best-of

๐Ÿ†  Discover best-of lists with awesome open-source projects on all kinds of topics.

This curated list contains 23 best-of lists with a total of 33K 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! > ๐Ÿง™โ€โ™‚๏ธ 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) _6 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) _2 projects_ - [Internet](#internet) _1 projects_ - [Cryptocurrencies & Blockchain](#cryptocurrencies--blockchain) _1 projects_ - [Others](#others) _2 projects_ ## Explanation - ๐Ÿฅ‡๐Ÿฅˆ๐Ÿฅ‰  Combined project-quality score - โญ๏ธ  Star count from GitHub - ๐Ÿฃ  New project _(less than 6 months old)_ - ๐Ÿ’ค  Inactive project _(6 months no activity)_ - ๐Ÿ’€  Dead project _(12 months no activity)_ - ๐Ÿ“ˆ๐Ÿ“‰  Project is trending up or down - โž•  Project was recently added - ๐Ÿ‘จโ€๐Ÿ’ป  Contributors count from GitHub - ๐Ÿ”€  Fork count from GitHub - ๐Ÿ“‹  Issue count from GitHub - โฑ๏ธ  Last update timestamp on package manager - ๐Ÿ“ฅ  Download count from package manager - ๐Ÿ“ฆ  Number of dependent projects -   Best-of list with Python projects -   Best-of list with JavaScript projects
## Machine Learning & Data Engineering Back to top _Best-of lists about machine learning, data engieering, data science, or other topics related to big data._
best-of-jupyter (๐Ÿฅˆ10 ยท โญ 1.1K ยท ๐Ÿ’ค) - A ranked list of awesome Jupyter Notebook, Hub and Lab.. - [GitHub](https://github.com/ml-tooling/best-of-jupyter) (๐Ÿ‘จโ€๐Ÿ’ป 14 ยท ๐Ÿ”€ 90): ``` git clone https://github.com/ml-tooling/best-of-jupyter ```
Show 5 hidden projects... - best-of-ml-python (๐Ÿฅ‡14 ยท โญ 16K ยท ๐Ÿ’€) - A ranked list of awesome machine learning Python.. - awesome-gpts (๐Ÿฅˆ11 ยท โญ 1.4K ยท ๐Ÿ’€) - Collection of all the GPTs created by the community. - best-of-streamlit (๐Ÿฅˆ10 ยท โญ 1.1K ยท ๐Ÿ’€) - A ranked gallery of awesome streamlit apps built by the.. - best-of-ml-rust (๐Ÿฅ‰7 ยท โญ 120 ยท ๐Ÿ’€) - A ranked list of awesome machine learning Rust libraries. - best-of-ml-julia (๐Ÿฅ‰5 ยท โญ 6 ยท ๐Ÿ’€) - A ranked list of awesome machine learning Julia libraries.

## Web Development Back to top _Best-of lists about react, vue, angular, html5, css, or other topics related to web development._
best-of-web-python (๐Ÿฅ‡11 ยท โญ 2.6K ยท ๐Ÿ’ค) - A ranked list of awesome python libraries for web.. - [GitHub](https://github.com/ml-tooling/best-of-web-python) (๐Ÿ‘จโ€๐Ÿ’ป 17 ยท ๐Ÿ”€ 190): ``` git clone https://github.com/ml-tooling/best-of-web-python ```
best-of-django (๐Ÿฅ‰8 ยท โญ 140) - A ranked list of awesome Django related Python packages. - [GitHub](https://github.com/fkromer/best-of-django) (๐Ÿ‘จโ€๐Ÿ’ป 5 ยท ๐Ÿ”€ 15): ``` git clone https://github.com/fkromer/best-of-django ```
best-of-fastapi (๐Ÿฅ‰8 ยท โญ 48) - List of automatically rated Python packages for FastAPI. - [GitHub](https://github.com/fkromer/best-of-fastapi) (๐Ÿ‘จโ€๐Ÿ’ป 4 ยท ๐Ÿ”€ 2): ``` git clone https://github.com/fkromer/best-of-fastapi ```
Show 2 hidden projects... - best-of-react (๐Ÿฅˆ9 ยท โญ 890 ยท ๐Ÿ’€) - A ranked list of awesome React open-source libraries and tools... - best-of-vue (๐Ÿฅ‰5 ยท โญ 6 ยท ๐Ÿ’€) - List of automatically rated Vue projects.

## Native Development Back to top _Best-of lists about iOS, Andnroid or other topics related to native development._
Show 1 hidden projects... - best-of-react-native (๐Ÿฅ‡4 ยท โญ 9 ยท ๐Ÿ’€) - List of automatically rated React Native projects.

