - An elegant data-driven framework for Core Data. * [JSQCoreDataKit](https://github.com/jessesquires/JSQCoreDataKit) - A swifter Core Data stack. * [JustPersist](https://github.com/justeat/JustPersist) - Easiest and safest way to do persistence on iOS with Core Data support out of the box. * [QueryKit](https://github.com/QueryKit/QueryKit) - An easy way to play with Core Data filtering. * [Skopelos](https://github.com/albertodebortoli/Skopelos) - A minimalistic, thread safe, non-boilerplate and super easy to use version of Active Record on Core Data. * [SugarRecord](https://github.com/modo-studio/SugarRecord) - Helps with Core Data and Realm. #### CSV *Helpful libraries to parse from and serialize to comma-separated value representations.* [back to top](#readme) * [CodableCSV](https://github.com/dehesa/CodableCSV) :penguin: - Read and write CSV files row-by-row or through Swift's Codable interface. * [CSVParser](https://github.com/Nero5023/CSVParser) :penguin: - Fast parser for CSV. #### Firebase [back to top](#readme) * [Ballcap](https://github.com/1amageek/Ballcap-iOS) - Ballcap is a database schema design framework for Cloud Firestore. #### GraphQL [back to top](#readme) * [SociableWeaver](https://github.com/NicholasBellucci/SociableWeaver) - Build declarative GraphQL queries and mutations. #### JSON *Struggling using json data? Here are some interesting ways to handle it.* [back to top](#readme) * [AlamofireObjectMapper](https://github.com/tristanhimmelman/AlamofireObjectMapper) - An Alamofire extension which converts JSON response data into objects using ObjectMapper. * [Alembic](https://github.com/ra1028/Alembic) - Functional JSON parsing, mapping to objects, and serialize to JSON. * [Argo](https://github.com/thoughtbot/Argo) - JSON parsing library. * [Arrow](https://github.com/freshOS/Arrow) - Elegant JSON Parsing. * [Decodable](https://github.com/Anviking/Decodable) :penguin: - JSON parsing. * [Elevate](https://github.com/Nike-Inc/Elevate) - JSON parsing framework that makes parsing simple, reliable and composable. * [EVReflection](https://github.com/evermeer/EVReflection) - Reflection based JSON encoding and decoding. Including support for NSDictionary, NSCoding, Printable, Hashable and Equatable. * [HandyJSON](https://github.com/alibaba/handyjson) - A handy JSON-object serialization/deserialization library. * [Himotoki](https://github.com/ikesyo/Himotoki) - A type-safe JSON decoding library. * [JASON](https://github.com/delba/JASON) - JSON parsing with outstanding performances and convenient operators. * [JSONHelper](https://github.com/isair/JSONHelper) - Lightning fast JSON deserialization and value conversion library for iOS & OS X. * [JSONNeverDie](https://github.com/johnlui/JSONNeverDie) - Auto reflection tool from JSON to Model, user friendly JSON encoder / decoder, aims to never die. * [ObjectMapper](https://github.com/tristanhimmelman/ObjectMapper) - JSON object mapper. * [PMJSON](https://github.com/postmates/PMJSON) - JSON encoding/decoding library. * [Sextant](https://github.com/KittyMac/Sextant) :penguin: - High performance JSONPath queries * [SwiftyJSON](https://github.com/SwiftyJSON/SwiftyJSON) - A lib for JSON with error handling. * [SwiftyJSONAccelerator](https://github.com/insanoid/SwiftyJSONAccelerator) - macOS app to generate Swift 5 models for JSON (with Codeable). #### Key Value Store [back to top](#readme) * [Default](https://github.com/Nirma/Default) - Modern interface to UserDefaults + Codable support. * [Defaults](https://github.com/sindresorhus/Defaults) - Strongly-typed UserDefaults with support for Codable and key observation. * [DefaultsKit](https://github.com/nmdias/DefaultsKit) - Simple, Strongly Typed UserDefaults for iOS, macOS and tvOS. * [Prephirences](https://github.com/phimage/Prephirences) - Manage application preferences, NSUserDefaults, iCloud, Keychain and more. * [SecureDefaults](https://github.com/vpeschenkov/SecureDefaults) - A lightweight wrapper over UserDefaults & NSUserDefaults with an extra AES-256 encryption layer. * [Storez](https://github.com/SwiftKitz/Storez) - Safe, statically-typed, store-agnostic key-value storage. * [SwiftStore](https://github.com/hemantasapkota/SwiftStore) - A Key-Value store backed by LevelDB. * [SwiftyUserDefaults](https://github.com/sunshinejr/SwiftyUserDefaults) - Cleaner, nicer syntax for NSUserDefaults. * [Zephyr](https://github.com/ArtSabintsev/Zephyr) - Effortlessly synchronize NSUserDefaults over iCloud. #### MongoDB [back to top](#readme) * [MongoKitten](https://github.com/orlandos-nl/MongoKitten) :penguin: - MongoDB Connector. * [Perfect-MongoDB](https://github.com/PerfectlySoft/Perfect-MongoDB) :penguin: - A stand-alone wrapper around the mongo-c client library, enabling access to MongoDB servers. #### Multi Database *Data management layers that involve multiple sources.* [back to top](#readme) * [ModelAssistant](https://github.com/ssamadgh/ModelAssistant) - Elegant library to manage the interactions between view and model. * [PersistenceKit](https://github.com/Teknasyon-Teknoloji/PersistenceKit) - Store and retrieve Codable objects to various persistence layers, in a couple lines of code! * [Shallows](https://github.com/dreymonde/Shallows) - Your lightweight persistence toolbox. #### ORM [back to top](#readme) * [fluent](https://github.com/vapor/fluent) :penguin: - Simple ActiveRecord implementation. * [Perfect-CRUD](https://github.com/PerfectlySoft/Perfect-CRUD) :penguin: - CRUD is an object-relational mapping (ORM) system using Codable protocol. #### Other Data *Other ways to persist data* [back to top](#readme) * [CoreXLSX](https://github.com/CoreOffice/CoreXLSX) - Excel spreadsheet (XLSX) format support. * [Disk](https://github.com/saoudrizwan/Disk) - Delightful framework for iOS to easily persist structs, images, and data. * [EVCloudKitDao](https://github.com/evermeer/EVCloudKitDao) - Simplified access to CloudKit with support for subscriptions and local caching. * [KeyPathKit](https://github.com/vincent-pradeilles/KeyPathKit) - KeyPathKit provides a seamless syntax to manipulate data using typed keypaths. * [LeetCode-Swift](https://github.com/soapyigu/LeetCode-Swift) - Solutions to LeetCode interview questions. * [Pencil](https://github.com/naru-jpn/pencil) - Write any value to file. * [StorageManager](https://github.com/iAmrSalman/StorageManager) - Safe and easy way to use FileManager as Database. #### Realm [back to top](#readme) * [Realm](https://github.com/realm/realm-swift) - Realm is a mobile database: a replacement for Core Data & SQLite. * [RealmWrapper](https://github.com/k-lpmg/RealmWrapper) - Safe and easy wrappers for RealmSwift. * [Unrealm](https://github.com/arturdev/Unrealm) - Unrealm enables you to easily store Swift native Classes, Structs and Enums into Realm. #### SQL drivers [back to top](#readme) * [MySQL Swift](https://github.com/novi/mysql-swift) :penguin: - MySQL client library. * [Perfect-MySQL](https://github.com/PerfectlySoft/Perfect-MySQL) :penguin: - A stand-alone wrapper around the MySQL client library, enabling access to MySQL servers. * [Perfect-PostgreSQL](https://github.com/PerfectlySoft/Perfect-PostgreSQL) :penguin: - A stand-alone wrapper around the libpq client library, enabling access to PostgreSQL servers. #### SQLite *Are you interested in storing your app data using SQLite? Here are some interesting resources.* [back to top](#readme) * [GRDB.swift](https://github.com/groue/GRDB.swift) - A versatile SQLite toolkit. * [SQLite.swift](https://github.com/stephencelis/SQLite.swift) - Framework wrapping SQLite3. Small. Simple. Safe. * [SQLiteDB](https://github.com/FahimF/SQLiteDB) - SQLite wrapper. #### TOML *Tom's Obvious, Minimal Language.* [back to top](#readme) * [TOMLDecoder](https://github.com/dduan/TOMLDecoder) - Latest TOML standard, decoded. #### XML *If you prefer to manage XML data formatted entries, here are some helpful libs* [back to top](#readme) * [AEXML](https://github.com/tadija/AEXML) - xml wrapper. * [CheatyXML](https://github.com/lobodart/CheatyXML) - A powerful framework designed to manage XML easily. * [SwiftyXML](https://github.com/chenyunguiMilook/SwiftyXML) - The most swifty way to deal with XML. * [SWXMLHash](https://github.com/drmohundro/SWXMLHash) - Simple XML parsing. * [XMLCoder](https://github.com/MaxDesiatov/XMLCoder) - XMLEncoder & XMLDecoder based on Codable protocols from the standard library. * [XMLMapper](https://github.com/gcharita/XMLMapper) - A simple way to map XML to Objects. #### YAML [back to top](#readme) * [YamlSwift](https://github.com/behrang/YamlSwift) - Load YAML and JSON documents. * [Yams](https://github.com/jpsim/Yams) :penguin: - Sweet YAML parser. #### ZIP [back to top](#readme) * [Zip](https://github.com/marmelroy/Zip) - Framework for zipping and unzipping files. * [Zip Foundation](https://github.com/weichsel/ZIPFoundation) - A library to create, read and modify ZIP archive files. ### Date *Handle date formatting easily.* [back to top](#readme) * [AnyDate](https://github.com/Kawoou/AnyDate) - Date & Time API inspired from Java 8 DateTime API. * [Chronology](https://github.com/davedelong/time) - Building a better date/time library. * [DateHelper](https://github.com/melvitax/DateHelper) - Simple date helper. * [Datez](https://github.com/SwiftKitz/Datez) - Library for dealing with `NSDate`, `NSCalendar`, `NSDateComponents`, and `NSTimeInterval`. * [Datify](https://github.com/hemangshah/Datify) - Easypeasy date functions. * [NVDate](https://github.com/novalagung/nvdate) - Date extension library. * [SwiftDate](https://github.com/malcommac/SwiftDate) - Easy NSDate Management. * [Time](https://github.com/dreymonde/Time) - Type-safe time calculations, powered by generics. * [Timepiece](https://github.com/naoty/Timepiece) - Intuitive NSDate extensions. * [TrueTime.swift](https://github.com/instacart/TrueTime.swift) - Get the true current time impervious to device clock time changes (NTP library). ### Dependency Injection *Dependency injection libs* [back to top](#readme) * [Cleanse](https://github.com/square/Cleanse) - A Lightweight Dependency Injection Framework by Square. * [Corridor](https://github.com/symentis/Corridor) - A Coreader-like Dependency Injection μFramework. * [Deli](https://github.com/kawoou/Deli) - Deli is an easy-to-use Dependency Injection(DI). * [DIKit](https://github.com/Liftric/DIKit) - Dependency Injection Framework for Swift, inspired by KOIN. * [Dip](https://github.com/AliSoftware/Dip) - A simple Dependency Injection Container. * [DITranquillity](https://github.com/ivlevAstef/DITranquillity/) - Dependency injection framework with tranquility. * [Locatable](https://github.com/vincent-pradeilles/locatable) - A micro-framework that leverages Property Wrappers to implement the Service Locator pattern. * [Pure](https://github.com/devxoul/Pure) - A way to do a dependency injection without a DI container. * [Swinject](https://github.com/Swinject/Swinject) - A dependency injection framework. * [Typhoon](https://github.com/appsquickly/Typhoon) - Dependency injection toolkit. * [Weaver](https://github.com/scribd/Weaver) - A declarative, easy-to-use and safe Dependency Injection framework. ### Device *A collection of libs to recognize your device.* [back to top](#readme) * [Device](https://github.com/Ekhoo/Device) - Light weight tool for detecting the current device and screen size. * [Device.swift](https://github.com/schickling/Device.swift) - Super-lightweight library to detect used device. * [DeviceKit](https://github.com/devicekit/DeviceKit) - DeviceKit is a value-type replacement of UIDevice. * [Deviice](https://github.com/andrealufino/Deviice) - Swift library to easily check the current device and some more info about it. * [Luminous](https://github.com/andrealufino/Luminous) - Get everything you need to know about the device. * [Thingy](https://github.com/bojan/Thingy) - A modern device detection and querying library. * [UIDeviceComplete](https://github.com/Nirma/UIDeviceComplete) - UIDevice extensions that fill in the missing pieces. ### Documentation *Generate documentation for Swift code* [back to top](#readme) * [jazzy](https://github.com/realm/jazzy/) - Soulful docs. * [SourceDocs](https://github.com/SourceDocs/SourceDocs) - Generate Markdown reference documentation that lives with your code. ### Email [back to top](#readme) ### Embedded Systems *Build your embedded Linux projects on a RaspberryPi, BeagleBone, C.H.I.P. and other boards.* [back to top](#readme) * [SwiftyGPIO](https://github.com/uraimo/SwiftyGPIO) :penguin: - Interact with Linux GPIO/SPI/PWM on ARM. #### Peripherals *Interact with specific external peripherals.* [back to top](#readme) ### Events *Alternatives to NSNotificationCenter, Key-Value-Observation, or delegation.* [back to top](#readme) * [Bond](https://github.com/DeclarativeHub/Bond) - Binding framework. * [Combinative](https://github.com/noppefoxwolf/Combinative) - UI event handling using Apple's combine framework. * [EmitterKit](https://github.com/aleclarson/emitter-kit) - Implementation of event emitters and listeners. * [FutureKit](https://github.com/FutureKit/FutureKit) - Future/Promises Library. * [Katana](https://github.com/BendingSpoons/katana-swift) - Write apps a la React and Redux. * [LightweightObservable](https://github.com/fxm90/LightweightObservable) - A lightweight implementation of an observable sequence that you can subscribe to. * [NoticeObserveKit](https://github.com/marty-suzuki/NoticeObserveKit) - NoticeObserveKit is type-safe NotificationCenter wrapper that associates notice type with info type. * [Notificationz](https://github.com/SwiftKitz/Notificationz) - Helping you own `NSNotificationCenter` by providing a simple, customizable adapter. * [Observable](https://github.com/roberthein/Observable) - The easiest way to observe values. * [OneWay](https://github.com/DevYeom/OneWay) - State management with unidirectional data flow. * [OpenCombine](https://github.com/OpenCombine/OpenCombine) - Open source implementation of Apple's Combine framework for processing values over time. * [PMKVObserver](https://github.com/postmates/PMKVObserver/) - Modern thread-safe and type-safe key-value observing. * [PromiseKit](https://github.com/mxcl/PromiseKit) - Async promise programming lib. * [ReactiveCocoa](https://github.com/ReactiveCocoa/ReactiveCocoa) - ReactiveCocoa (RAC) is a Cocoa framework inspired by Functional Reactive Programming. It provides APIs for composing and transforming streams of values over time. * [ReactorKit](https://github.com/ReactorKit/ReactorKit) - A framework for reactive and unidirectional application architecture. * [ReSwift](https://github.com/ReSwift/ReSwift) - Unidirectional Data Flow. * [RxSwift](https://github.com/ReactiveX/RxSwift) - Microsoft Reactive Extensions (Rx). * [Signals](https://github.com/artman/Signals) - Replaces delegates and notifications. * [SwiftEventBus](https://github.com/cesarferreira/SwiftEventBus) - A publish/subscribe event bus optimized for iOS. * [Tempura](https://github.com/BendingSpoons/tempura-swift) - A holistic approach to iOS development, inspired by Redux and MVVM. * [Tokamak](https://github.com/TokamakUI/Tokamak) - React-like declarative API for building native UI components with easy to use one-way data binding. * [Tomorrowland](https://github.com/lilyball/Tomorrowland) - Lightweight Promises. * [TopicEventBus](https://github.com/mcmatan/topicEventBus) - Publish–subscribe design pattern implementation framework, with ability to publish events by topic. * [VueFlux](https://github.com/ra1028/VueFlux) - Unidirectional Data Flow State Management Architecture - Inspired by Vuex and Flux. * [When](https://github.com/vadymmarkov/When) - A lightweight implementation of Promises. ### Files [back to top](#readme) * [FileKit](https://github.com/nvzqz/FileKit) - Simple and expressive file management. * [FileProvider](https://github.com/amosavian/FileProvider) - FileManager replacement for Local, iCloud and Remote (WebDAV/FTP/Dropbox/OneDrive/SMB2) files for iOS/tvOS and macOS. * [KZFileWatchers](https://github.com/krzysztofzablocki/KZFileWatchers) - A micro-framework for observing file changes, both local and remote. * [PathKit](https://github.com/kylef/PathKit) :penguin: - Effortless path operations. * [Pathos](https://github.com/dduan/Pathos) :penguin: - Efficient Unix file management. ### Fonts *A collection of font related snippets.* [back to top](#readme) * [FontAwesome.swift](https://github.com/thii/FontAwesome.swift) - Use FontAwesome in your projects. * [FontBlaster](https://github.com/ArtSabintsev/FontBlaster) - Programmatically load custom fonts into your iOS app. * [Inkwell](https://github.com/ninjaprox/Inkwell) - An inkwell to use custom fonts on the fly. * [IoniconsKit](https://github.com/keitaoouchi/IoniconsKit) - Use ionicons as UIImage / UIFont in your projects. * [OcticonsKit](https://github.com/keitaoouchi/OcticonsKit) - Use Octicons as UIImage / UIFont in your projects. * [SwiftIconFont](https://github.com/segecey/SwiftIconFont) - Fontawesome, Iconic, Ionicons, Octicon ports. * [SwiftIcons](https://github.com/ranesr/SwiftIcons) - Library for Font Icons: dripicons, emoji, font awesome, icofont, ionicons, linear icons, map icons, material icons, open iconic, state, weather. * [SwiftUI-FontIcon](https://github.com/huybuidac/SwiftUIFontIcon) - Font icons for SwiftUI: font awesome, ionicons, material icons. * [SYSymbol](https://github.com/Nirma/SFSymbol) - All the SFSymbols at your fingertips. * [UIFontComplete](https://github.com/Nirma/UIFontComplete) - Font management (System & Custom) for iOS and tvOS. ### Game Engine [back to top](#readme) * [glide engine](https://github.com/cocoatoucher/Glide) - SpriteKit and GameplayKit based engine for making 2d games, with practical examples and tutorials. * [Raylib for Swift](https://github.com/STREGAsGate/Raylib) :penguin: - A Cross-Platform Swift package for Raylib. Builds Raylib from source so no need to fiddle with libraries. Just add as a dependency in you game package and go! #### 2D [back to top](#readme) * [ImagineEngine](https://github.com/JohnSundell/ImagineEngine) - Blazing fasst 2D gaming engine. ### Games [back to top](#readme) * [FDChessboardView](https://github.com/fulldecent/FDChessboardView) - A view controller for chess boards * [Sage](https://github.com/nvzqz/Sage) :penguin: - A cross-platform chess library. ### Gesture [back to top](#readme) * [ShowTime](https://github.com/KaneCheshire/ShowTime) - Show off your iOS taps and gestures for demos and videos with just one line of code. * [SwiftyGestureRecognition](https://github.com/b3ll/SwiftyGestureRecognition) - UIGestureRecognizers in Xcode Playgrounds. * [SwipyCell](https://github.com/moritzsternemann/SwipyCell) - UITableViewCell implementing swiping to trigger actions (known from the Mailbox App). * [Tactile](https://github.com/delba/Tactile) - A safer and more idiomatic way to respond to gestures and control events. ### Hardware *A category dedicated to hardware related libs* [back to top](#readme) #### 3D Touch *Easy handle new 3D Touch / Force Touch feature thanks to these libs.* [back to top](#readme) #### Bluetooth *Wrappers around CoreBluetooth* [back to top](#readme) * [BlueCap](https://github.com/troystribling/BlueCap) - Wrapper around CoreBluetooth and much more. * [Bluejay](https://github.com/steamclock/bluejay) - A simple framework for building reliable Bluetooth LE apps. * [BluetoothKit](https://github.com/rhummelmose/BluetoothKit) - Easily communicate between iOS/OSX devices using BLE. * [RxBluetoothKit](https://github.com/polidea/RxBluetoothKit) - iOS & OSX Bluetooth library for RxSwift. * [SwiftyBluetooth](https://github.com/jordanebelanger/SwiftyBluetooth) - Simple and reliable closure based wrapper around CoreBluetooth. #### Camera *Awesome camera libs* [back to top](#readme) * [CameraBackground](https://github.com/yonat/CameraBackground) - Show camera layer as a background to any UIView. * [CameraKit-iOS](https://github.com/CameraKit/camerakit-ios) - Massively increase camera performance and ease of use in your next project. * [FDTake](https://github.com/fulldecent/FDTake) - Easily take a photo or video or choose from library. * [Fusuma](https://github.com/ytakzk/Fusuma) - Instagram-like photo browser and a camera feature. * [MediaPicker](https://github.com/exyte/mediapicker) - SwiftUI customizable media picker - supports camera and gallery with albums * [NextLevel](https://github.com/NextLevel/NextLevel) - Rad Media Capture. ##### Barcode *Barcode, QR-code, other code readers* [back to top](#readme) * [BarcodeScanner](https://github.com/hyperoslo/BarcodeScanner) - A simple and beautiful barcode scanner view controller. * [EFQRCode](https://github.com/EFPrefix/EFQRCode) - A better way to operate quick response code. * [QRCodeReader.swift](https://github.com/yannickl/QRCodeReader.swift) - Simple QRCode reader. #### Haptic Feedback *Libraries that involve the use of Haptic Feedback* [back to top](#readme) * [Haptica](https://github.com/efremidze/Haptica) - Easy Haptic Feedback Generator. #### iBeacon *Interested in using iBeacon in your Swift project? Here some interesting resources.* [back to top](#readme) * [SwiftLocation](https://github.com/malcommac/SwiftLocation) - Location & Beacon Monitoring. #### Sensors *Manage your device sensors in a faster and easier way* [back to top](#readme) ### Images *An interesting list of image related libs..* [back to top](#readme) * [Agrume](https://github.com/JanGorman/Agrume) - A lemony fresh iOS image viewer. * [AlamofireImage](https://github.com/Alamofire/AlamofireImage) - AlamofireImage is an image component library for Alamofire. * [APNGKit](https://github.com/onevcat/APNGKit) - High performance and delightful way to play with APNG format in iOS. * [ATGMediaBrowser](https://github.com/altayer-digital/ATGMediaBrowser) - Image slide-show viewer with multiple predefined transition styles, and with ability to create new transitions with ease. * [AXPhotoViewer](https://github.com/alexhillc/AXPhotoViewer) - An iPhone/iPad photo gallery viewer, useful for viewing a large (or small!) number of photos. * [BlockiesSwift](https://github.com/Boilertalk/BlockiesSwift) - Unique blocky identicons/profile picture generator. * [Brightroom](https://github.com/muukii/Brightroom) - An image editor and engine using CoreImage. * [CTPanoramaView](https://github.com/scihant/CTPanoramaView) - A library that displays spherical or cylindrical panoramas with touch or motion based controls. * [DTPhotoViewerController](https://github.com/tungvoduc/DTPhotoViewerController) - A fully customizable photo viewer ViewController to display single photo or collection of photos, inspired by Facebook photo viewer. * [FacebookImagePicker](https://github.com/floriangbh/FacebookImagePicker) - Facebook album photo picker. * [FaceCrop](https://github.com/Ancestry/FaceCrop) - Detect and center faces in your images using Apple’s Vision Framework. * [FlexibleImage](https://github.com/kawoou/FlexibleImage) - A simple way to play with images. * [FMPhotoPicker](https://github.com/congnd/FMPhotoPicker) - A modern, simple and zero-dependency photo picker with an elegant and customizable image editor. * [gifu](https://github.com/kaishin/gifu) - Highly performant animated GIF support for iOS. * [GPUImage 2](https://github.com/BradLarson/GPUImage2) - GPUImage 2 is a BSD-licensed framework for GPU-accelerated video and image processing. * [GPUImage 3](https://github.com/BradLarson/GPUImage3) - GPUImage 3 is a BSD-licensed framework for GPU-accelerated video and image processing using Metal. * [HanekeSwift](https://github.com/Haneke/HanekeSwift) - A lightweight generic cache for iOS with extra love for images. * [Harbeth](https://github.com/yangKJ/Harbeth) - Metal API for GPU accelerated Graphics and Video and Camera filter framework. * [ImageDetect](https://github.com/Feghal/ImageDetect) - Detect and crop faces, barcodes and texts in image with iOS 11 Vision API. * [ImageLoader](https://github.com/hirohisa/ImageLoaderSwift) - A lightweight and fast image loader for iOS. * [ImageScout](https://github.com/kaishin/ImageScout) - Implementation of [fastimage](https://pypi.org/project/fastimage/0.2.1/) - supports PNG, GIF, and JPEG. * [ImageViewer](https://github.com/Krisiacik/ImageViewer) - An image viewer à la Twitter. * [ImgixSwift](https://github.com/imgix/imgix-swift) - Easily update image urls to be fast and responsive. * [JLStickerTextView](https://github.com/Textcat/JLStickerTextView) - A UIImageView allow you to add multiple Label (multiple line text support) on it, you can edit, rotate, resize the Label as you want with one finger ,then render the text on Image. * [Kanvas](https://github.com/tumblr/kanvas-ios) - A iOS library for adding effects, drawings, text, stickers, and making GIFs from existing media or the camera. * [Kingfisher](https://github.com/onevcat/Kingfisher) - Image download and caching. * [LetterAvatarKit](https://github.com/vpeschenkov/LetterAvatarKit) - A UIImage extension that generates letter-based avatars. * [Lightbox](https://github.com/hyperoslo/Lightbox) - A convenient and easy to use image viewer for your iOS app. * [MapleBacon](https://github.com/JanGorman/MapleBacon) - Image download and caching library. * [MCScratchImageView](https://github.com/Minecodecraft/MCScratchImageView) - A custom ImageView that is used to cover the surface of other view like a scratch card, user can swipe the mulch to see the view below. * [Moa](https://github.com/evgenyneu/moa) - An image download extension of the image view for iOS, tvOS and macOS. * [Nuke](https://github.com/kean/Nuke) - Advanced framework for loading, caching, processing, displaying and preheating images. * [PassportScanner](https://github.com/evermeer/PassportScanner) - Scan the MRZ code of a passport and extract the first name, last name, passport number, nationality, date of birth, expiration date and personal number. * [Rough](https://github.com/bakhtiyork/Rough) - Rough lets you draw in a sketchy, hand-drawn-like, style. * [Sharaku](https://github.com/makomori/Sharaku) - Image filtering UI library like Instagram. * [Snowflake](https://github.com/onmyway133/Snowflake) - Work with SVG. * [SwiftDraw](https://github.com/swhitty/SwiftDraw) - Library that converts SVG images to UIImage, NSImage and generates CoreGraphics source code. * [SwiftGen-Assets](https://github.com/SwiftGen/SwiftGen#assets-catalogs) - A tool to auto-generate `enums` for all your `UIImages` from your Assets Catalogs. * [SwiftSVG](https://github.com/mchoe/SwiftSVG) - A single pass SVG parser with multiple interface options (String, NS/UIBezierPath, CAShapeLayer, and NS/UIView). * [SwiftWebImage](https://github.com/geekaurora/SwiftWebImage) - 🚀SwiftUI Image downloader with performant LRU mem/disk cache. * [SwiftyGif](https://github.com/kirualex/SwiftyGif) - High performance GIF engine. * [TinyCrayon](https://github.com/TinyCrayon/TinyCrayon-iOS-SDK) - A smart and easy-to-use image masking and cutout SDK for mobile apps. * [Toucan](https://github.com/gavinbunney/Toucan) - Image processing api. * [UIImageColors](https://github.com/jathu/UIImageColors) - iTunes style color fetcher for UIImage. * [YPImagePicker](https://github.com/Yummypets/YPImagePicker) - Instagram-like image picker & filters for iOS. * [ZImageCropper](https://github.com/ZaidPathan/ZImageCropper) - Crop image in any shape. ### Key Value Coding *Libraries for key-value coding* [back to top](#readme) ### Keyboard *Do you want to create your own customized keyboard? Here are some interesting resources* [back to top](#readme) * [IHKeyboardAvoiding](https://github.com/IdleHandsApps/IHKeyboardAvoiding) - An elegant solution for keeping any UIView visible when the keyboard is being shown. No UIScrollView required. * [IQKeyboardManager](https://github.com/hackiftekhar/IQKeyboardManager) - Codeless drop-in universal library allows to prevent issues of keyboard sliding up and cover UITextField/UITextView. * [ISEmojiView](https://github.com/isaced/ISEmojiView) - Emoji Keyboard for iOS * [KeyboardHideManager](https://github.com/bonyadmitr/KeyboardHideManager) - Codeless manager to hide keyboard by tapping on views for iOS. * [KeyboardShortcuts](https://github.com/sindresorhus/KeyboardShortcuts) - Add user-customizable global keyboard shortcuts to your macOS app. Includes a Cocoa and SwiftUI component. * [Ribbon](https://github.com/chriszielinski/Ribbon) - 🎀 A simple cross-platform toolbar/custom input accessory view library for iOS & macOS. * [Typist](https://github.com/totocaster/Typist) - Small, drop-in UIKit keyboard manager for iOS apps-helps manage keyboard's screen presence and behavior without notification center. ### Kit *Libraries for coding with a simplified API* [back to top](#readme) * [BFKit-Swift](https://github.com/FabrizioBrancati/BFKit-Swift) :penguin: - A collection of useful classes, structs and extensions to develop Apps faster. * [C4iOS](https://github.com/C4Labs/C4iOS) - Harnesses the power of native iOS programming with a simplified API. ### Layout *Libs to help you with layout.* [back to top](#readme) * [AnimatedTabBar](https://github.com/exyte/AnimatedTabBar) - A tabbar with a number of preset animations. * [BrickKit](https://github.com/wayfair-archive/brickkit-ios) - Create complex and responsive layouts in a simple way. * [CGLayout](https://github.com/k-o-d-e-n/CGLayout) :penguin: - Powerful autolayout framework, that can manage UIView(NSView), CALayer, not rendered views and etc. Provides placeholders. * [FlexLayout](https://github.com/layoutBox/FlexLayout) - Nice and clean interface to the highly optimized Facebook yoga Flexbox implementation. * [Grid](https://github.com/exyte/Grid) - The most powerful Grid container missed in SwiftUI. * [LayoutLess](https://github.com/DeclarativeHub/Layoutless) - Write less UI Code. * [Neon](https://github.com/mamaral/Neon) - A powerful programmatic UI layout framework. * [PinLayout](https://github.com/layoutBox/PinLayout) - Fast Views layouting without auto layout. No magic, pure code, full control and blazing fast. Concise syntax, intuitive, readable & chainable. [iOS/macOS/tvOS] * [Scaling Header Scroll View](https://github.com/exyte/ScalingHeaderScrollView) - A scroll view with a sticky header which shrinks as you scroll. Written with SwiftUI. * [Static](https://github.com/venmo/Static) - A simple static table views for iOS. * [Stevia](https://github.com/freshOS/Stevia) - Elegant view layout for iOS. #### Auto Layout *Bored of using storyboard? Give a try to declarative auto layout libs.* [back to top](#readme) * [Bamboo](https://github.com/wordlessj/Bamboo) - Auto Layout (and manual layout) in one line. * [Cartography](https://github.com/robb/Cartography) - Declarative auto layout lib for your project. * [Cassowary](https://github.com/tribalworldwidelondon/CassowarySwift) - A linear constraint solving library using the same algorithm as AutoLayout. * [Cupcake](https://github.com/nerdycat/Cupcake) - An easy way to create and layout UI components for iOS. * [DeviceLayout](https://github.com/cruisediary/DeviceLayout) - AutoLayout can be set differently for each device. * [EasyPeasy](https://github.com/nakiostudio/EasyPeasy) - Auto Layout made easy. * [EasySwiftLayout](https://github.com/Pimine/EasySwiftLayout) - Lightweight Swift framework for Apple's Auto-Layout. * [EZLayout](https://github.com/alexliubj/EZAnchor) - An easier and faster way to code Autolayout. * [HypeUI](https://github.com/hyperconnect/HypeUI) - 🌺 HypeUI is a implementation of Apple's SwiftUI DSL style based on UIKit * [KVConstraintKit](https://github.com/keshavvishwkarma/KVConstraintKit) - An Impressive Autolayout DSL for iOS, tvOS & OSX. * [MisterFusion](https://github.com/marty-suzuki/MisterFusion) - DSL for AutoLayout, supports Size Class. * [Mortar](https://github.com/jmfieldman/Mortar) - A concise but flexible DSL for creating Auto Layout constraints and adding subviews. * [NorthLayout](https://github.com/banjun/NorthLayout) - Fast path to layout using Visual Format Language (VFL) with extended syntax. * [PureLayout](https://github.com/PureLayout/PureLayout) - The ultimate API for iOS & OS X Auto Layout. * [SnapKit](https://github.com/SnapKit/SnapKit) - Autolayout DSL for iOS & OS X. * [Swiftstraints](https://github.com/Skyvive/Swiftstraints) - Powerful auto-layout framework that lets you write constraints in one line of code. * [TinyConstraints](https://github.com/roberthein/TinyConstraints) - TinyConstraints is the syntactic sugar that makes Auto Layout sweeter for human use. ### Localization *Frameworks that helps with localizing your app* [back to top](#readme) * [BartyCrouch](https://github.com/FlineDev/BartyCrouch) - Incrementally update/translate your Strings files from Code and Storyboards/XIBs. * [CrowdinSDK](https://github.com/crowdin/mobile-sdk-ios) - Delivers all new translations from Crowdin project to the application immediately. * [IBLocalizable](https://github.com/PiXeL16/IBLocalizable) - Localize your views directly in Interface Builder with IBLocalizable. * [L10n-swift](https://github.com/Decybel07/L10n-swift) - Localization of an application with ability to change language "on the fly" and support for plural forms in any language. * [LocalizationKit](https://github.com/willpowell8/LocalizationKit_iOS) - Realtime dynamic localization of your app with remote management so you can manage maintain and deploy translations without resubmitting app. * [Localize](https://github.com/andresilvagomez/Localize) - Localize apps using e.g. regular expressions in Localizable.strings. * [Localize-Swift](https://github.com/marmelroy/Localize-Swift) - Localize apps using e.g. regular expressions in Localizable.strings. * [Locheck](https://github.com/Asana/locheck) - Validate .strings and .stringsdict files for errors * [SwiftGen-L10n](https://github.com/SwiftGen/SwiftGen#localizablestrings) - A tool to auto-generate `enums` for all your Localizable.strings keys (with appropriate associated values if those strings contains printf-format placeholders like `%@`). * [Translatio](https://github.com/andrealufino/Translatio) - Super lightweight library that helps you to localize strings, even directly in storyboards. ### Location [back to top](#readme) * [AsyncLocationKit](https://github.com/AsyncSwift/AsyncLocationKit) - Wrapper for Apple CoreLocation framework with Modern Concurrency Swift (async/await). * [STLocationRequest](https://github.com/SvenTiigi/STLocationRequest) - An elegant and simple 3D Flyover Location Request Screen. ### Logging *Utilities for writing to and reading from the device log* [back to top](#readme) * [AEConsole](https://github.com/tadija/AEConsole) - Customizable Console UI overlay with debug log on top of your iOS App. * [CleanroomLogger](https://github.com/emaloney/CleanroomLogger) - Configurable and extensible high-level logging API that is simple, lightweight and performant. * [Duration](https://github.com/SwiftStudies/Duration) :penguin: - Lightweight logging library focused on reporting timings for operations. * [Gedatsu](https://github.com/bannzai/gedatsu) - Provide readable format about AutoLayout error console log. * [HeliumLogger](https://github.com/Kitura/HeliumLogger) :penguin: - IBM's lightweight logging framework. * [Printer](https://github.com/hemangshah/printer) - A fancy logger for your next app. * [Puppy](https://github.com/sushichop/Puppy) :penguin: - A flexible logging library that supports multiple transports and platforms. * [QorumLogs](https://github.com/Esqarrouth/QorumLogs) - Logging Utility for Xcode & Google Docs. * [Rainbow](https://github.com/onevcat/Rainbow) :penguin: - Delightful console output. * [SwiftyBeaver](https://github.com/SwiftyBeaver/SwiftyBeaver) :penguin: - Multi-platform logging during development & release. * [TinyConsole](https://github.com/Cosmo/TinyConsole) - A tiny log console to display information while using your iOS app. * [TraceLog](https://github.com/tonystone/tracelog) :penguin: - Dead Simple: logging the way it's meant to be! Runs on iOS, macOS, and Linux. * [Watchdog](https://github.com/wojteklu/Watchdog) - Utility for logging excessive blocking on the main thread. * [WatchdogInspector](https://github.com/tapwork/WatchdogInspector) - A logging tool to show the current framerate (fps) in the status bar of your iOS app. * [Willow](https://github.com/Nike-Inc/Willow) - Willow is a powerful, yet lightweight logging library. * [XCGLogger](https://github.com/DaveWoodCom/XCGLogger) - Full featured & Configurable logging utility with log levels, timestamps, and line numbers. ### Maps [back to top](#readme) * [Cluster](https://github.com/efremidze/Cluster) - Easy Map Annotation Clustering. * [FlyoverKit](https://github.com/SvenTiigi/FlyoverKit) - FlyoverKit enables you to present stunning 360° flyover views on your MKMapView with zero effort while maintaining full configuration possibilities. * [GEOSwift](https://github.com/GEOSwift/GEOSwift) - Make it easier to work with geographic models and calculate intersections, overlapping, projections etc. * [LocoKit](https://github.com/sobri909/LocoKit) - A location and activity recording framework for iOS. ### Math [back to top](#readme) * [Arithmosophi](https://github.com/phimage/Arithmosophi) - Set of protocols for Arithmetic and Logical operations. * [BigInt](https://github.com/attaswift/BigInt) - Arbitrary-precision arithmetic. * [DDMathParser](https://github.com/davedelong/DDMathParser) - DDMathParser makes it easy to parse a String and evaluate it as a mathematical expression. * [SigmaSwiftStatistics](https://github.com/evgenyneu/SigmaSwiftStatistics) - A collection of functions for statistical calculation. * [Upsurge](https://github.com/alejandro-isaza/Upsurge) - Simple and fast matrix and vector math. ### Natural Language Processing [back to top](#readme) ### Network *A list of libs that allow you to decrease the amount of time spent dealing with http requests.* [back to top](#readme) * [Alamofire](https://github.com/Alamofire/Alamofire) :penguin: - Elegant networking. * [APIKit](https://github.com/ishkawa/APIKit) - Library for building type-safe web API client. * [Ciao](https://github.com/AlTavares/Ciao) - Publish and discover services using mDNS (Bonjour, Zeroconf). * [CodyFire](https://github.com/CodyFlame/CodyFire) - Powerful Codable API requests builder and manager for iOS. Based on Alamofire. * [Conduit](https://github.com/mindbody/Conduit) - Robust networking for web APIs. * [Connectivity](https://github.com/rwbutler/Connectivity) - 🌐 Makes Internet connectivity detection more robust by detecting Wi-Fi networks without Internet access. * [Dots](https://github.com/iAmrSalman/Dots) - Lightweight Concurrent Networking Framework. * [GoodNetworking](https://github.com/GoodRequest/GoodNetworking) - 📡 GoodNetworking simplifies HTTP networking. * [Heimdallr.swift](https://github.com/trivago/Heimdallr.swift) - Easy to use OAuth 2 library for iOS. * [Just](https://github.com/dduan/Just) :penguin: - HTTP for Humans (a python-requests style HTTP library). * [Malibu](https://github.com/hyperoslo/Malibu) - A networking library built on promises. * [Moya](https://github.com/Moya/Moya) - Network abstraction layer. * [MultiPeer](https://github.com/dingwilson/MultiPeer) - A wrapper for the MultipeerConnectivity framework for automatic offline data transmission between devices. * [Netfox](https://github.com/kasketis/netfox) - A lightweight, one line setup, network debugging library. * [Netswift](https://github.com/MrSkwiggs/Netswift) - A type-safe, high-level networking solution. * [OAuth2](https://github.com/p2/OAuth2) - oauth2 auth lib. * [OAuthSwift](https://github.com/OAuthSwift/OAuthSwift) - OAuth library for iOS. * [Pitaya](https://github.com/johnlui/Pitaya) :penguin: - HTTP / HTTPS networking library just incidentally execute on machines. * [PMHTTP](https://github.com/postmates/PMHTTP) - HTTP framework with a focus on REST and JSON. * [Postal](https://github.com/snipsco/Postal) - Framework providing simple access to common email providers. * [Reachability.swift](https://github.com/ashleymills/Reachability.swift) - A replacement for Apple's Reachability with closures. * [ReactiveAPI](https://github.com/sky-uk/ReactiveAPI) - Write clean, concise and declarative network code relying on URLSession, with the power of RxSwift. Inspired by Retrofit. * [ResponseDetective](https://github.com/netguru/ResponseDetective) - A non-intrusive framework for intercepting any outgoing requests and incoming responses between your app and server for debugging purposes. * [RxNetworks](https://github.com/yangKJ/RxNetworks) - Network API With RxSwift + Moya + HandyJSON + Plugins. * [ShadowsocksX-NG](https://github.com/shadowsocks/ShadowsocksX-NG) - A fast tunnel proxy that helps you bypass firewalls. * [Siesta](https://bustoutsolutions.github.io/siesta/) - Elegant abstraction for REST APIs that untangles stateful messes. An alternative to callback- and delegate-based networking. * [SolarNetwork](https://github.com/ThreeGayHub/SolarNetwork) - Elegant network abstraction layer. * [SwiftHTTP](https://github.com/daltoniam/SwiftHTTP) - NSURLSession wrapper. * [SwiftyOAuth](https://github.com/delba/SwiftyOAuth) - A small OAuth library with a built-in set of providers. * [TermiNetwork](https://github.com/billp/TermiNetwork) - 🌏 A zero-dependency networking solution for building modern and secure iOS, watchOS, macOS and tvOS applications. * [TRON](https://github.com/MLSDev/TRON) - Lightweight network abstraction layer, written on top of Alamofire. * [Wormholy](https://github.com/pmusolino/Wormholy) - iOS network debugging, like a wizard 🧙‍. #### HTML *Need to manipulate contents from html easily?* [back to top](#readme) * [Fuzi](https://github.com/cezheng/Fuzi) - A fast & lightweight XML/HTML parser with XPath & CSS support. * [Kanna](https://github.com/tid-kijyun/Kanna) - Another XML/HTML parser. * [SwiftSoup](https://github.com/scinfu/SwiftSoup) :penguin: - HTML Parser, with best of DOM, CSS, and jquery. * [WKZombie](https://github.com/mkoehnke/WKZombie) - Headless browser. #### Messaging Protocol [back to top](#readme) * [CocoaMQTT](https://github.com/emqx/CocoaMQTT) - MQTT for iOS and OS X. * [Perfect-Notifications](https://github.com/PerfectlySoft/Perfect-Notifications) - iOS Notifications for Linux and OS X. #### SOAP [back to top](#readme) * [SOAPEngine](https://github.com/priore/SOAPEngine) - Generic SOAP client to access SOAP Web Services using iOS, Mac OS X, and Apple TV. #### Socket [back to top](#readme) * [BlueSocket](https://github.com/Kitura/BlueSocket ) - IBM's cross platform low level socket framework. * [BlueSSLService](https://github.com/Kitura/BlueSSLService) - SSL/TLS add-in for IBM's low level socket framework. * [DNWebSocket](https://github.com/GlebRadchenko/DNWebSocket) - Object-Oriented, Autobahn tested WebSocket Library (RFC 6455). * [RxWebSocket](https://github.com/fjcaetano/RxWebSocket) - Reactive WebSockets. * [Socket.IO](https://github.com/socketio/socket.io-client-swift) :penguin: - Socket.IO client for iOS/OS X. * [sockets](https://github.com/vapor-community/sockets) :penguin: - TCP, UDP; Client, Server; Linux, OS X. * [Starscream](https://github.com/daltoniam/Starscream) - Websockets for iOS and OSX. * [SwiftSocket](https://github.com/swiftsocket/SwiftSocket) - Simple TCP socket library. * [SwiftWebSocket](https://github.com/tidwall/SwiftWebSocket) - A high performance WebSocket client library . #### Webserver *Would you like host a webserver in your device? Here you can find how to do it.* [back to top](#readme) * [Ambassador](https://github.com/envoy/Ambassador) - Super lightweight web framework based on SWSGI. * [Curassow](https://github.com/kylef-archive/Curassow) :penguin: - HTTP server using the pre-fork worker model. * [Embassy](https://github.com/envoy/Embassy) :penguin: - Super lightweight async HTTP server library. * [Kitura](https://github.com/Kitura/Kitura) :penguin: - IBM's web framework and server for web services. * [Lightning](https://github.com/skylab-inc/Lightning) :penguin: - Multiplatform Single-threaded Non-blocking Web and Networking Framework. * [Noze.io](https://github.com/NozeIO/Noze.io) :penguin: - Evented I/O streams like Node.js. * [Perfect](https://github.com/PerfectlySoft/Perfect) :penguin: - Server-side Swift. The Perfect library, application server, connectors and example apps. * [swifter](https://github.com/httpswift/swifter) :penguin: - Http server with routing handler. * [Vapor](https://github.com/vapor/vapor) :penguin: - Elegant web framework that works on iOS, OS X, and Ubuntu. * [Zewo](https://github.com/Zewo/Zewo) :penguin: - Server-Side Swift. ### OCR [back to top](#readme) * [SwiftOCR](https://github.com/NMAC427/SwiftOCR) - Neural Network based OCR lib. ### Optimization [back to top](#readme) ### PDF [back to top](#readme) * [PDFGenerator](https://github.com/sgr-ksmt/PDFGenerator) - A simple Generator of PDF. Generate PDF from view(s) or image(s). * [SimplePDF](https://github.com/nRewik/SimplePDF) - Create a simple PDF effortlessly. * [UXMPDFKit](https://github.com/uxmstudio/UXMPDFKit) - A PDF viewer and annotator that can be embedded in iOS applications. ### Quality [back to top](#readme) * [AnyLint](https://github.com/Flinesoft/AnyLint) :penguin: - Lint anything by combining the power of Swift & regular expressions. * [IBLinter](https://github.com/IBDecodable/IBLinter) - A linter tool for Interface Builder. * [L10nLint](https://github.com/s2mr/L10nLint) - A linter tool for Localizable.strings. * [swift-mod](https://github.com/ra1028/swift-mod) - A tool for Swift code modification intermediating between code generation and formatting. * [SwiftCop](https://github.com/andresinaka/SwiftCop) - A validation library which inspired by the clarity of Ruby On Rails Active Record validations. * [SwiftFormat](https://github.com/nicklockwood/SwiftFormat) - A code library and command-line formatting tool for reformatting Swift code. * [SwiftLint](https://github.com/realm/SwiftLint) - A tool to enforce coding conventions. * [Swimat](https://github.com/Jintin/Swimat) - Xcode plugin to format code. * [Tailor](https://github.com/sleekbyte/tailor) :penguin: - Cross-platform static analyzer that helps you to write cleaner code and avoid bugs. ### Scripting [back to top](#readme) * [Swift for Scripting](https://github.com/artemnovichkov/Swift-For-Scripting) - A hand-curated collection of useful and informative scripting material. ### SDK [back to top](#readme) ### Security [back to top](#readme) * [SecurePropertyStorage](https://github.com/alexruperez/SecurePropertyStorage) - Helps you define secure storages for your properties using Swift property wrappers. #### Cryptography *Deal with cryptography method easily* [back to top](#readme) * [BlueCryptor](https://github.com/Kitura/BlueCryptor) - IBM's Cross Platform Crypto library. * [BlueRSA](https://github.com/Kitura/BlueRSA) - IBM's Cross Platform RSA Crypto library. * [CryptoSwift](https://github.com/krzyzanowskim/CryptoSwift) :penguin: - Crypto related functions and helpers. * [IDZSwiftCommonCrypto](https://github.com/iosdevzone/IDZSwiftCommonCrypto) - A wrapper for Apple's Common Crypto library. * [JOSESwift](https://github.com/airsidemobile/JOSESwift) - A framework for the JOSE standards JWS, JWE, and JWK. * [RNCryptor](https://github.com/RNCryptor/RNCryptor) - CCCryptor (Apple's AES encryption) wrappers for iOS and Mac. * [SCrypto](https://github.com/sgl0v/scrypto) - Elegant interface to access the CommonCrypto routines. * [Siphash](https://github.com/attaswift/SipHash) - Simple and secure hashing with the SipHash algorithm. * [Swift-Sodium](https://github.com/jedisct1/swift-sodium) - Interface to the Sodium library for common crypto operations for iOS and OS X. * [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. #### Keychain [back to top](#readme) * [GoodPersistence](https://github.com/GoodRequest/GoodPersistence) - 💾 GoodPersistence simplifies caching data in keychain and UserDefaults. Using a property wrappers. * [keychain-swift](https://github.com/evgenyneu/keychain-swift) - Helper functions for saving text in Keychain securely for iOS, OS X, tvOS and watchOS. * [KeychainAccess](https://github.com/kishikawakatsumi/KeychainAccess) - Simple wrapper for Keychain that works on iOS and OS X. * [Latch](https://github.com/endocrimes/Latch) - A simple Keychain Wrapper for iOS. * [SwiftKeychainWrapper](https://github.com/jrendel/SwiftKeychainWrapper) - Simple static wrapper for the iOS Keychain to allow you to use it in a similar fashion to user defaults. ### Streaming [back to top](#readme) * [HaishinKit](https://github.com/shogo4405/HaishinKit.swift) - Camera and Microphone streaming library via RTMP, HLS for iOS, macOS, tvOS. * [Live](https://github.com/ltebean/Live) - Demonstrate how to build a live broadcast app. ### Styling [back to top](#readme) * [Stylist](https://github.com/yonaskolb/Stylist) - Define UI styles in a hot-loadable external yaml or json file. * [SwiftTheme](https://github.com/wxxsw/SwiftTheme) - Powerful theme/skin manager for iOS 8+. * [Themes](https://github.com/onmyway133/EasyTheme) - Theme management. ### SVG [back to top](#readme) * [SVGView](https://github.com/exyte/SVGView) - SVG parser and renderer written in SwiftUI. ### System [back to top](#readme) * [BlueSignals](https://github.com/Kitura/BlueSignals) - IBM's Cross Platform OS signal handling library. * [LaunchAtLogin](https://github.com/sindresorhus/LaunchAtLogin) - Easily add 'Launch at Login' functionality to your sandboxed macOS app. * [SystemKit](https://github.com/beltex/SystemKit/) - OS X system library. ### Testing *A collection of testing frameworks.