semvec/pypi-packages huggingface dataset:
ambientagi 0.2.12
Your all-in-one SDK to automate multi-agent tasks
Requires Python: <4.0,>=3.11


# 🌟 AmbientAGI: Build Token-Rewarded AI Agents

AmbientAGI merges **AI orchestration** with **crypto token rewards**, enabling users to:

1. 🚀 **Create and deploy** specialized AI agents in a **multi-tenant** environment.
2. 💰 **Mint tokens** on major blockchains (Solana or Ethereum) to reward agent activity.
3. 🎨 **Generate 3D/visual media** for each agent, turning them into branded, interactive personas.
4. 🏆 **Earn from agent usage**, verified on-chain to ensure transparency and authenticity.
5. 🔮 **Expand** into a broad set of real-world and crypto-focused use cases: job search assistance, analyzing trending coins, whale-tracking, yield farming alerts, and more.

---

## ✨ Features

1. 🏗️ **Multi-Tenant Orchestrator**: Host and manage user agents with unified logs and a centralized database.
2. 🐍 **Python Library**: Develop custom agent behaviors with built-in schedulers and blockchain hooks.
3. 🪙 **Token Minting**: Reward users by minting tokens on Solana or Ethereum for agent usage.
4. 🖼️ **3D/Visual Media Integration**: Generate and mint unique 3D/video representations of agents as NFTs.
5. 🔗 **Crypto Integration**: Leverage DeFi, staking, and wallet integration for a seamless crypto experience.

---

## 1. 🏢 Multi-Tenant Orchestrator

### 🛠️ Architecture

- **Central Orchestrator**: Manages all agents and ensures task scheduling and execution.
- **Database**: Stores agent configurations (e.g., name, wallet address, schedule, commands).
- **Scheduler**: Handles task scheduling using tools like APScheduler or Celery.
- **On-Chain Usage**: Logs agent activities on IPFS and references them in blockchain contracts for transparency.

## ⚡️ Why AmbientAGI?

- **Real-world agent orchestration**: Async schedulers, agent state, and custom prompts.
- **Multi-agent setups**: Plug-and-play modular agents (triage, trading, data fetchers, etc.).
- **Web UI**: Run agents visually using a Gradio-based interface with streaming feedback.
- **Social + On-Chain Output**: Agents that tweet, message, browse, or mint tokens—all from Python.

---

## 🧱 Core Features

| Feature | Description |
|--------|-------------|
| **Agent SDK** | `AmbientAgentService` for creating and managing agents via Python |
| **Async Web & Social Bots** | Telegram, Twitter, Browser, Email integration |
| **Scheduler Support** | Schedule agent tasks using APScheduler |
| **Token Minting** | Mint ETH/SOL tokens tied to agent usage |
| **NFT Media Hooks** | Attach 3D/video/NFT identity to agents |
| **WebUI** | Control and visualize browser agents from a Gradio dashboard |

---

## 💬 Agent Types

| Type | Description |
|------|-------------|
| **BrowserAgent** | Controls a headless browser via Playwright |
| **TwitterAgent** | Tweets, replies, uploads media |
| **TelegramAgent** | Posts in groups/channels, responds to mentions |
| **FirecrawlAgent** | Scrapes and crawls web content |
| **EmailAgent** | Sends messages via Gmail/SMTP |
| **BlockchainAgent** | Deploys tokens and interacts with Ethereum/Solana |

Visit https://github.com/AmbientAGI/ambientagi on how to use it with examples.
mlni 0.1.5.1
Machine Learning in NeuroImaging for various tasks, e.g., regression, classification and clustering.

<h1 align="center">
  <a href="https://anbai106.github.io/mlni/">
    <img src="https://anbai106.github.io/mlni/images/mlni.png" alt="mlni Logo">
  </a>
  <br/>
  MLNI
</h1>

<p align="center"><strong>Machine Learning in NeuroImaging</strong></p>

<p align="center">
  <a href="https://anbai106.github.io/mlni/">Documentation</a>
</p>

## `MLNI`
MLNI is a python package that performs various tasks using neuroimaging data: i) binary classification for disease diagnosis, following good practice proposed in [AD-ML](https://github.com/aramis-lab/AD-ML); ii) regression prediction, such as age prediction; and iii) semi-supervised clustering with [HYDRA](https://github.com/evarol/HYDRA).

