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<p align="center">
<a href="https://best-of.org" title="Best-of Badge"><img src="http://bit.ly/3o3EHNN"></a>
<a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-17-blue.svg?color=5ac4bf"></a>
<a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-18-blue.svg?color=5ac4bf"></a>
<a href="#Contribution" title="Contributions are welcome"><img src="https://img.shields.io/badge/contributions-welcome-green.svg"></a>
<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 17 best-of lists with a total of 21K stars grouped into 6 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 18 best-of lists with a total of 21K stars grouped into 6 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 All @@ -25,7 +25,7 @@ This curated list contains 17 best-of lists with a total of 21K stars grouped in
- [Web Development](#web-development) _5 projects_
- [Development Tools](#development-tools) _1 projects_
- [Documentation](#documentation) _2 projects_
- [Programming Languages](#programming-languages) _1 projects_
- [Programming Languages](#programming-languages) _2 projects_
- [Cryptocurrencies & Blockchain](#cryptocurrencies--blockchain) _1 projects_
- [Others](#others) _2 projects_

Expand Down Expand Up @@ -56,15 +56,15 @@ _Best-of lists about machine learning, data engieering, data science, or other t

<details><summary><b><a href="https://github.com/ml-tooling/best-of-ml-python">best-of-ml-python</a></b> (🥇23 · ⭐ 13K) - 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>

- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 36 · 🔀 2K · 📋 43 - 27% open · ⏱️ 02.03.2023):
- [GitHub](https://github.com/ml-tooling/best-of-ml-python) (👨‍💻 36 · 🔀 2K · 📋 43 - 27% open · ⏱️ 09.03.2023):

```
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> (🥈15 · ⭐ 610) - 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> (🥈15 · ⭐ 620) - 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>

- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 10 · 🔀 61 · 📋 3 - 33% open · ⏱️ 02.03.2023):
- [GitHub](https://github.com/ml-tooling/best-of-jupyter) (👨‍💻 10 · 🔀 61 · 📋 3 - 33% open · ⏱️ 09.03.2023):

```
git clone https://github.com/ml-tooling/best-of-jupyter
Expand Down Expand Up @@ -93,15 +93,15 @@ _Best-of lists about react, vue, angular, html5, css, or other topics related to

<details><summary><b><a href="https://github.com/ml-tooling/best-of-web-python">best-of-web-python</a></b> (🥇16 · ⭐ 1.8K) - 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) (👨‍💻 10 · 🔀 140 · ⏱️ 02.03.2023):
- [GitHub](https://github.com/ml-tooling/best-of-web-python) (👨‍💻 10 · 🔀 140 · 📋 3 - 33% open · ⏱️ 09.03.2023):

```
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 · ⭐ 400) - 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) (👨‍💻 5 · 🔀 34 · ⏱️ 02.03.2023):
- [GitHub](https://github.com/LukasMasuch/best-of-react) (👨‍💻 5 · 🔀 35 · ⏱️ 09.03.2023):

```
git clone https://github.com/lukasmasuch/best-of-react
Expand All @@ -117,7 +117,7 @@ _Best-of lists about react, vue, angular, html5, css, or other topics related to
</details>
<details><summary><b><a href="https://github.com/fkromer/best-of-fastapi">best-of-fastapi</a></b> (🥉5 · ⭐ 5 · 🐣) - 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 · ⏱️ 03.03.2023):
- [GitHub](https://github.com/fkromer/best-of-fastapi) (👨‍💻 2 · ⏱️ 09.03.2023):

```
git clone https://github.com/fkromer/best-of-fastapi
Expand All @@ -137,7 +137,7 @@ _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> (🥇16 · ⭐ 680) - 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) (👨‍💻 5 · 🔀 36 · 📋 6 - 16% open · ⏱️ 02.03.2023):
- [GitHub](https://github.com/ml-tooling/best-of-python-dev) (👨‍💻 5 · 🔀 36 · 📋 6 - 16% open · ⏱️ 09.03.2023):

```
git clone https://github.com/ml-tooling/best-of-python-dev
Expand All @@ -151,17 +151,17 @@ _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/pawamoy/best-of-mkdocs">best-of-mkdocs</a></b> (🥇12 · ⭐ 150 · 📈) - A ranked list of awesome MkDocs projects and plugins.</summary>
<details><summary><b><a href="https://github.com/pawamoy/best-of-mkdocs">best-of-mkdocs</a></b> (🥇12 · ⭐ 160) - A ranked list of awesome MkDocs projects and plugins.</summary>

