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Showing content from https://github.com/ml-tooling/best-of below:

best-of-lists/best-of: 🏆 Discover best-of lists with awesome open-source projects on all kinds of topics.

🏆 Discover best-of lists with awesome open-source projects on all kinds of topics.

This curated list contains 24 best-of lists with a total of 39K stars grouped into 10 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from Github and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

🧙‍♂️ Create your own best-of list in just 3 minutes with this guide.

Machine Learning & Data Engineering 6 projects
Web Development 5 projects
Native Development 1 projects
Robot Development 1 projects
Embedded Development 1 projects
Development Tools 1 projects
Documentation 2 projects
Programming Languages 3 projects
Internet 1 projects
Cryptocurrencies & Blockchain 1 projects
Others 2 projects

Machine Learning & Data Engineering

Best-of lists about machine learning, data engieering, data science, or other topics related to big data.

best-of-ml-python (🥇23 · ⭐ 22K) - A ranked list of awesome machine learning Python libraries...

GitHub (👨‍💻 54 · 🔀 2.8K · 📋 61 - 44% open · ⏱️ 14.08.2025):
```
 git clone https://github.com/ml-tooling/best-of-ml-python
```

best-of-jupyter (🥈17 · ⭐ 1.1K) - A ranked list of awesome Jupyter Notebook, Hub and Lab..

GitHub (👨‍💻 13 · 🔀 86 · 📋 6 - 33% open · ⏱️ 14.08.2025):
```
 git clone https://github.com/ml-tooling/best-of-jupyter
```

best-of-ml-rust (🥉11 · ⭐ 410) - A ranked list of awesome machine learning Rust libraries.

GitHub (👨‍💻 4 · 🔀 18 · ⏱️ 03.08.2025):

 git clone https://github.com/e-tornike/best-of-ml-rust

Show 3 hidden projects...

Best-of lists about react, vue, angular, html5, css, or other topics related to web development.

best-of-web-python (🥇18 · ⭐ 2.6K · 📈) - A ranked list of awesome python libraries for web..

GitHub (👨‍💻 16 · 🔀 190 · 📋 4 - 25% open · ⏱️ 14.08.2025):
```
 git clone https://github.com/ml-tooling/best-of-web-python
```

best-of-react (🥈11 · ⭐ 980) - A ranked list of awesome React open-source libraries and tools...

GitHub (👨‍💻 8 · 🔀 110 · 📋 4 - 50% open · ⏱️ 18.07.2025):
```
 git clone https://github.com/lukasmasuch/best-of-react
```

best-of-django (🥈11 · ⭐ 110) - A ranked list of awesome Django related Python packages.

GitHub (👨‍💻 3 · 🔀 12 · ⏱️ 02.08.2025):

 git clone https://github.com/fkromer/best-of-django

best-of-fastapi (🥉10 · ⭐ 36) - List of automatically rated Python packages for FastAPI.

GitHub (👨‍💻 3 · 🔀 1 · ⏱️ 08.08.2025):

 git clone https://github.com/fkromer/best-of-fastapi

best-of-vue (🥉4 · ⭐ 6) - List of automatically rated Vue projects.

GitHub (👨‍💻 2 · ⏱️ 22.05.2025):

 git clone https://github.com/fkromer/best-of-vue

Best-of lists about iOS, Andnroid or other topics related to native development.

best-of-react-native (🥇4 · ⭐ 9 · 📉) - List of automatically rated React Native projects.

GitHub (👨‍💻 2 · 🔀 2 · ⏱️ 22.05.2025):

 git clone https://github.com/fkromer/best-of-react-native

Best-of lists about Robots or other topics related to robot development.

best-of-robot-simulators (🥇15 · ⭐ 860 · 🐣) - A Best-of-list of Robot Simulators, re-generated..