## Citing this work
> :warning: Please let me know if you use this package for your publication; I will update your papers in the section of **Publication using MLNI**...

> :warning: Please cite the software using the **Cite this repository** button on the right sidebar menu, as well as the original papers below for different tasks...

### If you use this software for classification:
> Wen, J., 2020. **Reproducible evaluation of diffusion MRI features for automatic classification of patients with Alzheimer’s disease**. Neuroinformatics, pp.1-22. [doi:10.1007/s12021-020-09469-5](https://link.springer.com/article/10.1007/s12021-020-09469-5) - [Paper in PDF](https://arxiv.org/abs/1812.11183)

### If you use this software for regression:
> Wen, J., 2024. **The Genetic Architecture of Multimodal Human Brain Age**. Nature Communications, pp.1-22. [10.1038/s41467-024-46796-6](https://www.nature.com/articles/s41467-024-46796-6) - [Paper in PDF](https://www.nature.com/articles/s41467-024-46796-6)

### If you use this software for clustering:
> Varol, E., 2017. **HYDRA: Revealing heterogeneity of imaging and genetic patterns through a multiple max-margin discriminative analysis framework**. Neuroimage, 145, pp.346-364. [doi:10.1016/j.neuroimage.2016.02.041](https://www.sciencedirect.com/science/article/abs/pii/S1053811916001506?via%3Dihub) - [Paper in PDF](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5408358/pdf/nihms762663.pdf)

## Publication using MLNI
> Wen, J., 2021. **Multi-scale semi-supervised clustering of brain images: deriving disease subtypes**. MedIA. - [Link](https://www.sciencedirect.com/science/article/abs/pii/S1361841521003492)

> Wen, J., 2022. **Characterizing Heterogeneity in Neuroimaging, Cognition, Clinical Symptoms, and Genetics Among Patients With Late-Life Depression**. JAMA Psychiatry -  [Link](https://jamanetwork.com/journals/jamapsychiatry/article-abstract/2789902)

> Lalousis, P.A., 2022. **Neurobiologically Based Stratification of Recent Onset Depression and Psychosis: Identification of Two Distinct Transdiagnostic Phenotypes**. Biological Psychiatry. -  [Link](https://www.sciencedirect.com/science/article/pii/S0006322322011568#bib50)
smpl_util 1.3.0
SiMPLe plotting and fitting
Requires Python: <4.0,>=3.8

# smpl_util
Simplified utilities in python.

[![PyPI version][pypi image]][pypi link] [![PyPI version][pypi versions]][pypi link]  ![downloads](https://img.shields.io/pypi/dm/smpl_util.svg)

[![test][a t image]][a t link]     [![Coverage Status][c t i]][c t l] [![Documentation][rtd t i]][rtd t l]

## Documentation

-   <https://apn-pucky.github.io/smpl_util/index.html>

## Versions

### Stable

```sh
pip install smpl_util
```

Optional: --user or --upgrade

### Dev

```sh
pip install --index-url https://test.pypi.org/simple/ smpl_util
```

[doc stable]: https://apn-pucky.github.io/smpl_util/index.html
[doc test]: https://apn-pucky.github.io/smpl_util/test/index.html

[pypi image]: https://badge.fury.io/py/smpl_util.svg
[pypi link]: https://pypi.org/project/smpl_util/
[pypi versions]: https://img.shields.io/pypi/pyversions/smpl_util.svg

[a s image]: https://github.com/APN-Pucky/smpl_util/actions/workflows/stable.yml/badge.svg
[a s link]: https://github.com/APN-Pucky/smpl_util/actions/workflows/stable.yml
[a t link]: https://github.com/APN-Pucky/smpl_util/actions/workflows/test.yml
[a t image]: https://github.com/APN-Pucky/smpl_util/actions/workflows/test.yml/badge.svg