- [GitHub](https://github.com/pawamoy/best-of-mkdocs) (👨‍💻 4 · 🔀 6 · 📋 3 - 33% open · ⏱️ 02.03.2023):
- [GitHub](https://github.com/pawamoy/best-of-mkdocs) (👨‍💻 4 · 🔀 6 · 📋 3 - 33% open · ⏱️ 16.03.2023):

```
git clone https://github.com/pawamoy/best-of-mkdocs
```
</details>
<details><summary><b><a href="https://github.com/lyz-code/best-of-digital-gardens">best-of-digital-gardens</a></b> (🥉11 · ⭐ 130) - Ranked list of awesome digital gardens / second brains.</summary>

- [GitHub](https://github.com/lyz-code/best-of-digital-gardens) (👨‍💻 13 · 🔀 11 · ⏱️ 08.03.2023):
- [GitHub](https://github.com/lyz-code/best-of-digital-gardens) (👨‍💻 14 · 🔀 11 · ⏱️ 15.03.2023):

```
git clone https://github.com/lyz-code/best-of-digital-gardens
Expand All @@ -177,12 +177,20 @@ _Best-of lists with general overviews on tools & libraries for a specific progra

<details><summary><b><a href="https://github.com/ml-tooling/best-of-python">best-of-python</a></b> (🥇18 · ⭐ 2.9K) - 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>

- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 9 · 🔀 200 · 📋 6 - 33% open · ⏱️ 02.03.2023):
- [GitHub](https://github.com/ml-tooling/best-of-python) (👨‍💻 9 · 🔀 200 · 📋 6 - 33% open · ⏱️ 09.03.2023):

```
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> (🥉5 · ➕) - A ranked list of awesome machine learning Python libraries. Updated weekly.</summary>

- [GitHub](https://github.com/stkeky/best-of-scala) (👨‍💻 2 · ⏱️ 15.03.2023):

```
git clone https://github.com/stkeky/best-of-scala
```
</details>
<br>

## Cryptocurrencies & Blockchain
Expand All @@ -191,7 +199,7 @@ _Best-of lists with general overviews on tools & libraries for a specific progra

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

<details><summary><b><a href="https://github.com/LukasMasuch/best-of-crypto">best-of-crypto</a></b> (🥇13 · ⭐ 97) - A ranked list of awesome open-source crypto projects. Updated weekly.</summary>
<details><summary><b><a href="https://github.com/LukasMasuch/best-of-crypto">best-of-crypto</a></b> (🥇13 · ⭐ 99) - A ranked list of awesome open-source crypto projects. Updated weekly.</summary>

- [GitHub](https://github.com/LukasMasuch/best-of-crypto) (👨‍💻 3 · 🔀 20 · ⏱️ 09.03.2023):

Expand All @@ -205,20 +213,20 @@ _Best-of lists about cryptocurrencies, bitcoin, ethereum, or other topics relate

<a href="#contents"><img align="right" width="15" height="15" src="https://git.io/JtehR" alt="Back to top"></a>

<details><summary><b><a href="https://github.com/jinningwang/best-of-ps">best-of-ps</a></b> (🥇12 · ⭐ 29 · 🐣) - A weekly updated ranked list of popular open-source libraries and tools..</summary>
<details><summary><b><a href="https://github.com/thumbor/awesome-thumbor">thumbor/awesome-thumbor</a></b> (🥇12 · ⭐ 25) - Everything thumbor, awesomely curated & updated weekly.</summary>

- [GitHub](https://github.com/jinningwang/best-of-ps) (👨‍💻 3 · 🔀 5 · ⏱️ 08.03.2023):
- [GitHub](https://github.com/thumbor/awesome-thumbor) (👨‍💻 4 · 🔀 3 · ⏱️ 15.03.2023):

```
git clone https://github.com/jinningwang/best-of-ps
git clone https://github.com/thumbor/awesome-thumbor
```
</details>
<details><summary><b><a href="https://github.com/thumbor/awesome-thumbor">thumbor/awesome-thumbor</a></b> (🥇12 · ⭐ 26) - Everything thumbor, awesomely curated & updated weekly.</summary>
<details><summary><b><a href="https://github.com/jinningwang/best-of-ps">best-of-ps</a></b> (🥉11 · ⭐ 30 · 🐣) - A weekly updated ranked list of popular open-source libraries and tools..</summary>

- [GitHub](https://github.com/thumbor/awesome-thumbor) (👨‍💻 4 · 🔀 3 · ⏱️ 08.03.2023):
- [GitHub](https://github.com/jinningwang/best-of-ps) (👨‍💻 3 · 🔀 5 · ⏱️ 13.03.2023):

```
git clone https://github.com/thumbor/awesome-thumbor
git clone https://github.com/jinningwang/best-of-ps
```
</details>

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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/jinningwang/best-of-ps">best-of-ps</a></b> (🥉11 · ⭐ 30 · 🐣) - A weekly updated ranked list of popular open-source libraries and tools..

