https://github.com/best-of-lists/best-of
🏆 Discover best-of lists with awesome open-source projects on all kinds of topics.
https://github.com/best-of-lists/best-of
List: best-of
awesome awesome-list best-of best-of-list collection lists
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🏆 Discover best-of lists with awesome open-source projects on all kinds of topics.
- Host: GitHub
- URL: https://github.com/best-of-lists/best-of
- Owner: best-of-lists
- License: cc-by-sa-4.0
- Created: 2020-12-17T19:56:19.000Z (almost 5 years ago)
- Default Branch: main
- Last Pushed: 2024-06-06T19:06:42.000Z (over 1 year ago)
- Last Synced: 2024-09-21T17:53:42.960Z (about 1 year ago)
- Topics: awesome, awesome-list, best-of, best-of-list, collection, lists
- Homepage: https://best-of.org
- Size: 2.78 MB
- Stars: 1,044
- Watchers: 30
- Forks: 94
- Open Issues: 5
-
Metadata Files:
- Readme: README.md
- Changelog: history/2020-12-17_projects.csv
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: .github/CODE_OF_CONDUCT.md
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README
best-of
🏆 Discover best-of lists with awesome open-source projects on all kinds of topics.
This curated list contains 25 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](https://github.com/best-of-lists/best-of/issues/new/choose), submit a [pull request](https://github.com/best-of-lists/best-of/pulls), or directly edit the [projects.yaml](https://github.com/best-of-lists/best-of/edit/main/projects.yaml). Contributions are very welcome!
> 🧙♂️ Create your own best-of list in just 3 minutes with [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).
## Contents
- [Machine Learning & Data Engineering](#machine-learning--data-engineering) _7 projects_
- [Web Development](#web-development) _5 projects_
- [Native Development](#native-development) _1 projects_
- [Robot Development](#robot-development) _1 projects_
- [Embedded Development](#embedded-development) _1 projects_
- [Development Tools](#development-tools) _1 projects_
- [Documentation](#documentation) _2 projects_
- [Programming Languages](#programming-languages) _3 projects_
- [Internet](#internet) _1 projects_
- [Cryptocurrencies & Blockchain](#cryptocurrencies--blockchain) _1 projects_
- [Others](#others) _2 projects_
## Explanation
- 🥇🥈🥉 Combined project-quality score
- ⭐️ Star count from GitHub
- 🐣 New project _(less than 6 months old)_
- 💤 Inactive project _(6 months no activity)_
- 💀 Dead project _(12 months no activity)_
- 📈📉 Project is trending up or down
- ➕ Project was recently added
- 👨💻 Contributors count from GitHub
- 🔀 Fork count from GitHub
- 📋 Issue count from GitHub
- ⏱️ Last update timestamp on package manager
- 📥 Download count from package manager
- 📦 Number of dependent projects
- 
Best-of list with Python projects
- 
Best-of list with JavaScript 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](https://github.com/lukasmasuch/best-of-ml-python) (👨💻 54 · 🔀 2.9K · 📋 61 - 44% open · ⏱️ 18.09.2025):
```
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](https://github.com/ml-tooling/best-of-jupyter) (👨💻 13 · 🔀 86 · 📋 6 - 33% open · ⏱️ 18.09.2025):
```
git clone https://github.com/ml-tooling/best-of-jupyter
```
best-of-ml-rust (🥉12 · ⭐ 420 · 📈) - A ranked list of awesome machine learning Rust libraries.
- [GitHub](https://github.com/e-tornike/best-of-ml-rust) (👨💻 4 · 🔀 20 · ⏱️ 16.09.2025):
```
git clone https://github.com/e-tornike/best-of-ml-rust
```
best-of-mcp-servers (🥉10 · ⭐ 3 · 🐣) - A ranked list of MCP servers. Updated weekly.
- [GitHub](https://github.com/tolkonepiu/best-of-mcp-servers) (👨💻 3 · 🔀 1 · ⏱️ 15.09.2025):
```
git clone https://github.com/tolkonepiu/best-of-mcp-servers
```
Show 3 hidden projects...
- awesome-gpts (🥈13 · ⭐ 1.3K · 💀) - Collection of all the GPTs created by the community.
- best-of-streamlit (🥈13 · ⭐ 1.3K · 💀) - A ranked gallery of awesome streamlit apps built by the..
- best-of-ml-julia (🥉7 · ⭐ 24 · 💀) - A ranked list of awesome machine learning Julia libraries.
## Web Development
_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](https://github.com/ml-tooling/best-of-web-python) (👨💻 16 · 🔀 190 · ⏱️ 18.09.2025):
```
git clone https://github.com/ml-tooling/best-of-web-python
```
best-of-react (🥈11 · ⭐ 1K) - A ranked list of awesome React open-source libraries and tools...
- [GitHub](https://github.com/lukasmasuch/best-of-react) (👨💻 9 · 🔀 110 · 📋 4 - 50% open · ⏱️ 28.08.2025):
```
git clone https://github.com/lukasmasuch/best-of-react
```
best-of-django (🥉10 · ⭐ 110) - A ranked list of awesome Django related Python packages.
- [GitHub](https://github.com/fkromer/best-of-django) (👨💻 3 · 🔀 13 · ⏱️ 01.09.2025):
```
git clone https://github.com/fkromer/best-of-django
```
best-of-fastapi (🥉10 · ⭐ 37) - List of automatically rated Python packages for FastAPI.