* [back to top](#readme) * [DVR](https://github.com/venmo/DVR) - A simple network testing framework. * [Erik](https://github.com/phimage/Erik) - An headless browser to access and manipulate webpages using javascript allowing to run functional tests. * [Fakery](https://github.com/vadymmarkov/Fakery) - Fake data generator. * [Mussel](https://github.com/UrbanCompass/Mussel) - A framework for easily testing Push Notifications, Universal Links and Routing in XCUITests. * [Nimble](https://github.com/Quick/Nimble) - A matcher framework. * [OHHTTPStubs](https://github.com/AliSoftware/OHHTTPStubs) - A testing library designed to stub your network requests easily. * [Quick](https://github.com/Quick/Quick) :penguin: - Quick is a behavior-driven development framework. * [SBTUITestTunnel](https://github.com/Subito-it/SBTUITestTunnel) - UI testing library for interact with network requests, stub CLLocationManager and UNUserNotificationCenter, and fine grain scrolling in table/collection/scroll views * [Sizes](https://github.com/marcosgriselli/Sizes) - Test your app on different device and font sizes. * [SnapshotTest](https://github.com/parski/SnapshotTest) - Snapshot testing tool for iOS and tvOS. * [Spectre](https://github.com/kylef/Spectre) :penguin: - BDD Framework. * [SwiftCheck](https://github.com/typelift/SwiftCheck) - A testing library that automatically generates random data for testing program properties. * [UI Testing Cheat Sheet](https://github.com/joemasilotti/UI-Testing-Cheat-Sheet) - Answers to common "How do I test this with UI Testing?" questions with a working example app. * [XCTest](https://github.com/apple/swift-corelibs-xctest) - The XCTest Project, A Swift core library for providing unit test support. #### Mock [back to top](#readme) * [AutoMockable](https://github.com/vincent-pradeilles/AutoMocker) - A framework that leverages the type system to let you easily create mocked instances of your data types. * [Cuckoo](https://github.com/Brightify/Cuckoo) - First boilerplate-free mocking framework. * [Mocker](https://github.com/WeTransfer/Mocker) - Mock Alamofire and URLSession requests without touching your code implementation * [Mockingbird](https://github.com/Farfetch/mockingbird) - Simplify software testing, by easily mocking any system using HTTP/HTTPS, allowing a team to test and develop against a service that is not complete, unstable or just to reproduce planned cases. * [Mockingjay](https://github.com/kylef/Mockingjay) - An elegant library for stubbing HTTP requests with ease. * [Mockit](https://github.com/sabirvirtuoso/Mockit) - A simple mocking framework, inspired by the famous Mockito for Java. * [MockSwift](https://github.com/leoture/MockSwift) - Mock Framework that uses the power of property wrappers. ### Text *A collection of text projects.* [back to top](#readme) * [Attributed](https://github.com/Nirma/Attributed) - Modern µframework for attributed strings. * [AttributedTextView](https://github.com/evermeer/AttributedTextView) - Easiest way to create an attributed UITextView with support for multiple links, hashtags and mentions. * [BonMot](https://github.com/Rightpoint/BonMot) - Beautiful, easy attributed strings for iOS. * [Croc](https://github.com/JKalash/Croc) - A lightweight Emoji parsing and querying library. * [edhita](https://github.com/tnantoka/edhita) - Fully open source text editor for iOS. * [MarkdownKit](https://github.com/bmoliveira/MarkdownKit) - A simple and customizable Markdown Parser. * [MarkdownView](https://github.com/keitaoouchi/MarkdownView) - iOS Markdown view. * [MarkyMark](https://github.com/M2Mobi/Marky-Mark) - Converts Markdown into native views or attributed strings. * [Notepad](https://github.com/ruddfawcett/Notepad) - A fully themeable markdown editor with live syntax highlighting. * [OEMentions](https://github.com/omar14/OEMentions) - An easy way to add mentions to uitextview like Facebook and Instagram. * [Parsey](https://github.com/rxwei/Parsey) - Parser combinator framework that supports source location tracking, backtracking prevention, and rich error messages. * [Pluralize.swift](https://github.com/joshualat/Pluralize.swift) - Great String Pluralize Extension. * [PredicateFlow](https://github.com/andreadelfante/PredicateFlow) - PredicateFlow is a builder that allows you to write amazing, strong-typed and easy-to-read NSPredicate. * [PrediKit](https://github.com/KrakenDev/PrediKit) - An NSPredicate DSL for iOS & OS X inspired by SnapKit. * [Regex by crossroadlabs](https://github.com/crossroadlabs/Regex) :penguin: - Very easy to use Regular Expressions library with rich functionality. Features both operator `=~` and method based APIs. Unit tests covered. * [Regex by sindresorhus](https://github.com/sindresorhus/Regex) - Swifty regular expressions, fully tested & documented, and with correct Unicode handling. * [RichEditorView](https://github.com/cjwirth/RichEditorView) - RichEditorView is a simple, modular, drop-in UIView subclass for Rich Text Editing. * [Sprinter](https://github.com/nicklockwood/Sprinter) - A library for formatting strings. * [SwiftRichString](https://github.com/malcommac/SwiftRichString) - Elegant & Painless Attributed Strings Management Library. * [SwiftVerbalExpressions](https://github.com/VerbalExpressions/SwiftVerbalExpressions) - VerbalExpressions porting. * [SwiftyAttributes](https://github.com/eddiekaiger/SwiftyAttributes) - Extensions that make it a breeze to work with attributed strings. * [Tagging](https://github.com/k-lpmg/Tagging) - A TextView that provides easy to use tagging feature for Mention or Hashtag. * [Texstyle](https://github.com/rosberry/texstyle) - Texstyle allows you to format attributed strings easily. * [TextAttributes](https://github.com/delba/TextAttributes) - An easier way to compose attributed strings. * [TextBuilder](https://github.com/davdroman/TextBuilder) - Like a SwiftUI ViewBuilder, but for Text. * [TwitterTextEditor](https://github.com/twitter/TwitterTextEditor) - A standalone, flexible API that provides a full featured rich text editor for iOS applications. * [VEditorKit](https://github.com/GeekTree0101/VEditorKit) - Lightweight and Powerful Editor Kit. ### Thread *Threading, task-based or asynchronous programming, Grand Central Dispatch (GCD) wrapper* [back to top](#readme) * [Async](https://github.com/duemunk/Async) - Syntactic sugar for Grand Central Dispatch. * [AwaitKit](https://github.com/yannickl/AwaitKit) - The ES7 Async/Await control flow. * [Each](https://github.com/dalu93/Each) - Each is a NSTimer bridge library. * [GCDTimer](https://github.com/hemantasapkota/GCDTimer) - A well-tested GCD timer. * [Schedule](https://github.com/luoxiu/Schedule) :penguin: - A missing lightweight task scheduler with an incredibly human-friendly syntax. * [SwiftyTimer](https://github.com/radex/SwiftyTimer) - API for NSTimer. ### UI *A collection of pre-packaged transitions & cool ui stuffs.* [back to top](#readme) * [ActivityIndicatorView](https://github.com/exyte/ActivityIndicatorView) - A number of preset loading indicators created with SwiftUI. * [AECoreDataUI](https://github.com/tadija/AERecord) - Core Data driven UI. * [AGCircularPicker](https://github.com/agilie/AGCircularPicker) - Helpful component for creating a controller aimed to manage any calculated parameter. * [AMScrollingNavbar](https://github.com/andreamazz/AMScrollingNavbar) - Scrollable UINavigationBar that follows the scrolling of a UIScrollView. * [Arale](https://github.com/supercomputra/Arale) - A custom stretchable header view for UIScrollView or any its subclasses with UIActivityIndicatorView support for content reloading. * [BadgeHub](https://github.com/jogendra/BadgeHub) - Make any UIView a full fledged animated notification center. It is a way to quickly add a notification badge icon to a UIView. * [BatteryView](https://github.com/yonat/BatteryView) - Simple battery shaped UIView. * [BetterSafariView](https://github.com/stleamist/BetterSafariView) - A better way to present a SFSafariViewController or start a ASWebAuthenticationSession in SwiftUI. * [BottomSheet](https://github.com/joomcode/BottomSheet) - Powerful Bottom Sheet component with content based size, interactive dismissal and navigation controller support. * [BreakOutToRefresh](https://github.com/dasdom/BreakOutToRefresh) - A playable pull to refresh view using SpriteKit. * [BulletinBoard](https://github.com/alexisakers/BulletinBoard) - Generates and manages contextual cards displayed at the bottom of the screen. * [CapturePreventionKit](https://github.com/Jaesung-Jung/CapturePreventionKit) - Provides `Label` and `ImageView` for `screen capture prevention`. * [CircularProgress](https://github.com/sindresorhus/CircularProgress) - Circular progress indicator for your macOS app. * [ClassicKit](https://github.com/Baddaboo/ClassicKit) - A collection of classic-style UI components. * [ContainerController](https://github.com/mrustaa/ContainerController) - UI Component. This is a copy swipe-panel from app: Apple Maps, Stocks * [CountryPickerView](https://github.com/kizitonwose/CountryPickerView) - A simple, customizable view for efficiently collecting country information in iOS apps. * [CustomSegue](https://github.com/phimage/CustomSegue) - Custom segue for OSX Storyboards with slide and cross fade effects. * [DeckTransition](https://github.com/HarshilShah/DeckTransition) - A library to recreate the iOS 10 Apple Music now playing transition. * [DockProgress](https://github.com/sindresorhus/DockProgress) - Show progress in your macOS app's Dock icon. * [Dodo](https://github.com/evgenyneu/Dodo) - A message bar for iOS. * [Doric Design System Foundation](https://github.com/jayeshk/Doric) - Protocol oriented, type safe, scalable design system foundation framework for iOS. * [DropDown](https://github.com/AssistoLab/DropDown) - A Material Design drop down for iOS. * [Elissa](https://github.com/KitchenStories/Elissa) - Displays a notification on top of a UITabBarItem or any UIView anchor view to reveal additional information. * [EstMusicIndicator](https://github.com/Aufree/ESTMusicIndicator) - Music play indicator like iTunes. * [Family](https://github.com/zenangst/Family) - A child view controller framework that makes setting up your parent controllers as easy as pie. * [FAQView](https://github.com/mukeshthawani/faqview) - An easy to use FAQ view for iOS. * [Fashion](https://github.com/vadymmarkov/Fashion) - Fashion accessories and beauty tools to share and reuse UI styles. * [FlagKit](https://github.com/madebybowtie/FlagKit) - Beautiful flag icons for usage in apps and on the web. * [FlexibleHeader](https://github.com/k-lpmg/FlexibleHeader) - A container view that responds to scrolling of UIScrollView. * [FloatRatingView](https://github.com/glenyi/FloatRatingView) - Floating rating system. * [Fluid Slider](https://github.com/Ramotion/fluid-slider) - A slider widget with a popup bubble displaying the precise value selected. * [GaugeKit](https://github.com/skywinder/GaugeKit) - Customizable gauges. Easy reproduce Apple's style gauges. * [GMStepper](https://github.com/gmertk/GMStepper) - A stepper with a sliding label in the middle. * [GradientProgressBar](https://github.com/fxm90/GradientProgressBar) - An animated gradient progress bar. * [GRMustache](https://github.com/groue/GRMustache.swift) - Flexible Mustache templates. * [GrowingTextView](https://github.com/KennethTsang/GrowingTextView) - UITextView that supports auto growing, placeholder and length limit. * [HGCircularSlider](https://github.com/HamzaGhazouani/HGCircularSlider) - A custom reusable circular slider control for iOS application. * [HidesNavigationBarWhenPushed](https://github.com/gontovnik/HidesNavigationBarWhenPushed) - A library, which adds the ability to hide navigation bar when view controller is pushed via hidesNavigationBarWhenPushed flag. * [HorizontalDial](https://github.com/kciter/HorizontalDial) - A horizontal scroll dial like Instagram. * [HPParallaxHeader](https://github.com/ngochiencse/HPParallaxHeader) - Simple parallax header for UIScrollView. * [IGColorPicker](https://github.com/iGenius-Srl/IGColorPicker) - A customizable color picker for iOS. * [InstantSearch iOS](https://github.com/algolia/instantsearch-ios) - A library of widgets and helpers to build instant-search features on iOS. * [KALoader](https://github.com/Kirillzzy/KALoader) - Beautiful animated placeholders for showing loading of data. * [KMNavigationBarTransition](https://github.com/MoZhouqi/KMNavigationBarTransition) - A drop-in universal library helps you to manage the navigation bar styles and makes transition animations smooth between different navigation bar styles while pushing or popping a view controller for all orientations. * [KMPlaceholderTextView](https://github.com/MoZhouqi/KMPlaceholderTextView) - A UITextView subclass that adds support for multiline placeholder. * [LeeGo](https://github.com/wangshengjia/LeeGo) - Declarative, configurable & highly reusable UI development as making Lego bricks. * [LicensePlist](https://github.com/mono0926/LicensePlist) - A command-line tool that automatically generates a Plist of all your dependencies. * [LiquidLoader](https://github.com/yoavlt/LiquidLoader) - Spinner loader components with liquid animation. * [LoadingShimmer](https://github.com/jogendra/LoadingShimmer) - An easy way to add a shimmering effect to any view with just one line of code. It is useful as an unobtrusive loading indicator. * [Macaw](https://github.com/exyte/macaw) - Powerful and easy-to-use vector graphics library with SVG support. * [Magnetic](https://github.com/efremidze/Magnetic) - SpriteKit Floating Bubble Picker (inspired by Apple Music). * [Mandoline](https://github.com/blueapron/Mandoline) - An iOS picker view to serve all your 'picking' needs. * [MantleModal](https://github.com/canalesb93/MantleModal) - A simple modal resource that uses a UIScrollView to allow the user to close the modal by dragging it down. * [Material](https://github.com/CosmicMind/Material) - Express your creativity with Material, an animation and graphics framework for Google's Material Design and Apple's Flat UI. * [Material Components for iOS](https://github.com/material-components/material-components-ios) - Modular and customizable Material Design UI components. * [MaterialKit](https://github.com/nghialv/MaterialKit) - Material design components. * [MediaBrowser](https://github.com/younatics/MediaBrowser) - Simple iOS photo and video browser with optional grid view, captions and selections. * [MPParallaxView](https://github.com/DroidsOnRoids/MPParallaxView) - Apple TV Parallax effect. * [MultiSelectSegmentedControl](https://github.com/yonat/MultiSelectSegmentedControl) - UISegmentedControl remake that supports selecting multiple segments, vertical stacking, combining text and images. * [MultiSlider](https://github.com/yonat/MultiSlider) - UISlider clone with multiple thumbs and values, range highlight, optional snap intervals, optional value labels, either vertical or horizontal. * [MXParallaxHeader](https://github.com/maxep/MXParallaxHeader) - Simple parallax header for UIScrollView. * [MZFormSheetPresentationController](https://github.com/m1entus/MZFormSheetPresentationController) - Provides an alternative to the native iOS UIModalPresentationFormSheet, adding support for iPhone and additional opportunities to setup controller size and feel form sheet. * [NeumorphismKit](https://github.com/y-okudera/NeumorphismKit) - Neumorphism framework for UIKit. * [NextGrowingTextView](https://github.com/FluidGroup/NextGrowingTextView) - The next in the generations of 'growing textviews' optimized for iOS 7 and above. * [NVActivityIndicatorView](https://github.com/ninjaprox/NVActivityIndicatorView) - Collection of nice loading animations. * [OverlayContainer](https://github.com/applidium/OverlayContainer) - OverlayContainer makes it easier to develop overlay based interfaces, such as the one presented in the Apple Maps or Stocks apps. * [Partition Kit](https://github.com/kieranb662/PartitionKit) - A SwiftUI Library for creating resizable partitions for View Content. * [Popovers](https://github.com/aheze/Popovers) - A library to present popovers. Simple, modern, and highly customizable. Not boring! * [Preferences](https://github.com/sindresorhus/Preferences) - Add a preferences window to your macOS app in minutes. * [ProgressIndicatorView](https://github.com/exyte/ProgressIndicatorView) - A progress indicator view library written in SwiftUI. * [PullToDismiss](https://github.com/sgr-ksmt/PullToDismiss) - You can dismiss modal viewcontroller by pulling scrollview or navigationbar. * [RangeSeekSlider](https://github.com/WorldDownTown/RangeSeekSlider) - A customizable range slider like a UISlider for iOS. * [Reel search](https://github.com/Ramotion/reel-search) - Option list managed as a reel. * [ResizingTokenField](https://github.com/tadejr/ResizingTokenField) - A UICollectionView-based token field which provides intrinsic content height. * [RetroProgress](https://github.com/hyperoslo/RetroProgress) - Retro looking progress bar straight from the 90s. * [SectionedSlider](https://github.com/LeonardoCardoso/SectionedSlider) - Control Center Slider. * [SelectionDialog](https://github.com/kciter/SelectionDialog) - Simple selection dialog. * [ShadowView](https://github.com/PierrePerrin/ShadowView) - Make shadows management easy on UIView. * [Shiny](https://github.com/efremidze/Shiny) - Iridescent Effect View (inspired by Apple Pay Cash). * [ShowSomeProgress](https://github.com/stoneburner/ShowSomeProgress) - Animated Progress and Activity Indicators for iOS apps. * [SkeletonView](https://github.com/Juanpe/SkeletonView) - An elegant way to show users that something is happening and also prepare them to which contents he is waiting. * [SKPhotoBrowser](https://github.com/suzuki-0000/SKPhotoBrowser) - Simple PhotoBrowser/Viewer inspired by facebook, twitter photo browsers. * [Spots](https://github.com/hyperoslo) - Spots is a view controller framework that makes your setup and future development blazingly fast. * [SpreadsheetView](https://github.com/kishikawakatsumi/SpreadsheetView) - Full configurable spreadsheet view user interfaces for iOS applications. * [StarryStars](https://github.com/peterprokop/StarryStars) - Display & edit ratings, fully customizable from interface builder. * [StatefulViewController](https://github.com/aschuch/StatefulViewController) - Placeholder views based on content, loading, error or empty states. * [StepProgressView](https://github.com/yonat/StepProgressView) - Step-by-step progress view with labels and shapes. A good replacement for UIActivityIndicatorView and UIProgressView. * [SweetCurtain](https://github.com/multimediasuite/SweetCurtain) - Really sweet and easy bottom pullable sheet implementation. You can find a similar implementation in applications like Apple Maps, Find My, Stocks, etc. * [SwiftyUI](https://github.com/haoking/SwiftyUI) - High performance and lightweight UIView, UIImage, UIImageView, UIlabel, UIButton and more. * [TagListView](https://github.com/ElaWorkshop/TagListView) - Simple but highly customizable iOS tag list view. * [Toaster](https://github.com/devxoul/Toaster) - Notification toasts. * [Twinkle](https://github.com/piemonte/Twinkle) - Easy way to make elements in your iOS app twinkle. * [UIPheonix](https://github.com/MKGitHub/UIPheonix) - Easy, flexible, dynamic and highly scalable UI framework + concept for reusable component/control-driven apps. * [UltraDrawerView](https://github.com/super-ultra/UltraDrawerView) - Lightweight, fast and customizable Drawer View implementation identical to Apple Maps, Stocks and etc. * [URLEmbeddedView](https://github.com/marty-suzuki/URLEmbeddedView) - Automatically caches the object that is confirmed the Open Graph Protocol, and displays it as URL embedded card. * [Wallet](https://github.com/russ-stamant/Wallet) - A replica of the Apple's Wallet interface. Add, delete or present your cards and passes. * [Windless](https://github.com/ParkGwangBeom/Windless) - Windless makes it easy to implement invisible layout loading view. * [WSTagsField](https://github.com/whitesmith/WSTagsField) - An iOS text field that represents different Tags. * [YMTreeMap](https://github.com/yahoo/YMTreeMap) - Treemap / Heatmap layout engine, based on Squarified. * [YNSearch](https://github.com/younatics/YNSearch) - Awesome fully customizable search view like Pinterest. #### Alert *Libs to display alert, action sheet, notification, popup.* [back to top](#readme) * [Alertift](https://github.com/sgr-ksmt/Alertift) - Modern, easy UIAlertController wrapper. * [Alerts Pickers](https://github.com/dillidon/alerts-and-pickers) - Advanced usage of UIAlertController with TextField, DatePicker, PickerView, TableView and CollectionView. * [ALRT](https://github.com/mshrwtnb/alrt) - An easier constructor for UIAlertController. Present an alert from anywhere. * [AwaitToast](https://github.com/k-lpmg/AwaitToast) - 🍞 An async waiting toast with basic toast. Inspired by facebook posting toast. * [CDAlertView](https://github.com/candostdagdeviren/CDAlertView) - Highly customizable alert/notification/success/error/alarm popup. * [CFNotify](https://github.com/JT501/CFNotify) - A customizable framework to create draggable alert views. * [EZAlertController](https://github.com/thellimist/EZAlertController) - Easy UIAlertController. * [GSMessage](https://github.com/wxxsw/GSMessages) - A simple style messages/notifications for iOS 7+. * [Kamagari](https://github.com/tasanobu-zz/Kamagari) - Simple UIAlertController builder class. * [Loaf](https://github.com/schmidyy/Loaf) - A simple framework for easy iOS Toasts. * [NotificationBanner](https://github.com/Daltron/NotificationBanner) - The easiest way to display highly customizable in app notification banners in iOS. * [PMAlertController](https://github.com/pmusolino/PMAlertController) - PMAlertController is a great and customizable substitute to UIAlertController. * [PopupDialog](https://github.com/orderella/PopupDialog) - A simple, customizable popup dialog. Replaces UIAlertController alert style. * [PopupView](https://github.com/exyte/PopupView) - Toasts and popups library written with SwiftUI. * [SCLAlertView](https://github.com/vikmeup/SCLAlertView-Swift) - Animated Alert view. * [Sheet](https://github.com/ParkGwangBeom/Sheet) - Actionsheet with navigation features such as the Flipboard App. * [SPAlert](https://github.com/ivanvorobei/SPAlert) - Native popup from Apple Music & Feedback in AppStore. Contains Done & Heart presets. * [StatusAlert](https://github.com/LowKostKustomz/StatusAlert) - Display Apple system-like self-hiding status alerts without interrupting user flow. * [SweetAlert](https://github.com/codestergit/SweetAlert-iOS) - Alert system. * [Swift-Prompts](https://github.com/GabrielAlva/Swift-Prompts) - Design custom prompts with a great scope of options to choose from. * [SwiftEntryKit](https://github.com/huri000/SwiftEntryKit) - A simple and versatile pop-up presenter. * [SwiftMessages](https://github.com/SwiftKickMobile/SwiftMessages) - A very flexible message bar for iOS. * [SwiftOverlays](https://github.com/peterprokop/SwiftOverlays) - various popups and notifications. * [Toast-Swift](https://github.com/BastiaanJansen/Toast-Swift) - An easy to use library to create iOS 14 and newer style toasts. * [XLActionController](https://github.com/xmartlabs/XLActionController) - Fully customizable and extensible action sheet controller. * [Zingle](https://github.com/hemangshah/Zingle) - An alert will display underneath your UINavigationBar. #### Blur [back to top](#readme) * [VisualEffectView](https://github.com/efremidze/VisualEffectView) - UIVisualEffectView subclass with tint color. #### Button [back to top](#readme) * [AHDownloadButton](https://github.com/amerhukic/AHDownloadButton) - Customizable download button with progress and transition animations. It is based on Apple's App Store download button. * [DOFavoriteButton](https://github.com/okmr-d/DOFavoriteButton) - Cute Animated Button. * [ExpandableButton](https://github.com/DimaMishchenko/ExpandableButton) - Customizable and easy to use expandable button. * [FloatingButton](https://github.com/exyte/FloatingButton) - Easily customizable floating button menu created with SwiftUI. * [Floaty](https://github.com/kciter/Floaty) - Floating Action Button for iOS. * [IGStoryButtonKit](https://github.com/KaoruMuta/IGStoryButtonKit) - Easy-to-use button with rich animation inspired by instagram stories. * [LGButton](https://github.com/loregr/LGButton) - A fully customisable subclass of the native UIControl which allows you to create beautiful buttons without writing any line of code. * [LTHRadioButton](https://github.com/rolandleth/LTHRadioButton) - A radio button with a pretty animation. * [MultiToggleButton](https://github.com/yonat/MultiToggleButton) - A UIButton subclass that implements tap-to-toggle button text (like the camera flash and timer buttons). * [NFDownloadButton](https://github.com/LeonardoCardoso/NFDownloadButton) - Revamped Download Button. It's kinda a reverse engineering of Netflix's app download button. * [PMSuperButton](https://github.com/pmusolino/PMSuperButton) - A powerful UIButton with super powers, customizable from Storyboard. * [RadioGroup](https://github.com/yonat/RadioGroup) - The missing iOS radio buttons group. * [SwiftShareBubbles](https://github.com/takecian/SwiftShareBubbles) - Animated social share buttons control for iOS. * [TransitionButton](https://github.com/AladinWay/TransitionButton) - UIButton subclass for loading and transition animation. #### Calendar [back to top](#readme) * [CalendarKit](https://github.com/richardtop/CalendarKit) - Fully customizable calendar day view. * [CalendarView](https://github.com/mmick66/CalendarView) - Calendar Component, It features both vertical and horizontal layout (and scrolling) and the display of native calendar events. * [DateTimePicker](https://github.com/itsmeichigo/DateTimePicker) - A nicer iOS UI component for picking date and time. * [ElegantCalendar](https://github.com/ThasianX/ElegantCalendar) - The elegant full screen calendar missed in SwiftUI. * [HorizonCalendar](https://github.com/airbnb/HorizonCalendar) - A declarative, performant, iOS calendar UI component that supports use cases ranging from simple date pickers all the way up to fully-featured calendar apps. * [JTAppleCalendar](https://github.com/patchthecode/JTAppleCalendar) - UI calendar handler. * [KVKCalendar](https://github.com/kvyatkovskys/KVKCalendar) - A most fully customization calendar for Apple platforms 📅 * [Workaholic](https://github.com/hemangshah/Workaholic) - A GitHub-like work contribution timeline. #### Cards [back to top](#readme) * [CardNavigation](https://github.com/james01/CardNavigation) - A navigation controller that displays its view controllers as an interactive stack of cards. * [CardParts](https://github.com/intuit/CardParts) - A reactive, card-based UI framework built on UIKit for iOS developers. * [VerticalCardSwiper](https://github.com/JoniVR/VerticalCardSwiper) - A marriage between the Shazam Discover UI and Tinder, built with UICollectionView. #### Form [back to top](#readme) * [Carbon](https://github.com/ra1028/Carbon) - 🚴 A declarative library for building component-based user interfaces in UITableView and UICollectionView. * [Eureka](https://github.com/xmartlabs/Eureka) - Elegant iOS form builder. * [FDBarGauge](https://github.com/fulldecent/FDBarGauge) - Simulate the level indicator on an audio mixing board * [Former](https://github.com/ra1028/Former) - A fully customizable library for easy creating UITableView based form. * [ObjectForm](https://github.com/haojianzong/ObjectForm) - A simple yet powerful library to build form for your class models. * [SwiftyFORM](https://github.com/neoneye/SwiftyFORM) - Forms that can be validated. #### HUD [back to top](#readme) * [EZLoadingActivity](https://github.com/Esqarrouth/EZLoadingActivity) - Lightweight loading activity HUD. * [GradientLoadingBar](https://github.com/fxm90/GradientLoadingBar) - An animated gradient loading bar. * [KRProgressHUD](https://github.com/krimpedance/KRProgressHUD) - A beautiful and customizable progress HUD. * [PKHUD](https://github.com/pkluz/PKHUD) - Reimplementation of the Apple HUD. #### Label [back to top](#readme) * [ActiveLabel](https://github.com/optonaut/ActiveLabel.swift) - UILabel drop-in replacement supporting Hashtags (#), Mentions (@) and URLs (http://). * [Atributika](https://github.com/psharanda/Atributika) - TConvert text with HTML tags, links, hashtags, mentions into NSAttributedString. Make them clickable with UILabel drop-in replacement. * [CountdownLabel](https://github.com/suzuki-0000/CountdownLabel) - Simple countdown UILabel with morphing animation, and some useful function. * [GlitchLabel](https://github.com/kciter/GlitchLabel) - Glitching UILabel for iOS. * [IncrementableLabel](https://github.com/tbaranes/IncrementableLabel) - An UILabel subclass to (de)increment numbers in an UILabel. * [KDEDateLabel](https://github.com/delannoyk/KDEDateLabel) - An UILabel subclass that updates itself to make time ago's format easier. * [LTMorphingLabel](https://github.com/lexrus/LTMorphingLabel) - Graceful morphing effects for UILabel. * [Nantes](https://github.com/instacart/Nantes) - TTTAttributedLabel replacement. * [TriLabelView](https://github.com/mukeshthawani/TriLabelView) - A triangle shaped corner label view for iOS. #### Menu [back to top](#readme) * [AKSwiftSlideMenu](https://github.com/ashishkakkad8/AKSwiftSlideMenu) - Slide Menu (Drawer). * [CircleMenu](https://github.com/Ramotion/circle-menu) - CircleMenu is a simple, elegant UI menu with a circular layout and material design animations. * [ENSwiftSideMenu](https://github.com/evnaz/ENSwiftSideMenu) - Sliding side menu. * [FanMenu](https://github.com/exyte/fan-menu) - Menu with a circular layout based on Macaw. * [FlowingMenu](https://github.com/yannickl/FlowingMenu) - Interactive view transition to display menus with flowing and bouncing effects. * [GuillotineMenu](https://github.com/Yalantis/GuillotineMenu) - Guillotine style menu. * [HHFloatingView](https://github.com/hemangshah/HHFloatingView) - An easy to use and setup floating view for your app. * [InteractiveSideMenu](https://github.com/handsomecode/InteractiveSideMenu) - Customizable iOS Interactive Side Menu. * [KWDrawerController](https://github.com/Kawoou/KWDrawerController) - Drawer view controller that easy to use. * [MenuItemKit](https://github.com/cxa/MenuItemKit) - `UIMenuItem` with image and block (closure) support. * [Pagemenu](https://github.com/PageMenu/PageMenu) - Pagination enabled view controller. * [PagingKit](https://github.com/kazuhiro4949/PagingKit) - PagingKit provides customizable menu UI. * [Panels](https://github.com/antoniocasero/Panels) - Panels is a framework to easily add sliding panels to your application. * [Parchment](https://github.com/rechsteiner/Parchment) - A paging view controller with a highly customizable menu, built on UICollectionView. * [PopMenu](https://github.com/CaliCastle/PopMenu) - 😎 A cool and customizable popup style action sheet for iOS. * [SideMenu](https://github.com/jonkykong/SideMenu) - Simple side menu control for iOS inspired by Facebook. Right and Left sides. No coding required. * [SlideMenuControllerSwift](https://github.com/dekatotoro/SlideMenuControllerSwift) - iOS Slide Menu View based on Google+, iQON, Feedly, Ameba iOS app. * [SwipeMenuViewController](https://github.com/yysskk/SwipeMenuViewController) - Swipable tab and menu View and ViewController. * [XLPagerTabStrip](https://github.com/xmartlabs/XLPagerTabStrip) - Android PagerTabStrip for iOS. * [YNDropDownMenu](https://github.com/younatics/YNDropDownMenu) - Adorable iOS drop down menu. #### Pagination [back to top](#readme) * [CHIPageControl](https://github.com/ChiliLabs/CHIPageControl) - A set of cool animated page controls to replace boring UIPageControl. * [FlexiblePageControl](https://github.com/shima11/FlexiblePageControl) - A flexible UIPageControl like Instagram. * [iPages](https://github.com/benjaminsage/iPages) - Quickly implement swipable page views in SwiftUI 📝. * [Pageboy](https://github.com/uias/Pageboy) - A simple, highly informative page view controller. * [PageController](https://github.com/hirohisa/PageController) - Infinite paging controller. * [SlideController](https://github.com/touchlane/SlideController) - It is a nice alternative for UIPageViewController built using power of generic types. Swipe between pages with an interactive title navigation control. Configure horizontal or vertical chains for unlimited pages amount. #### Payment [back to top](#readme) * [AnimatedCardInput](https://github.com/netguru/AnimatedCardInput) - Customisable and easy to use Credit Card UI. * [Caishen](https://github.com/prolificinteractive/Caishen) - A Payment Card UI & Validator for iOS. * [iCard](https://github.com/eliakorkmaz/iCard) - Bank Card Generator using SnapKit DSL. * [MFCard](https://github.com/MobileFirstInc/MFCard) - Easily integrate Credit Card payments in iOS App. * [TPInAppReceipt](https://github.com/tikhop/TPInAppReceipt) - A lightweight, pure-Swift library for reading and validating Apple In App Purchase Receipt locally. #### Permissions [back to top](#readme) * [AREK](https://github.com/ennioma/arek) - AREK is a clean and easy to use wrapper over any kind of iOS permission. * [Permission](https://github.com/delba/Permission) - A unified API to ask for permissions on iOS. * [SPPermission](https://github.com/ivanvorobei/SPPermissions) - Simple request permission with native UI and interactive animation. #### Scroll Bars [back to top](#readme) * [DMScrollBar](https://github.com/batanus/DMScrollBar) - Best in class customizable ScrollBar for any type of ScrollView with Decelerating, Bounce & Rubber band mechanisms and many many more. #### StackView [back to top](#readme) * [StackViewController](https://github.com/seedco/StackViewController) - Simplify the use of UIStackView. * [TZStackView](https://github.com/tomvanzummeren/TZStackView) - An iOS9 UIStackView layout component re-implemented for iOS 7 and 8. #### Switch [back to top](#readme) * [MJMaterialSwitch](https://github.com/JaleelNazir/MJMaterialSwitch) - A Customizable Switch UI for iOS, Inspired from Google's Material Design. * [paper-switch](https://github.com/Ramotion/paper-switch) - RAMPaperSwitch is a material design UI module which paints over the parent view when the switch is turned on. * [Switch](https://github.com/T-Pham/Switch) - A switch control with full Interface Builder support. #### Tab [back to top](#readme) * [Adaptive Tab Bar](https://github.com/Ramotion/adaptive-tab-bar) - Adaptive tab bar. * [Animated Tab Bar](https://github.com/Ramotion/animated-tab-bar) - RAMAnimatedTabBarController is a module for adding animation to tab bar items. * [CardTabBar](https://github.com/yusadogru/CardTabBar) - Adding animation to iOS tabbar items. * [CircleBar](https://github.com/softhausHQ/CircleBar) - A fun, easy-to-use tab bar navigation controller for iOS. * [ColorMatchTabs](https://github.com/Yalantis/ColorMatchTabs) - Interesting way to display tabs. * [DTPagerController](https://github.com/tungvoduc/DTPagerController) - Container view controller to display a set of ViewControllers in a horizontal scroll view. * [ESTabBarController](https://github.com/eggswift/ESTabBarController) - A highly customizable TabBarController component, which is inherited from UITabBarController. * [HHTabBarView](https://github.com/hemangshah/HHTabBarView) - A lightweight customized tab bar view. * [PolioPager](https://github.com/YuigaWada/PolioPager) - A flexible TabBarController with search tab like SNKRS. * [TabBar](https://github.com/onl1ner/TabBar) - Highly customizable tab bar for SwiftUI applications. * [Tabman](https://github.com/uias/Tabman) - A powerful paging view controller with indicator bar. * [TabPageViewController](https://github.com/EndouMari/TabPageViewController) - Paging view controller and scroll tab view. #### Template [back to top](#readme) * [Stencil](https://github.com/stencilproject/Stencil) - Simple and powerful template language. * [SwiftCssParser](https://github.com/100mango/SwiftCssParser) - Extensible CSS parser. * [Temple](https://github.com/GoodRequest/Temple) - 🗂️ Most advanced project and file templates. #### TextField [back to top](#readme) * [CBPinEntryView](https://github.com/Fawxy/CBPinEntryView) - Easy to use, very customisable pin entry. * [CHIOTPField](https://github.com/ChiliLabs/CHIOTPField) - A set of textfields that can be used for One-time passwords, SMS codes, PIN codes, etc. * [DTTextField](https://github.com/iDhaval/DTTextField) - DTTextField is a custom textfield with floating placeholder and error label. * [FloatingLabelTextFieldSwiftUI](https://github.com/kishanraja/FloatingLabelTextFieldSwiftUI) - FloatingLabelTextFieldSwiftUI is a small and lightweight SwiftUI framework written in completely SwiftUI (not using UIViewRepresentable) that allows to create beautiful and customisable floating label textfield! * [HTYTextField](https://github.com/hanton/HTYTextField) - A UITextField with bouncy placeholder. * [iTextField ⌨️](https://github.com/benjaminsage/iTextField) - A fully-wrapped `UITextField` that works entirely in SwiftUI 🦅. * [PasswordTextField](https://github.com/PiXeL16/PasswordTextField) - A custom TextField with a switchable icon which shows or hides the password and enforces good password policies. * [SkyFloatingLabelTextField](https://github.com/Skyscanner/SkyFloatingLabelTextField) - A beautiful and flexible text field control implementation of "Float Label Pattern". * [StyledTextKit](https://github.com/GitHawkApp/StyledTextKit) - Declarative building and fast rendering attributed string library. * [TextFieldCounter](https://github.com/serralvo/TextFieldCounter) - UITextField character counter with lovable UX. * [TextFieldEffects](https://github.com/raulriera/TextFieldEffects) - Several ready to use effects for UITextFields. * [UITextField-Navigation](https://github.com/T-Pham/UITextField-Navigation) - UITextField-Navigation adds next, previous and done buttons to the keyboard for your UITextFields. Highly customizable. * [VKPinCodeView](https://github.com/Sunspension/VKPinCodeView) - Simple and elegant UI component for input PIN. #### Transition [back to top](#readme) * [BubbleTransition](https://github.com/andreamazz/BubbleTransition) - Bubble transition in an easy way. * [Cards XI](https://github.com/PaoloCuscela/Cards) - Awesome iOS 11 AppStore's Card Views. * [EasyTransitions](https://github.com/marcosgriselli/EasyTransitions) - A simple way to create custom interactive UIViewController transitions. * [Hero](https://github.com/HeroTransitions/Hero) - Elegant transition library for iOS. * [ImageTransition](https://github.com/shtnkgm/ImageTransition) - ImageTransition is a library for smooth animation of images during transitions. * [Jelly](https://github.com/SebastianBoldt/Jelly) - Jelly provides custom view controller transitions with just a few lines of code. * [LiquidSwipe](https://github.com/exyte/LiquidSwipe) - Liquid navigation animation * [MusicPlayerTransition](https://github.com/xxxAIRINxxx/MusicPlayerTransition) - Custom interactive transition like Apple Music iOS App. * [NavigationTransitions](https://github.com/davdroman/swiftui-navigation-transitions) - Pure SwiftUI Navigation transitions. * [PanSlip](https://github.com/k-lpmg/PanSlip) - Use PanGesture to dismiss view on UIViewController and UIView. * [PinterestSwift](https://github.com/demonnico/PinterestSwift) - Pinterest style transition. * [RevealingSplashView](https://github.com/PiXeL16/RevealingSplashView) - A Splash view that animates and reveals its content, inspired by the Twitter splash. * [SamuraiTransition](https://github.com/hachinobu/SamuraiTransition) - Swift based library providing a collection of ViewController transitions featuring a number of neat cutting animations. * [SPLarkController](https://github.com/ivanvorobei/SPLarkController) - Custom transition between two controller. Translate to top. * [SPStorkController](https://github.com/ivanvorobei/SPStorkController) - Now playing controller from Apple Music. Customisable height. * [StarWars.iOS](https://github.com/Yalantis/StarWars.iOS) - Transition animation to crumble view-controller into tiny pieces. * [Transition](https://github.com/Touchwonders/Transition) - Easy interactive interruptible custom ViewController transitions. #### 3D [back to top](#readme) * [Insert3D](https://github.com/Viktoo/Insert3D) - The fastest 🚀 way to embed a 3D model. #### UICollectionView [back to top](#readme) * [ASCollectionView](https://github.com/abdullahselek/ASCollectionView) - Lightweight custom collection view inspired by Airbnb. * [AZCollectionViewController](https://github.com/AfrozZaheer/AZCollectionViewController) - Easy way to integrate pagination with dummy views in CollectionView, make Instagram Discover withing minutes. * [Blueprints](https://github.com/zenangst/Blueprints) - A framework that is meant to make your life easier when working with collection view flow layouts. * [BouncyLayout](https://github.com/roberthein/BouncyLayout) - Collection view layout that makes your cells bounce. * [CardsLayout](https://github.com/filletofish/CardsLayout) - Nice card-designed custom CollectionView layout. * [CenteredCollectionView](https://github.com/BenEmdon/CenteredCollectionView) - A lightweight UICollectionViewLayout that pages and centers it's cells. * [CheckmarkCollectionViewCell](https://github.com/yonat/CheckmarkCollectionViewCell) - UICollectionViewCell with checkbox when it isSelected and empty circle when not - like Photos.app 'Select' mode. * [CollectionViewShelfLayout](https://github.com/pitiphong-p/CollectionViewShelfLayout) - A UICollectionViewLayout subclass displays its items as rows of items similar to the App Store Feature tab without a nested UITableView/UICollectionView hack. * [CollectionViewSlantedLayout](https://github.com/yacir/CollectionViewSlantedLayout) - UICollectionViewLayout to show slanted content. * [Drag and Drop UICollectionView](https://github.com/mmick66/KDDragAndDropCollectionView) - Dragging and Dropping data across multiple UICollectionViews. * [FSPagerView](https://github.com/WenchaoD/FSPagerView) - Elegant Screen Slide Library. It is extremely helpful for making Banner View、Product Show、Welcome/Guide Pages、Screen/ViewController Sliders. * [Gliding Collection](https://github.com/Ramotion/gliding-collection) - Gliding Collection is a smooth, flowing, customizable decision for a UICollectionView Controller. * [GoodProvider](https://github.com/GoodRequest/GRProvider) - 🚀 UITableView and UICollectionView provider to simplify basic scenarios of showing the data. * [GravitySlider](https://github.com/ApplikeySolutions/GravitySlider) - Beautiful alternative to the standard UICollectionView flow layout. * [ShelfView-iOS](https://github.com/tdscientist/ShelfView-iOS) - iOS custom view to display books on shelf. * [SimpleSource](https://github.com/Squarespace/simple-source ) - Easy and type-safe iOS table and collection views. * [SwiftSpreadsheet](https://github.com/stuffrabbit/SwiftSpreadsheet) - Fully customizable spreadsheet CollectionViewLayout. * [TagCellLayout](https://github.com/riteshhgupta/TagCellLayout) - UICollectionView layout for Tags with Left, Center & Right alignments. * [UICollectionViewSplitLayout](https://github.com/yahoojapan/UICollectionViewSplitLayout) - UICollectionViewSplitLayout makes collection view more responsive. * [VegaScroll](https://github.com/AppliKeySolutions/VegaScroll) - Lightweight animation flowlayout for UICollectionView. #### UITableView [back to top](#readme) * [AZTableViewController](https://github.com/AfrozZaheer/AZTableViewController) - Elegant and easy way to integrate pagination with placeholder views. * [CollapsibleTableSectionViewController](https://github.com/jeantimex/CollapsibleTableSectionViewController) - A library to support collapsible sections in a table view. * [DGElasticPullToRefresh](https://github.com/gontovnik/DGElasticPullToRefresh) - Elastic pull to refresh. * [DiffableDataSources](https://github.com/ra1028/DiffableDataSources) - 💾 A library for backporting UITableView/UICollectionViewDiffableDataSource. * [DTTableViewManager](https://github.com/DenTelezhkin/DTTableViewManager) - Protocol-oriented UITableView management, powered by generics and associated types. * [ExpandableCell](https://github.com/younatics/ExpandableCell) - Fully refactored YNExapnadableCell with more concise, bug free. Easiest usage of expandable & collapsible cell for iOS. You can customize expandable UITableViewCell whatever you like. ExpandableCell is made because insertRows and deleteRows is hard to use. Just inheirt ExpandableDelegate. * [FDTextFieldTableViewCell](https://github.com/fulldecent/FDTextFieldTableViewCell) - Adds a UITextField to the cell and places it correctly. * [folding-cell](https://github.com/Ramotion/folding-cell) - Folding cell transition. * [GridView](https://github.com/KyoheiG3/GridView) - Can be customized as a time table, spreadsheet, paging and more. * [HGPlaceholders](https://github.com/HamzaGhazouani/HGPlaceholders) - Nice library to show placeholders and Empty States for any UITableView/UICollectionView in your project. * [OKTableViewLiaison](https://github.com/okcupid/OKTableViewLiaison) - Framework to help you better manage UITableViews. * [ParallaxHeader](https://github.com/romansorochak/ParallaxHeader) - Simple way to add parallax header to UIScrollView/UITableView. * [Persei](https://github.com/Yalantis/Persei) - Animated top menu for UITableView / UICollectionView / UIScrollView. * [PullToRefreshSwift](https://github.com/dekatotoro/PullToRefreshSwift) - PullToRefresh library. * [QuickTableViewController](https://github.com/bcylin/QuickTableViewController) - A simple way to create a UITableView for settings. * [ReverseExtension](https://github.com/marty-suzuki/ReverseExtension) - UITableView extension that enables the insertion of cells the from bottom of a table view. * [SelectionList](https://github.com/yonat/SelectionList) - Simple single-selection or multiple-selection checklist, based on UITableView. * [Shoyu](https://github.com/xai3/Shoyu) - Easier way to represent the structure of UITableView. * [SwiftyComments](https://github.com/tsucres/SwiftyComments) - Nested hierarchy of expandable/collapsible cells to easily build elegant discussion threads. * [SwipeCellKit](https://github.com/SwipeCellKit/SwipeCellKit) - Swipeable UITableViewCell based on the stock Mail.app. * [WLEmptyState](https://github.com/wizeline/WLEmptyState) - A component that lets you customize the view when the dataset of UITableView is empty. * [YNExpandableCell](https://github.com/younatics/YNExpandableCell) - Awesome expandable, collapsible tableview cell for iOS. #### Walkthrough [back to top](#readme) * [AwesomeSpotlightView](https://github.com/aleksandrshoshiashvili/AwesomeSpotlightView) - Create tutorial or coach tour. * [BWWalkthrough](https://github.com/ariok/BWWalkthrough) - A class to build custom walkthroughs for your iOS App. * [ConcentricOnboarding](https://github.com/exyte/ConcentricOnboarding) - SwiftUI library for a walkthrough or onboarding flow with tap actions. * [Gecco](https://github.com/xai3/Gecco) - Spotlight view for iOS. * [Instructions](https://github.com/ephread/Instructions) - A library to create app walkthroughs and guided tours. * [OnboardKit](https://github.com/NikolaKirev/OnboardKit) - Customisable user onboarding for your iOS app. * [PaperOnboarding](https://github.com/Ramotion/paper-onboarding) - PaperOnboarding is a material design UI slider. * [SuggestionsKit](https://github.com/huemae/SuggestionsKit) - Library for educating users about features in app. * [SwiftyOnboard](https://github.com/juanpablofernandez/SwiftyOnboard) - An iOS framework that allows developers to create beautiful onboarding experiences. * [SwiftyWalkthrough](https://github.com/ruipfcosta/SwiftyWalkthrough) - The easiest way to create a great walkthrough experience in your apps. ### Utility *Some interesting utilities to help you in your projects* [back to top](#readme) * [AlexaSkillsKit](https://github.com/choefele/AlexaSkillsKit) - Develop custom Alexa Skills. * [ApplyStyleKit](https://github.com/shindyu/ApplyStyleKit) - Elegantly, Apply style to UIKit using Method Chain. * [Basis](https://github.com/typelift/Basis) - Pure Declarative Programming. * [Bow](https://github.com/bow-swift/bow) - Companion library for Typed Functional Programming. * [CallbackURLKit](https://github.com/phimage/CallbackURLKit) - Implementation of x-callback-url (Inter app communication). * [Closures](https://github.com/vhesener/Closures) - Swifty closures for UIKit and Foundation. * [Codextended](https://github.com/JohnSundell/Codextended) - Extensions giving Codable API type inference super powers. * [Curry](https://github.com/thoughtbot/Curry) - Function currying. * [Delegated](https://github.com/dreymonde/Delegated) - Closure-based delegation without memory leaks. * [DifferenceKit](https://github.com/ra1028/DifferenceKit) - 💻 A fast and flexible O(n) difference algorithm framework. * [Differific](https://github.com/zenangst/Differific) - A fast and convenient diffing framework. * [Dollar](https://github.com/ankurp/Dollar) - Similar to Lo-Dash or Underscore in Javascript. * [DuctTape](https://github.com/marty-suzuki/DuctTape) - 📦 KeyPath dynamicMemberLookup based syntax sugar for Swift. * [EtherWalletKit](https://github.com/SteadyAction/EtherWalletKit) - Ethereum Wallet Toolkit for iOS - You can implement Ethereum wallet without a server and blockchain knowledge. * [ExceptionCatcher](https://github.com/sindresorhus/ExceptionCatcher) - Catch Objective-C exceptions. * [EZSwiftExtensions](https://github.com/goktugyil/EZSwiftExtensions) - How standard types and classes were supposed to work. * [FluentQuery](https://github.com/MihaelIsaev/FluentQuery) :penguin: - Powerful and easy to use Query Builder. * [GoodExtensions-iOS](https://github.com/GoodRequest/GoodExtensions-iOS) - 📑 GoodExtensions is a collection of useful and frequently used extensions. * [GoodUIKit](https://github.com/GoodRequest/GoodUIKit) - 📑 GoodUIKit is an extensions library filled with reusable UI snippets for faster and more efficient development. * [Highlighter](https://github.com/younatics/Highlighter) - Highlight whatever you want! Highlighter will magically find UI objects such as UILabel, UITextView, UITexTfield, UIButton in your UITableViewCell or other Class. * [LifetimeTracker](https://github.com/krzysztofzablocki/LifetimeTracker) - Surface retain cycle / memory issues right as you develop your application. * [Lumos](https://github.com/sushinoya/Lumos) - An easy-to-use API for Objective-C runtime functions. * [ObjectiveKit](https://github.com/marmelroy/ObjectiveKit) - API for Objective C runtime functions. * [OpenSourceController](https://github.com/floriangbh/OpenSourceController) - The simplest way to display the librarie's licences used in your application. * [Percentage](https://github.com/sindresorhus/Percentage) - Make percentages more readable and type-safe. * [Periphery](https://github.com/peripheryapp/periphery) - A tool to identify unused code in Swift projects. * [Playbook](https://github.com/playbook-ui/playbook-ios) - 📘A library for isolated developing UI components and automatically snapshots of them. * [PrivacyFlash Pro](https://github.com/privacy-tech-lab/privacyflash-pro) - Generate a privacy policy for your Swift iOS app from its code. * [protobuf-swift](https://github.com/alexeyxo/protobuf-swift) - ProtocolBuffers. * [Prototope](http://khan.github.io/Prototope/) - Library of lightweight interfaces for prototyping, bridged to JS. * [R.swift](https://github.com/mac-cain13/R.swift) - Tool to get strong typed, autocompleted resources like images, cells and segues. * [RandomKit](https://github.com/nvzqz/RandomKit/) :penguin: - Random data generation. * [ReadabilityKit](https://github.com/exyte/ReadabilityKit) - Preview extractor for news, articles and full-texts. * [ResourceKit](https://github.com/bannzai/ResourceKit) - Enable autocomplete use resources. * [Result](https://github.com/antitypical/Result) - Type modelling the success/failure of arbitrary operations. * [Rugby](https://github.com/swiftyfinch/Rugby) - 🏈 Cache CocoaPods for faster rebuild and indexing Xcode project. * [Runes](https://github.com/thoughtbot/Runes) - Functional operators: flatMap, map, apply. * [Solar](https://github.com/ceeK/Solar) - Calculate sunrise and sunset times given a location. * [SpriteKit+Spring](https://github.com/ataugeron/SpriteKit-Spring) - SpriteKit API reproducing UIView's spring animations with SKAction. * [Sugar](https://github.com/hyperoslo/Sugar) - Something sweet that goes great with your Cocoa. * [swift-protobuf](https://github.com/apple/swift-protobuf) :penguin: - A plugin and runtime library for using Google's Protocol Buffer. * [SwiftBoost](https://github.com/sparrowcode/SwiftBoost) - Collection of Swift-extensions to boost development process. * [Swiftbot](https://github.com/noppefoxwolf/Swiftbot) - run swift code on slack. * [SwifterSwift](https://github.com/SwifterSwift/SwifterSwift) - A handy collection of more than 500 native extensions to boost your productivity. * [SwiftGen-Storyboard](https://github.com/SwiftGen/SwiftGen#uistoryboard) - A tool to auto-generate `enums` for all your Storyboards, Scenes and Segues constants + appropriate convenience accessors. * [SwiftLinkPreview](https://github.com/LeonardoCardoso/SwiftLinkPreview) - It makes a preview from an url, grabbing all information such as title, relevant texts and images. * [SwiftPlantUML](https://github.com/MarcoEidinger/SwiftPlantUML) - A command-line tool and Swift Package to generate UML class from your Swift source code. Also available as Xcode Source Editor Extension. * [SwiftRandom](https://github.com/thellimist/SwiftRandom) - A tiny generator of random data. * [SwiftRater](https://github.com/takecian/SwiftRater) - A utility that reminds your iPhone app's users to review the app. * [SwiftTweaks](https://github.com/khan/swifttweaks) - Tweak your iOS app without recompiling. * [Swiftx](https://github.com/typelift/Swiftx) - Functional data types and functions for any project. * [SwiftyUtils](https://github.com/tbaranes/SwiftyUtils) - All the reusable code that we need in each project. * [Swiftz](https://github.com/typelift/Swiftz) - Functional programming. * [Then](https://github.com/devxoul/Then) - Super sweet syntactic sugar for initializers. * [TSAO](https://github.com/lilyball/swift-tsao) - Type-Safe Associated Objects. * [URLQueryItemEncoder](https://github.com/pitiphong-p/URLQueryItemEncoder) - An Encoder for encoding any Encodable value into an array of URLQueryItem. * [UTIKit](https://github.com/cockscomb/UTIKit) - an UTI (Uniform Type Identifier) wrapper. * [Vaccine](https://github.com/zenangst/Vaccine) - Make your apps immune to recompile-decease. * [WeakableSelf](https://github.com/vincent-pradeilles/weakable-self) - A micro-framework to encapsulate [weak self] and guard statements within closures. * [WhatsNew](https://github.com/BalestraPatrick/WhatsNew) - Showcase new features after an app update similar to Pages, Numbers and Keynote. * [WhatsNewKit](https://github.com/SvenTiigi/WhatsNewKit) - Showcase your awesome new app features. * [XestiMonitors](https://github.com/eBardX/XestiMonitors) - An extensible monitoring framework. * [ZamzamKit](https://github.com/ZamzamInc/ZamzamKit) - A collection of micro utilities and extensions for Standard Library, Foundation and UIKit. ### Validation *A collection of validation libs.