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

This curated list contains 21 best-of lists with a total of 27K stars grouped into 8 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
• Development Tools 1 projects
• Documentation 2 projects
• Programming Languages 2 projects
• Internet 1 projects
• Cryptocurrencies & Blockchain 1 projects
• Others 2 projects

• 🥇🥈🥉  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

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

best-of-ml-python (🥇23 · ⭐ 15K) - A ranked list of awesome machine learning Python libraries...

• GitHub (👨‍💻 45 · 🔀 2.3K · 📋 56 - 39% open · ⏱️ 18.04.2024):

   git clone https://github.com/ml-tooling/best-of-ml-python
  

best-of-jupyter (🥈16 · ⭐ 830) - A ranked list of awesome Jupyter Notebook, Hub and Lab projects..

• GitHub (👨‍💻 13 · 🔀 76 · 📋 5 - 40% open · ⏱️ 18.04.2024):

   git clone https://github.com/ml-tooling/best-of-jupyter
  

awesome-gpts (🥉12 · ⭐ 1.2K · 🐣) - Collection of all the GPTs created by the community.

• GitHub (👨‍💻 28 · 🔀 82 · 📋 46 - 6% open · ⏱️ 06.12.2023):

   git clone https://github.com/taranjeet/awesome-gpts
  

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

best-of-web-python (🥇18 · ⭐ 2.2K) - A ranked list of awesome python libraries for web..

• GitHub (👨‍💻 16 · 🔀 160 · ⏱️ 18.04.2024):

   git clone https://github.com/ml-tooling/best-of-web-python
  

best-of-react (🥈14 · ⭐ 670) - A ranked list of awesome React open-source libraries and tools...

• GitHub (👨‍💻 6 · 🔀 73 · 📋 3 - 33% open · ⏱️ 18.04.2024):

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

best-of-django (🥉7 · ⭐ 8) - A ranked list of awesome Django related Python packages.

• GitHub (⏱️ 01.04.2024):

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

best-of-fastapi (🥉6 · ⭐ 6) - List of automatically rated Python packages for FastAPI.

• GitHub (👨‍💻 2 · ⏱️ 04.04.2024):

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

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

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

best-of-python-dev (🥇16 · ⭐ 910) - A ranked list of awesome python developer tools and..

• GitHub (👨‍💻 7 · 🔀 43 · 📋 8 - 37% open · ⏱️ 18.04.2024):

   git clone https://github.com/ml-tooling/best-of-python-dev
  

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

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

best-of-python (🥇18 · ⭐ 3.4K) - A ranked list of awesome Python open-source libraries and tools...

• GitHub (👨‍💻 12 · 🔀 220 · 📋 9 - 44% open · ⏱️ 18.04.2024):

   git clone https://github.com/ml-tooling/best-of-python
  

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

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

• 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.