Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Pythonic tool for orchestrating machine-learning/high performance/quantum-computing workflows in heterogeneous compute environments.
| Date | Stars |
|---|---|
| 2026-07-24 | 866 |
| 2026-07-25 | 866 |
| 2026-07-28 | 866 |
| 2026-07-30 | 866 |
| 2026-07-31 | 867 |
| 2026-08-06 | 867 |
Today
— stars today
This week
+1 stars this week
This month
— stars this month
Momentum
6.0
growth rate 0.11%/day
<div align="center">
<img src="./doc/source/_static/banner_executor.gif" alt="hero" />
</div>
</br>
<div align="center">
[](https://github.com/AgnostiqHQ/covalent/blob/develop/CHANGELOG.md)
[](#)
[](https://github.com/AgnostiqHQ/covalent/actions/workflows/tests.yml)
[](https://docs.covalent.xyz/docs/)
[](https://codecov.io/gh/AgnostiqHQ/covalent)
[](https://www.apache.org/licenses/LICENSE-2.0)</div>
<div align="center"><b>Run AI, ML, and Scientific Research Code on Any Cloud or On-Prem Cluster with a Single Line</b></div>
</br>
<div align="center">
<a href="https://docs.covalent.xyz/docs/get-started/quick-start"><img src="./doc/source/_static/getting_started.svg" width="150" alt="divider"></a>
  
<a href="https://docs.covalent.xyz/docs/"><img src="./doc/source/_static/documentation.svg" alt="divider" width="150"></a>
  
<a href="https://docs.covalent.xyz/docs/user-documentation/tutorials/"><img src="./doc/source/_static/examples.svg" alt="divider" width="105"></a>
  
<a href="https://covalentworkflows.slack.com/join/shared_invite/zt-1ew7f2rfk-dKSXVQmRniu5mQW4Z_eQuw#/shared-invite/email"><img src="./doc/source/_static/slack.svg" alt="divider" width="70"></a>
</div>
</br>
```bash
pip install covalent --upgrade
```
Check our [Quick Start Guide](https://docs.covalent.xyz/docs/get-started/quick-start/) for setup instructions or dive into your [First Experiment](https://docs.covalent.xyz/docs/get-started/first-experiment/). Learn more on the [Concepts](https://docs.covalent.xyz/docs/user-documentation/concepts/concepts-index/).
### What is Covalent?
Covalent is a Python library for AI/ML engineers, developers, and researchers. It provides a straightforward approach to running compute jobs, like LLMs, generative AI, and scientific research, on various cloud platforms or on-prem clusters.
<details>
<summary><i><b>Run Code Anywhere:</b> Execute Python functions in any cloud or on-prem cluster by changing just a single line of code.</i></summary>
<br>
It is as simple as swapping the decorator with our executor plugins. Choose from [existing plugins](https://docs.covalent.xyz/docs/plugin) or [create custom ones](https://github.com/AgnostiqHQ/covalent-executor-template) for tailored interactions with any infrastructure.
<div align="center"><img src="./doc/source/_static/executors_ship.png" width="700"></div>
</details>
<details>
<summary><i><b>Abstraction of Infrastructure Management:</b> Abstract the complexities of cloud consoles, terraform, or IaC in the background.</i> </summary>
<br>
<div align="center"><img src="./doc/source/_static/abstract_infra.png" width="700"></div>
</details>
<details>
<summary><i><b>Serverless Infrastructure:</b> Automatically converts any infrastructure, including on-prem SLURM clusters or cloud compute, into a serverless setup.</i></summary>
<br>
<div align="center"><img src="./doc/source/_static/serverless-illustration.png" width="700"></div>
</details>
If you find Covalent useful or interesting, feel free to give us a ⭐ on GitHub! Your support helps us to continue developing and improving this framework.
</br>
<table border="0">
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<td><b style="font-size:18px; padding-right: 20px;">For AI/ML Practitioners and Developers</b></td>
<td><b style="font-size:18px; padding-left: 20px;">For Researchers</b></td>
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Excerpt of 11,242 characters
Read on GitHub
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Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:4cf719e7701134e1, topic:workflow, topic:workflow-automation, topic:orchestration