* [back to top](#readme) * [ATGValidator](https://github.com/altayer-digital/ATGValidator) - Rule based validation framework with form and card validation support for iOS. * [FormValidatorSwift](https://github.com/ustwo/formvalidator-swift) - Allows you to validate inputs of text fields and text views in a convenient way. * [Input Mask](https://github.com/RedMadRobot/input-mask-ios) - Pattern-based user input formatter, parser and validator for iOS. * [RxValidator](https://github.com/vbmania/RxValidator) - Simple, Extensible, Flexible Validation Checker. * [SwiftValidator](https://github.com/SwiftValidatorCommunity/SwiftValidator) - A rule-based validation library. * [SwiftValidators](https://github.com/gkaimakas/SwiftValidators) - String validation for iOS (inspired by validator.js). * [ValidatedPropertyKit](https://github.com/SvenTiigi/ValidatedPropertyKit) - Easily validate your Properties with Property Wrappers 👮. #### Phone Numbers *Libs to manage phone numbers.* [back to top](#readme) * [NKVPhonePicker](https://github.com/NikKovIos/NKVPhonePicker) - An UITextField subclass to simplify country code's picking. * [PhoneNumberKit](https://github.com/marmelroy/PhoneNumberKit) - Framework for parsing, formatting and validating international phone numbers. Inspired by Google's libphonenumber. ### Version Manager [back to top](#readme) * [AppVersionMonitor](https://github.com/eure/AppVersionMonitor) - Monitor iOS app version easily. * [Siren](https://github.com/ArtSabintsev/Siren) - Notify users when a new version of your app is available and prompt them to upgrade. * [Version](https://github.com/mrackwitz/Version) - Version represents and compares semantic versions. * [Version Tracker Swift](https://github.com/tbaranes/VersionTrackerSwift) - Versions tracker for your iOS, OS X, and tvOS app. ### Video [back to top](#readme) * [BMPlayer](https://github.com/BrikerMan/BMPlayer) - A video player for iOS, based on AVPlayer, support the horizontal, vertical screen. support adjust volume, brigtness and seek by slide. * [Cabbage](https://github.com/VideoFlint/Cabbage) - A video composition framework build on top of AVFoundation. * [Kitsunebi](https://github.com/noppefoxwolf/Kitsunebi) - Overlay alpha channel video animation player view using OpenGLES. * [MMPlayerView](https://github.com/MillmanY/MMPlayerView) - Custom AVPlayerLayer on view and transition player with good effect like YouTube and Facebook. * [MobilePlayer](https://github.com/sahin/mobileplayer-ios) - A powerful and completely customizable media player for iOS. * [NextLevelSessionExporter](https://github.com/NextLevel/NextLevelSessionExporter) - Export and transcode media. * [Player](https://github.com/piemonte/Player) - iOS video player, simple drop in component for playing and streaming media. * [PlayerView](https://github.com/davidlondono/PlayerView) - Easy to use video player using a UIView, manage rate of reproduction, screenshots and callbacks-delegate for player state. * [PryntTrimmerView](https://github.com/HHK1/PryntTrimmerView) - Trim and crop videos. * [SwiftFFmpeg](https://github.com/sunlubo/SwiftFFmpeg) - A wrapper for the FFmpeg C API. * [SwiftVideoBackground](https://github.com/dingwilson/SwiftVideoBackground) - Easy to Use UIView subclass for implementating a video background. * [Swifty360Player](https://github.com/abdullahselek/Swifty360Player) - iOS 360-degree video player streaming from an AVPlayer. * [YiVideoEditor](https://github.com/coderyi/YiVideoEditor) - a library for rotating, cropping, adding layers (watermark) and as well as adding audio (music) to the videos. ## Serverless * [Azure Functions for Swift](https://github.com/SalehAlbuga/azure-functions-swift) :penguin: - Swift Worker for Azure Functions. ### Contributing Please take a quick look at the [contribution guidelines](.github/CONTRIBUTING.md) first. 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 to all [contributors](https://github.com/matteocrippa/awesome-swift/graphs/contributors); you rock!!

# Clean Code concepts adapted for .NET/.NET Core If you liked `clean-code-dotnet` project or if it helped you, please give a star :star: for this repository. That will not only help strengthen our .NET community but also improve skills about the clean code for .NET developers in around the world. Thank you very much :+1: Check out my [blog](https://medium.com/@thangchung) or say hi on [Twitter](https://twitter.com/thangchung)! # Table of Contents - [Clean Code concepts adapted for .NET/.NET Core](#clean-code-concepts-adapted-for-netnet-core) - [Table of Contents](#table-of-contents) - [Introduction](#introduction) - [Clean Code .NET](#clean-code-net) - [Naming](#naming) - [Variables](#variables) - [Functions](#functions) - [Objects and Data Structures](#objects-and-data-structures) - [Classes](#classes) - [SOLID](#solid) - [Testing](#testing) - [Concurrency](#concurrency) - [Error Handling](#error-handling) - [Formatting](#formatting) - [Comments](#comments) - [Other Clean Code Resources](#other-clean-code-resources) - [Other Clean Code Lists](#other-clean-code-lists) - [Style Guides](#style-guides) - [Tools](#tools) - [Cheatsheets](#cheatsheets) - [Contributors](#contributors) - [Backers](#backers) - [Sponsors](#sponsors) - [License](#license) # Introduction  Software engineering principles, from Robert C. Martin's book [_Clean Code_](https://www.amazon.com/Clean-Code-Handbook-Software-Craftsmanship/dp/0132350882), adapted for .NET/.NET Core. This is not a style guide. It's a guide to producing readable, reusable, and refactorable software in .NET/.NET Core. Not every principle herein has to be strictly followed, and even fewer will be universally agreed upon. These are guidelines and nothing more, but they are ones codified over many years of collective experience by the authors of _Clean Code_. Inspired from [clean-code-javascript](https://github.com/ryanmcdermott/clean-code-javascript) and [clean-code-php](https://github.com/jupeter/clean-code-php) lists. # Clean Code .NET ## Naming <details> <summary><b>Avoid using bad names</b></summary> A good name allows the code to be used by many developers. The name should reflect what it does and give context. **Bad:** ```csharp int d; ``` **Good:** ```csharp int daySinceModification; ``` **[⬆ Back to top](#table-of-contents)** </details> <details> <summary><b>Avoid Misleading Names</b></summary> Name the variable to reflect what it is used for. **Bad:** ```csharp var dataFromDb = db.GetFromService().ToList(); ``` **Good:** ```csharp var listOfEmployee = _employeeService.GetEmployees().ToList(); ``` **[⬆ Back to top](#table-of-contents)** </details> <details> <summary><b>Avoid Hungarian notation</b></summary> Hungarian Notation restates the type which is already present in the declaration. This is pointless since modern IDEs will identify the type. **Bad:** ```csharp int iCounter; string strFullName; DateTime dModifiedDate; ``` **Good:** ```csharp int counter; string fullName; DateTime modifiedDate; ``` Hungarian Notation should also not be used in paramaters. **Bad:** ```csharp public bool IsShopOpen(string pDay, int pAmount) { // some logic } ``` **Good:** ```csharp public bool IsShopOpen(string day, int amount) { // some logic } ``` **[⬆ Back to top](#table-of-contents)** </details> <details> <summary><b>Use consistent capitalization</b></summary> Capitalization tells you a lot about your variables, functions, etc. These rules are subjective, so your team can choose whatever they want. The point is, no matter what you all choose, just be consistent. **Bad:** ```csharp const int DAYS_IN_WEEK = 7; const int daysInMonth = 30; var songs = new List<string> { 'Back In Black', 'Stairway to Heaven', 'Hey Jude' }; var Artists = new List<string> { 'ACDC', 'Led Zeppelin', 'The Beatles' }; bool EraseDatabase() {} bool Restore_database() {} class animal {} class Alpaca {} ``` **Good:** ```csharp const int DaysInWeek = 7; const int DaysInMonth = 30; var songs = new List<string> { 'Back In Black', 'Stairway to Heaven', 'Hey Jude' }; var artists = new List<string> { 'ACDC', 'Led Zeppelin', 'The Beatles' }; bool EraseDatabase() {} bool RestoreDatabase() {} class Animal {} class Alpaca {} ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Use pronounceable names</b></summary> It will take time to investigate the meaning of the variables and functions when they are not pronounceable. **Bad:** ```csharp public class Employee { public Datetime sWorkDate { get; set; } // what the heck is this public Datetime modTime { get; set; } // same here } ``` **Good:** ```csharp public class Employee { public Datetime StartWorkingDate { get; set; } public Datetime ModificationTime { get; set; } } ``` **[⬆ Back to top](#table-of-contents)** </details> <details> <summary><b>Use Camelcase notation</b></summary> Use [Camelcase Notation](https://en.wikipedia.org/wiki/Camel_case) for variable and method paramaters. **Bad:** ```csharp var employeephone; public double CalculateSalary(int workingdays, int workinghours) { // some logic } ``` **Good:** ```csharp var employeePhone; public double CalculateSalary(int workingDays, int workingHours) { // some logic } ``` **[⬆ Back to top](#table-of-contents)** </details> <details> <summary><b>Use domain name</b></summary> People who read your code are also programmers. Naming things right will help everyone be on the same page. We don't want to take time to explain to everyone what a variable or function is for. **Good** ```csharp public class SingleObject { // create an object of SingleObject private static SingleObject _instance = new SingleObject(); // make the constructor private so that this class cannot be instantiated private SingleObject() {} // get the only object available public static SingleObject GetInstance() { return _instance; } public string ShowMessage() { return "Hello World!"; } } public static void main(String[] args) { // illegal construct // var object = new SingleObject(); // Get the only object available var singletonObject = SingleObject.GetInstance(); // show the message singletonObject.ShowMessage(); } ``` **[⬆ Back to top](#table-of-contents)** </details> ## Variables <details> <summary><b>Avoid nesting too deeply and return early</b></summary> Too many if else statements can make the code hard to follow. **Explicit is better than implicit**. **Bad:** ```csharp public bool IsShopOpen(string day) { if (!string.IsNullOrEmpty(day)) { day = day.ToLower(); if (day == "friday") { return true; } else if (day == "saturday") { return true; } else if (day == "sunday") { return true; } else { return false; } } else { return false; } } ``` **Good:** ```csharp public bool IsShopOpen(string day) { if (string.IsNullOrEmpty(day)) { return false; } var openingDays = new[] { "friday", "saturday", "sunday" }; return openingDays.Any(d => d == day.ToLower()); } ``` **Bad:** ```csharp public long Fibonacci(int n) { if (n < 50) { if (n != 0) { if (n != 1) { return Fibonacci(n - 1) + Fibonacci(n - 2); } else { return 1; } } else { return 0; } } else { throw new System.Exception("Not supported"); } } ``` **Good:** ```csharp public long Fibonacci(int n) { if (n == 0) { return 0; } if (n == 1) { return 1; } if (n > 50) { throw new System.Exception("Not supported"); } return Fibonacci(n - 1) + Fibonacci(n - 2); } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Avoid mental mapping</b></summary> Don’t force the reader of your code to translate what the variable means. **Explicit is better than implicit**. **Bad:** ```csharp var l = new[] { "Austin", "New York", "San Francisco" }; for (var i = 0; i < l.Count(); i++) { var li = l[i]; DoStuff(); DoSomeOtherStuff(); // ... // ... // ... // Wait, what is `li` for again? Dispatch(li); } ``` **Good:** ```csharp var locations = new[] { "Austin", "New York", "San Francisco" }; foreach (var location in locations) { DoStuff(); DoSomeOtherStuff(); // ... // ... // ... Dispatch(location); } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Avoid magic string</b></summary> Magic strings are string values that are specified directly within application code that have an impact on the application’s behavior. Frequently, such strings will end up being duplicated within the system, and since they cannot automatically be updated using refactoring tools, they become a common source of bugs when changes are made to some strings but not others. **Bad** ```csharp if (userRole == "Admin") { // logic in here } ``` **Good** ```csharp const string ADMIN_ROLE = "Admin" if (userRole == ADMIN_ROLE) { // logic in here } ``` Using this we only have to change in centralize place and others will adapt it. **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Don't add unneeded context</b></summary> If your class/object name tells you something, don't repeat that in your variable name. **Bad:** ```csharp public class Car { public string CarMake { get; set; } public string CarModel { get; set; } public string CarColor { get; set; } //... } ``` **Good:** ```csharp public class Car { public string Make { get; set; } public string Model { get; set; } public string Color { get; set; } //... } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Use meaningful and pronounceable variable names</b></summary> **Bad:** ```csharp var ymdstr = DateTime.UtcNow.ToString("MMMM dd, yyyy"); ``` **Good:** ```csharp var currentDate = DateTime.UtcNow.ToString("MMMM dd, yyyy"); ``` **[⬆ Back to top](#table-of-contents)** </details> <details> <summary><b>Use the same vocabulary for the same type of variable</b></summary> **Bad:** ```csharp GetUserInfo(); GetUserData(); GetUserRecord(); GetUserProfile(); ``` **Good:** ```csharp GetUser(); ``` **[⬆ Back to top](#table-of-contents)** </details> <details> <summary><b>Use searchable names (part 1)</b></summary> We will read more code than we will ever write. It's important that the code we do write is readable and searchable. By _not_ naming variables that end up being meaningful for understanding our program, we hurt our readers. Make your names searchable. **Bad:** ```csharp // What the heck is data for? var data = new { Name = "John", Age = 42 }; var stream1 = new MemoryStream(); var ser1 = new DataContractJsonSerializer(typeof(object)); ser1.WriteObject(stream1, data); stream1.Position = 0; var sr1 = new StreamReader(stream1); Console.Write("JSON form of Data object: "); Console.WriteLine(sr1.ReadToEnd()); ``` **Good:** ```csharp var person = new Person { Name = "John", Age = 42 }; var stream2 = new MemoryStream(); var ser2 = new DataContractJsonSerializer(typeof(Person)); ser2.WriteObject(stream2, data); stream2.Position = 0; var sr2 = new StreamReader(stream2); Console.Write("JSON form of Data object: "); Console.WriteLine(sr2.ReadToEnd()); ``` **[⬆ Back to top](#table-of-contents)** </details> <details> <summary><b>Use searchable names (part 2)</b></summary> **Bad:** ```csharp var data = new { Name = "John", Age = 42, PersonAccess = 4}; // What the heck is 4 for? if (data.PersonAccess == 4) { // do edit ... } ``` **Good:** ```csharp public enum PersonAccess : int { ACCESS_READ = 1, ACCESS_CREATE = 2, ACCESS_UPDATE = 4, ACCESS_DELETE = 8 } var person = new Person { Name = "John", Age = 42, PersonAccess= PersonAccess.ACCESS_CREATE }; if (person.PersonAccess == PersonAccess.ACCESS_UPDATE) { // do edit ... } ``` **[⬆ Back to top](#table-of-contents)** </details> <details> <summary><b>Use explanatory variables</b></summary> **Bad:** ```csharp const string Address = "One Infinite Loop, Cupertino 95014"; var cityZipCodeRegex = @"/^[^,\]+[,\\s]+(.+?)\s*(\d{5})?$/"; var matches = Regex.Matches(Address, cityZipCodeRegex); if (matches[0].Success == true && matches[1].Success == true) { SaveCityZipCode(matches[0].Value, matches[1].Value); } ``` **Good:** Decrease dependence on regex by naming subpatterns. ```csharp const string Address = "One Infinite Loop, Cupertino 95014"; var cityZipCodeWithGroupRegex = @"/^[^,\]+[,\\s]+(?<city>.+?)\s*(?<zipCode>\d{5})?$/"; var matchesWithGroup = Regex.Match(Address, cityZipCodeWithGroupRegex); var cityGroup = matchesWithGroup.Groups["city"]; var zipCodeGroup = matchesWithGroup.Groups["zipCode"]; if(cityGroup.Success == true && zipCodeGroup.Success == true) { SaveCityZipCode(cityGroup.Value, zipCodeGroup.Value); } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Use default arguments instead of short circuiting or conditionals</b></summary> **Not good:** This is not good because `breweryName` can be `NULL`. This opinion is more understandable than the previous version, but it better controls the value of the variable. ```csharp public void CreateMicrobrewery(string name = null) { var breweryName = !string.IsNullOrEmpty(name) ? name : "Hipster Brew Co."; // ... } ``` **Good:** ```csharp public void CreateMicrobrewery(string breweryName = "Hipster Brew Co.") { // ... } ``` **[⬆ back to top](#table-of-contents)** </details> ## Functions <details> <summary><b>Avoid side effects</b></summary> A function produces a side effect if it does anything other than take a value in and return another value or values. A side effect could be writing to a file, modifying some global variable, or accidentally wiring all your money to a stranger. Now, you do need to have side effects in a program on occasion. Like the previous example, you might need to write to a file. What you want to do is to centralize where you are doing this. Don't have several functions and classes that write to a particular file. Have one service that does it. One and only one. The main point is to avoid common pitfalls like sharing state between objects without any structure, using mutable data types that can be written to by anything, and not centralizing where your side effects occur. If you can do this, you will be happier than the vast majority of other programmers. **Bad:** ```csharp // Global variable referenced by following function. // If we had another function that used this name, now it'd be an array and it could break it. var name = "Ryan McDermott"; public void SplitAndEnrichFullName() { var temp = name.Split(" "); name = $"His first name is {temp[0]}, and his last name is {temp[1]}"; // side effect } SplitAndEnrichFullName(); Console.WriteLine(name); // His first name is Ryan, and his last name is McDermott ``` **Good:** ```csharp public string SplitAndEnrichFullName(string name) { var temp = name.Split(" "); return $"His first name is {temp[0]}, and his last name is {temp[1]}"; } var name = "Ryan McDermott"; var fullName = SplitAndEnrichFullName(name); Console.WriteLine(name); // Ryan McDermott Console.WriteLine(fullName); // His first name is Ryan, and his last name is McDermott ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Avoid negative conditionals</b></summary> **Bad:** ```csharp public bool IsDOMNodeNotPresent(string node) { // ... } if (!IsDOMNodeNotPresent(node)) { // ... } ``` **Good:** ```csharp public bool IsDOMNodePresent(string node) { // ... } if (IsDOMNodePresent(node)) { // ... } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Avoid conditionals</b></summary> This seems like an impossible task. Upon first hearing this, most people say, "how am I supposed to do anything without an `if` statement?" The answer is that you can use polymorphism to achieve the same task in many cases. The second question is usually, "well that's great but why would I want to do that?" The answer is a previous clean code concept we learned: a function should only do one thing. When you have classes and functions that have `if` statements, you are telling your user that your function does more than one thing. Remember, just do one thing. **Bad:** ```csharp class Airplane { // ... public double GetCruisingAltitude() { switch (_type) { case '777': return GetMaxAltitude() - GetPassengerCount(); case 'Air Force One': return GetMaxAltitude(); case 'Cessna': return GetMaxAltitude() - GetFuelExpenditure(); } } } ``` **Good:** ```csharp interface IAirplane { // ... double GetCruisingAltitude(); } class Boeing777 : IAirplane { // ... public double GetCruisingAltitude() { return GetMaxAltitude() - GetPassengerCount(); } } class AirForceOne : IAirplane { // ... public double GetCruisingAltitude() { return GetMaxAltitude(); } } class Cessna : IAirplane { // ... public double GetCruisingAltitude() { return GetMaxAltitude() - GetFuelExpenditure(); } } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Avoid type-checking (part 1)</b></summary> **Bad:** ```csharp public Path TravelToTexas(object vehicle) { if (vehicle.GetType() == typeof(Bicycle)) { (vehicle as Bicycle).PeddleTo(new Location("texas")); } else if (vehicle.GetType() == typeof(Car)) { (vehicle as Car).DriveTo(new Location("texas")); } } ``` **Good:** ```csharp public Path TravelToTexas(Traveler vehicle) { vehicle.TravelTo(new Location("texas")); } ``` or ```csharp // pattern matching public Path TravelToTexas(object vehicle) { if (vehicle is Bicycle bicycle) { bicycle.PeddleTo(new Location("texas")); } else if (vehicle is Car car) { car.DriveTo(new Location("texas")); } } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Avoid type-checking (part 2)</b></summary> **Bad:** ```csharp public int Combine(dynamic val1, dynamic val2) { int value; if (!int.TryParse(val1, out value) || !int.TryParse(val2, out value)) { throw new Exception('Must be of type Number'); } return val1 + val2; } ``` **Good:** ```csharp public int Combine(int val1, int val2) { return val1 + val2; } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Avoid flags in method parameters</b></summary> A flag indicates that the method has more than one responsibility. It is best if the method only has a single responsibility. Split the method into two if a boolean parameter adds multiple responsibilities to the method. **Bad:** ```csharp public void CreateFile(string name, bool temp = false) { if (temp) { Touch("./temp/" + name); } else { Touch(name); } } ``` **Good:** ```csharp public void CreateFile(string name) { Touch(name); } public void CreateTempFile(string name) { Touch("./temp/" + name); } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Don't write to global functions</b></summary> Polluting globals is a bad practice in many languages because you could clash with another library and the user of your API would be none-the-wiser until they get an exception in production. Let's think about an example: what if you wanted to have configuration array. You could write global function like `Config()`, but it could clash with another library that tried to do the same thing. **Bad:** ```csharp public Dictionary<string, string> Config() { return new Dictionary<string,string>(){ ["foo"] = "bar" }; } ``` **Good:** ```csharp class Configuration { private Dictionary<string, string> _configuration; public Configuration(Dictionary<string, string> configuration) { _configuration = configuration; } public string[] Get(string key) { return _configuration.ContainsKey(key) ? _configuration[key] : null; } } ``` Load configuration and create instance of `Configuration` class ```csharp var configuration = new Configuration(new Dictionary<string, string>() { ["foo"] = "bar" }); ``` And now you must use instance of `Configuration` in your application. **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Don't use a Singleton pattern</b></summary> Singleton is an [anti-pattern](https://en.wikipedia.org/wiki/Singleton_pattern). Paraphrased from Brian Button: 1. They are generally used as a **global instance**, why is that so bad? Because **you hide the dependencies** of your application in your code, instead of exposing them through the interfaces. Making something global to avoid passing it around is a [code smell](https://en.wikipedia.org/wiki/Code_smell). 2. They violate the [single responsibility principle](#single-responsibility-principle-srp): by virtue of the fact that **they control their own creation and lifecycle**. 3. They inherently cause code to be tightly [coupled](https://en.wikipedia.org/wiki/Coupling_%28computer_programming%29). This makes faking them out under **test rather difficult** in many cases. 4. They carry state around for the lifetime of the application. Another hit to testing since **you can end up with a situation where tests need to be ordered** which is a big no for unit tests. Why? Because each unit test should be independent from the other. There is also very good thoughts by [Misko Hevery](http://misko.hevery.com/about/) about the [root of problem](http://misko.hevery.com/2008/08/25/root-cause-of-singletons/). **Bad:** ```csharp class DBConnection { private static DBConnection _instance; private DBConnection() { // ... } public static GetInstance() { if (_instance == null) { _instance = new DBConnection(); } return _instance; } // ... } var singleton = DBConnection.GetInstance(); ``` **Good:** ```csharp class DBConnection { public DBConnection(IOptions<DbConnectionOption> options) { // ... } // ... } ``` Create instance of `DBConnection` class and configure it with [Option pattern](https://docs.microsoft.com/en-us/aspnet/core/fundamentals/configuration/options?view=aspnetcore-2.1). ```csharp var options = <resolve from IOC>; var connection = new DBConnection(options); ``` And now you must use instance of `DBConnection` in your application. **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Function arguments (2 or fewer ideally)</b></summary> Limiting the amount of function parameters is incredibly important because it makes testing your function easier. Having more than three leads to a combinatorial explosion where you have to test tons of different cases with each separate argument. Zero arguments is the ideal case. One or two arguments is ok, and three should be avoided. Anything more than that should be consolidated. Usually, if you have more than two arguments then your function is trying to do too much. In cases where it's not, most of the time a higher-level object will suffice as an argument. **Bad:** ```csharp public void CreateMenu(string title, string body, string buttonText, bool cancellable) { // ... } ``` **Good:** ```csharp public class MenuConfig { public string Title { get; set; } public string Body { get; set; } public string ButtonText { get; set; } public bool Cancellable { get; set; } } var config = new MenuConfig { Title = "Foo", Body = "Bar", ButtonText = "Baz", Cancellable = true }; public void CreateMenu(MenuConfig config) { // ... } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Functions should do one thing</b></summary> This is by far the most important rule in software engineering. When functions do more than one thing, they are harder to compose, test, and reason about. When you can isolate a function to just one action, they can be refactored easily and your code will read much cleaner. If you take nothing else away from this guide other than this, you'll be ahead of many developers. **Bad:** ```csharp public void SendEmailToListOfClients(string[] clients) { foreach (var client in clients) { var clientRecord = db.Find(client); if (clientRecord.IsActive()) { Email(client); } } } ``` **Good:** ```csharp public void SendEmailToListOfClients(string[] clients) { var activeClients = GetActiveClients(clients); // Do some logic } public List<Client> GetActiveClients(string[] clients) { return db.Find(clients).Where(s => s.Status == "Active"); } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Function names should say what they do</b></summary> **Bad:** ```csharp public class Email { //... public void Handle() { SendMail(this._to, this._subject, this._body); } } var message = new Email(...); // What is this? A handle for the message? Are we writing to a file now? message.Handle(); ``` **Good:** ```csharp public class Email { //... public void Send() { SendMail(this._to, this._subject, this._body); } } var message = new Email(...); // Clear and obvious message.Send(); ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Functions should only be one level of abstraction</b></summary> > Not finished yet When you have more than one level of abstraction your function is usually doing too much. Splitting up functions leads to reusability and easier testing. **Bad:** ```csharp public string ParseBetterJSAlternative(string code) { var regexes = [ // ... ]; var statements = explode(" ", code); var tokens = new string[] {}; foreach (var regex in regexes) { foreach (var statement in statements) { // ... } } var ast = new string[] {}; foreach (var token in tokens) { // lex... } foreach (var node in ast) { // parse... } } ``` **Bad too:** We have carried out some of the functionality, but the `ParseBetterJSAlternative()` function is still very complex and not testable. ```csharp public string Tokenize(string code) { var regexes = new string[] { // ... }; var statements = explode(" ", code); var tokens = new string[] {}; foreach (var regex in regexes) { foreach (var statement in statements) { tokens[] = /* ... */; } } return tokens; } public string Lexer(string[] tokens) { var ast = new string[] {}; foreach (var token in tokens) { ast[] = /* ... */; } return ast; } public string ParseBetterJSAlternative(string code) { var tokens = Tokenize(code); var ast = Lexer(tokens); foreach (var node in ast) { // parse... } } ``` **Good:** The best solution is move out the dependencies of `ParseBetterJSAlternative()` function. ```csharp class Tokenizer { public string Tokenize(string code) { var regexes = new string[] { // ... }; var statements = explode(" ", code); var tokens = new string[] {}; foreach (var regex in regexes) { foreach (var statement in statements) { tokens[] = /* ... */; } } return tokens; } } class Lexer { public string Lexify(string[] tokens) { var ast = new[] {}; foreach (var token in tokens) { ast[] = /* ... */; } return ast; } } class BetterJSAlternative { private string _tokenizer; private string _lexer; public BetterJSAlternative(Tokenizer tokenizer, Lexer lexer) { _tokenizer = tokenizer; _lexer = lexer; } public string Parse(string code) { var tokens = _tokenizer.Tokenize(code); var ast = _lexer.Lexify(tokens); foreach (var node in ast) { // parse... } } } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Function callers and callees should be close</b></summary> If a function calls another, keep those functions vertically close in the source file. Ideally, keep the caller right above the callee. We tend to read code from top-to-bottom, like a newspaper. Because of this, make your code read that way. **Bad:** ```csharp class PerformanceReview { private readonly Employee _employee; public PerformanceReview(Employee employee) { _employee = employee; } private IEnumerable<PeersData> LookupPeers() { return db.lookup(_employee, 'peers'); } private ManagerData LookupManager() { return db.lookup(_employee, 'manager'); } private IEnumerable<PeerReviews> GetPeerReviews() { var peers = LookupPeers(); // ... } public PerfReviewData PerfReview() { GetPeerReviews(); GetManagerReview(); GetSelfReview(); } public ManagerData GetManagerReview() { var manager = LookupManager(); } public EmployeeData GetSelfReview() { // ... } } var review = new PerformanceReview(employee); review.PerfReview(); ``` **Good:** ```csharp class PerformanceReview { private readonly Employee _employee; public PerformanceReview(Employee employee) { _employee = employee; } public PerfReviewData PerfReview() { GetPeerReviews(); GetManagerReview(); GetSelfReview(); } private IEnumerable<PeerReviews> GetPeerReviews() { var peers = LookupPeers(); // ... } private IEnumerable<PeersData> LookupPeers() { return db.lookup(_employee, 'peers'); } private ManagerData GetManagerReview() { var manager = LookupManager(); return manager; } private ManagerData LookupManager() { return db.lookup(_employee, 'manager'); } private EmployeeData GetSelfReview() { // ... } } var review = new PerformanceReview(employee); review.PerfReview(); ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Encapsulate conditionals</b></summary> **Bad:** ```csharp if (article.state == "published") { // ... } ``` **Good:** ```csharp if (article.IsPublished()) { // ... } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Remove dead code</b></summary> Dead code is just as bad as duplicate code. There's no reason to keep it in your codebase. If it's not being called, get rid of it! It will still be safe in your version history if you still need it. **Bad:** ```csharp public void OldRequestModule(string url) { // ... } public void NewRequestModule(string url) { // ... } var request = NewRequestModule(requestUrl); InventoryTracker("apples", request, "www.inventory-awesome.io"); ``` **Good:** ```csharp public void RequestModule(string url) { // ... } var request = RequestModule(requestUrl); InventoryTracker("apples", request, "www.inventory-awesome.io"); ``` **[⬆ back to top](#table-of-contents)** </details> ## Objects and Data Structures <details> <summary><b>Use getters and setters</b></summary> In C# / VB.NET you can set `public`, `protected` and `private` keywords for methods. Using it, you can control properties modification on an object. - When you want to do more beyond getting an object property, you don't have to look up and change every accessor in your codebase. - Makes adding validation simple when doing a `set`. - Encapsulates the internal representation. - Easy to add logging and error handling when getting and setting. - Inheriting this class, you can override default functionality. - You can lazy load your object's properties, let's say getting it from a server. Additionally, this is part of Open/Closed principle, from object-oriented design principles. **Bad:** ```csharp class BankAccount { public double Balance = 1000; } var bankAccount = new BankAccount(); // Fake buy shoes... bankAccount.Balance -= 100; ``` **Good:** ```csharp class BankAccount { private double _balance = 0.0D; pubic double Balance { get { return _balance; } } public BankAccount(balance = 1000) { _balance = balance; } public void WithdrawBalance(int amount) { if (amount > _balance) { throw new Exception('Amount greater than available balance.'); } _balance -= amount; } public void DepositBalance(int amount) { _balance += amount; } } var bankAccount = new BankAccount(); // Buy shoes... bankAccount.WithdrawBalance(price); // Get balance balance = bankAccount.Balance; ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Make objects have private/protected members</b></summary> **Bad:** ```csharp class Employee { public string Name { get; set; } public Employee(string name) { Name = name; } } var employee = new Employee("John Doe"); Console.WriteLine(employee.Name); // Employee name: John Doe ``` **Good:** ```csharp class Employee { public string Name { get; } public Employee(string name) { Name = name; } } var employee = new Employee("John Doe"); Console.WriteLine(employee.Name); // Employee name: John Doe ``` **[⬆ back to top](#table-of-contents)** </details> ## Classes <details> <summary><b>Use method chaining</b></summary> This pattern is very useful and commonly used in many libraries. It allows your code to be expressive, and less verbose. For that reason, use method chaining and take a look at how clean your code will be. **Good:** ```csharp public static class ListExtensions { public static List<T> FluentAdd<T>(this List<T> list, T item) { list.Add(item); return list; } public static List<T> FluentClear<T>(this List<T> list) { list.Clear(); return list; } public static List<T> FluentForEach<T>(this List<T> list, Action<T> action) { list.ForEach(action); return list; } public static List<T> FluentInsert<T>(this List<T> list, int index, T item) { list.Insert(index, item); return list; } public static List<T> FluentRemoveAt<T>(this List<T> list, int index) { list.RemoveAt(index); return list; } public static List<T> FluentReverse<T>(this List<T> list) { list.Reverse(); return list; } } internal static void ListFluentExtensions() { var list = new List<int>() { 1, 2, 3, 4, 5 } .FluentAdd(1) .FluentInsert(0, 0) .FluentRemoveAt(1) .FluentReverse() .FluentForEach(value => value.WriteLine()) .FluentClear(); } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Prefer composition over inheritance</b></summary> As stated famously in [_Design Patterns_](https://en.wikipedia.org/wiki/Design_Patterns) by the Gang of Four, you should prefer composition over inheritance where you can. There are lots of good reasons to use inheritance and lots of good reasons to use composition. The main point for this maxim is that if your mind instinctively goes for inheritance, try to think if composition could model your problem better. In some cases it can. You might be wondering then, "when should I use inheritance?" It depends on your problem at hand, but this is a decent list of when inheritance makes more sense than composition: 1. Your inheritance represents an "is-a" relationship and not a "has-a" relationship (Human->Animal vs. User->UserDetails). 2. You can reuse code from the base classes (Humans can move like all animals). 3. You want to make global changes to derived classes by changing a base class (Change the caloric expenditure of all animals when they move). **Bad:** ```csharp class Employee { private string Name { get; set; } private string Email { get; set; } public Employee(string name, string email) { Name = name; Email = email; } // ... } // Bad because Employees "have" tax data. // EmployeeTaxData is not a type of Employee class EmployeeTaxData : Employee { private string Name { get; } private string Email { get; } public EmployeeTaxData(string name, string email, string ssn, string salary) { // ... } // ... } ``` **Good:** ```csharp class EmployeeTaxData { public string Ssn { get; } public string Salary { get; } public EmployeeTaxData(string ssn, string salary) { Ssn = ssn; Salary = salary; } // ... } class Employee { public string Name { get; } public string Email { get; } public EmployeeTaxData TaxData { get; } public Employee(string name, string email) { Name = name; Email = email; } public void SetTax(string ssn, double salary) { TaxData = new EmployeeTaxData(ssn, salary); } // ... } ``` **[⬆ back to top](#table-of-contents)** </details> ## SOLID <details> <summary><b>What is SOLID?</b></summary> **SOLID** is the mnemonic acronym introduced by Michael Feathers for the first five principles named by Robert Martin, which meant five basic principles of object-oriented programming and design. - [S: Single Responsibility Principle (SRP)](#single-responsibility-principle-srp) - [O: Open/Closed Principle (OCP)](#openclosed-principle-ocp) - [L: Liskov Substitution Principle (LSP)](#liskov-substitution-principle-lsp) - [I: Interface Segregation Principle (ISP)](#interface-segregation-principle-isp) - [D: Dependency Inversion Principle (DIP)](#dependency-inversion-principle-dip) </details> <details> <summary><b>Single Responsibility Principle (SRP)</b></summary> As stated in Clean Code, "There should never be more than one reason for a class to change". It's tempting to jam-pack a class with a lot of functionality, like when you can only take one suitcase on your flight. The issue with this is that your class won't be conceptually cohesive and it will give it many reasons to change. Minimizing the amount of times you need to change a class is important. It's important because if too much functionality is in one class and you modify a piece of it, it can be difficult to understand how that will affect other dependent modules in your codebase. **Bad:** ```csharp class UserSettings { private User User; public UserSettings(User user) { User = user; } public void ChangeSettings(Settings settings) { if (verifyCredentials()) { // ... } } private bool VerifyCredentials() { // ... } } ``` **Good:** ```csharp class UserAuth { private User User; public UserAuth(User user) { User = user; } public bool VerifyCredentials() { // ... } } class UserSettings { private User User; private UserAuth Auth; public UserSettings(User user) { User = user; Auth = new UserAuth(user); } public void ChangeSettings(Settings settings) { if (Auth.VerifyCredentials()) { // ... } } } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Open/Closed Principle (OCP)</b></summary> As stated by Bertrand Meyer, "software entities (classes, modules, functions, etc.) should be open for extension, but closed for modification." What does that mean though? This principle basically states that you should allow users to add new functionalities without changing existing code. **Bad:** ```csharp abstract class AdapterBase { protected string Name; public string GetName() { return Name; } } class AjaxAdapter : AdapterBase { public AjaxAdapter() { Name = "ajaxAdapter"; } } class NodeAdapter : AdapterBase { public NodeAdapter() { Name = "nodeAdapter"; } } class HttpRequester : AdapterBase { private readonly AdapterBase Adapter; public HttpRequester(AdapterBase adapter) { Adapter = adapter; } public bool Fetch(string url) { var adapterName = Adapter.GetName(); if (adapterName == "ajaxAdapter") { return MakeAjaxCall(url); } else if (adapterName == "httpNodeAdapter") { return MakeHttpCall(url); } } private bool MakeAjaxCall(string url) { // request and return promise } private bool MakeHttpCall(string url) { // request and return promise } } ``` **Good:** ```csharp interface IAdapter { bool Request(string url); } class AjaxAdapter : IAdapter { public bool Request(string url) { // request and return promise } } class NodeAdapter : IAdapter { public bool Request(string url) { // request and return promise } } class HttpRequester { private readonly IAdapter Adapter; public HttpRequester(IAdapter adapter) { Adapter = adapter; } public bool Fetch(string url) { return Adapter.Request(url); } } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Liskov Substitution Principle (LSP)</b></summary> This is a scary term for a very simple concept. It's formally defined as "If S is a subtype of T, then objects of type T may be replaced with objects of type S (i.e., objects of type S may substitute objects of type T) without altering any of the desirable properties of that program (correctness, task performed, etc.)." That's an even scarier definition. The best explanation for this is if you have a parent class and a child class, then the base class and child class can be used interchangeably without getting incorrect results. This might still be confusing, so let's take a look at the classic Square-Rectangle example. Mathematically, a square is a rectangle, but if you model it using the "is-a" relationship via inheritance, you quickly get into trouble. **Bad:** ```csharp class Rectangle { protected double Width = 0; protected double Height = 0; public Drawable Render(double area) { // ... } public void SetWidth(double width) { Width = width; } public void SetHeight(double height) { Height = height; } public double GetArea() { return Width * Height; } } class Square : Rectangle { public double SetWidth(double width) { Width = Height = width; } public double SetHeight(double height) { Width = Height = height; } } Drawable RenderLargeRectangles(Rectangle rectangles) { foreach (rectangle in rectangles) { rectangle.SetWidth(4); rectangle.SetHeight(5); var area = rectangle.GetArea(); // BAD: Will return 25 for Square. Should be 20. rectangle.Render(area); } } var rectangles = new[] { new Rectangle(), new Rectangle(), new Square() }; RenderLargeRectangles(rectangles); ``` **Good:** ```csharp abstract class ShapeBase { protected double Width = 0; protected double Height = 0; abstract public double GetArea(); public Drawable Render(double area) { // ... } } class Rectangle : ShapeBase { public void SetWidth(double width) { Width = width; } public void SetHeight(double height) { Height = height; } public double GetArea() { return Width * Height; } } class Square : ShapeBase { private double Length = 0; public double SetLength(double length) { Length = length; } public double GetArea() { return Math.Pow(Length, 2); } } Drawable RenderLargeRectangles(Rectangle rectangles) { foreach (rectangle in rectangles) { if (rectangle is Square) { rectangle.SetLength(5); } else if (rectangle is Rectangle) { rectangle.SetWidth(4); rectangle.SetHeight(5); } var area = rectangle.GetArea(); rectangle.Render(area); } } var shapes = new[] { new Rectangle(), new Rectangle(), new Square() }; RenderLargeRectangles(shapes); ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Interface Segregation Principle (ISP)</b></summary> ISP states that "Clients should not be forced to depend upon interfaces that they do not use." A good example to look at that demonstrates this principle is for classes that require large settings objects. Not requiring clients to setup huge amounts of options is beneficial, because most of the time they won't need all of the settings. Making them optional helps prevent having a "fat interface". **Bad:** ```csharp public interface IEmployee { void Work(); void Eat(); } public class Human : IEmployee { public void Work() { // ....working } public void Eat() { // ...... eating in lunch break } } public class Robot : IEmployee { public void Work() { //.... working much more } public void Eat() { //.... robot can't eat, but it must implement this method } } ``` **Good:** Not every worker is an employee, but every employee is an worker. ```csharp public interface IWorkable { void Work(); } public interface IFeedable { void Eat(); } public interface IEmployee : IFeedable, IWorkable { } public class Human : IEmployee { public void Work() { // ....working } public void Eat() { //.... eating in lunch break } } // robot can only work public class Robot : IWorkable { public void Work() { // ....working } } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Dependency Inversion Principle (DIP)</b></summary> This principle states two essential things: 1. High-level modules should not depend on low-level modules. Both should depend on abstractions. 