- [GitHub](https://github.com/fkromer/best-of-fastapi) (👨💻 3 · 🔀 1 · ⏱️ 11.09.2025):
```
git clone https://github.com/fkromer/best-of-fastapi
```
best-of-vue (🥉5 · ⭐ 6) - List of automatically rated Vue projects.
- [GitHub](https://github.com/fkromer/best-of-vue) (👨💻 2 · ⏱️ 22.05.2025):
```
git clone https://github.com/fkromer/best-of-vue
```
## Native Development
_Best-of lists about iOS, Andnroid or other topics related to native development._
best-of-react-native (🥇5 · ⭐ 8) - List of automatically rated React Native projects.
- [GitHub](https://github.com/fkromer/best-of-react-native) (👨💻 2 · 🔀 2 · ⏱️ 22.05.2025):
```
git clone https://github.com/fkromer/best-of-react-native
```
## Robot Development
_Best-of lists about Robots or other topics related to robot development._
best-of-robot-simulators (🥇15 · ⭐ 900 · 🐣) - A Best-of-list of Robot Simulators, re-generated..
- [GitHub](https://github.com/knmcguire/best-of-robot-simulators) (👨💻 8 · 🔀 54 · 📋 130 - 10% open · ⏱️ 17.09.2025):
```
git clone https://github.com/knmcguire/best-of-robot-simulators
```
## Embedded Development
_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](https://github.com/fkromer/best-of-rust-on-embedded-linux) (👨💻 4 · 🔀 1 · ⏱️ 11.09.2025):
```
git clone https://github.com/fkromer/best-of-rust-on-embedded-linux
```
## Development Tools
_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](https://github.com/ml-tooling/best-of-python-dev) (👨💻 7 · 🔀 53 · 📋 10 - 50% open · ⏱️ 18.09.2025):
```
git clone https://github.com/ml-tooling/best-of-python-dev
```
## Documentation
_Best-of lists about documentations & tools to create documentations._
best-of-mkdocs (🥇17 · ⭐ 1.5K) - A list of awesome MkDocs projects and plugins.
- [GitHub](https://github.com/mkdocs/catalog) (👨💻 62 · 🔀 100 · 📋 36 - 5% open · ⏱️ 11.09.2025):
```
git clone https://github.com/mkdocs/catalog
```
best-of-digital-gardens (🥉15 · ⭐ 460) - Ranked list of awesome digital gardens / second brains.
- [GitHub](https://github.com/lyz-code/best-of-digital-gardens) (👨💻 21 · 🔀 26 · ⏱️ 17.09.2025):
```
git clone https://github.com/lyz-code/best-of-digital-gardens
```
## Programming Languages
_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](https://github.com/lukasmasuch/best-of-python) (👨💻 14 · 🔀 270 · 📋 14 - 57% open · ⏱️ 18.09.2025):
```
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](https://github.com/stkeky/best-of-scala) (👨💻 18 · 🔀 25 · 📋 12 - 25% open · ⏱️ 15.09.2025):
```
git clone https://github.com/stkeky/best-of-scala
```
best-of-nix (🥉8 · ⭐ 2 · 🐣) - A ranked list of the best resources in the Nix community. Updated weekly.
- [GitHub](https://github.com/tolkonepiu/best-of-nix) (👨💻 3 · ⏱️ 15.09.2025):
```
git clone https://github.com/tolkonepiu/best-of-nix
```
## Internet
_Best-of lists about internet, browsers, services, standards, identity and digital interactions_
best-of-digital-identity (🥇13 · ⭐ 150 · 📈) - A ranked list of awesome Digital Identity open source..
- [GitHub](https://github.com/jruizaranguren/best-of-digital-identity) (👨💻 5 · 🔀 10 · ⏱️ 05.09.2025):
```
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 · ⭐ 480 · 💀) - A ranked list of awesome open-source crypto projects. Updated..
## Others
thumbor/awesome-thumbor (🥇13 · ⭐ 73) - Everything thumbor, awesomely curated & updated weekly.
- [GitHub](https://github.com/thumbor/awesome-thumbor) (👨💻 5 · 🔀 4 · ⏱️ 13.09.2025):
```
git clone https://github.com/thumbor/awesome-thumbor
```
best-of-ps (🥉8 · ⭐ 10 · 🐣) - A weekly updated ranked list of popular open-source libraries and tools..
- [GitHub](https://github.com/jinningwang/best-of-ps) (👨💻 7 · ⏱️ 28.08.2025):
```
git clone https://github.com/jinningwang/best-of-ps
```
---
## Related Resources
- [**Awesome**](https://github.com/sindresorhus/awesome): Awesome lists about all kinds of interesting topics
## Contribution
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](https://github.com/best-of-lists/best-of/issues/new/choose) and fill in the requested information.
- Modify the [projects.yaml](https://github.com/best-of-lists/best-of/blob/main/projects.yaml) with your additions or changes, and submit a pull request. This can also be done directly via the [Github UI](https://github.com/best-of-lists/best-of/edit/main/projects.yaml).
If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. If you like to create your own best-of list, we recommend to follow [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).
For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/best-of-lists/best-of/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/best-of-lists/best-of/blob/main/.github/CODE_OF_CONDUCT.md).
## License
[](https://creativecommons.org/licenses/by-sa/4.0/)