## ➕ Added Projects

_Projects that were recently added to this best-of list._

- <b><a href="https://github.com/stkeky/best-of-scala">best-of-scala</a></b> (🥉5 · ➕) - A ranked list of awesome machine learning Python libraries. Updated weekly.

19 changes: 19 additions & 0 deletions history/2023-03-16_projects.csv
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,name,github_id,labels,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,description,contributor_count,projectrank,show,projectrank_placing,trending,new_addition
0,best-of-ml-python,ml-tooling/best-of-ml-python,['python'],data-engineering,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36,2023-03-16 15:23:28,2023-03-09 22:01:29,357,26.0,1964.0,365,184,12.0,31.0,13022.0,2023-03-09 22:01:38,2023.03.09,88.0,A ranked list of awesome machine learning Python libraries. Updated weekly.,36.0,23,True,1,,
1,best-of-python,ml-tooling/best-of-python,['python'],programming-languages,https://github.com/ml-tooling/best-of-python,https://github.com/ml-tooling/best-of-python,CC-BY-SA-4.0,2021-01-11 19:11:32,2023-03-16 13:46:21,2023-03-09 22:00:58,226,22.0,204.0,82,130,2.0,4.0,2873.0,2023-03-09 22:01:05,2023.03.09,82.0,A ranked list of awesome Python open-source libraries and tools. Updated weekly.,9.0,18,True,1,,
2,best-of-web-python,ml-tooling/best-of-web-python,['python'],web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27,2023-03-16 16:41:10,2023-03-09 22:01:55,211,24.0,141.0,52,131,1.0,2.0,1833.0,2023-03-09 22:02:03,2023.03.09,80.0,A ranked list of awesome python libraries for web development. Updated weekly.,10.0,16,True,1,,
3,best-of-python-dev,ml-tooling/best-of-python-dev,['python'],dev-tools,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24,2023-03-16 14:40:36,2023-03-09 22:01:19,208,23.0,36.0,21,128,1.0,5.0,684.0,2023-03-09 22:01:26,2023.03.09,79.0,A ranked list of awesome python developer tools and libraries. Updated weekly.,5.0,16,True,1,,
4,best-of-jupyter,ml-tooling/best-of-jupyter,['python'],data-engineering,https://github.com/ml-tooling/best-of-jupyter,https://github.com/ml-tooling/best-of-jupyter,CC-BY-SA-4.0,2021-01-01 22:25:48,2023-03-16 14:45:16,2023-03-09 22:01:09,208,21.0,61.0,22,130,1.0,2.0,618.0,2023-03-09 22:01:15,2023.03.09,85.0,"A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly.",10.0,15,True,2,,
5,best-of-react,lukasmasuch/best-of-react,['javascript'],web-dev,https://github.com/LukasMasuch/best-of-react,https://github.com/LukasMasuch/best-of-react,CC-BY-SA-4.0,2021-02-21 12:52:27,2023-03-16 15:33:36,2023-03-09 22:01:42,245,23.0,35.0,8,119,1.0,,402.0,2023-03-09 22:01:51,2023.03.09,81.0,A ranked list of awesome React open-source libraries and tools. Updated weekly.,5.0,15,True,2,,
6,best-of-crypto,lukasmasuch/best-of-crypto,,blockchain,https://github.com/LukasMasuch/best-of-crypto,https://github.com/LukasMasuch/best-of-crypto,CC-BY-SA-4.0,2022-01-08 21:25:33,2023-03-15 19:30:40,2023-03-09 10:00:36,158,37.0,20.0,9,74,5.0,,99.0,2023-03-09 10:00:58,2023.03.08,54.0,A ranked list of awesome open-source crypto projects. Updated weekly.,3.0,13,True,1,,
7,best-of-streamlit,jrieke/best-of-streamlit,['python'],data-engineering,https://github.com/jrieke/best-of-streamlit,https://github.com/jrieke/best-of-streamlit,CC-BY-SA-4.0,2021-01-09 00:40:46,2023-03-13 12:05:47,2021-05-03 18:03:14,111,,78.0,13,76,14.0,4.0,583.0,2021-05-03 17:59:01,2021.05.03-17.47,8.0,A ranked gallery of awesome streamlit apps built by the community.,4.0,12,False,3,,