GitHub (👨‍💻 8 · 🔀 50 · 📋 120 - 27% open · ⏱️ 13.08.2025):
```
 git clone https://github.com/knmcguire/best-of-robot-simulators
```

Best-of lists about Embedded Linux or other topics related to embedded development.

best-of-rust-on-embedded-linux (🥇6 · ⭐ 4 · 🐣) - A ranked list of awesome Rust crates and projects..

GitHub (👨‍💻 4 · 🔀 1 · ⏱️ 13.08.2025):

 git clone https://github.com/fkromer/best-of-rust-on-embedded-linux

Best-of lists about tools & libraries to help with software development.

best-of-python-dev (🥇17 · ⭐ 1.2K · 📈) - A ranked list of awesome python developer tools and..

GitHub (👨‍💻 7 · 🔀 52 · 📋 10 - 50% open · ⏱️ 14.08.2025):
```
 git clone https://github.com/ml-tooling/best-of-python-dev
```

Best-of lists about documentations & tools to create documentations.

best-of-mkdocs (🥇17 · ⭐ 1.5K) - A list of awesome MkDocs projects and plugins.

GitHub (👨‍💻 60 · 🔀 98 · 📋 35 - 5% open · ⏱️ 10.08.2025):
```
 git clone https://github.com/mkdocs/catalog
```

best-of-digital-gardens (🥉15 · ⭐ 450) - Ranked list of awesome digital gardens / second brains.

GitHub (👨‍💻 21 · 🔀 25 · ⏱️ 13.08.2025):

 git clone https://github.com/lyz-code/best-of-digital-gardens

Best-of lists with general overviews on tools & libraries for a specific programming language.

best-of-python (🥇18 · ⭐ 4.1K) - A ranked list of awesome Python open-source libraries and tools...

GitHub (👨‍💻 14 · 🔀 270 · 📋 14 - 57% open · ⏱️ 14.08.2025):
```
 git clone https://github.com/ml-tooling/best-of-python
```

best-of-scala (🥉15 · ⭐ 280) - A ranked list of awesome Scala projects. Updated weekly.

GitHub (👨‍💻 18 · 🔀 25 · 📋 13 - 30% open · ⏱️ 08.08.2025):
```
 git clone https://github.com/stkeky/best-of-scala
```

best-of-nix (🥉8 · ⭐ 1 · 🐣) - A ranked list of the best resources in the Nix community. Updated weekly.

GitHub (👨‍💻 3 · ⏱️ 13.08.2025):

 git clone https://github.com/tolkonepiu/best-of-nix

Best-of lists about internet, browsers, services, standards, identity and digital interactions

best-of-digital-identity (🥇12 · ⭐ 140) - A ranked list of awesome Digital Identity open source..

GitHub (👨‍💻 5 · 🔀 9 · ⏱️ 08.08.2025):

 git clone https://github.com/jruizaranguren/best-of-digital-identity

Cryptocurrencies & Blockchain

Best-of lists about cryptocurrencies, bitcoin, ethereum, or other topics related to blockchain.

Show 1 hidden projects...

best-of-crypto (🥇13 · ⭐ 470 · 💀) - A ranked list of awesome open-source crypto projects. Updated..

thumbor/awesome-thumbor (🥇13 · ⭐ 70) - Everything thumbor, awesomely curated & updated weekly.

GitHub (👨‍💻 5 · 🔀 4 · ⏱️ 12.08.2025):

 git clone https://github.com/thumbor/awesome-thumbor

best-of-ps (🥉9 · ⭐ 9 · 🐣) - A weekly updated ranked list of popular open-source libraries and tools..

GitHub (👨‍💻 7 · ⏱️ 19.06.2025):

 git clone https://github.com/jinningwang/best-of-ps

Awesome: Awesome lists about all kinds of interesting topics

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
Modify the projects.yaml with your additions or changes, and submit a pull request. This can also be done directly via the Github UI.

If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the best-of-generator repository. If you like to create your own best-of list, we recommend to follow this guide.

For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.

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