2. Abstractions should not depend upon details. Details should depend on abstractions. This can be hard to understand at first, but if you've worked with .NET/.NET Core framework, you've seen an implementation of this principle in the form of [Dependency Injection](https://martinfowler.com/articles/injection.html) (DI). While they are not identical concepts, DIP keeps high-level modules from knowing the details of its low-level modules and setting them up. It can accomplish this through DI. A huge benefit of this is that it reduces the coupling between modules. Coupling is a very bad development pattern because it makes your code hard to refactor. **Bad:** ```csharp public abstract class EmployeeBase { protected virtual void Work() { // ....working } } public class Human : EmployeeBase { public override void Work() { //.... working much more } } public class Robot : EmployeeBase { public override void Work() { //.... working much, much more } } public class Manager { private readonly Robot _robot; private readonly Human _human; public Manager(Robot robot, Human human) { _robot = robot; _human = human; } public void Manage() { _robot.Work(); _human.Work(); } } ``` **Good:** ```csharp public interface IEmployee { void Work(); } public class Human : IEmployee { public void Work() { // ....working } } public class Robot : IEmployee { public void Work() { //.... working much more } } public class Manager { private readonly IEnumerable<IEmployee> _employees; public Manager(IEnumerable<IEmployee> employees) { _employees = employees; } public void Manage() { foreach (var employee in _employees) { _employee.Work(); } } } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Don’t repeat yourself (DRY)</b></summary> Try to observe the [DRY](https://en.wikipedia.org/wiki/Don%27t_repeat_yourself) principle. Do your absolute best to avoid duplicate code. Duplicate code is bad because it means that there's more than one place to alter something if you need to change some logic. Imagine if you run a restaurant and you keep track of your inventory: all your tomatoes, onions, garlic, spices, etc. If you have multiple lists that you keep this on, then all have to be updated when you serve a dish with tomatoes in them. If you only have one list, there's only one place to update! Oftentimes you have duplicate code because you have two or more slightly different things, that share a lot in common, but their differences force you to have two or more separate functions that do much of the same things. Removing duplicate code means creating an abstraction that can handle this set of different things with just one function/module/class. Getting the abstraction right is critical, that's why you should follow the SOLID principles laid out in the [Classes](#classes) section. Bad abstractions can be worse than duplicate code, so be careful! Having said this, if you can make a good abstraction, do it! Don't repeat yourself, otherwise you'll find yourself updating multiple places anytime you want to change one thing. **Bad:** ```csharp public List<EmployeeData> ShowDeveloperList(Developers developers) { foreach (var developers in developer) { var expectedSalary = developer.CalculateExpectedSalary(); var experience = developer.GetExperience(); var githubLink = developer.GetGithubLink(); var data = new[] { expectedSalary, experience, githubLink }; Render(data); } } public List<ManagerData> ShowManagerList(Manager managers) { foreach (var manager in managers) { var expectedSalary = manager.CalculateExpectedSalary(); var experience = manager.GetExperience(); var githubLink = manager.GetGithubLink(); var data = new[] { expectedSalary, experience, githubLink }; render(data); } } ``` **Good:** ```csharp public List<EmployeeData> ShowList(Employee employees) { foreach (var employee in employees) { var expectedSalary = employees.CalculateExpectedSalary(); var experience = employees.GetExperience(); var githubLink = employees.GetGithubLink(); var data = new[] { expectedSalary, experience, githubLink }; render(data); } } ``` **Very good:** It is better to use a compact version of the code. ```csharp public List<EmployeeData> ShowList(Employee employees) { foreach (var employee in employees) { render(new[] { employee.CalculateExpectedSalary(), employee.GetExperience(), employee.GetGithubLink() }); } } ``` **[⬆ back to top](#table-of-contents)** </details> ## Testing <details> <summary><b>Basic concept of testing</b></summary> Testing is more important than shipping. If you have no tests or an inadequate amount, then every time you ship code you won't be sure that you didn't break anything. Deciding on what constitutes an adequate amount is up to your team, but having 100% coverage (all statements and branches) is how you achieve very high confidence and developer peace of mind. This means that in addition to having a great testing framework, you also need to use a [good coverage tool](https://docs.microsoft.com/en-us/visualstudio/test/using-code-coverage-to-determine-how-much-code-is-being-tested). There's no excuse to not write tests. There's [plenty of good .NET test frameworks](https://github.com/thangchung/awesome-dotnet-core#testing), so find one that your team prefers. When you find one that works for your team, then aim to always write tests for every new feature/module you introduce. If your preferred method is Test Driven Development (TDD), that is great, but the main point is to just make sure you are reaching your coverage goals before launching any feature, or refactoring an existing one. </details> <details> <summary><b>Single concept per test</b></summary> Ensures that your tests are laser focused and not testing miscellaenous (non-related) things, forces [AAA patern](http://wiki.c2.com/?ArrangeActAssert) used to make your codes more clean and readable. **Bad:** ```csharp public class MakeDotNetGreatAgainTests { [Fact] public void HandleDateBoundaries() { var date = new MyDateTime("1/1/2015"); date.AddDays(30); Assert.Equal("1/31/2015", date); date = new MyDateTime("2/1/2016"); date.AddDays(28); Assert.Equal("02/29/2016", date); date = new MyDateTime("2/1/2015"); date.AddDays(28); Assert.Equal("03/01/2015", date); } } ``` **Good:** ```csharp public class MakeDotNetGreatAgainTests { [Fact] public void Handle30DayMonths() { // Arrange var date = new MyDateTime("1/1/2015"); // Act date.AddDays(30); // Assert Assert.Equal("1/31/2015", date); } [Fact] public void HandleLeapYear() { // Arrange var date = new MyDateTime("2/1/2016"); // Act date.AddDays(28); // Assert Assert.Equal("02/29/2016", date); } [Fact] public void HandleNonLeapYear() { // Arrange var date = new MyDateTime("2/1/2015"); // Act date.AddDays(28); // Assert Assert.Equal("03/01/2015", date); } } ``` > Soure https://www.codingblocks.net/podcast/how-to-write-amazing-unit-tests **[⬆ back to top](#table-of-contents)** </details> ## Concurrency <details> <summary><b>Use Async/Await</b></summary> **Summary of Asynchronous Programming Guidelines** | Name | Description | Exceptions | | ----------------- | ------------------------------------------------- | ------------------------------- | | Avoid async void | Prefer async Task methods over async void methods | Event handlers | | Async all the way | Don't mix blocking and async code | Console main method (C# <= 7.0) | | Configure context | Use `ConfigureAwait(false)` when you can | Methods that require con­text | **The Async Way of Doing Things** | To Do This ... | Instead of This ... | Use This | | ---------------------------------------- | -------------------------- | -------------------- | | Retrieve the result of a background task | `Task.Wait or Task.Result` | `await` | | Wait for any task to complete | `Task.WaitAny` | `await Task.WhenAny` | | Retrieve the results of multiple tasks | `Task.WaitAll` | `await Task.WhenAll` | | Wait a period of time | `Thread.Sleep` | `await Task.Delay` | **Best practice** The async/await is the best for IO bound tasks (networking communication, database communication, http request, etc.) but it is not good to apply on computational bound tasks (traverse on the huge list, render a hugge image, etc.). Because it will release the holding thread to the thread pool and CPU/cores available will not involve to process those tasks. Therefore, we should avoid using Async/Await for computional bound tasks. For dealing with computational bound tasks, prefer to use `Task.Factory.CreateNew` with `TaskCreationOptions` is `LongRunning`. It will start a new background thread to process a heavy computational bound task without release it back to the thread pool until the task being completed. **Know Your Tools** There's a lot to learn about async and await, and it's natural to get a little disoriented. Here's a quick reference of solutions to common problems. **Solutions to Common Async Problems** | Problem | Solution | | ----------------------------------------------- | --------------------------------------------------------------------------------- | | Create a task to execute code | `Task.Run` or `TaskFactory.StartNew` (not the `Task` constructor or `Task.Start`) | | Create a task wrapper for an operation or event | `TaskFactory.FromAsync` or `TaskCompletionSource<T>` | | Support cancellation | `CancellationTokenSource` and `CancellationToken` | | Report progress | `IProgress<T>` and `Progress<T>` | | Handle streams of data | TPL Dataflow or Reactive Extensions | | Synchronize access to a shared resource | `SemaphoreSlim` | | Asynchronously initialize a resource | `AsyncLazy<T>` | | Async-ready producer/consumer structures | TPL Dataflow or `AsyncCollection<T>` | Read the [Task-based Asynchronous Pattern (TAP) document](http://www.microsoft.com/download/en/details.aspx?id=19957). It is extremely well-written, and includes guidance on API design and the proper use of async/await (including cancellation and progress reporting). There are many new await-friendly techniques that should be used instead of the old blocking techniques. If you have any of these Old examples in your new async code, you're Doing It Wrong(TM): | Old | New | Description | | ------------------ | ------------------------------------ | ------------------------------------------------------------- | | `task.Wait` | `await task` | Wait/await for a task to complete | | `task.Result` | `await task` | Get the result of a completed task | | `Task.WaitAny` | `await Task.WhenAny` | Wait/await for one of a collection of tasks to complete | | `Task.WaitAll` | `await Task.WhenAll` | Wait/await for every one of a collection of tasks to complete | | `Thread.Sleep` | `await Task.Delay` | Wait/await for a period of time | | `Task` constructor | `Task.Run` or `TaskFactory.StartNew` | Create a code-based task | > Source https://gist.github.com/jonlabelle/841146854b23b305b50fa5542f84b20c **[⬆ back to top](#table-of-contents)** </details> ## Error Handling <details> <summary><b>Basic concept of error handling</b></summary> Thrown errors are a good thing! They mean the runtime has successfully identified when something in your program has gone wrong and it's letting you know by stopping function execution on the current stack, killing the process (in .NET/.NET Core), and notifying you in the console with a stack trace. </details> <details> <summary><b>Don't use 'throw ex' in catch block</b></summary> If you need to re-throw an exception after catching it, use just 'throw' By using this, you will save the stack trace. But in the bad option below, you will lost the stack trace. **Bad:** ```csharp try { // Do something.. } catch (Exception ex) { // Any action something like roll-back or logging etc. throw ex; } ``` **Good:** ```csharp try { // Do something.. } catch (Exception ex) { // Any action something like roll-back or logging etc. throw; } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Don't ignore caught errors</b></summary> Doing nothing with a caught error doesn't give you the ability to ever fix or react to said error. Throwing the error isn't much better as often times it can get lost in a sea of things printed to the console. If you wrap any bit of code in a `try/catch` it means you think an error may occur there and therefore you should have a plan, or create a code path, for when it occurs. **Bad:** ```csharp try { FunctionThatMightThrow(); } catch (Exception ex) { // silent exception } ``` **Good:** ```csharp try { FunctionThatMightThrow(); } catch (Exception error) { NotifyUserOfError(error); // Another option ReportErrorToService(error); } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Use multiple catch block instead of if conditions.</b></summary> If you need to take action according to type of the exception, you better use multiple catch block for exception handling. **Bad:** ```csharp try { // Do something.. } catch (Exception ex) { if (ex is TaskCanceledException) { // Take action for TaskCanceledException } else if (ex is TaskSchedulerException) { // Take action for TaskSchedulerException } } ``` **Good:** ```csharp try { // Do something.. } catch (TaskCanceledException ex) { // Take action for TaskCanceledException } catch (TaskSchedulerException ex) { // Take action for TaskSchedulerException } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Keep exception stack trace when rethrowing exceptions</b></summary> C# allows the exception to be rethrown in a catch block using the `throw` keyword. It is a bad practice to throw a caught exception using `throw e;`. This statement resets the stack trace. Instead use `throw;`. This will keep the stack trace and provide a deeper insight about the exception. Another option is to use a custom exception. Simply instantiate a new exception and set its inner exception property to the caught exception with throw `new CustomException("some info", e);`. Adding information to an exception is a good practice as it will help with debugging. However, if the objective is to log an exception then use `throw;` to pass the buck to the caller. **Bad:** ```csharp try { FunctionThatMightThrow(); } catch (Exception ex) { logger.LogInfo(ex); throw ex; } ``` **Good:** ```csharp try { FunctionThatMightThrow(); } catch (Exception error) { logger.LogInfo(error); throw; } ``` **Good:** ```csharp try { FunctionThatMightThrow(); } catch (Exception error) { logger.LogInfo(error); throw new CustomException(error); } ``` **[⬆ back to top](#table-of-contents)** </details> ## Formatting <details> <summary><b>Uses <i>.editorconfig</i> file</b></summary> **Bad:** Has many code formatting styles in the project. For example, indent style is `space` and `tab` mixed in the project. **Good:** Define and maintain consistent code style in your codebase with the use of an `.editorconfig` file ```csharp root = true [*] indent_style = space indent_size = 2 end_of_line = lf charset = utf-8 trim_trailing_whitespace = true insert_final_newline = true # C# files [*.cs] indent_size = 4 # New line preferences csharp_new_line_before_open_brace = all csharp_new_line_before_else = true csharp_new_line_before_catch = true csharp_new_line_before_finally = true csharp_new_line_before_members_in_object_initializers = true csharp_new_line_before_members_in_anonymous_types = true csharp_new_line_within_query_expression_clauses = true # Code files [*.{cs,csx,vb,vbx}] indent_size = 4 # Indentation preferences csharp_indent_block_contents = true csharp_indent_braces = false csharp_indent_case_contents = true csharp_indent_switch_labels = true csharp_indent_labels = one_less_than_current # avoid this. unless absolutely necessary dotnet_style_qualification_for_field = false:suggestion dotnet_style_qualification_for_property = false:suggestion dotnet_style_qualification_for_method = false:suggestion dotnet_style_qualification_for_event = false:suggestion # only use var when it's obvious what the variable type is # csharp_style_var_for_built_in_types = false:none # csharp_style_var_when_type_is_apparent = false:none # csharp_style_var_elsewhere = false:suggestion # use language keywords instead of BCL types dotnet_style_predefined_type_for_locals_parameters_members = true:suggestion dotnet_style_predefined_type_for_member_access = true:suggestion # name all constant fields using PascalCase dotnet_naming_rule.constant_fields_should_be_pascal_case.severity = suggestion dotnet_naming_rule.constant_fields_should_be_pascal_case.symbols = constant_fields dotnet_naming_rule.constant_fields_should_be_pascal_case.style = pascal_case_style dotnet_naming_symbols.constant_fields.applicable_kinds = field dotnet_naming_symbols.constant_fields.required_modifiers = const dotnet_naming_style.pascal_case_style.capitalization = pascal_case # static fields should have s_ prefix dotnet_naming_rule.static_fields_should_have_prefix.severity = suggestion dotnet_naming_rule.static_fields_should_have_prefix.symbols = static_fields dotnet_naming_rule.static_fields_should_have_prefix.style = static_prefix_style dotnet_naming_symbols.static_fields.applicable_kinds = field dotnet_naming_symbols.static_fields.required_modifiers = static dotnet_naming_style.static_prefix_style.required_prefix = s_ dotnet_naming_style.static_prefix_style.capitalization = camel_case # internal and private fields should be _camelCase dotnet_naming_rule.camel_case_for_private_internal_fields.severity = suggestion dotnet_naming_rule.camel_case_for_private_internal_fields.symbols = private_internal_fields dotnet_naming_rule.camel_case_for_private_internal_fields.style = camel_case_underscore_style dotnet_naming_symbols.private_internal_fields.applicable_kinds = field dotnet_naming_symbols.private_internal_fields.applicable_accessibilities = private, internal dotnet_naming_style.camel_case_underscore_style.required_prefix = _ dotnet_naming_style.camel_case_underscore_style.capitalization = camel_case # Code style defaults dotnet_sort_system_directives_first = true csharp_preserve_single_line_blocks = true csharp_preserve_single_line_statements = false # Expression-level preferences dotnet_style_object_initializer = true:suggestion dotnet_style_collection_initializer = true:suggestion dotnet_style_explicit_tuple_names = true:suggestion dotnet_style_coalesce_expression = true:suggestion dotnet_style_null_propagation = true:suggestion # Expression-bodied members csharp_style_expression_bodied_methods = false:none csharp_style_expression_bodied_constructors = false:none csharp_style_expression_bodied_operators = false:none csharp_style_expression_bodied_properties = true:none csharp_style_expression_bodied_indexers = true:none csharp_style_expression_bodied_accessors = true:none # Pattern matching csharp_style_pattern_matching_over_is_with_cast_check = true:suggestion csharp_style_pattern_matching_over_as_with_null_check = true:suggestion csharp_style_inlined_variable_declaration = true:suggestion # Null checking preferences csharp_style_throw_expression = true:suggestion csharp_style_conditional_delegate_call = true:suggestion # Space preferences csharp_space_after_cast = false csharp_space_after_colon_in_inheritance_clause = true csharp_space_after_comma = true csharp_space_after_dot = false csharp_space_after_keywords_in_control_flow_statements = true csharp_space_after_semicolon_in_for_statement = true csharp_space_around_binary_operators = before_and_after csharp_space_around_declaration_statements = do_not_ignore csharp_space_before_colon_in_inheritance_clause = true csharp_space_before_comma = false csharp_space_before_dot = false csharp_space_before_open_square_brackets = false csharp_space_before_semicolon_in_for_statement = false csharp_space_between_empty_square_brackets = false csharp_space_between_method_call_empty_parameter_list_parentheses = false csharp_space_between_method_call_name_and_opening_parenthesis = false csharp_space_between_method_call_parameter_list_parentheses = false csharp_space_between_method_declaration_empty_parameter_list_parentheses = false csharp_space_between_method_declaration_name_and_open_parenthesis = false csharp_space_between_method_declaration_parameter_list_parentheses = false csharp_space_between_parentheses = false csharp_space_between_square_brackets = false [*.{asm,inc}] indent_size = 8 # Xml project files [*.{csproj,vcxproj,vcxproj.filters,proj,nativeproj,locproj}] indent_size = 2 # Xml config files [*.{props,targets,config,nuspec}] indent_size = 2 [CMakeLists.txt] indent_size = 2 [*.cmd] indent_size = 2 ``` **[⬆ back to top](#table-of-contents)** </details> ## Comments <details> <summary><b>Avoid positional markers</b></summary> They usually just add noise. Let the functions and variable names along with the proper indentation and formatting give the visual structure to your code. **Bad:** ```csharp //////////////////////////////////////////////////////////////////////////////// // Scope Model Instantiation //////////////////////////////////////////////////////////////////////////////// var model = new[] { menu: 'foo', nav: 'bar' }; //////////////////////////////////////////////////////////////////////////////// // Action setup //////////////////////////////////////////////////////////////////////////////// void Actions() { // ... }; ``` **Bad:** ```csharp #region Scope Model Instantiation var model = { menu: 'foo', nav: 'bar' }; #endregion #region Action setup void Actions() { // ... }; #endregion ``` **Good:** ```csharp var model = new[] { menu: 'foo', nav: 'bar' }; void Actions() { // ... }; ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Don't leave commented out code in your codebase</b></summary> Version control exists for a reason. Leave old code in your history. **Bad:** ```csharp doStuff(); // doOtherStuff(); // doSomeMoreStuff(); // doSoMuchStuff(); ``` **Good:** ```csharp doStuff(); ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Don't have journal comments</b></summary> Remember, use version control! There's no need for dead code, commented code, and especially journal comments. Use `git log` to get history! **Bad:** ```csharp /** * 2018-12-20: Removed monads, didn't understand them (RM) * 2017-10-01: Improved using special monads (JP) * 2016-02-03: Removed type-checking (LI) * 2015-03-14: Added combine with type-checking (JR) */ public int Combine(int a,int b) { return a + b; } ``` **Good:** ```csharp public int Combine(int a,int b) { return a + b; } ``` **[⬆ back to top](#table-of-contents)** </details> <details> <summary><b>Only comment things that have business logic complexity</b></summary> Comments are an apology, not a requirement. Good code _mostly_ documents itself. **Bad:** ```csharp public int HashIt(string data) { // The hash var hash = 0; // Length of string var length = data.length; // Loop through every character in data for (var i = 0; i < length; i++) { // Get character code. const char = data.charCodeAt(i); // Make the hash hash = ((hash << 5) - hash) + char; // Convert to 32-bit integer hash &= hash; } } ``` **Better but still Bad:** ```csharp public int HashIt(string data) { var hash = 0; var length = data.length; for (var i = 0; i < length; i++) { const char = data.charCodeAt(i); hash = ((hash << 5) - hash) + char; // Convert to 32-bit integer hash &= hash; } } ``` If a comment explains WHAT the code is doing, it is probably a useless comment and can be implemented with a well named variable or function. The comment in the previous code could be replaced with a function named `ConvertTo32bitInt` so this comment is still useless. However it would be hard to express by code WHY the developer chose djb2 hash algorithm instead of sha-1 or another hash function. In that case a comment is acceptable. **Good:** ```csharp public int Hash(string data) { var hash = 0; var length = data.length; for (var i = 0; i < length; i++) { var character = data[i]; // use of djb2 hash algorithm as it has a good compromise // between speed and low collision with a very simple implementation hash = ((hash << 5) - hash) + character; hash = ConvertTo32BitInt(hash); } return hash; } private int ConvertTo32BitInt(int value) { return value & value; } ``` **[⬆ back to top](#table-of-contents)** </details> # Other Clean Code Resources ## Other Clean Code Lists - [clean-code-javascript](https://github.com/ryanmcdermott/clean-code-javascript) - Clean Code concepts adapted for JavaScript - [clean-code-php](https://github.com/jupeter/clean-code-php) - Clean Code concepts adapted for PHP - [clean-code-ruby](https://github.com/uohzxela/clean-code-ruby) - Clean Code concepts adapted for Ruby - [clean-code-python](https://github.com/zedr/clean-code-python) - Clean Code concepts adapted for Python - [clean-code-typescript](https://github.com/labs42io/clean-code-typescript) - Clean Code concepts adapted for TypeScript - [clean-go-article](https://github.com/Pungyeon/clean-go-article) - Clean Code concepts adapted for Golang and an example how to apply [clean code in Golang](https://github.com/Pungyeon/clean-go) - [clean-abap](https://github.com/SAP/styleguides) - Clean Code concepts adapted for ABAP - [programming-principles](https://github.com/webpro/programming-principles) - Categorized overview of Programming Principles & Patterns - [Elixir-Code-Smells](https://github.com/lucasvegi/Elixir-Code-Smells) - Catalog of Elixir-specific code smells - [awesome-clean-code](https://github.com/kkisiele/awesome-clean-code) - Design principles, featured articles, tutorials, videos, code examples, blogs and books ## Style Guides - [Google Styleguides](https://github.com/google/styleguide) - This project holds the C++ Style Guide, Swift Style Guide, Objective-C Style Guide, Java Style Guide, Python Style Guide, R Style Guide, Shell Style Guide, HTML/CSS Style Guide, JavaScript Style Guide, AngularJS Style Guide, Common Lisp Style Guide, and Vimscript Style Guide - [Django Styleguide](https://github.com/HackSoftware/Django-Styleguide) - Django styleguide used in HackSoft projects ## Tools - [codemaid](https://github.com/codecadwallader/codemaid) - open source Visual Studio extension to cleanup and simplify our C#, C++, F#, VB, PHP, PowerShell, JSON, XAML, XML, ASP, HTML, CSS, LESS, SCSS, JavaScript and TypeScript coding - [Sharpen](https://github.com/sharpenrocks/Sharpen) - Visual Studio extension that intelligently introduces new C# features into your existing code base - [tslint-clean-code](https://github.com/Glavin001/tslint-clean-code) - TSLint rules for enforcing Clean Code ## Cheatsheets - [AspNetCoreDiagnosticScenarios](https://github.com/davidfowl/AspNetCoreDiagnosticScenarios) - Examples of broken patterns in ASP.NET Core applications - [Clean Code](cheatsheets/Clean-Code-V2.4.pdf) - The summary of [Clean Code: A Handbook of Agile Software Craftsmanship](https://www.amazon.com/dp/0132350882) book - [Clean Architecture](cheatsheets/Clean-Architecture-V1.0.pdf) - The summary of [Clean Architecture: A Craftsman's Guide to Software Structure and Design](https://www.amazon.com/dp/0134494164) book - [Modern JavaScript Cheatsheet](https://github.com/mbeaudru/modern-js-cheatsheet) - Cheatsheet for the JavaScript knowledge you will frequently encounter in modern projects - [OWASP Cheat Sheet Series](https://cheatsheetseries.owasp.org) - Cheatsheet was created to provide a concise collection of high value information on specific application security topics - [.NET Memory Performance Analysis](https://github.com/Maoni0/mem-doc/blob/master/doc/.NETMemoryPerformanceAnalysis.md) - This document aims to help folks who develop applications in .NET with how to think about memory performance analysis and finding the right approaches to perform such analysis if they need to. In this context .NET includes .NET Framework and .NET Core. In order to get the latest memory improvements in both the garbage collector and the rest of the framework I strongly encourage you to be on .NET Core if you are not already, because that’s where the active development happens - [naming-cheatsheet](https://github.com/kettanaito/naming-cheatsheet) - Comprehensive language-agnostic guidelines on variables naming - [101 Design Patterns & Tips for Developers](https://sourcemaking.com/design-patterns-and-tips) - [Go Concurrency Guide](https://github.com/luk4z7/go-concurrency-guide) --- # Contributors Thank you to all the people who have already contributed to `clean-code-dotnet` project <a href="https://github.com/thangchung/clean-code-dotnet/graphs/contributors"><img src="https://opencollective.com/cleancodedotnet/contributors.svg?width=890" title="contributors" alt="contributors" /></a> # Backers Love our work and help us continue our activities? [[Become a backer](https://opencollective.com/cleancodedotnet#backer)] <a href="https://opencollective.com/cleancodedotnet#backers" target="_blank"><img src="https://opencollective.com/cleancodedotnet/backers.svg?width=890"></a> # Sponsors Become a sponsor and get your logo in our README on Github with a link to your site. 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# cheatsheets BriskSec Security Cheatsheets # Day to day tools - CyberChef: https://gchq.github.io/CyberChef - https://www.youtube.com/watch?v=LnhSTZgzKuY # Pending Reads Analysis of following malware: * Badrabbit * NotPetya * Lazarus * https://media.kasperskycontenthub.com/wp-content/uploads/sites/43/2018/03/07180244/Lazarus_Under_The_Hood_PDF_final.pdf Exploit: * EternalRomance (MS17-010) VPN Services: * NordVPN * MonoVM - https://www.rebootuser.com/ # Other Collections - Hacking Methodology: https://www.greycampus.com/opencampus/ethical-hacking/hacking-methodology - https://twitter.com/Alra3ees/status/1075569238474141697 - Red Team Tips: https://vincentyiu.co.uk/red-team-tips/ - Red Teaming/Adversary Simulation Toolkit: https://github.com/infosecn1nja/Red-Teaming-Toolkit/blob/master/README.md - Red Team Techniques: Gaining access on an external engagement through spear-phishing: https://blog.sublimesecurity.com/red-team-techniques-gaining-access-on-an-external-engagement-through-spear-phishing/ - Red Team Tips: https://vincentyiu.co.uk/red-team-tips/ - http://ired.team/ - Pasties: https://github.com/threatexpress/pasties/blob/master/pasties.md - Red Team Scripts: https://github.com/threatexpress/red-team-scripts - 101 Bash Commands and Tips for Beginners to Experts: https://dev.to/awwsmm/101-bash-commands-and-tips-for-beginners-to-experts-30je - The Book of Secret Knowledge: https://github.com/trimstray/the-book-of-secret-knowledge - Offensive Security Bookmarks: https://jivoi.github.io/2015/07/03/offensive-security-bookmarks/ - List of Awesome Red Teaming Resources: https://github.com/yeyintminthuhtut/Awesome-Red-Teaming - http://ired.team/offensive-security-experiments/offensive-security-cheetsheets - - Playbook for system hardening maintained by the #! security research team.: https://github.com/hashbang/hardening # Important files - A binary that is a valid JAR, PE, ZIP, HTML: https://github.com/indrora/corkami/blob/master/src/mix/corkamix.asm / https://github.com/indrora/corkami/tree/master/src/mix - Zip and Hach Collisions: https://github.com/corkami/collisions - Crfting files in pure ASM: https://twitter.com/angealbertini/status/1088866350095835136 # Podcasts - https://darknetdiaries.com/ # Graphs - https://www.graphistry.com/ # CVEs to look at - Cisco - CVE-2019-1653 - Allows a remote attacker to get sensitive device configuration details without a password. - CVE-2019-1652 - Allows a remote attacker to inject and run admin commands on the device without a password. # Read tweets / retweets: - https://twitter.com/trimstray- # Pentesting Tools - A Testing Environment for Manual Security Testers: https://github.com/pavanw3b/sh00t # Practice Apps - Damn Vulnerable Serverless Application: https://www.owasp.org/index.php/OWASP_DVSA - https://serverlessrepo.aws.amazon.com/applications/arn:aws:serverlessrepo:us-east-1:889485553959:applications~DVSA # Discord - https://discordapp.com/invite/VPFWfdt - https://discordapp.com/invite/2AG6TCm - https://discordapp.com/invite/4gHhxS8 - https://discordapp.com/invite/7Z2PmWP # VMS - Malware Analysis (windows): https://github.com/GoSecure/malboxes # Things to watch for - Giant Board: https://groboards.com/ # ATT&CK - ATT&CKing the Singapore Health Data Breach: https://bitofhex.com/2019/01/13/attack-and-singapore-breach/ - HELK Dashboard: https://github.com/Cyb3rWard0g/ATTACK-Python-Client/tree/master/integrations/helk_cti # Buy - NFC Payments: Relay Attacks with LoRa: https://salmg.net/2019/01/12/nfc-payment-relay-attacks-with-lora/ - https://www.aliexpress.com/item/SX1278-ESP32-LoRa-0-96-Inch-Blue-OLED-Display-Bluetooth-WIFI-Lora-Kit-32-Module-IOT/32825749403.html - https://www.aliexpress.com/item/13-56mHz-PN532-compatible-raspberry-pie-NFC-card-reader-module/2055119495.html?spm=2114.search0104.3.29.166f4b4fElzuKj&ws_ab_test=searchweb0_0,searchweb201602_5_10065_10068_10130_10890_10547_319_10546_317_10548_10545_10696_453_10084_454_10083_10618_431_10307_537_536_10059_10884_10887_100031_321_322_10103-10890,searchweb201603_53,ppcSwitch_0&algo_expid=8b42d885-fff2-4797-a3ea-3cfd99a32ed3-4&algo_pvid=8b42d885-fff2-4797-a3ea-3cfd99a32ed3&transAbTest=ae803_5 - Bundle Raspberry Pi 7" Touchscreen Display & Case : https://www.amazon.it/gp/product/B01M0AT5O5 # DIY - RPi Handheld: https://twitter.com/CrankyLinuxUser/status/1095111251510915075 - Privacy: https://www.privacynow.net/privacy-devices - Network Gears: https://twitter.com/fouroctets/status/1092121490579906560 - Tools for capturing and analysing keyboard input paired with microphone capture: https://github.com/ggerganov/kbd-audio # Web - NES-style CSS Framework: https://nostalgic-css.github.io/NES.css/ # Tools - Invisible Watermarks with Space Characters in ASCII Files: https://github.com/Neo23x0/space-id - universal command-line interface for SQL databases: https://github.com/xo/usql - Video editing: https://twitter.com/digininja/status/1007936435129847808 - itty.bitty.site: https://itty.bitty.site/#How_it_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 - Multitail - Look at multiple log files in the same time # Cheatsheets - http://cheat.sh/

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<div align="center"> <h1 align="center">Awesome Solidity</h1> <p align="center"> <a href="https://github.com/sindresorhus/awesome"> <img alt="awesome list badge" src="https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg"> </a> <a href="#buildstatus"> <img alt="build status badge" src="https://github.com/bkrem/awesome-solidity/workflows/URLs/badge.svg"> </a> <a href="https://github.com/bkrem/awesome-solidity/graphs/contributors"> <img alt="GitHub contributors" src="https://img.shields.io/github/contributors/bkrem/awesome-solidity"> </a> <a href="http://makeapullrequest.com"> <img alt="pull requests welcome badge" src="https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat"> </a> <a href="https://gitcoin.co/grants/3371/awesome-solidity"> <img alt="support via gitcoin badge" src="https://img.shields.io/badge/Support%20via-GitCoin-purple"> </a> </p> <p align="center">A curated list of awesome <a href="https://en.wikipedia.org/wiki/Solidity">Solidity</a> resources, libraries, tools and more.</p> <p align="center">Please check the <a href="CONTRIBUTING.md">contribution guidelines</a> for information on formatting and writing pull requests.</p> </div> ### Contents - [Resources](#resources) - [Official](#official) - [Tutorials](#tutorials) - [Articles](#articles) - [Security](#security) - [Audits](#audits) - [Examples](#examples) - [Educational](#educational) - [Deployed on Ethereum Mainnet](#deployed-on-ethereum-mainnet) - [Templates](#templates) - [Books](#books) - [Practice](#practice) - [Jobs](#jobs) - [Libraries](#libraries) - [Tools](#tools) - [General](#general) - [Utility](#utility) - [Audit](#audit) - [DevOps](#devops) - [Languages](#languages) - [JavaScript](#javascript) - [TypeScript](#typescript) - [Rust](#rust) - [OCaml](#ocaml) - [Editor Plugins](#editor-plugins) - [Eclipse](#eclipse) - [Emacs](#emacs) - [IntelliJ](#intellij) - [Sublime](#sublime) - [Vim](#vim) - [Visual Studio Code](#visual-studio-code) - [License](#license) ## Resources #### Official - [Docs](https://docs.soliditylang.org/en/latest/) - Official documentation. - [Cheatsheet](https://docs.soliditylang.org/en/latest/cheatsheet.html) - Cheatsheet from the official docs. - [Ethereum Wiki](https://github.com/ethereum/wiki/wiki) - The Ethereum Wiki. - [Ethereum Stackexchange](https://ethereum.stackexchange.com/) - Ethereum's Stackexchange board. - [ethereum/solidity](https://github.com/ethereum/solidity/) - Source code. - [ethereum/solc-bin](https://github.com/ethereum/solc-bin) - Current and historical builds of the compiler. - [ethereum/solidity-examples](https://github.com/ethereum/solidity-examples) - Loose collection of example code. #### Tutorials - [androlo/solidity-workshop](https://github.com/androlo/solidity-workshop) - Comprehensive series of tutorials covering contract-oriented programming and advanced language concepts. - [buildspace.so](https://buildspace.so/) - Hands-on Web3 course especially for beginners. It is completely free and you get an NFT on completion. - [Cadena](https://cadena.dev) - Tutorials for building smart contracts, dapps, on multiple chains and earn a Cadena NFT Certificate. - [CryptoZombies](https://cryptozombies.io) - Interactive code school that teaches you to write smart contracts through building your own crypto-collectibles game. - [cryptodevhub.io](https://cryptodevhub.io/) - Community-driven effort to unite like-minded people interested in Blockchain- and Crypto Technologies. - [Discover Ethereum & Solidity (ludu.co)](https://www.ludu.co/course/ethereum) - Complete course that takes you through the process of creating a decentralized Twitter clone using best practices. - [ExtropyIO/defi-bot](https://github.com/ExtropyIO/defi-bot) - Tutorial for building DeFi arbitrage bots. - [karmacoma-eth/sending-ether-cheat-sheet](https://gist.github.com/karmacoma-eth/4f206a46dedc6da6808c1ccdef3262d0) - Tips and best practices for sending Ether. - [LearnXInY](https://learnxinyminutes.com/docs/solidity/) - Learn Solidity in 15 mins (for experienced devs). - [manojpramesh/solidity-cheatsheet](https://github.com/manojpramesh/solidity-cheatsheet) - Cheat sheet and best practices. - [Questbook](https://www.questbook.app/) - Questbook is building a University DAO where learning is always free. Starting with crypto-dev courses by leading devs. - [Solidity and Vyper cheat sheet](https://reference.auditless.com/cheatsheet) - Review syntax of both languages side-by-side. - [Teach Yourself Web3](https://www.teachyourselfweb3.com/) - Join a community of Web3 engineers & educators that can help you supercharge your way into Web3 development. - [topmonks/solidity_quick_ref](https://topmonks.github.io/solidity_quick_ref/) - Syntax overview. - [nishuzumi/Web3-Enterprise-level-engineering](https://github.com/nishuzumi/Web3-Enterprise-level-engineering) - Web3 Enterprise Engineering Writing Specification Tutorial [Chinese Language - 中文版]. - [willitscale/learning-solidity](https://github.com/willitscale/learning-solidity) - Complete guide on getting started, creating your own crypto, ICOs and deployment. - [useweb3.xyz/tutorials](https://www.useweb3.xyz/tutorials) - A curated list of free, community tutorials that are based around specific projects, tasks or challenges. - [WTF Solidity](https://github.com/AmazingAng/WTF-Solidity) - An open-source and community reviewed tutorial in Chinese and English, covering intro, advanced, and application topics. - [WTF Ethers](https://github.com/WTFAcademy/WTF-Ethers) - An open-source and community reviewed Ethers.js tutorial in Chinese covering intro and advanced topics [Chinese Language - 中文版]. #### Articles - [Best Practices for Smart Contract Development (yos.io, Yos Riady, 2019)](https://yos.io/2019/11/10/smart-contract-development-best-practices/) - Developer handbook for smart contract developers. - [The Complete Guide to Full Stack Ethereum Development (dev.to, Nader Dabit, 2021)](https://dev.to/dabit3/the-complete-guide-to-full-stack-ethereum-development-3j13) - Building Full Stack dApps with React, Ethers.js, Solidity, and Hardhat. - [How to create an ERC20 Token and a Solidity Vendor Contract (medium.com, Emanuele Ricci, 2021)](https://stermi.medium.com/how-to-create-an-erc20-token-and-a-solidity-vendor-contract-to-sell-buy-your-own-token-8882808dd905) - Create your own ERC20 Token and a Token Vendor Contract that will handle the sell/buy process. - [soliditydeveloper.com/blog](https://soliditydeveloper.com/blog) - Concepts, guides, design patterns and more. #### Security - [Capture the Ether](https://capturetheether.com/) - Game in which you hack Ethereum smart contracts to learn about security. - [crytic/awesome-ethereum-security](https://github.com/crytic/awesome-ethereum-security) - Curated list of awesome Ethereum security references, guidance, tools, and more. - [crytic/building-secure-contracts](https://github.com/crytic/building-secure-contracts) - Guidelines and training material to write secure smart contracts. - [crytic/not-so-smart-contracts](https://github.com/crytic/not-so-smart-contracts) - Examples of common vulnerabilities, including code from real smart contracts. - [Crypto-Virus/cream-finance-exploit-example](https://github.com/Crypto-Virus/cream-finance-exploit-example) - Example implementation of the Cream Finance flashloan exploit. - [d-xo/weird-erc20](https://github.com/d-xo/weird-erc20) - Minimal example implementations of ERC20 tokens with surprising/unexpected behaviour. - [Ethereum Smart Contract Security Best Practices (Consensys)](https://consensys.github.io/smart-contract-best-practices/) - General security philosophy, known attacks, and sample code. - [OriginProtocol/security](https://github.com/OriginProtocol/security) - Materials related to security: docs, checklists, processes. - [Rari-Capital/security-checklist](https://github.com/Rari-Capital/security-checklist) - Opinionated security and code quality checklist for smart contracts. - [SecDim](https://secdim.com) - Online edutainment platform with content on smart contract security using real world examples, as well as online appsec games. - [securing/SCSVS](https://github.com/securing/SCSVS) - Smart Contract Security Verification Standard. - [sigp/solidity-security-blog](https://github.com/sigp/solidity-security-blog) - Comprehensive list of known attack vectors and common anti-patterns. ##### Audits - [Trail of Bits](https://github.com/trailofbits/publications/tree/master/reviews) - Public security audits by the Trail of Bits Team. - [OpenZeppelin](https://blog.openzeppelin.com/security-audits/) - Public security audits by the OpenZeppelin Security Team. - [Consensys Diligence](https://consensys.net/diligence/audits/) - Public security audits by the Consensys Diligence Team. - [MixBytes](https://github.com/mixbytes/audits_public) - Public security audits by the MixBytes Team. #### Examples ##### Educational - [alephao/solidity-benchmarks](https://github.com/alephao/solidity-benchmarks) - Benchmarks of popular implementations of ERC standards. - [cyrusadkisson/solidity-baby-steps](https://github.com/cyrusadkisson/solidity-baby-steps) - Comprehensive collection of contract examples. - [flashbots/simple-arbitrage](https://github.com/flashbots/simple-arbitrage) - Example arbitrage bot using Flashbots. - [fravoll/solidity-patterns](https://github.com/fravoll/solidity-patterns) - A collection of patterns and best practices for smart contract development. - [libevm/subway](https://github.com/libevm/subway) - A practical example on how to perform sandwich attacks on Ethereum. - [lsaether/bonding-curves](https://github.com/lsaether/bonding-curves) - Smart contracts for bonding curves (aka curve bonded tokens). - [kauri.io](https://kauri.io/) - Archive of kauri community's content created with the goal to foster the spread of Ethereum development knowledge far and wide. - [miguelmota/solidity-idiosyncrasies](https://github.com/miguelmota/solidity-idiosyncrasies) - Common gotchas, pitfalls, limitations, and idiosyncrasies. - [m1guelpf/lil-web3](https://github.com/m1guelpf/lil-web3) - Simple, intentionally-limited versions of web3 protocols & apps. - [pedrobergamini/flashloaner-contract](https://github.com/pedrobergamini/flashloaner-contract) - Smart contracts that operate arbitrages between Sushiswap and Uniswap. - [raineorshine/solidity-by-example](https://github.com/raineorshine/solidity-by-example) - A collection of short yet fully-functional contracts that demonstrate language features. - [Solidity By Example](https://solidity-by-example.org/) - An introduction to the language with simple examples. - [useWeb3 - Learn web3 development](https://www.useweb3.xyz/) - A curated overview of the best and latest resources on Ethereum, Solidity and Web3 development. - [WTF Academy - Web3 Open Academy](https://wtf.academy/) - A Dapp that allows you to learn Solidity, test with quizzes, and get certificate for you skill [Chinese Language - 中文版]. ##### Deployed on Ethereum Mainnet - [Abracadabra-money/magic-internet-money](https://github.com/Abracadabra-money/magic-internet-money) - Magic Internet Money (MIM) contracts. - [andrecronje/rarity](https://github.com/andrecronje/rarity) - D20srd reference implementation. - [axieinfinity/ronin-smart-contracts](https://github.com/axieinfinity/ronin-smart-contracts) - Axie Infinity Ronin contracts. - [bancorprotocol/contract-solidity](https://github.com/bancorprotocol/contracts-solidity) - Bancor Protocol contracts. - [compound-finance/compound-protocol](https://github.com/compound-finance/compound-protocol) - Compound Protocol contracts. - [dharma-eng/dharma-smart-wallet](https://github.com/dharma-eng/dharma-smart-wallet) - Smart wallet for earning interest on stablecoins while retaining custody of funds, with an added security backstop provided by Dharma Labs. - [ensdomains/ens-contracts](https://github.com/ensdomains/ens-contracts) - Ethereum Name Service (ENS) contracts. - [graphprotocol/contracts](https://github.com/graphprotocol/contracts) - Graph Protocol Contracts. - [OlympusDAO/olympus-contracts](https://github.com/OlympusDAO/olympus-contracts) - OlympusDAO contracts. - [smartcontractkit/LinkToken](https://github.com/smartcontractkit/LinkToken) - LINK token contracts for the Chainlink Network. - [sushiswap/kashi-lending](https://github.com/sushiswap/kashi-lending) - Kashi Lending platform contracts. - [sushiswap/sushiswap](https://github.com/sushiswap/sushiswap) - Sushiswap smart contracts. - [Synthetixio/synthetix](https://github.com/Synthetixio/synthetix) - Synthetix smart contracts. - [trusttoken/smart-contracts](https://github.com/trusttoken/smart-contracts) - TrustToken smart contracts. - [Uniswap/uniswap-v3-core](https://github.com/Uniswap/uniswap-v3-core) - Core smart contracts of Uniswap v3. - [wyvernprotocol/wyvern-v3](https://github.com/wyvernprotocol/wyvern-v3) - Core smart contracts for Wyvern v3, a decentralized digital asset exchange protocol. #### Templates - [austintgriffith/scaffold-eth](https://github.com/austintgriffith/scaffold-eth) - Github template providing an Ethereum dev stack focused on fast product iterations. - [ethereum-boilerplate/ethereum-boilerplate](https://github.com/ethereum-boilerplate/ethereum-boilerplate) - React components and hooks to build dApps fast without running your own backend. - [gakonst/dapptools-template](https://github.com/gakonst/dapptools-template) - Forkable template to get you started with Dapp Tools. - [NodeFactoryIo/solidity-node-docker-starter](https://github.com/NodeFactoryIo/solidity-node-docker-starter) - Github template with Docker containers for building dApps with Truffle and Node.js as backend server. - [paulrberg/solidity-template](https://github.com/paulrberg/solidity-template) - Github template for writing contracts (uses: Hardhat, TypeChain, Ethers, Waffle, Solhint, Solcover, Prettier Plugin Solidity). - [rhlsthrm/typescript-solidity-dev-starter-kit](https://github.com/rhlsthrm/typescript-solidity-dev-starter-kit) - Starter kit for developing, testing, and deploying smart contracts with a full Typescript environment. - [tomhirst/solidity-nextjs-starter](https://github.com/tomhirst/solidity-nextjs-starter) - A full-stack dApp starter built with Next.js (React). - [transmissions11/foundry-template](https://github.com/transmissions11/foundry-template) - Streamlined template for getting started with Foundry and Solmate. - [wighawag/template-ethereum-contracts](https://github.com/wighawag/template-ethereum-contracts) - Template to develop smart contracts. - [ZumZoom/solidity-template](https://github.com/ZumZoom/solidity-template) - Hardhat template with preconfigured Github Actions and Coveralls support. #### Books - [Blockchain in Action](https://www.manning.com/books/blockchain-in-action) - Book that teaches the essential principles of blockchain and how to create your own decentralized apps. - [Mastering Ethereum](https://github.com/ethereumbook/ethereumbook) - Mastering Ethereum is a book for developers, offering a guide to the operation and use of the Ethereum, Ethereum Classic, RootStock (RSK) and other compatible EVM-based open blockchains. #### Practice - [ChainShot](https://www.chainshot.com/) - Hands-on learning with challenging coding tutorials. - [OpenZeppelin/damn-vulnerable-defi](https://github.com/OpenZeppelin/damn-vulnerable-defi) - A set of challenges to hack implementations of DeFi in Ethereum. - [OpenZeppelin/ethernaut](https://github.com/OpenZeppelin/ethernaut) - Ethernaut is a Web3/Solidity based wargame to be played in the Ethereum Virtual Machine. Each level is a smart contract that needs to be 'hacked'. #### Jobs - [aworker.io](https://aworker.io/) - Job board for blockchain and cryptocurrency jobs. - [cryptocurrencyjobs.co](https://cryptocurrencyjobs.co/) - Job board for blockchain and cryptocurrency jobs. - [cryptojobslist.com](https://cryptojobslist.com/) - Job board for blockchain and cryptocurrency jobs. - [crypto.jobs](https://crypto.jobs) - Job board for blockchain and cryptocurrency jobs. - [web3.career](https://web3.career) - Job board for blockchain and cryptocurrency jobs. ## Libraries - [0age/AttributeRegistry](https://github.com/0age/AttributeRegistry) ERC-1616 Attribute Registry Standard - interface, tests and implementation. - [0age/HomeWork](https://github.com/0age/HomeWork) - An autonomous utility for finding, sharing and reusing home addresses for contracts. - [0age/Spawner](https://github.com/0age/Spawner) - Spawn EIP 1167 minimal proxies with an included initialization step during contract