8,best-of-mkdocs,pawamoy/best-of-mkdocs,,documentation,https://github.com/pawamoy/best-of-mkdocs,https://github.com/pawamoy/best-of-mkdocs,CC-BY-SA-4.0,2022-04-17 07:48:22,2023-03-16 18:08:58,2023-03-16 18:08:58,146,13.0,6.0,6,67,1.0,2.0,160.0,2023-03-16 18:09:07,2023.03.16,52.0,A ranked list of awesome MkDocs projects and plugins.,4.0,12,True,1,,
9,thumbor/awesome-thumbor,thumbor/awesome-thumbor,,others,https://github.com/thumbor/awesome-thumbor,https://github.com/thumbor/awesome-thumbor,CC-BY-SA-4.0,2022-01-23 23:37:02,2023-03-15 22:23:28,2023-03-15 20:18:08,335,89.0,3.0,3,429,2.0,,25.0,2022-01-23 23:40:03,2022.01.23,1.0,"Everything thumbor, awesomely curated & updated weekly.",4.0,12,True,1,,
10,best-of-digital-gardens,lyz-code/best-of-digital-gardens,,documentation,https://github.com/lyz-code/best-of-digital-gardens,https://github.com/lyz-code/best-of-digital-gardens,CC-BY-SA-4.0,2022-04-21 16:32:43,2023-03-15 18:27:27,2023-03-15 18:27:26,423,103.0,11.0,3,22,,2.0,134.0,,,,Ranked list of awesome digital gardens / second brains.,14.0,11,True,3,,
11,best-of-ps,jinningwang/best-of-ps,,others,https://github.com/jinningwang/best-of-ps,https://github.com/jinningwang/best-of-ps,CC-BY-SA-4.0,2022-11-29 16:56:33,2023-03-16 18:25:09,2023-03-13 13:44:24,133,40.0,5.0,3,57,,3.0,30.0,2023-03-09 21:27:55,2023.03.09-20.26,16.0,A weekly updated ranked list of popular open-source libraries and tools for Power System Analysis.,3.0,11,True,3,-1.0,
12,best-of-ml-rust,e-tornike/best-of-ml-rust,,data-engineering,https://github.com/e-tornike/best-of-ml-rust,https://github.com/e-tornike/best-of-ml-rust,CC-BY-SA-4.0,2021-02-09 10:37:33,2023-03-05 10:45:11,2023-03-05 10:45:11,139,6.0,3.0,7,101,57.0,,131.0,2023-03-01 09:31:46,2023.03.01,24.0,A ranked list of awesome machine learning Rust libraries.,2.0,10,True,3,,
13,best-of-django,fkromer/best-of-django,['python'],web-dev,https://github.com/fkromer/best-of-django,https://github.com/fkromer/best-of-django,CC-BY-SA-4.0,2022-10-04 19:22:03,2023-03-02 09:54:06,2023-03-02 09:54:05,131,80.0,1.0,1,28,,,8.0,,,,A ranked list of awesome Django related Python packages.,,7,True,3,,
14,best-of-ml-julia,e-tornike/best-of-ml-julia,,data-engineering,https://github.com/e-tornike/best-of-ml-julia,https://github.com/e-tornike/best-of-ml-julia,CC-BY-SA-4.0,2021-02-09 10:50:31,2021-11-15 12:28:02,2021-09-16 07:59:38,44,,1.0,2,38,,,10.0,2021-05-10 14:35:56,2021.05.10,3.0,A ranked list of awesome machine learning Julia libraries.,2.0,5,False,3,,
15,best-of-fastapi,fkromer/best-of-fastapi,['python'],web-dev,https://github.com/fkromer/best-of-fastapi,https://github.com/fkromer/best-of-fastapi,CC-BY-SA-4.0,2022-11-27 14:22:10,2023-03-16 18:06:31,2023-03-09 19:27:33,46,12.0,,1,23,,,5.0,,,,List of automatically rated Python packages for FastAPI.,2.0,5,True,3,,
16,best-of-scala,stkeky/best-of-scala,,programming-languages,https://github.com/stkeky/best-of-scala,https://github.com/stkeky/best-of-scala,CC-BY-SA-4.0,2023-03-13 21:28:43,2023-03-16 18:22:37,2023-03-15 23:51:50,20,20.0,,1,11,,,,2023-03-13 22:58:09,2023.03.13-22.32,1.0,A ranked list of awesome machine learning Python libraries. Updated weekly.,2.0,5,True,3,,True
17,best-of-vue,fkromer/best-of-vue,['javascript'],web-dev,https://github.com/fkromer/best-of-vue,https://github.com/fkromer/best-of-vue,CC-BY-SA-4.0,2022-12-03 16:39:34,2023-03-16 18:09:03,2023-03-09 19:27:11,69,17.0,,2,31,,,11.0,,,,,2.0,4,False,3,,
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