[cc s q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s q l]: https://www.codacy.com/gh/APN-Pucky/smpl_util/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade?branch=stable
[cc s c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s c l]: https://www.codacy.com/gh/APN-Pucky/smpl_util/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage?branch=stable

[cc q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2
[cc q l]: https://www.codacy.com/gh/APN-Pucky/smpl_util/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade
[cc c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2
[cc c l]: https://www.codacy.com/gh/APN-Pucky/smpl_util/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage

[c s i]: https://coveralls.io/repos/github/APN-Pucky/smpl_util/badge.svg?branch=stable
[c s l]: https://coveralls.io/github/APN-Pucky/smpl_util?branch=stable
[c t l]: https://coveralls.io/github/APN-Pucky/smpl_util?branch=master
[c t i]: https://coveralls.io/repos/github/APN-Pucky/smpl_util/badge.svg?branch=master

[rtd s i]: https://readthedocs.org/projects/smpl_util/badge/?version=stable
[rtd s l]: https://smpl_util.readthedocs.io/en/stable/?badge=stable
[rtd t i]: https://readthedocs.org/projects/smpl_util/badge/?version=latest
[rtd t l]: https://smpl_util.readthedocs.io/en/latest/?badge=latest
smpl_parallel 1.3.0
SiMPLe plotting and fitting
Requires Python: <4.0,>=3.8

# smpl_parallel
Simplified utilities in python.

[![PyPI version][pypi image]][pypi link] [![PyPI version][pypi versions]][pypi link]  ![downloads](https://img.shields.io/pypi/dm/smpl_parallel.svg)

[![test][a t image]][a t link]   [![Coverage Status][c t i]][c t l]  [![Documentation][rtd t i]][rtd t l]

## Documentation

-   <https://smpl_parallel.readthedocs.io/en/stable/>
-   <https://apn-pucky.github.io/smpl_parallel/index.html>

## Versions

### Stable

```sh
pip install smpl_parallel
```

Optional: --user or --upgrade

### Dev

```sh
pip install --index-url https://test.pypi.org/simple/ smpl_parallel
```

[doc stable]: https://apn-pucky.github.io/smpl_parallel/index.html
[doc test]: https://apn-pucky.github.io/smpl_parallel/test/index.html

[pypi image]: https://badge.fury.io/py/smpl_parallel.svg
[pypi link]: https://pypi.org/project/smpl_parallel/
[pypi versions]: https://img.shields.io/pypi/pyversions/smpl_parallel.svg

[a s image]: https://github.com/APN-Pucky/smpl_parallel/actions/workflows/stable.yml/badge.svg
[a s link]: https://github.com/APN-Pucky/smpl_parallel/actions/workflows/stable.yml
[a t link]: https://github.com/APN-Pucky/smpl_parallel/actions/workflows/test.yml
[a t image]: https://github.com/APN-Pucky/smpl_parallel/actions/workflows/test.yml/badge.svg

[cc s q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s q l]: https://www.codacy.com/gh/APN-Pucky/smpl_parallel/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade?branch=stable
[cc s c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s c l]: https://www.codacy.com/gh/APN-Pucky/smpl_parallel/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage?branch=stable

[cc q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2
[cc q l]: https://www.codacy.com/gh/APN-Pucky/smpl_parallel/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade
[cc c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2
[cc c l]: https://www.codacy.com/gh/APN-Pucky/smpl_parallel/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage

[c s i]: https://coveralls.io/repos/github/APN-Pucky/smpl_parallel/badge.svg?branch=stable
[c s l]: https://coveralls.io/github/APN-Pucky/smpl_parallel?branch=stable
[c t l]: https://coveralls.io/github/APN-Pucky/smpl_parallel?branch=master
[c t i]: https://coveralls.io/repos/github/APN-Pucky/smpl_parallel/badge.svg?branch=master