creation. - [0xcert/ethereum-erc721](https://github.com/0xcert/ethereum-erc721) - Non-fungible token implementation for Ethereum-based blockchains. - [alexvansande/ENSTools](https://github.com/alexvansande/ENSTools) - A set of contracts to extend ENS functionality to other smart contracts. - [Arachnid/solidity-stringutils](https://github.com/Arachnid/solidity-stringutils) - Basic string utilities for Solidity. - [dapp-bin](https://github.com/ethereum/dapp-bin) - Ethereum repo providing implementations for many common data structures and utilities in Solidity, Serpent and LLL. - [dapphub/dappsys](https://github.com/dapphub/dappsys) - Contract system framework for flexible multi-contract dapps. - [dmihal/hardhat-interface-generator](https://github.com/dmihal/hardhat-interface-generator) - Hardhat plugin to automatically generate interfaces from code. - [EthWorks/Waffle](https://github.com/EthWorks/Waffle) - Library for writing and testing smart contracts. - [gelatodigital/auto-top-up](https://github.com/gelatodigital/auto-top-up) - Automatically top up multiple ETH addresses once their ETH balance falls below a certain threshold. - [hifi-finance/prb-math](https://github.com/hifi-finance/prb-math) - Smart contract library for advanced fixed-point math. - [ItsNickBarry/hardhat-abi-exporter](https://github.com/ItsNickBarry/hardhat-abi-exporter) - Export contract ABIs on compilation via Hardhat. - [Keydonix/uniswap-oracle](https://github.com/Keydonix/uniswap-oracle) - General purpose price feed oracle built on Uniswap v2 that uses merkle proofs under the hood. - [makerdao/multicall](https://github.com/makerdao/multicall) - Aggregate multiple constant function call results into one. - [maple-labs/erc-20](https://github.com/maple-labs/erc-20) - Maple implementation of the ERC-20 standard. - [mattdf/RingCrypto](https://github.com/mattdf/RingCrypto) - Ring signature related implementations for Ethereum. - [mds1/solidity-trigonometry](https://github.com/mds1/solidity-trigonometry) - Library with basic trigonometry functions. - [Modular Libraries](https://github.com/modular-network/ethereum-libraries) - Deployed utility libraries to use in your smart contracts. - [mzhu25/sol2string](https://github.com/mzhu25/sol2string) - `LibUintToString` library for efficiently converting `uint256` values to strings. - [NTA-Capital/SolMATe](https://github.com/NTA-Capital/SolMATe) - Libraries for floating-point matrix manipulation, linear algebra operations, and vector math. - [OpenZeppelin/openzeppelin-contracts](https://github.com/OpenZeppelin/openzeppelin-contracts) - A library for secure smart contract development. - [OpenZeppelin/openzeppelin-contracts-upgradeable](https://github.com/OpenZeppelin/openzeppelin-contracts-upgradeable) - Upgradeable variant of OpenZeppelin Contracts, meant for use in upgradeable contracts. - [optionality/clone-factory](https://github.com/optionality/clone-factory) - Simple clone contract factory. Install a master copy of a contract, then easily (cheaply) create clones with separate state. - [partylikeits1983/num_complex_solidity](https://github.com/partylikeits1983/num_complex_solidity) - Smart contract library for handling complex numbers. - [pcaversaccio/xdeployer](https://github.com/pcaversaccio/xdeployer) - Hardhat plugin to deploy your smart contracts across multiple EVM chains with the same deterministic address. - [rugpullindex/indexed-sparse-merkle-tree](https://github.com/rugpullindex/indexed-sparse-merkle-tree) - Dapptools-ready and gas-optimized implementation of a sparse merkle tree. - [Smart Contracts Skeleton](https://github.com/Shimmi/smart-contracts-skeleton) - Preconfigured skeleton repository for building or starting with development of Smart contracts. - [solana-labs/solana-solidity.js](https://github.com/solana-labs/solana-solidity.js) - Compile, deploy, and use contracts on Solana. - [Solidity Collections](https://github.com/ethereum/wiki/wiki/Solidity-Collections) - Collections of code snippets and utility libraries. - [Solidity Standard Library](https://github.com/alianse777/solidity-standard-library) - Standard library (Array, random, math, string). - [solidstate-network/solidstate-solidity](https://github.com/solidstate-network/solidstate-solidity) - Upgradeable-first smart contract development library. - [studydefi/money-legos](https://github.com/studydefi/money-legos) - NPM package that provides you with the mainnet addresses, ABIs, and Solidity interfaces for popular DeFi protocols. - [ThirdWeb/Contracts](https://github.com/thirdweb-dev/contracts) - Pre-built contracts for Token, NFT, Governance and Marketplace from ThirdWeb. - [truffle-assertions](https://github.com/rkalis/truffle-assertions) - Adds additional assertions and utilities used in testing smart contracts with truffle. - [transmissions11/solmate](https://github.com/transmissions11/solmate) - Modern, opinionated and gas optimized building blocks for smart contract development. - [Uniswap/merkle-distributor](https://github.com/Uniswap/merkle-distributor) - Smart contract that distributes a balance of tokens according to a merkle root. - [Uniswap/uniswap-v2-periphery](https://github.com/Uniswap/uniswap-v2-periphery) - Peripheral smart contracts for interacting with Uniswap V2. - [Uniswap/uniswap-v3-periphery](https://github.com/Uniswap/uniswap-v3-periphery) - Peripheral smart contracts for interacting with Uniswap V3. - [wbobeirne/eth-balance-checker](https://github.com/wbobeirne/eth-balance-checker) - Smart contract and library pair that allows you to check for multiple ERC20 and Ether balances across multiple addresses in a single RPC call. - [Unicode Ethereum Project](https://github.com/devstein/unicode-eth) - Libraries and contracts for Unicode data, algorithms, and utilities. ## Tools #### General - [Anish-Agnihotri/MultiFaucet](https://github.com/Anish-Agnihotri/MultiFaucet) - MultiFaucet drips ETH, tokens, and NFTs across many testnet networks, at once. - [create-truffle-dapp](https://github.com/clemlak/create-truffle-dapp) - CLI to create and deploy Truffle projects with no configuration. - [dethcrypto/ethereum-code-viewer](https://github.com/dethcrypto/ethereum-code-viewer) - View the source of deployed Ethereum contracts in VSCode. - [dapphub/dapptools](https://github.com/dapphub/dapptools) - Command-line-friendly tools for blockchain development. - [eagr/sol-repl](https://github.com/eagr/sol-repl) - Lightweight, feature-rich REPL for instant feedback. - [EthFiddle](https://ethfiddle.com/recent_fiddles) - Find, share and embed contracts. - [eth-brownie/brownie](https://github.com/eth-brownie/brownie) - Python-based development and testing framework for smart contracts targeting the Ethereum Virtual Machine. - [dapp-scratch](https://github.com/okwme/dapp-scratch) - CLI for generating javascript modules from Contracts for Decentralized Apps. - [gakonst/foundry](https://github.com/gakonst/foundry) - Blazing fast, portable and modular toolkit for Ethereum application development written in Rust. - [instant-dapp-ide](https://github.com/dominicwilliams/instant-dapp-ide) - Complete Dapp and Solidity development environment as a docker image you can run from command line. - [Hardhat](https://hardhat.org/) - Development environment to compile, deploy, test, and debug your Ethereum software. - [Laika](https://getlaika.app) - Make requests to smart contracts without the hassle of writing a single line of code. - [Remix](https://remix.ethereum.org/) - Online realtime compiler and runtime. - [EthereumStudio](https://github.com/ObsidianLabs/EthereumStudio) - Standalone desktop IDE. - [raineorshine/solidity-repl](https://github.com/raineorshine/solidity-repl) - REPL CLI. - [SIF](https://github.com/chao-peng/SIF) - Code generation from the AST, analyse and instrument source code. - [Smart Contract Sanctuary](https://github.com/tintinweb/smart-contract-sanctuary) - A home for ethereum smart contracts, all verified smart contracts from Etherscan. - [Sourcify](https://sourcify.dev/) - Decentralized and open-sourced smart contract verification service. - [naddison36/sol2uml](https://github.com/naddison36/sol2uml) - Unified Modeling Language (UML) class diagram generator for smart contracts. - [OpenZeppelin](https://openzeppelin.com/) - Framework to build secure smart contracts. - [solgraph](https://github.com/raineorshine/solgraph) - Visualize control flows for smart contract security analysis. - [sol-merger](https://github.com/RyuuGan/sol-merger) - Merges all imports into single file for contracts. - [solidity-docgen](https://github.com/OpenZeppelin/solidity-docgen) - Documentation generator for Solidity projects. - [Tenderly](https://tenderly.co) - Easily monitor your smart contracts with error tracking, alerting, performance metrics, and detailed contract analytics. - [Truffle](https://github.com/trufflesuite/truffle) - Development environment, testing framework and asset pipeline for Ethereum. - [tintinweb/solidity-shell](https://github.com/tintinweb/solidity-shell) - An interactive Solidity shell with lightweight session recording. - [weiroll/weiroll](https://github.com/weiroll/weiroll) - A simple and efficient operation-chaining/scripting language for the EVM. #### Utility - [Aniket-Engg/sol-profiler](https://github.com/Aniket-Engg/sol-profiler) - CLI tool to list & store solidity smart contract methods attributes. - [Aniket-Engg/sol-verifier](https://github.com/Aniket-Engg/sol-verifier) - Verify solidity smart contracts on Etherscan. - [cleanunicorn/abi2signature](https://github.com/cleanunicorn/abi2signature) - Use the ABI of a smart contract to find out the function signatures. - [crytic/solc-select](https://github.com/crytic/solc-select) - CLI to quickly switch between compiler versions. - [DiverseSolutions/Diverse-Eth-Calculator](https://github.com/DiverseSolutions/Diverse-Eth-Calculator) - Website with Ethereum unit conversion & utility components. - [duaraghav8/Ethlint](https://github.com/duaraghav8/Ethlint) - Linter to identify and fix style & security issues in smart contracts. - [ItsNickBarry/hardhat-contract-sizer](https://github.com/ItsNickBarry/hardhat-contract-sizer) - Output contract sizes with Hardhat. - [prettier-solidity/prettier-plugin-solidity](https://github.com/prettier-solidity/prettier-plugin-solidity) - Prettier plugin for automatically formatting your code. - [protofire/solhint](https://github.com/protofire/solhint) - Solidity linter that provides security, style guide and best practice rules for smart contract validation. - [rkalis/truffle-plugin-verify](https://github.com/rkalis/truffle-plugin-verify) - Truffle plugin to verify smart contracts on Etherscan and Sourcify from the Truffle command line. - [sambacha/prettier-config-solidity](https://github.com/sambacha/prettier-config-solidity) - Prettier config optimized to reduce AST churn & conform to the Solidity spec. - [sc-forks/solidity-coverage](https://github.com/sc-forks/solidity-coverage) - Code coverage tool. - [Tenderly/tenderly-cli](https://github.com/Tenderly/tenderly-cli) - Speed up your development with error stack traces. - [tintinweb/solgrep](https://github.com/tintinweb/solgrep) - A scriptable semantic grep utility for Solidity. - [Bytes32 Converter Online](https://neptunemutual.com/web3-tools/string-to-bytes32-converter/) - Convert Solidity bytes32 to utf8 string or integers and vice versa. - [Online ABI Encoder](https://neptunemutual.com/web3-tools/solidity-abi-encoder-online/) - Online Solidity ABI Encoder to encode smart contract arguments, and also perform read and write operations on the blockchain. - [Ethereum Unit Converter](https://neptunemutual.com/web3-tools/ethereum-unit-converter/) - Online tool to convert the different ethereum denominations (wei, gwei, ether). #### Audit - [a16z/metamorphic-contract-detector](https://github.com/a16z/metamorphic-contract-detector) - Check whether a given contract exhibits red flags that could indicate the potential for metamorphism instead of immutability. - [Echidna](https://github.com/crytic/echidna) - Define properties for your smart contract then use fuzzing to catch security bugs. - [Manticore](https://github.com/trailofbits/manticore) - Detects many common bug types, and can prove correctness properties with symbolic execution. - [Mythril](https://github.com/ConsenSys/mythril) - Security analysis tool for smart contracts. - [ethereum/sourcify](https://github.com/ethereum/sourcify) - Re-compiler that can be used to verify that bytecode corresponds to certain source code. - [eth-sri/securify2](https://github.com/eth-sri/securify2) - Tool for analyzing smart contracts for vulnerabilities and insecure coding. - [Slither](https://github.com/crytic/slither) - Static analyzer with support for many common bug types, including visualization tools for security-relevant information. - [MythX](https://mythx.io/) - Detection for security vulnerabilities in Ethereum smart contracts throughout the development life cycle #### DevOps - [Embark](https://github.com/embark-framework/embark) - Framework that allows you to easily develop and deploy DApps. - [Moesif](https://www.moesif.com/docs/platform/ethereum-web3/) - Service that provides Ethereum smart contract analytics and anomaly detection for DApps and DAPIs. - [solidity-sizer](https://github.com/unstoppabledomains/solidity-sizer) - GitHub Action that adds a comment to the PR indicating the size of contracts, including size differences. ## Languages #### JavaScript - [deno-web3/solc](https://github.com/deno-web3/solc) - Solidity bindings for Deno. - [solc-js](https://github.com/ethereum/solc-js) - JavaScript bindings for the Solidity compiler. - [solidity-parser](https://github.com/federicobond/solidity-parser-antlr) - Solidity parser built in JavaScript. - [sulk](https://github.com/lukehedger/sulk) - Configurable contract compilation. #### TypeScript - [Soltsice](https://github.com/Soltsice/Soltsice) - Generates strongly-typed TypeScript classes for contracts from Truffle artifacts with a single command. - [TypeChain](https://github.com/ethereum-ts/TypeChain) - TypeScript bindings for Ethereum smart contracts. #### Rust - [hyperledger-labs/solang](https://github.com/hyperledger-labs/solang) - A Solidity-to-WASM-and-BPF compiler written in Rust. - [rust-ethereum/ethabi](https://github.com/rust-ethereum/ethabi) -Encode and decode smart contract invocations. #### OCaml - [ocaml-solidity](https://ocamlpro.github.io/ocaml-solidity/) - OCaml library providing a parser, a typechecker and miscellaneous utilities for manipulating contracts. ## Editor Plugins #### Eclipse - [uml2solidity](https://github.com/UrsZeidler/uml2solidity) - Model smart contracts with UML. #### Emacs - [emacs-solidity](https://github.com/ethereum/emacs-solidity) - Solidity mode for Emacs. - [company-solidity](https://github.com/ssmolkin1/company-solidity) - Autocomplete with company-mode. #### IntelliJ - [intellij-solidity](https://github.com/intellij-solidity/intellij-solidity) - Solidity plugin for IntelliJ. #### Sublime - [SublimeEthereum](https://github.com/davidhq/SublimeEthereum) - Solidity syntax for SublimeText. #### Vim - [solidity.vim](https://github.com/dmdque/solidity.vim) - Vim compiler plugin. - [vim-solidity](https://github.com/tomlion/vim-solidity) - Vim syntax file. #### Visual Studio Code > 👉 For a comprehensive list, see [results for "Solidity" on Visual Studio Marketplace](https://marketplace.visualstudio.com/search?term=solidity&target=VSCode&category=All%20categories&sortBy=Relevance). - [ConsenSys/vscode-solidity-auditor](https://github.com/ConsenSys/vscode-solidity-auditor) - Language support and visual security auditor for Visual Studio Code. - [Ethereum Security Bundle](https://marketplace.visualstudio.com/items?itemName=tintinweb.ethereum-security-bundle) - A meta-extension bundling marketplace plugins for secure Ethereum smart contract development. - [sol-profiler-vscode](https://github.com/Aniket-Engg/sol-profiler-vscode) - Visual Code Extension to generate & store smart contract methods profile. - [vscode-solidity](https://github.com/juanfranblanco/vscode-solidity) - Visual Studio Code language support extension. - [Solidity Visual Developer](https://marketplace.visualstudio.com/items?itemName=tintinweb.solidity-visual-auditor) - Visual Security audit, Security centric syntax and semantic highlighting, detailed class outline, UML diagram generator, and many more features. - [Solidity Contract Flattener](https://marketplace.visualstudio.com/items?itemName=tintinweb.vscode-solidity-flattener) - Flatten Solidity Contracts using truffle-flattener - [Solidity + Hardhat ](https://marketplace.visualstudio.com/items?itemName=NomicFoundation.hardhat-solidity) - Adds general support for Solidity contracts development with features user expect to find in an IDE (code formatting, linting, prettifier, snippets, go to references, and so on). Go to choice for those relying on VSCode and Hardhat in their projects. - [Truffle for VS Code](https://marketplace.visualstudio.com/items?itemName=trufflesuite-csi.truffle-vscode) - Truffle for VS Code simplifies how you create, build, debug and deploy smart contracts on Ethereum and all EVM-compatible blockchains and layer 2 scaling solutions. --- ## License [](https://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, [Ben Kremer](https://github.com/bkrem) has waived all copyright and related or neighboring rights to this work.

## Top hacking books for 2021: A collection of awesome penetration testing and cybersecurity resources. 🔗 Link :- https://drive.google.com/drive/folders/1q2sOBNU4lPBkwtF1Msl6uCACBV5TUGWD 📂 ꜰɪʟᴇ ᴘᴀꜱꜱᴡᴏʀᴅ : ꜱᴇʀᴠᴇʀ_ᴢ <br> ⚠️ ꜰᴏʀ ᴇᴅᴜᴄᴀᴛɪᴏɴᴀʟ ᴘᴜʀᴘᴏꜱᴇꜱ ᴏɴʟʏ ## Top 10 - Must Know GitHub Repositories for InfoSec/Cybersecurity/OSINT Enthusiastic Out There. Check 🧵👇 ### Top 3 books to get started Book 1 - The pentester blueprint<br> Book 2 - Social engineering<br> Book 3 - Basic security testing with kali linux<br> ### Top 5 books to get started in cybersecurity: Book 1 - The pentester Blueprint<br> Book 2 - Social Engineering by Christopher hadnagy<br> Book 3 - Basic security testing with kali linux by daniel deterele<br> Book 4 - Metasploit penetration testing cookbook<br> Book 5 - The hacker playbook<br> ### Practical books Book 1 - RTFM Red team field manual<br> Book 2 - Blue team handbook: incident response edition<br> Book 3 - Gray Hat Python<br> Book 4 - Malware analyst's cookbook and dvd<br> Book 5 - Inside cyber warfare<br> ### Languages to Learn **Python**<br> **Bash**<br> **Powershell**<br> - C.E.H 3.0 https://drive.google.com/file/d/0ByzazsLLzvFwU0NROXltdTRmYlk/view?usp=drivesdk - Attacking the D.N.S Protocol https://drive.google.com/file/d/0ByzazsLLzvFwQVFINGMzRWg4ZnM/view?usp=drivesdk - C.E.H Handbook https://drive.google.com/file/d/0ByzazsLLzvFwWTAzbkNPZFpNZ3c/view?usp=drivesdk - C.E.H Cheat Sheet https://drive.google.com/file/d/0ByzazsLLzvFwSGkzRDc0SFRvdW8/view?usp=drivesdk - Pentesting and Ethical Hacking https://drive.google.com/file/d/0ByzazsLLzvFwMVhIdmlaYnhSSms/view?usp=drivesdk - C.E.H V6 https://drive.google.com/folderview?id=0ByzazsLLzvFwZDMycC1kVXdtTFU - Metasploit Books https://drive.google.com/folderview?id=0ByzazsLLzvFwVkdJQlJLNXl6bGc ### ISBN Numbers from Neal's bookshelf: ===============================<br> Inside Cyber Warfare: 978-0-596-800215-8<br> The Hacker Playbook: 978-1-4949-3263-3<br> Metasploit Penetration Testing Cookbook: 978-1-84951-742-3<br> Social Engineering - The Art fo Human Hacking: 978-0-470-63953-5<br> Basic Security Testing with Kali Linux: 9781-494861278<br> Malware Analysts Cookbook: 978-0-470-61303-0<br> Gray Hat Python: 978-1-59327-192-3<br> Blue Team Handbook: 9781500734756<br> Red Team Field Manual: 9781494295509<br> ### Links: =====<br> INE Free training: https://bit.ly/freeinetraining​<br> eLearn Security: https://elearnsecurity.com/product/ej...​<br> OSCP: https://www.offensive-security.com/co...​<br> SANS: https://www.sans.org/​<br> Hack the box: https://www.hackthebox.eu/​<br> Try Hack Me: https://tryhackme.com/​<br> CTF Time: https://ctftime.org/ctf-wtf/​<br> CEH: https://www.eccouncil.org/programs/ce...​<br> Cyber Blue: https://securityblue.team/​<br> Cyber Defenders: https://cyberdefenders.org/​<br> ### Free Resources to learn: 1. edureka: https://www.edureka.co/blog/ethical-h...​ 2. Tutorials Point: https://www.tutorialspoint.com/ethica...​ 3. Cybrary: https://www.cybrary.it/course/ethical...​ 4. Eduonix: https://www.eduonix.com/courses/Softw...​ 5. guru99: https://www.guru99.com/ethical-hackin...​ ## Project Ideas: 1. https://www.upgrad.com/blog/cyber-sec...​ 2. https://nevonprojects.com/information...​ 3. https://www.jigsawacademy.com/blogs/c...​ 4. https://www.geeksforgeeks.org/top-6-c...​ 5. https://www.researchgate.net/post/Doe...​ 6. https://analyticsindiamag.com/5-cyber...​ ### Certifications: 1. CEH: https://www.eccouncil.org/programs/ce...​ 2. OSCP: https://www.offensive-security.com/pw...​ 3. GPEN: https://www.giac.org/certification/pe...​ 4. Security+: https://www.comptia.org/certification...​ 5. SANS Certifications: https://www.sans.org/​ ### GitHub Resources: 1. Bug Bounty for Beginners: https://github.com/nahamsec/Resources...​ 2. ProjectDiscovery: https://github.com/projectdiscovery/p...​ 3. Awesome Bug Bounty: https://github.com/djadmin/awesome-bu...​ 4. SecLists: https://github.com/danielmiessler/Sec...​ 5. PaylodsAllTheThings: https://github.com/swisskyrepo/Payloa... Made By Gyan with ❤️

<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='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='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='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='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> </tr> <tr> <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='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='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='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='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> </tr> <tr> <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> <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='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='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='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> </tr> <tr> <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='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> <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> <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='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> </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 />

<!-- Do not translate this --> <details> <summary> <strong> Read this guide in other languages </strong> </summary> <ul> <li><a href="./README.md"> English </a></li> <li><a href="./README-MR.md"> मराठी </a></li> <li><a href="./README-BN.md"> বাংলা </a></li> <li><a href="./README-CN.md"> 中文 </a></li> <li><a href="./README-RU.md"> русский </a></li> <li><a href="./README-RO.md"> Românesc </a></li> <li><a href="./README-IT.md"> Italiano </a></li> <li><a href="./README-ID.md"> Indonesia </a></li> <li><a href="./README-ES.md"> Español </a></li> <li><a href="./README-pt-BR.md"> Português (BR) </a></li> <li><a href="./README-DE.md"> Deutsch </a></li> <li><a href="./README-HE.md"> עברית </a></li> <li><a href="./README-GR.md"> Ελληνικά </a></li> <li><a href="./README-FR.md"> Français </a></li> <li><a href="./README-TR.md"> Turkish </a></li> <li><a href="./README-KO.md"> 한국어 </a></li> <li><a href="./README-JA.md"> 日本語 </a></li> <li><a href="./README-HI.md"> हिंदी </a></li> <li><a href="./README-FA.md"> فارسی </a></li> <li><a href="./README-UR.md">اردو </a></li> <li><a href="./README-AR.md">اللغة العربية </a></li> <li><a href="./README-TA.md">தமிழ்</a></li> <li><a href="./README-NE.md">नेपाली</a></li> </ul> </details> <!-- Do not translate this --> # Welcome Newbie Open Source Contributors! [](https://makeapullrequest.com) [](https://www.firsttimersonly.com/) [](https://github.com/freeCodeCamp/how-to-contribute-to-open-source/actions/workflows/test.yml) This is a list of resources for people who are new to contributing to Open Source. If you find additional resources, please create a pull request. If you have questions or comments, please create an issue. **Contents** - [Contributing to Open Source in general](#contributing-to-open-source-in-general) - [Direct GitHub searches](#direct-github-searches) - [Mozilla's contributor ecosystem](#mozillas-contributor-ecosystem) - [Useful articles for new Open Source contributors](#useful-articles-for-new-open-source-contributors) - [Using Version Control](#using-version-control) - [Open Source books](#open-source-books) - [Open Source contribution initiatives](#open-source-contribution-initiatives) - [Open Source programs to participate in](#open-source-programs-to-participate-in) - [License](#license) ## Contributing to Open Source in general > Articles and resources that discuss the world and culture of Open Source. - [The Definitive Guide to Contributing to Open Source](https://www.freecodecamp.org/news/the-definitive-guide-to-contributing-to-open-source-900d5f9f2282/) by [@DoomHammerNG](https://twitter.com/DoomHammerNG). - [An Intro to Open Source](https://www.digitalocean.com/community/tutorial_series/an-introduction-to-open-source) - Tutorials by DigitalOcean to guide you on your way to contribution success here on GitHub. - [Code Triage](https://www.codetriage.com/) - A tool for finding popular repositories and issues filtered by language. - [Forge Your Future with Open Source](https://pragprog.com/titles/vbopens/forge-your-future-with-open-source/) ($) - Book devoted to explaining open source, how to find a project, and how to start contributing. Inclusive of all roles in software development, not just programmers. - [Awesome-for-beginners](https://github.com/MunGell/awesome-for-beginners) - a GitHub repo that amasses projects with good bugs for new contributors, and applies labels to describe them. - [Open Source Guides](https://opensource.guide/) - Collection of resources for individuals, communities, and companies who want to learn how to run and contribute to an Open Source project. - [45 Github Issues Dos and Don’ts](https://hackernoon.com/45-github-issues-dos-and-donts-dfec9ab4b612) - Do's and Don'ts on GitHub. - [GitHub Guides](https://docs.github.com/en) - basic guides on how to use GitHub effectively. - [Contribute to Open Source](https://github.com/danthareja/contribute-to-open-source) - Learn the GitHub workflow by contributing code to a simulation project. - [Linux Foundation's Open Source Guides for the Enterprise](https://www.linuxfoundation.org/resources/open-source-guides) - The Linux Foundation's guides to Open Source projects. - [CSS Tricks An Open Source Etiquette Guidebook](https://css-tricks.com/open-source-etiquette-guidebook/) - An Open Source Etiquette Guidebook, written by Kent C. Dodds And Sarah Drasner. - [A to Z Resources for Students](https://github.com/dipakkr/A-to-Z-Resources-for-Students) - Curated list of resources and opportunities for college students to learn a new coding language. - ["How to Contribute to an Open Source Project on GitHub" by Egghead.io](https://egghead.io/courses/how-to-contribute-to-an-open-source-project-on-github) - A step-by-step video guide of how to start contributing to Open Source projects on GitHub. - [Contributing to Open Source: A Live Walkthrough from Beginning to End](https://medium.com/@kevinjin/contributing-to-open-source-walkthrough-part-0-b3dc43e6b720) - This walkthrough of an open source contribution covers everything from picking a suitable project, working on an issue, to getting the PR merged in. - ["How to Contribute to Open Source Project" by Sarah Drasner](https://css-tricks.com/how-to-contribute-to-an-open-source-project/) - They are focusing on the nitty-gritty of contributing a pull request (PR) to someone else’s project on GitHub. - ["How to get started with Open Source" by Sayan Chowdhury](https://www.hackerearth.com:443/getstarted-opensource/) - This article covers the resources for contributing to open source for beginners based on their favorite language interest. - ["Browse good first issues to start contributing to open source"](https://github.blog/2020-01-22-browse-good-first-issues-to-start-contributing-to-open-source/) - GitHub now helps you find good first issues to start contributing to open source. - ["How to Contribute to Open Source Project" by Maryna Z](https://rubygarage.org/blog/how-contribute-to-open-source-projects) - This comprehensive article is directed towards businesses (but still useful for individual contributors) where it talks about why, how, and what open-source projects to contribute to. - ["start-here-guidelines" by Andrei](https://github.com/zero-to-mastery/start-here-guidelines) - Lets Git started in the world of opensource, starting in the opensource playground. Especially designed for education and practical experience purposes. - ["Getting Started with Open Source" by NumFocus](https://github.com/numfocus/getting-started-with-open-source) - a GitHub repo that helps contributors overcome barriers to entry in open-source. - ["Opensoure-4-everyone" by Chryz-hub](https://github.com/chryz-hub/opensource-4-everyone) - A repository on everything related to open source. This is a project to help with GitHub membership visibility, practice with basic and advance git commands, getting started with open source, and more. - ["Open Advice"](http://open-advice.org/) - Knowledge collection from a wide variety of Free Software projects. It answers the question what 42 prominent contributors would have liked to know when they started so you can get a head-start no matter how and where you contribute. - ["GitHub Skills"](https://skills.github.com) - Level up your skills with GitHub Skills. Our friendly bot will take you through a series of fun, practical projects to learn the skills you need in no time—and share helpful feedback along the way. - ["Ten simple rules for helping newcomers become contributors to open projects"](https://doi.org/10.1371/journal.pcbi.1007296) - This article covers rules based on studies of many communities and experiences of members, leaders, and observers. - ["Step-by-Step guide to contributing on GitHub"](https://www.dataschool.io/how-to-contribute-on-github/) - a step-by-step guide with supporting visuals and links regarding the whole process of contributing to an open source project. - [Open Source with Pradumna](https://github.com/Pradumnasaraf/open-source-with-pradumna) - This repo contains resources and materials to learn and get yourself started with Open Source, Git, and GitHub. - ["FOSS Community Acronyms"](https://github.com/d-edge/foss-acronyms) - This repo contains a list of abbreviations used within the FOSS (Free and Open Source) community, along with their definitions and usages. - ["Open Source Fiesta - Open Source Fiesta"](https://zubi.gitbook.io/open-source-fiesta/) - Step-by-step instruction on how to contribute to GitHub repositories, and includes a git command line cheatsheet. - ["6 Best Practices to Manage Pull Request Creation and Feedback"](https://doordash.engineering/2022/08/23/6-best-practices-to-manage-pull-request-creation-and-feedback/) from Jenna Kiyasu, software engineer at DoorDash Engineering. - ["Contribute to the Open-Source Community"](https://arijitgoswami.hashnode.dev/contribute-to-the-open-source-community) - Advantages of open-source software, how to understand the inner workings of an open-source project and make the first contribution. - ["Complete Guide to Open Source - How to Contribute"](https://www.youtube.com/watch?v=yzeVMecydCE) (41:52) - Learn why and how to contribute to open source software with Eddie Jaoude. ## Direct GitHub searches > Search links that point directly to suitable issues to contribute to on GitHub. - [is:issue is:open label:beginner](https://github.com/search?q=is%3Aissue+is%3Aopen+label%3Abeginner&type=issues) - [is:issue is:open label:easy](https://github.com/search?q=is%3Aissue+is%3Aopen+label%3Aeasy&type=issues) - [is:issue is:open label:first-timers-only](https://github.com/search?q=is%3Aissue+is%3Aopen+label%3Afirst-timers-only&type=issues) - [is:issue is:open label:good-first-bug](https://github.com/search?q=is%3Aissue+is%3Aopen+label%3Agood-first-bug&type=issues) - [is:issue is:open label:"good first issue"](https://github.com/search?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22&type=issues) - [is:issue is:open label:starter](https://github.com/search?q=is%3Aissue+is%3Aopen+label%3Astarter&type=issues) - [is:issue is:open label:up-for-grabs](https://github.com/search?q=is%3Aissue+is%3Aopen+label%3Aup-for-grabs&type=issues) - [is:issue is:open label:easy-fix](https://github.com/search?q=is%3Aissue+is%3Aopen+label%3Aeasy-fix&type=issues) - [is:issue is:open label:"beginner friendly"](https://github.com/search?q=is%3Aissue+is%3Aopen+label%3A%22beginner+friendly%22&type=issues) ## Mozilla's contributor ecosystem > Mozilla pledges for a healthy internet and with it, has opportunities to contribute to its open-source projects. - [Good First Bugs](https://bugzilla.mozilla.org/buglist.cgi?quicksearch=good-first-bug) - bugs that developers have identified as a good introduction to the project. - [MDN Web Docs](https://developer.mozilla.org/en-US/docs/MDN/Contribute) - help the MDN Web Docs team in documenting the web platform by fixing content issues and platform bugs. - [Mentored Bugs](https://bugzilla.mozilla.org/buglist.cgi?quicksearch=mentor%3A%40) - bugs that have a mentor assigned who will be there on IRC to help you when you get stuck while working on a fix. - [Bugs Ahoy](https://www.joshmatthews.net/bugsahoy/) - a site dedicated to finding bugs on Bugzilla. - [Firefox DevTools](https://firefox-dev.tools/) - a site dedicated to bugs filed for the developer tools in the Firefox browser. - [What Can I Do For Mozilla](https://whatcanidoformozilla.org/) - figure out what you can work on by answering a bunch of questions about your skill set and interests. - [Start Mozilla](https://twitter.com/StartMozilla) - a Twitter account that tweets about issues fit for contributors new to the Mozilla ecosystem. ## Useful articles for new Open Source contributors > Helpful articles and blogs directed at new contributors on how to get started. - [Finding ways to contribute to open source on GitHub](https://docs.github.com/en/get-started/exploring-projects-on-github/finding-ways-to-contribute-to-open-source-on-github) by [@GitHub](https://github.com/github) - [How to choose (and contribute to) your first Open Source project](https://github.com/collections/choosing-projects) by [@GitHub](https://github.com/collections) - [How to find your first Open Source bug to fix](https://www.freecodecamp.org/news/finding-your-first-open-source-project-or-bug-to-work-on-1712f651e5ba/) by [@Shubheksha](https://github.com/Shubheksha) - [First Timers Only](https://kentcdodds.com/blog/first-timers-only) by [@kentcdodds](https://github.com/kentcdodds) - [Bring Kindness Back to Open Source](https://web.archive.org/web/20201009150545/https://www.hanselman.com/blog/bring-kindness-back-to-open-source) by [@shanselman](https://github.com/shanselman) - [Getting into Open Source for the First Time](https://www.nearform.com/blog/getting-into-open-source-for-the-first-time/) by [@mcdonnelldean](https://github.com/mcdonnelldean) - [How to Contribute to Open Source](https://opensource.guide/how-to-contribute/) by [@GitHub](https://github.com/github/opensource.guide) - [How to Find a Bug in Your Code](https://8thlight.com/insights/how-to-find-a-bug-in-your-code) by [@dougbradbury](https://twitter.com/dougbradbury) - [Mastering Markdown](https://docs.github.com/en/get-started/writing-on-github/getting-started-with-writing-and-formatting-on-github/basic-writing-and-formatting-syntax) by [@GitHub](https://github.com/github/docs) - [First mission: Contributors page](https://forcrowd.medium.com/first-mission-contributors-page-df24e6e70705) by [@forCrowd](https://github.com/forCrowd) - [How to make your first Open Source contribution in just 5 minutes](https://www.freecodecamp.org/news/how-to-make-your-first-open-source-contribution-in-just-5-minutes-aaad1fc59c9a/) by [@roshanjossey](https://github.com/Roshanjossey/) - [I just got my free Hacktoberfest shirt. Here’s a quick way you can get yours.](https://www.freecodecamp.org/news/i-just-got-my-free-hacktoberfest-shirt-heres-a-quick-way-you-can-get-yours-fa78d6e24307/) by [@quincylarson](https://www.freecodecamp.org/news/author/quincylarson/) - [A Bitter Guide To Open Source](https://medium.com/codezillas/a-bitter-guide-to-open-source-a8e3b6a3c1c4) by [@ken_wheeler](https://medium.com/@ken_wheeler) - [A junior developer’s step-by-step guide to contributing to Open Source for the first time](https://hackernoon.com/contributing-to-open-source-the-sharks-are-photoshopped-47e22db1ab86) by [@LetaKeane](https://hackernoon.com/u/letakeane) - [Learn Git and GitHub Step By Step (on Windows)](https://medium.com/illumination/path-to-learning-git-and-github-be93518e06dc) by [@ows-ali](https://ows-ali.medium.com/) - [Why Open Source and How?](https://careerkarma.com/blog/open-source-projects-for-beginners/) by [@james-gallagher](https://careerkarma.com/blog/author/jamesgallagher/) - [How to get started with Open Source - By Sayan Chowdhury](https://www.hackerearth.com/getstarted-opensource/) - [What open-source should I contribute to](https://kentcdodds.com/blog/what-open-source-project-should-i-contribute-to) by [@kentcdodds](https://twitter.com/kentcdodds) - [An immersive introductory guide to Open-source](https://developeraspire.hashnode.dev/an-immersive-introductory-guide-to-open-source) by [Franklin Okolie](https://twitter.com/DeveloperAspire) - [Getting started with contributing to open source](https://stackoverflow.blog/2020/08/03/getting-started-with-contributing-to-open-source/) by [Zara Cooper](https://stackoverflow.blog/author/zara-cooper/) - [Beginner's guide to open-source contribution](https://workat.tech/general/article/open-source-contribution-guide-xmhf1k601vdj) by [Sudipto Ghosh](https://github.com/pydevsg) - [8 non-code ways to contribute to open source](https://opensource.com/life/16/1/8-ways-contribute-open-source-without-writing-code) by [OpenSource](https://twitter.com/OpenSourceWay) - [What is Open Source Software? OSS Explained in Plain English](https://www.freecodecamp.org/news/what-is-open-source-software-explained-in-plain-english/) by [Jessica Wilkins](https://www.freecodecamp.org/news/author/jessica-wilkins/) - [How to Start an Open Source Project on GitHub – Tips from Building My Trending Repo](https://www.freecodecamp.org/news/how-to-start-an-open-source-project-on-github-tips-from-building-my-trending-repo/) by [@Rishit-dagli](https://github.com/Rishit-dagli) - [Finding Good First Issues](https://community.codenewbie.org/bdougie/finding-good-first-issues-33a6) by [Brian Douglas](https://community.codenewbie.org/bdougie) - [How can I become an Open Source contributor? (The ultimate guide)](https://medium.com/@juliafmorgado/how-can-i-become-an-open-source-contributor-the-ultimate-guide-d746e380e011) by [Julia Furst Morgado](https://medium.com/@juliafmorgado) ## Using Version Control > Tutorials and resources of varying levels on using version control, typically Git and GitHub. - [Video tutorial for Git and Github by Harvard University](https://www.youtube.com/watch?v=NcoBAfJ6l2Q) - Tutorial by Harvard University, part of their CS50 Web Development course on understanding Git and GitHub and working with Git commands. - [Think Like (a) Git](https://think-like-a-git.net/) - Git introduction for "advanced beginners", but are still struggling, in order to give you a simple strategy to safely experiment with git. - [Quickstart - Set up Git](https://docs.github.com/en/get-started/quickstart/set-up-git) - Learn how to set up Git locally and set up authentication, along with next steps on your learning journey. - [Everyday Git](https://git-scm.com/docs/giteveryday) - A useful minimum set of commands for Everyday Git. - [Oh shit, git!](https://ohshitgit.com/) - how to get out of common `git` mistakes described in plain English; also see [Dangit, git!](https://dangitgit.com/) for the page without swears. - [Atlassian Git Tutorials](https://www.atlassian.com/git/tutorials) - various tutorials on using `git`. - [GitHub Git Cheat Sheet](https://education.github.com/git-cheat-sheet-education.pdf) (PDF) - [freeCodeCamp's Wiki on Git Resources](https://forum.freecodecamp.org/t/wiki-git-resources/13136) - [GitHub Flow](https://www.youtube.com/watch?v=juLIxo42A_s) (42:06) - GitHub talk on how to make a pull request. - [Quickstart - GitHub Learning Resources](https://docs.github.com/en/get-started/quickstart/git-and-github-learning-resources) - Git and GitHub learning resources. - [Pro Git](https://git-scm.com/book/en/v2) - The entire Pro Git book, written by Scott Chacon and Ben Straub and published by Apress. - [Git-it](https://github.com/jlord/git-it-electron) - Step by step Git tutorial desktop app. - [Flight Rules for Git](https://github.com/k88hudson/git-flight-rules) - A guide about what to do when things go wrong. - [Git Guide for Beginners in Spanish](https://platzi.github.io/git-slides/#/) - A complete guide of slides about git and GitHub explained in Spanish. Una guía completa de diapositivas sobre git y GitHub explicadas en Español. - [Git Kraken](https://www.gitkraken.com/git-client) - Visual, cross-platform, and interactive `git` desktop application for version control. - [Git Tips](https://github.com/git-tips/tips) - Collection of most commonly used git tips and tricks. - [Git Best Practices](https://sethrobertson.github.io/GitBestPractices/) - Commit Often, Perfect Later, Publish Once: Git Best Practices. - [Git Interactive Tutorial](https://learngitbranching.js.org/) - Learn Git in the most visual and interactive way. - [Git Cheat Sheets](https://devhints.io/?q=git) - A set of graphical cheat sheets on git. - [Complete Git and GitHub Tutorial](https://www.youtube.com/watch?v=apGV9Kg7ics) (1:12:39) - Full Git and GitHub walkthrough by [Kunal Kushwaha](https://www.youtube.com/channel/UCBGOUQHNNtNGcGzVq5rIXjw). - [A Tutorial Introduction to Git](https://git-scm.com/docs/gittutorial) - A Tutorial for Beginners by Git. - [First Aid Git](https://firstaidgit.io/#/) - A searchable collection of the most frequently asked Git questions. Answers for these questions were collected from personal experience, Stackoverflow, and the official Git documentation. - [Git by Susan Potter](https://www.aosabook.org/en/git.html) - Show how various technical aspects of Git work under the covers to enable distributed workflows, and how it differs from other version control systems (VCSs). - [Git Tutorial for Beginners: Learn Git in 1 Hour](https://www.youtube.com/watch?v=8JJ101D3knE) - A beginner friendly git video by Mosh that explain the fundmental commands and also uses intelligible illustration to aid comprehension. ## Open Source books > Books on all things Open Source: The Culture, History, Best Practices, etc. - [Producing Open Source Software](https://producingoss.com/) - Producing Open Source Software is a book about the human side of Open Source development. It describes how successful projects operate, the expectations of users and developers, and the culture of free software. - [The Architecture of Open Source Applications](https://www.aosabook.org/en/index.html) - The authors of twenty-four open source applications explain how their software is structured, and why. From web servers and compilers to health record management systems, they are covered here to help you become a better developer. - [Open Source Book Series](https://opensource.com/resources/ebooks) - Learn more about Open Source and the growing Open Source movement with a comprehensive list of free eBooks from https://opensource.com. - [Software Release Practice HOWTO](https://tldp.org/HOWTO/Software-Release-Practice-HOWTO/) - This HOWTO describes good release practices for Linux and other Open-Source projects. By following these practices, you will make it as easy as possible for users to build your code and use it, and for other developers to understand your code and cooperate with you to improve it. - [Open Sources 2.0 : The Continuing Evolution](https://archive.org/details/opensources2.000diborich) (2005) - Open Sources 2.0 is a collection of insightful and thought-provoking essays from today's technology leaders that continues painting the evolutionary picture that developed in the 1999 book, Open Sources: Voices from the Revolution. - [Open Sources: Voices from the Open Source Revolution](https://www.oreilly.com/openbook/opensources/book/) - Essays from open-source pioneers such as Linus Torvalds (Linux), Larry Wall (Perl), and Richard Stallman (GNU). ## Open Source contribution initiatives > List of initiatives that aggregate beginner friendly issues to work on or seasonal events. - [Up For Grabs](https://up-for-grabs.net/) - Contains projects with beginner-friendly issues. - [First Contributions](https://firstcontributions.github.io/) - Make your first Open Source contribution in 5 minutes. A tool and tutorial to help beginners get started with contributions. [Here](https://github.com/firstcontributions/first-contributions) is the GitHub source code for the site and opportunity to make a contribution to the repository itself. - [First Timers Only](https://www.firsttimersonly.com/) - A list of bugs that are labelled "first-timers-only". - [Hacktoberfest](https://hacktoberfest.digitalocean.com/) - A program to encourage Open Source contributions. Earn gifts like t-shirts and stickers by making at least 4 pull requests in the month of October. - [24 Pull Requests](https://24pullrequests.com) - 24 Pull Requests is a project to promote Open Source collaboration during the month of December. - [Ovio](https://ovio.org) - A platform with a curated selection of contributor-friendly projects. It has a [powerful issue search tool](https://ovio.org/issues) and let's you save projects and issues for later. - [Contribute-To-This-Project](https://github.com/Syknapse/Contribute-To-This-Project) - This is a tutorial to help first-time contributors to participate in a simple and easy project and get comfortable in using GitHub. - [Open Source Welcome Committee](https://www.oswc.is/) - The Open Source Welcome Committee (OSWC) helps newcomers join the extraordinary world of Open Source. Come submit your open-source projects with us! ## Open Source programs to participate in > A program, internship, or fellowship hosted by a community to help match beginning contributors with mentors and resources to contribute to open source software projects. - [All Linux Foundation (LF) Mentorships](https://mentorship.lfx.linuxfoundation.org/#projects_all) - [Beginner friendly Open Source programs with their timelines](https://github.com/arpit456jain/Open-Source-Programs) - [Cloud Native Computing Foundation](https://events.linuxfoundation.org/kubecon-cloudnativecon-north-america/) - [FossAsia](https://fossasia.org) - [Free Software Foundation (FSF) Internship](https://www.fsf.org/volunteer/internships) - [Google Summer of Code](https://summerofcode.withgoogle.com/) - An annually run paid program by Google focused on bringing more student developers into open-source software development. - [Girlscript Summer of Code](https://gssoc.girlscript.tech/) - A three-month-long Open-Source Program conducted every summer by the Girlscript Foundation. With constant efforts, participants contribute to numerous projects under the extreme guidance of skilled mentors over these months. With such exposure, students begin to contribute to real-world projects from the comfort of their homes. - [Hacktoberfest](https://hacktoberfest.digitalocean.com) - [Hyperledger Mentorship Program](https://wiki.hyperledger.org/display/INTERN) - If you’re into the blockchain, this is for you. You can contribute to Hyperledger. This mentorship program allows you to get practical exposure to Hyperledger open source development.You will be allotted mentors who are quite active in the Hyperledger developers community. - [LF Networking Mentorship](https://wiki.lfnetworking.org/display/LN/LFN+Mentorship+Program) - [Microsoft Reinforcement Learning](https://www.microsoft.com/en-us/research/academic-program/rl-open-source-fest/) - [Major League Hacking (MLH) Fellowship](https://fellowship.mlh.io/) - A remote internship alternative for aspiring technologists where they build, or contribute to open-source projects. - [Open Summer of Code](https://osoc.be/students) - [Open Mainframe](https://www.openmainframeproject.org/all-projects/mentorship-program) - Open Mainframe Project also has its own open-source program and the mentees will be able to expand their knowledge on the mainframe technology - [Outreachy](https://www.outreachy.org) - [Processing Foundation Internship](https://processingfoundation.org/fellowships/) - [Rails Girls Summer of Code](https://railsgirlssummerofcode.org/) - A global fellowship program for women and non-binary coders where they work on existing open-source projects and expand their skillset. - [Redox OS Summer of Code](https://www.redox-os.org/rsoc/) - The Redox OS Summer of Code is the primary use of donations to the Redox OS project. Students are selected who have already demonstrated a desire and ability to contribute to Redox OS - [Social Summer of Code](https://ssoc.devfolio.co/) - Social foundation offers this two-month long summer program for students to learn about the open-source culture and get involved in the community. Participants contribute to real-life projects under the guidance of experienced mentors. - [Season of KDE](https://season.kde.org/) - The Season of KDE, hosted by the KDE community, is an outreach program for all individuals across the world. KDE is an international free software community that develops free and open-source software and you can contribute to KDE through the Season of KDE program ## License <a rel="license" href="https://creativecommons.org/licenses/by-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="https://licensebuttons.net/l/by-sa/4.0/88x31.png" /></a><br />This work is licensed under a <a rel="license" href="https://creativecommons.org/licenses/by-sa/4.0/">Creative Commons Attribution-ShareAlike 4.0 International License</a>.