## Robot Development Back to top _Best-of lists about Robots or other topics related to robot development._
best-of-robot-simulators (๐Ÿฅ‡10 ยท โญ 1.5K ยท ๐Ÿฃ) - A Best-of-list of Robot Simulators, re-generated.. - [GitHub](https://github.com/knmcguire/best-of-robot-simulators) (๐Ÿ‘จโ€๐Ÿ’ป 19 ยท ๐Ÿ”€ 120): ``` git clone https://github.com/knmcguire/best-of-robot-simulators ```

## Embedded Development Back to top _Best-of lists about Embedded Linux or other topics related to embedded development._
best-of-rust-on-embedded-linux (๐Ÿฅ‡6 ยท โญ 14) - A ranked list of awesome Rust crates and projects.. - [GitHub](https://github.com/fkromer/best-of-rust-on-embedded-linux) (๐Ÿ‘จโ€๐Ÿ’ป 4 ยท ๐Ÿ”€ 2): ``` git clone https://github.com/fkromer/best-of-rust-on-embedded-linux ```

## Development Tools Back to top _Best-of lists about tools & libraries to help with software development._
best-of-python-dev (๐Ÿฅ‡10 ยท โญ 1.2K ยท ๐Ÿ’ค) - A ranked list of awesome python developer tools and.. - [GitHub](https://github.com/ml-tooling/best-of-python-dev) (๐Ÿ‘จโ€๐Ÿ’ป 9 ยท ๐Ÿ”€ 53): ``` git clone https://github.com/ml-tooling/best-of-python-dev ```

## Documentation Back to top _Best-of lists about documentations & tools to create documentations._
best-of-mkdocs (๐Ÿฅ‡11 ยท โญ 1.7K ยท ๐Ÿ’ค) - A list of awesome MkDocs projects and plugins. - [GitHub](https://github.com/mkdocs/catalog) (๐Ÿ‘จโ€๐Ÿ’ป 63 ยท ๐Ÿ”€ 120): ``` git clone https://github.com/mkdocs/catalog ```
Show 1 hidden projects... - best-of-digital-gardens (๐Ÿฅ‰8 ยท โญ 26 ยท ๐Ÿ’€) - Ranked list of awesome digital gardens / second brains.

## Programming Languages Back to top _Best-of lists with general overviews on tools & libraries for a specific programming language._
best-of-scala (๐Ÿฅ‰10 ยท โญ 300) - A ranked list of awesome Scala projects. Updated weekly. - [GitHub](https://github.com/stkeky/best-of-scala) (๐Ÿ‘จโ€๐Ÿ’ป 18 ยท ๐Ÿ”€ 25): ``` git clone https://github.com/stkeky/best-of-scala ```
Show 1 hidden projects... - best-of-python (๐Ÿฅ‡11 ยท โญ 3.6K ยท ๐Ÿ’€) - A ranked list of awesome Python open-source libraries and..

## Internet Back to top _Best-of lists about internet, browsers, services, standards, identity and digital interactions_
best-of-digital-identity (๐Ÿฅ‡8 ยท โญ 180) - A ranked list of awesome Digital Identity open source.. - [GitHub](https://github.com/jruizaranguren/best-of-digital-identity) (๐Ÿ‘จโ€๐Ÿ’ป 9 ยท ๐Ÿ”€ 16): ``` git clone https://github.com/jruizaranguren/best-of-digital-identity ```

## Cryptocurrencies & Blockchain Back to top _Best-of lists about cryptocurrencies, bitcoin, ethereum, or other topics related to blockchain._
Show 1 hidden projects... - best-of-crypto (๐Ÿฅ‡9 ยท โญ 260 ยท ๐Ÿ’€) - A ranked list of awesome open-source crypto projects. Updated weekly.

## Others Back to top
best-of-ps (๐Ÿฅ‰6 ยท โญ 29 ยท ๐Ÿ’ค) - A weekly updated ranked list of popular open-source libraries and tools.. - [GitHub](https://github.com/jinningwang/best-of-ps) (๐Ÿ‘จโ€๐Ÿ’ป 7 ยท ๐Ÿ”€ 1): ``` git clone https://github.com/jinningwang/best-of-ps ```
Show 1 hidden projects... - thumbor/awesome-thumbor (๐Ÿฅ‡7 ยท โญ 73 ยท ๐Ÿ’€) - Everything thumbor, awesomely curated & updated weekly.
--- ## 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 [![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)](https://creativecommons.org/licenses/by-sa/4.0/)