[rtd s i]: https://readthedocs.org/projects/smpl_parallel/badge/?version=stable
[rtd s l]: https://smpl_parallel.readthedocs.io/en/stable/?badge=stable
[rtd t i]: https://readthedocs.org/projects/smpl_parallel/badge/?version=latest
[rtd t l]: https://smpl_parallel.readthedocs.io/en/latest/?badge=latest
smpl_io 1.3.0
SiMPLe magic input and output for python
Requires Python: <4.0,>=3.8

# smpl_io
Simplified plotting and fitting in python.

[![PyPI version][pypi image]][pypi link] [![PyPI version][pypi versions]][pypi link]  ![downloads](https://img.shields.io/pypi/dm/smpl_io.svg)

[![test][a t image]][a t link]     [![Coverage Status][c t i]][c t l] 

## Documentation

-   <https://apn-pucky.github.io/smpl_io/index.html>

## Versions

### Stable

```sh
pip install smpl_io
```

Optional: --user or --upgrade

### Dev

```sh
pip install --index-url https://test.pypi.org/simple/ smpl_io
```

[doc stable]: https://apn-pucky.github.io/smpl_io/index.html
[doc test]: https://apn-pucky.github.io/smpl_io/test/index.html

[pypi image]: https://badge.fury.io/py/smpl_io.svg
[pypi link]: https://pypi.org/project/smpl_io/
[pypi versions]: https://img.shields.io/pypi/pyversions/smpl_io.svg

[a s image]: https://github.com/APN-Pucky/smpl_io/actions/workflows/stable.yml/badge.svg
[a s link]: https://github.com/APN-Pucky/smpl_io/actions/workflows/stable.yml
[a t link]: https://github.com/APN-Pucky/smpl_io/actions/workflows/test.yml
[a t image]: https://github.com/APN-Pucky/smpl_io/actions/workflows/test.yml/badge.svg

[cc s q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s q l]: https://www.codacy.com/gh/APN-Pucky/smpl_io/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl_io&amp;utm_campaign=Badge_Grade?branch=stable
[cc s c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s c l]: https://www.codacy.com/gh/APN-Pucky/smpl_io/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl_io&utm_campaign=Badge_Coverage?branch=stable

[cc q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2
[cc q l]: https://www.codacy.com/gh/APN-Pucky/smpl_io/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl_io&amp;utm_campaign=Badge_Grade
[cc c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2
[cc c l]: https://www.codacy.com/gh/APN-Pucky/smpl_io/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl_io&utm_campaign=Badge_Coverage

[c s i]: https://coveralls.io/repos/github/APN-Pucky/smpl_io/badge.svg?branch=stable
[c s l]: https://coveralls.io/github/APN-Pucky/smpl_io?branch=stable
[c t l]: https://coveralls.io/github/APN-Pucky/smpl_io?branch=master
[c t i]: https://coveralls.io/repos/github/APN-Pucky/smpl_io/badge.svg?branch=master

[rtd s i]: https://readthedocs.org/projects/smpl_io/badge/?version=stable
[rtd s l]: https://smpl_io.readthedocs.io/en/stable/?badge=stable
[rtd t i]: https://readthedocs.org/projects/smpl_io/badge/?version=latest
[rtd t l]: https://smpl_io.readthedocs.io/en/latest/?badge=latest
smpl_animation 1.3.0
SiMPLe plotting and fitting
Requires Python: <4.0,>=3.8

# smpl_animation
Simplified utilities in python.

[![PyPI version][pypi image]][pypi link] [![PyPI version][pypi versions]][pypi link]  ![downloads](https://img.shields.io/pypi/dm/smpl_animation.svg)

 [![test][a t image]][a t link]     [![Coverage Status][c t i]][c t l]  [![Documentation][rtd t i]][rtd t l]

## Documentation

-   <https://apn-pucky.github.io/smpl_animation/index.html>

## Versions

### Stable

```sh
pip install smpl_animation
```

Optional: --user or --upgrade

### Dev

```sh
pip install --index-url https://test.pypi.org/simple/ smpl_animation
```

[doc stable]: https://apn-pucky.github.io/smpl_animation/index.html
[doc test]: https://apn-pucky.github.io/smpl_animation/test/index.html