# Machine Learning Mindmap / Cheatsheet A Mindmap summarising Machine Learning concepts, from Data Analysis to Deep Learning. ## Overview Machine Learning is a subfield of computer science that gives computers the ability to learn without being explicitly programmed. It explores the study and construction of algorithms that can learn from and make predictions on data. Machine Learning is as fascinating as it is broad in scope. It spans over multiple fields in Mathematics, Computer Science, and Neuroscience. This is an attempt to summarize this enormous field in one .PDF file. ## Download Download the PDF here: > https://github.com/dformoso/machine-learning-mindmap/blob/master/Machine%20Learning.pdf Same, but with a white background: > https://github.com/dformoso/machine-learning-mindmap/blob/master/Machine%20Learning%20-%20White%20BG.pdf I've built the mindmap with MindNode for Mac. https://mindnode.com ## Companion Notebook This Mindmap/Cheatsheet has a companion Jupyter Notebook that runs through most of the Data Science steps that can be found at the following link: > https://github.com/dformoso/sklearn-classification ## Mindmap on Deep Learning Here's another mindmap which focuses only on Deep Learning > https://github.com/dformoso/deeplearning-mindmap ## 1. Process The Data Science it's not a set-and-forget effort, but a process that requires design, implementation and maintenance. The PDF contains a quick overview of what's involved. Here's a quick screenshot.  ## 2. Data Processing First, we'll need some data. We must find it, collect it, clean it, and about 5 other steps. Here's a sample of what's required.  ## 3. Mathematics Machine Learning is a house built on Math bricks. Browse through the most common components, and send your feedback if you see something missing.  ## 4. Concepts A partial list of the types, categories, approaches, libraries, and methodology.  ## 5. Models A sampling of the most popular models. Send your comments to add more.  ## References I'm planning to build a more complete list of references in the future. For now, these are some of the sources I've used to create this Mindmap. ~~~ Stanford and Oxford Lectures. CS20SI, CS224d. > Books: > Deep Learning - Goodfellow. > Pattern Recognition and Machine Learning - Bishop. > The Elements of Statistical Learning - Hastie. - Colah's Blog. http://colah.github.io - Kaggle Notebooks. - Tensorflow Documentation pages. - Google Cloud Data Engineer certification materials. - Multiple Wikipedia articles. ~~~ ## About Me Twitter: > https://twitter.com/danielmartinezf Linkedin: >https://www.linkedin.com/in/danielmartinezformoso/ Email: > daniel.martinez.formoso@gmail.com

# emoji-cheat-sheet [](https://github.com/ikatyang/emoji-cheat-sheet/actions?query=workflow%3A%22Up+to+Date%22) This cheat sheet is automatically generated from [GitHub Emoji API](https://api.github.com/emojis) and [Unicode Full Emoji List](https://unicode.org/emoji/charts/full-emoji-list.html). ## Table of Contents - [Smileys & Emotion](#smileys--emotion) - [People & Body](#people--body) - [Animals & Nature](#animals--nature) - [Food & Drink](#food--drink) - [Travel & Places](#travel--places) - [Activities](#activities) - [Objects](#objects) - [Symbols](#symbols) - [Flags](#flags) - [GitHub Custom Emoji](#github-custom-emoji) ### Smileys & Emotion - [Face Smiling](#face-smiling) - [Face Affection](#face-affection) - [Face Tongue](#face-tongue) - [Face Hand](#face-hand) - [Face Neutral Skeptical](#face-neutral-skeptical) - [Face Sleepy](#face-sleepy) - [Face Unwell](#face-unwell) - [Face Hat](#face-hat) - [Face Glasses](#face-glasses) - [Face Concerned](#face-concerned) - [Face Negative](#face-negative) - [Face Costume](#face-costume) - [Cat Face](#cat-face) - [Monkey Face](#monkey-face) - [Heart](#heart) - [Emotion](#emotion) #### Face Smiling | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :grinning: | `:grinning:` | :smiley: | `:smiley:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :smile: | `:smile:` | :grin: | `:grin:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :laughing: | `:laughing:` <br /> `:satisfied:` | :sweat_smile: | `:sweat_smile:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :rofl: | `:rofl:` | :joy: | `:joy:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :slightly_smiling_face: | `:slightly_smiling_face:` | :upside_down_face: | `:upside_down_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :wink: | `:wink:` | :blush: | `:blush:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :innocent: | `:innocent:` | | | [top](#table-of-contents) | #### Face Affection | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :smiling_face_with_three_hearts: | `:smiling_face_with_three_hearts:` | :heart_eyes: | `:heart_eyes:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :star_struck: | `:star_struck:` | :kissing_heart: | `:kissing_heart:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :kissing: | `:kissing:` | :relaxed: | `:relaxed:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :kissing_closed_eyes: | `:kissing_closed_eyes:` | :kissing_smiling_eyes: | `:kissing_smiling_eyes:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :smiling_face_with_tear: | `:smiling_face_with_tear:` | | | [top](#table-of-contents) | #### Face Tongue | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :yum: | `:yum:` | :stuck_out_tongue: | `:stuck_out_tongue:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :stuck_out_tongue_winking_eye: | `:stuck_out_tongue_winking_eye:` | :zany_face: | `:zany_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :stuck_out_tongue_closed_eyes: | `:stuck_out_tongue_closed_eyes:` | :money_mouth_face: | `:money_mouth_face:` | [top](#table-of-contents) | #### Face Hand | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :hugs: | `:hugs:` | :hand_over_mouth: | `:hand_over_mouth:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :shushing_face: | `:shushing_face:` | :thinking: | `:thinking:` | [top](#table-of-contents) | #### Face Neutral Skeptical | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :zipper_mouth_face: | `:zipper_mouth_face:` | :raised_eyebrow: | `:raised_eyebrow:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :neutral_face: | `:neutral_face:` | :expressionless: | `:expressionless:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :no_mouth: | `:no_mouth:` | :face_in_clouds: | `:face_in_clouds:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :smirk: | `:smirk:` | :unamused: | `:unamused:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :roll_eyes: | `:roll_eyes:` | :grimacing: | `:grimacing:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :face_exhaling: | `:face_exhaling:` | :lying_face: | `:lying_face:` | [top](#table-of-contents) | #### Face Sleepy | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :relieved: | `:relieved:` | :pensive: | `:pensive:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :sleepy: | `:sleepy:` | :drooling_face: | `:drooling_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :sleeping: | `:sleeping:` | | | [top](#table-of-contents) | #### Face Unwell | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :mask: | `:mask:` | :face_with_thermometer: | `:face_with_thermometer:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :face_with_head_bandage: | `:face_with_head_bandage:` | :nauseated_face: | `:nauseated_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :vomiting_face: | `:vomiting_face:` | :sneezing_face: | `:sneezing_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :hot_face: | `:hot_face:` | :cold_face: | `:cold_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :woozy_face: | `:woozy_face:` | :dizzy_face: | `:dizzy_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :face_with_spiral_eyes: | `:face_with_spiral_eyes:` | :exploding_head: | `:exploding_head:` | [top](#table-of-contents) | #### Face Hat | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :cowboy_hat_face: | `:cowboy_hat_face:` | :partying_face: | `:partying_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :disguised_face: | `:disguised_face:` | | | [top](#table-of-contents) | #### Face Glasses | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :sunglasses: | `:sunglasses:` | :nerd_face: | `:nerd_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :monocle_face: | `:monocle_face:` | | | [top](#table-of-contents) | #### Face Concerned | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :confused: | `:confused:` | :worried: | `:worried:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :slightly_frowning_face: | `:slightly_frowning_face:` | :frowning_face: | `:frowning_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :open_mouth: | `:open_mouth:` | :hushed: | `:hushed:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :astonished: | `:astonished:` | :flushed: | `:flushed:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :pleading_face: | `:pleading_face:` | :frowning: | `:frowning:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :anguished: | `:anguished:` | :fearful: | `:fearful:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :cold_sweat: | `:cold_sweat:` | :disappointed_relieved: | `:disappointed_relieved:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :cry: | `:cry:` | :sob: | `:sob:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :scream: | `:scream:` | :confounded: | `:confounded:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :persevere: | `:persevere:` | :disappointed: | `:disappointed:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :sweat: | `:sweat:` | :weary: | `:weary:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :tired_face: | `:tired_face:` | :yawning_face: | `:yawning_face:` | [top](#table-of-contents) | #### Face Negative | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :triumph: | `:triumph:` | :pout: | `:pout:` <br /> `:rage:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :angry: | `:angry:` | :cursing_face: | `:cursing_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :smiling_imp: | `:smiling_imp:` | :imp: | `:imp:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :skull: | `:skull:` | :skull_and_crossbones: | `:skull_and_crossbones:` | [top](#table-of-contents) | #### Face Costume | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :hankey: | `:hankey:` <br /> `:poop:` <br /> `:shit:` | :clown_face: | `:clown_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :japanese_ogre: | `:japanese_ogre:` | :japanese_goblin: | `:japanese_goblin:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :ghost: | `:ghost:` | :alien: | `:alien:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :space_invader: | `:space_invader:` | :robot: | `:robot:` | [top](#table-of-contents) | #### Cat Face | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :smiley_cat: | `:smiley_cat:` | :smile_cat: | `:smile_cat:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :joy_cat: | `:joy_cat:` | :heart_eyes_cat: | `:heart_eyes_cat:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :smirk_cat: | `:smirk_cat:` | :kissing_cat: | `:kissing_cat:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :scream_cat: | `:scream_cat:` | :crying_cat_face: | `:crying_cat_face:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :pouting_cat: | `:pouting_cat:` | | | [top](#table-of-contents) | #### Monkey Face | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :see_no_evil: | `:see_no_evil:` | :hear_no_evil: | `:hear_no_evil:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :speak_no_evil: | `:speak_no_evil:` | | | [top](#table-of-contents) | #### Heart | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :love_letter: | `:love_letter:` | :cupid: | `:cupid:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :gift_heart: | `:gift_heart:` | :sparkling_heart: | `:sparkling_heart:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :heartpulse: | `:heartpulse:` | :heartbeat: | `:heartbeat:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :revolving_hearts: | `:revolving_hearts:` | :two_hearts: | `:two_hearts:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :heart_decoration: | `:heart_decoration:` | :heavy_heart_exclamation: | `:heavy_heart_exclamation:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :broken_heart: | `:broken_heart:` | :heart_on_fire: | `:heart_on_fire:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :mending_heart: | `:mending_heart:` | :heart: | `:heart:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :orange_heart: | `:orange_heart:` | :yellow_heart: | `:yellow_heart:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :green_heart: | `:green_heart:` | :blue_heart: | `:blue_heart:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :purple_heart: | `:purple_heart:` | :brown_heart: | `:brown_heart:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :black_heart: | `:black_heart:` | :white_heart: | `:white_heart:` | [top](#table-of-contents) | #### Emotion | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#smileys--emotion) | :kiss: | `:kiss:` | :100: | `:100:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :anger: | `:anger:` | :boom: | `:boom:` <br /> `:collision:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :dizzy: | `:dizzy:` | :sweat_drops: | `:sweat_drops:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :dash: | `:dash:` | :hole: | `:hole:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :speech_balloon: | `:speech_balloon:` | :eye_speech_bubble: | `:eye_speech_bubble:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :left_speech_bubble: | `:left_speech_bubble:` | :right_anger_bubble: | `:right_anger_bubble:` | [top](#table-of-contents) | | [top](#smileys--emotion) | :thought_balloon: | `:thought_balloon:` | :zzz: | `:zzz:` | [top](#table-of-contents) | ### People & Body - [Hand Fingers Open](#hand-fingers-open) - [Hand Fingers Partial](#hand-fingers-partial) - [Hand Single Finger](#hand-single-finger) - [Hand Fingers Closed](#hand-fingers-closed) - [Hands](#hands) - [Hand Prop](#hand-prop) - [Body Parts](#body-parts) - [Person](#person) - [Person Gesture](#person-gesture) - [Person Role](#person-role) - [Person Fantasy](#person-fantasy) - [Person Activity](#person-activity) - [Person Sport](#person-sport) - [Person Resting](#person-resting) - [Family](#family) - [Person Symbol](#person-symbol) #### Hand Fingers Open | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :wave: | `:wave:` | :raised_back_of_hand: | `:raised_back_of_hand:` | [top](#table-of-contents) | | [top](#people--body) | :raised_hand_with_fingers_splayed: | `:raised_hand_with_fingers_splayed:` | :hand: | `:hand:` <br /> `:raised_hand:` | [top](#table-of-contents) | | [top](#people--body) | :vulcan_salute: | `:vulcan_salute:` | | | [top](#table-of-contents) | #### Hand Fingers Partial | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :ok_hand: | `:ok_hand:` | :pinched_fingers: | `:pinched_fingers:` | [top](#table-of-contents) | | [top](#people--body) | :pinching_hand: | `:pinching_hand:` | :v: | `:v:` | [top](#table-of-contents) | | [top](#people--body) | :crossed_fingers: | `:crossed_fingers:` | :love_you_gesture: | `:love_you_gesture:` | [top](#table-of-contents) | | [top](#people--body) | :metal: | `:metal:` | :call_me_hand: | `:call_me_hand:` | [top](#table-of-contents) | #### Hand Single Finger | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :point_left: | `:point_left:` | :point_right: | `:point_right:` | [top](#table-of-contents) | | [top](#people--body) | :point_up_2: | `:point_up_2:` | :fu: | `:fu:` <br /> `:middle_finger:` | [top](#table-of-contents) | | [top](#people--body) | :point_down: | `:point_down:` | :point_up: | `:point_up:` | [top](#table-of-contents) | #### Hand Fingers Closed | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :+1: | `:+1:` <br /> `:thumbsup:` | :-1: | `:-1:` <br /> `:thumbsdown:` | [top](#table-of-contents) | | [top](#people--body) | :fist: | `:fist:` <br /> `:fist_raised:` | :facepunch: | `:facepunch:` <br /> `:fist_oncoming:` <br /> `:punch:` | [top](#table-of-contents) | | [top](#people--body) | :fist_left: | `:fist_left:` | :fist_right: | `:fist_right:` | [top](#table-of-contents) | #### Hands | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :clap: | `:clap:` | :raised_hands: | `:raised_hands:` | [top](#table-of-contents) | | [top](#people--body) | :open_hands: | `:open_hands:` | :palms_up_together: | `:palms_up_together:` | [top](#table-of-contents) | | [top](#people--body) | :handshake: | `:handshake:` | :pray: | `:pray:` | [top](#table-of-contents) | #### Hand Prop | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :writing_hand: | `:writing_hand:` | :nail_care: | `:nail_care:` | [top](#table-of-contents) | | [top](#people--body) | :selfie: | `:selfie:` | | | [top](#table-of-contents) | #### Body Parts | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :muscle: | `:muscle:` | :mechanical_arm: | `:mechanical_arm:` | [top](#table-of-contents) | | [top](#people--body) | :mechanical_leg: | `:mechanical_leg:` | :leg: | `:leg:` | [top](#table-of-contents) | | [top](#people--body) | :foot: | `:foot:` | :ear: | `:ear:` | [top](#table-of-contents) | | [top](#people--body) | :ear_with_hearing_aid: | `:ear_with_hearing_aid:` | :nose: | `:nose:` | [top](#table-of-contents) | | [top](#people--body) | :brain: | `:brain:` | :anatomical_heart: | `:anatomical_heart:` | [top](#table-of-contents) | | [top](#people--body) | :lungs: | `:lungs:` | :tooth: | `:tooth:` | [top](#table-of-contents) | | [top](#people--body) | :bone: | `:bone:` | :eyes: | `:eyes:` | [top](#table-of-contents) | | [top](#people--body) | :eye: | `:eye:` | :tongue: | `:tongue:` | [top](#table-of-contents) | | [top](#people--body) | :lips: | `:lips:` | | | [top](#table-of-contents) | #### Person | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :baby: | `:baby:` | :child: | `:child:` | [top](#table-of-contents) | | [top](#people--body) | :boy: | `:boy:` | :girl: | `:girl:` | [top](#table-of-contents) | | [top](#people--body) | :adult: | `:adult:` | :blond_haired_person: | `:blond_haired_person:` | [top](#table-of-contents) | | [top](#people--body) | :man: | `:man:` | :bearded_person: | `:bearded_person:` | [top](#table-of-contents) | | [top](#people--body) | :man_beard: | `:man_beard:` | :woman_beard: | `:woman_beard:` | [top](#table-of-contents) | | [top](#people--body) | :red_haired_man: | `:red_haired_man:` | :curly_haired_man: | `:curly_haired_man:` | [top](#table-of-contents) | | [top](#people--body) | :white_haired_man: | `:white_haired_man:` | :bald_man: | `:bald_man:` | [top](#table-of-contents) | | [top](#people--body) | :woman: | `:woman:` | :red_haired_woman: | `:red_haired_woman:` | [top](#table-of-contents) | | [top](#people--body) | :person_red_hair: | `:person_red_hair:` | :curly_haired_woman: | `:curly_haired_woman:` | [top](#table-of-contents) | | [top](#people--body) | :person_curly_hair: | `:person_curly_hair:` | :white_haired_woman: | `:white_haired_woman:` | [top](#table-of-contents) | | [top](#people--body) | :person_white_hair: | `:person_white_hair:` | :bald_woman: | `:bald_woman:` | [top](#table-of-contents) | | [top](#people--body) | :person_bald: | `:person_bald:` | :blond_haired_woman: | `:blond_haired_woman:` <br /> `:blonde_woman:` | [top](#table-of-contents) | | [top](#people--body) | :blond_haired_man: | `:blond_haired_man:` | :older_adult: | `:older_adult:` | [top](#table-of-contents) | | [top](#people--body) | :older_man: | `:older_man:` | :older_woman: | `:older_woman:` | [top](#table-of-contents) | #### Person Gesture | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :frowning_person: | `:frowning_person:` | :frowning_man: | `:frowning_man:` | [top](#table-of-contents) | | [top](#people--body) | :frowning_woman: | `:frowning_woman:` | :pouting_face: | `:pouting_face:` | [top](#table-of-contents) | | [top](#people--body) | :pouting_man: | `:pouting_man:` | :pouting_woman: | `:pouting_woman:` | [top](#table-of-contents) | | [top](#people--body) | :no_good: | `:no_good:` | :ng_man: | `:ng_man:` <br /> `:no_good_man:` | [top](#table-of-contents) | | [top](#people--body) | :ng_woman: | `:ng_woman:` <br /> `:no_good_woman:` | :ok_person: | `:ok_person:` | [top](#table-of-contents) | | [top](#people--body) | :ok_man: | `:ok_man:` | :ok_woman: | `:ok_woman:` | [top](#table-of-contents) | | [top](#people--body) | :information_desk_person: | `:information_desk_person:` <br /> `:tipping_hand_person:` | :sassy_man: | `:sassy_man:` <br /> `:tipping_hand_man:` | [top](#table-of-contents) | | [top](#people--body) | :sassy_woman: | `:sassy_woman:` <br /> `:tipping_hand_woman:` | :raising_hand: | `:raising_hand:` | [top](#table-of-contents) | | [top](#people--body) | :raising_hand_man: | `:raising_hand_man:` | :raising_hand_woman: | `:raising_hand_woman:` | [top](#table-of-contents) | | [top](#people--body) | :deaf_person: | `:deaf_person:` | :deaf_man: | `:deaf_man:` | [top](#table-of-contents) | | [top](#people--body) | :deaf_woman: | `:deaf_woman:` | :bow: | `:bow:` | [top](#table-of-contents) | | [top](#people--body) | :bowing_man: | `:bowing_man:` | :bowing_woman: | `:bowing_woman:` | [top](#table-of-contents) | | [top](#people--body) | :facepalm: | `:facepalm:` | :man_facepalming: | `:man_facepalming:` | [top](#table-of-contents) | | [top](#people--body) | :woman_facepalming: | `:woman_facepalming:` | :shrug: | `:shrug:` | [top](#table-of-contents) | | [top](#people--body) | :man_shrugging: | `:man_shrugging:` | :woman_shrugging: | `:woman_shrugging:` | [top](#table-of-contents) | #### Person Role | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :health_worker: | `:health_worker:` | :man_health_worker: | `:man_health_worker:` | [top](#table-of-contents) | | [top](#people--body) | :woman_health_worker: | `:woman_health_worker:` | :student: | `:student:` | [top](#table-of-contents) | | [top](#people--body) | :man_student: | `:man_student:` | :woman_student: | `:woman_student:` | [top](#table-of-contents) | | [top](#people--body) | :teacher: | `:teacher:` | :man_teacher: | `:man_teacher:` | [top](#table-of-contents) | | [top](#people--body) | :woman_teacher: | `:woman_teacher:` | :judge: | `:judge:` | [top](#table-of-contents) | | [top](#people--body) | :man_judge: | `:man_judge:` | :woman_judge: | `:woman_judge:` | [top](#table-of-contents) | | [top](#people--body) | :farmer: | `:farmer:` | :man_farmer: | `:man_farmer:` | [top](#table-of-contents) | | [top](#people--body) | :woman_farmer: | `:woman_farmer:` | :cook: | `:cook:` | [top](#table-of-contents) | | [top](#people--body) | :man_cook: | `:man_cook:` | :woman_cook: | `:woman_cook:` | [top](#table-of-contents) | | [top](#people--body) | :mechanic: | `:mechanic:` | :man_mechanic: | `:man_mechanic:` | [top](#table-of-contents) | | [top](#people--body) | :woman_mechanic: | `:woman_mechanic:` | :factory_worker: | `:factory_worker:` | [top](#table-of-contents) | | [top](#people--body) | :man_factory_worker: | `:man_factory_worker:` | :woman_factory_worker: | `:woman_factory_worker:` | [top](#table-of-contents) | | [top](#people--body) | :office_worker: | `:office_worker:` | :man_office_worker: | `:man_office_worker:` | [top](#table-of-contents) | | [top](#people--body) | :woman_office_worker: | `:woman_office_worker:` | :scientist: | `:scientist:` | [top](#table-of-contents) | | [top](#people--body) | :man_scientist: | `:man_scientist:` | :woman_scientist: | `:woman_scientist:` | [top](#table-of-contents) | | [top](#people--body) | :technologist: | `:technologist:` | :man_technologist: | `:man_technologist:` | [top](#table-of-contents) | | [top](#people--body) | :woman_technologist: | `:woman_technologist:` | :singer: | `:singer:` | [top](#table-of-contents) | | [top](#people--body) | :man_singer: | `:man_singer:` | :woman_singer: | `:woman_singer:` | [top](#table-of-contents) | | [top](#people--body) | :artist: | `:artist:` | :man_artist: | `:man_artist:` | [top](#table-of-contents) | | [top](#people--body) | :woman_artist: | `:woman_artist:` | :pilot: | `:pilot:` | [top](#table-of-contents) | | [top](#people--body) | :man_pilot: | `:man_pilot:` | :woman_pilot: | `:woman_pilot:` | [top](#table-of-contents) | | [top](#people--body) | :astronaut: | `:astronaut:` | :man_astronaut: | `:man_astronaut:` | [top](#table-of-contents) | | [top](#people--body) | :woman_astronaut: | `:woman_astronaut:` | :firefighter: | `:firefighter:` | [top](#table-of-contents) | | [top](#people--body) | :man_firefighter: | `:man_firefighter:` | :woman_firefighter: | `:woman_firefighter:` | [top](#table-of-contents) | | [top](#people--body) | :cop: | `:cop:` <br /> `:police_officer:` | :policeman: | `:policeman:` | [top](#table-of-contents) | | [top](#people--body) | :policewoman: | `:policewoman:` | :detective: | `:detective:` | [top](#table-of-contents) | | [top](#people--body) | :male_detective: | `:male_detective:` | :female_detective: | `:female_detective:` | [top](#table-of-contents) | | [top](#people--body) | :guard: | `:guard:` | :guardsman: | `:guardsman:` | [top](#table-of-contents) | | [top](#people--body) | :guardswoman: | `:guardswoman:` | :ninja: | `:ninja:` | [top](#table-of-contents) | | [top](#people--body) | :construction_worker: | `:construction_worker:` | :construction_worker_man: | `:construction_worker_man:` | [top](#table-of-contents) | | [top](#people--body) | :construction_worker_woman: | `:construction_worker_woman:` | :prince: | `:prince:` | [top](#table-of-contents) | | [top](#people--body) | :princess: | `:princess:` | :person_with_turban: | `:person_with_turban:` | [top](#table-of-contents) | | [top](#people--body) | :man_with_turban: | `:man_with_turban:` | :woman_with_turban: | `:woman_with_turban:` | [top](#table-of-contents) | | [top](#people--body) | :man_with_gua_pi_mao: | `:man_with_gua_pi_mao:` | :woman_with_headscarf: | `:woman_with_headscarf:` | [top](#table-of-contents) | | [top](#people--body) | :person_in_tuxedo: | `:person_in_tuxedo:` | :man_in_tuxedo: | `:man_in_tuxedo:` | [top](#table-of-contents) | | [top](#people--body) | :woman_in_tuxedo: | `:woman_in_tuxedo:` | :person_with_veil: | `:person_with_veil:` | [top](#table-of-contents) | | [top](#people--body) | :man_with_veil: | `:man_with_veil:` | :bride_with_veil: | `:bride_with_veil:` <br /> `:woman_with_veil:` | [top](#table-of-contents) | | [top](#people--body) | :pregnant_woman: | `:pregnant_woman:` | :breast_feeding: | `:breast_feeding:` | [top](#table-of-contents) | | [top](#people--body) | :woman_feeding_baby: | `:woman_feeding_baby:` | :man_feeding_baby: | `:man_feeding_baby:` | [top](#table-of-contents) | | [top](#people--body) | :person_feeding_baby: | `:person_feeding_baby:` | | | [top](#table-of-contents) | #### Person Fantasy | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :angel: | `:angel:` | :santa: | `:santa:` | [top](#table-of-contents) | | [top](#people--body) | :mrs_claus: | `:mrs_claus:` | :mx_claus: | `:mx_claus:` | [top](#table-of-contents) | | [top](#people--body) | :superhero: | `:superhero:` | :superhero_man: | `:superhero_man:` | [top](#table-of-contents) | | [top](#people--body) | :superhero_woman: | `:superhero_woman:` | :supervillain: | `:supervillain:` | [top](#table-of-contents) | | [top](#people--body) | :supervillain_man: | `:supervillain_man:` | :supervillain_woman: | `:supervillain_woman:` | [top](#table-of-contents) | | [top](#people--body) | :mage: | `:mage:` | :mage_man: | `:mage_man:` | [top](#table-of-contents) | | [top](#people--body) | :mage_woman: | `:mage_woman:` | :fairy: | `:fairy:` | [top](#table-of-contents) | | [top](#people--body) | :fairy_man: | `:fairy_man:` | :fairy_woman: | `:fairy_woman:` | [top](#table-of-contents) | | [top](#people--body) | :vampire: | `:vampire:` | :vampire_man: | `:vampire_man:` | [top](#table-of-contents) | | [top](#people--body) | :vampire_woman: | `:vampire_woman:` | :merperson: | `:merperson:` | [top](#table-of-contents) | | [top](#people--body) | :merman: | `:merman:` | :mermaid: | `:mermaid:` | [top](#table-of-contents) | | [top](#people--body) | :elf: | `:elf:` | :elf_man: | `:elf_man:` | [top](#table-of-contents) | | [top](#people--body) | :elf_woman: | `:elf_woman:` | :genie: | `:genie:` | [top](#table-of-contents) | | [top](#people--body) | :genie_man: | `:genie_man:` | :genie_woman: | `:genie_woman:` | [top](#table-of-contents) | | [top](#people--body) | :zombie: | `:zombie:` | :zombie_man: | `:zombie_man:` | [top](#table-of-contents) | | [top](#people--body) | :zombie_woman: | `:zombie_woman:` | | | [top](#table-of-contents) | #### Person Activity | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :massage: | `:massage:` | :massage_man: | `:massage_man:` | [top](#table-of-contents) | | [top](#people--body) | :massage_woman: | `:massage_woman:` | :haircut: | `:haircut:` | [top](#table-of-contents) | | [top](#people--body) | :haircut_man: | `:haircut_man:` | :haircut_woman: | `:haircut_woman:` | [top](#table-of-contents) | | [top](#people--body) | :walking: | `:walking:` | :walking_man: | `:walking_man:` | [top](#table-of-contents) | | [top](#people--body) | :walking_woman: | `:walking_woman:` | :standing_person: | `:standing_person:` | [top](#table-of-contents) | | [top](#people--body) | :standing_man: | `:standing_man:` | :standing_woman: | `:standing_woman:` | [top](#table-of-contents) | | [top](#people--body) | :kneeling_person: | `:kneeling_person:` | :kneeling_man: | `:kneeling_man:` | [top](#table-of-contents) | | [top](#people--body) | :kneeling_woman: | `:kneeling_woman:` | :person_with_probing_cane: | `:person_with_probing_cane:` | [top](#table-of-contents) | | [top](#people--body) | :man_with_probing_cane: | `:man_with_probing_cane:` | :woman_with_probing_cane: | `:woman_with_probing_cane:` | [top](#table-of-contents) | | [top](#people--body) | :person_in_motorized_wheelchair: | `:person_in_motorized_wheelchair:` | :man_in_motorized_wheelchair: | `:man_in_motorized_wheelchair:` | [top](#table-of-contents) | | [top](#people--body) | :woman_in_motorized_wheelchair: | `:woman_in_motorized_wheelchair:` | :person_in_manual_wheelchair: | `:person_in_manual_wheelchair:` | [top](#table-of-contents) | | [top](#people--body) | :man_in_manual_wheelchair: | `:man_in_manual_wheelchair:` | :woman_in_manual_wheelchair: | `:woman_in_manual_wheelchair:` | [top](#table-of-contents) | | [top](#people--body) | :runner: | `:runner:` <br /> `:running:` | :running_man: | `:running_man:` | [top](#table-of-contents) | | [top](#people--body) | :running_woman: | `:running_woman:` | :dancer: | `:dancer:` <br /> `:woman_dancing:` | [top](#table-of-contents) | | [top](#people--body) | :man_dancing: | `:man_dancing:` | :business_suit_levitating: | `:business_suit_levitating:` | [top](#table-of-contents) | | [top](#people--body) | :dancers: | `:dancers:` | :dancing_men: | `:dancing_men:` | [top](#table-of-contents) | | [top](#people--body) | :dancing_women: | `:dancing_women:` | :sauna_person: | `:sauna_person:` | [top](#table-of-contents) | | [top](#people--body) | :sauna_man: | `:sauna_man:` | :sauna_woman: | `:sauna_woman:` | [top](#table-of-contents) | | [top](#people--body) | :climbing: | `:climbing:` | :climbing_man: | `:climbing_man:` | [top](#table-of-contents) | | [top](#people--body) | :climbing_woman: | `:climbing_woman:` | | | [top](#table-of-contents) | #### Person Sport | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :person_fencing: | `:person_fencing:` | :horse_racing: | `:horse_racing:` | [top](#table-of-contents) | | [top](#people--body) | :skier: | `:skier:` | :snowboarder: | `:snowboarder:` | [top](#table-of-contents) | | [top](#people--body) | :golfing: | `:golfing:` | :golfing_man: | `:golfing_man:` | [top](#table-of-contents) | | [top](#people--body) | :golfing_woman: | `:golfing_woman:` | :surfer: | `:surfer:` | [top](#table-of-contents) | | [top](#people--body) | :surfing_man: | `:surfing_man:` | :surfing_woman: | `:surfing_woman:` | [top](#table-of-contents) | | [top](#people--body) | :rowboat: | `:rowboat:` | :rowing_man: | `:rowing_man:` | [top](#table-of-contents) | | [top](#people--body) | :rowing_woman: | `:rowing_woman:` | :swimmer: | `:swimmer:` | [top](#table-of-contents) | | [top](#people--body) | :swimming_man: | `:swimming_man:` | :swimming_woman: | `:swimming_woman:` | [top](#table-of-contents) | | [top](#people--body) | :bouncing_ball_person: | `:bouncing_ball_person:` | :basketball_man: | `:basketball_man:` <br /> `:bouncing_ball_man:` | [top](#table-of-contents) | | [top](#people--body) | :basketball_woman: | `:basketball_woman:` <br /> `:bouncing_ball_woman:` | :weight_lifting: | `:weight_lifting:` | [top](#table-of-contents) | | [top](#people--body) | :weight_lifting_man: | `:weight_lifting_man:` | :weight_lifting_woman: | `:weight_lifting_woman:` | [top](#table-of-contents) | | [top](#people--body) | :bicyclist: | `:bicyclist:` | :biking_man: | `:biking_man:` | [top](#table-of-contents) | | [top](#people--body) | :biking_woman: | `:biking_woman:` | :mountain_bicyclist: | `:mountain_bicyclist:` | [top](#table-of-contents) | | [top](#people--body) | :mountain_biking_man: | `:mountain_biking_man:` | :mountain_biking_woman: | `:mountain_biking_woman:` | [top](#table-of-contents) | | [top](#people--body) | :cartwheeling: | `:cartwheeling:` | :man_cartwheeling: | `:man_cartwheeling:` | [top](#table-of-contents) | | [top](#people--body) | :woman_cartwheeling: | `:woman_cartwheeling:` | :wrestling: | `:wrestling:` | [top](#table-of-contents) | | [top](#people--body) | :men_wrestling: | `:men_wrestling:` | :women_wrestling: | `:women_wrestling:` | [top](#table-of-contents) | | [top](#people--body) | :water_polo: | `:water_polo:` | :man_playing_water_polo: | `:man_playing_water_polo:` | [top](#table-of-contents) | | [top](#people--body) | :woman_playing_water_polo: | `:woman_playing_water_polo:` | :handball_person: | `:handball_person:` | [top](#table-of-contents) | | [top](#people--body) | :man_playing_handball: | `:man_playing_handball:` | :woman_playing_handball: | `:woman_playing_handball:` | [top](#table-of-contents) | | [top](#people--body) | :juggling_person: | `:juggling_person:` | :man_juggling: | `:man_juggling:` | [top](#table-of-contents) | | [top](#people--body) | :woman_juggling: | `:woman_juggling:` | | | [top](#table-of-contents) | #### Person Resting | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :lotus_position: | `:lotus_position:` | :lotus_position_man: | `:lotus_position_man:` | [top](#table-of-contents) | | [top](#people--body) | :lotus_position_woman: | `:lotus_position_woman:` | :bath: | `:bath:` | [top](#table-of-contents) | | [top](#people--body) | :sleeping_bed: | `:sleeping_bed:` | | | [top](#table-of-contents) | #### Family | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :people_holding_hands: | `:people_holding_hands:` | :two_women_holding_hands: | `:two_women_holding_hands:` | [top](#table-of-contents) | | [top](#people--body) | :couple: | `:couple:` | :two_men_holding_hands: | `:two_men_holding_hands:` | [top](#table-of-contents) | | [top](#people--body) | :couplekiss: | `:couplekiss:` | :couplekiss_man_woman: | `:couplekiss_man_woman:` | [top](#table-of-contents) | | [top](#people--body) | :couplekiss_man_man: | `:couplekiss_man_man:` | :couplekiss_woman_woman: | `:couplekiss_woman_woman:` | [top](#table-of-contents) | | [top](#people--body) | :couple_with_heart: | `:couple_with_heart:` | :couple_with_heart_woman_man: | `:couple_with_heart_woman_man:` | [top](#table-of-contents) | | [top](#people--body) | :couple_with_heart_man_man: | `:couple_with_heart_man_man:` | :couple_with_heart_woman_woman: | `:couple_with_heart_woman_woman:` | [top](#table-of-contents) | | [top](#people--body) | :family: | `:family:` | :family_man_woman_boy: | `:family_man_woman_boy:` | [top](#table-of-contents) | | [top](#people--body) | :family_man_woman_girl: | `:family_man_woman_girl:` | :family_man_woman_girl_boy: | `:family_man_woman_girl_boy:` | [top](#table-of-contents) | | [top](#people--body) | :family_man_woman_boy_boy: | `:family_man_woman_boy_boy:` | :family_man_woman_girl_girl: | `:family_man_woman_girl_girl:` | [top](#table-of-contents) | | [top](#people--body) | :family_man_man_boy: | `:family_man_man_boy:` | :family_man_man_girl: | `:family_man_man_girl:` | [top](#table-of-contents) | | [top](#people--body) | :family_man_man_girl_boy: | `:family_man_man_girl_boy:` | :family_man_man_boy_boy: | `:family_man_man_boy_boy:` | [top](#table-of-contents) | | [top](#people--body) | :family_man_man_girl_girl: | `:family_man_man_girl_girl:` | :family_woman_woman_boy: | `:family_woman_woman_boy:` | [top](#table-of-contents) | | [top](#people--body) | :family_woman_woman_girl: | `:family_woman_woman_girl:` | :family_woman_woman_girl_boy: | `:family_woman_woman_girl_boy:` | [top](#table-of-contents) | | [top](#people--body) | :family_woman_woman_boy_boy: | `:family_woman_woman_boy_boy:` | :family_woman_woman_girl_girl: | `:family_woman_woman_girl_girl:` | [top](#table-of-contents) | | [top](#people--body) | :family_man_boy: | `:family_man_boy:` | :family_man_boy_boy: | `:family_man_boy_boy:` | [top](#table-of-contents) | | [top](#people--body) | :family_man_girl: | `:family_man_girl:` | :family_man_girl_boy: | `:family_man_girl_boy:` | [top](#table-of-contents) | | [top](#people--body) | :family_man_girl_girl: | `:family_man_girl_girl:` | :family_woman_boy: | `:family_woman_boy:` | [top](#table-of-contents) | | [top](#people--body) | :family_woman_boy_boy: | `:family_woman_boy_boy:` | :family_woman_girl: | `:family_woman_girl:` | [top](#table-of-contents) | | [top](#people--body) | :family_woman_girl_boy: | `:family_woman_girl_boy:` | :family_woman_girl_girl: | `:family_woman_girl_girl:` | [top](#table-of-contents) | #### Person Symbol | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#people--body) | :speaking_head: | `:speaking_head:` | :bust_in_silhouette: | `:bust_in_silhouette:` | [top](#table-of-contents) | | [top](#people--body) | :busts_in_silhouette: | `:busts_in_silhouette:` | :people_hugging: | `:people_hugging:` | [top](#table-of-contents) | | [top](#people--body) | :footprints: | `:footprints:` | | | [top](#table-of-contents) | ### Animals & Nature - [Animal Mammal](#animal-mammal) - [Animal Bird](#animal-bird) - [Animal Amphibian](#animal-amphibian) - [Animal Reptile](#animal-reptile) - [Animal Marine](#animal-marine) - [Animal Bug](#animal-bug) - [Plant Flower](#plant-flower) - [Plant Other](#plant-other) #### Animal Mammal | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#animals--nature) | :monkey_face: | `:monkey_face:` | :monkey: | `:monkey:` | [top](#table-of-contents) | | [top](#animals--nature) | :gorilla: | `:gorilla:` | :orangutan: | `:orangutan:` | [top](#table-of-contents) | | [top](#animals--nature) | :dog: | `:dog:` | :dog2: | `:dog2:` | [top](#table-of-contents) | | [top](#animals--nature) | :guide_dog: | `:guide_dog:` | :service_dog: | `:service_dog:` | [top](#table-of-contents) | | [top](#animals--nature) | :poodle: | `:poodle:` | :wolf: | `:wolf:` | [top](#table-of-contents) | | [top](#animals--nature) | :fox_face: | `:fox_face:` | :raccoon: | `:raccoon:` | [top](#table-of-contents) | | [top](#animals--nature) | :cat: | `:cat:` | :cat2: | `:cat2:` | [top](#table-of-contents) | | [top](#animals--nature) | :black_cat: | `:black_cat:` | :lion: | `:lion:` | [top](#table-of-contents) | | [top](#animals--nature) | :tiger: | `:tiger:` | :tiger2: | `:tiger2:` | [top](#table-of-contents) | | [top](#animals--nature) | :leopard: | `:leopard:` | :horse: | `:horse:` | [top](#table-of-contents) | | [top](#animals--nature) | :racehorse: | `:racehorse:` | :unicorn: | `:unicorn:` | [top](#table-of-contents) | | [top](#animals--nature) | :zebra: | `:zebra:` | :deer: | `:deer:` | [top](#table-of-contents) | | [top](#animals--nature) | :bison: | `:bison:` | :cow: | `:cow:` | [top](#table-of-contents) | | [top](#animals--nature) | :ox: | `:ox:` | :water_buffalo: | `:water_buffalo:` | [top](#table-of-contents) | | [top](#animals--nature) | :cow2: | `:cow2:` | :pig: | `:pig:` | [top](#table-of-contents) | | [top](#animals--nature) | :pig2: | `:pig2:` | :boar: | `:boar:` | [top](#table-of-contents) | | [top](#animals--nature) | :pig_nose: | `:pig_nose:` | :ram: | `:ram:` | [top](#table-of-contents) | | [top](#animals--nature) | :sheep: | `:sheep:` | :goat: | `:goat:` | [top](#table-of-contents) | | [top](#animals--nature) | :dromedary_camel: | `:dromedary_camel:` | :camel: | `:camel:` | [top](#table-of-contents) | | [top](#animals--nature) | :llama: | `:llama:` | :giraffe: | `:giraffe:` | [top](#table-of-contents) | | [top](#animals--nature) | :elephant: | `:elephant:` | :mammoth: | `:mammoth:` | [top](#table-of-contents) | | [top](#animals--nature) | :rhinoceros: | `:rhinoceros:` | :hippopotamus: | `:hippopotamus:` | [top](#table-of-contents) | | [top](#animals--nature) | :mouse: | `:mouse:` | :mouse2: | `:mouse2:` | [top](#table-of-contents) | | [top](#animals--nature) | :rat: | `:rat:` | :hamster: | `:hamster:` | [top](#table-of-contents) | | [top](#animals--nature) | :rabbit: | `:rabbit:` | :rabbit2: | `:rabbit2:` | [top](#table-of-contents) | | [top](#animals--nature) | :chipmunk: | `:chipmunk:` | :beaver: | `:beaver:` | [top](#table-of-contents) | | [top](#animals--nature) | :hedgehog: | `:hedgehog:` | :bat: | `:bat:` | [top](#table-of-contents) | | [top](#animals--nature) | :bear: | `:bear:` | :polar_bear: | `:polar_bear:` | [top](#table-of-contents) | | [top](#animals--nature) | :koala: | `:koala:` | :panda_face: | `:panda_face:` | [top](#table-of-contents) | | [top](#animals--nature) | :sloth: | `:sloth:` | :otter: | `:otter:` | [top](#table-of-contents) | | [top](#animals--nature) | :skunk: | `:skunk:` | :kangaroo: | `:kangaroo:` | [top](#table-of-contents) | | [top](#animals--nature) | :badger: | `:badger:` | :feet: | `:feet:` <br /> `:paw_prints:` | [top](#table-of-contents) | #### Animal Bird | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#animals--nature) | :turkey: | `:turkey:` | :chicken: | `:chicken:` | [top](#table-of-contents) | | [top](#animals--nature) | :rooster: | `:rooster:` | :hatching_chick: | `:hatching_chick:` | [top](#table-of-contents) | | [top](#animals--nature) | :baby_chick: | `:baby_chick:` | :hatched_chick: | `:hatched_chick:` | [top](#table-of-contents) | | [top](#animals--nature) | :bird: | `:bird:` | :penguin: | `:penguin:` | [top](#table-of-contents) | | [top](#animals--nature) | :dove: | `:dove:` | :eagle: | `:eagle:` | [top](#table-of-contents) | | [top](#animals--nature) | :duck: | `:duck:` | :swan: | `:swan:` | [top](#table-of-contents) | | [top](#animals--nature) | :owl: | `:owl:` | :dodo: | `:dodo:` | [top](#table-of-contents) | | [top](#animals--nature) | :feather: | `:feather:` | :flamingo: | `:flamingo:` | [top](#table-of-contents) | | [top](#animals--nature) | :peacock: | `:peacock:` | :parrot: | `:parrot:` | [top](#table-of-contents) | #### Animal Amphibian | | ico | shortcode | | | - | :-: | - | - | | [top](#animals--nature) | :frog: | `:frog:` | [top](#table-of-contents) | #### Animal Reptile | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#animals--nature) | :crocodile: | `:crocodile:` | :turtle: | `:turtle:` | [top](#table-of-contents) | | [top](#animals--nature) | :lizard: | `:lizard:` | :snake: | `:snake:` | [top](#table-of-contents) | | [top](#animals--nature) | :dragon_face: | `:dragon_face:` | :dragon: | `:dragon:` | [top](#table-of-contents) | | [top](#animals--nature) | :sauropod: | `:sauropod:` | :t-rex: | `:t-rex:` | [top](#table-of-contents) | #### Animal Marine | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#animals--nature) | :whale: | `:whale:` | :whale2: | `:whale2:` | [top](#table-of-contents) | | [top](#animals--nature) | :dolphin: | `:dolphin:` <br /> `:flipper:` | :seal: | `:seal:` | [top](#table-of-contents) | | [top](#animals--nature) | :fish: | `:fish:` | :tropical_fish: | `:tropical_fish:` | [top](#table-of-contents) | | [top](#animals--nature) | :blowfish: | `:blowfish:` | :shark: | `:shark:` | [top](#table-of-contents) | | [top](#animals--nature) | :octopus: | `:octopus:` | :shell: | `:shell:` | [top](#table-of-contents) | #### Animal Bug | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#animals--nature) | :snail: | `:snail:` | :butterfly: | `:butterfly:` | [top](#table-of-contents) | | [top](#animals--nature) | :bug: | `:bug:` | :ant: | `:ant:` | [top](#table-of-contents) | | [top](#animals--nature) | :bee: | `:bee:` <br /> `:honeybee:` | :beetle: | `:beetle:` | [top](#table-of-contents) | | [top](#animals--nature) | :lady_beetle: | `:lady_beetle:` | :cricket: | `:cricket:` | [top](#table-of-contents) | | [top](#animals--nature) | :cockroach: | `:cockroach:` | :spider: | `:spider:` | [top](#table-of-contents) | | [top](#animals--nature) | :spider_web: | `:spider_web:` | :scorpion: | `:scorpion:` | [top](#table-of-contents) | | [top](#animals--nature) | :mosquito: | `:mosquito:` | :fly: | `:fly:` | [top](#table-of-contents) | | [top](#animals--nature) | :worm: | `:worm:` | :microbe: | `:microbe:` | [top](#table-of-contents) | #### Plant Flower | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#animals--nature) | :bouquet: | `:bouquet:` | :cherry_blossom: | `:cherry_blossom:` | [top](#table-of-contents) | | [top](#animals--nature) | :white_flower: | `:white_flower:` | :rosette: | `:rosette:` | [top](#table-of-contents) | | [top](#animals--nature) | :rose: | `:rose:` | :wilted_flower: | `:wilted_flower:` | [top](#table-of-contents) | | [top](#animals--nature) | :hibiscus: | `:hibiscus:` | :sunflower: | `:sunflower:` | [top](#table-of-contents) | | [top](#animals--nature) | :blossom: | `:blossom:` | :tulip: | `:tulip:` | [top](#table-of-contents) | #### Plant Other | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#animals--nature) | :seedling: | `:seedling:` | :potted_plant: | `:potted_plant:` | [top](#table-of-contents) | | [top](#animals--nature) | :evergreen_tree: | `:evergreen_tree:` | :deciduous_tree: | `:deciduous_tree:` | [top](#table-of-contents) | | [top](#animals--nature) | :palm_tree: | `:palm_tree:` | :cactus: | `:cactus:` | [top](#table-of-contents) | | [top](#animals--nature) | :ear_of_rice: | `:ear_of_rice:` | :herb: | `:herb:` | [top](#table-of-contents) | | [top](#animals--nature) | :shamrock: | `:shamrock:` | :four_leaf_clover: | `:four_leaf_clover:` | [top](#table-of-contents) | | [top](#animals--nature) | :maple_leaf: | `:maple_leaf:` | :fallen_leaf: | `:fallen_leaf:` | [top](#table-of-contents) | | [top](#animals--nature) | :leaves: | `:leaves:` | :mushroom: | `:mushroom:` | [top](#table-of-contents) | ### Food & Drink - [Food Fruit](#food-fruit) - [Food Vegetable](#food-vegetable) - [Food Prepared](#food-prepared) - [Food Asian](#food-asian) - [Food Marine](#food-marine) - [Food Sweet](#food-sweet) - [Drink](#drink) - [Dishware](#dishware) #### Food Fruit | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#food--drink) | :grapes: | `:grapes:` | :melon: | `:melon:` | [top](#table-of-contents) | | [top](#food--drink) | :watermelon: | `:watermelon:` | :mandarin: | `:mandarin:` <br /> `:orange:` <br /> `:tangerine:` | [top](#table-of-contents) | | [top](#food--drink) | :lemon: | `:lemon:` | :banana: | `:banana:` | [top](#table-of-contents) | | [top](#food--drink) | :pineapple: | `:pineapple:` | :mango: | `:mango:` | [top](#table-of-contents) | | [top](#food--drink) | :apple: | `:apple:` | :green_apple: | `:green_apple:` | [top](#table-of-contents) | | [top](#food--drink) | :pear: | `:pear:` | :peach: | `:peach:` | [top](#table-of-contents) | | [top](#food--drink) | :cherries: | `:cherries:` | :strawberry: | `:strawberry:` | [top](#table-of-contents) | | [top](#food--drink) | :blueberries: | `:blueberries:` | :kiwi_fruit: | `:kiwi_fruit:` | [top](#table-of-contents) | | [top](#food--drink) | :tomato: | `:tomato:` | :olive: | `:olive:` | [top](#table-of-contents) | | [top](#food--drink) | :coconut: | `:coconut:` | | | [top](#table-of-contents) | #### Food Vegetable | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#food--drink) | :avocado: | `:avocado:` | :eggplant: | `:eggplant:` | [top](#table-of-contents) | | [top](#food--drink) | :potato: | `:potato:` | :carrot: | `:carrot:` | [top](#table-of-contents) | | [top](#food--drink) | :corn: | `:corn:` | :hot_pepper: | `:hot_pepper:` | [top](#table-of-contents) | | [top](#food--drink) | :bell_pepper: | `:bell_pepper:` | :cucumber: | `:cucumber:` | [top](#table-of-contents) | | [top](#food--drink) | :leafy_green: | `:leafy_green:` | :broccoli: | `:broccoli:` | [top](#table-of-contents) | | [top](#food--drink) | :garlic: | `:garlic:` | :onion: | `:onion:` | [top](#table-of-contents) | | [top](#food--drink) | :peanuts: | `:peanuts:` | :chestnut: | `:chestnut:` | [top](#table-of-contents) | #### Food Prepared | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#food--drink) | :bread: | `:bread:` | :croissant: | `:croissant:` | [top](#table-of-contents) | | [top](#food--drink) | :baguette_bread: | `:baguette_bread:` | :flatbread: | `:flatbread:` | [top](#table-of-contents) | | [top](#food--drink) | :pretzel: | `:pretzel:` | :bagel: | `:bagel:` | [top](#table-of-contents) | | [top](#food--drink) | :pancakes: | `:pancakes:` | :waffle: | `:waffle:` | [top](#table-of-contents) | | [top](#food--drink) | :cheese: | `:cheese:` | :meat_on_bone: | `:meat_on_bone:` | [top](#table-of-contents) | | [top](#food--drink) | :poultry_leg: | `:poultry_leg:` | :cut_of_meat: | `:cut_of_meat:` | [top](#table-of-contents) | | [top](#food--drink) | :bacon: | `:bacon:` | :hamburger: | `:hamburger:` | [top](#table-of-contents) | | [top](#food--drink) | :fries: | `:fries:` | :pizza: | `:pizza:` | [top](#table-of-contents) | | [top](#food--drink) | :hotdog: | `:hotdog:` | :sandwich: | `:sandwich:` | [top](#table-of-contents) | | [top](#food--drink) | :taco: | `:taco:` | :burrito: | `:burrito:` | [top](#table-of-contents) | | [top](#food--drink) | :tamale: | `:tamale:` | :stuffed_flatbread: | `:stuffed_flatbread:` | [top](#table-of-contents) | | [top](#food--drink) | :falafel: | `:falafel:` | :egg: | `:egg:` | [top](#table-of-contents) | | [top](#food--drink) | :fried_egg: | `:fried_egg:` | :shallow_pan_of_food: | `:shallow_pan_of_food:` | [top](#table-of-contents) | | [top](#food--drink) | :stew: | `:stew:` | :fondue: | `:fondue:` | [top](#table-of-contents) | | [top](#food--drink) | :bowl_with_spoon: | `:bowl_with_spoon:` | :green_salad: | `:green_salad:` | [top](#table-of-contents) | | [top](#food--drink) | :popcorn: | `:popcorn:` | :butter: | `:butter:` | [top](#table-of-contents) | | [top](#food--drink) | :salt: | `:salt:` | :canned_food: | `:canned_food:` | [top](#table-of-contents) | #### Food Asian | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#food--drink) | :bento: | `:bento:` | :rice_cracker: | `:rice_cracker:` | [top](#table-of-contents) | | [top](#food--drink) | :rice_ball: | `:rice_ball:` | :rice: | `:rice:` | [top](#table-of-contents) | | [top](#food--drink) | :curry: | `:curry:` | :ramen: | `:ramen:` | [top](#table-of-contents) | | [top](#food--drink) | :spaghetti: | `:spaghetti:` | :sweet_potato: | `:sweet_potato:` | [top](#table-of-contents) | | [top](#food--drink) | :oden: | `:oden:` | :sushi: | `:sushi:` | [top](#table-of-contents) | | [top](#food--drink) | :fried_shrimp: | `:fried_shrimp:` | :fish_cake: | `:fish_cake:` | [top](#table-of-contents) | | [top](#food--drink) | :moon_cake: | `:moon_cake:` | :dango: | `:dango:` | [top](#table-of-contents) | | [top](#food--drink) | :dumpling: | `:dumpling:` | :fortune_cookie: | `:fortune_cookie:` | [top](#table-of-contents) | | [top](#food--drink) | :takeout_box: | `:takeout_box:` | | | [top](#table-of-contents) | #### Food Marine | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#food--drink) | :crab: | `:crab:` | :lobster: | `:lobster:` | [top](#table-of-contents) | | [top](#food--drink) | :shrimp: | `:shrimp:` | :squid: | `:squid:` | [top](#table-of-contents) | | [top](#food--drink) | :oyster: | `:oyster:` | | | [top](#table-of-contents) | #### Food Sweet | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#food--drink) | :icecream: | `:icecream:` | :shaved_ice: | `:shaved_ice:` | [top](#table-of-contents) | | [top](#food--drink) | :ice_cream: | `:ice_cream:` | :doughnut: | `:doughnut:` | [top](#table-of-contents) | | [top](#food--drink) | :cookie: | `:cookie:` | :birthday: | `:birthday:` | [top](#table-of-contents) | | [top](#food--drink) | :cake: | `:cake:` | :cupcake: | `:cupcake:` | [top](#table-of-contents) | | [top](#food--drink) | :pie: | `:pie:` | :chocolate_bar: | `:chocolate_bar:` | [top](#table-of-contents) | | [top](#food--drink) | :candy: | `:candy:` | :lollipop: | `:lollipop:` | [top](#table-of-contents) | | [top](#food--drink) | :custard: | `:custard:` | :honey_pot: | `:honey_pot:` | [top](#table-of-contents) | #### Drink | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#food--drink) | :baby_bottle: | `:baby_bottle:` | :milk_glass: | `:milk_glass:` | [top](#table-of-contents) | | [top](#food--drink) | :coffee: | `:coffee:` | :teapot: | `:teapot:` | [top](#table-of-contents) | | [top](#food--drink) | :tea: | `:tea:` | :sake: | `:sake:` | [top](#table-of-contents) | | [top](#food--drink) | :champagne: | `:champagne:` | :wine_glass: | `:wine_glass:` | [top](#table-of-contents) | | [top](#food--drink) | :cocktail: | `:cocktail:` | :tropical_drink: | `:tropical_drink:` | [top](#table-of-contents) | | [top](#food--drink) | :beer: | `:beer:` | :beers: | `:beers:` | [top](#table-of-contents) | | [top](#food--drink) | :clinking_glasses: | `:clinking_glasses:` | :tumbler_glass: | `:tumbler_glass:` | [top](#table-of-contents) | | [top](#food--drink) | :cup_with_straw: | `:cup_with_straw:` | :bubble_tea: | `:bubble_tea:` | [top](#table-of-contents) | | [top](#food--drink) | :beverage_box: | `:beverage_box:` | :mate: | `:mate:` | [top](#table-of-contents) | | [top](#food--drink) | :ice_cube: | `:ice_cube:` | | | [top](#table-of-contents) | #### Dishware | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#food--drink) | :chopsticks: | `:chopsticks:` | :plate_with_cutlery: | `:plate_with_cutlery:` | [top](#table-of-contents) | | [top](#food--drink) | :fork_and_knife: | `:fork_and_knife:` | :spoon: | `:spoon:` | [top](#table-of-contents) | | [top](#food--drink) | :hocho: | `:hocho:` <br /> `:knife:` | :amphora: | `:amphora:` | [top](#table-of-contents) | ### Travel & Places - [Place Map](#place-map) - [Place Geographic](#place-geographic) - [Place Building](#place-building) - [Place Religious](#place-religious) - [Place Other](#place-other) - [Transport Ground](#transport-ground) - [Transport Water](#transport-water) - [Transport Air](#transport-air) - [Hotel](#hotel) - [Time](#time) - [Sky & Weather](#sky--weather) #### Place Map | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :earth_africa: | `:earth_africa:` | :earth_americas: | `:earth_americas:` | [top](#table-of-contents) | | [top](#travel--places) | :earth_asia: | `:earth_asia:` | :globe_with_meridians: | `:globe_with_meridians:` | [top](#table-of-contents) | | [top](#travel--places) | :world_map: | `:world_map:` | :japan: | `:japan:` | [top](#table-of-contents) | | [top](#travel--places) | :compass: | `:compass:` | | | [top](#table-of-contents) | #### Place Geographic | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :mountain_snow: | `:mountain_snow:` | :mountain: | `:mountain:` | [top](#table-of-contents) | | [top](#travel--places) | :volcano: | `:volcano:` | :mount_fuji: | `:mount_fuji:` | [top](#table-of-contents) | | [top](#travel--places) | :camping: | `:camping:` | :beach_umbrella: | `:beach_umbrella:` | [top](#table-of-contents) | | [top](#travel--places) | :desert: | `:desert:` | :desert_island: | `:desert_island:` | [top](#table-of-contents) | | [top](#travel--places) | :national_park: | `:national_park:` | | | [top](#table-of-contents) | #### Place Building | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :stadium: | `:stadium:` | :classical_building: | `:classical_building:` | [top](#table-of-contents) | | [top](#travel--places) | :building_construction: | `:building_construction:` | :bricks: | `:bricks:` | [top](#table-of-contents) | | [top](#travel--places) | :rock: | `:rock:` | :wood: | `:wood:` | [top](#table-of-contents) | | [top](#travel--places) | :hut: | `:hut:` | :houses: | `:houses:` | [top](#table-of-contents) | | [top](#travel--places) | :derelict_house: | `:derelict_house:` | :house: | `:house:` | [top](#table-of-contents) | | [top](#travel--places) | :house_with_garden: | `:house_with_garden:` | :office: | `:office:` | [top](#table-of-contents) | | [top](#travel--places) | :post_office: | `:post_office:` | :european_post_office: | `:european_post_office:` | [top](#table-of-contents) | | [top](#travel--places) | :hospital: | `:hospital:` | :bank: | `:bank:` | [top](#table-of-contents) | | [top](#travel--places) | :hotel: | `:hotel:` | :love_hotel: | `:love_hotel:` | [top](#table-of-contents) | | [top](#travel--places) | :convenience_store: | `:convenience_store:` | :school: | `:school:` | [top](#table-of-contents) | | [top](#travel--places) | :department_store: | `:department_store:` | :factory: | `:factory:` | [top](#table-of-contents) | | [top](#travel--places) | :japanese_castle: | `:japanese_castle:` | :european_castle: | `:european_castle:` | [top](#table-of-contents) | | [top](#travel--places) | :wedding: | `:wedding:` | :tokyo_tower: | `:tokyo_tower:` | [top](#table-of-contents) | | [top](#travel--places) | :statue_of_liberty: | `:statue_of_liberty:` | | | [top](#table-of-contents) | #### Place Religious | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :church: | `:church:` | :mosque: | `:mosque:` | [top](#table-of-contents) | | [top](#travel--places) | :hindu_temple: | `:hindu_temple:` | :synagogue: | `:synagogue:` | [top](#table-of-contents) | | [top](#travel--places) | :shinto_shrine: | `:shinto_shrine:` | :kaaba: | `:kaaba:` | [top](#table-of-contents) | #### Place Other | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :fountain: | `:fountain:` | :tent: | `:tent:` | [top](#table-of-contents) | | [top](#travel--places) | :foggy: | `:foggy:` | :night_with_stars: | `:night_with_stars:` | [top](#table-of-contents) | | [top](#travel--places) | :cityscape: | `:cityscape:` | :sunrise_over_mountains: | `:sunrise_over_mountains:` | [top](#table-of-contents) | | [top](#travel--places) | :sunrise: | `:sunrise:` | :city_sunset: | `:city_sunset:` | [top](#table-of-contents) | | [top](#travel--places) | :city_sunrise: | `:city_sunrise:` | :bridge_at_night: | `:bridge_at_night:` | [top](#table-of-contents) | | [top](#travel--places) | :hotsprings: | `:hotsprings:` | :carousel_horse: | `:carousel_horse:` | [top](#table-of-contents) | | [top](#travel--places) | :ferris_wheel: | `:ferris_wheel:` | :roller_coaster: | `:roller_coaster:` | [top](#table-of-contents) | | [top](#travel--places) | :barber: | `:barber:` | :circus_tent: | `:circus_tent:` | [top](#table-of-contents) | #### Transport Ground | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :steam_locomotive: | `:steam_locomotive:` | :railway_car: | `:railway_car:` | [top](#table-of-contents) | | [top](#travel--places) | :bullettrain_side: | `:bullettrain_side:` | :bullettrain_front: | `:bullettrain_front:` | [top](#table-of-contents) | | [top](#travel--places) | :train2: | `:train2:` | :metro: | `:metro:` | [top](#table-of-contents) | | [top](#travel--places) | :light_rail: | `:light_rail:` | :station: | `:station:` | [top](#table-of-contents) | | [top](#travel--places) | :tram: | `:tram:` | :monorail: | `:monorail:` | [top](#table-of-contents) | | [top](#travel--places) | :mountain_railway: | `:mountain_railway:` | :train: | `:train:` | [top](#table-of-contents) | | [top](#travel--places) | :bus: | `:bus:` | :oncoming_bus: | `:oncoming_bus:` | [top](#table-of-contents) | | [top](#travel--places) | :trolleybus: | `:trolleybus:` | :minibus: | `:minibus:` | [top](#table-of-contents) | | [top](#travel--places) | :ambulance: | `:ambulance:` | :fire_engine: | `:fire_engine:` | [top](#table-of-contents) | | [top](#travel--places) | :police_car: | `:police_car:` | :oncoming_police_car: | `:oncoming_police_car:` | [top](#table-of-contents) | | [top](#travel--places) | :taxi: | `:taxi:` | :oncoming_taxi: | `:oncoming_taxi:` | [top](#table-of-contents) | | [top](#travel--places) | :car: | `:car:` <br /> `:red_car:` | :oncoming_automobile: | `:oncoming_automobile:` | [top](#table-of-contents) | | [top](#travel--places) | :blue_car: | `:blue_car:` | :pickup_truck: | `:pickup_truck:` | [top](#table-of-contents) | | [top](#travel--places) | :truck: | `:truck:` | :articulated_lorry: | `:articulated_lorry:` | [top](#table-of-contents) | | [top](#travel--places) | :tractor: | `:tractor:` | :racing_car: | `:racing_car:` | [top](#table-of-contents) | | [top](#travel--places) | :motorcycle: | `:motorcycle:` | :motor_scooter: | `:motor_scooter:` | [top](#table-of-contents) | | [top](#travel--places) | :manual_wheelchair: | `:manual_wheelchair:` | :motorized_wheelchair: | `:motorized_wheelchair:` | [top](#table-of-contents) | | [top](#travel--places) | :auto_rickshaw: | `:auto_rickshaw:` | :bike: | `:bike:` | [top](#table-of-contents) | | [top](#travel--places) | :kick_scooter: | `:kick_scooter:` | :skateboard: | `:skateboard:` | [top](#table-of-contents) | | [top](#travel--places) | :roller_skate: | `:roller_skate:` | :busstop: | `:busstop:` | [top](#table-of-contents) | | [top](#travel--places) | :motorway: | `:motorway:` | :railway_track: | `:railway_track:` | [top](#table-of-contents) | | [top](#travel--places) | :oil_drum: | `:oil_drum:` | :fuelpump: | `:fuelpump:` | [top](#table-of-contents) | | [top](#travel--places) | :rotating_light: | `:rotating_light:` | :traffic_light: | `:traffic_light:` | [top](#table-of-contents) | | [top](#travel--places) | :vertical_traffic_light: | `:vertical_traffic_light:` | :stop_sign: | `:stop_sign:` | [top](#table-of-contents) | | [top](#travel--places) | :construction: | `:construction:` | | | [top](#table-of-contents) | #### Transport Water | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :anchor: | `:anchor:` | :boat: | `:boat:` <br /> `:sailboat:` | [top](#table-of-contents) | | [top](#travel--places) | :canoe: | `:canoe:` | :speedboat: | `:speedboat:` | [top](#table-of-contents) | | [top](#travel--places) | :passenger_ship: | `:passenger_ship:` | :ferry: | `:ferry:` | [top](#table-of-contents) | | [top](#travel--places) | :motor_boat: | `:motor_boat:` | :ship: | `:ship:` | [top](#table-of-contents) | #### Transport Air | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :airplane: | `:airplane:` | :small_airplane: | `:small_airplane:` | [top](#table-of-contents) | | [top](#travel--places) | :flight_departure: | `:flight_departure:` | :flight_arrival: | `:flight_arrival:` | [top](#table-of-contents) | | [top](#travel--places) | :parachute: | `:parachute:` | :seat: | `:seat:` | [top](#table-of-contents) | | [top](#travel--places) | :helicopter: | `:helicopter:` | :suspension_railway: | `:suspension_railway:` | [top](#table-of-contents) | | [top](#travel--places) | :mountain_cableway: | `:mountain_cableway:` | :aerial_tramway: | `:aerial_tramway:` | [top](#table-of-contents) | | [top](#travel--places) | :artificial_satellite: | `:artificial_satellite:` | :rocket: | `:rocket:` | [top](#table-of-contents) | | [top](#travel--places) | :flying_saucer: | `:flying_saucer:` | | | [top](#table-of-contents) | #### Hotel | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :bellhop_bell: | `:bellhop_bell:` | :luggage: | `:luggage:` | [top](#table-of-contents) | #### Time | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :hourglass: | `:hourglass:` | :hourglass_flowing_sand: | `:hourglass_flowing_sand:` | [top](#table-of-contents) | | [top](#travel--places) | :watch: | `:watch:` | :alarm_clock: | `:alarm_clock:` | [top](#table-of-contents) | | [top](#travel--places) | :stopwatch: | `:stopwatch:` | :timer_clock: | `:timer_clock:` | [top](#table-of-contents) | | [top](#travel--places) | :mantelpiece_clock: | `:mantelpiece_clock:` | :clock12: | `:clock12:` | [top](#table-of-contents) | | [top](#travel--places) | :clock1230: | `:clock1230:` | :clock1: | `:clock1:` | [top](#table-of-contents) | | [top](#travel--places) | :clock130: | `:clock130:` | :clock2: | `:clock2:` | [top](#table-of-contents) | | [top](#travel--places) | :clock230: | `:clock230:` | :clock3: | `:clock3:` | [top](#table-of-contents) | | [top](#travel--places) | :clock330: | `:clock330:` | :clock4: | `:clock4:` | [top](#table-of-contents) | | [top](#travel--places) | :clock430: | `:clock430:` | :clock5: | `:clock5:` | [top](#table-of-contents) | | [top](#travel--places) | :clock530: | `:clock530:` | :clock6: | `:clock6:` | [top](#table-of-contents) | | [top](#travel--places) | :clock630: | `:clock630:` | :clock7: | `:clock7:` | [top](#table-of-contents) | | [top](#travel--places) | :clock730: | `:clock730:` | :clock8: | `:clock8:` | [top](#table-of-contents) | | [top](#travel--places) | :clock830: | `:clock830:` | :clock9: | `:clock9:` | [top](#table-of-contents) | | [top](#travel--places) | :clock930: | `:clock930:` | :clock10: | `:clock10:` | [top](#table-of-contents) | | [top](#travel--places) | :clock1030: | `:clock1030:` | :clock11: | `:clock11:` | [top](#table-of-contents) | | [top](#travel--places) | :clock1130: | `:clock1130:` | | | [top](#table-of-contents) | #### Sky & Weather | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#travel--places) | :new_moon: | `:new_moon:` | :waxing_crescent_moon: | `:waxing_crescent_moon:` | [top](#table-of-contents) | | [top](#travel--places) | :first_quarter_moon: | `:first_quarter_moon:` | :moon: | `:moon:` <br /> `:waxing_gibbous_moon:` | [top](#table-of-contents) | | [top](#travel--places) | :full_moon: | `:full_moon:` | :waning_gibbous_moon: | `:waning_gibbous_moon:` | [top](#table-of-contents) | | [top](#travel--places) | :last_quarter_moon: | `:last_quarter_moon:` | :waning_crescent_moon: | `:waning_crescent_moon:` | [top](#table-of-contents) | | [top](#travel--places) | :crescent_moon: | `:crescent_moon:` | :new_moon_with_face: | `:new_moon_with_face:` | [top](#table-of-contents) | | [top](#travel--places) | :first_quarter_moon_with_face: | `:first_quarter_moon_with_face:` | :last_quarter_moon_with_face: | `:last_quarter_moon_with_face:` | [top](#table-of-contents) | | [top](#travel--places) | :thermometer: | `:thermometer:` | :sunny: | `:sunny:` | [top](#table-of-contents) | | [top](#travel--places) | :full_moon_with_face: | `:full_moon_with_face:` | :sun_with_face: | `:sun_with_face:` | [top](#table-of-contents) | | [top](#travel--places) | :ringed_planet: | `:ringed_planet:` | :star: | `:star:` | [top](#table-of-contents) | | [top](#travel--places) | :star2: | `:star2:` | :stars: | `:stars:` | [top](#table-of-contents) | | [top](#travel--places) | :milky_way: | `:milky_way:` | :cloud: | `:cloud:` | [top](#table-of-contents) | | [top](#travel--places) | :partly_sunny: | `:partly_sunny:` | :cloud_with_lightning_and_rain: | `:cloud_with_lightning_and_rain:` | [top](#table-of-contents) | | [top](#travel--places) | :sun_behind_small_cloud: | `:sun_behind_small_cloud:` | :sun_behind_large_cloud: | `:sun_behind_large_cloud:` | [top](#table-of-contents) | | [top](#travel--places) | :sun_behind_rain_cloud: | `:sun_behind_rain_cloud:` | :cloud_with_rain: | `:cloud_with_rain:` | [top](#table-of-contents) | | [top](#travel--places) | :cloud_with_snow: | `:cloud_with_snow:` | :cloud_with_lightning: | `:cloud_with_lightning:` | [top](#table-of-contents) | | [top](#travel--places) | :tornado: | `:tornado:` | :fog: | `:fog:` | [top](#table-of-contents) | | [top](#travel--places) | :wind_face: | `:wind_face:` | :cyclone: | `:cyclone:` | [top](#table-of-contents) | | [top](#travel--places) | :rainbow: | `:rainbow:` | :closed_umbrella: | `:closed_umbrella:` | [top](#table-of-contents) | | [top](#travel--places) | :open_umbrella: | `:open_umbrella:` | :umbrella: | `:umbrella:` | [top](#table-of-contents) | | [top](#travel--places) | :parasol_on_ground: | `:parasol_on_ground:` | :zap: | `:zap:` | [top](#table-of-contents) | | [top](#travel--places) | :snowflake: | `:snowflake:` | :snowman_with_snow: | `:snowman_with_snow:` | [top](#table-of-contents) | | [top](#travel--places) | :snowman: | `:snowman:` | :comet: | `:comet:` | [top](#table-of-contents) | | [top](#travel--places) | :fire: | `:fire:` | :droplet: | `:droplet:` | [top](#table-of-contents) | | [top](#travel--places) | :ocean: | `:ocean:` | | | [top](#table-of-contents) | ### Activities - [Event](#event) - [Award Medal](#award-medal) - [Sport](#sport) - [Game](#game) - [Arts & Crafts](#arts--crafts) #### Event | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#activities) | :jack_o_lantern: | `:jack_o_lantern:` | :christmas_tree: | `:christmas_tree:` | [top](#table-of-contents) | | [top](#activities) | :fireworks: | `:fireworks:` | :sparkler: | `:sparkler:` | [top](#table-of-contents) | | [top](#activities) | :firecracker: | `:firecracker:` | :sparkles: | `:sparkles:` | [top](#table-of-contents) | | [top](#activities) | :balloon: | `:balloon:` | :tada: | `:tada:` | [top](#table-of-contents) | | [top](#activities) | :confetti_ball: | `:confetti_ball:` | :tanabata_tree: | `:tanabata_tree:` | [top](#table-of-contents) | | [top](#activities) | :bamboo: | `:bamboo:` | :dolls: | `:dolls:` | [top](#table-of-contents) | | [top](#activities) | :flags: | `:flags:` | :wind_chime: | `:wind_chime:` | [top](#table-of-contents) | | [top](#activities) | :rice_scene: | `:rice_scene:` | :red_envelope: | `:red_envelope:` | [top](#table-of-contents) | | [top](#activities) | :ribbon: | `:ribbon:` | :gift: | `:gift:` | [top](#table-of-contents) | | [top](#activities) | :reminder_ribbon: | `:reminder_ribbon:` | :tickets: | `:tickets:` | [top](#table-of-contents) | | [top](#activities) | :ticket: | `:ticket:` | | | [top](#table-of-contents) | #### Award Medal | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#activities) | :medal_military: | `:medal_military:` | :trophy: | `:trophy:` | [top](#table-of-contents) | | [top](#activities) | :medal_sports: | `:medal_sports:` | :1st_place_medal: | `:1st_place_medal:` | [top](#table-of-contents) | | [top](#activities) | :2nd_place_medal: | `:2nd_place_medal:` | :3rd_place_medal: | `:3rd_place_medal:` | [top](#table-of-contents) | #### Sport | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#activities) | :soccer: | `:soccer:` | :baseball: | `:baseball:` | [top](#table-of-contents) | | [top](#activities) | :softball: | `:softball:` | :basketball: | `:basketball:` | [top](#table-of-contents) | | [top](#activities) | :volleyball: | `:volleyball:` | :football: | `:football:` | [top](#table-of-contents) | | [top](#activities) | :rugby_football: | `:rugby_football:` | :tennis: | `:tennis:` | [top](#table-of-contents) | | [top](#activities) | :flying_disc: | `:flying_disc:` | :bowling: | `:bowling:` | [top](#table-of-contents) | | [top](#activities) | :cricket_game: | `:cricket_game:` | :field_hockey: | `:field_hockey:` | [top](#table-of-contents) | | [top](#activities) | :ice_hockey: | `:ice_hockey:` | :lacrosse: | `:lacrosse:` | [top](#table-of-contents) | | [top](#activities) | :ping_pong: | `:ping_pong:` | :badminton: | `:badminton:` | [top](#table-of-contents) | | [top](#activities) | :boxing_glove: | `:boxing_glove:` | :martial_arts_uniform: | `:martial_arts_uniform:` | [top](#table-of-contents) | | [top](#activities) | :goal_net: | `:goal_net:` | :golf: | `:golf:` | [top](#table-of-contents) | | [top](#activities) | :ice_skate: | `:ice_skate:` | :fishing_pole_and_fish: | `:fishing_pole_and_fish:` | [top](#table-of-contents) | | [top](#activities) | :diving_mask: | `:diving_mask:` | :running_shirt_with_sash: | `:running_shirt_with_sash:` | [top](#table-of-contents) | | [top](#activities) | :ski: | `:ski:` | :sled: | `:sled:` | [top](#table-of-contents) | | [top](#activities) | :curling_stone: | `:curling_stone:` | | | [top](#table-of-contents) | #### Game | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#activities) | :dart: | `:dart:` | :yo_yo: | `:yo_yo:` | [top](#table-of-contents) | | [top](#activities) | :kite: | `:kite:` | :gun: | `:gun:` | [top](#table-of-contents) | | [top](#activities) | :8ball: | `:8ball:` | :crystal_ball: | `:crystal_ball:` | [top](#table-of-contents) | | [top](#activities) | :magic_wand: | `:magic_wand:` | :video_game: | `:video_game:` | [top](#table-of-contents) | | [top](#activities) | :joystick: | `:joystick:` | :slot_machine: | `:slot_machine:` | [top](#table-of-contents) | | [top](#activities) | :game_die: | `:game_die:` | :jigsaw: | `:jigsaw:` | [top](#table-of-contents) | | [top](#activities) | :teddy_bear: | `:teddy_bear:` | :pinata: | `:pinata:` | [top](#table-of-contents) | | [top](#activities) | :nesting_dolls: | `:nesting_dolls:` | :spades: | `:spades:` | [top](#table-of-contents) | | [top](#activities) | :hearts: | `:hearts:` | :diamonds: | `:diamonds:` | [top](#table-of-contents) | | [top](#activities) | :clubs: | `:clubs:` | :chess_pawn: | `:chess_pawn:` | [top](#table-of-contents) | | [top](#activities) | :black_joker: | `:black_joker:` | :mahjong: | `:mahjong:` | [top](#table-of-contents) | | [top](#activities) | :flower_playing_cards: | `:flower_playing_cards:` | | | [top](#table-of-contents) | #### Arts & Crafts | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#activities) | :performing_arts: | `:performing_arts:` | :framed_picture: | `:framed_picture:` | [top](#table-of-contents) | | [top](#activities) | :art: | `:art:` | :thread: | `:thread:` | [top](#table-of-contents) | | [top](#activities) | :sewing_needle: | `:sewing_needle:` | :yarn: | `:yarn:` | [top](#table-of-contents) | | [top](#activities) | :knot: | `:knot:` | | | [top](#table-of-contents) | ### Objects - [Clothing](#clothing) - [Sound](#sound) - [Music](#music) - [Musical Instrument](#musical-instrument) - [Phone](#phone) - [Computer](#computer) - [Light & Video](#light--video) - [Book Paper](#book-paper) - [Money](#money) - [Mail](#mail) - [Writing](#writing) - [Office](#office) - [Lock](#lock) - [Tool](#tool) - [Science](#science) - [Medical](#medical) - [Household](#household) - [Other Object](#other-object) #### Clothing | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :eyeglasses: | `:eyeglasses:` | :dark_sunglasses: | `:dark_sunglasses:` | [top](#table-of-contents) | | [top](#objects) | :goggles: | `:goggles:` | :lab_coat: | `:lab_coat:` | [top](#table-of-contents) | | [top](#objects) | :safety_vest: | `:safety_vest:` | :necktie: | `:necktie:` | [top](#table-of-contents) | | [top](#objects) | :shirt: | `:shirt:` <br /> `:tshirt:` | :jeans: | `:jeans:` | [top](#table-of-contents) | | [top](#objects) | :scarf: | `:scarf:` | :gloves: | `:gloves:` | [top](#table-of-contents) | | [top](#objects) | :coat: | `:coat:` | :socks: | `:socks:` | [top](#table-of-contents) | | [top](#objects) | :dress: | `:dress:` | :kimono: | `:kimono:` | [top](#table-of-contents) | | [top](#objects) | :sari: | `:sari:` | :one_piece_swimsuit: | `:one_piece_swimsuit:` | [top](#table-of-contents) | | [top](#objects) | :swim_brief: | `:swim_brief:` | :shorts: | `:shorts:` | [top](#table-of-contents) | | [top](#objects) | :bikini: | `:bikini:` | :womans_clothes: | `:womans_clothes:` | [top](#table-of-contents) | | [top](#objects) | :purse: | `:purse:` | :handbag: | `:handbag:` | [top](#table-of-contents) | | [top](#objects) | :pouch: | `:pouch:` | :shopping: | `:shopping:` | [top](#table-of-contents) | | [top](#objects) | :school_satchel: | `:school_satchel:` | :thong_sandal: | `:thong_sandal:` | [top](#table-of-contents) | | [top](#objects) | :mans_shoe: | `:mans_shoe:` <br /> `:shoe:` | :athletic_shoe: | `:athletic_shoe:` | [top](#table-of-contents) | | [top](#objects) | :hiking_boot: | `:hiking_boot:` | :flat_shoe: | `:flat_shoe:` | [top](#table-of-contents) | | [top](#objects) | :high_heel: | `:high_heel:` | :sandal: | `:sandal:` | [top](#table-of-contents) | | [top](#objects) | :ballet_shoes: | `:ballet_shoes:` | :boot: | `:boot:` | [top](#table-of-contents) | | [top](#objects) | :crown: | `:crown:` | :womans_hat: | `:womans_hat:` | [top](#table-of-contents) | | [top](#objects) | :tophat: | `:tophat:` | :mortar_board: | `:mortar_board:` | [top](#table-of-contents) | | [top](#objects) | :billed_cap: | `:billed_cap:` | :military_helmet: | `:military_helmet:` | [top](#table-of-contents) | | [top](#objects) | :rescue_worker_helmet: | `:rescue_worker_helmet:` | :prayer_beads: | `:prayer_beads:` | [top](#table-of-contents) | | [top](#objects) | :lipstick: | `:lipstick:` | :ring: | `:ring:` | [top](#table-of-contents) | | [top](#objects) | :gem: | `:gem:` | | | [top](#table-of-contents) | #### Sound | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :mute: | `:mute:` | :speaker: | `:speaker:` | [top](#table-of-contents) | | [top](#objects) | :sound: | `:sound:` | :loud_sound: | `:loud_sound:` | [top](#table-of-contents) | | [top](#objects) | :loudspeaker: | `:loudspeaker:` | :mega: | `:mega:` | [top](#table-of-contents) | | [top](#objects) | :postal_horn: | `:postal_horn:` | :bell: | `:bell:` | [top](#table-of-contents) | | [top](#objects) | :no_bell: | `:no_bell:` | | | [top](#table-of-contents) | #### Music | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :musical_score: | `:musical_score:` | :musical_note: | `:musical_note:` | [top](#table-of-contents) | | [top](#objects) | :notes: | `:notes:` | :studio_microphone: | `:studio_microphone:` | [top](#table-of-contents) | | [top](#objects) | :level_slider: | `:level_slider:` | :control_knobs: | `:control_knobs:` | [top](#table-of-contents) | | [top](#objects) | :microphone: | `:microphone:` | :headphones: | `:headphones:` | [top](#table-of-contents) | | [top](#objects) | :radio: | `:radio:` | | | [top](#table-of-contents) | #### Musical Instrument | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :saxophone: | `:saxophone:` | :accordion: | `:accordion:` | [top](#table-of-contents) | | [top](#objects) | :guitar: | `:guitar:` | :musical_keyboard: | `:musical_keyboard:` | [top](#table-of-contents) | | [top](#objects) | :trumpet: | `:trumpet:` | :violin: | `:violin:` | [top](#table-of-contents) | | [top](#objects) | :banjo: | `:banjo:` | :drum: | `:drum:` | [top](#table-of-contents) | | [top](#objects) | :long_drum: | `:long_drum:` | | | [top](#table-of-contents) | #### Phone | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :iphone: | `:iphone:` | :calling: | `:calling:` | [top](#table-of-contents) | | [top](#objects) | :phone: | `:phone:` <br /> `:telephone:` | :telephone_receiver: | `:telephone_receiver:` | [top](#table-of-contents) | | [top](#objects) | :pager: | `:pager:` | :fax: | `:fax:` | [top](#table-of-contents) | #### Computer | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :battery: | `:battery:` | :electric_plug: | `:electric_plug:` | [top](#table-of-contents) | | [top](#objects) | :computer: | `:computer:` | :desktop_computer: | `:desktop_computer:` | [top](#table-of-contents) | | [top](#objects) | :printer: | `:printer:` | :keyboard: | `:keyboard:` | [top](#table-of-contents) | | [top](#objects) | :computer_mouse: | `:computer_mouse:` | :trackball: | `:trackball:` | [top](#table-of-contents) | | [top](#objects) | :minidisc: | `:minidisc:` | :floppy_disk: | `:floppy_disk:` | [top](#table-of-contents) | | [top](#objects) | :cd: | `:cd:` | :dvd: | `:dvd:` | [top](#table-of-contents) | | [top](#objects) | :abacus: | `:abacus:` | | | [top](#table-of-contents) | #### Light & Video | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :movie_camera: | `:movie_camera:` | :film_strip: | `:film_strip:` | [top](#table-of-contents) | | [top](#objects) | :film_projector: | `:film_projector:` | :clapper: | `:clapper:` | [top](#table-of-contents) | | [top](#objects) | :tv: | `:tv:` | :camera: | `:camera:` | [top](#table-of-contents) | | [top](#objects) | :camera_flash: | `:camera_flash:` | :video_camera: | `:video_camera:` | [top](#table-of-contents) | | [top](#objects) | :vhs: | `:vhs:` | :mag: | `:mag:` | [top](#table-of-contents) | | [top](#objects) | :mag_right: | `:mag_right:` | :candle: | `:candle:` | [top](#table-of-contents) | | [top](#objects) | :bulb: | `:bulb:` | :flashlight: | `:flashlight:` | [top](#table-of-contents) | | [top](#objects) | :izakaya_lantern: | `:izakaya_lantern:` <br /> `:lantern:` | :diya_lamp: | `:diya_lamp:` | [top](#table-of-contents) | #### Book Paper | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :notebook_with_decorative_cover: | `:notebook_with_decorative_cover:` | :closed_book: | `:closed_book:` | [top](#table-of-contents) | | [top](#objects) | :book: | `:book:` <br /> `:open_book:` | :green_book: | `:green_book:` | [top](#table-of-contents) | | [top](#objects) | :blue_book: | `:blue_book:` | :orange_book: | `:orange_book:` | [top](#table-of-contents) | | [top](#objects) | :books: | `:books:` | :notebook: | `:notebook:` | [top](#table-of-contents) | | [top](#objects) | :ledger: | `:ledger:` | :page_with_curl: | `:page_with_curl:` | [top](#table-of-contents) | | [top](#objects) | :scroll: | `:scroll:` | :page_facing_up: | `:page_facing_up:` | [top](#table-of-contents) | | [top](#objects) | :newspaper: | `:newspaper:` | :newspaper_roll: | `:newspaper_roll:` | [top](#table-of-contents) | | [top](#objects) | :bookmark_tabs: | `:bookmark_tabs:` | :bookmark: | `:bookmark:` | [top](#table-of-contents) | | [top](#objects) | :label: | `:label:` | | | [top](#table-of-contents) | #### Money | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :moneybag: | `:moneybag:` | :coin: | `:coin:` | [top](#table-of-contents) | | [top](#objects) | :yen: | `:yen:` | :dollar: | `:dollar:` | [top](#table-of-contents) | | [top](#objects) | :euro: | `:euro:` | :pound: | `:pound:` | [top](#table-of-contents) | | [top](#objects) | :money_with_wings: | `:money_with_wings:` | :credit_card: | `:credit_card:` | [top](#table-of-contents) | | [top](#objects) | :receipt: | `:receipt:` | :chart: | `:chart:` | [top](#table-of-contents) | #### Mail | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :envelope: | `:envelope:` | :e-mail: | `:e-mail:` <br /> `:email:` | [top](#table-of-contents) | | [top](#objects) | :incoming_envelope: | `:incoming_envelope:` | :envelope_with_arrow: | `:envelope_with_arrow:` | [top](#table-of-contents) | | [top](#objects) | :outbox_tray: | `:outbox_tray:` | :inbox_tray: | `:inbox_tray:` | [top](#table-of-contents) | | [top](#objects) | :package: | `:package:` | :mailbox: | `:mailbox:` | [top](#table-of-contents) | | [top](#objects) | :mailbox_closed: | `:mailbox_closed:` | :mailbox_with_mail: | `:mailbox_with_mail:` | [top](#table-of-contents) | | [top](#objects) | :mailbox_with_no_mail: | `:mailbox_with_no_mail:` | :postbox: | `:postbox:` | [top](#table-of-contents) | | [top](#objects) | :ballot_box: | `:ballot_box:` | | | [top](#table-of-contents) | #### Writing | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :pencil2: | `:pencil2:` | :black_nib: | `:black_nib:` | [top](#table-of-contents) | | [top](#objects) | :fountain_pen: | `:fountain_pen:` | :pen: | `:pen:` | [top](#table-of-contents) | | [top](#objects) | :paintbrush: | `:paintbrush:` | :crayon: | `:crayon:` | [top](#table-of-contents) | | [top](#objects) | :memo: | `:memo:` <br /> `:pencil:` | | | [top](#table-of-contents) | #### Office | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :briefcase: | `:briefcase:` | :file_folder: | `:file_folder:` | [top](#table-of-contents) | | [top](#objects) | :open_file_folder: | `:open_file_folder:` | :card_index_dividers: | `:card_index_dividers:` | [top](#table-of-contents) | | [top](#objects) | :date: | `:date:` | :calendar: | `:calendar:` | [top](#table-of-contents) | | [top](#objects) | :spiral_notepad: | `:spiral_notepad:` | :spiral_calendar: | `:spiral_calendar:` | [top](#table-of-contents) | | [top](#objects) | :card_index: | `:card_index:` | :chart_with_upwards_trend: | `:chart_with_upwards_trend:` | [top](#table-of-contents) | | [top](#objects) | :chart_with_downwards_trend: | `:chart_with_downwards_trend:` | :bar_chart: | `:bar_chart:` | [top](#table-of-contents) | | [top](#objects) | :clipboard: | `:clipboard:` | :pushpin: | `:pushpin:` | [top](#table-of-contents) | | [top](#objects) | :round_pushpin: | `:round_pushpin:` | :paperclip: | `:paperclip:` | [top](#table-of-contents) | | [top](#objects) | :paperclips: | `:paperclips:` | :straight_ruler: | `:straight_ruler:` | [top](#table-of-contents) | | [top](#objects) | :triangular_ruler: | `:triangular_ruler:` | :scissors: | `:scissors:` | [top](#table-of-contents) | | [top](#objects) | :card_file_box: | `:card_file_box:` | :file_cabinet: | `:file_cabinet:` | [top](#table-of-contents) | | [top](#objects) | :wastebasket: | `:wastebasket:` | | | [top](#table-of-contents) | #### Lock | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :lock: | `:lock:` | :unlock: | `:unlock:` | [top](#table-of-contents) | | [top](#objects) | :lock_with_ink_pen: | `:lock_with_ink_pen:` | :closed_lock_with_key: | `:closed_lock_with_key:` | [top](#table-of-contents) | | [top](#objects) | :key: | `:key:` | :old_key: | `:old_key:` | [top](#table-of-contents) | #### Tool | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :hammer: | `:hammer:` | :axe: | `:axe:` | [top](#table-of-contents) | | [top](#objects) | :pick: | `:pick:` | :hammer_and_pick: | `:hammer_and_pick:` | [top](#table-of-contents) | | [top](#objects) | :hammer_and_wrench: | `:hammer_and_wrench:` | :dagger: | `:dagger:` | [top](#table-of-contents) | | [top](#objects) | :crossed_swords: | `:crossed_swords:` | :bomb: | `:bomb:` | [top](#table-of-contents) | | [top](#objects) | :boomerang: | `:boomerang:` | :bow_and_arrow: | `:bow_and_arrow:` | [top](#table-of-contents) | | [top](#objects) | :shield: | `:shield:` | :carpentry_saw: | `:carpentry_saw:` | [top](#table-of-contents) | | [top](#objects) | :wrench: | `:wrench:` | :screwdriver: | `:screwdriver:` | [top](#table-of-contents) | | [top](#objects) | :nut_and_bolt: | `:nut_and_bolt:` | :gear: | `:gear:` | [top](#table-of-contents) | | [top](#objects) | :clamp: | `:clamp:` | :balance_scale: | `:balance_scale:` | [top](#table-of-contents) | | [top](#objects) | :probing_cane: | `:probing_cane:` | :link: | `:link:` | [top](#table-of-contents) | | [top](#objects) | :chains: | `:chains:` | :hook: | `:hook:` | [top](#table-of-contents) | | [top](#objects) | :toolbox: | `:toolbox:` | :magnet: | `:magnet:` | [top](#table-of-contents) | | [top](#objects) | :ladder: | `:ladder:` | | | [top](#table-of-contents) | #### Science | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :alembic: | `:alembic:` | :test_tube: | `:test_tube:` | [top](#table-of-contents) | | [top](#objects) | :petri_dish: | `:petri_dish:` | :dna: | `:dna:` | [top](#table-of-contents) | | [top](#objects) | :microscope: | `:microscope:` | :telescope: | `:telescope:` | [top](#table-of-contents) | | [top](#objects) | :satellite: | `:satellite:` | | | [top](#table-of-contents) | #### Medical | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :syringe: | `:syringe:` | :drop_of_blood: | `:drop_of_blood:` | [top](#table-of-contents) | | [top](#objects) | :pill: | `:pill:` | :adhesive_bandage: | `:adhesive_bandage:` | [top](#table-of-contents) | | [top](#objects) | :stethoscope: | `:stethoscope:` | | | [top](#table-of-contents) | #### Household | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :door: | `:door:` | :elevator: | `:elevator:` | [top](#table-of-contents) | | [top](#objects) | :mirror: | `:mirror:` | :window: | `:window:` | [top](#table-of-contents) | | [top](#objects) | :bed: | `:bed:` | :couch_and_lamp: | `:couch_and_lamp:` | [top](#table-of-contents) | | [top](#objects) | :chair: | `:chair:` | :toilet: | `:toilet:` | [top](#table-of-contents) | | [top](#objects) | :plunger: | `:plunger:` | :shower: | `:shower:` | [top](#table-of-contents) | | [top](#objects) | :bathtub: | `:bathtub:` | :mouse_trap: | `:mouse_trap:` | [top](#table-of-contents) | | [top](#objects) | :razor: | `:razor:` | :lotion_bottle: | `:lotion_bottle:` | [top](#table-of-contents) | | [top](#objects) | :safety_pin: | `:safety_pin:` | :broom: | `:broom:` | [top](#table-of-contents) | | [top](#objects) | :basket: | `:basket:` | :roll_of_paper: | `:roll_of_paper:` | [top](#table-of-contents) | | [top](#objects) | :bucket: | `:bucket:` | :soap: | `:soap:` | [top](#table-of-contents) | | [top](#objects) | :toothbrush: | `:toothbrush:` | :sponge: | `:sponge:` | [top](#table-of-contents) | | [top](#objects) | :fire_extinguisher: | `:fire_extinguisher:` | :shopping_cart: | `:shopping_cart:` | [top](#table-of-contents) | #### Other Object | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#objects) | :smoking: | `:smoking:` | :coffin: | `:coffin:` | [top](#table-of-contents) | | [top](#objects) | :headstone: | `:headstone:` | :funeral_urn: | `:funeral_urn:` | [top](#table-of-contents) | | [top](#objects) | :nazar_amulet: | `:nazar_amulet:` | :moyai: | `:moyai:` | [top](#table-of-contents) | | [top](#objects) | :placard: | `:placard:` | | | [top](#table-of-contents) | ### Symbols - [Transport Sign](#transport-sign) - [Warning](#warning) - [Arrow](#arrow) - [Religion](#religion) - [Zodiac](#zodiac) - [Av Symbol](#av-symbol) - [Gender](#gender) - [Math](#math) - [Punctuation](#punctuation) - [Currency](#currency) - [Other Symbol](#other-symbol) - [Keycap](#keycap) - [Alphanum](#alphanum) - [Geometric](#geometric) #### Transport Sign | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :atm: | `:atm:` | :put_litter_in_its_place: | `:put_litter_in_its_place:` | [top](#table-of-contents) | | [top](#symbols) | :potable_water: | `:potable_water:` | :wheelchair: | `:wheelchair:` | [top](#table-of-contents) | | [top](#symbols) | :mens: | `:mens:` | :womens: | `:womens:` | [top](#table-of-contents) | | [top](#symbols) | :restroom: | `:restroom:` | :baby_symbol: | `:baby_symbol:` | [top](#table-of-contents) | | [top](#symbols) | :wc: | `:wc:` | :passport_control: | `:passport_control:` | [top](#table-of-contents) | | [top](#symbols) | :customs: | `:customs:` | :baggage_claim: | `:baggage_claim:` | [top](#table-of-contents) | | [top](#symbols) | :left_luggage: | `:left_luggage:` | | | [top](#table-of-contents) | #### Warning | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :warning: | `:warning:` | :children_crossing: | `:children_crossing:` | [top](#table-of-contents) | | [top](#symbols) | :no_entry: | `:no_entry:` | :no_entry_sign: | `:no_entry_sign:` | [top](#table-of-contents) | | [top](#symbols) | :no_bicycles: | `:no_bicycles:` | :no_smoking: | `:no_smoking:` | [top](#table-of-contents) | | [top](#symbols) | :do_not_litter: | `:do_not_litter:` | :non-potable_water: | `:non-potable_water:` | [top](#table-of-contents) | | [top](#symbols) | :no_pedestrians: | `:no_pedestrians:` | :no_mobile_phones: | `:no_mobile_phones:` | [top](#table-of-contents) | | [top](#symbols) | :underage: | `:underage:` | :radioactive: | `:radioactive:` | [top](#table-of-contents) | | [top](#symbols) | :biohazard: | `:biohazard:` | | | [top](#table-of-contents) | #### Arrow | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :arrow_up: | `:arrow_up:` | :arrow_upper_right: | `:arrow_upper_right:` | [top](#table-of-contents) | | [top](#symbols) | :arrow_right: | `:arrow_right:` | :arrow_lower_right: | `:arrow_lower_right:` | [top](#table-of-contents) | | [top](#symbols) | :arrow_down: | `:arrow_down:` | :arrow_lower_left: | `:arrow_lower_left:` | [top](#table-of-contents) | | [top](#symbols) | :arrow_left: | `:arrow_left:` | :arrow_upper_left: | `:arrow_upper_left:` | [top](#table-of-contents) | | [top](#symbols) | :arrow_up_down: | `:arrow_up_down:` | :left_right_arrow: | `:left_right_arrow:` | [top](#table-of-contents) | | [top](#symbols) | :leftwards_arrow_with_hook: | `:leftwards_arrow_with_hook:` | :arrow_right_hook: | `:arrow_right_hook:` | [top](#table-of-contents) | | [top](#symbols) | :arrow_heading_up: | `:arrow_heading_up:` | :arrow_heading_down: | `:arrow_heading_down:` | [top](#table-of-contents) | | [top](#symbols) | :arrows_clockwise: | `:arrows_clockwise:` | :arrows_counterclockwise: | `:arrows_counterclockwise:` | [top](#table-of-contents) | | [top](#symbols) | :back: | `:back:` | :end: | `:end:` | [top](#table-of-contents) | | [top](#symbols) | :on: | `:on:` | :soon: | `:soon:` | [top](#table-of-contents) | | [top](#symbols) | :top: | `:top:` | | | [top](#table-of-contents) | #### Religion | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :place_of_worship: | `:place_of_worship:` | :atom_symbol: | `:atom_symbol:` | [top](#table-of-contents) | | [top](#symbols) | :om: | `:om:` | :star_of_david: | `:star_of_david:` | [top](#table-of-contents) | | [top](#symbols) | :wheel_of_dharma: | `:wheel_of_dharma:` | :yin_yang: | `:yin_yang:` | [top](#table-of-contents) | | [top](#symbols) | :latin_cross: | `:latin_cross:` | :orthodox_cross: | `:orthodox_cross:` | [top](#table-of-contents) | | [top](#symbols) | :star_and_crescent: | `:star_and_crescent:` | :peace_symbol: | `:peace_symbol:` | [top](#table-of-contents) | | [top](#symbols) | :menorah: | `:menorah:` | :six_pointed_star: | `:six_pointed_star:` | [top](#table-of-contents) | #### Zodiac | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :aries: | `:aries:` | :taurus: | `:taurus:` | [top](#table-of-contents) | | [top](#symbols) | :gemini: | `:gemini:` | :cancer: | `:cancer:` | [top](#table-of-contents) | | [top](#symbols) | :leo: | `:leo:` | :virgo: | `:virgo:` | [top](#table-of-contents) | | [top](#symbols) | :libra: | `:libra:` | :scorpius: | `:scorpius:` | [top](#table-of-contents) | | [top](#symbols) | :sagittarius: | `:sagittarius:` | :capricorn: | `:capricorn:` | [top](#table-of-contents) | | [top](#symbols) | :aquarius: | `:aquarius:` | :pisces: | `:pisces:` | [top](#table-of-contents) | | [top](#symbols) | :ophiuchus: | `:ophiuchus:` | | | [top](#table-of-contents) | #### Av Symbol | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :twisted_rightwards_arrows: | `:twisted_rightwards_arrows:` | :repeat: | `:repeat:` | [top](#table-of-contents) | | [top](#symbols) | :repeat_one: | `:repeat_one:` | :arrow_forward: | `:arrow_forward:` | [top](#table-of-contents) | | [top](#symbols) | :fast_forward: | `:fast_forward:` | :next_track_button: | `:next_track_button:` | [top](#table-of-contents) | | [top](#symbols) | :play_or_pause_button: | `:play_or_pause_button:` | :arrow_backward: | `:arrow_backward:` | [top](#table-of-contents) | | [top](#symbols) | :rewind: | `:rewind:` | :previous_track_button: | `:previous_track_button:` | [top](#table-of-contents) | | [top](#symbols) | :arrow_up_small: | `:arrow_up_small:` | :arrow_double_up: | `:arrow_double_up:` | [top](#table-of-contents) | | [top](#symbols) | :arrow_down_small: | `:arrow_down_small:` | :arrow_double_down: | `:arrow_double_down:` | [top](#table-of-contents) | | [top](#symbols) | :pause_button: | `:pause_button:` | :stop_button: | `:stop_button:` | [top](#table-of-contents) | | [top](#symbols) | :record_button: | `:record_button:` | :eject_button: | `:eject_button:` | [top](#table-of-contents) | | [top](#symbols) | :cinema: | `:cinema:` | :low_brightness: | `:low_brightness:` | [top](#table-of-contents) | | [top](#symbols) | :high_brightness: | `:high_brightness:` | :signal_strength: | `:signal_strength:` | [top](#table-of-contents) | | [top](#symbols) | :vibration_mode: | `:vibration_mode:` | :mobile_phone_off: | `:mobile_phone_off:` | [top](#table-of-contents) | #### Gender | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :female_sign: | `:female_sign:` | :male_sign: | `:male_sign:` | [top](#table-of-contents) | | [top](#symbols) | :transgender_symbol: | `:transgender_symbol:` | | | [top](#table-of-contents) | #### Math | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :heavy_multiplication_x: | `:heavy_multiplication_x:` | :heavy_plus_sign: | `:heavy_plus_sign:` | [top](#table-of-contents) | | [top](#symbols) | :heavy_minus_sign: | `:heavy_minus_sign:` | :heavy_division_sign: | `:heavy_division_sign:` | [top](#table-of-contents) | | [top](#symbols) | :infinity: | `:infinity:` | | | [top](#table-of-contents) | #### Punctuation | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :bangbang: | `:bangbang:` | :interrobang: | `:interrobang:` | [top](#table-of-contents) | | [top](#symbols) | :question: | `:question:` | :grey_question: | `:grey_question:` | [top](#table-of-contents) | | [top](#symbols) | :grey_exclamation: | `:grey_exclamation:` | :exclamation: | `:exclamation:` <br /> `:heavy_exclamation_mark:` | [top](#table-of-contents) | | [top](#symbols) | :wavy_dash: | `:wavy_dash:` | | | [top](#table-of-contents) | #### Currency | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :currency_exchange: | `:currency_exchange:` | :heavy_dollar_sign: | `:heavy_dollar_sign:` | [top](#table-of-contents) | #### Other Symbol | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :medical_symbol: | `:medical_symbol:` | :recycle: | `:recycle:` | [top](#table-of-contents) | | [top](#symbols) | :fleur_de_lis: | `:fleur_de_lis:` | :trident: | `:trident:` | [top](#table-of-contents) | | [top](#symbols) | :name_badge: | `:name_badge:` | :beginner: | `:beginner:` | [top](#table-of-contents) | | [top](#symbols) | :o: | `:o:` | :white_check_mark: | `:white_check_mark:` | [top](#table-of-contents) | | [top](#symbols) | :ballot_box_with_check: | `:ballot_box_with_check:` | :heavy_check_mark: | `:heavy_check_mark:` | [top](#table-of-contents) | | [top](#symbols) | :x: | `:x:` | :negative_squared_cross_mark: | `:negative_squared_cross_mark:` | [top](#table-of-contents) | | [top](#symbols) | :curly_loop: | `:curly_loop:` | :loop: | `:loop:` | [top](#table-of-contents) | | [top](#symbols) | :part_alternation_mark: | `:part_alternation_mark:` | :eight_spoked_asterisk: | `:eight_spoked_asterisk:` | [top](#table-of-contents) | | [top](#symbols) | :eight_pointed_black_star: | `:eight_pointed_black_star:` | :sparkle: | `:sparkle:` | [top](#table-of-contents) | | [top](#symbols) | :copyright: | `:copyright:` | :registered: | `:registered:` | [top](#table-of-contents) | | [top](#symbols) | :tm: | `:tm:` | | | [top](#table-of-contents) | #### Keycap | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :hash: | `:hash:` | :asterisk: | `:asterisk:` | [top](#table-of-contents) | | [top](#symbols) | :zero: | `:zero:` | :one: | `:one:` | [top](#table-of-contents) | | [top](#symbols) | :two: | `:two:` | :three: | `:three:` | [top](#table-of-contents) | | [top](#symbols) | :four: | `:four:` | :five: | `:five:` | [top](#table-of-contents) | | [top](#symbols) | :six: | `:six:` | :seven: | `:seven:` | [top](#table-of-contents) | | [top](#symbols) | :eight: | `:eight:` | :nine: | `:nine:` | [top](#table-of-contents) | | [top](#symbols) | :keycap_ten: | `:keycap_ten:` | | | [top](#table-of-contents) | #### Alphanum | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :capital_abcd: | `:capital_abcd:` | :abcd: | `:abcd:` | [top](#table-of-contents) | | [top](#symbols) | :1234: | `:1234:` | :symbols: | `:symbols:` | [top](#table-of-contents) | | [top](#symbols) | :abc: | `:abc:` | :a: | `:a:` | [top](#table-of-contents) | | [top](#symbols) | :ab: | `:ab:` | :b: | `:b:` | [top](#table-of-contents) | | [top](#symbols) | :cl: | `:cl:` | :cool: | `:cool:` | [top](#table-of-contents) | | [top](#symbols) | :free: | `:free:` | :information_source: | `:information_source:` | [top](#table-of-contents) | | [top](#symbols) | :id: | `:id:` | :m: | `:m:` | [top](#table-of-contents) | | [top](#symbols) | :new: | `:new:` | :ng: | `:ng:` | [top](#table-of-contents) | | [top](#symbols) | :o2: | `:o2:` | :ok: | `:ok:` | [top](#table-of-contents) | | [top](#symbols) | :parking: | `:parking:` | :sos: | `:sos:` | [top](#table-of-contents) | | [top](#symbols) | :up: | `:up:` | :vs: | `:vs:` | [top](#table-of-contents) | | [top](#symbols) | :koko: | `:koko:` | :sa: | `:sa:` | [top](#table-of-contents) | | [top](#symbols) | :u6708: | `:u6708:` | :u6709: | `:u6709:` | [top](#table-of-contents) | | [top](#symbols) | :u6307: | `:u6307:` | :ideograph_advantage: | `:ideograph_advantage:` | [top](#table-of-contents) | | [top](#symbols) | :u5272: | `:u5272:` | :u7121: | `:u7121:` | [top](#table-of-contents) | | [top](#symbols) | :u7981: | `:u7981:` | :accept: | `:accept:` | [top](#table-of-contents) | | [top](#symbols) | :u7533: | `:u7533:` | :u5408: | `:u5408:` | [top](#table-of-contents) | | [top](#symbols) | :u7a7a: | `:u7a7a:` | :congratulations: | `:congratulations:` | [top](#table-of-contents) | | [top](#symbols) | :secret: | `:secret:` | :u55b6: | `:u55b6:` | [top](#table-of-contents) | | [top](#symbols) | :u6e80: | `:u6e80:` | | | [top](#table-of-contents) | #### Geometric | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#symbols) | :red_circle: | `:red_circle:` | :orange_circle: | `:orange_circle:` | [top](#table-of-contents) | | [top](#symbols) | :yellow_circle: | `:yellow_circle:` | :green_circle: | `:green_circle:` | [top](#table-of-contents) | | [top](#symbols) | :large_blue_circle: | `:large_blue_circle:` | :purple_circle: | `:purple_circle:` | [top](#table-of-contents) | | [top](#symbols) | :brown_circle: | `:brown_circle:` | :black_circle: | `:black_circle:` | [top](#table-of-contents) | | [top](#symbols) | :white_circle: | `:white_circle:` | :red_square: | `:red_square:` | [top](#table-of-contents) | | [top](#symbols) | :orange_square: | `:orange_square:` | :yellow_square: | `:yellow_square:` | [top](#table-of-contents) | | [top](#symbols) | :green_square: | `:green_square:` | :blue_square: | `:blue_square:` | [top](#table-of-contents) | | [top](#symbols) | :purple_square: | `:purple_square:` | :brown_square: | `:brown_square:` | [top](#table-of-contents) | | [top](#symbols) | :black_large_square: | `:black_large_square:` | :white_large_square: | `:white_large_square:` | [top](#table-of-contents) | | [top](#symbols) | :black_medium_square: | `:black_medium_square:` | :white_medium_square: | `:white_medium_square:` | [top](#table-of-contents) | | [top](#symbols) | :black_medium_small_square: | `:black_medium_small_square:` | :white_medium_small_square: | `:white_medium_small_square:` | [top](#table-of-contents) | | [top](#symbols) | :black_small_square: | `:black_small_square:` | :white_small_square: | `:white_small_square:` | [top](#table-of-contents) | | [top](#symbols) | :large_orange_diamond: | `:large_orange_diamond:` | :large_blue_diamond: | `:large_blue_diamond:` | [top](#table-of-contents) | | [top](#symbols) | :small_orange_diamond: | `:small_orange_diamond:` | :small_blue_diamond: | `:small_blue_diamond:` | [top](#table-of-contents) | | [top](#symbols) | :small_red_triangle: | `:small_red_triangle:` | :small_red_triangle_down: | `:small_red_triangle_down:` | [top](#table-of-contents) | | [top](#symbols) | :diamond_shape_with_a_dot_inside: | `:diamond_shape_with_a_dot_inside:` | :radio_button: | `:radio_button:` | [top](#table-of-contents) | | [top](#symbols) | :white_square_button: | `:white_square_button:` | :black_square_button: | `:black_square_button:` | [top](#table-of-contents) | ### Flags - [Flag](#flag) - [Country Flag](#country-flag) - [Subdivision Flag](#subdivision-flag) #### Flag | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#flags) | :checkered_flag: | `:checkered_flag:` | :triangular_flag_on_post: | `:triangular_flag_on_post:` | [top](#table-of-contents) | | [top](#flags) | :crossed_flags: | `:crossed_flags:` | :black_flag: | `:black_flag:` | [top](#table-of-contents) | | [top](#flags) | :white_flag: | `:white_flag:` | :rainbow_flag: | `:rainbow_flag:` | [top](#table-of-contents) | | [top](#flags) | :transgender_flag: | `:transgender_flag:` | :pirate_flag: | `:pirate_flag:` | [top](#table-of-contents) | #### Country Flag | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#flags) | :ascension_island: | `:ascension_island:` | :andorra: | `:andorra:` | [top](#table-of-contents) | | [top](#flags) | :united_arab_emirates: | `:united_arab_emirates:` | :afghanistan: | `:afghanistan:` | [top](#table-of-contents) | | [top](#flags) | :antigua_barbuda: | `:antigua_barbuda:` | :anguilla: | `:anguilla:` | [top](#table-of-contents) | | [top](#flags) | :albania: | `:albania:` | :armenia: | `:armenia:` | [top](#table-of-contents) | | [top](#flags) | :angola: | `:angola:` | :antarctica: | `:antarctica:` | [top](#table-of-contents) | | [top](#flags) | :argentina: | `:argentina:` | :american_samoa: | `:american_samoa:` | [top](#table-of-contents) | | [top](#flags) | :austria: | `:austria:` | :australia: | `:australia:` | [top](#table-of-contents) | | [top](#flags) | :aruba: | `:aruba:` | :aland_islands: | `:aland_islands:` | [top](#table-of-contents) | | [top](#flags) | :azerbaijan: | `:azerbaijan:` | :bosnia_herzegovina: | `:bosnia_herzegovina:` | [top](#table-of-contents) | | [top](#flags) | :barbados: | `:barbados:` | :bangladesh: | `:bangladesh:` | [top](#table-of-contents) | | [top](#flags) | :belgium: | `:belgium:` | :burkina_faso: | `:burkina_faso:` | [top](#table-of-contents) | | [top](#flags) | :bulgaria: | `:bulgaria:` | :bahrain: | `:bahrain:` | [top](#table-of-contents) | | [top](#flags) | :burundi: | `:burundi:` | :benin: | `:benin:` | [top](#table-of-contents) | | [top](#flags) | :st_barthelemy: | `:st_barthelemy:` | :bermuda: | `:bermuda:` | [top](#table-of-contents) | | [top](#flags) | :brunei: | `:brunei:` | :bolivia: | `:bolivia:` | [top](#table-of-contents) | | [top](#flags) | :caribbean_netherlands: | `:caribbean_netherlands:` | :brazil: | `:brazil:` | [top](#table-of-contents) | | [top](#flags) | :bahamas: | `:bahamas:` | :bhutan: | `:bhutan:` | [top](#table-of-contents) | | [top](#flags) | :bouvet_island: | `:bouvet_island:` | :botswana: | `:botswana:` | [top](#table-of-contents) | | [top](#flags) | :belarus: | `:belarus:` | :belize: | `:belize:` | [top](#table-of-contents) | | [top](#flags) | :canada: | `:canada:` | :cocos_islands: | `:cocos_islands:` | [top](#table-of-contents) | | [top](#flags) | :congo_kinshasa: | `:congo_kinshasa:` | :central_african_republic: | `:central_african_republic:` | [top](#table-of-contents) | | [top](#flags) | :congo_brazzaville: | `:congo_brazzaville:` | :switzerland: | `:switzerland:` | [top](#table-of-contents) | | [top](#flags) | :cote_divoire: | `:cote_divoire:` | :cook_islands: | `:cook_islands:` | [top](#table-of-contents) | | [top](#flags) | :chile: | `:chile:` | :cameroon: | `:cameroon:` | [top](#table-of-contents) | | [top](#flags) | :cn: | `:cn:` | :colombia: | `:colombia:` | [top](#table-of-contents) | | [top](#flags) | :clipperton_island: | `:clipperton_island:` | :costa_rica: | `:costa_rica:` | [top](#table-of-contents) | | [top](#flags) | :cuba: | `:cuba:` | :cape_verde: | `:cape_verde:` | [top](#table-of-contents) | | [top](#flags) | :curacao: | `:curacao:` | :christmas_island: | `:christmas_island:` | [top](#table-of-contents) | | [top](#flags) | :cyprus: | `:cyprus:` | :czech_republic: | `:czech_republic:` | [top](#table-of-contents) | | [top](#flags) | :de: | `:de:` | :diego_garcia: | `:diego_garcia:` | [top](#table-of-contents) | | [top](#flags) | :djibouti: | `:djibouti:` | :denmark: | `:denmark:` | [top](#table-of-contents) | | [top](#flags) | :dominica: | `:dominica:` | :dominican_republic: | `:dominican_republic:` | [top](#table-of-contents) | | [top](#flags) | :algeria: | `:algeria:` | :ceuta_melilla: | `:ceuta_melilla:` | [top](#table-of-contents) | | [top](#flags) | :ecuador: | `:ecuador:` | :estonia: | `:estonia:` | [top](#table-of-contents) | | [top](#flags) | :egypt: | `:egypt:` | :western_sahara: | `:western_sahara:` | [top](#table-of-contents) | | [top](#flags) | :eritrea: | `:eritrea:` | :es: | `:es:` | [top](#table-of-contents) | | [top](#flags) | :ethiopia: | `:ethiopia:` | :eu: | `:eu:` <br /> `:european_union:` | [top](#table-of-contents) | | [top](#flags) | :finland: | `:finland:` | :fiji: | `:fiji:` | [top](#table-of-contents) | | [top](#flags) | :falkland_islands: | `:falkland_islands:` | :micronesia: | `:micronesia:` | [top](#table-of-contents) | | [top](#flags) | :faroe_islands: | `:faroe_islands:` | :fr: | `:fr:` | [top](#table-of-contents) | | [top](#flags) | :gabon: | `:gabon:` | :gb: | `:gb:` <br /> `:uk:` | [top](#table-of-contents) | | [top](#flags) | :grenada: | `:grenada:` | :georgia: | `:georgia:` | [top](#table-of-contents) | | [top](#flags) | :french_guiana: | `:french_guiana:` | :guernsey: | `:guernsey:` | [top](#table-of-contents) | | [top](#flags) | :ghana: | `:ghana:` | :gibraltar: | `:gibraltar:` | [top](#table-of-contents) | | [top](#flags) | :greenland: | `:greenland:` | :gambia: | `:gambia:` | [top](#table-of-contents) | | [top](#flags) | :guinea: | `:guinea:` | :guadeloupe: | `:guadeloupe:` | [top](#table-of-contents) | | [top](#flags) | :equatorial_guinea: | `:equatorial_guinea:` | :greece: | `:greece:` | [top](#table-of-contents) | | [top](#flags) | :south_georgia_south_sandwich_islands: | `:south_georgia_south_sandwich_islands:` | :guatemala: | `:guatemala:` | [top](#table-of-contents) | | [top](#flags) | :guam: | `:guam:` | :guinea_bissau: | `:guinea_bissau:` | [top](#table-of-contents) | | [top](#flags) | :guyana: | `:guyana:` | :hong_kong: | `:hong_kong:` | [top](#table-of-contents) | | [top](#flags) | :heard_mcdonald_islands: | `:heard_mcdonald_islands:` | :honduras: | `:honduras:` | [top](#table-of-contents) | | [top](#flags) | :croatia: | `:croatia:` | :haiti: | `:haiti:` | [top](#table-of-contents) | | [top](#flags) | :hungary: | `:hungary:` | :canary_islands: | `:canary_islands:` | [top](#table-of-contents) | | [top](#flags) | :indonesia: | `:indonesia:` | :ireland: | `:ireland:` | [top](#table-of-contents) | | [top](#flags) | :israel: | `:israel:` | :isle_of_man: | `:isle_of_man:` | [top](#table-of-contents) | | [top](#flags) | :india: | `:india:` | :british_indian_ocean_territory: | `:british_indian_ocean_territory:` | [top](#table-of-contents) | | [top](#flags) | :iraq: | `:iraq:` | :iran: | `:iran:` | [top](#table-of-contents) | | [top](#flags) | :iceland: | `:iceland:` | :it: | `:it:` | [top](#table-of-contents) | | [top](#flags) | :jersey: | `:jersey:` | :jamaica: | `:jamaica:` | [top](#table-of-contents) | | [top](#flags) | :jordan: | `:jordan:` | :jp: | `:jp:` | [top](#table-of-contents) | | [top](#flags) | :kenya: | `:kenya:` | :kyrgyzstan: | `:kyrgyzstan:` | [top](#table-of-contents) | | [top](#flags) | :cambodia: | `:cambodia:` | :kiribati: | `:kiribati:` | [top](#table-of-contents) | | [top](#flags) | :comoros: | `:comoros:` | :st_kitts_nevis: | `:st_kitts_nevis:` | [top](#table-of-contents) | | [top](#flags) | :north_korea: | `:north_korea:` | :kr: | `:kr:` | [top](#table-of-contents) | | [top](#flags) | :kuwait: | `:kuwait:` | :cayman_islands: | `:cayman_islands:` | [top](#table-of-contents) | | [top](#flags) | :kazakhstan: | `:kazakhstan:` | :laos: | `:laos:` | [top](#table-of-contents) | | [top](#flags) | :lebanon: | `:lebanon:` | :st_lucia: | `:st_lucia:` | [top](#table-of-contents) | | [top](#flags) | :liechtenstein: | `:liechtenstein:` | :sri_lanka: | `:sri_lanka:` | [top](#table-of-contents) | | [top](#flags) | :liberia: | `:liberia:` | :lesotho: | `:lesotho:` | [top](#table-of-contents) | | [top](#flags) | :lithuania: | `:lithuania:` | :luxembourg: | `:luxembourg:` | [top](#table-of-contents) | | [top](#flags) | :latvia: | `:latvia:` | :libya: | `:libya:` | [top](#table-of-contents) | | [top](#flags) | :morocco: | `:morocco:` | :monaco: | `:monaco:` | [top](#table-of-contents) | | [top](#flags) | :moldova: | `:moldova:` | :montenegro: | `:montenegro:` | [top](#table-of-contents) | | [top](#flags) | :st_martin: | `:st_martin:` | :madagascar: | `:madagascar:` | [top](#table-of-contents) | | [top](#flags) | :marshall_islands: | `:marshall_islands:` | :macedonia: | `:macedonia:` | [top](#table-of-contents) | | [top](#flags) | :mali: | `:mali:` | :myanmar: | `:myanmar:` | [top](#table-of-contents) | | [top](#flags) | :mongolia: | `:mongolia:` | :macau: | `:macau:` | [top](#table-of-contents) | | [top](#flags) | :northern_mariana_islands: | `:northern_mariana_islands:` | :martinique: | `:martinique:` | [top](#table-of-contents) | | [top](#flags) | :mauritania: | `:mauritania:` | :montserrat: | `:montserrat:` | [top](#table-of-contents) | | [top](#flags) | :malta: | `:malta:` | :mauritius: | `:mauritius:` | [top](#table-of-contents) | | [top](#flags) | :maldives: | `:maldives:` | :malawi: | `:malawi:` | [top](#table-of-contents) | | [top](#flags) | :mexico: | `:mexico:` | :malaysia: | `:malaysia:` | [top](#table-of-contents) | | [top](#flags) | :mozambique: | `:mozambique:` | :namibia: | `:namibia:` | [top](#table-of-contents) | | [top](#flags) | :new_caledonia: | `:new_caledonia:` | :niger: | `:niger:` | [top](#table-of-contents) | | [top](#flags) | :norfolk_island: | `:norfolk_island:` | :nigeria: | `:nigeria:` | [top](#table-of-contents) | | [top](#flags) | :nicaragua: | `:nicaragua:` | :netherlands: | `:netherlands:` | [top](#table-of-contents) | | [top](#flags) | :norway: | `:norway:` | :nepal: | `:nepal:` | [top](#table-of-contents) | | [top](#flags) | :nauru: | `:nauru:` | :niue: | `:niue:` | [top](#table-of-contents) | | [top](#flags) | :new_zealand: | `:new_zealand:` | :oman: | `:oman:` | [top](#table-of-contents) | | [top](#flags) | :panama: | `:panama:` | :peru: | `:peru:` | [top](#table-of-contents) | | [top](#flags) | :french_polynesia: | `:french_polynesia:` | :papua_new_guinea: | `:papua_new_guinea:` | [top](#table-of-contents) | | [top](#flags) | :philippines: | `:philippines:` | :pakistan: | `:pakistan:` | [top](#table-of-contents) | | [top](#flags) | :poland: | `:poland:` | :st_pierre_miquelon: | `:st_pierre_miquelon:` | [top](#table-of-contents) | | [top](#flags) | :pitcairn_islands: | `:pitcairn_islands:` | :puerto_rico: | `:puerto_rico:` | [top](#table-of-contents) | | [top](#flags) | :palestinian_territories: | `:palestinian_territories:` | :portugal: | `:portugal:` | [top](#table-of-contents) | | [top](#flags) | :palau: | `:palau:` | :paraguay: | `:paraguay:` | [top](#table-of-contents) | | [top](#flags) | :qatar: | `:qatar:` | :reunion: | `:reunion:` | [top](#table-of-contents) | | [top](#flags) | :romania: | `:romania:` | :serbia: | `:serbia:` | [top](#table-of-contents) | | [top](#flags) | :ru: | `:ru:` | :rwanda: | `:rwanda:` | [top](#table-of-contents) | | [top](#flags) | :saudi_arabia: | `:saudi_arabia:` | :solomon_islands: | `:solomon_islands:` | [top](#table-of-contents) | | [top](#flags) | :seychelles: | `:seychelles:` | :sudan: | `:sudan:` | [top](#table-of-contents) | | [top](#flags) | :sweden: | `:sweden:` | :singapore: | `:singapore:` | [top](#table-of-contents) | | [top](#flags) | :st_helena: | `:st_helena:` | :slovenia: | `:slovenia:` | [top](#table-of-contents) | | [top](#flags) | :svalbard_jan_mayen: | `:svalbard_jan_mayen:` | :slovakia: | `:slovakia:` | [top](#table-of-contents) | | [top](#flags) | :sierra_leone: | `:sierra_leone:` | :san_marino: | `:san_marino:` | [top](#table-of-contents) | | [top](#flags) | :senegal: | `:senegal:` | :somalia: | `:somalia:` | [top](#table-of-contents) | | [top](#flags) | :suriname: | `:suriname:` | :south_sudan: | `:south_sudan:` | [top](#table-of-contents) | | [top](#flags) | :sao_tome_principe: | `:sao_tome_principe:` | :el_salvador: | `:el_salvador:` | [top](#table-of-contents) | | [top](#flags) | :sint_maarten: | `:sint_maarten:` | :syria: | `:syria:` | [top](#table-of-contents) | | [top](#flags) | :swaziland: | `:swaziland:` | :tristan_da_cunha: | `:tristan_da_cunha:` | [top](#table-of-contents) | | [top](#flags) | :turks_caicos_islands: | `:turks_caicos_islands:` | :chad: | `:chad:` | [top](#table-of-contents) | | [top](#flags) | :french_southern_territories: | `:french_southern_territories:` | :togo: | `:togo:` | [top](#table-of-contents) | | [top](#flags) | :thailand: | `:thailand:` | :tajikistan: | `:tajikistan:` | [top](#table-of-contents) | | [top](#flags) | :tokelau: | `:tokelau:` | :timor_leste: | `:timor_leste:` | [top](#table-of-contents) | | [top](#flags) | :turkmenistan: | `:turkmenistan:` | :tunisia: | `:tunisia:` | [top](#table-of-contents) | | [top](#flags) | :tonga: | `:tonga:` | :tr: | `:tr:` | [top](#table-of-contents) | | [top](#flags) | :trinidad_tobago: | `:trinidad_tobago:` | :tuvalu: | `:tuvalu:` | [top](#table-of-contents) | | [top](#flags) | :taiwan: | `:taiwan:` | :tanzania: | `:tanzania:` | [top](#table-of-contents) | | [top](#flags) | :ukraine: | `:ukraine:` | :uganda: | `:uganda:` | [top](#table-of-contents) | | [top](#flags) | :us_outlying_islands: | `:us_outlying_islands:` | :united_nations: | `:united_nations:` | [top](#table-of-contents) | | [top](#flags) | :us: | `:us:` | :uruguay: | `:uruguay:` | [top](#table-of-contents) | | [top](#flags) | :uzbekistan: | `:uzbekistan:` | :vatican_city: | `:vatican_city:` | [top](#table-of-contents) | | [top](#flags) | :st_vincent_grenadines: | `:st_vincent_grenadines:` | :venezuela: | `:venezuela:` | [top](#table-of-contents) | | [top](#flags) | :british_virgin_islands: | `:british_virgin_islands:` | :us_virgin_islands: | `:us_virgin_islands:` | [top](#table-of-contents) | | [top](#flags) | :vietnam: | `:vietnam:` | :vanuatu: | `:vanuatu:` | [top](#table-of-contents) | | [top](#flags) | :wallis_futuna: | `:wallis_futuna:` | :samoa: | `:samoa:` | [top](#table-of-contents) | | [top](#flags) | :kosovo: | `:kosovo:` | :yemen: | `:yemen:` | [top](#table-of-contents) | | [top](#flags) | :mayotte: | `:mayotte:` | :south_africa: | `:south_africa:` | [top](#table-of-contents) | | [top](#flags) | :zambia: | `:zambia:` | :zimbabwe: | `:zimbabwe:` | [top](#table-of-contents) | #### Subdivision Flag | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#flags) | :england: | `:england:` | :scotland: | `:scotland:` | [top](#table-of-contents) | | [top](#flags) | :wales: | `:wales:` | | | [top](#table-of-contents) | ### GitHub Custom Emoji | | ico | shortcode | ico | shortcode | | | - | :-: | - | :-: | - | - | | [top](#github-custom-emoji) | :accessibility: | `:accessibility:` | :atom: | `:atom:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :basecamp: | `:basecamp:` | :basecampy: | `:basecampy:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :bowtie: | `:bowtie:` | :dependabot: | `:dependabot:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :electron: | `:electron:` | :feelsgood: | `:feelsgood:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :finnadie: | `:finnadie:` | :fishsticks: | `:fishsticks:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :goberserk: | `:goberserk:` | :godmode: | `:godmode:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :hurtrealbad: | `:hurtrealbad:` | :neckbeard: | `:neckbeard:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :octocat: | `:octocat:` | :rage1: | `:rage1:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :rage2: | `:rage2:` | :rage3: | `:rage3:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :rage4: | `:rage4:` | :shipit: | `:shipit:` | [top](#table-of-contents) | | [top](#github-custom-emoji) | :suspect: | `:suspect:` | :trollface: | `:trollface:` | [top](#table-of-contents) |

<p align="center"> <a href="http://nestjs.com/" target="blank"><img src="https://nestjs.com/img/logo_text.svg" width="320" alt="Nest Logo" /></a> </p> [travis-image]: https://api.travis-ci.org/nestjs/nest.svg?branch=master [travis-url]: https://travis-ci.org/nestjs/nest [linux-image]: https://img.shields.io/travis/nestjs/nest/master.svg?label=linux [linux-url]: https://travis-ci.org/nestjs/nest <p align="center">A progressive <a href="http://nodejs.org" target="_blank">Node.js</a> framework for building efficient and scalable server-side applications, heavily inspired by <a href="https://angular.io" target="blank">Angular</a>.</p> <p align="center"> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/v/@nestjs/core.svg" alt="NPM Version" /></a> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/l/@nestjs/core.svg" alt="Package License" /></a> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/dm/@nestjs/core.svg" alt="NPM Downloads" /></a> <a href="https://travis-ci.org/nestjs/nest" target="_blank"><img src="https://api.travis-ci.org/nestjs/nest.svg?branch=master" alt="Travis" /></a> <a href="https://travis-ci.org/nestjs/nest" target="_blank"><img src="https://img.shields.io/travis/nestjs/nest/master.svg?label=linux" alt="Linux" /></a> <a href="https://coveralls.io/github/nestjs/nest?branch=master" target="_blank"><img src="https://coveralls.io/repos/github/nestjs/nest/badge.svg?branch=master#9" alt="Coverage" /></a> <a href="https://discord.gg/G7Qnnhy" target="_blank"><img src="https://img.shields.io/badge/discord-online-brightgreen.svg" alt="Discord"/></a> <a href="https://opencollective.com/nest#backer" target="_blank"><img src="https://opencollective.com/nest/backers/badge.svg" alt="Backers on Open Collective" /></a> <a href="https://opencollective.com/nest#sponsor" target="_blank"><img src="https://opencollective.com/nest/sponsors/badge.svg" alt="Sponsors on Open Collective" /></a> <a href="https://paypal.me/kamilmysliwiec" target="_blank"><img src="https://img.shields.io/badge/Donate-PayPal-ff3f59.svg"/></a> <a href="https://twitter.com/nestframework" target="_blank"><img src="https://img.shields.io/twitter/follow/nestframework.svg?style=social&label=Follow"></a> </p> <!--[](https://opencollective.com/nest#backer) [](https://opencollective.com/nest#sponsor)--> ## 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 <a href="https://valor-software.com/" target="_blank"><img src="https://docs.nestjs.com/assets/sponsors/valor-software.png" width="320" /></a> #### Silver Sponsors <a href="https://neoteric.eu/" target="_blank"><img src="https://nestjs.com/img/neoteric-cut.png" width="120" valign="middle" /></a> &nbsp; <a href="http://gojob.com" target="_blank"><img src="http://nestjs.com/img/gojob-logo.png" valign="middle" height="95" /></a> &nbsp; <a href="https://trilon.io" target="_blank"><img src="https://nestjs.com/img/trilon.svg" width="150" valign="middle" /></a> &nbsp; <a href="http://www.leogistics.com" target="_blank"><img src="https://nestjs.com/img/leogistics-logo.jpeg" width="150" valign="middle" /></a> #### Sponsors <a href="https://www.swingdev.io" target="_blank"><img src="https://nestjs.com/img/swingdev-logo.svg#1" width="110" valign="middle" /> </a> &nbsp; <a href="https://blueanchor.io/" target="_blank"><img src="https://nestjs.com/img/blueanchor.png" width="150" valign="middle" /></a> &nbsp; <a href="https://www.novologic.com/" target="_blank"><img src="https://nestjs.com/img/novologic.png" width="110" valign="middle" /></a> &nbsp; <a href="https://scal.io" target="_blank"><img src="https://nestjs.com/img/scalio-logo.svg" width="80" valign="middle" /></a> &nbsp; <a href="http://angularity.io" target="_blank"><img src="http://angularity.io/media/logo.svg" height="22" valign="middle" /></a> &nbsp; <!--<a href="https://keycdn.com"><img src="https://nestjs.com/img/keycdn.svg" height="30" /></a> &nbsp;--> <a href="https://hostpresto.com" target="_blank"><img src="https://nestjs.com/img/hostpresto.png" height="24" valign="middle" /></a> <a href="https://ever.co/" target="_blank"><img src="https://nestjs.com/img/ever-logo.png" height="14" valign="middle" /></a> &nbsp; <a href="https://buddy.works/" target="_blank"><img src="https://nestjs.com/img/buddy-logo.svg" height="25" valign="middle" /></a> &nbsp; <a href="https://blokt.com" target="_blank"><img src="https://nestjs.com/img/blokt-logo.png" height="25" valign="middle" /></a> &nbsp; <a href="https://genuinebee.com/" target="_blank"><img src="https://nestjs.com/img/genuinebee.svg" height="24" valign="middle" /></a> &nbsp; <a href="http://architectnow.net/" target="_blank"><img src="https://nestjs.com/img/architectnow.png" height="20" valign="middle" /></a> &nbsp; <a href="https://quander.io/" target="_blank"><img src="https://nestjs.com/img/quander.png" height="22" valign="middle" /></a> &nbsp; <a href="https://mantro.net/" target="_blank"><img src="https://nestjs.com/img/mantro-logo.svg" height="19" valign="middle" /></a> &nbsp; <a href="https://triplebyte.com/" target="_blank"><img src="https://nestjs.com/img/triplebyte.png" height="20" valign="middle" /></a> &nbsp; <a href="https://reposit.co.uk/" target="_blank"><img src="https://nestjs.com/img/reposit-logo.png" height="18" valign="middle" /></a> &nbsp; &nbsp; <a href="https://yakaz.com/" target="_blank"><img src="https://nestjs.com/img/yakaz.png" width="70" valign="middle" /></a> &nbsp; <a href="https://nearpod.com/" target="_blank"><img src="https://nestjs.com/img/nearpod-logo.svg" width="100" valign="middle" /></a> &nbsp; <a href="https://clay.global/" target="_blank"><img src="https://nestjs.com/img/clay-logo.svg" width="75" valign="middle" /></a> &nbsp; <a href="https://firesticktricks.com" target="_blank"><img src="https://nestjs.com/img/firesticktricks-logo.png" width="120" valign="middle" /></a> &nbsp; <a href="https://www.codeguesser.co.uk" target="_blank"><img src="https://nestjs.com/img/codeguesser-logo.svg" width="120" valign="middle" /></a> &nbsp; <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).