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Update best-of list for version 2023.12.07
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<a href="https://github.com/best-of-lists/best-of/releases" title="Best-of Updates"><img src="https://img.shields.io/github/release-date/best-of-lists/best-of?color=green&label=updated"></a>
</p>

This curated list contains 21 best-of lists with a total of 25K 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](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!
This curated list contains 21 best-of lists with a total of 26K 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](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).
Expand Down Expand Up @@ -56,25 +56,25 @@ This curated list contains 21 best-of lists with a total of 25K stars grouped in

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

<details><summary><b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇24 · ⭐ 15K) - A ranked list of awesome machine learning Python libraries... <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇23 · ⭐ 15K · 📉) - A ranked list of awesome machine learning Python.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 44 · 🔀 2.1K · 📋 50 - 34% open · ⏱️ 30.11.2023):
- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 44 · 🔀 2.1K · 📋 50 - 34% open · ⏱️ 07.12.2023):

```
git clone https://github.com/ml-tooling/best-of-ml-python
```
</details>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥈17 · ⭐ 750) - A ranked list of awesome Jupyter Notebook, Hub and Lab projects.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥈16 · ⭐ 760 · 📉) - A ranked list of awesome Jupyter Notebook, Hub and Lab.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 13 · 🔀 69 · 📋 4 - 25% open · ⏱️ 30.11.2023):
- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 13 · 🔀 69 · 📋 4 - 25% open · ⏱️ 07.12.2023):

```
git clone https://github.com/ml-tooling/best-of-jupyter
```
</details>
<details><summary><b><a href="https://github.com/taranjeet/awesome-gpts">awesome-gpts</a></b> (🥈14 · ⭐ 1K) - Collection of all the GPTs created by the community. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/taranjeet/awesome-gpts">awesome-gpts</a></b> (🥈14 · ⭐ 1K · 🐣) - Collection of all the GPTs created by the community. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/taranjeet/awesome-gpts) (👨‍💻 27 · 🔀 62 · 📋 44 - 2% open · ⏱️ 28.11.2023):
- [GitHub](https://github.com/taranjeet/awesome-gpts) (👨‍💻 28 · 🔀 64 · 📋 44 - 2% open · ⏱️ 06.12.2023):

```
git clone https://github.com/taranjeet/awesome-gpts
Expand All @@ -90,7 +90,7 @@ _Best-of lists about machine learning, data engieering, data science, or other t
</details>
<details><summary>Show 2 hidden projects...</summary>

- <b><a href="https://github.com/jrieke/best-of-streamlit">best-of-streamlit</a></b> (🥉12 · ⭐ 780 · 💀) - A ranked gallery of awesome streamlit apps built by the.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/jrieke/best-of-streamlit">best-of-streamlit</a></b> (🥉12 · ⭐ 790 · 💀) - A ranked gallery of awesome streamlit apps built by the.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/e-tornike/best-of-ml-julia">best-of-ml-julia</a></b> (🥉5 · ⭐ 11 · 💀) - A ranked list of awesome machine learning Julia libraries.
</details>
<br>
Expand All @@ -101,33 +101,33 @@ _Best-of lists about machine learning, data engieering, data science, or other t

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

<details><summary><b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇18 · ⭐ 2.1K) - A ranked list of awesome python libraries for web.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇17 · ⭐ 2.1K · 📉) - A ranked list of awesome python libraries for web.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-web-python) (👨‍💻 13 · 🔀 150 · 📋 3 - 33% open · ⏱️ 30.11.2023):
- [GitHub](https://github.com/ml-tooling/best-of-web-python) (👨‍💻 13 · 🔀 150 · 📋 3 - 33% open · ⏱️ 07.12.2023):

```
git clone https://github.com/ml-tooling/best-of-web-python
```
</details>
<details><summary><b><a href="https://github.com/LukasMasuch/best-of-react">best-of-react</a></b> (🥈15 · ⭐ 520) - A ranked list of awesome React open-source libraries and tools... <code><img src="https://cdn.icon-icons.com/icons2/2108/PNG/512/javascript_icon_130900.png" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/LukasMasuch/best-of-react">best-of-react</a></b> (🥈14 · ⭐ 530) - A ranked list of awesome React open-source libraries and tools... <code><img src="https://cdn.icon-icons.com/icons2/2108/PNG/512/javascript_icon_130900.png" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/LukasMasuch/best-of-react) (👨‍💻 6 · 🔀 50 · 📋 2 - 50% open · ⏱️ 30.11.2023):
- [GitHub](https://github.com/LukasMasuch/best-of-react) (👨‍💻 6 · 🔀 51 · 📋 2 - 50% open · ⏱️ 07.12.2023):