[pypi image]: https://badge.fury.io/py/smpl_animation.svg
[pypi link]: https://pypi.org/project/smpl_animation/
[pypi versions]: https://img.shields.io/pypi/pyversions/smpl_animation.svg

[a s image]: https://github.com/APN-Pucky/smpl_animation/actions/workflows/stable.yml/badge.svg
[a s link]: https://github.com/APN-Pucky/smpl_animation/actions/workflows/stable.yml
[a t link]: https://github.com/APN-Pucky/smpl_animation/actions/workflows/test.yml
[a t image]: https://github.com/APN-Pucky/smpl_animation/actions/workflows/test.yml/badge.svg

[cc s q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s q l]: https://www.codacy.com/gh/APN-Pucky/smpl_animation/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade?branch=stable
[cc s c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s c l]: https://www.codacy.com/gh/APN-Pucky/smpl_animation/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage?branch=stable

[cc q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2
[cc q l]: https://www.codacy.com/gh/APN-Pucky/smpl_animation/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade
[cc c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2
[cc c l]: https://www.codacy.com/gh/APN-Pucky/smpl_animation/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage

[c s i]: https://coveralls.io/repos/github/APN-Pucky/smpl_animation/badge.svg?branch=stable
[c s l]: https://coveralls.io/github/APN-Pucky/smpl_animation?branch=stable
[c t l]: https://coveralls.io/github/APN-Pucky/smpl_animation?branch=master
[c t i]: https://coveralls.io/repos/github/APN-Pucky/smpl_animation/badge.svg?branch=master

[rtd s i]: https://readthedocs.org/projects/smpl_animation/badge/?version=stable
[rtd s l]: https://smpl_animation.readthedocs.io/en/stable/?badge=stable
[rtd t i]: https://readthedocs.org/projects/smpl_animation/badge/?version=latest
[rtd t l]: https://smpl_animation.readthedocs.io/en/latest/?badge=latest
smpl_debug 1.3.0
SiMPLe plotting and fitting
Requires Python: <4.0,>=3.8

# smpl_debug
Simplified utilities in python.

[![PyPI version][pypi image]][pypi link] [![PyPI version][pypi versions]][pypi link]  ![downloads](https://img.shields.io/pypi/dm/smpl_debug.svg)

[![test][a t image]][a t link]   [![Coverage Status][c t i]][c t l] [![Documentation][rtd t i]][rtd t l]

## Documentation
-   <https://apn-pucky.github.io/smpl_debug/index.html>

## Versions

### Stable

```sh
pip install smpl_debug
```

Optional: --user or --upgrade

### Dev

```sh
pip install --index-url https://test.pypi.org/simple/ smpl_debug
```

[doc stable]: https://apn-pucky.github.io/smpl_debug/index.html
[doc test]: https://apn-pucky.github.io/smpl_debug/test/index.html

[pypi image]: https://badge.fury.io/py/smpl_debug.svg
[pypi link]: https://pypi.org/project/smpl_debug/
[pypi versions]: https://img.shields.io/pypi/pyversions/smpl_debug.svg

[a s image]: https://github.com/APN-Pucky/smpl_debug/actions/workflows/stable.yml/badge.svg
[a s link]: https://github.com/APN-Pucky/smpl_debug/actions/workflows/stable.yml
[a t link]: https://github.com/APN-Pucky/smpl_debug/actions/workflows/test.yml
[a t image]: https://github.com/APN-Pucky/smpl_debug/actions/workflows/test.yml/badge.svg

[cc s q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s q l]: https://www.codacy.com/gh/APN-Pucky/smpl_debug/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade?branch=stable
[cc s c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s c l]: https://www.codacy.com/gh/APN-Pucky/smpl_debug/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage?branch=stable

[cc q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2
[cc q l]: https://www.codacy.com/gh/APN-Pucky/smpl_debug/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade
[cc c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2
[cc c l]: https://www.codacy.com/gh/APN-Pucky/smpl_debug/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage

[c s i]: https://coveralls.io/repos/github/APN-Pucky/smpl_debug/badge.svg?branch=stable
[c s l]: https://coveralls.io/github/APN-Pucky/smpl_debug?branch=stable
[c t l]: https://coveralls.io/github/APN-Pucky/smpl_debug?branch=master
[c t i]: https://coveralls.io/repos/github/APN-Pucky/smpl_debug/badge.svg?branch=master

[rtd s i]: https://readthedocs.org/projects/smpl_debug/badge/?version=stable
[rtd s l]: https://smpl_debug.readthedocs.io/en/stable/?badge=stable
[rtd t i]: https://readthedocs.org/projects/smpl_debug/badge/?version=latest
[rtd t l]: https://smpl_debug.readthedocs.io/en/latest/?badge=latest
smpl_doc 1.2.0
SiMPLe magic documentation
Requires Python: >=3.8

# smpl_doc
Simplified plotting and fitting in python.

[![PyPI version][pypi image]][pypi link] [![PyPI version][pypi versions]][pypi link]  ![downloads](https://img.shields.io/pypi/dm/smpl_doc.svg)

 [![test][a t image]][a t link]    [![Coverage Status][c t i]][c t l]

## Documentation

-   <https://apn-pucky.github.io/smpl_doc/index.html>

## Versions

### Stable

```sh
pip install smpl_doc
```

Optional: --user or --upgrade

### Dev

```sh
pip install --index-url https://test.pypi.org/simple/ smpl_doc
```

[doc stable]: https://apn-pucky.github.io/smpl_doc/index.html
[doc test]: https://apn-pucky.github.io/smpl_doc/test/index.html

[pypi image]: https://badge.fury.io/py/smpl_doc.svg
[pypi link]: https://pypi.org/project/smpl_doc/
[pypi versions]: https://img.shields.io/pypi/pyversions/smpl_doc.svg

[a s image]: https://github.com/APN-Pucky/smpl_doc/actions/workflows/stable.yml/badge.svg
[a s link]: https://github.com/APN-Pucky/smpl_doc/actions/workflows/stable.yml
[a t link]: https://github.com/APN-Pucky/smpl_doc/actions/workflows/test.yml
[a t image]: https://github.com/APN-Pucky/smpl_doc/actions/workflows/test.yml/badge.svg

[cc s q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s q l]: https://www.codacy.com/gh/APN-Pucky/smpl_doc/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade?branch=stable
[cc s c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2?branch=stable
[cc s c l]: https://www.codacy.com/gh/APN-Pucky/smpl_doc/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage?branch=stable

[cc q i]: https://app.codacy.com/project/badge/Grade/38630d0063814027bd4d0ffaa73790a2
[cc q l]: https://www.codacy.com/gh/APN-Pucky/smpl_doc/dashboard?utm_source=github.com&amp;utm_medium=referral&amp;utm_content=APN-Pucky/smpl&amp;utm_campaign=Badge_Grade
[cc c i]: https://app.codacy.com/project/badge/Coverage/38630d0063814027bd4d0ffaa73790a2
[cc c l]: https://www.codacy.com/gh/APN-Pucky/smpl_doc/dashboard?utm_source=github.com&utm_medium=referral&utm_content=APN-Pucky/smpl&utm_campaign=Badge_Coverage

[c s i]: https://coveralls.io/repos/github/APN-Pucky/smpl_doc/badge.svg?branch=stable
[c s l]: https://coveralls.io/github/APN-Pucky/smpl_doc?branch=stable
[c t l]: https://coveralls.io/github/APN-Pucky/smpl_doc?branch=master
[c t i]: https://coveralls.io/repos/github/APN-Pucky/smpl_doc/badge.svg?branch=master

[rtd s i]: https://readthedocs.org/projects/smpl_doc/badge/?version=stable
[rtd s l]: https://smpl_doc.readthedocs.io/en/stable/?badge=stable
[rtd t i]: https://readthedocs.org/projects/smpl_doc/badge/?version=latest
[rtd t l]: https://smpl_doc.readthedocs.io/en/latest/?badge=latest