```
git clone https://github.com/lukasmasuch/best-of-react
```
</details>
<details><summary><b><a href="https://github.com/fkromer/best-of-django">best-of-django</a></b> (🥉7 · ⭐ 1 · 📈) - A ranked list of awesome Django related Python packages. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/fkromer/best-of-django">best-of-django</a></b> (🥉7 · ⭐ 1) - A ranked list of awesome Django related Python packages. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/fkromer/best-of-django) (⏱️ 01.11.2023):
- [GitHub](https://github.com/fkromer/best-of-django) (⏱️ 01.12.2023):

```
git clone https://github.com/fkromer/best-of-django
```
</details>
<details><summary><b><a href="https://github.com/fkromer/best-of-fastapi">best-of-fastapi</a></b> (🥉6 · 📈) - List of automatically rated Python packages for FastAPI. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/fkromer/best-of-fastapi">best-of-fastapi</a></b> (🥉6) - List of automatically rated Python packages for FastAPI. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/fkromer/best-of-fastapi) (👨‍💻 2 · ⏱️ 23.11.2023):
- [GitHub](https://github.com/fkromer/best-of-fastapi) (👨‍💻 2 · ⏱️ 30.11.2023):

```
git clone https://github.com/fkromer/best-of-fastapi
Expand All @@ -147,7 +147,7 @@ _Best-of lists about iOS, Andnroid or other topics related to native development

<details><summary>Show 1 hidden projects...</summary>

- <b><a href="https://github.com/fkromer/best-of-react-native">best-of-react-native</a></b> (🥇6 · 📈) -
- <b><a href="https://github.com/fkromer/best-of-react-native">best-of-react-native</a></b> (🥇6) -
</details>
<br>

Expand All @@ -157,9 +157,9 @@ _Best-of lists about iOS, Andnroid or other topics related to native development

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

<details><summary><b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇17 · ⭐ 840) - A ranked list of awesome python developer tools and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇16 · ⭐ 840 · 📉) - A ranked list of awesome python developer tools and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-python-dev) (👨‍💻 7 · 🔀 40 · 📋 8 - 37% open · ⏱️ 30.11.2023):
- [GitHub](https://github.com/ml-tooling/best-of-python-dev) (👨‍💻 7 · 🔀 41 · 📋 8 - 37% open · ⏱️ 07.12.2023):

```
git clone https://github.com/ml-tooling/best-of-python-dev
Expand All @@ -173,17 +173,17 @@ _Best-of lists about tools & libraries to help with software development._

_Best-of lists about documentations & tools to create documentations._

<details><summary><b><a href="https://github.com/mkdocs/catalog">best-of-mkdocs</a></b> (🥇15 · ⭐ 550) - A list of awesome MkDocs projects and plugins.</summary>
<details><summary><b><a href="https://github.com/mkdocs/catalog">best-of-mkdocs</a></b> (🥇15 · ⭐ 570) - A list of awesome MkDocs projects and plugins.</summary>

- [GitHub](https://github.com/mkdocs/catalog) (👨‍💻 19 · 🔀 31 · 📋 16 - 31% open · ⏱️ 23.11.2023):
- [GitHub](https://github.com/mkdocs/catalog) (👨‍💻 21 · 🔀 32 · 📋 16 - 18% open · ⏱️ 07.12.2023):

```
git clone https://github.com/mkdocs/catalog
```
</details>
<details><summary><b><a href="https://github.com/lyz-code/best-of-digital-gardens">best-of-digital-gardens</a></b> (🥉12 · ⭐ 250) - Ranked list of awesome digital gardens / second brains.</summary>

- [GitHub](https://github.com/lyz-code/best-of-digital-gardens) (👨‍💻 14 · 🔀 14 · ⏱️ 29.11.2023):
- [GitHub](https://github.com/lyz-code/best-of-digital-gardens) (👨‍💻 14 · 🔀 14 · ⏱️ 06.12.2023):

```
git clone https://github.com/lyz-code/best-of-digital-gardens
Expand All @@ -197,17 +197,17 @@ _Best-of lists about documentations & tools to create documentations._

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

<details><summary><b><a href="https://github.com/ml-tooling/best-of-python">best-of-python</a></b> (🥇19 · ⭐ 3.2K) - A ranked list of awesome Python open-source libraries and tools... <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>
<details><summary><b><a href="https://github.com/ml-tooling/best-of-python">best-of-python</a></b> (🥇18 · ⭐ 3.2K · 📉) - A ranked list of awesome Python open-source libraries and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code></summary>

- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 12 · 🔀 220 · 📋 8 - 50% open · ⏱️ 30.11.2023):
- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 12 · 🔀 220 · 📋 8 - 50% open · ⏱️ 07.12.2023):

```
git clone https://github.com/ml-tooling/best-of-python
```
</details>
<details><summary><b><a href="https://github.com/stkeky/best-of-scala">best-of-scala</a></b> (🥉14 · ⭐ 190) - A ranked list of awesome Scala projects. Updated weekly.</summary>

- [GitHub](https://github.com/stkeky/best-of-scala) (👨‍💻 11 · 🔀 14 · 📋 12 - 25% open · ⏱️ 28.11.2023):
- [GitHub](https://github.com/stkeky/best-of-scala) (👨‍💻 11 · 🔀 14 · 📋 12 - 25% open · ⏱️ 01.12.2023):

```
git clone https://github.com/stkeky/best-of-scala
Expand All @@ -223,7 +223,7 @@ _Best-of lists about internet, browsers, services, standards, identity and digit

<details><summary><b><a href="https://github.com/jruizaranguren/best-of-digital-identity">best-of-digital-identity</a></b> (🥇14 · ⭐ 33) - A ranked list of awesome Digital Identity open source..</summary>

- [GitHub](https://github.com/jruizaranguren/best-of-digital-identity) (👨‍💻 3 · 🔀 4 · ⏱️ 27.11.2023):
- [GitHub](https://github.com/jruizaranguren/best-of-digital-identity) (👨‍💻 3 · 🔀 4 · ⏱️ 05.12.2023):

```
git clone https://github.com/jruizaranguren/best-of-digital-identity
Expand All @@ -239,7 +239,7 @@ _Best-of lists about cryptocurrencies, bitcoin, ethereum, or other topics relate

<details><summary><b><a href="https://github.com/LukasMasuch/best-of-crypto">best-of-crypto</a></b> (🥇16 · ⭐ 160) - A ranked list of awesome open-source crypto projects. Updated weekly.</summary>

- [GitHub](https://github.com/LukasMasuch/best-of-crypto) (👨‍💻 5 · 🔀 32 · ⏱️ 29.11.2023):
- [GitHub](https://github.com/LukasMasuch/best-of-crypto) (👨‍💻 5 · 🔀 33 · ⏱️ 29.11.2023):

```
git clone https://github.com/lukasmasuch/best-of-crypto
Expand All @@ -253,15 +253,15 @@ _Best-of lists about cryptocurrencies, bitcoin, ethereum, or other topics relate

<details><summary><b><a href="https://github.com/thumbor/awesome-thumbor">thumbor/awesome-thumbor</a></b> (🥇12 · ⭐ 38) - Everything thumbor, awesomely curated & updated weekly.</summary>

- [GitHub](https://github.com/thumbor/awesome-thumbor) (👨‍💻 4 · 🔀 4 · ⏱️ 29.11.2023):
- [GitHub](https://github.com/thumbor/awesome-thumbor) (👨‍💻 4 · 🔀 4 · ⏱️ 06.12.2023):

```
git clone https://github.com/thumbor/awesome-thumbor
```
</details>
<details><summary><b><a href="https://github.com/jinningwang/best-of-ps">best-of-ps</a></b> (🥉11 · ⭐ 75 · 💤) - A weekly updated ranked list of popular open-source libraries and tools..</summary>
<details><summary><b><a href="https://github.com/jinningwang/best-of-ps">best-of-ps</a></b> (🥉10 · ⭐ 75 · 💤) - A weekly updated ranked list of popular open-source libraries and tools..</summary>

- [GitHub](https://github.com/jinningwang/best-of-ps) (👨‍💻 4 · 🔀 11 · 📋 5 - 40% open · ⏱️ 21.03.2023):
- [GitHub](https://github.com/jinningwang/best-of-ps) (👨‍💻 4 · 🔀 12 · 📋 5 - 40% open · ⏱️ 21.03.2023):

```
git clone https://github.com/jinningwang/best-of-ps
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## 📉 Trending Down

_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._

- <b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇23 · ⭐ 15K · 📉) - A ranked list of awesome machine learning Python.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/ml-tooling/best-of-python">best-of-python</a></b> (🥇18 · ⭐ 3.2K · 📉) - A ranked list of awesome Python open-source libraries and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇17 · ⭐ 2.1K · 📉) - A ranked list of awesome python libraries for web.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/ml-tooling/best-of-python-dev">best-of-python-dev</a></b> (🥇16 · ⭐ 840 · 📉) - A ranked list of awesome python developer tools and.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>
- <b><a href="https://github.com/ml-tooling/best-of-jupyter">best-of-jupyter</a></b> (🥈16 · ⭐ 760 · 📉) - A ranked list of awesome Jupyter Notebook, Hub and Lab.. <code><img src="https://www.python.org/static/favicon.ico" style="display:inline;" width="13" height="13"></code>

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